Projection of cells across datasets¶
Scarf allows projections (aka mapping) of cells from one dataset to another. Such projection can help in understanding how cells are related between the two datasets. Projection/mapping is a lightweight alternative to full-blown data integration which focuses on biological interpretation. In this notebook we use data from Kang et. al.. We have already preprocessed the raw count matrix to generate UMAPs and clustering of the data (notebook here). We will use two datasets from this study: control and IFN-B treated PBMCs.
[1]:
%config InlineBackend.figure_format = 'retina'
%load_ext autotime
import scarf
scarf.__version__
[1]:
'0.7.8'
time: 1.54 s (started: 2021-08-22 17:57:56 +00:00)
1) Fetch datasets in Zarr format¶
[2]:
scarf.fetch_dataset('kang_15K_pbmc_rnaseq', save_path='scarf_datasets', as_zarr=True)
scarf.fetch_dataset('kang_14K_ifnb-pbmc_rnaseq', save_path='scarf_datasets', as_zarr=True)
INFO: Download started...
--2021-08-22 17:58:03-- https://files.de-1.osf.io/v1/resources/zeupv/providers/osfstorage/6097185f5dfcb90054bf8d3a
Resolving files.de-1.osf.io (files.de-1.osf.io)... 35.186.249.111
Connecting to files.de-1.osf.io (files.de-1.osf.io)|35.186.249.111|:443... connected.
HTTP request sent, awaiting response... 302 Found
Location: https://storage.googleapis.com/cos-osf-prod-files-de-1/92d89fdae4a3edd779343681655a0c41303eace73f9eefed57667fabc99b7620?response-content-disposition=attachment%3B%20filename%3D%22data.zarr.tar.gz%22%3B%20filename%2A%3DUTF-8%27%27data.zarr.tar.gz&GoogleAccessId=files-de-1%40cos-osf-prod.iam.gserviceaccount.com&Expires=1629655144&Signature=Whr55UZEiwt2C1mxK2phvdV1Kw04jUi1v7ngW9KWKTaSGKsujEXiP1HgyeuUXonG5q7Wx1e%2FRAFnlxUQRc6VXoXM8bhR23qf5LhTDJSmq%2Fxf5gnjXlcEJ1g%2F4kKOfNLYeuVh5HAcffD18AAGJDcXl8er5RbD98TCyoBGek6aqga29Ipez401T97%2B6wGc1tLqm9S%2BAkQymdEZrb2hKSmrsNg0ZQi0DRhPqgO2AiwkrQrJw0lC4O13BWCilxkFpo0WfivscieXEIyFoGgDzJK5UXhrFx66XTQlIMJv0x9V7Q6%2Fkai2OvQIQZaDJ3uhuiFtY8cHFRYRYhbDXKm4jwI00A%3D%3D [following]
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Resolving storage.googleapis.com (storage.googleapis.com)... 172.217.4.48, 172.217.4.80, 172.217.4.208, ...
Connecting to storage.googleapis.com (storage.googleapis.com)|172.217.4.48|:443... connected.
HTTP request sent, awaiting response... 200 OK
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Saving to: ‘scarf_datasets/kang_15K_pbmc_rnaseq/data.zarr.tar.gz’
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12700K .......... .......... .......... .......... .......... 24% 210M 3s
12750K .......... .......... .......... .......... .......... 24% 187M 3s
12800K .......... .......... .......... .......... .......... 24% 218M 3s
12850K .......... .......... .......... .......... .......... 24% 219M 3s
12900K .......... .......... .......... .......... .......... 24% 214M 3s
12950K .......... .......... .......... .......... .......... 24% 179M 3s
13000K .......... .......... .......... .......... .......... 24% 219M 3s
13050K .......... .......... .......... .......... .......... 24% 8.24M 3s
13100K .......... .......... .......... .......... .......... 24% 12.7M 3s
13150K .......... .......... .......... .......... .......... 24% 195M 3s
13200K .......... .......... .......... .......... .......... 25% 186M 3s
13250K .......... .......... .......... .......... .......... 25% 186M 3s
13300K .......... .......... .......... .......... .......... 25% 220M 3s
13350K .......... .......... .......... .......... .......... 25% 172M 3s
13400K .......... .......... .......... .......... .......... 25% 189M 3s
13450K .......... .......... .......... .......... .......... 25% 215M 3s
13500K .......... .......... .......... .......... .......... 25% 214M 3s
13550K .......... .......... .......... .......... .......... 25% 192M 3s
13600K .......... .......... .......... .......... .......... 25% 192M 3s
13650K .......... .......... .......... .......... .......... 25% 213M 3s
13700K .......... .......... .......... .......... .......... 25% 23.4M 3s
13750K .......... .......... .......... .......... .......... 26% 163M 3s
13800K .......... .......... .......... .......... .......... 26% 211M 3s
13850K .......... .......... .......... .......... .......... 26% 207M 3s
13900K .......... .......... .......... .......... .......... 26% 353K 3s
13950K .......... .......... .......... .......... .......... 26% 19.6M 3s
14000K .......... .......... .......... .......... .......... 26% 162M 3s
14050K .......... .......... .......... .......... .......... 26% 21.5M 3s
14100K .......... .......... .......... .......... .......... 26% 182M 3s
14150K .......... .......... .......... .......... .......... 26% 191M 3s
14200K .......... .......... .......... .......... .......... 26% 168M 3s
14250K .......... .......... .......... .......... .......... 27% 189M 3s
14300K .......... .......... .......... .......... .......... 27% 183M 3s
14350K .......... .......... .......... .......... .......... 27% 213M 3s
14400K .......... .......... .......... .......... .......... 27% 179M 3s
14450K .......... .......... .......... .......... .......... 27% 164M 3s
14500K .......... .......... .......... .......... .......... 27% 212M 3s
14550K .......... .......... .......... .......... .......... 27% 191M 3s
14600K .......... .......... .......... .......... .......... 27% 182M 3s
14650K .......... .......... .......... .......... .......... 27% 188M 3s
14700K .......... .......... .......... .......... .......... 27% 203M 3s
14750K .......... .......... .......... .......... .......... 27% 211M 3s
14800K .......... .......... .......... .......... .......... 28% 173M 3s
14850K .......... .......... .......... .......... .......... 28% 199M 3s
14900K .......... .......... .......... .......... .......... 28% 200M 3s
14950K .......... .......... .......... .......... .......... 28% 206M 3s
15000K .......... .......... .......... .......... .......... 28% 180M 3s
15050K .......... .......... .......... .......... .......... 28% 4.42M 3s
15100K .......... .......... .......... .......... .......... 28% 6.81M 3s
15150K .......... .......... .......... .......... .......... 28% 8.77M 3s
15200K .......... .......... .......... .......... .......... 28% 17.4M 3s
15250K .......... .......... .......... .......... .......... 28% 189M 3s
15300K .......... .......... .......... .......... .......... 29% 203M 3s
15350K .......... .......... .......... .......... .......... 29% 205M 3s
15400K .......... .......... .......... .......... .......... 29% 169M 3s
15450K .......... .......... .......... .......... .......... 29% 203M 3s
15500K .......... .......... .......... .......... .......... 29% 214M 3s
15550K .......... .......... .......... .......... .......... 29% 204M 3s
15600K .......... .......... .......... .......... .......... 29% 195M 3s
15650K .......... .......... .......... .......... .......... 29% 218M 3s
15700K .......... .......... .......... .......... .......... 29% 6.53M 3s
15750K .......... .......... .......... .......... .......... 29% 18.9M 3s
15800K .......... .......... .......... .......... .......... 29% 15.6M 3s
15850K .......... .......... .......... .......... .......... 30% 25.8M 3s
15900K .......... .......... .......... .......... .......... 30% 205M 3s
15950K .......... .......... .......... .......... .......... 30% 490K 3s
16000K .......... .......... .......... .......... .......... 30% 59.7M 3s
16050K .......... .......... .......... .......... .......... 30% 203M 3s
16100K .......... .......... .......... .......... .......... 30% 187M 3s
16150K .......... .......... .......... .......... .......... 30% 197M 3s
16200K .......... .......... .......... .......... .......... 30% 166M 3s
16250K .......... .......... .......... .......... .......... 30% 71.9M 3s
16300K .......... .......... .......... .......... .......... 30% 195M 3s
16350K .......... .......... .......... .......... .......... 30% 82.1M 3s
16400K .......... .......... .......... .......... .......... 31% 189M 3s
16450K .......... .......... .......... .......... .......... 31% 195M 3s
16500K .......... .......... .......... .......... .......... 31% 180M 3s
16550K .......... .......... .......... .......... .......... 31% 219M 3s
16600K .......... .......... .......... .......... .......... 31% 166M 3s
16650K .......... .......... .......... .......... .......... 31% 198M 3s
16700K .......... .......... .......... .......... .......... 31% 208M 3s
16750K .......... .......... .......... .......... .......... 31% 188M 3s
16800K .......... .......... .......... .......... .......... 31% 177M 3s
16850K .......... .......... .......... .......... .......... 31% 200M 3s
16900K .......... .......... .......... .......... .......... 32% 194M 3s
16950K .......... .......... .......... .......... .......... 32% 209M 3s
17000K .......... .......... .......... .......... .......... 32% 168M 3s
17050K .......... .......... .......... .......... .......... 32% 11.0M 3s
17100K .......... .......... .......... .......... .......... 32% 18.6M 3s
17150K .......... .......... .......... .......... .......... 32% 20.4M 3s
17200K .......... .......... .......... .......... .......... 32% 4.84M 3s
17250K .......... .......... .......... .......... .......... 32% 21.0M 3s
17300K .......... .......... .......... .......... .......... 32% 204M 3s
17350K .......... .......... .......... .......... .......... 32% 208M 3s
17400K .......... .......... .......... .......... .......... 32% 173M 3s
17450K .......... .......... .......... .......... .......... 33% 205M 3s
17500K .......... .......... .......... .......... .......... 33% 216M 3s
17550K .......... .......... .......... .......... .......... 33% 201M 3s
17600K .......... .......... .......... .......... .......... 33% 186M 3s
17650K .......... .......... .......... .......... .......... 33% 216M 3s
17700K .......... .......... .......... .......... .......... 33% 210M 3s
17750K .......... .......... .......... .......... .......... 33% 15.7M 3s
17800K .......... .......... .......... .......... .......... 33% 17.2M 3s
17850K .......... .......... .......... .......... .......... 33% 19.7M 3s
17900K .......... .......... .......... .......... .......... 33% 36.8M 3s
17950K .......... .......... .......... .......... .......... 34% 208M 3s
18000K .......... .......... .......... .......... .......... 34% 393K 3s
18050K .......... .......... .......... .......... .......... 34% 63.0M 3s
18100K .......... .......... .......... .......... .......... 34% 87.8M 3s
18150K .......... .......... .......... .......... .......... 34% 194M 3s
18200K .......... .......... .......... .......... .......... 34% 79.3M 3s
18250K .......... .......... .......... .......... .......... 34% 56.4M 3s
18300K .......... .......... .......... .......... .......... 34% 70.1M 3s
18350K .......... .......... .......... .......... .......... 34% 152M 3s
18400K .......... .......... .......... .......... .......... 34% 189M 3s
18450K .......... .......... .......... .......... .......... 34% 29.8M 3s
18500K .......... .......... .......... .......... .......... 35% 191M 3s
18550K .......... .......... .......... .......... .......... 35% 198M 3s
18600K .......... .......... .......... .......... .......... 35% 163M 3s
18650K .......... .......... .......... .......... .......... 35% 170M 3s
18700K .......... .......... .......... .......... .......... 35% 216M 3s
18750K .......... .......... .......... .......... .......... 35% 206M 3s
18800K .......... .......... .......... .......... .......... 35% 182M 3s
18850K .......... .......... .......... .......... .......... 35% 185M 3s
18900K .......... .......... .......... .......... .......... 35% 211M 3s
18950K .......... .......... .......... .......... .......... 35% 208M 3s
19000K .......... .......... .......... .......... .......... 35% 161M 3s
19050K .......... .......... .......... .......... .......... 36% 225M 3s
19100K .......... .......... .......... .......... .......... 36% 204M 3s
19150K .......... .......... .......... .......... .......... 36% 202M 3s
19200K .......... .......... .......... .......... .......... 36% 201M 3s
19250K .......... .......... .......... .......... .......... 36% 187M 3s
19300K .......... .......... .......... .......... .......... 36% 202M 3s
19350K .......... .......... .......... .......... .......... 36% 214M 3s
19400K .......... .......... .......... .......... .......... 36% 183M 3s
19450K .......... .......... .......... .......... .......... 36% 6.79M 3s
19500K .......... .......... .......... .......... .......... 36% 19.6M 3s
19550K .......... .......... .......... .......... .......... 37% 5.99M 3s
19600K .......... .......... .......... .......... .......... 37% 16.3M 3s
19650K .......... .......... .......... .......... .......... 37% 20.7M 3s
19700K .......... .......... .......... .......... .......... 37% 50.5M 3s
19750K .......... .......... .......... .......... .......... 37% 204M 3s
19800K .......... .......... .......... .......... .......... 37% 176M 3s
19850K .......... .......... .......... .......... .......... 37% 205M 3s
19900K .......... .......... .......... .......... .......... 37% 212M 3s
19950K .......... .......... .......... .......... .......... 37% 208M 3s
20000K .......... .......... .......... .......... .......... 37% 192M 3s
20050K .......... .......... .......... .......... .......... 37% 198M 2s
20100K .......... .......... .......... .......... .......... 38% 214M 2s
20150K .......... .......... .......... .......... .......... 38% 199M 2s
20200K .......... .......... .......... .......... .......... 38% 176M 2s
20250K .......... .......... .......... .......... .......... 38% 202M 2s
20300K .......... .......... .......... .......... .......... 38% 205M 2s
20350K .......... .......... .......... .......... .......... 38% 215M 2s
20400K .......... .......... .......... .......... .......... 38% 186M 2s
20450K .......... .......... .......... .......... .......... 38% 218M 2s
20500K .......... .......... .......... .......... .......... 38% 5.91M 2s
20550K .......... .......... .......... .......... .......... 38% 185M 2s
20600K .......... .......... .......... .......... .......... 39% 170M 2s
20650K .......... .......... .......... .......... .......... 39% 221M 2s
20700K .......... .......... .......... .......... .......... 39% 207M 2s
20750K .......... .......... .......... .......... .......... 39% 211M 2s
20800K .......... .......... .......... .......... .......... 39% 199M 2s
20850K .......... .......... .......... .......... .......... 39% 220M 2s
20900K .......... .......... .......... .......... .......... 39% 205M 2s
20950K .......... .......... .......... .......... .......... 39% 57.7M 2s
21000K .......... .......... .......... .......... .......... 39% 164M 2s
21050K .......... .......... .......... .......... .......... 39% 225M 2s
21100K .......... .......... .......... .......... .......... 39% 221M 2s
21150K .......... .......... .......... .......... .......... 40% 202M 2s
21200K .......... .......... .......... .......... .......... 40% 185M 2s
21250K .......... .......... .......... .......... .......... 40% 215M 2s
21300K .......... .......... .......... .......... .......... 40% 214M 2s
21350K .......... .......... .......... .......... .......... 40% 212M 2s
21400K .......... .......... .......... .......... .......... 40% 178M 2s
21450K .......... .......... .......... .......... .......... 40% 196M 2s
21500K .......... .......... .......... .......... .......... 40% 207M 2s
21550K .......... .......... .......... .......... .......... 40% 213M 2s
21600K .......... .......... .......... .......... .......... 40% 196M 2s
21650K .......... .......... .......... .......... .......... 40% 202M 2s
21700K .......... .......... .......... .......... .......... 41% 220M 2s
21750K .......... .......... .......... .......... .......... 41% 440K 2s
21800K .......... .......... .......... .......... .......... 41% 58.6M 2s
21850K .......... .......... .......... .......... .......... 41% 158M 2s
21900K .......... .......... .......... .......... .......... 41% 190M 2s
21950K .......... .......... .......... .......... .......... 41% 186M 2s
22000K .......... .......... .......... .......... .......... 41% 179M 2s
22050K .......... .......... .......... .......... .......... 41% 189M 2s
22100K .......... .......... .......... .......... .......... 41% 218M 2s
22150K .......... .......... .......... .......... .......... 41% 206M 2s
22200K .......... .......... .......... .......... .......... 42% 220M 2s
22250K .......... .......... .......... .......... .......... 42% 175M 2s
22300K .......... .......... .......... .......... .......... 42% 215M 2s
22350K .......... .......... .......... .......... .......... 42% 223M 2s
22400K .......... .......... .......... .......... .......... 42% 210M 2s
22450K .......... .......... .......... .......... .......... 42% 7.42M 2s
22500K .......... .......... .......... .......... .......... 42% 8.35M 2s
22550K .......... .......... .......... .......... .......... 42% 11.5M 2s
22600K .......... .......... .......... .......... .......... 42% 196M 2s
22650K .......... .......... .......... .......... .......... 42% 177M 2s
22700K .......... .......... .......... .......... .......... 42% 217M 2s
22750K .......... .......... .......... .......... .......... 43% 196M 2s
22800K .......... .......... .......... .......... .......... 43% 219M 2s
22850K .......... .......... .......... .......... .......... 43% 192M 2s
22900K .......... .......... .......... .......... .......... 43% 202M 2s
22950K .......... .......... .......... .......... .......... 43% 213M 2s
23000K .......... .......... .......... .......... .......... 43% 200M 2s
23050K .......... .......... .......... .......... .......... 43% 173M 2s
23100K .......... .......... .......... .......... .......... 43% 207M 2s
23150K .......... .......... .......... .......... .......... 43% 202M 2s
23200K .......... .......... .......... .......... .......... 43% 202M 2s
23250K .......... .......... .......... .......... .......... 44% 182M 2s
23300K .......... .......... .......... .......... .......... 44% 202M 2s
23350K .......... .......... .......... .......... .......... 44% 204M 2s
23400K .......... .......... .......... .......... .......... 44% 206M 2s
23450K .......... .......... .......... .......... .......... 44% 178M 2s
23500K .......... .......... .......... .......... .......... 44% 211M 2s
23550K .......... .......... .......... .......... .......... 44% 208M 2s
23600K .......... .......... .......... .......... .......... 44% 4.67M 2s
23650K .......... .......... .......... .......... .......... 44% 6.95M 2s
23700K .......... .......... .......... .......... .......... 44% 5.25M 2s
23750K .......... .......... .......... .......... .......... 44% 21.2M 2s
23800K .......... .......... .......... .......... .......... 45% 28.7M 2s
23850K .......... .......... .......... .......... .......... 45% 168M 2s
23900K .......... .......... .......... .......... .......... 45% 201M 2s
23950K .......... .......... .......... .......... .......... 45% 219M 2s
24000K .......... .......... .......... .......... .......... 45% 202M 2s
24050K .......... .......... .......... .......... .......... 45% 185M 2s
24100K .......... .......... .......... .......... .......... 45% 221M 2s
24150K .......... .......... .......... .......... .......... 45% 203M 2s
24200K .......... .......... .......... .......... .......... 45% 212M 2s
24250K .......... .......... .......... .......... .......... 45% 170M 2s
24300K .......... .......... .......... .......... .......... 46% 199M 2s
24350K .......... .......... .......... .......... .......... 46% 216M 2s
24400K .......... .......... .......... .......... .......... 46% 213M 2s
24450K .......... .......... .......... .......... .......... 46% 186M 2s
24500K .......... .......... .......... .......... .......... 46% 215M 2s
24550K .......... .......... .......... .......... .......... 46% 219M 2s
24600K .......... .......... .......... .......... .......... 46% 5.90M 2s
24650K .......... .......... .......... .......... .......... 46% 16.7M 2s
24700K .......... .......... .......... .......... .......... 46% 20.4M 2s
24750K .......... .......... .......... .......... .......... 46% 18.0M 2s
24800K .......... .......... .......... .......... .......... 46% 17.6M 2s
24850K .......... .......... .......... .......... .......... 47% 29.0M 2s
24900K .......... .......... .......... .......... .......... 47% 196M 2s
24950K .......... .......... .......... .......... .......... 47% 216M 2s
25000K .......... .......... .......... .......... .......... 47% 215M 2s
25050K .......... .......... .......... .......... .......... 47% 174M 2s
25100K .......... .......... .......... .......... .......... 47% 224M 2s
25150K .......... .......... .......... .......... .......... 47% 213M 2s
25200K .......... .......... .......... .......... .......... 47% 223M 2s
25250K .......... .......... .......... .......... .......... 47% 195M 2s
25300K .......... .......... .......... .......... .......... 47% 222M 2s
25350K .......... .......... .......... .......... .......... 47% 222M 2s
25400K .......... .......... .......... .......... .......... 48% 210M 2s
25450K .......... .......... .......... .......... .......... 48% 180M 2s
25500K .......... .......... .......... .......... .......... 48% 214M 2s
25550K .......... .......... .......... .......... .......... 48% 713K 2s
25600K .......... .......... .......... .......... .......... 48% 60.9M 2s
25650K .......... .......... .......... .......... .......... 48% 206M 2s
25700K .......... .......... .......... .......... .......... 48% 87.3M 2s
25750K .......... .......... .......... .......... .......... 48% 95.3M 2s
25800K .......... .......... .......... .......... .......... 48% 56.6M 2s
25850K .......... .......... .......... .......... .......... 48% 94.4M 2s
25900K .......... .......... .......... .......... .......... 49% 95.0M 2s
25950K .......... .......... .......... .......... .......... 49% 182M 2s
26000K .......... .......... .......... .......... .......... 49% 76.1M 2s
26050K .......... .......... .......... .......... .......... 49% 77.1M 2s
26100K .......... .......... .......... .......... .......... 49% 22.7M 2s
26150K .......... .......... .......... .......... .......... 49% 50.5M 2s
26200K .......... .......... .......... .......... .......... 49% 178M 2s
26250K .......... .......... .......... .......... .......... 49% 194M 2s
26300K .......... .......... .......... .......... .......... 49% 201M 2s
26350K .......... .......... .......... .......... .......... 49% 207M 2s
26400K .......... .......... .......... .......... .......... 49% 186M 2s
26450K .......... .......... .......... .......... .......... 50% 34.2M 2s
26500K .......... .......... .......... .......... .......... 50% 17.9M 2s
26550K .......... .......... .......... .......... .......... 50% 20.2M 2s
26600K .......... .......... .......... .......... .......... 50% 104M 2s
26650K .......... .......... .......... .......... .......... 50% 209M 2s
26700K .......... .......... .......... .......... .......... 50% 9.93M 2s
26750K .......... .......... .......... .......... .......... 50% 190M 2s
26800K .......... .......... .......... .......... .......... 50% 175M 2s
26850K .......... .......... .......... .......... .......... 50% 208M 2s
26900K .......... .......... .......... .......... .......... 50% 209M 2s
26950K .......... .......... .......... .......... .......... 51% 195M 2s
27000K .......... .......... .......... .......... .......... 51% 178M 2s
27050K .......... .......... .......... .......... .......... 51% 210M 2s
27100K .......... .......... .......... .......... .......... 51% 201M 2s
27150K .......... .......... .......... .......... .......... 51% 214M 2s
27200K .......... .......... .......... .......... .......... 51% 190M 2s
27250K .......... .......... .......... .......... .......... 51% 398K 2s
27300K .......... .......... .......... .......... .......... 51% 64.4M 2s
27350K .......... .......... .......... .......... .......... 51% 196M 2s
27400K .......... .......... .......... .......... .......... 51% 78.7M 2s
27450K .......... .......... .......... .......... .......... 51% 72.5M 2s
27500K .......... .......... .......... .......... .......... 52% 68.0M 2s
27550K .......... .......... .......... .......... .......... 52% 22.4M 2s
27600K .......... .......... .......... .......... .......... 52% 194M 2s
27650K .......... .......... .......... .......... .......... 52% 211M 2s
27700K .......... .......... .......... .......... .......... 52% 198M 2s
27750K .......... .......... .......... .......... .......... 52% 203M 2s
27800K .......... .......... .......... .......... .......... 52% 171M 2s
27850K .......... .......... .......... .......... .......... 52% 201M 2s
27900K .......... .......... .......... .......... .......... 52% 22.2M 2s
27950K .......... .......... .......... .......... .......... 52% 20.2M 2s
28000K .......... .......... .......... .......... .......... 52% 16.5M 2s
28050K .......... .......... .......... .......... .......... 53% 167M 2s
28100K .......... .......... .......... .......... .......... 53% 212M 2s
28150K .......... .......... .......... .......... .......... 53% 188M 2s
28200K .......... .......... .......... .......... .......... 53% 164M 2s
28250K .......... .......... .......... .......... .......... 53% 222M 2s
28300K .......... .......... .......... .......... .......... 53% 5.14M 2s
28350K .......... .......... .......... .......... .......... 53% 17.6M 2s
28400K .......... .......... .......... .......... .......... 53% 22.7M 2s
28450K .......... .......... .......... .......... .......... 53% 218M 2s
28500K .......... .......... .......... .......... .......... 53% 205M 2s
28550K .......... .......... .......... .......... .......... 54% 216M 2s
28600K .......... .......... .......... .......... .......... 54% 179M 2s
28650K .......... .......... .......... .......... .......... 54% 202M 2s
28700K .......... .......... .......... .......... .......... 54% 213M 2s
28750K .......... .......... .......... .......... .......... 54% 215M 2s
28800K .......... .......... .......... .......... .......... 54% 17.8M 2s
28850K .......... .......... .......... .......... .......... 54% 18.2M 2s
28900K .......... .......... .......... .......... .......... 54% 22.6M 2s
28950K .......... .......... .......... .......... .......... 54% 211M 2s
29000K .......... .......... .......... .......... .......... 54% 175M 2s
29050K .......... .......... .......... .......... .......... 54% 190M 2s
29100K .......... .......... .......... .......... .......... 55% 208M 2s
29150K .......... .......... .......... .......... .......... 55% 207M 2s
29200K .......... .......... .......... .......... .......... 55% 196M 2s
29250K .......... .......... .......... .......... .......... 55% 214M 2s
29300K .......... .......... .......... .......... .......... 55% 408K 2s
29350K .......... .......... .......... .......... .......... 55% 45.5M 2s
29400K .......... .......... .......... .......... .......... 55% 85.1M 2s
29450K .......... .......... .......... .......... .......... 55% 92.9M 2s
29500K .......... .......... .......... .......... .......... 55% 94.9M 2s
29550K .......... .......... .......... .......... .......... 55% 95.8M 2s
29600K .......... .......... .......... .......... .......... 56% 180M 2s
29650K .......... .......... .......... .......... .......... 56% 61.2M 2s
29700K .......... .......... .......... .......... .......... 56% 90.6M 2s
29750K .......... .......... .......... .......... .......... 56% 198M 2s
29800K .......... .......... .......... .......... .......... 56% 38.0M 2s
29850K .......... .......... .......... .......... .......... 56% 176M 2s
29900K .......... .......... .......... .......... .......... 56% 90.6M 2s
29950K .......... .......... .......... .......... .......... 56% 18.9M 2s
30000K .......... .......... .......... .......... .......... 56% 196M 2s
30050K .......... .......... .......... .......... .......... 56% 202M 2s
30100K .......... .......... .......... .......... .......... 56% 210M 2s
30150K .......... .......... .......... .......... .......... 57% 214M 2s
30200K .......... .......... .......... .......... .......... 57% 170M 2s
30250K .......... .......... .......... .......... .......... 57% 206M 2s
30300K .......... .......... .......... .......... .......... 57% 23.1M 2s
30350K .......... .......... .......... .......... .......... 57% 5.49M 2s
30400K .......... .......... .......... .......... .......... 57% 25.6M 2s
30450K .......... .......... .......... .......... .......... 57% 202M 2s
30500K .......... .......... .......... .......... .......... 57% 198M 2s
30550K .......... .......... .......... .......... .......... 57% 205M 2s
30600K .......... .......... .......... .......... .......... 57% 169M 2s
30650K .......... .......... .......... .......... .......... 58% 216M 2s
30700K .......... .......... .......... .......... .......... 58% 205M 2s
30750K .......... .......... .......... .......... .......... 58% 207M 2s
30800K .......... .......... .......... .......... .......... 58% 189M 2s
30850K .......... .......... .......... .......... .......... 58% 211M 2s
30900K .......... .......... .......... .......... .......... 58% 212M 2s
30950K .......... .......... .......... .......... .......... 58% 183M 2s
31000K .......... .......... .......... .......... .......... 58% 175M 2s
31050K .......... .......... .......... .......... .......... 58% 208M 2s
31100K .......... .......... .......... .......... .......... 58% 211M 2s
31150K .......... .......... .......... .......... .......... 58% 210M 1s
31200K .......... .......... .......... .......... .......... 59% 178M 1s
31250K .......... .......... .......... .......... .......... 59% 6.53M 1s
31300K .......... .......... .......... .......... .......... 59% 19.1M 1s
31350K .......... .......... .......... .......... .......... 59% 18.1M 1s
31400K .......... .......... .......... .......... .......... 59% 16.5M 1s
31450K .......... .......... .......... .......... .......... 59% 17.0M 1s
31500K .......... .......... .......... .......... .......... 59% 202M 1s
31550K .......... .......... .......... .......... .......... 59% 200M 1s
31600K .......... .......... .......... .......... .......... 59% 167M 1s
31650K .......... .......... .......... .......... .......... 59% 215M 1s
31700K .......... .......... .......... .......... .......... 59% 211M 1s
31750K .......... .......... .......... .......... .......... 60% 197M 1s
31800K .......... .......... .......... .......... .......... 60% 4.35M 1s
31850K .......... .......... .......... .......... .......... 60% 39.6M 1s
31900K .......... .......... .......... .......... .......... 60% 155M 1s
31950K .......... .......... .......... .......... .......... 60% 149M 1s
32000K .......... .......... .......... .......... .......... 60% 143M 1s
32050K .......... .......... .......... .......... .......... 60% 146M 1s
32100K .......... .......... .......... .......... .......... 60% 160M 1s
32150K .......... .......... .......... .......... .......... 60% 154M 1s
32200K .......... .......... .......... .......... .......... 60% 136M 1s
32250K .......... .......... .......... .......... .......... 61% 153M 1s
32300K .......... .......... .......... .......... .......... 61% 161M 1s
32350K .......... .......... .......... .......... .......... 61% 166M 1s
32400K .......... .......... .......... .......... .......... 61% 20.2M 1s
32450K .......... .......... .......... .......... .......... 61% 15.7M 1s
32500K .......... .......... .......... .......... .......... 61% 16.7M 1s
32550K .......... .......... .......... .......... .......... 61% 154M 1s
32600K .......... .......... .......... .......... .......... 61% 133M 1s
32650K .......... .......... .......... .......... .......... 61% 162M 1s
32700K .......... .......... .......... .......... .......... 61% 153M 1s
32750K .......... .......... .......... .......... .......... 61% 160M 1s
32800K .......... .......... .......... .......... .......... 62% 142M 1s
32850K .......... .......... .......... .......... .......... 62% 154M 1s
32900K .......... .......... .......... .......... .......... 62% 159M 1s
32950K .......... .......... .......... .......... .......... 62% 158M 1s
33000K .......... .......... .......... .......... .......... 62% 125M 1s
33050K .......... .......... .......... .......... .......... 62% 153M 1s
33100K .......... .......... .......... .......... .......... 62% 163M 1s
33150K .......... .......... .......... .......... .......... 62% 144M 1s
33200K .......... .......... .......... .......... .......... 62% 132M 1s
33250K .......... .......... .......... .......... .......... 62% 16.2M 1s
33300K .......... .......... .......... .......... .......... 63% 16.4M 1s
33350K .......... .......... .......... .......... .......... 63% 31.5M 1s
33400K .......... .......... .......... .......... .......... 63% 84.5M 1s
33450K .......... .......... .......... .......... .......... 63% 18.1M 1s
33500K .......... .......... .......... .......... .......... 63% 51.4M 1s
33550K .......... .......... .......... .......... .......... 63% 158M 1s
33600K .......... .......... .......... .......... .......... 63% 141M 1s
33650K .......... .......... .......... .......... .......... 63% 153M 1s
33700K .......... .......... .......... .......... .......... 63% 163M 1s
33750K .......... .......... .......... .......... .......... 63% 155M 1s
33800K .......... .......... .......... .......... .......... 63% 130M 1s
33850K .......... .......... .......... .......... .......... 64% 160M 1s
33900K .......... .......... .......... .......... .......... 64% 156M 1s
33950K .......... .......... .......... .......... .......... 64% 150M 1s
34000K .......... .......... .......... .......... .......... 64% 140M 1s
34050K .......... .......... .......... .......... .......... 64% 150M 1s
34100K .......... .......... .......... .......... .......... 64% 159M 1s
34150K .......... .......... .......... .......... .......... 64% 151M 1s
34200K .......... .......... .......... .......... .......... 64% 163M 1s
34250K .......... .......... .......... .......... .......... 64% 15.2M 1s
34300K .......... .......... .......... .......... .......... 64% 15.6M 1s
34350K .......... .......... .......... .......... .......... 64% 42.3M 1s
34400K .......... .......... .......... .......... .......... 65% 76.8M 1s
34450K .......... .......... .......... .......... .......... 65% 185M 1s
34500K .......... .......... .......... .......... .......... 65% 162M 1s
34550K .......... .......... .......... .......... .......... 65% 169M 1s
34600K .......... .......... .......... .......... .......... 65% 126M 1s
34650K .......... .......... .......... .......... .......... 65% 66.1M 1s
34700K .......... .......... .......... .......... .......... 65% 10.3M 1s
34750K .......... .......... .......... .......... .......... 65% 75.0M 1s
34800K .......... .......... .......... .......... .......... 65% 142M 1s
34850K .......... .......... .......... .......... .......... 65% 155M 1s
34900K .......... .......... .......... .......... .......... 66% 156M 1s
34950K .......... .......... .......... .......... .......... 66% 152M 1s
35000K .......... .......... .......... .......... .......... 66% 136M 1s
35050K .......... .......... .......... .......... .......... 66% 159M 1s
35100K .......... .......... .......... .......... .......... 66% 179M 1s
35150K .......... .......... .......... .......... .......... 66% 157M 1s
35200K .......... .......... .......... .......... .......... 66% 164M 1s
35250K .......... .......... .......... .......... .......... 66% 159M 1s
35300K .......... .......... .......... .......... .......... 66% 20.7M 1s
35350K .......... .......... .......... .......... .......... 66% 20.5M 1s
35400K .......... .......... .......... .......... .......... 66% 85.2M 1s
35450K .......... .......... .......... .......... .......... 67% 151M 1s
35500K .......... .......... .......... .......... .......... 67% 151M 1s
35550K .......... .......... .......... .......... .......... 67% 173M 1s
35600K .......... .......... .......... .......... .......... 67% 138M 1s
35650K .......... .......... .......... .......... .......... 67% 156M 1s
35700K .......... .......... .......... .......... .......... 67% 151M 1s
35750K .......... .......... .......... .......... .......... 67% 167M 1s
35800K .......... .......... .......... .......... .......... 67% 144M 1s
35850K .......... .......... .......... .......... .......... 67% 13.3M 1s
35900K .......... .......... .......... .......... .......... 67% 16.3M 1s
35950K .......... .......... .......... .......... .......... 68% 22.7M 1s
36000K .......... .......... .......... .......... .......... 68% 137M 1s
36050K .......... .......... .......... .......... .......... 68% 159M 1s
36100K .......... .......... .......... .......... .......... 68% 165M 1s
36150K .......... .......... .......... .......... .......... 68% 146M 1s
36200K .......... .......... .......... .......... .......... 68% 137M 1s
36250K .......... .......... .......... .......... .......... 68% 162M 1s
36300K .......... .......... .......... .......... .......... 68% 153M 1s
36350K .......... .......... .......... .......... .......... 68% 160M 1s
36400K .......... .......... .......... .......... .......... 68% 151M 1s
36450K .......... .......... .......... .......... .......... 68% 147M 1s
36500K .......... .......... .......... .......... .......... 69% 161M 1s
36550K .......... .......... .......... .......... .......... 69% 153M 1s
36600K .......... .......... .......... .......... .......... 69% 126M 1s
36650K .......... .......... .......... .......... .......... 69% 169M 1s
36700K .......... .......... .......... .......... .......... 69% 156M 1s
36750K .......... .......... .......... .......... .......... 69% 156M 1s
36800K .......... .......... .......... .......... .......... 69% 144M 1s
36850K .......... .......... .......... .......... .......... 69% 156M 1s
36900K .......... .......... .......... .......... .......... 69% 162M 1s
36950K .......... .......... .......... .......... .......... 69% 163M 1s
37000K .......... .......... .......... .......... .......... 70% 125M 1s
37050K .......... .......... .......... .......... .......... 70% 171M 1s
37100K .......... .......... .......... .......... .......... 70% 1.83M 1s
37150K .......... .......... .......... .......... .......... 70% 215M 1s
37200K .......... .......... .......... .......... .......... 70% 143M 1s
37250K .......... .......... .......... .......... .......... 70% 210M 1s
37300K .......... .......... .......... .......... .......... 70% 155M 1s
37350K .......... .......... .......... .......... .......... 70% 104M 1s
37400K .......... .......... .......... .......... .......... 70% 203M 1s
37450K .......... .......... .......... .......... .......... 70% 8.82M 1s
37500K .......... .......... .......... .......... .......... 70% 208M 1s
37550K .......... .......... .......... .......... .......... 71% 216M 1s
37600K .......... .......... .......... .......... .......... 71% 98.2M 1s
37650K .......... .......... .......... .......... .......... 71% 213M 1s
37700K .......... .......... .......... .......... .......... 71% 152M 1s
37750K .......... .......... .......... .......... .......... 71% 220M 1s
37800K .......... .......... .......... .......... .......... 71% 197M 1s
37850K .......... .......... .......... .......... .......... 71% 144M 1s
37900K .......... .......... .......... .......... .......... 71% 200M 1s
37950K .......... .......... .......... .......... .......... 71% 171M 1s
38000K .......... .......... .......... .......... .......... 71% 110M 1s
38050K .......... .......... .......... .......... .......... 71% 218M 1s
38100K .......... .......... .......... .......... .......... 72% 159M 1s
38150K .......... .......... .......... .......... .......... 72% 218M 1s
38200K .......... .......... .......... .......... .......... 72% 137M 1s
38250K .......... .......... .......... .......... .......... 72% 206M 1s
38300K .......... .......... .......... .......... .......... 72% 206M 1s
38350K .......... .......... .......... .......... .......... 72% 7.37M 1s
38400K .......... .......... .......... .......... .......... 72% 7.56M 1s
38450K .......... .......... .......... .......... .......... 72% 11.6M 1s
38500K .......... .......... .......... .......... .......... 72% 25.5M 1s
38550K .......... .......... .......... .......... .......... 72% 72.9M 1s
38600K .......... .......... .......... .......... .......... 73% 98.9M 1s
38650K .......... .......... .......... .......... .......... 73% 202M 1s
38700K .......... .......... .......... .......... .......... 73% 216M 1s
38750K .......... .......... .......... .......... .......... 73% 213M 1s
38800K .......... .......... .......... .......... .......... 73% 191M 1s
38850K .......... .......... .......... .......... .......... 73% 11.0M 1s
38900K .......... .......... .......... .......... .......... 73% 196M 1s
38950K .......... .......... .......... .......... .......... 73% 216M 1s
39000K .......... .......... .......... .......... .......... 73% 123M 1s
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39100K .......... .......... .......... .......... .......... 73% 112M 1s
39150K .......... .......... .......... .......... .......... 74% 208M 1s
39200K .......... .......... .......... .......... .......... 74% 116M 1s
39250K .......... .......... .......... .......... .......... 74% 213M 1s
39300K .......... .......... .......... .......... .......... 74% 218M 1s
39350K .......... .......... .......... .......... .......... 74% 138M 1s
39400K .......... .......... .......... .......... .......... 74% 188M 1s
39450K .......... .......... .......... .......... .......... 74% 125M 1s
39500K .......... .......... .......... .......... .......... 74% 172M 1s
39550K .......... .......... .......... .......... .......... 74% 214M 1s
39600K .......... .......... .......... .......... .......... 74% 118M 1s
39650K .......... .......... .......... .......... .......... 75% 212M 1s
39700K .......... .......... .......... .......... .......... 75% 11.5M 1s
39750K .......... .......... .......... .......... .......... 75% 13.1M 1s
39800K .......... .......... .......... .......... .......... 75% 22.6M 1s
39850K .......... .......... .......... .......... .......... 75% 27.4M 1s
39900K .......... .......... .......... .......... .......... 75% 6.68M 1s
39950K .......... .......... .......... .......... .......... 75% 211M 1s
40000K .......... .......... .......... .......... .......... 75% 101M 1s
40050K .......... .......... .......... .......... .......... 75% 213M 1s
40100K .......... .......... .......... .......... .......... 75% 193M 1s
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40400K .......... .......... .......... .......... .......... 76% 99.8M 1s
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40750K .......... .......... .......... .......... .......... 77% 216M 1s
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41350K .......... .......... .......... .......... .......... 78% 186M 1s
41400K .......... .......... .......... .......... .......... 78% 204M 1s
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41550K .......... .......... .......... .......... .......... 78% 178M 1s
41600K .......... .......... .......... .......... .......... 78% 222M 1s
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41800K .......... .......... .......... .......... .......... 79% 9.16M 1s
41850K .......... .......... .......... .......... .......... 79% 11.4M 1s
41900K .......... .......... .......... .......... .......... 79% 27.2M 1s
41950K .......... .......... .......... .......... .......... 79% 23.0M 1s
42000K .......... .......... .......... .......... .......... 79% 25.6M 1s
42050K .......... .......... .......... .......... .......... 79% 64.0M 1s
42100K .......... .......... .......... .......... .......... 79% 215M 1s
42150K .......... .......... .......... .......... .......... 79% 140M 1s
42200K .......... .......... .......... .......... .......... 79% 214M 1s
42250K .......... .......... .......... .......... .......... 79% 221M 1s
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42450K .......... .......... .......... .......... .......... 80% 5.89M 1s
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42950K .......... .......... .......... .......... .......... 81% 190M 1s
43000K ........
INFO: Download finished! File saved here: scarf_datasets/kang_15K_pbmc_rnaseq/data.zarr.tar.gz
.. .......... .......... .......... .......... 81% 781K 1s
43050K .......... .......... .......... .......... .......... 81% 67.7M 1s
43100K .......... .......... .......... .......... .......... 81% 112M 1s
43150K .......... .......... .......... .......... .......... 81% 109M 1s
43200K .......... .......... .......... .......... .......... 81% 64.8M 1s
43250K .......... .......... .......... .......... .......... 81% 98.6M 1s
43300K .......... .......... .......... .......... .......... 81% 75.5M 1s
43350K .......... .......... .......... .......... .......... 81% 46.4M 1s
43400K .......... .......... .......... .......... .......... 82% 42.0M 1s
43450K .......... .......... .......... .......... .......... 82% 230M 1s
43500K .......... .......... .......... .......... .......... 82% 236M 1s
43550K .......... .......... .......... .......... .......... 82% 159M 1s
43600K .......... .......... .......... .......... .......... 82% 41.1M 1s
43650K .......... .......... .......... .......... .......... 82% 19.1M 1s
43700K .......... .......... .......... .......... .......... 82% 205M 1s
43750K .......... .......... .......... .......... .......... 82% 229M 1s
43800K .......... .......... .......... .......... .......... 82% 201M 1s
43850K .......... .......... .......... .......... .......... 82% 220M 1s
43900K .......... .......... .......... .......... .......... 83% 232M 1s
43950K .......... .......... .......... .......... .......... 83% 198M 0s
44000K .......... .......... .......... .......... .......... 83% 177M 0s
44050K .......... .......... .......... .......... .......... 83% 24.1M 0s
44100K .......... .......... .......... .......... .......... 83% 35.3M 0s
44150K .......... .......... .......... .......... .......... 83% 7.64M 0s
44200K .......... .......... .......... .......... .......... 83% 208M 0s
44250K .......... .......... .......... .......... .......... 83% 215M 0s
44300K .......... .......... .......... .......... .......... 83% 215M 0s
44350K .......... .......... .......... .......... .......... 83% 233M 0s
44400K .......... .......... .......... .......... .......... 83% 181M 0s
44450K .......... .......... .......... .......... .......... 84% 209M 0s
44500K .......... .......... .......... .......... .......... 84% 237M 0s
44550K .......... .......... .......... .......... .......... 84% 211M 0s
44600K .......... .......... .......... .......... .......... 84% 209M 0s
44650K .......... .......... .......... .......... .......... 84% 227M 0s
44700K .......... .......... .......... .......... .......... 84% 227M 0s
44750K .......... .......... .......... .......... .......... 84% 224M 0s
44800K .......... .......... .......... .......... .......... 84% 190M 0s
44850K .......... .......... .......... .......... .......... 84% 234M 0s
44900K .......... .......... .......... .......... .......... 84% 234M 0s
44950K .......... .......... .......... .......... .......... 85% 176M 0s
45000K .......... .......... .......... .......... .......... 85% 207M 0s
45050K .......... .......... .......... .......... .......... 85% 216M 0s
45100K .......... .......... .......... .......... .......... 85% 220M 0s
45150K .......... .......... .......... .......... .......... 85% 243M 0s
45200K .......... .......... .......... .......... .......... 85% 178M 0s
45250K .......... .......... .......... .......... .......... 85% 7.43M 0s
45300K .......... .......... .......... .......... .......... 85% 22.2M 0s
45350K .......... .......... .......... .......... .......... 85% 20.0M 0s
45400K .......... .......... .......... .......... .......... 85% 18.2M 0s
45450K .......... .......... .......... .......... .......... 85% 18.7M 0s
45500K .......... .......... .......... .......... .......... 86% 18.3M 0s
45550K .......... .......... .......... .......... .......... 86% 173M 0s
45600K .......... .......... .......... .......... .......... 86% 177M 0s
45650K .......... .......... .......... .......... .......... 86% 222M 0s
45700K .......... .......... .......... .......... .......... 86% 221M 0s
45750K .......... .......... .......... .......... .......... 86% 231M 0s
45800K .......... .......... .......... .......... .......... 86% 210M 0s
45850K .......... .......... .......... .......... .......... 86% 229M 0s
45900K .......... .......... .......... .......... .......... 86% 226M 0s
45950K .......... .......... .......... .......... .......... 86% 217M 0s
46000K .......... .......... .......... .......... .......... 87% 185M 0s
46050K .......... .......... .......... .......... .......... 87% 214M 0s
46100K .......... .......... .......... .......... .......... 87% 215M 0s
46150K .......... .......... .......... .......... .......... 87% 228M 0s
46200K .......... .......... .......... .......... .......... 87% 195M 0s
46250K .......... .......... .......... .......... .......... 87% 230M 0s
46300K .......... .......... .......... .......... .......... 87% 5.90M 0s
46350K .......... .......... .......... .......... .......... 87% 214M 0s
46400K .......... .......... .......... .......... .......... 87% 201M 0s
46450K .......... .......... .......... .......... .......... 87% 195M 0s
46500K .......... .......... .......... .......... .......... 87% 208M 0s
46550K .......... .......... .......... .......... .......... 88% 228M 0s
46600K .......... .......... .......... .......... .......... 88% 209M 0s
46650K .......... .......... .......... .......... .......... 88% 220M 0s
46700K .......... .......... .......... .......... .......... 88% 242M 0s
46750K .......... .......... .......... .......... .......... 88% 225M 0s
46800K .......... .......... .......... .......... .......... 88% 188M 0s
46850K .......... .......... .......... .......... .......... 88% 210M 0s
46900K .......... .......... .......... .......... .......... 88% 240M 0s
46950K .......... .......... .......... .......... .......... 88% 232M 0s
47000K .......... .......... .......... .......... .......... 88% 203M 0s
47050K .......... .......... .......... .......... .......... 88% 233M 0s
47100K .......... .......... .......... .......... .......... 89% 212M 0s
47150K .......... .......... .......... .......... .......... 89% 226M 0s
47200K .......... .......... .......... .......... .......... 89% 174M 0s
47250K .......... .......... .......... .......... .......... 89% 215M 0s
47300K .......... .......... .......... .......... .......... 89% 242M 0s
47350K .......... .......... .......... .......... .......... 89% 244M 0s
47400K .......... .......... .......... .......... .......... 89% 5.49M 0s
47450K .......... .......... .......... .......... .......... 89% 21.1M 0s
47500K .......... .......... .......... .......... .......... 89% 167M 0s
47550K .......... .......... .......... .......... .......... 89% 128M 0s
47600K .......... .......... .......... .......... .......... 90% 163M 0s
47650K .......... .......... .......... .......... .......... 90% 152M 0s
47700K .......... .......... .......... .......... .......... 90% 152M 0s
47750K .......... .......... .......... .......... .......... 90% 23.1M 0s
47800K .......... .......... .......... .......... .......... 90% 8.86M 0s
47850K .......... .......... .......... .......... .......... 90% 18.7M 0s
47900K .......... .......... .......... .......... .......... 90% 17.6M 0s
47950K .......... .......... .......... .......... .......... 90% 7.31M 0s
48000K .......... .......... .......... .......... .......... 90% 214M 0s
48050K .......... .......... .......... .......... .......... 90% 228M 0s
48100K .......... .......... .......... .......... .......... 90% 217M 0s
48150K .......... .......... .......... .......... .......... 91% 192M 0s
48200K .......... .......... .......... .......... .......... 91% 215M 0s
48250K .......... .......... .......... .......... .......... 91% 228M 0s
48300K .......... .......... .......... .......... .......... 91% 232M 0s
48350K .......... .......... .......... .......... .......... 91% 189M 0s
48400K .......... .......... .......... .......... .......... 91% 231M 0s
48450K .......... .......... .......... .......... .......... 91% 230M 0s
48500K .......... .......... .......... .......... .......... 91% 231M 0s
48550K .......... .......... .......... .......... .......... 91% 193M 0s
48600K .......... .......... .......... .......... .......... 91% 227M 0s
48650K .......... .......... .......... .......... .......... 92% 228M 0s
48700K .......... .......... .......... .......... .......... 92% 230M 0s
48750K .......... .......... .......... .......... .......... 92% 193M 0s
48800K .......... .......... .......... .......... .......... 92% 233M 0s
48850K .......... .......... .......... .......... .......... 92% 9.89M 0s
48900K .......... .......... .......... .......... .......... 92% 14.1M 0s
48950K .......... .......... .......... .......... .......... 92% 18.7M 0s
49000K .......... .......... .......... .......... .......... 92% 22.1M 0s
49050K .......... .......... .......... .......... .......... 92% 19.4M 0s
49100K .......... .......... .......... .......... .......... 92% 19.9M 0s
49150K .......... .......... .......... .......... .......... 92% 50.9M 0s
49200K .......... .......... .......... .......... .......... 93% 225M 0s
49250K .......... .......... .......... .......... .......... 93% 215M 0s
49300K .......... .......... .......... .......... .......... 93% 202M 0s
49350K .......... .......... .......... .......... .......... 93% 203M 0s
49400K .......... .......... .......... .......... .......... 93% 230M 0s
49450K .......... .......... .......... .......... .......... 93% 214M 0s
49500K .......... .......... .......... .......... .......... 93% 224M 0s
49550K .......... .......... .......... .......... .......... 93% 191M 0s
49600K .......... .......... .......... .......... .......... 93% 216M 0s
49650K .......... .......... .......... .......... .......... 93% 221M 0s
49700K .......... .......... .......... .......... .......... 93% 232M 0s
49750K .......... .......... .......... .......... .......... 94% 202M 0s
49800K .......... .......... .......... .......... .......... 94% 232M 0s
49850K .......... .......... .......... .......... .......... 94% 225M 0s
49900K .......... .......... .......... .......... .......... 94% 227M 0s
49950K .......... .......... .......... .......... .......... 94% 5.90M 0s
50000K .......... .......... .......... .......... .......... 94% 185M 0s
50050K .......... .......... .......... .......... .......... 94% 217M 0s
50100K .......... .......... .......... .......... .......... 94% 208M 0s
50150K .......... .......... .......... .......... .......... 94% 192M 0s
50200K .......... .......... .......... .......... .......... 94% 213M 0s
50250K .......... .......... .......... .......... .......... 95% 195M 0s
50300K .......... .......... .......... .......... .......... 95% 206M 0s
50350K .......... .......... .......... .......... .......... 95% 157M 0s
50400K .......... .......... .......... .......... .......... 95% 198M 0s
50450K .......... .......... .......... .......... .......... 95% 221M 0s
50500K .......... .......... .......... .......... .......... 95% 200M 0s
50550K .......... .......... .......... .......... .......... 95% 190M 0s
50600K .......... .......... .......... .......... .......... 95% 213M 0s
50650K .......... .......... .......... .......... .......... 95% 225M 0s
50700K .......... .......... .......... .......... .......... 95% 199M 0s
50750K .......... .......... .......... .......... .......... 95% 182M 0s
50800K .......... .......... .......... .......... .......... 96% 186M 0s
50850K .......... .......... .......... .......... .......... 96% 198M 0s
50900K .......... .......... .......... .......... .......... 96% 222M 0s
50950K .......... .......... .......... .......... .......... 96% 182M 0s
51000K .......... .......... .......... .......... .......... 96% 6.79M 0s
51050K .......... .......... .......... .......... .......... 96% 189M 0s
51100K .......... .......... .......... .......... .......... 96% 220M 0s
51150K .......... .......... .......... .......... .......... 96% 162M 0s
51200K .......... .......... .......... .......... .......... 96% 195M 0s
51250K .......... .......... .......... .......... .......... 96% 208M 0s
51300K .......... .......... .......... .......... .......... 97% 196M 0s
51350K .......... .......... .......... .......... .......... 97% 195M 0s
51400K .......... .......... .......... .......... .......... 97% 209M 0s
51450K .......... .......... .......... .......... .......... 97% 213M 0s
51500K .......... .......... .......... .......... .......... 97% 208M 0s
51550K .......... .......... .......... .......... .......... 97% 176M 0s
51600K .......... .......... .......... .......... .......... 97% 215M 0s
51650K .......... .......... .......... .......... .......... 97% 186M 0s
51700K .......... .......... .......... .......... .......... 97% 215M 0s
51750K .......... .......... .......... .......... .......... 97% 192M 0s
51800K .......... .......... .......... .......... .......... 97% 189M 0s
51850K .......... .......... .......... .......... .......... 98% 211M 0s
51900K .......... .......... .......... .......... .......... 98% 222M 0s
51950K .......... .......... .......... .......... .......... 98% 165M 0s
52000K .......... .......... .......... .......... .......... 98% 187M 0s
52050K .......... .......... .......... .......... .......... 98% 199M 0s
52100K .......... .......... .......... .......... .......... 98% 213M 0s
52150K .......... .......... .......... .......... .......... 98% 189M 0s
52200K .......... .......... .......... .......... .......... 98% 205M 0s
52250K .......... .......... .......... .......... .......... 98% 209M 0s
52300K .......... .......... .......... .......... .......... 98% 217M 0s
52350K .......... .......... .......... .......... .......... 99% 5.56M 0s
52400K .......... .......... .......... .......... .......... 99% 19.8M 0s
52450K .......... .......... .......... .......... .......... 99% 21.6M 0s
52500K .......... .......... .......... .......... .......... 99% 5.94M 0s
52550K .......... .......... .......... .......... .......... 99% 188M 0s
52600K .......... .......... .......... .......... .......... 99% 204M 0s
52650K .......... .......... .......... .......... .......... 99% 211M 0s
52700K .......... .......... .......... .......... .......... 99% 207M 0s
52750K .......... .......... .......... .......... .......... 99% 177M 0s
52800K .......... .......... .......... .......... .......... 99% 216M 0s
52850K .......... .......... .......... .......... .......... 99% 206M 0s
52900K .......... .......... ....... 100% 188M=2.6s
2021-08-22 17:58:07 (19.7 MB/s) - ‘scarf_datasets/kang_15K_pbmc_rnaseq/data.zarr.tar.gz’ saved [54198050/54198050]
INFO: Download started...
--2021-08-22 17:58:09-- https://files.de-1.osf.io/v1/resources/zeupv/providers/osfstorage/6097183c5533b405cfe228b5
Resolving files.de-1.osf.io (files.de-1.osf.io)... 35.186.249.111
Connecting to files.de-1.osf.io (files.de-1.osf.io)|35.186.249.111|:443... connected.
HTTP request sent, awaiting response... 302 Found
Location: https://storage.googleapis.com/cos-osf-prod-files-de-1/7d6eb5c5a9df9b9ab032b5aca53624d2bd1d69dafc588ad110305e104e61c74c?response-content-disposition=attachment%3B%20filename%3D%22data.zarr.tar.gz%22%3B%20filename%2A%3DUTF-8%27%27data.zarr.tar.gz&GoogleAccessId=files-de-1%40cos-osf-prod.iam.gserviceaccount.com&Expires=1629655150&Signature=ATNi4X4WmckPPIMuWNuMjPMPIYG920i77hFPQeSUwaaU18PXSob4QkXWSHC4ypjoIqb1EjMNM%2FSKawjjiju3BDrRwPEP4KKBYasIpzaO%2F534c3rvGnbUSqDXTVvAEoIDDTE0eBkrUeTlP2iEsVfxL%2BxLZ5A8SbuyA6PzgZ54qFRpAJc8oUIJFF%2Bz5jM9x0joP4m1zprqi7DScJ8UIzUOUQy2ralpVWL01CEhF6p7%2BpFsBQCJVnu833aJgqLMvZ%2FgEaEBNf8N0cqBcj8tKd2Vr7nDATQCECdb5JdN7ztssWDyhUAhcB3lPcg7U4gODhI9rc4Gp2ivRDHnk0%2FRg0fT2A%3D%3D [following]
--2021-08-22 17:58:10-- https://storage.googleapis.com/cos-osf-prod-files-de-1/7d6eb5c5a9df9b9ab032b5aca53624d2bd1d69dafc588ad110305e104e61c74c?response-content-disposition=attachment%3B%20filename%3D%22data.zarr.tar.gz%22%3B%20filename%2A%3DUTF-8%27%27data.zarr.tar.gz&GoogleAccessId=files-de-1%40cos-osf-prod.iam.gserviceaccount.com&Expires=1629655150&Signature=ATNi4X4WmckPPIMuWNuMjPMPIYG920i77hFPQeSUwaaU18PXSob4QkXWSHC4ypjoIqb1EjMNM%2FSKawjjiju3BDrRwPEP4KKBYasIpzaO%2F534c3rvGnbUSqDXTVvAEoIDDTE0eBkrUeTlP2iEsVfxL%2BxLZ5A8SbuyA6PzgZ54qFRpAJc8oUIJFF%2Bz5jM9x0joP4m1zprqi7DScJ8UIzUOUQy2ralpVWL01CEhF6p7%2BpFsBQCJVnu833aJgqLMvZ%2FgEaEBNf8N0cqBcj8tKd2Vr7nDATQCECdb5JdN7ztssWDyhUAhcB3lPcg7U4gODhI9rc4Gp2ivRDHnk0%2FRg0fT2A%3D%3D
Resolving storage.googleapis.com (storage.googleapis.com)... 142.251.32.16, 142.250.190.16, 142.250.190.48, ...
Connecting to storage.googleapis.com (storage.googleapis.com)|142.251.32.16|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: 60301820 (58M) [application/octet-stream]
Saving to: ‘scarf_datasets/kang_14K_ifnb-pbmc_rnaseq/data.zarr.tar.gz’
0K .......... .......... .......... .......... .......... 0% 1.75M 33s
50K .......... .......... .......... .......... .......... 0% 2.70M 27s
100K .......... .......... .......... .......... .......... 0% 5.04M 22s
150K .......... .......... .......... .......... .......... 0% 7.58M 18s
200K .......... .......... .......... .......... .......... 0% 7.22M 16s
250K .......... .......... .......... .......... .......... 0% 6.85M 15s
300K .......... .......... .......... .......... .......... 0% 5.88M 14s
350K .......... .......... .......... .......... .......... 0% 12.6M 13s
400K .......... .......... .......... .......... .......... 0% 22.6M 12s
450K .......... .......... .......... .......... .......... 0% 55.1M 11s
500K .......... .......... .......... .......... .......... 0% 9.71M 10s
550K .......... .......... .......... .......... .......... 1% 26.8M 10s
600K .......... .......... .......... .......... .......... 1% 54.1M 9s
650K .......... .......... .......... .......... .......... 1% 52.7M 8s
700K .......... .......... .......... .......... .......... 1% 54.5M 8s
750K .......... .......... .......... .......... .......... 1% 54.0M 7s
800K .......... .......... .......... .......... .......... 1% 13.7M 7s
850K .......... .......... .......... .......... .......... 1% 44.4M 7s
900K .......... .......... .......... .......... .......... 1% 51.9M 7s
950K .......... .......... .......... .......... .......... 1% 12.1M 6s
1000K .......... .......... .......... .......... .......... 1% 19.3M 6s
1050K .......... .......... .......... .......... .......... 1% 150M 6s
1100K .......... .......... .......... .......... .......... 1% 152M 6s
1150K .......... .......... .......... .......... .......... 2% 119M 6s
1200K .......... .......... .......... .......... .......... 2% 146M 5s
1250K .......... .......... .......... .......... .......... 2% 31.8M 5s
1300K .......... .......... .......... .......... .......... 2% 60.4M 5s
1350K .......... .......... .......... .......... .......... 2% 12.6M 5s
1400K .......... .......... .......... .......... .......... 2% 151M 5s
1450K .......... .......... .......... .......... .......... 2% 146M 5s
1500K .......... .......... .......... .......... .......... 2% 14.0M 5s
1550K .......... .......... .......... .......... .......... 2% 24.9M 5s
1600K .......... .......... .......... .......... .......... 2% 37.2M 4s
1650K .......... .......... .......... .......... .......... 2% 36.8M 4s
1700K .......... .......... .......... .......... .......... 2% 17.3M 4s
1750K .......... .......... .......... .......... .......... 3% 76.4M 4s
1800K .......... .......... .......... .......... .......... 3% 96.7M 4s
1850K .......... .......... .......... .......... .......... 3% 155M 4s
1900K .......... .......... .......... .......... .......... 3% 162M 4s
1950K .......... .......... .......... .......... .......... 3% 125M 4s
2000K .......... .......... .......... .......... .......... 3% 133M 4s
2050K .......... .......... .......... .......... .......... 3% 153M 4s
2100K .......... .......... .......... .......... .......... 3% 178M 4s
2150K .......... .......... .......... .......... .......... 3% 140M 4s
2200K .......... .......... .......... .......... .......... 3% 85.3M 3s
2250K .......... .......... .......... .......... .......... 3% 155M 3s
2300K .......... .......... .......... .......... .......... 3% 12.5M 3s
2350K .......... .......... .......... .......... .......... 4% 142M 3s
2400K .......... .......... .......... .......... .......... 4% 82.0M 3s
2450K .......... .......... .......... .......... .......... 4% 154M 3s
2500K .......... .......... .......... .......... .......... 4% 158M 3s
2550K .......... .......... .......... .......... .......... 4% 130M 3s
2600K .......... .......... .......... .......... .......... 4% 143M 3s
2650K .......... .......... .......... .......... .......... 4% 158M 3s
2700K .......... .......... .......... .......... .......... 4% 146M 3s
2750K .......... .......... .......... .......... .......... 4% 130M 3s
2800K .......... .......... .......... .......... .......... 4% 152M 3s
2850K .......... .......... .......... .......... .......... 4% 156M 3s
2900K .......... .......... .......... .......... .......... 5% 180M 3s
2950K .......... .......... .......... .......... .......... 5% 174M 3s
3000K .......... .......... .......... .......... .......... 5% 201M 3s
3050K .......... .......... .......... .......... .......... 5% 197M 3s
3100K .......... .......... .......... .......... .......... 5% 210M 3s
3150K .......... .......... .......... .......... .......... 5% 184M 3s
3200K .......... .......... .......... .......... .......... 5% 209M 3s
3250K .......... .......... .......... .......... .......... 5% 225M 2s
3300K .......... .......... .......... .......... .......... 5% 199M 2s
3350K .......... .......... .......... .......... .......... 5% 187M 2s
3400K .......... .......... .......... .......... .......... 5% 219M 2s
3450K .......... .......... .......... .......... .......... 5% 220M 2s
3500K .......... .......... .......... .......... .......... 6% 200M 2s
3550K .......... .......... .......... .......... .......... 6% 180M 2s
3600K .......... .......... .......... .......... .......... 6% 219M 2s
3650K .......... .......... .......... .......... .......... 6% 167M 2s
3700K .......... .......... .......... .......... .......... 6% 145M 2s
3750K .......... .......... .......... .......... .......... 6% 13.1M 2s
3800K .......... .......... .......... .......... .......... 6% 95.0M 2s
3850K .......... .......... .......... .......... .......... 6% 149M 2s
3900K .......... .......... .......... .......... .......... 6% 145M 2s
3950K .......... .......... .......... .......... .......... 6% 126M 2s
4000K .......... .......... .......... .......... .......... 6% 150M 2s
4050K .......... .......... .......... .......... .......... 6% 2.52M 2s
4100K .......... .......... .......... .......... .......... 7% 54.8M 2s
4150K .......... .......... .......... .......... .......... 7% 61.5M 2s
4200K .......... .......... .......... .......... .......... 7% 180M 2s
4250K .......... .......... .......... .......... .......... 7% 50.1M 2s
4300K .......... .......... .......... .......... .......... 7% 53.6M 2s
4350K .......... .......... .......... .......... .......... 7% 17.0M 2s
4400K .......... .......... .......... .......... .......... 7% 119M 2s
4450K .......... .......... .......... .......... .......... 7% 165M 2s
4500K .......... .......... .......... .......... .......... 7% 161M 2s
4550K .......... .......... .......... .......... .......... 7% 160M 2s
4600K .......... .......... .......... .......... .......... 7% 150M 2s
4650K .......... .......... .......... .......... .......... 7% 160M 2s
4700K .......... .......... .......... .......... .......... 8% 160M 2s
4750K .......... .......... .......... .......... .......... 8% 153M 2s
4800K .......... .......... .......... .......... .......... 8% 141M 2s
4850K .......... .......... .......... .......... .......... 8% 166M 2s
4900K .......... .......... .......... .......... .......... 8% 155M 2s
4950K .......... .......... .......... .......... .......... 8% 167M 2s
5000K .......... .......... .......... .......... .......... 8% 11.5M 2s
5050K .......... .......... .......... .......... .......... 8% 16.3M 2s
5100K .......... .......... .......... .......... .......... 8% 37.9M 2s
5150K .......... .......... .......... .......... .......... 8% 104M 2s
5200K .......... .......... .......... .......... .......... 8% 125M 2s
5250K .......... .......... .......... .......... .......... 9% 94.0M 2s
5300K .......... .......... .......... .......... .......... 9% 186M 2s
5350K .......... .......... .......... .......... .......... 9% 15.9M 2s
5400K .......... .......... .......... .......... .......... 9% 16.5M 2s
5450K .......... .......... .......... .......... .......... 9% 120M 2s
5500K .......... .......... .......... .......... .......... 9% 21.0M 2s
5550K .......... .......... .......... .......... .......... 9% 156M 2s
5600K .......... .......... .......... .......... .......... 9% 136M 2s
5650K .......... .......... .......... .......... .......... 9% 173M 2s
5700K .......... .......... .......... .......... .......... 9% 94.6M 2s
5750K .......... .......... .......... .......... .......... 9% 167M 2s
5800K .......... .......... .......... .......... .......... 9% 156M 2s
5850K .......... .......... .......... .......... .......... 10% 171M 2s
5900K .......... .......... .......... .......... .......... 10% 172M 2s
5950K .......... .......... .......... .......... .......... 10% 21.9M 2s
6000K .......... .......... .......... .......... .......... 10% 13.7M 2s
6050K .......... .......... .......... .......... .......... 10% 16.9M 2s
6100K .......... .......... .......... .......... .......... 10% 22.6M 2s
6150K .......... .......... .......... .......... .......... 10% 162M 2s
6200K .......... .......... .......... .......... .......... 10% 164M 2s
6250K .......... .......... .......... .......... .......... 10% 161M 2s
6300K .......... .......... .......... .......... .......... 10% 170M 2s
6350K .......... .......... .......... .......... .......... 10% 171M 2s
6400K .......... .......... .......... .......... .......... 10% 146M 2s
6450K .......... .......... .......... .......... .......... 11% 166M 2s
6500K .......... .......... .......... .......... .......... 11% 170M 2s
6550K .......... .......... .......... .......... .......... 11% 177M 2s
6600K .......... .......... .......... .......... .......... 11% 159M 2s
6650K .......... .......... .......... .......... .......... 11% 163M 2s
6700K .......... .......... .......... .......... .......... 11% 13.9M 2s
6750K .......... .......... .......... .......... .......... 11% 32.5M 2s
6800K .......... .......... .......... .......... .......... 11% 141M 2s
6850K .......... .......... .......... .......... .......... 11% 184M 2s
6900K .......... .......... .......... .......... .......... 11% 191M 2s
6950K .......... .......... .......... .......... .......... 11% 15.2M 2s
7000K .......... .......... .......... .......... .......... 11% 14.6M 2s
7050K .......... .......... .......... .......... .......... 12% 98.5M 2s
7100K .......... .......... .......... .......... .......... 12% 160M 2s
7150K .......... .......... .......... .......... .......... 12% 172M 2s
7200K .......... .......... .......... .......... .......... 12% 140M 2s
7250K .......... .......... .......... .......... .......... 12% 166M 2s
7300K .......... .......... .......... .......... .......... 12% 173M 2s
7350K .......... .......... .......... .......... .......... 12% 168M 2s
7400K .......... .......... .......... .......... .......... 12% 147M 2s
7450K .......... .......... .......... .......... .......... 12% 173M 2s
7500K .......... .......... .......... .......... .......... 12% 173M 2s
7550K .......... .......... .......... .......... .......... 12% 175M 2s
7600K .......... .......... .......... .......... .......... 12% 139M 2s
7650K .......... .......... .......... .......... .......... 13% 171M 2s
7700K .......... .......... .......... .......... .......... 13% 159M 2s
7750K .......... .......... .......... .......... .......... 13% 95.7M 2s
7800K .......... .......... .......... .......... .......... 13% 213M 2s
7850K .......... .......... .......... .......... .......... 13% 12.2M 2s
7900K .......... .......... .......... .......... .......... 13% 16.8M 2s
7950K .......... .......... .......... .......... .......... 13% 164M 2s
8000K .......... .......... .......... .......... .......... 13% 81.7M 2s
8050K .......... .......... .......... .......... .......... 13% 152M 2s
8100K .......... .......... .......... .......... .......... 13% 141M 2s
8150K .......... .......... .......... .......... .......... 13% 156M 2s
8200K .......... .......... .......... .......... .......... 14% 160M 2s
8250K .......... .......... .......... .......... .......... 14% 153M 2s
8300K .......... .......... .......... .......... .......... 14% 156M 2s
8350K .......... .......... .......... .......... .......... 14% 129M 1s
8400K .......... .......... .......... .......... .......... 14% 163M 1s
8450K .......... .......... .......... .......... .......... 14% 159M 1s
8500K .......... .......... .......... .......... .......... 14% 144M 1s
8550K .......... .......... .......... .......... .......... 14% 144M 1s
8600K .......... .......... .......... .......... .......... 14% 160M 1s
8650K .......... .......... .......... .......... .......... 14% 164M 1s
8700K .......... .......... .......... .......... .......... 14% 151M 1s
8750K .......... .......... .......... .......... .......... 14% 139M 1s
8800K .......... .......... .......... .......... .......... 15% 13.4M 1s
8850K .......... .......... .......... .......... .......... 15% 17.8M 1s
8900K .......... .......... .......... .......... .......... 15% 193M 1s
8950K .......... .......... .......... .......... .......... 15% 88.0M 1s
9000K .......... .......... .......... .......... .......... 15% 167M 1s
9050K .......... .......... .......... .......... .......... 15% 156M 1s
9100K .......... .......... .......... .......... .......... 15% 154M 1s
9150K .......... .......... .......... .......... .......... 15% 140M 1s
9200K .......... .......... .......... .......... .......... 15% 170M 1s
9250K .......... .......... .......... .......... .......... 15% 154M 1s
9300K .......... .......... .......... .......... .......... 15% 176M 1s
9350K .......... .......... .......... .......... .......... 15% 10.8M 1s
9400K .......... .......... .......... .......... .......... 16% 15.3M 1s
9450K .......... .......... .......... .......... .......... 16% 38.1M 1s
9500K .......... .......... .......... .......... .......... 16% 97.8M 1s
9550K .......... .......... .......... .......... .......... 16% 129M 1s
9600K .......... .......... .......... .......... .......... 16% 158M 1s
9650K .......... .......... .......... .......... .......... 16% 168M 1s
9700K .......... .......... .......... .......... .......... 16% 156M 1s
9750K .......... .......... .......... .......... .......... 16% 138M 1s
9800K .......... .......... .......... .......... .......... 16% 14.9M 1s
9850K .......... .......... .......... .......... .......... 16% 18.5M 1s
9900K .......... .......... .......... .......... .......... 16% 156M 1s
9950K .......... .......... .......... .......... .......... 16% 79.7M 1s
10000K .......... .......... .......... .......... .......... 17% 159M 1s
10050K .......... .......... .......... .......... .......... 17% 161M 1s
10100K .......... .......... .......... .......... .......... 17% 160M 1s
10150K .......... .......... .......... .......... .......... 17% 11.4M 1s
10200K .......... .......... .......... .......... .......... 17% 26.8M 1s
10250K .......... .......... .......... .......... .......... 17% 153M 1s
10300K .......... .......... .......... .......... .......... 17% 146M 1s
10350K .......... .......... .......... .......... .......... 17% 128M 1s
10400K .......... .......... .......... .......... .......... 17% 90.0M 1s
10450K .......... .......... .......... .......... .......... 17% 163M 1s
10500K .......... .......... .......... .......... .......... 17% 147M 1s
10550K .......... .......... .......... .......... .......... 18% 142M 1s
10600K .......... .......... .......... .......... .......... 18% 161M 1s
10650K .......... .......... .......... .......... .......... 18% 145M 1s
10700K .......... .......... .......... .......... .......... 18% 165M 1s
10750K .......... .......... .......... .......... .......... 18% 5.77M 1s
10800K .......... .......... .......... .......... .......... 18% 148M 1s
10850K .......... .......... .......... .......... .......... 18% 168M 1s
10900K .......... .......... .......... .......... .......... 18% 157M 1s
10950K .......... .......... .......... .......... .......... 18% 141M 1s
11000K .......... .......... .......... .......... .......... 18% 154M 1s
11050K .......... .......... .......... .......... .......... 18% 162M 1s
11100K .......... .......... .......... .......... .......... 18% 39.3M 1s
11150K .......... .......... .......... .......... .......... 19% 14.6M 1s
11200K .......... .......... .......... .......... .......... 19% 15.0M 1s
11250K .......... .......... .......... .......... .......... 19% 20.8M 1s
11300K .......... .......... .......... .......... .......... 19% 131M 1s
11350K .......... .......... .......... .......... .......... 19% 145M 1s
11400K .......... .......... .......... .......... .......... 19% 173M 1s
11450K .......... .......... .......... .......... .......... 19% 165M 1s
11500K .......... .......... .......... .......... .......... 19% 164M 1s
11550K .......... .......... .......... .......... .......... 19% 133M 1s
11600K .......... .......... .......... .......... .......... 19% 152M 1s
11650K .......... .......... .......... .......... .......... 19% 156M 1s
11700K .......... .......... .......... .......... .......... 19% 161M 1s
11750K .......... .......... .......... .......... .......... 20% 137M 1s
11800K .......... .......... .......... .......... .......... 20% 167M 1s
11850K .......... .......... .......... .......... .......... 20% 148M 1s
11900K .......... .......... .......... .......... .......... 20% 155M 1s
11950K .......... .......... .......... .......... .......... 20% 131M 1s
12000K .......... .......... .......... .......... .......... 20% 165M 1s
12050K .......... .......... .......... .......... .......... 20% 158M 1s
12100K .......... .......... .......... .......... .......... 20% 163M 1s
12150K .......... .......... .......... .......... .......... 20% 144M 1s
12200K .......... .......... .......... .......... .......... 20% 157M 1s
12250K .......... .......... .......... .......... .......... 20% 160M 1s
12300K .......... .......... .......... .......... .......... 20% 167M 1s
12350K .......... .......... .......... .......... .......... 21% 85.7M 1s
12400K .......... .......... .......... .......... .......... 21% 148M 1s
12450K .......... .......... .......... .......... .......... 21% 173M 1s
12500K .......... .......... .......... .......... .......... 21% 220M 1s
12550K .......... .......... .......... .......... .......... 21% 182M 1s
12600K .......... .......... .......... .......... .......... 21% 225M 1s
12650K .......... .......... .......... .......... .......... 21% 225M 1s
12700K .......... .......... .......... .......... .......... 21% 216M 1s
12750K .......... .......... .......... .......... .......... 21% 175M 1s
12800K .......... .......... .......... .......... .......... 21% 219M 1s
12850K .......... .......... .......... .......... .......... 21% 210M 1s
12900K .......... .......... .......... .......... .......... 21% 227M 1s
12950K .......... .......... .......... .......... .......... 22% 191M 1s
13000K .......... .......... .......... .......... .......... 22% 210M 1s
13050K .......... .......... .......... .......... .......... 22% 224M 1s
13100K .......... .......... .......... .......... .......... 22% 215M 1s
13150K .......... .......... .......... .......... .......... 22% 157M 1s
13200K .......... .......... .......... .......... .......... 22% 221M 1s
13250K .......... .......... .......... .......... .......... 22% 214M 1s
13300K .......... .......... .......... .......... .......... 22% 199M 1s
13350K .......... .......... .......... .......... .......... 22% 191M 1s
13400K .......... .......... .......... .......... .......... 22% 219M 1s
13450K .......... .......... .......... .......... .......... 22% 216M 1s
13500K .......... .......... .......... .......... .......... 23% 6.69M 1s
13550K .......... .......... .......... .......... .......... 23% 175M 1s
13600K .......... .......... .......... .......... .......... 23% 221M 1s
13650K .......... .......... .......... .......... .......... 23% 139M 1s
13700K .......... .......... .......... .......... .......... 23% 222M 1s
13750K .......... .......... .......... .......... .......... 23% 103M 1s
13800K .......... .......... .......... .......... .......... 23% 220M 1s
13850K .......... .......... .......... .......... .......... 23% 5.87M 1s
13900K .......... .......... .......... .......... .......... 23% 7.79M 1s
13950K .......... .......... .......... .......... .......... 23% 17.7M 1s
14000K .......... .......... .......... .......... .......... 23% 19.4M 1s
14050K .......... .......... .......... .......... .......... 23% 19.1M 1s
14100K .......... .......... .......... .......... .......... 24% 38.9M 1s
14150K .......... .......... .......... .......... .......... 24% 197M 1s
14200K .......... .......... .......... .......... .......... 24% 198M 1s
14250K .......... .......... .......... .......... .......... 24% 210M 1s
14300K .......... .......... .......... .......... .......... 24% 211M 1s
14350K .......... .......... .......... .......... .......... 24% 169M 1s
14400K .......... .......... .......... .......... .......... 24% 201M 1s
14450K .......... .......... .......... .......... .......... 24% 210M 1s
14500K .......... .......... .......... .......... .......... 24% 193M 1s
14550K .......... .......... .......... .......... .......... 24% 184M 1s
14600K .......... .......... .......... .......... .......... 24% 5.89M 1s
14650K .......... .......... .......... .......... .......... 24% 207M 1s
14700K .......... .......... .......... .......... .......... 25% 214M 1s
14750K .......... .......... .......... .......... .......... 25% 171M 1s
14800K .......... .......... .......... .......... .......... 25% 221M 1s
14850K .......... .......... .......... .......... .......... 25% 225M 1s
14900K .......... .......... .......... .......... .......... 25% 202M 1s
14950K .......... .......... .......... .......... .......... 25% 199M 1s
15000K .......... .......... .......... .......... .......... 25% 224M 1s
15050K .......... .......... .......... .......... .......... 25% 191M 1s
15100K .......... .......... .......... .......... .......... 25% 218M 1s
15150K .......... .......... .......... .......... .......... 25% 180M 1s
15200K .......... .......... .......... .......... .......... 25% 212M 1s
15250K .......... .......... .......... .......... .......... 25% 229M 1s
15300K .......... .......... .......... .......... .......... 26% 212M 1s
15350K .......... .......... .......... .......... .......... 26% 192M 1s
15400K .......... .......... .......... .......... .......... 26% 214M 1s
15450K .......... .......... .......... .......... .......... 26% 207M 1s
15500K .......... .......... .......... .......... .......... 26% 209M 1s
15550K .......... .......... .......... .......... .......... 26% 179M 1s
15600K .......... .......... .......... .......... .......... 26% 222M 1s
15650K .......... .......... .......... .......... .......... 26% 183M 1s
15700K .......... .......... .......... .......... .......... 26% 217M 1s
15750K .......... .......... .......... .......... .......... 26% 196M 1s
15800K .......... .......... .......... .......... .......... 26% 217M 1s
15850K .......... .......... .......... .......... .......... 27% 213M 1s
15900K .......... .......... .......... .......... .......... 27% 220M 1s
15950K .......... .......... .......... .......... .......... 27% 173M 1s
16000K .......... .......... .......... .......... .......... 27% 214M 1s
16050K .......... .......... .......... .......... .......... 27% 219M 1s
16100K .......... .......... .......... .......... .......... 27% 217M 1s
16150K .......... .......... .......... .......... .......... 27% 193M 1s
16200K .......... .......... .......... .......... .......... 27% 221M 1s
16250K .......... .......... .......... .......... .......... 27% 191M 1s
16300K .......... .......... .......... .......... .......... 27% 203M 1s
16350K .......... .......... .......... .......... .......... 27% 185M 1s
16400K .......... .......... .......... .......... .......... 27% 188M 1s
16450K .......... .......... .......... .......... .......... 28% 205M 1s
16500K .......... .......... .......... .......... .......... 28% 224M 1s
16550K .......... .......... .......... .......... .......... 28% 245M 1s
16600K .......... .......... .......... .......... .......... 28% 199M 1s
16650K .......... .......... .......... .......... .......... 28% 237M 1s
16700K .......... .......... .......... .......... .......... 28% 21.1M 1s
16750K .......... .......... .......... .......... .......... 28% 237M 1s
16800K .......... .......... .......... .......... .......... 28% 200M 1s
16850K .......... .......... .......... .......... .......... 28% 10.9M 1s
16900K .......... .......... .......... .......... .......... 28% 5.82M 1s
16950K .......... .......... .......... .......... .......... 28% 17.0M 1s
17000K .......... .......... .......... .......... .......... 28% 14.8M 1s
17050K .......... .......... .......... .......... .......... 29% 15.7M 1s
17100K .......... .......... .......... .......... .......... 29% 7.22M 1s
17150K .......... .......... .......... .......... .......... 29% 220M 1s
17200K .......... .......... .......... .......... .......... 29% 184M 1s
17250K .......... .......... .......... .......... .......... 29% 198M 1s
17300K .......... .......... .......... .......... .......... 29% 221M 1s
17350K .......... .......... .......... .......... .......... 29% 203M 1s
17400K .......... .......... .......... .......... .......... 29% 201M 1s
17450K .......... .......... .......... .......... .......... 29% 207M 1s
17500K .......... .......... .......... .......... .......... 29% 231M 1s
17550K .......... .......... .......... .......... .......... 29% 232M 1s
17600K .......... .......... .......... .......... .......... 29% 162M 1s
17650K .......... .......... .......... .......... .......... 30% 5.89M 1s
17700K .......... .......... .......... .......... .......... 30% 232M 1s
17750K .......... .......... .......... .......... .......... 30% 224M 1s
17800K .......... .......... .......... .......... .......... 30% 208M 1s
17850K .......... .......... .......... .......... .......... 30% 247M 1s
17900K .......... .......... .......... .......... .......... 30% 219M 1s
17950K .......... .......... .......... .......... .......... 30% 238M 1s
18000K .......... .......... .......... .......... .......... 30% 184M 1s
18050K .......... .......... .......... .......... .......... 30% 220M 1s
18100K .......... .......... .......... .......... .......... 30% 238M 1s
18150K .......... .......... .......... .......... .......... 30% 225M 1s
18200K .......... .......... .......... .......... .......... 30% 208M 1s
18250K .......... .......... .......... .......... .......... 31% 237M 1s
18300K .......... .......... .......... .......... .......... 31% 232M 1s
18350K .......... .......... .......... .......... .......... 31% 234M 1s
18400K .......... .......... .......... .......... .......... 31% 196M 1s
18450K .......... .......... .......... .......... .......... 31% 228M 1s
18500K .......... .......... .......... .......... .......... 31% 214M 1s
18550K .......... .......... .......... .......... .......... 31% 220M 1s
18600K .......... .......... .......... .......... .......... 31% 214M 1s
18650K .......... .......... .......... .......... .......... 31% 223M 1s
18700K .......... .......... .......... .......... .......... 31% 236M 1s
18750K .......... .......... .......... .......... .......... 31% 212M 1s
18800K .......... .......... .......... .......... .......... 32% 196M 1s
18850K .......... .......... .......... .......... .......... 32% 221M 1s
18900K .......... .......... .......... .......... .......... 32% 242M 1s
18950K .......... .......... .......... .......... .......... 32% 230M 1s
19000K .......... .......... .......... .......... .......... 32% 207M 1s
19050K .......... .......... .......... .......... .......... 32% 227M 1s
19100K .......... .......... .......... .......... .......... 32% 235M 1s
19150K .......... .......... .......... .......... .......... 32% 228M 1s
19200K .......... .......... .......... .......... .......... 32% 197M 1s
19250K .......... .......... .......... .......... .......... 32% 233M 1s
19300K .......... .......... .......... .......... .......... 32% 227M 1s
19350K .......... .......... .......... .......... .......... 32% 227M 1s
19400K .......... .......... .......... .......... .......... 33% 198M 1s
19450K .......... .......... .......... .......... .......... 33% 220M 1s
19500K .......... .......... .......... .......... .......... 33% 240M 1s
19550K .......... .......... .......... .......... .......... 33% 226M 1s
19600K .......... .......... .......... .......... .......... 33% 177M 1s
19650K .......... .......... .......... .......... .......... 33% 229M 1s
19700K .......... .......... .......... .......... .......... 33% 233M 1s
19750K .......... .......... .......... .......... .......... 33% 221M 1s
19800K .......... .......... .......... .......... .......... 33% 7.76M 1s
19850K .......... .......... .......... .......... .......... 33% 8.18M 1s
19900K .......... .......... .......... .......... .......... 33% 19.6M 1s
19950K .......... .......... .......... .......... .......... 33% 5.76M 1s
20000K .......... .......... .......... .......... .......... 34% 17.0M 1s
20050K .......... .......... .......... .......... .......... 34% 44.3M 1s
20100K .......... .......... .......... .......... .......... 34% 229M 1s
20150K .......... .......... .......... .......... .......... 34% 240M 1s
20200K .......... .......... .......... .......... .......... 34% 193M 1s
20250K .......... .......... .......... .......... .......... 34% 241M 1s
20300K .......... .......... .......... .......... .......... 34% 225M 1s
20350K .......... .......... .......... .......... .......... 34% 176M 1s
20400K .......... .......... .......... .......... .......... 34% 214M 1s
20450K .......... .......... .......... .......... .......... 34% 194M 1s
20500K .......... .......... .......... .......... .......... 34% 221M 1s
20550K .......... .......... .......... .......... .......... 34% 210M 1s
20600K .......... .......... .......... .......... .......... 35% 202M 1s
20650K .......... .......... .......... .......... .......... 35% 223M 1s
20700K .......... .......... .......... .......... .......... 35% 229M 1s
20750K .......... .......... .......... .......... .......... 35% 232M 1s
20800K .......... .......... .......... .......... .......... 35% 5.88M 1s
20850K .......... .......... .......... .......... .......... 35% 178M 1s
20900K .......... .......... .......... .......... .......... 35% 222M 1s
20950K .......... .......... .......... .......... .......... 35% 196M 1s
21000K .......... .......... .......... .......... .......... 35% 221M 1s
21050K .......... .......... .......... .......... .......... 35% 219M 1s
21100K .......... .......... .......... .......... .......... 35% 223M 1s
21150K .......... .......... .......... .......... .......... 36% 183M 1s
21200K .......... .......... .......... .......... .......... 36% 197M 1s
21250K .......... .......... .......... .......... .......... 36% 151M 1s
21300K .......... .......... .......... .......... .......... 36% 202M 1s
21350K .......... .......... .......... .......... .......... 36% 184M 1s
21400K .......... .......... .......... .......... .......... 36% 205M 1s
21450K .......... .......... .......... .......... .......... 36% 206M 1s
21500K .......... .......... .......... .......... .......... 36% 211M 1s
21550K .......... .......... .......... .......... .......... 36% 10.5M 1s
21600K .......... .......... .......... .......... .......... 36% 6.65M 1s
21650K .......... .......... .......... .......... .......... 36% 18.2M 1s
21700K .......... .......... .......... .......... .......... 36% 19.1M 1s
21750K .......... .......... .......... .......... .......... 37% 4.36M 1s
21800K .......... .......... .......... .......... .......... 37% 20.9M 1s
21850K .......... .......... .......... .......... .......... 37% 209M 1s
21900K .......... .......... .......... .......... .......... 37% 228M 1s
21950K .......... .......... .......... .......... .......... 37% 188M 1s
22000K .......... .......... .......... .......... .......... 37% 227M 1s
22050K .......... .......... .......... .......... .......... 37% 227M 1s
22100K .......... .......... .......... .......... .......... 37% 232M 1s
22150K .......... .......... .......... .......... .......... 37% 21.9M 1s
22200K .......... .......... .......... .......... .......... 37% 19.7M 1s
22250K .......... .......... .......... .......... .......... 37% 34.3M 1s
22300K .......... .......... .......... .......... .......... 37% 225M 1s
22350K .......... .......... .......... .......... .......... 38% 189M 1s
22400K .......... .......... .......... .......... .......... 38% 228M 1s
22450K .......... .......... .......... .......... .......... 38% 229M 1s
22500K .......... .......... .......... .......... .......... 38% 227M 1s
22550K .......... .......... .......... .......... .......... 38% 206M 1s
22600K .......... .......... .......... .......... .......... 38% 230M 1s
22650K .......... .......... .......... .......... .......... 38% 229M 1s
22700K .......... .......... .......... .......... .......... 38% 226M 1s
22750K .......... .......... .......... .......... .......... 38% 11.8M 1s
22800K .......... .......... .......... .......... .......... 38% 19.7M 1s
22850K .......... .......... .......... .......... .......... 38% 5.10M 1s
22900K .......... .......... .......... .......... .......... 38% 224M 1s
22950K .......... .......... .......... .......... .......... 39% 200M 1s
23000K .......... .......... .......... .......... .......... 39% 216M 1s
23050K .......... .......... .......... .......... .......... 39% 227M 1s
23100K .......... .......... .......... .......... .......... 39% 230M 1s
23150K .......... .......... .......... .......... .......... 39% 185M 1s
23200K .......... .......... .......... .......... .......... 39% 216M 1s
23250K .......... .......... .......... .......... .......... 39% 196M 1s
23300K .......... .......... .......... .......... .......... 39% 220M 1s
23350K .......... .......... .......... .......... .......... 39% 182M 1s
23400K .......... .......... .......... .......... .......... 39% 224M 1s
23450K .......... .......... .......... .......... .......... 39% 229M 1s
23500K .......... .......... .......... .......... .......... 39% 211M 1s
23550K .......... .......... .......... .......... .......... 40% 186M 1s
23600K .......... .......... .......... .......... .......... 40% 227M 1s
23650K .......... .......... .......... .......... .......... 40% 202M 1s
23700K .......... .......... .......... .......... .......... 40% 203M 1s
23750K .......... .......... .......... .......... .......... 40% 202M 1s
23800K .......... .......... .......... .......... .......... 40% 201M 1s
23850K .......... .......... .......... .......... .......... 40% 217M 1s
23900K .......... .......... .......... .......... .......... 40% 193M 1s
23950K .......... .......... .......... .......... .......... 40% 153M 1s
24000K .......... .......... .......... .......... .......... 40% 202M 1s
24050K .......... .......... .......... .......... .......... 40% 201M 1s
24100K .......... .......... .......... .......... .......... 41% 192M 1s
24150K .......... .......... .......... .......... .......... 41% 194M 1s
24200K .......... .......... .......... .......... .......... 41% 218M 1s
24250K .......... .......... .......... .......... .......... 41% 193M 1s
24300K .......... .......... .......... .......... .......... 41% 216M 1s
24350K .......... .......... .......... .......... .......... 41% 167M 1s
24400K .......... .......... .......... .......... .......... 41% 190M 1s
24450K .......... .......... .......... .......... .......... 41% 219M 1s
24500K .......... .......... .......... .......... .......... 41% 188M 1s
24550K .......... .......... .......... .......... .......... 41% 196M 1s
24600K .......... .......... .......... .......... .......... 41% 208M 1s
24650K .......... .......... .......... .......... .......... 41% 234M 1s
24700K .......... .......... .......... .......... .......... 42% 223M 1s
24750K .......... .......... .......... .......... .......... 42% 228M 1s
24800K .......... .......... .......... .......... .......... 42% 173M 1s
24850K .......... .......... .......... .......... .......... 42% 213M 1s
24900K .......... .......... .......... .......... .......... 42% 232M 1s
24950K .......... .......... .......... .......... .......... 42% 4.51M 1s
25000K .......... .......... .......... .......... .......... 42% 17.8M 1s
25050K .......... .......... .......... .......... .......... 42% 19.2M 1s
25100K .......... .......... .......... .......... .......... 42% 19.3M 1s
25150K .......... .......... .......... .......... .......... 42% 18.8M 1s
25200K .......... .......... .......... .......... .......... 42% 13.8M 1s
25250K .......... .......... .......... .......... .......... 42% 17.3M 1s
25300K .......... .......... .......... .......... .......... 43% 79.2M 1s
25350K .......... .......... .......... .......... .......... 43% 230M 1s
25400K .......... .......... .......... .......... .......... 43% 223M 1s
25450K .......... .......... .......... .......... .......... 43% 246M 1s
25500K .......... .......... .......... .......... .......... 43% 243M 1s
25550K .......... .......... .......... .......... .......... 43% 251M 1s
25600K .......... .......... .......... .......... .......... 43% 208M 1s
25650K .......... .......... .......... .......... .......... 43% 246M 1s
25700K .......... .......... .......... .......... .......... 43% 251M 1s
25750K .......... .......... .......... .......... .......... 43% 11.2M 1s
25800K .......... .......... .......... .......... .......... 43% 216M 1s
25850K .......... .......... .......... .......... .......... 43% 250M 1s
25900K .......... .......... .......... .......... .......... 44% 246M 1s
25950K .......... .......... .......... .......... .......... 44% 249M 1s
26000K .......... .......... .......... .......... .......... 44% 209M 1s
26050K .......... .......... .......... .......... .......... 44% 252M 1s
26100K .......... .......... .......... .......... .......... 44% 243M 1s
26150K .......... .......... .......... .......... .......... 44% 250M 1s
26200K .......... .......... .......... .......... .......... 44% 222M 1s
26250K .......... .......... .......... .......... .......... 44% 250M 1s
26300K .......... .......... .......... .......... .......... 44% 250M 1s
26350K .......... .......... .......... .......... .......... 44% 252M 1s
26400K .......... .......... .......... .......... .......... 44% 207M 1s
26450K .......... .......... .......... .......... .......... 45% 253M 1s
26500K .......... .......... .......... .......... .......... 45% 250M 1s
26550K .......... .......... .......... .......... .......... 45% 252M 1s
26600K .......... .......... .......... .......... .......... 45% 221M 1s
26650K .......... .......... .......... .......... .......... 45% 250M 1s
26700K .......... .......... .......... .......... .......... 45% 7.43M 1s
26750K .......... .......... .......... .......... .......... 45% 246M 1s
26800K .......... .......... .......... .......... .......... 45% 203M 1s
26850K .......... .......... .......... .......... .......... 45% 235M 1s
26900K .......... .......... .......... .......... .......... 45% 242M 1s
26950K .......... .......... .......... .......... .......... 45% 245M 1s
27000K .......... .......... .......... .......... .......... 45% 227M 1s
27050K .......... .......... .......... .......... .......... 46% 247M 1s
27100K .......... .......... .......... .......... .......... 46% 201M 1s
27150K .......... .......... .......... .......... .......... 46% 246M 1s
27200K .......... .......... .......... .......... .......... 46% 175M 1s
27250K .......... .......... .......... .......... .......... 46% 246M 1s
27300K .......... .......... .......... .......... .......... 46% 242M 1s
27350K .......... .......... .......... .......... .......... 46% 239M 1s
27400K .......... .......... .......... .......... .......... 46% 214M 1s
27450K .......... .......... .......... .......... .......... 46% 241M 1s
27500K .......... .......... .......... .......... .......... 46% 220M 1s
27550K .......... .......... .......... .......... .......... 46% 222M 1s
27600K .......... .......... .......... .......... .......... 46% 192M 1s
27650K .......... .......... .......... .......... .......... 47% 241M 1s
27700K .......... .......... .......... .......... .......... 47% 216M 1s
27750K .......... .......... .......... .......... .......... 47% 241M 1s
27800K .......... .......... .......... .......... .......... 47% 217M 1s
27850K .......... .......... .......... .......... .......... 47% 5.52M 1s
27900K .......... .......... .......... .......... .......... 47% 214M 1s
27950K .......... .......... .......... .......... .......... 47% 46.8M 1s
28000K .......... .......... .......... .......... .......... 47% 181M 1s
28050K .......... .......... .......... .......... .......... 47% 105M 1s
28100K .......... .......... .......... .......... .......... 47% 61.2M 1s
28150K .......... .......... .......... .......... .......... 47% 112M 1s
28200K .......... .......... .......... .......... .......... 47% 162M 1s
28250K .......... .......... .......... .......... .......... 48% 62.3M 1s
28300K .......... .......... .......... .......... .......... 48% 86.1M 1s
28350K .......... .......... .......... .......... .......... 48% 81.5M 1s
28400K .......... .......... .......... .......... .......... 48% 75.6M 1s
28450K .......... .......... .......... .......... .......... 48% 106M 1s
28500K .......... .......... .......... .......... .......... 48% 79.7M 1s
28550K .......... .......... .......... .......... .......... 48% 24.6M 1s
28600K .......... .......... .......... .......... .......... 48% 19.4M 1s
28650K .......... .......... .......... .......... .......... 48% 39.4M 1s
28700K .......... .......... .......... .......... .......... 48% 212M 1s
28750K .......... .......... .......... .......... .......... 48% 156M 1s
28800K .......... .......... .......... .......... .......... 48% 203M 1s
28850K .......... .......... .......... .......... .......... 49% 200M 1s
28900K .......... .......... .......... .......... .......... 49% 214M 1s
28950K .......... .......... .......... .......... .......... 49% 185M 1s
29000K .......... .......... .......... .......... .......... 49% 199M 1s
29050K .......... .......... .......... .......... .......... 49% 203M 1s
29100K .......... .......... .......... .......... .......... 49% 217M 1s
29150K .......... .......... .......... .......... .......... 49% 160M 1s
29200K .......... .......... .......... .......... .......... 49% 218M 1s
29250K .......... .......... .......... .......... .......... 49% 11.2M 1s
29300K .......... .......... .......... .......... .......... 49% 207M 1s
29350K .......... .......... .......... .......... .......... 49% 91.8M 1s
29400K .......... .......... .......... .......... .......... 50% 220M 1s
29450K .......... .......... .......... .......... .......... 50% 110M 1s
29500K .......... .......... .......... .......... .......... 50% 209M 1s
29550K .......... .......... .......... .......... .......... 50% 113M 1s
29600K .......... .......... .......... .......... .......... 50% 222M 1s
29650K .......... .......... .......... .......... .......... 50% 199M 1s
29700K .......... .......... .......... .......... .......... 50% 117M 1s
29750K .......... .......... .......... .......... .......... 50% 110M 1s
29800K .......... .......... .......... .......... .......... 50% 148M 1s
29850K .......... .......... .......... .......... .......... 50% 5.23M 1s
29900K .......... .......... .......... .......... .......... 50% 8.10M 1s
29950K .......... .......... .......... .......... .......... 50% 16.2M 1s
30000K .......... .......... .......... .......... .......... 51% 19.1M 1s
30050K .......... .......... .......... .......... .......... 51% 20.1M 1s
30100K .......... .......... .......... .......... .......... 51% 9.88M 1s
30150K .......... .......... .......... .......... .......... 51% 202M 1s
30200K .......... .......... .......... .......... .......... 51% 220M 1s
30250K .......... .......... .......... .......... .......... 51% 235M 1s
30300K .......... .......... .......... .......... .......... 51% 198M 1s
30350K .......... .......... .......... .......... .......... 51% 189M 1s
30400K .......... .......... .......... .......... .......... 51% 227M 1s
30450K .......... .......... .......... .......... .......... 51% 228M 1s
30500K .......... .......... .......... .......... .......... 51% 227M 1s
30550K .......... .......... .......... .......... .......... 51% 208M 1s
30600K .......... .......... .......... .......... .......... 52% 232M 1s
30650K .......... .......... .......... .......... .......... 52% 230M 1s
30700K .......... .......... .......... .......... .......... 52% 223M 1s
30750K .......... .......... .......... .......... .......... 52% 182M 1s
30800K .......... .......... .......... .......... .......... 52% 226M 1s
30850K .......... .......... .......... .......... .......... 52% 233M 1s
30900K .......... .......... .......... .......... .......... 52% 229M 1s
30950K .......... .......... .......... .......... .......... 52% 190M 1s
31000K .......... .......... .......... .......... .......... 52% 226M 1s
31050K .......... .......... .......... .......... .......... 52% 230M 1s
31100K .......... .......... .......... .......... .......... 52% 228M 1s
31150K .......... .......... .......... .......... .......... 52% 191M 1s
31200K .......... .......... .......... .......... .......... 53% 6.79M 1s
31250K .......... .......... .......... .......... .......... 53% 222M 1s
31300K .......... .......... .......... .......... .......... 53% 219M 1s
31350K .......... .......... .......... .......... .......... 53% 205M 1s
31400K .......... .......... .......... .......... .......... 53% 232M 1s
31450K .......... .......... .......... .......... .......... 53% 228M 1s
31500K .......... .......... .......... .......... .......... 53% 230M 1s
31550K .......... .......... .......... .......... .......... 53% 192M 1s
31600K .......... .......... .......... .......... .......... 53% 226M 1s
31650K .......... .......... .......... .......... .......... 53% 230M 1s
31700K .......... .......... .......... .......... .......... 53% 230M 1s
31750K .......... .......... .......... .......... .......... 54% 206M 1s
31800K .......... .......... .......... .......... .......... 54% 229M 1s
31850K .......... .......... .......... .......... .......... 54% 226M 1s
31900K .......... .......... .......... .......... .......... 54% 226M 1s
31950K .......... .......... .......... .......... .......... 54% 193M 1s
32000K .......... .......... .......... .......... .......... 54% 228M 1s
32050K .......... .......... .......... .......... .......... 54% 226M 1s
32100K .......... .......... .......... .......... .......... 54% 180M 1s
32150K .......... .......... .......... .......... .......... 54% 143M 1s
32200K .......... .......... .......... .......... .......... 54% 154M 1s
32250K .......... .......... .......... .......... .......... 54% 157M 1s
32300K .......... .......... .......... .......... .......... 54% 181M 1s
32350K .......... .......... .......... .......... .......... 55% 125M 1s
32400K .......... .......... .......... .......... .......... 55% 162M 1s
32450K .......... .......... .......... .......... .......... 55% 160M 1s
32500K .......... .......... .......... .......... .......... 55% 151M 1s
32550K .......... .......... .......... .......... .......... 55% 15.4M 1s
32600K .......... .......... .......... .......... .......... 55% 20.0M 1s
32650K .......... .......... .......... .......... .......... 55% 26.9M 1s
32700K .......... .......... .......... .......... .......... 55% 22.8M 1s
32750K .......... .......... .......... .......... .......... 55% 2.21M 1s
32800K .......... .......... .......... .......... .......... 55% 8.47M 1s
32850K .......... .......... .......... .......... .......... 55% 24.1M 1s
32900K .......... .......... .......... .......... .......... 55% 65.9M 1s
32950K .......... .......... .......... .......... .......... 56% 227M 1s
33000K .......... .......... .......... .......... .......... 56% 138M 1s
33050K .......... .......... .......... .......... .......... 56% 237M 1s
33100K .......... .......... .......... .......... .......... 56% 240M 1s
33150K .......... .......... .......... .......... .......... 56% 155M 1s
33200K .......... .......... .......... .......... .......... 56% 203M 1s
33250K .......... .......... .......... .......... .......... 56% 233M 1s
33300K .......... .......... .......... .......... .......... 56% 234M 1s
33350K .......... .......... .......... .......... .......... 56% 238M 1s
33400K .......... .......... .......... .......... .......... 56% 213M 1s
33450K .......... .......... .......... .......... .......... 56% 235M 1s
33500K .......... .......... .......... .......... .......... 56% 227M 1s
33550K .......... .......... .......... .......... .......... 57% 237M 1s
33600K .......... .......... .......... .......... .......... 57% 153M 1s
33650K .......... .......... .......... .......... .......... 57% 224M 1s
33700K .......... .......... .......... .......... .......... 57% 236M 1s
33750K .......... .......... .......... .......... .......... 57% 233M 1s
33800K .......... .......... .......... .......... .......... 57% 210M 1s
33850K .......... .......... .......... .......... .......... 57% 231M 1s
33900K .......... .......... .......... .......... .......... 57% 7.18M 1s
33950K .......... .......... .......... .......... .......... 57% 24.3M 1s
34000K .......... .......... .......... .......... .......... 57% 22.0M 1s
34050K .......... .......... .......... .......... .......... 57% 24.1M 1s
34100K .......... .......... .......... .......... .......... 57% 6.27M 1s
34150K .......... .......... .......... .......... .......... 58% 230M 1s
34200K .......... .......... .......... .......... .......... 58% 139M 1s
34250K .......... .......... .......... .......... .......... 58% 230M 1s
34300K .......... .......... .......... .......... .......... 58% 237M 1s
34350K .......... .......... .......... .......... .......... 58% 122M 1s
34400K .......... .......... .......... .......... .......... 58% 194M 1s
34450K .......... .......... .......... .......... .......... 58% 163M 1s
34500K .......... .......... .......... .......... .......... 58% 230M 1s
34550K .......... .......... .......... .......... .......... 58% 235M 1s
34600K .......... .......... .......... .......... .......... 58% 144M 1s
34650K .......... .......... .......... .......... .......... 58% 240M 1s
34700K .......... .......... .......... .......... .......... 59% 227M 1s
34750K .......... .......... .......... .......... .......... 59% 120M 1s
34800K .......... .......... .......... .......... .......... 59% 199M 1s
34850K .......... .......... .......... .......... .......... 59% 221M 1s
34900K .......... .......... .......... .......... .......... 59% 142M 1s
34950K .......... .......... .......... .......... .......... 59% 241M 1s
35000K .......... .......... .......... .......... .......... 59% 139M 0s
35050K .......... .......... .......... .......... .......... 59% 204M 0s
35100K .......... .......... .......... .......... .......... 59% 117M 0s
35150K .......... .......... .......... .......... .......... 59% 235M 0s
35200K .......... .......... .......... .......... .......... 59% 197M 0s
35250K .......... .......... .......... .......... .......... 59% 160M 0s
35300K .......... .......... .......... .......... .......... 60% 227M 0s
35350K .......... .......... .......... .......... .......... 60% 143M 0s
35400K .......... .......... .......... .......... .......... 60% 203M 0s
35450K .......... .......... .......... .......... .......... 60% 232M 0s
35500K .......... .......... .......... .......... .......... 60% 125M 0s
35550K .......... .......... .......... .......... .......... 60% 224M 0s
35600K .......... .......... .......... .......... .......... 60% 202M 0s
35650K .......... .......... .......... .......... .......... 60% 154M 0s
35700K .......... .......... .......... .......... .......... 60% 224M 0s
35750K .......... .......... .......... .......... .......... 60% 150M 0s
35800K .......... .......... .......... .......... .......... 60% 201M 0s
35850K .......... .......... .......... .......... .......... 60% 229M 0s
35900K .......... .......... .......... .......... .......... 61% 125M 0s
35950K .......... .......... .......... .......... .......... 61% 7.04M 0s
36000K .......... .......... .......... .......... .......... 61% 29.0M 0s
36050K .......... .......... .......... .......... .......... 61% 24.8M 0s
36100K .......... .......... .......... .......... .......... 61% 26.0M 0s
36150K .......... .......... .......... .......... .......... 61% 5.02M 0s
36200K .......... .......... .......... .......... .......... 61% 213M 0s
36250K .......... .......... .......... .......... .......... 61% 111M 0s
36300K .......... .......... .......... .......... .......... 61% 236M 0s
36350K .......... .......... .......... .......... .......... 61% 156M 0s
36400K .......... .......... .......... .......... .......... 61% 200M 0s
36450K .......... .......... .......... .......... .......... 61% 242M 0s
36500K .......... .......... .......... .......... .......... 62% 165M 0s
36550K .......... .......... .......... .......... .......... 62% 227M 0s
36600K .......... .......... .......... .......... .......... 62% 170M 0s
36650K .......... .......... .......... .......... .......... 62% 133M 0s
36700K .......... .......... .......... .......... .......... 62% 242M 0s
36750K .......... .......... .......... .......... .......... 62% 236M 0s
36800K .......... .......... .......... .......... .......... 62% 198M 0s
36850K .......... .......... .......... .......... .......... 62% 242M 0s
36900K .......... .......... .......... .......... .......... 62% 159M 0s
36950K .......... .......... .......... .......... .......... 62% 168M 0s
37000K .......... .......... .......... .......... .......... 62% 177M 0s
37050K .......... .......... .......... .......... .......... 63% 233M 0s
37100K .......... .......... .......... .......... .......... 63% 112M 0s
37150K .......... .......... .......... .......... .......... 63% 234M 0s
37200K .......... .......... .......... .......... .......... 63% 143M 0s
37250K .......... .......... .......... .......... .......... 63% 218M 0s
37300K .......... .......... .......... .......... .......... 63% 241M 0s
37350K .......... .......... .......... .......... .......... 63% 143M 0s
37400K .......... .......... .......... .......... .......... 63% 197M 0s
37450K .......... .......... .......... .......... .......... 63% 241M 0s
37500K .......... .......... .......... .......... .......... 63% 120M 0s
37550K .......... .......... .......... .......... .......... 63% 232M 0s
37600K .......... .......... .......... .......... .......... 63% 134M 0s
37650K .......... .......... .......... .......... .......... 64% 233M 0s
37700K .......... .......... .......... .......... .......... 64% 231M 0s
37750K .......... .......... .......... .......... .......... 64% 141M 0s
37800K .......... .......... .......... .......... .......... 64% 209M 0s
37850K .......... .......... .......... .......... .......... 64% 224M 0s
37900K .......... .......... .......... .......... .......... 64% 240M 0s
37950K .......... .......... .......... .......... .......... 64% 230M 0s
38000K .......... .......... .......... .......... .......... 64% 188M 0s
38050K .......... .......... .......... .......... .......... 64% 12.6M 0s
38100K .......... .......... .......... .......... .......... 64% 35.8M 0s
38150K .......... .......... .......... .......... .......... 64% 34.6M 0s
38200K .......... .......... .......... .......... .......... 64% 4.31M 0s
38250K .......... .......... .......... .......... .......... 65% 119M 0s
38300K .......... .......... .......... .......... .......... 65% 148M 0s
38350K .......... .......... .......... .......... .......... 65% 235M 0s
38400K .......... .......... .......... .......... .......... 65% 116M 0s
38450K .......... .......... .......... .......... .......... 65% 222M 0s
38500K .......... .......... .......... .......... .......... 65% 140M 0s
38550K .......... .......... .......... .......... .......... 65% 231M 0s
38600K .......... .......... .......... .......... .......... 65% 132M 0s
38650K .......... .......... .......... .......... .......... 65% 233M 0s
38700K .......... .......... .......... .......... .......... 65% 123M 0s
38750K .......... .......... .......... .......... .......... 65% 236M 0s
38800K .......... .......... .......... .......... .......... 65% 121M 0s
38850K .......... .......... .......... .......... .......... 66% 224M 0s
38900K .......... .......... .......... .......... .......... 66% 137M 0s
38950K .......... .......... .......... .......... .......... 66% 227M 0s
39000K .......... .......... .......... .......... .......... 66% 219M 0s
39050K .......... .......... .......... .......... .......... 66% 234M 0s
39100K .......... .......... .......... .......... .......... 66% 201M 0s
39150K .......... .......... .......... .......... .......... 66% 236M 0s
39200K .......... .......... .......... .......... .......... 66% 193M 0s
39250K .......... .......... .......... .......... .......... 66% 224M 0s
39300K .......... .......... .......... .......... .......... 66% 212M 0s
39350K .......... .......... .......... .......... .......... 66% 123M 0s
39400K .......... .......... .......... .......... .......... 66% 207M 0s
39450K .......... .......... .......... .......... .......... 67% 240M 0s
39500K .......... .......... .......... .......... .......... 67% 234M 0s
39550K .......... .......... .......... .......... .......... 67% 240M 0s
39600K .......... .......... .......... .......... .......... 67% 193M 0s
39650K .......... .......... .......... .......... .......... 67% 226M 0s
39700K .......... .......... .......... .......... .......... 67% 152M 0s
39750K .......... .......... .......... .......... .......... 67% 227M 0s
39800K .......... .......... .......... .......... .......... 67% 220M 0s
39850K .......... .......... .......... .......... .......... 67% 126M 0s
39900K .......... .......... .......... .......... .......... 67% 113M 0s
39950K .......... .......... .......... .......... .......... 67% 225M 0s
40000K .......... .......... .......... .......... .......... 68% 126M 0s
40050K .......... .......... .......... .......... .......... 68% 10.5M 0s
40100K .......... .......... .......... .......... .......... 68% 35.1M 0s
40150K .......... .......... .......... .......... .......... 68% 29.7M 0s
40200K .......... .......... .......... .......... .......... 68% 27.1M 0s
40250K .......... .......... .......... .......... .......... 68% 30.7M 0s
40300K .......... .......... .......... .......... .......... 68% 34.6M 0s
40350K .......... .......... .......... .......... .......... 68% 5.06M 0s
40400K .......... .......... .......... .......... .......... 68% 197M 0s
40450K .......... .......... .......... .......... .......... 68% 221M 0s
40500K .......... .......... .......... .......... .......... 68% 211M 0s
40550K .......... .......... .......... .......... .......... 68% 198M 0s
40600K .......... .......... .......... .......... .......... 69% 207M 0s
40650K .......... .......... .......... .......... .......... 69% 217M 0s
40700K .......... .......... .......... .......... .......... 69% 204M 0s
40750K .......... .......... .......... .......... .......... 69% 180M 0s
40800K .......... .......... .......... .......... .......... 69% 203M 0s
40850K .......... .......... .......... .......... .......... 69% 211M 0s
40900K .......... .......... .......... .......... .......... 69% 223M 0s
40950K .......... .......... .......... .......... .......... 69% 1.19M 0s
41000K .......... .......... .......... .......... .......... 69% 87.9M 0s
41050K .......... .......... .......... .......... .......... 69% 165M 0s
41100K .......... .......... .......... .......... .......... 69% 89.3M 0s
41150K .......... .......... .......... .......... .......... 69% 119M 0s
41200K .......... .......... .......... .......... .......... 70% 104M 0s
41250K .......... .......... .......... .......... .......... 70% 73.8M 0s
41300K .......... .......... .......... .......... .......... 70% 61.7M 0s
41350K .......... .......... .......... .......... .......... 70% 92.5M 0s
41400K .......... .......... .......... .......... .......... 70% 134M 0s
41450K .......... .......... .......... .......... .......... 70% 71.2M 0s
41500K .......... .......... .......... .......... .......... 70% 228M 0s
41550K .......... .......... .......... .......... .......... 70% 18.7M 0s
41600K .......... .......... .......... .......... .......... 70% 183M 0s
41650K .......... .......... .......... .......... .......... 70% 168M 0s
41700K .......... .......... .......... .......... .......... 70% 226M 0s
41750K .......... .......... .......... .......... .......... 70% 237M 0s
41800K .......... .......... .......... .......... .......... 71% 115M 0s
41850K .......... .......... .......... .......... .......... 71% 226M 0s
41900K .......... .......... .......... .......... .......... 71% 23.8M 0s
41950K .......... .......... .......... .......... .......... 71% 16.2M 0s
42000K .......... .......... .......... .......... .......... 71% 8.48M 0s
42050K .......... .......... .......... .......... .......... 71% 134M 0s
42100K .......... .......... .......... .......... .......... 71% 233M 0s
42150K .......... .......... .......... .......... .......... 71% 240M 0s
42200K .......... .......... .......... .......... .......... 71% 126M 0s
42250K .......... .......... .......... .......... .......... 71% 234M 0s
42300K .......... .......... .......... .......... .......... 71% 235M 0s
42350K .......... .......... .......... .......... .......... 72% 119M 0s
42400K .......... .......... .......... .......... .......... 72% 201M 0s
42450K .......... .......... .......... .......... .......... 72% 244M 0s
42500K .......... .......... .......... .......... .......... 72% 148M 0s
42550K .......... .......... .......... .......... .......... 72% 147M 0s
42600K .......... .......... .......... .......... .......... 72% 206M 0s
42650K .......... .......... .......... .......... .......... 72% 209M 0s
42700K .......... .......... .......... .......... .......... 72% 107M 0s
42750K .......... .......... .......... .......... .......... 72% 240M 0s
42800K .......... .......... .......... .......... .......... 72% 141M 0s
42850K .......... .......... .......... .......... .......... 72% 234M 0s
42900K .......... .......... .......... .......... .......... 72% 7.96M 0s
42950K .......... .......... .......... .......... .......... 73% 15.6M 0s
43000K .......... .......... .......... .......... .......... 73% 5.15M 0s
43050K .......... .......... .......... .......... .......... 73% 173M 0s
43100K .......... .......... .......... .......... .......... 73% 198M 0s
43150K .......... .......... .......... .......... .......... 73% 176M 0s
43200K .......... .......... .......... .......... .......... 73% 173M 0s
43250K .......... .......... .......... .......... .......... 73% 198M 0s
43300K .......... .......... .......... .......... .......... 73% 205M 0s
43350K .......... .......... .......... .......... .......... 73% 201M 0s
43400K .......... .......... .......... .......... .......... 73% 185M 0s
43450K .......... .......... .......... .......... .......... 73% 200M 0s
43500K .......... .......... .......... .......... .......... 73% 210M 0s
43550K .......... .......... .......... .......... .......... 74% 228M 0s
43600K .......... .......... .......... .......... .......... 74% 150M 0s
43650K .......... .......... .......... .......... .......... 74% 219M 0s
43700K .......... .......... .......... .......... .......... 74% 202M 0s
43750K .......... .......... .......... .......... .......... 74% 204M 0s
43800K .......... .......... .......... .......... .......... 74% 7.71M 0s
43850K .......... .......... .......... .......... .......... 74% 233M 0s
43900K .......... .......... .......... .......... .......... 74% 232M 0s
43950K .......... .......... .......... .......... .......... 74% 234M 0s
44000K .......... .......... .......... .......... .......... 74% 193M 0s
44050K .......... .......... .......... .......... .......... 74% 238M 0s
44100K .......... .......... .......... .......... .......... 74% 238M 0s
44150K .......... .......... .......... .......... .......... 75% 240M 0s
44200K .......... .......... .......... .......... .......... 75% 203M 0s
44250K .......... .......... .......... .......... .......... 75% 11.6M 0s
44300K .......... .......... .......... .......... .......... 75% 24.0M 0s
44350K .......... .......... .......... .......... .......... 75% 21.7M 0s
44400K .......... .......... .......... .......... .......... 75% 192M 0s
44450K .......... .......... .......... .......... .......... 75% 236M 0s
44500K .......... .......... .......... .......... .......... 75% 163M 0s
44550K .......... .......... .......... .......... .......... 75% 221M 0s
44600K .......... .......... .......... .......... .......... 75% 215M 0s
44650K .......... .......... .......... .......... .......... 75% 117M 0s
44700K .......... .......... .......... .......... .......... 75% 239M 0s
44750K .......... .......... .......... .......... .......... 76% 171M 0s
44800K .......... .......... .......... .......... .......... 76% 195M 0s
44850K .......... .......... .......... .......... .......... 76% 230M 0s
44900K .......... .......... .......... .......... .......... 76% 164M 0s
44950K .......... .......... .......... .......... .......... 76% 225M 0s
45000K .......... .......... .......... .......... .......... 76% 110M 0s
45050K .......... .......... .......... .......... .......... 76% 10.6M 0s
45100K .......... .......... .......... .......... .......... 76% 23.7M 0s
45150K .......... .......... .......... .......... .......... 76% 149M 0s
45200K .......... .......... .......... .......... .......... 76% 205M 0s
45250K .......... .......... .......... .......... .......... 76% 222M 0s
45300K .......... .......... .......... .......... .......... 77% 223M 0s
45350K .......... .......... .......... .......... .......... 77% 186M 0s
45400K .......... .......... .......... .......... .......... 77% 205M 0s
45450K .......... .......... .......... .......... .......... 77% 221M 0s
45500K .......... .......... .......... .......... .......... 77% 193M 0s
45550K .......... .......... .......... .......... .......... 77% 180M 0s
45600K .......... .......... .......... .......... .......... 77% 217M 0s
45650K .......... .......... .......... .......... .......... 77% 211M 0s
45700K .......... .......... .......... .......... .......... 77% 230M 0s
45750K .......... .......... .......... .......... .......... 77% 199M 0s
45800K .......... .......... .......... .......... .......... 77% 212M 0s
45850K .......... .......... .......... .......... .......... 77% 216M 0s
45900K .......... .......... .......... .......... .......... 78% 215M 0s
45950K .......... .......... .......... .......... .......... 78% 82.9M 0s
46000K .......... .......... .......... .......... .......... 78% 218M 0s
46050K .......... .......... .......... .......... .......... 78% 6.44M 0s
46100K .......... .......... .......... .......... .......... 78% 10.9M 0s
46150K .......... .......... .......... .......... .......... 78% 21.0M 0s
46200K .......... .......... .......... .......... .......... 78% 32.2M 0s
46250K .......... .......... .......... .......... .......... 78% 9.24M 0s
46300K .......... .......... .......... .......... .......... 78% 136M 0s
46350K .......... .......... .......... .......... .......... 78% 181M 0s
46400K .......... .......... .......... .......... .......... 78% 159M 0s
46450K .......... .......... .......... .......... .......... 78% 219M 0s
46500K .......... .......... .......... .......... .......... 79% 219M 0s
46550K .......... .......... .......... .......... .......... 79% 113M 0s
46600K .......... .......... .......... .......... .......... 79% 220M 0s
46650K .......... .......... .......... .......... .......... 79% 149M 0s
46700K .......... .......... .......... .......... .......... 79% 221M 0s
46750K .......... .......... .......... .......... .......... 79% 143M 0s
46800K .......... .......... .......... .......... .......... 79% 183M 0s
46850K .......... .......... .......... .......... .......... 79% 209M 0s
46900K .......... .......... .......... .......... .......... 79% 112M 0s
46950K .......... .......... .......... .......... .......... 79% 196M 0s
47000K .......... .......... .......... .......... .......... 79% 141M 0s
47050K .......... .......... .......... .......... .......... 79% 217M 0s
47100K .......... .......... .......... .......... .......... 80% 10.0M 0s
47150K .......... .......... .......... .......... .......... 80% 16.4M 0s
47200K .......... .......... .......... .......... .......... 80% 8.21M 0s
47250K .......... .......... .......... .......... .......... 80% 21.9M 0s
47300K .......... .......... .......... .......... .......... 80% 21.0M 0s
47350K .......... .......... .......... .......... .......... 80% 32.6M 0s
47400K .......... .......... .......... .......... .......... 80% 163M 0s
47450K .......... .......... .......... .......... .......... 80% 244M 0s
47500K .......... .......... .......... .......... .......... 80% 235M 0s
47550K .......... .......... .......... .......... .......... 80% 237M 0s
47600K .......... .......... .......... .......... .......... 80% 191M 0s
47650K .......... .......... .......... .......... .......... 81% 241M 0s
47700K .......... .......... .......... .......... .......... 81% 198M 0s
47750K .......... .......... .......... .......... .......... 81% 241M 0s
47800K .......... .......... .......... .......... .......... 81% 216M 0s
47850K .......... .......... .......... .......... .......... 81% 221M 0s
47900K .......... .......... .......... .......... .......... 81% 239M 0s
47950K .......... .......... .......... .......... .......... 81% 238M 0s
48000K .......... .......... .......... .......... .......... 81% 183M 0s
48050K .......... .......... .......... .......... .......... 81% 11.4M 0s
48100K .......... .......... .......... .......... .......... 81% 217M 0s
48150K .......... .......... .......... .......... .......... 81% 221M 0s
48200K .......... .......... .......... .......... .......... 81% 212M 0s
48250K .......... .......... .......... .......... .......... 82% 225M 0s
48300K .......... .......... .......... .......... .......... 82% 228M 0s
48350K .......... .......... .......... .......... .......... 82% 234M 0s
48400K .......... .......... .......... .......... .......... 82% 189M 0s
48450K .......... .......... .......... .......... .......... 82% 232M 0s
48500K .......... .......... .......... .......... .......... 82% 235M 0s
48550K .......... .......... .......... .......... .......... 82% 226M 0s
48600K .......... .......... .......... .......... .......... 82% 210M 0s
48650K .......... .......... .......... .......... .......... 82% 231M 0s
48700K .......... .......... .......... .......... .......... 82% 244M 0s
48750K .......... .......... .......... .......... .......... 82% 226M 0s
48800K .......... .......... .......... .......... .......... 82% 196M 0s
48850K .......... .......... .......... .......... .......... 83% 220M 0s
48900K .......... .......... .......... .......... .......... 83% 211M 0s
48950K .......... .......... .......... .......... .......... 83% 184M 0s
49000K .......... .......... .......... .......... .......... 83% 223M 0s
49050K .......... .......... .......... .......... .......... 83% 211M 0s
49100K .......... .......... .......... .......... .......... 83% 214M 0s
49150K .......... .......... .......... .......... .......... 83% 1.73M 0s
49200K .......... .......... .......... .......... .......... 83% 64.0M 0s
49250K .......... .......... .......... .......... .......... 83% 233M 0s
49300K .......... .......... .......... .......... .......... 83% 241M 0s
49350K .......... .......... .......... .......... .......... 83% 120M 0s
49400K .......... .......... .......... .......... .......... 83% 211M 0s
49450K .......... .......... .......... .......... .......... 84% 94.8M 0s
49500K .......... .......... .......... .......... .......... 84% 57.7M 0s
49550K .......... .......... .......... .......... .......... 84% 107M 0s
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INFO: Download finished! File saved here: scarf_datasets/kang_14K_ifnb-pbmc_rnaseq/data.zarr.tar.gz
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58850K .......... .......... .......... ........ 100% 227M=1.3s
2021-08-22 17:58:12 (42.8 MB/s) - ‘scarf_datasets/kang_14K_ifnb-pbmc_rnaseq/data.zarr.tar.gz’ saved [60301820/60301820]
time: 16.7 s (started: 2021-08-22 17:57:57 +00:00)
[3]:
# Control/untreated PBMC data
ds_ctrl = scarf.DataStore('scarf_datasets/kang_15K_pbmc_rnaseq/data.zarr', nthreads=4)
ds_ctrl.plot_layout(layout_key='RNA_UMAP', color_by='cluster_labels')
time: 1.95 s (started: 2021-08-22 17:58:14 +00:00)
[4]:
# Interferon beta stimulated PBMC data
ds_stim = scarf.DataStore('scarf_datasets/kang_14K_ifnb-pbmc_rnaseq/data.zarr', nthreads=4)
ds_stim.plot_layout(layout_key='RNA_UMAP', color_by='cluster_labels')
time: 1.15 s (started: 2021-08-22 17:58:16 +00:00)
2) K-Nearest Neighbours (KNN) mapping¶
The run_mapping method of DataStore class performs KNN mapping/projection of target cells over reference cells. Reference cells are the ones that are present in the object where run_mapping is being called. The Assay object of target cells is provided as an argument to run_mapping. This step will load the latest graph of the reference cells and query the Approximate Nearest Neighbour (ANN) index of the reference cells for nearest neighbours of each target cell. Since the ANN
index doesn’t contain any target cells, nearest neighbours of target cells will exclusively be reference cells. Under the hood, run_mapping method makes sure that the feature order in the target cells is same as that in the reference cells. By default, run_mapping will impute zero values for missing features in the target order to preserve the feature order. Here we have set run_coral parameter to True which activates CORAL normalization of target data. CORAL aligns the the feature
distribution between reference and target cells thus removing systemic difference between reference and target cells. Read more about CORAL here. Here we use control PMBCs as reference because we invoke run_mapping on control PBMCs’ DataStore object and provide stimulated PBMC’s RNA assay as target.
Reference cells: The cells from the dataset that forms the basis of mapping. A KNN graph must already be calculated for this dataset.
<b>Target cells</b>: The cells to be projected onto reference cells. This dataset is not required to have a graph calculated.
[5]:
# CORAL algorithm can be very slow with large number of features (> 5000).
# Hence here it is recommended for only scRNA-Seq datasets.
ds_ctrl.run_mapping(target_assay=ds_stim.RNA, target_name='stim',
target_feat_key='hvgs_ctrl', save_k=5, run_coral=True)
INFO: 0 features missing in target data
INFO: Normalizing with feature subset
[########################################] | 100% Completed | 2.6s
Writing aligned normed target data to RNA/normed__I__hvgs_ctrl/data: 100%|██████████| 8/8 [00:04<00:00, 1.74it/s]
INFO: 2000 features being used for mapping
INFO: No value provided for parameter `log_transform`. Will use previously used value: True
INFO: No value provided for parameter `renormalize_subset`. Will use previously used value: True
INFO: No value provided for parameter `dims`. Will use previously used value: 25
INFO: No value provided for parameter `pca_cell_key`. Will use previously used value: I
INFO: Using PCA for dimension reduction
INFO: No value provided for parameter `ann_metric`. Will use previously used value: l2
INFO: No value provided for parameter `ann_efc`. Will use previously used value: 50
INFO: No value provided for parameter `ann_ef`. Will use previously used value: 50
INFO: No value provided for parameter `ann_m`. Will use previously used value: 48
INFO: No value provided for parameter `rand_state`. Will use previously used value: 4466
INFO: No value provided for parameter `k`. Will use previously used value: 11
INFO: No value provided for parameter `n_centroids`. Will use default value: 100
INFO: No value provided for parameter `local_connectivity`. Will use previously used value: 1.0
INFO: No value provided for parameter `bandwidth`. Will use previously used value: 1.5
INFO: Using existing normalized data with cell key I and feat key I__hvgs
INFO: Using existing loadings for pca with 25 dims
INFO: Using existing ANN index
INFO: using existing kmeans cluster centers
INFO: KNN graph already exists will not recompute.
INFO: INFO: (CORAL) Calculating source feature means
[########################################] | 100% Completed | 0.4s
INFO: INFO: (CORAL) Calculating source feature stdev
[########################################] | 100% Completed | 0.5s
INFO: INFO: (CORAL) Calculating target feature means
[########################################] | 100% Completed | 0.4s
INFO: INFO: (CORAL) Calculating target feature stdev
[########################################] | 100% Completed | 0.5s
INFO: CORAL: Computing source covariance
[########################################] | 100% Completed | 3.3s
INFO: CORAL: Computing target covariance
[########################################] | 100% Completed | 2.9s
INFO: Calculating fractional power of covariance matrices. This might take a while...
INFO: Fractional power calculation complete
Writing out coral corrected data: 100%|██████████| 11/11 [00:04<00:00, 2.74it/s]
Mapping: 11it [00:01, 7.21it/s]
time: 1min 59s (started: 2021-08-22 17:58:17 +00:00)
3) Mapping scores¶
We can use mapping scores to perform cross dataset cluster similarity inspection. mapping scores are scores assigned to each reference cell based on how frequently it was identified as one of the nearest neighbour of the target cells. get_mapping_score method allows generating these scores. We use an optional parameter of get_mapping_score, target_groups. target_groups takes grouping information for target cells such that mapping scores are calculated for one group at a
time. Here we provide the cluster information of stimulated cells as group information and mapping scores will be obtained for each target cluster independently. The UMAPs below show how much mapping score each control cell received upon mapping from cells from one of the IFN-B stimulated cell clusters
[6]:
# Here we will generate plots for IFB-B stimulated cells from NK and CD14 monocyte clusters.
for g, ms in ds_ctrl.get_mapping_score(target_name='stim',
target_groups=ds_stim.cells.fetch('cluster_labels'),
log_transform=True):
if g in ['NK', 'CD 14 Mono']:
print (f"Target cluster {g}")
ds_ctrl.plot_layout(layout_key='RNA_UMAP', color_by='cluster_labels',
size_vals=ms*10, height=4, width=4, legend_onside=False)
Target cluster CD 14 Mono
Target cluster NK
time: 869 ms (started: 2021-08-22 18:00:17 +00:00)
4) Label transfer¶
Using the nearest neighbours of the target cells in the reference data, we can transfer labels from reference cells to target cells based on majority voting. This means that if a target cell has ‘most’ of its total edge weight shared with cells from one cell type, then that cell type label is tranferred to the target cell. The default threshold for ‘most’ is 0.5, i.e. half of all edge weight. get_target_classes method returns the transferred labels for each cell from a given mapped target
dataset.
reference_class_group parameter decides which labels to transfer. This can be any column from the cell attribute table that has categorical values, generally users would use RNA_leiden_cluster or RNA_cluster but they can also use other labels. Here, for example, we use the custom labels stored under cluster_labels column.
[7]:
transferred_labels = ds_ctrl.get_target_classes(target_name='stim',
reference_class_group='cluster_labels')
transferred_labels
[7]:
0 NK
1 pDC
2 CD4 naive T
3 B
4 CD4 naive T
...
10106 CD 14 Mono
10107 CD4 Memory T
10108 B
10109 CD 14 Mono
10110 CD4 naive T
Length: 10111, dtype: object
time: 202 ms (started: 2021-08-22 18:00:17 +00:00)
We can now save these transferred labels into the stimulated cell dataset and visualize them of its UMAP.
[8]:
ds_stim.cells.insert('transferred_labels',
transferred_labels.values,
overwrite=True)
time: 42.1 ms (started: 2021-08-22 18:00:18 +00:00)
[9]:
ds_stim.plot_layout(layout_key='RNA_UMAP', color_by='transferred_labels')
time: 1.14 s (started: 2021-08-22 18:00:18 +00:00)
It can be quite interesting to check how the predicted/transferred labels compare to the actual labels of the target cells.
[10]:
import pandas as pd
df = pd.crosstab(ds_stim.cells.fetch('cluster_labels'),
ds_stim.cells.fetch('transferred_labels'))
df
[10]:
| col_0 | B | B activated | CD 14 Mono | CD16 Mono | CD4 Memory T | CD4 naive T | CD8 T | DC | Eryth | Mk | NA | NK | T activated | pDC |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| row_0 | ||||||||||||||
| B | 649 | 26 | 19 | 0 | 15 | 20 | 0 | 1 | 0 | 4 | 3 | 1 | 6 | 2 |
| B activated | 24 | 171 | 3 | 0 | 1 | 2 | 1 | 0 | 0 | 0 | 2 | 1 | 0 | 0 |
| CD 14 Mono | 0 | 0 | 2381 | 132 | 3 | 1 | 0 | 7 | 0 | 6 | 2 | 0 | 0 | 0 |
| CD16 Mono | 1 | 0 | 230 | 717 | 0 | 0 | 0 | 1 | 0 | 7 | 0 | 0 | 0 | 0 |
| CD4 Memory T | 5 | 0 | 45 | 1 | 923 | 217 | 72 | 0 | 1 | 5 | 18 | 0 | 10 | 0 |
| CD4 naive T | 14 | 4 | 36 | 0 | 356 | 1896 | 16 | 2 | 1 | 16 | 19 | 2 | 28 | 0 |
| CD8 T | 10 | 0 | 23 | 0 | 59 | 14 | 461 | 0 | 0 | 2 | 5 | 76 | 5 | 0 |
| DC | 0 | 0 | 73 | 4 | 0 | 0 | 0 | 137 | 0 | 0 | 0 | 0 | 0 | 0 |
| Eryth | 0 | 0 | 11 | 0 | 1 | 23 | 1 | 0 | 46 | 0 | 1 | 0 | 0 | 0 |
| Mk | 1 | 0 | 46 | 1 | 17 | 25 | 1 | 2 | 2 | 149 | 0 | 0 | 3 | 0 |
| NK | 1 | 0 | 9 | 0 | 3 | 0 | 37 | 0 | 0 | 2 | 1 | 376 | 1 | 0 |
| T activated | 2 | 1 | 4 | 0 | 34 | 24 | 1 | 1 | 0 | 1 | 0 | 0 | 214 | 0 |
| pDC | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 3 | 0 | 0 | 0 | 1 | 0 | 68 |
time: 52.3 ms (started: 2021-08-22 18:00:19 +00:00)
This cross-tabulation can be presented as percentage accuracy, where the values indicate the percentage of the transferred values that were correct.
[11]:
(100 * df / df.sum(axis=0)).round(1)
[11]:
| col_0 | B | B activated | CD 14 Mono | CD16 Mono | CD4 Memory T | CD4 naive T | CD8 T | DC | Eryth | Mk | NA | NK | T activated | pDC |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| row_0 | ||||||||||||||
| B | 91.8 | 12.9 | 0.7 | 0.0 | 1.1 | 0.9 | 0.0 | 0.6 | 0.0 | 2.1 | 5.9 | 0.2 | 2.2 | 2.9 |
| B activated | 3.4 | 84.7 | 0.1 | 0.0 | 0.1 | 0.1 | 0.2 | 0.0 | 0.0 | 0.0 | 3.9 | 0.2 | 0.0 | 0.0 |
| CD 14 Mono | 0.0 | 0.0 | 82.6 | 15.4 | 0.2 | 0.0 | 0.0 | 4.5 | 0.0 | 3.1 | 3.9 | 0.0 | 0.0 | 0.0 |
| CD16 Mono | 0.1 | 0.0 | 8.0 | 83.9 | 0.0 | 0.0 | 0.0 | 0.6 | 0.0 | 3.6 | 0.0 | 0.0 | 0.0 | 0.0 |
| CD4 Memory T | 0.7 | 0.0 | 1.6 | 0.1 | 65.4 | 9.8 | 12.2 | 0.0 | 2.0 | 2.6 | 35.3 | 0.0 | 3.7 | 0.0 |
| CD4 naive T | 2.0 | 2.0 | 1.2 | 0.0 | 25.2 | 85.3 | 2.7 | 1.3 | 2.0 | 8.3 | 37.3 | 0.4 | 10.5 | 0.0 |
| CD8 T | 1.4 | 0.0 | 0.8 | 0.0 | 4.2 | 0.6 | 78.1 | 0.0 | 0.0 | 1.0 | 9.8 | 16.6 | 1.9 | 0.0 |
| DC | 0.0 | 0.0 | 2.5 | 0.5 | 0.0 | 0.0 | 0.0 | 89.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| Eryth | 0.0 | 0.0 | 0.4 | 0.0 | 0.1 | 1.0 | 0.2 | 0.0 | 92.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 |
| Mk | 0.1 | 0.0 | 1.6 | 0.1 | 1.2 | 1.1 | 0.2 | 1.3 | 4.0 | 77.6 | 0.0 | 0.0 | 1.1 | 0.0 |
| NK | 0.1 | 0.0 | 0.3 | 0.0 | 0.2 | 0.0 | 6.3 | 0.0 | 0.0 | 1.0 | 2.0 | 82.3 | 0.4 | 0.0 |
| T activated | 0.3 | 0.5 | 0.1 | 0.0 | 2.4 | 1.1 | 0.2 | 0.6 | 0.0 | 0.5 | 0.0 | 0.0 | 80.1 | 0.0 |
| pDC | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.9 | 0.0 | 0.0 | 0.0 | 0.2 | 0.0 | 97.1 |
time: 44.9 ms (started: 2021-08-22 18:00:19 +00:00)
5) Unified UMAPs¶
Scarf introduces Unified UMAPs, a strategy to embed target cells onto the reference manifold. To do so, we take the results of KNN projection and spike the graph of reference cells with target cells. We can control the weight of target-reference edges also and also the number of edges per target to retain. We rerun UMAP on this ‘unified graph’ to obtain a unified embdding. Following code shows how to call run_unified_umap method.
[12]:
ds_ctrl.run_unified_umap(target_names=['stim'], ini_embed_with='RNA_UMAP', target_weight=1,
use_k=5, fit_n_epochs=100, tx_n_epochs=10)
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time: 24 s (started: 2021-08-22 18:00:19 +00:00)
Since the results of unified embedding contain ‘foreign’ cells, plot_layout function cannot be used to visualize all the cells. A specialized method, plot_unified_layout takes care of this issue. The following example shows co-embedded control (reference) and stimulated (target) PBMCs.
[13]:
ds_ctrl.plot_unified_layout(layout_key='unified_UMAP', show_target_only=False, ref_name='ctrl')
time: 973 ms (started: 2021-08-22 18:00:43 +00:00)
We can visualize only the target cells, i.e IFN-B stimulated cells, in the unified embedding. The target cells can be colored based on their original cluster identity. Target cells of similar types are close together on the unified embedding and overlap with the cell types of the reference data
[14]:
ds_ctrl.plot_unified_layout(layout_key='unified_UMAP', show_target_only=True, legend_ondata=True,
target_groups=ds_stim.cells.fetch('cluster_labels'))
time: 1.29 s (started: 2021-08-22 18:00:44 +00:00)
That is all for this vignette.