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ea-encoder-channel

PyTorch
neuroscience
electrophysiology
neuropixels
spatial-encoding
international-brain-lab
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Publish 2026_W32_encoder

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Files changed (13) hide show
  1. README.md +6 -6
  2. agea_vol_pca.npy +1 -1
  3. checksums.json +25 -20
  4. confidence_model.pt +2 -2
  5. ephysatlas_model.json +9 -6
  6. example/expected_predictions.parquet +2 -2
  7. example/features_sample.parquet +2 -2
  8. merfish_vol_pca.npy +1 -1
  9. neighbor_bank.npz +2 -2
  10. run/base_model_best.pt +3 -0
  11. run/probe_confidence_best.pt +3 -0
  12. spatial_encoder.pt +2 -2
  13. split.json +1544 -1044
README.md CHANGED
@@ -9,13 +9,13 @@ tags:
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  - international-brain-lab
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  ---
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- # Ephys Atlas spatial encoder (2026_W26)
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  Predicts the **electrophysiological feature vector expected at a channel's position** -- from
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  that position plus anatomical context and the recorded features of nearby channels on other
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  insertions. Trained by the
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  [International Brain Laboratory](https://www.internationalbrainlab.com/) on the Ephys Atlas
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- feature release `2026_W26`.
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  > **The input is a position, not features.** This is the inverse of the region classifier: that
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  > model takes features and returns a region; this one takes a channel's `x, y, z` (Allen frame,
@@ -46,7 +46,7 @@ A published encoder is not the weights alone. `predict` cannot run without every
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  import pandas as pd
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  from ephysatlas import load_pretrained
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- model = load_pretrained("int-brain-lab/ea-encoder-channel", revision="2026_W26")
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  df = pd.read_parquet("example/features_sample.parquet") # channel positions (x, y, z)
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  out = model.predict(df) # one pred_<feature> column each
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  print(out.head())
@@ -86,7 +86,7 @@ input return identical predictions.
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  ## Reproducibility
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- **Pin the revision.** `revision="2026_W26"` is an immutable tag. Omitting `revision` resolves to
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  `main`, which tracks whichever model is currently recommended and *will* change when a new feature
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  vintage is published -- fine for a first look, not for anything you publish or re-run.
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@@ -99,5 +99,5 @@ model.selftest()
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  ## Citation
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- Please cite the International Brain Laboratory Ephys Atlas. Model id `ea-encoder-channel`,
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- feature vintage `2026_W26`.
 
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  - international-brain-lab
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  ---
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+ # Ephys Atlas spatial encoder (2026_W32)
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  Predicts the **electrophysiological feature vector expected at a channel's position** -- from
15
  that position plus anatomical context and the recorded features of nearby channels on other
16
  insertions. Trained by the
17
  [International Brain Laboratory](https://www.internationalbrainlab.com/) on the Ephys Atlas
18
+ feature release `2026_W32`.
19
 
20
  > **The input is a position, not features.** This is the inverse of the region classifier: that
21
  > model takes features and returns a region; this one takes a channel's `x, y, z` (Allen frame,
 
46
  import pandas as pd
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  from ephysatlas import load_pretrained
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+ model = load_pretrained("int-brain-lab/ea-encoder-channel", revision="2026_W32")
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  df = pd.read_parquet("example/features_sample.parquet") # channel positions (x, y, z)
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  out = model.predict(df) # one pred_<feature> column each
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  print(out.head())
 
86
 
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  ## Reproducibility
88
 
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+ **Pin the revision.** `revision="2026_W32"` is an immutable tag. Omitting `revision` resolves to
90
  `main`, which tracks whichever model is currently recommended and *will* change when a new feature
91
  vintage is published -- fine for a first look, not for anything you publish or re-run.
92
 
 
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  ## Citation
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+ Please cite the International Brain Laboratory Ephys Atlas. Model id `2026_W32_encoder`,
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+ feature vintage `2026_W32`.
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5
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  "environment": {
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- "xgboost": "3.4.0",
12
  "scikit_learn": "1.8.0",
13
  "numpy": "2.4.6",
14
  "pandas": "3.0.5",
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16
  "ephysatlas": "0.7.0"
17
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18
  "method": "transformer",
 
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- "92998515-974f-45c8-b983-da95c7c72302",
590
- "98787a7a-73ea-4d43-bb33-1f4328faa1d6",
591
- "a450558e-195f-44ff-979b-6b6420c9621b",
592
- "b25799a5-09e8-4656-9c1b-44bc9cbb5279",
593
- "b46e219c-6a87-4a93-9924-1070841381e9",
594
- "b721156e-7a7c-48ad-aadb-7fd2cd2ac40b",
595
- "b78b3c42-eee5-47c6-9717-743b78c0b721",
596
- "b88bef14-62a9-4294-ac3e-4e45b9bce3d9",
597
- "b8df4cc3-e973-4267-8cf8-a55cea77e1ac",
598
- "ba291bec-4492-4d7f-a6aa-483ebb64b3c3",
599
- "bbc0319e-93b7-411c-b0e7-7f5d8235d83c",
600
- "bebe7c8f-0f34-4c3a-8fbb-d2a5119d2961",
601
- "bf57f9ed-8c55-4cbe-ac75-c1200b74ddf0",
602
- "c17772a9-21b5-49df-ab31-3017addea12e",
603
- "c6ba6f8e-c13e-410f-b7df-e193ba0d239d",
604
- "caf2170c-5463-46ce-8cd0-66f2e1e3376d",
605
- "cc701ed3-84b6-4b8e-8390-2e3f54414b19",
606
- "ce99545f-c6a5-4d53-8b68-0ceb78bd942e",
607
- "d06bdedb-e173-4fe5-a4f1-ab9ab53f9761",
608
- "d403c464-9d91-4338-b64b-81c299356972",
609
- "d7187e4f-7bfe-42b3-9e36-761c76eb6e8f",
610
- "df350b09-a420-42bb-9952-17862cbb9f1c",
611
- "df6012d0-d921-4d0a-af2a-2a91030d0f42",
612
- "eb04cc7c-7c10-4e7f-8593-9c3b9b6986f5",
613
- "ed469fda-4519-456f-a671-cf901222b4f8",
614
- "ef3d059a-59d5-4870-b355-563a8d7cfd2d",
615
- "efb46a4b-a1df-4bea-8aa3-b521d36f3ab4",
616
- "f2a098e7-a67e-4125-92d8-36fc6b606c45",
617
- "f2ee886d-5b9c-4d06-a9be-ee7ae8381114",
618
- "f44d2056-644c-4769-a189-7efe67b0269d",
619
- "f72e60c3-3593-466a-afaf-91145c44fb2b",
620
- "fcd89a5b-30a1-4829-8f51-a72b73534141",
621
- "febb430e-2d50-4f83-87a0-b5ffbb9a4943"
622
- ],
623
- "test_pids": [
624
- "00a96dee-1e8b-44cc-9cc3-aca704d2b594",
625
- "0106dd46-8489-4346-880a-83b779d18aaf",
626
- "0228bcfd-632e-49bd-acd4-c334cf9213e9",
627
- "02cb667a-f2e7-4e14-bbaa-ee9996746f5b",
628
- "04c9890f-2276-4c20-854f-305ff5c9b6cf",
629
- "06787c50-ae12-4c3a-a7fa-06d68d053a2c",
630
- "0685d767-80a2-49b6-a51a-0e9b1dd7a14d",
631
- "07abb39b-063b-4ef8-b3ab-963c6a1b5cc5",
632
- "082187a0-121f-47d5-962a-a9ad467e7124",
633
- "0aafb6f1-6c10-4886-8f03-543988e02d9e",
634
- "0f306cdc-878a-4ea0-9e91-b97736731637",
635
- "1122230f-42b8-45f9-ad7e-00c27ae087c8",
636
- "1743eb5e-3b76-49c2-b272-46d596e288ee",
637
- "1878c999-d523-474a-9d4e-8dde53d7324c",
638
- "19137f8d-0f3b-4923-93ad-f741758e1b2e",
639
- "19c5b0d5-a255-47ff-9f8d-639e634a7b61",
640
- "1bf5c05b-3654-4d5c-bac9-2b96edd12adf",
641
- "1ee035f5-5b12-4f98-8f05-b7a46c68d731",
642
- "21c78bad-44c0-40b8-bed1-b262ee92638a",
643
- "22609d51-0a6a-425d-a3ef-eeb43a9ba350",
644
- "2400a2fa-0335-480b-ac8d-a478171f3a55",
645
- "24cb326a-e04d-4a18-a96d-1edef60cc40b",
646
- "2564dc27-4eda-4fc3-a151-c13475796ee1",
647
- "28d5d3fa-bae7-499c-9362-7328ed2ff0d0",
648
- "2a790797-3a94-46f9-a76a-6e8366e8d00d",
649
- "2adc4f5d-bc7b-42a4-be76-f5df33d713d4",
650
- "2b41ca4b-d209-47f4-9b51-54eb5698cba3",
651
- "2c401cbd-b95c-4ebe-8a83-92b55ab49542",
652
- "2d544e7f-c8af-46b5-aaa0-caf0ad4d63a1",
653
- "3017e4dc-2150-43ad-9b08-b95b48ba8dfa",
654
- "30dfb8c6-9202-43fd-a92d-19fe68602b6f",
655
- "3270d18e-df94-42d9-bace-6e9ee95c29c7",
656
- "33cde267-919e-4c4d-9105-814787499837",
657
- "3cf66b31-9f69-4050-93d8-c0de1b7ce944",
658
- "3d12814e-594a-4685-9f7c-5a2f0a53b686",
659
- "3e423591-51b3-4fef-9d25-b55a1fbe95c4",
660
- "3eb6e6e0-8a57-49d6-b7c9-f39d5834e682",
661
- "3fd2d2b3-9415-4b6e-b392-40427fb1c388",
662
- "41dc1107-fbcb-4174-a262-19928c355018",
663
- "42fff37a-9040-417c-a3a2-82e7708f7161",
664
- "437f43e1-9c8f-4be9-ac89-97885b0e03d0",
665
- "4431f9fd-aaa8-4b10-905c-0c6869ea1088",
666
- "4ae5016e-7779-4ec2-9fad-41cf9f48921f",
667
- "4ca5f874-f14e-4f62-adb3-c638a94a89f2",
668
- "4d3be0ae-3225-472b-9dc7-774817c6a7b9",
669
- "51ed2573-9357-43fc-9841-67e9590811c4",
670
- "530f1670-9412-44ac-afdb-935d46bcaad3",
671
- "549e2454-f3de-4115-8c9d-f6bcc2924dc1",
672
- "5544da75-8d34-47cb-9092-1f91e713e79c",
673
- "578ca001-8cf5-4d30-b58f-1d574eaf808a",
674
- "5a2f99aa-d3f5-469d-882e-0a16ee869746",
675
- "5a4740a3-8e93-495d-b6cf-83dccba01d7a",
676
- "5eebb5d6-cf9b-49a0-b297-0701c4d90173",
677
- "5fd00035-89d6-4e7c-bb26-f103388b731d",
678
- "625a7bc9-00cf-44f6-a508-3ed89d23ba3a",
679
- "63517fd4-ece1-49eb-9259-371dc30b1dd6",
680
- "6358854e-51d2-47de-a278-5cbfd155feb6",
681
- "642a3373-6fee-4f2a-b8d6-38dd42ada763",
682
- "64346da1-c8f0-494f-a9b9-c415d7da582b",
683
- "64aadf54-d662-4934-8c08-cad14ee5b69f",
684
- "64d04585-67e7-4320-baad-8d4589fd18f7",
685
- "675952a4-e8b3-4e82-a179-cc970d5a8b01",
686
- "67c4b72e-e0e5-4841-9e95-a6220d00615e",
687
- "6c2522fb-13b3-4753-a32d-48e9b28dcffe",
688
- "6cb4964b-0c6c-4c8b-8b34-24b8af2b36bc",
689
- "6d9b6393-6729-4a15-ad08-c6838842a074",
690
- "72274871-80e5-4fb9-be1a-bb04acebb1de",
691
- "727ff7c4-d63f-4bd8-9888-f134a25b874f",
692
- "72f89097-4836-4b67-a47a-edb3285a6e83",
693
- "735fa61d-db9b-4289-990d-659793413c75",
694
- "79b2e46e-e2ee-446e-b875-9aff03ef52d2",
695
- "7a620688-66cb-44d3-b79b-ccac1c8ba23e",
696
- "7c11adc6-adbd-484f-8ae9-13946285e3f8",
697
- "7c167d19-7b70-45bf-b0e8-9035227a359e",
698
- "80494687-eb74-43c6-801c-e99fd6621d51",
699
- "825ba9b8-ce03-49b7-b1a8-4d85ae2185af",
700
- "82765a73-2a03-42ca-ba98-194247caa62e",
701
- "882a7322-d4f4-4170-bbc1-029f9c3be4f9",
702
- "88e1154c-bd92-446d-bd6d-550062666223",
703
- "88e148d2-d554-42c2-9c41-cc6369f98c45",
704
- "8dfb86c8-d45c-46c4-90ec-33078014d434",
705
- "8f1d5aad-8c1f-4e81-869a-5a1ab1bf53b2",
706
- "8f2e16c4-893b-4f8f-bfb2-94fa452710ec",
707
- "9373cd09-a591-42be-9343-ed6f06b7056d",
708
- "93d5f68b-ea74-486b-9f7b-91058a854576",
709
- "94761f31-0dfc-4f67-87ef-6d1ac7f95144",
710
- "94e948c1-f7be-4868-893a-f7cd2df3313e",
711
- "94fcff55-2da2-4366-a2c7-2f58c05b54dc",
712
- "95fd67e6-cbff-4356-80c7-5a03b1bf6b8a",
713
- "9866c08f-acce-4291-b94d-d9835e62f835",
714
- "9915765e-ff15-4371-b1aa-c2ef1db8a254",
715
- "a3ebc7f4-813a-4f06-a33e-9825c878f9c2",
716
- "a5f2ec22-0ff3-4249-bd2f-6247c3990e53",
717
- "a63a7248-9393-478b-9478-64f421ef5eb8",
718
- "ac839451-05bc-493e-b167-558b2b195baa",
719
- "ad597f5f-5201-4e02-9a28-1fb1a75746cc",
720
- "adca9242-0725-41d4-8eb1-5655a464431d",
721
- "ae03524f-e493-4077-99b1-588244de9a98",
722
- "aeb06797-fddf-4ad2-b0ef-dd1b0f54d034",
723
- "af1e9dee-8c26-4b2b-ac43-358221048797",
724
- "af2cbca7-eac6-42f5-879b-18382197f14c",
725
- "afe87fbb-3a17-461f-b333-e22903f1d70d",
726
- "b04d8a51-4f06-45bf-bd58-2915eb0c4668",
727
- "b3065f45-7227-4099-9f8c-7e81e677d8cf",
728
- "b8b3832b-0521-4582-80cf-337198532e11",
729
- "b976e816-bc24-42e3-adf4-2801f1a52657",
730
- "b9b101cf-24d3-4c2a-8464-bc91b9f0c767",
731
- "b9faf068-fd1c-4568-8a1a-f503eed6f726",
732
- "bbe6ebc1-d32f-42dd-a89c-211226737deb",
733
- "be28876b-c477-43a0-aa89-cbf5552f061f",
734
- "be95fb3b-d607-409a-968e-98a3e9bcb577",
735
- "bf591043-03c2-48bb-9197-e17e85aaeb8f",
736
- "c16b8e98-100f-40ce-b417-b1524c7e1270",
737
- "c2363000-27a6-461e-940b-15f681496ed8",
738
- "c42574be-0456-437f-8329-afc5a63b7e78",
739
- "c47b9e25-5919-4ea1-8717-455a18399389",
740
- "c4b5a9fa-10cb-4195-9c17-15b6a1f77f9a",
741
- "c64201ea-262e-45fe-8f41-5a074780cd59",
742
- "ca073754-be17-43b7-a38a-0c1e5563ff32",
743
- "ce16c71a-f0a6-48b7-bc2f-430ff94df5de",
744
- "ce24bbe9-ae70-4659-9e9c-564d1a865de8",
745
- "ce397420-3cd2-4a55-8fd1-5e28321981f4",
746
- "d0046384-16ea-4f69-bae9-165e8d0aeacf",
747
- "d258bca2-bf18-4491-8d57-5322f705caec",
748
- "d34eab3e-05e8-47f2-8f68-c87211e4af79",
749
- "d4291925-ad00-47fe-baaf-3fdff0991e86",
750
- "d42dfc14-537e-43cf-a919-9f1aad91a0ff",
751
- "d585f4b5-d154-4666-92c4-eb219f1e0f02",
752
- "d595ee58-75bb-4df3-96de-d9b4f4d1f6ab",
753
- "d7ec0892-0a6c-4f4f-9d8f-72083692af5c",
754
- "dc50c3de-5d84-4408-9725-22ae55b93522",
755
- "dd75e810-a399-4364-9d4a-517312cf3010",
756
- "decc8d40-cf74-4263-ae9d-a0cc68b47e86",
757
- "e4ce2e94-6fb9-4afe-acbf-6f5a3498602e",
758
- "e52942b9-62b8-4cbf-9597-d73aea5cdb3e",
759
- "ea084e63-c0cb-4e11-8440-302de8fc76ee",
760
- "eb0baec1-4ca1-4b31-b03c-69335de3a7e3",
761
- "eb81be5b-2614-4f3f-b087-a2ec4bba3187",
762
- "ebd18510-c263-4d5b-a736-a588862a6972",
763
- "ee3345e6-540d-4cea-9e4a-7f1b2fb9a4e4",
764
- "eedba3b6-b70a-4ea7-a87a-79f6ce7403e9",
765
- "ef03e569-2b50-4534-89f4-fb1e56e81461",
766
- "f03b61b4-6b13-479d-940f-d1608eb275cc",
767
- "f083fcd5-e456-433d-8aa5-6ace0a7ac170",
768
- "f362c84f-8d9a-4d5b-8439-055ae936fdff",
769
- "f3988aec-b8c7-47d9-b1a0-5334eed7f92c",
770
- "f3e925a4-048d-46c9-ba15-c244f4e0a09a",
771
- "f56413dd-a2f8-434a-8f33-f1946390b97c",
772
- "f8d0ecdc-b7bd-44cc-b887-3d544e24e561",
773
- "f9656eee-141c-453d-a016-4aba68f674dc",
774
- "f967a527-257f-404a-871d-b91575dca3b4",
775
- "fe8115b2-c7fd-44f2-8551-20b6ad871bd7"
776
- ],
777
- "excluded_pids": [
778
- "034a3302-2e81-4b30-aa7d-052531e6e519",
779
- "03a51903-d3a1-459c-9b0b-80a561c2a65f",
780
- "03c42ea1-1e04-4a3e-9b04-46d8568dcd02",
781
- "03d2d8d1-a116-4763-8425-4ef7b1c1bd35",
782
- "03fc9668-046c-445f-953a-ee9258520ea0",
783
- "04db6b9e-a80c-4507-a98e-ad76294ac444",
784
- "0566938b-245d-4e5f-89ee-59d53a44f065",
785
- "06722c64-485f-4acf-9c91-ea17381b6c48",
786
- "06cb2ee3-0fb8-4ace-acbe-19c716f3ca40",
787
- "073c88d0-41be-4388-95e7-a2f9307e3aaa",
788
- "07632611-983f-4d2d-81d6-93517fc7a836",
789
- "07c79864-6fff-4e72-9fce-1c982e3457f9",
790
- "0851db85-2889-4070-ac18-a40e8ebd96ba",
791
- "086c43ed-e5d0-4565-948f-49e8e82adbc7",
792
- "08bdd24f-2a0c-4ee6-b90a-5d7f72874083",
793
- "091392a5-73f6-40f3-8552-fa917cf96deb",
794
- "0925fb1b-cf83-4f55-bfb7-aa52f993a404",
795
- "0a85a28b-e9e3-44ec-ad4d-88ba9116ff63",
796
- "0aa8c449-2b8c-420c-bbe4-c7cf198bbd32",
797
- "0addf195-9341-4a03-b8cc-b43beb7873b0",
798
- "0b1a7cf3-b5a3-42ff-b0cc-9ca6a6fb4d20",
799
- "0c42a3d2-beb7-4b7b-a9b5-1eea6c51e1f4",
800
- "0c69bb10-54fb-4feb-8c58-9b29a8f48175",
801
- "0c99ab41-d0f2-4fc8-8adc-a1689aa6ce0a",
802
- "0dfc64c5-80bc-43b6-a7c4-2fb6e638e9f3",
803
- "0ece5c6a-7d1e-4365-893d-ac1cc04f1d7b",
804
- "0ee04753-3039-4209-bed8-5c60e38fe5da",
805
- "0fa33419-e7b9-4d00-8cab-3b51f93ecf0c",
806
- "100433fa-2c59-4432-8295-aa27657fe3fb",
807
- "108a9acb-10f7-497a-a61e-6028db18a8e6",
808
- "117f0d28-3cc0-4837-9e3e-46db5bc3e662",
809
- "11a5a93e-58a9-4ed0-995e-52279ec16b98",
810
- "11e5017e-7bd6-47f6-b32d-bce32c9f2b31",
811
- "11f70c37-a546-439a-9fb7-da6b6ebfb0cb",
812
- "163e1111-b1ce-43b1-8cc9-5765d65dca38",
813
- "17d9710a-f292-4226-b033-687d54b6545a",
814
- "1841cf1f-725d-499e-ab8e-7f6fc8c308b6",
815
- "18be19f9-6ca5-4fc8-9220-ba43c3e75905",
816
- "1d237afc-ac2f-4bac-a163-a397fe09819f",
817
- "1df6ebb3-9d16-4c0f-96cc-e1b1596d2006",
818
- "1eede5ef-3b4a-4897-8021-2d25a83ab209",
819
- "1fa9efcf-def3-40b1-86ae-ca411da98ef2",
820
- "20469b30-1cd8-4078-9883-a840a0f6d787",
821
- "234c9e15-79a4-4e8a-8263-8b06cfbcbe7d",
822
- "255c1699-c52c-4690-9309-8c00c769e43f",
823
- "257d0357-76ed-4220-8d50-68da6efda72d",
824
- "272e46d6-4102-4327-97f8-e7374ea68b6a",
825
- "2781c08e-a356-4a0d-8c28-4f94d1c87f69",
826
- "27a0977e-8d53-40b2-a9e1-77d8523a0ad3",
827
- "291fcd13-b629-49c0-baf8-57ed1351050e",
828
- "2b5ebb3e-273c-400d-bf35-33e87cbe46fb",
829
- "2cbb5bc7-edbd-431e-a931-21e466d20dec",
830
- "2dd99c91-292f-44e3-bbf2-8cfa56015106",
831
- "2e9e09ab-cf73-421e-b806-b157daa3a05a",
832
- "31dfa577-0a6c-41c0-ab8f-ad592ae2c6b1",
833
- "3220377b-f53e-412d-a859-ef8ccb8f0a40",
834
- "3282a590-8688-44fc-9811-cdf8b80d9a80",
835
- "3283d8ec-1436-4529-8a16-941bbf65c91d",
836
- "32e30a72-5f18-4aff-81c3-4553531b2d75",
837
- "350f9d9f-3a76-47ae-ac21-561de3d51766",
838
- "35897454-8702-4dc4-9865-7f01fa65f355",
839
- "362823e7-5514-41d3-a31d-4b73f91ad3d0",
840
- "366dabe3-2790-4511-a7dc-023a1ad9df75",
841
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