upload model and info
Browse files- README.md +66 -0
- config.json +11 -0
- model-with-instance-classifiers.safetensors +3 -0
- model.safetensors +3 -0
- slides_ids_test.txt +1069 -0
- slides_ids_train.txt +0 -0
- slides_ids_val.txt +1061 -0
- torchscript_model.pt +3 -0
README.md
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---
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license: cc-by-4.0
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---
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---
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license: cc-by-4.0
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---
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# Pancancer _TP53_ classifier from H&E resections
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This model classifies an H&E-stained digital pathology image as _TP53_ wildtype or mutant. It was trained by Jakub Kaczmarzyk using CLAM.
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Inputs: Bag of patches with 128um edge length, embedded with CTransPath.
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Output classes: wildtype, mutant
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## Data
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Diagnostic slides in TCGA (e.g., `DX`) were used to train the model. The whole slide images were tiled into 128x128um patches, and each patch was encoded using CTransPath (this produces 768-dimensional embeddings).
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Train, validation, and test splits were stratified by TCGA study and _TP53_ status, and patients did not cross split boundaries.
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Samples sizes:
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- Train: 8,736 slides (7,076 patients)
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- Validation: 1,061 slides (881 patients)
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- Test: 1,069 slides (881 patients)
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The _TP53_ status for each sample was downloaded from [CBioPortal](https://www.cbioportal.org/results/download?cancer_study_list=laml_tcga_pan_can_atlas_2018%2Cacc_tcga_pan_can_atlas_2018%2Cblca_tcga_pan_can_atlas_2018%2Clgg_tcga_pan_can_atlas_2018%2Cbrca_tcga_pan_can_atlas_2018%2Ccesc_tcga_pan_can_atlas_2018%2Cchol_tcga_pan_can_atlas_2018%2Ccoadread_tcga_pan_can_atlas_2018%2Cdlbc_tcga_pan_can_atlas_2018%2Cesca_tcga_pan_can_atlas_2018%2Cgbm_tcga_pan_can_atlas_2018%2Chnsc_tcga_pan_can_atlas_2018%2Ckich_tcga_pan_can_atlas_2018%2Ckirc_tcga_pan_can_atlas_2018%2Ckirp_tcga_pan_can_atlas_2018%2Clihc_tcga_pan_can_atlas_2018%2Cluad_tcga_pan_can_atlas_2018%2Clusc_tcga_pan_can_atlas_2018%2Cmeso_tcga_pan_can_atlas_2018%2Cov_tcga_pan_can_atlas_2018%2Cpaad_tcga_pan_can_atlas_2018%2Cpcpg_tcga_pan_can_atlas_2018%2Cprad_tcga_pan_can_atlas_2018%2Csarc_tcga_pan_can_atlas_2018%2Cskcm_tcga_pan_can_atlas_2018%2Cstad_tcga_pan_can_atlas_2018%2Ctgct_tcga_pan_can_atlas_2018%2Cthym_tcga_pan_can_atlas_2018%2Cthca_tcga_pan_can_atlas_2018%2Cucs_tcga_pan_can_atlas_2018%2Cucec_tcga_pan_can_atlas_2018%2Cuvm_tcga_pan_can_atlas_2018&tab_index=tab_visualize&profileFilter=mutations&case_set_id=all&Action=Submit&gene_list=TP53%253A%2520MUT&Z_SCORE_THRESHOLD=2.0&RPPA_SCORE_THRESHOLD=2.0&geneset_list=%20&exclude_germline_mutations=true&comparison_subtab=clinical).
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TCGA studies with fewer than 100 samples of mutated _TP53_ were excluded from training.
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The following TCGA studies were used in training: ACC, BLCA, BRCA, CESC, COADREAD, ESCA, GBM, HNSC, KIRC, KIRP, LGG, LIHC, LUAD, LUSC, OV, PAAD, PCPG, PRAD, SARC, SKCM, STAD, TGCT, THCA, THYM, UCEC.
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The following TCGA studies were not used in training: CHOL, UVM, UCS, KICH, MESO, DLBC.
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## Model performance
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The model achieved an AUROC of 0.85 on the full test set.
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Here are the AUROC values per TCGA study. NaN values are present wherever there was only a single class present in the ground truth labels.
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- ACC: 0.750
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- BLCA: 0.597
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- BRCA: 0.862
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- CESC: 0.562
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- COADREAD: 0.742
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- ESCA: 0.643
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- GBM: 0.792
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- HNSC: 0.599
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- KIRC: 1.000
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- KIRP: nan
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- LGG: 0.763
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- LIHC: 0.769
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- LUAD: 0.842
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- LUSC: 0.610
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- OV: 0.708
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- PAAD: 0.787
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- PCPG: nan
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- PRAD: 0.657
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- SARC: 0.762
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- SKCM: 0.722
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- STAD: 0.716
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- TGCT: nan
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- THCA: nan
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- THYM: nan
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- UCEC: 0.825
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# Intended uses
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This model is ONLY intended for research purposes.
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**This model may not be used for clinical purposes.** This model is distributed without warranties, either express or implied.
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config.json
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{
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"spec_version": "1.0",
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"type": "clam",
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"patch_size_um": 128,
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"feature_extractor": "ctranspath",
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"num_classes": 2,
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"class_names": [
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"wildtype",
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"mutant"
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]
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}
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model-with-instance-classifiers.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:2584f37fccd092296d9aadf7ea1d668c9da26887fe1479521e0ad9de52bbfdd8
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size 2640204
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:7ac531c14b185a89aad882c0d3f7800253d75607f78230bb76cbec902612cae7
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size 2631620
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slides_ids_test.txt
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TCGA-VF-A8AC-01Z-00-DX1.A1B63E07-83EE-44E0-9A84-4F9F6B78A84D
|
| 949 |
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TCGA-YU-AA61-01Z-00-DX1.82FACDC3-FDA0-40FC-9EF7-AC9F1D921971
|
| 950 |
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TCGA-2G-AAL7-01Z-00-DX2.E18D2C42-153F-411A-ADEA-B56894F7338A
|
| 951 |
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TCGA-2G-AAL7-01Z-00-DX1.604C4F80-8CC8-4DFB-BB1A-9D78E9262638
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| 952 |
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TCGA-2G-AAL7-01Z-00-DX3.31CCCEB1-1BAD-48ED-B72A-922DE864275E
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| 953 |
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TCGA-EM-A3AQ-01Z-00-DX1.3B5348E7-FD6B-49A9-B211-E3934E0BDC92
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TCGA-E8-A242-01Z-00-DX1.9DDBB5BB-696E-4C61-BF4A-464062403F04
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| 955 |
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TCGA-ET-A2MX-01Z-00-DX1.C9788118-27AC-423B-AE93-3EAC104E2B28
|
| 956 |
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TCGA-FY-A40M-01Z-00-DX1.A419E20E-3EE0-44D9-A1FE-A816F04526F6
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TCGA-CE-A3MD-01Z-00-DX1.0CCB9625-0F74-433F-A59D-EFEB8AB7D55B
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| 958 |
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TCGA-E8-A44M-01Z-00-DX1.270C42A2-EA51-4937-9106-ECBBB5B7681D
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| 959 |
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TCGA-EL-A3CV-01Z-00-DX1.08D2DB43-A49B-42F9-B484-D7028E29DBE3
|
| 960 |
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TCGA-J8-A3O0-01Z-00-DX1.7A1C387C-5853-4F29-B64B-8E54C248A1F2
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| 961 |
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TCGA-DJ-A3UM-01Z-00-DX1.4D56B74F-3F8E-4A4F-B7EA-B91DC97936BD
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| 962 |
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TCGA-DJ-A13O-01Z-00-DX1.2BABDA0A-47B6-4B79-B0C1-F98112867FD3
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| 963 |
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TCGA-EM-A4FO-01Z-00-DX1.2B587AF2-5DE5-48A2-8E27-ABE9E1091F35
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| 964 |
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TCGA-BJ-A45K-01Z-00-DX1.3074A445-BE1B-491D-918B-AB65B54DBAD4
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| 965 |
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TCGA-FK-A3S3-01Z-00-DX1.27050211-E584-4001-B256-AC113B08FAA0
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| 966 |
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TCGA-DJ-A3UO-01Z-00-DX1.4113A0BA-FD12-4DE9-8DC0-911BBF5DBC89
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| 967 |
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TCGA-EM-A3AO-01Z-00-DX1.1D622410-D778-4BDC-84F5-90958A9D8488
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| 968 |
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TCGA-EL-A3CZ-01Z-00-DX1.F88B74C8-28FF-4163-9461-FD2A12F07AA0
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| 969 |
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TCGA-EL-A4JZ-01Z-00-DX1.E7D26ECB-3EE9-4364-95C8-9C2419467CFB
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| 970 |
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TCGA-EL-A4K2-01Z-00-DX1.19EF765A-512F-4229-8702-AD56D1C48128
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| 971 |
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TCGA-EM-A4FH-01Z-00-DX1.6EB7BADA-ADC1-47A9-A915-4034BA055777
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| 972 |
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TCGA-EL-A4K0-01Z-00-DX1.BE70226D-E2AB-4EA9-9EC3-AEB5C7A42DCC
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| 973 |
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TCGA-ET-A25P-01Z-00-DX1.69D6F57D-6338-4CF8-92A1-948618AF88FF
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| 974 |
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TCGA-FY-A4B0-01Z-00-DX1.719BC1BA-60B7-475C-A83C-EFA77B23BE17
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| 975 |
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TCGA-DJ-A2Q3-01Z-00-DX1.F6B4372C-8371-463A-9BFC-F9702DA80AEA
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| 976 |
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TCGA-BJ-A0ZB-01Z-00-DX1.B4D4627A-2727-47E9-B1A6-1FFCAFAAE303
|
| 977 |
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TCGA-FY-A3NN-01Z-00-DX1.05A99BEA-DCB0-4358-8AF7-CC49ED8F71E1
|
| 978 |
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TCGA-ET-A4KN-01Z-00-DX1.E6A2CA33-9ED9-45E7-B9C1-9B89DDE78337
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| 979 |
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TCGA-EL-A3CU-01Z-00-DX1.84ACFD07-06AA-4A3E-AF78-DBB5E6A7D8D3
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| 980 |
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TCGA-ET-A3BU-01Z-00-DX1.AEBD5734-FBDA-44ED-A173-751904429C8B
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| 981 |
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TCGA-KS-A41I-01Z-00-DX1.84CF483E-44A6-47DC-A8B6-3F4FC77A886C
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| 982 |
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TCGA-CE-A485-01Z-00-DX1.F3AF4627-CD5F-441E-80E6-1C9E1FB502D7
|
| 983 |
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TCGA-BJ-A18Y-01Z-00-DX1.6985A7F1-2791-413B-B60F-51A334E47634
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| 984 |
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TCGA-EM-A1YC-01Z-00-DX1.B44A38E2-6D85-4519-A187-4E3142916E5A
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| 985 |
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TCGA-EM-A2CL-01Z-00-DX1.32F1BCF4-7F07-4653-A859-056DE18DE6CE
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| 986 |
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TCGA-ET-A4KQ-01Z-00-DX1.0FE00105-559A-4B26-8AD7-904FF418DC54
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| 987 |
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TCGA-BJ-A190-01Z-00-DX1.9095091E-77EE-42FB-B3EB-D12BD29335FA
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TCGA-FK-A3SB-01Z-00-DX1.F8150243-853F-4B0C-A1B7-A4F8A8AA8E77
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| 989 |
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TCGA-BJ-A0ZC-01Z-00-DX1.1E22C86F-CE70-4D3C-8D13-9DAAE07DAE12
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| 990 |
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TCGA-MK-A4N7-01Z-00-DX1.830E125F-78B8-4D18-8523-5A82175030A0
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| 991 |
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TCGA-EM-A3SY-01Z-00-DX1.34A87FD3-A47E-448B-8558-24C4FE15C641
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| 992 |
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TCGA-ET-A2N0-01Z-00-DX1.C134C410-A5CB-4CBB-A9FC-F6C16DDD66DF
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| 993 |
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TCGA-DJ-A3UP-01Z-00-DX1.D418AE3C-66C4-40DA-9EC7-5A8F4FB73A08
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| 994 |
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TCGA-BJ-A290-01Z-00-DX1.46379CAE-4849-4AAC-A439-1B2A7D541241
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| 995 |
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TCGA-ET-A3BT-01Z-00-DX1.3BF0EE2E-27FA-4E9D-819E-E6F22B29D877
|
| 996 |
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TCGA-ET-A40Q-01Z-00-DX1.68C16AD6-3745-4990-A6BA-27F776012B44
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| 997 |
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TCGA-ET-A3BP-01Z-00-DX1.31AF28CB-251A-4DE8-9A82-8C1BDDAF2438
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| 998 |
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TCGA-GE-A2C6-01Z-00-DX1.CD093DB7-F4AA-4D24-AEB6-7B353FF0A9A4
|
| 999 |
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TCGA-DJ-A1QM-01Z-00-DX1.3A58434F-A1A0-4FF4-B126-214C02CCEC7A
|
| 1000 |
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TCGA-DJ-A3V5-01Z-00-DX1.62B96FD4-A725-4CFC-A4D5-18536DB50D93
|
| 1001 |
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TCGA-DJ-A1QI-01Z-00-DX1.EBF4808E-746B-460F-88D2-19D03FAB54A5
|
| 1002 |
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TCGA-DJ-A1QD-01Z-00-DX1.69F164F2-DC35-473E-9DF6-142F83CD424F
|
| 1003 |
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TCGA-ZB-A96L-01Z-00-DX1.21D119F1-E52B-43EB-8DBB-896777A1B7C9
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| 1004 |
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TCGA-5V-A9RR-01Z-00-DX1.66636E6D-E346-4AEC-9CF1-8E6F739A03D7
|
| 1005 |
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TCGA-XU-AAY1-01Z-00-DX1.77CEAE4B-CB74-48B5-8EAA-042DBF982598
|
| 1006 |
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TCGA-XM-A8RF-01Z-00-DX1.5FAB0ACE-2351-40F5-86C4-0CE8EEC79E0A
|
| 1007 |
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TCGA-ZC-AAA7-01Z-00-DX1.0919EB77-B24E-4AD2-BEA7-BDE0A4B509B9
|
| 1008 |
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TCGA-3G-AB0T-01Z-00-DX4.111A192D-7DCF-4DF8-B611-3CC6A9845A43
|
| 1009 |
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TCGA-3G-AB0T-01Z-00-DX5.57ABEEEC-032F-4F03-995E-E4E6880CA14F
|
| 1010 |
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TCGA-3G-AB0T-01Z-00-DX3.3B75DD32-1BD6-4832-A4F1-E6C38FD54E35
|
| 1011 |
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TCGA-3G-AB0T-01Z-00-DX1.D4F6BC28-53AB-42BF-A674-6440FE007EFC
|
| 1012 |
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TCGA-3G-AB0T-01Z-00-DX2.AC4F85C5-C30A-4501-87B9-62F663789986
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| 1013 |
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TCGA-ZB-A96C-01Z-00-DX1.2801BC53-31A4-4CF3-B698-F4C87ACC7C52
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| 1014 |
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TCGA-XU-A92Y-01Z-00-DX1.C1CB2A8D-D1DF-4BCF-B143-66D021BF6DAB
|
| 1015 |
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TCGA-XU-A933-01Z-00-DX1.19E1B7AF-7C39-4312-8BF3-39A3F3F58E97
|
| 1016 |
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TCGA-X7-A8DD-01Z-00-DX1.61B656BB-BFFC-4422-AE6D-2AE3B082CD7B
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| 1017 |
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TCGA-ZL-A9V6-01Z-00-DX1.1574F4DF-F673-4E2D-B9FB-1D31DB784D23
|
| 1018 |
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TCGA-ZB-A96H-01Z-00-DX1.3646422A-D528-49EA-9AF5-196A12B7FE2A
|
| 1019 |
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TCGA-AJ-A2QL-01Z-00-DX1.B5C0B1FD-1D84-4AEB-A729-4230BE584708
|
| 1020 |
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TCGA-D1-A167-01Z-00-DX1.BD6521DB-9149-4B49-8A15-F395C1A2DC7C
|
| 1021 |
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TCGA-B5-A121-01Z-00-DX1.EA4B5585-0DD5-4F4A-876E-67031376C9FC
|
| 1022 |
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TCGA-AX-A064-01Z-00-DX1.A02C21B6-BE89-409A-854D-980EEFC9FBD9
|
| 1023 |
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TCGA-AX-A064-01Z-00-DX2.C8335473-C460-4286-A6EC-C796F0FDDCCC
|
| 1024 |
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TCGA-D1-A16E-01Z-00-DX1.C5BE7CE0-B192-4E7C-AC9D-51854C0FCDB5
|
| 1025 |
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TCGA-A5-A0GR-01Z-00-DX1.D232E6AA-BEE1-47C5-AEA2-0070D130E526
|
| 1026 |
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TCGA-EO-A22S-01Z-00-DX1.5062D335-08B0-4DE2-B94E-7E0251C33F50
|
| 1027 |
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TCGA-A5-A0GQ-01Z-00-DX1.5EB7B5F8-17F7-49FB-B29C-490F81878E33
|
| 1028 |
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TCGA-EY-A5W2-01Z-00-DX1.13799379-801A-4C95-9A26-80D44F4D57E8
|
| 1029 |
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TCGA-EO-A22T-01Z-00-DX1.9947473F-E77F-49FA-8428-73E6D35CE7E7
|
| 1030 |
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TCGA-AX-A05Y-01Z-00-DX2.107339BB-92BF-487F-B3C4-F7C36291A9EA
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| 1031 |
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TCGA-AX-A05Y-01Z-00-DX1.7A0CAAF1-4175-445E-9696-815E07A44188
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| 1032 |
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TCGA-D1-A16J-01Z-00-DX1.1C154183-6019-4350-840F-4DB8D5EBFC8C
|
| 1033 |
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TCGA-A5-A0VO-01Z-00-DX1.029E3BC3-1108-4A2D-8915-4C915E6CE9A9
|
| 1034 |
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TCGA-QS-A744-01Z-00-DX1.6C0B931D-D179-4707-A685-B53C0E4A57E3
|
| 1035 |
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TCGA-BG-A0M4-01Z-00-DX1.DA0A6DF5-1D82-467C-8E1B-D33551F994D8
|
| 1036 |
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TCGA-A5-A1OJ-01Z-00-DX1.1A6D2CDF-A24E-4990-A2AB-91C13E22123B
|
| 1037 |
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TCGA-AX-A05U-01Z-00-DX1.1EBFC727-B5D5-4543-BBA9-4254ABD3D584
|
| 1038 |
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TCGA-BG-A0M9-01Z-00-DX1.D467AF5A-33BE-4855-8410-219BAFDBAFB3
|
| 1039 |
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TCGA-EY-A210-01Z-00-DX1.4DA60F90-B0ED-4353-B274-4B9CF460D942
|
| 1040 |
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TCGA-D1-A17B-01Z-00-DX1.DA35F0FB-0F40-4828-87D0-6D3487678D2F
|
| 1041 |
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TCGA-A5-A0R9-01Z-00-DX1.743A968C-231F-41E4-ADC8-E26FC228E437
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| 1042 |
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TCGA-D1-A160-01Z-00-DX1.C72B56F8-0C4F-4EB1-B2E5-B99A7DF728F4
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| 1043 |
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TCGA-D1-A17C-01Z-00-DX1.8A939640-D0B7-4537-8B46-4EEA4B4494F6
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| 1044 |
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TCGA-BS-A0VI-01Z-00-DX1.010A2DE9-626D-46FC-A98E-31D5155948C6
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| 1045 |
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TCGA-A5-A0GD-01Z-00-DX1.89F8C4CA-A364-4510-A8AE-34337AD761E9
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| 1046 |
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TCGA-B5-A11R-01Z-00-DX1.E8573F3E-1500-4BDF-8930-A853E62A984F
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| 1047 |
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TCGA-A5-A1OH-01Z-00-DX1.1F70D18F-2DC4-4936-A960-B9A0B4D502D5
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| 1048 |
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TCGA-BS-A0TD-01Z-00-DX1.27779632-D366-418A-8B5B-8DBA9A9F9A09
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| 1049 |
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TCGA-BG-A0MQ-01Z-00-DX1.49AD1B6C-20FB-46ED-9DCD-E26328F14FF8
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| 1050 |
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TCGA-BK-A6W4-01Z-00-DX1.1C36AB2B-FC3E-4F51-A18A-1B3080E18672
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| 1051 |
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TCGA-D1-A17A-01Z-00-DX1.F1CD6146-7FAF-4839-97F1-C5CD9612FC01
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| 1052 |
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TCGA-D1-A16O-01Z-00-DX1.6A440B46-4189-45B0-9DB6-1886C59EB198
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| 1053 |
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TCGA-A5-A0GW-01Z-00-DX1.9EBB53E3-F9D5-4143-987A-332F7EECFE11
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| 1054 |
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TCGA-AX-A1CA-01Z-00-DX1.B1D82CB5-F601-4E6A-B60E-08EDF11BC5BF
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| 1055 |
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TCGA-EO-A2CG-01Z-00-DX1.F9BC8EA8-20A5-41A3-BB02-15E482674A97
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| 1056 |
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TCGA-AJ-A23N-01Z-00-DX1.42F1DEED-AF28-4B78-B41C-F560F932F8F7
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TCGA-AJ-A3NF-01Z-00-DX1.0C371E0C-925B-4593-AB7D-10BD818EB688
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| 1058 |
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TCGA-D1-A2G7-01Z-00-DX1.E33F42CE-9511-4838-A8DB-59ACE64DDA91
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| 1059 |
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TCGA-AP-A0LI-01Z-00-DX1.148A346A-FBB4-40C9-B0DE-B4370458202E
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| 1060 |
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TCGA-D1-A3JQ-01Z-00-DX1.24C3A97A-A2BA-4E38-BE2C-4B026A09A0B4
|
| 1061 |
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TCGA-EY-A212-01Z-00-DX1.948F98F8-1360-406F-AF7B-B30ED54114EC
|
| 1062 |
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TCGA-AJ-A23M-01Z-00-DX1.F2FD9BFC-8A07-4F62-AFFB-4A34329254AE
|
| 1063 |
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TCGA-B5-A0JU-01Z-00-DX1.C07DE627-DE9C-454D-82FF-8B5444D58585
|
| 1064 |
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TCGA-D1-A3DH-01Z-00-DX1.8B6A47EF-5A90-4263-BAFF-B41D07ECCCD6
|
| 1065 |
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TCGA-A5-A2K4-01Z-00-DX1.D8FA1907-8AA5-4D58-9C51-4CFF7105FD54
|
| 1066 |
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TCGA-A5-A0VP-01Z-00-DX1.F77AEB77-0F30-4281-8780-EFDA5BABDC7A
|
| 1067 |
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TCGA-EY-A1GJ-01Z-00-DX1.6E4CA452-7399-46A9-BA2E-1F9D34E3D568
|
| 1068 |
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TCGA-BG-A3PP-01Z-00-DX1.B32B729B-9618-4A0F-9200-BE7458715FE0
|
| 1069 |
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TCGA-EY-A1GS-01Z-00-DX1.48C094CA-DD66-4B76-9B1E-0E8C83BFB9D8
|
slides_ids_train.txt
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
slides_ids_val.txt
ADDED
|
@@ -0,0 +1,1061 @@
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TCGA-B5-A5OC-01Z-00-DX1.ACC32938-6C55-4A0C-AA70-FD947D31698D
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TCGA-A5-A0GU-01Z-00-DX1.AE7DE444-CD94-4BA9-ACB3-D1F2FF67DBAA
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TCGA-AP-A056-01Z-00-DX2.39D6165D-86ED-40E0-8901-FBF296DD55A2
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TCGA-BS-A0U7-01Z-00-DX1.27860BD4-0EE5-4AA1-89CF-8763C535EE3E
|
| 1045 |
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TCGA-EY-A1GV-01Z-00-DX1.104EAF42-A771-4F1C-85B7-8D058FF24FD2
|
| 1046 |
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TCGA-EO-A3AZ-01Z-00-DX1.113D4EE1-7922-432D-B43B-947756060983
|
| 1047 |
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TCGA-AP-A0LF-01Z-00-DX1.5A3E8C52-1E3C-45E2-8BBF-B78E885CA967
|
| 1048 |
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TCGA-D1-A1NW-01Z-00-DX1.04B1253F-DDEF-4EF6-828F-402C0DBC75CE
|
| 1049 |
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TCGA-A5-A0GJ-01Z-00-DX1.B721B8FC-6F5A-421E-AB88-439506DC43FC
|
| 1050 |
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TCGA-A5-A0R7-01Z-00-DX1.D21E6974-22A3-4A68-8B4E-14E84A7A50A5
|
| 1051 |
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TCGA-D1-A1NU-01Z-00-DX1.05E01238-0F01-4EF2-B9D6-BD10DDFA1362
|
| 1052 |
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TCGA-EO-A2CH-01Z-00-DX1.E668F306-9D3C-46B8-8E9F-D1517FB7353C
|
| 1053 |
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TCGA-FI-A2EX-01Z-00-DX1.127F5153-745D-43E6-83CA-DE2738702C62
|
| 1054 |
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TCGA-A5-A1OG-01Z-00-DX1.DCC0579A-C55E-402F-AD0A-7FCE13CBBFB0
|
| 1055 |
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TCGA-D1-A16S-01Z-00-DX1.7C4425D9-3908-41EB-8071-AD372451F761
|
| 1056 |
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TCGA-A5-A0GI-01Z-00-DX1.4217BD99-8B44-4A9F-9472-23B0636FF0D2
|
| 1057 |
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TCGA-D1-A16N-01Z-00-DX1.222C3721-CF22-404E-BCFA-7CB6D3E1C889
|
| 1058 |
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TCGA-EY-A1GC-01Z-00-DX1.9899D40A-2EC2-44CA-B349-93D03E205C1F
|
| 1059 |
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TCGA-EO-A3L0-01Z-00-DX1.2DD3D114-3D4F-4DD0-A0F0-4F5B9E64D1D0
|
| 1060 |
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TCGA-AP-A0L9-01Z-00-DX1.BCF2D31D-676A-4854-B624-B0571985DF14
|
| 1061 |
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TCGA-QF-A5YS-01Z-00-DX1.EFCB6EF5-D3DA-421B-8A12-F44ABD4ED6A4
|
torchscript_model.pt
ADDED
|
@@ -0,0 +1,3 @@
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d23cc9a37154883b3594e08f80419151ba3baf8eb25d0bf470967dcad8cae287
|
| 3 |
+
size 2651468
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