Datasets:
Publish AlphaEnzyme input data and checksums
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- .gitattributes +6 -0
- README.md +29 -0
- SHA256SUMS +82 -0
- inputs/CONTRACT.json +47 -0
- inputs/README.md +28 -0
- inputs/kinetics/alpha_sources.json +8 -0
- inputs/kinetics/alpha_test_row_extra.npz +3 -0
- inputs/kinetics/alpha_train_row_extra.npz +3 -0
- inputs/kinetics/alpha_training_zscore_stats.npz +3 -0
- inputs/kinetics/alpha_valid_row_extra.npz +3 -0
- inputs/kinetics/features/drfp/rxn2fp_public_kinetics.pkl +3 -0
- inputs/kinetics/features/protein_pocket/all_protein_pocket.npz +3 -0
- inputs/kinetics/features/substrate/substrate_fp_ecfp4_2048.pkl +3 -0
- inputs/kinetics/test.csv +0 -0
- inputs/kinetics/train.csv +3 -0
- inputs/kinetics/valid.csv +0 -0
- inputs/mutation/component_inputs_unlabelled.csv +3 -0
- inputs/mutation/features/fold_0_normalization.npz +3 -0
- inputs/mutation/features/fold_1_normalization.npz +3 -0
- inputs/mutation/features/fold_2_normalization.npz +3 -0
- inputs/mutation/features/fold_3_normalization.npz +3 -0
- inputs/mutation/features/fold_4_normalization.npz +3 -0
- inputs/mutation/features/fold_5_normalization.npz +3 -0
- inputs/mutation/features/fold_6_normalization.npz +3 -0
- inputs/mutation/features/fold_7_normalization.npz +3 -0
- inputs/mutation/folds.json +106 -0
- inputs/mutation/inputs/fold_0_test_indices.npy +3 -0
- inputs/mutation/inputs/fold_0_test_rows.csv +0 -0
- inputs/mutation/inputs/fold_0_train_indices.npy +3 -0
- inputs/mutation/inputs/fold_0_train_rows.csv +0 -0
- inputs/mutation/inputs/fold_0_valid_indices.npy +3 -0
- inputs/mutation/inputs/fold_0_valid_rows.csv +0 -0
- inputs/mutation/inputs/fold_1_test_indices.npy +3 -0
- inputs/mutation/inputs/fold_1_test_rows.csv +0 -0
- inputs/mutation/inputs/fold_1_train_indices.npy +3 -0
- inputs/mutation/inputs/fold_1_train_rows.csv +0 -0
- inputs/mutation/inputs/fold_1_valid_indices.npy +3 -0
- inputs/mutation/inputs/fold_1_valid_rows.csv +0 -0
- inputs/mutation/inputs/fold_2_test_indices.npy +3 -0
- inputs/mutation/inputs/fold_2_test_rows.csv +0 -0
- inputs/mutation/inputs/fold_2_train_indices.npy +3 -0
- inputs/mutation/inputs/fold_2_train_rows.csv +0 -0
- inputs/mutation/inputs/fold_2_valid_indices.npy +3 -0
- inputs/mutation/inputs/fold_2_valid_rows.csv +0 -0
- inputs/mutation/inputs/fold_3_test_indices.npy +3 -0
- inputs/mutation/inputs/fold_3_test_rows.csv +0 -0
- inputs/mutation/inputs/fold_3_train_indices.npy +3 -0
- inputs/mutation/inputs/fold_3_train_rows.csv +0 -0
- inputs/mutation/inputs/fold_3_valid_indices.npy +3 -0
- inputs/mutation/inputs/fold_3_valid_rows.csv +0 -0
.gitattributes
CHANGED
|
@@ -58,3 +58,9 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
|
| 58 |
# Video files - compressed
|
| 59 |
*.mp4 filter=lfs diff=lfs merge=lfs -text
|
| 60 |
*.webm filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 58 |
# Video files - compressed
|
| 59 |
*.mp4 filter=lfs diff=lfs merge=lfs -text
|
| 60 |
*.webm filter=lfs diff=lfs merge=lfs -text
|
| 61 |
+
inputs/kinetics/train.csv filter=lfs diff=lfs merge=lfs -text
|
| 62 |
+
inputs/mutation/component_inputs_unlabelled.csv filter=lfs diff=lfs merge=lfs -text
|
| 63 |
+
inputs/mutation/proteingym_rows.csv filter=lfs diff=lfs merge=lfs -text
|
| 64 |
+
inputs/specificity/eval/eval.csv filter=lfs diff=lfs merge=lfs -text
|
| 65 |
+
inputs/specificity/tables/train.csv filter=lfs diff=lfs merge=lfs -text
|
| 66 |
+
inputs/specificity/tables/valid.csv filter=lfs diff=lfs merge=lfs -text
|
README.md
ADDED
|
@@ -0,0 +1,29 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
pretty_name: AlphaEnzyme data
|
| 3 |
+
tags:
|
| 4 |
+
- enzyme
|
| 5 |
+
- protein
|
| 6 |
+
- biology
|
| 7 |
+
---
|
| 8 |
+
|
| 9 |
+
# AlphaEnzyme data
|
| 10 |
+
|
| 11 |
+
Released input tables and supporting assets for the AlphaEnzyme specificity, kinetics, and mutation tasks. The corresponding code is available in the [`liuyong` branch of the AlphaEnzyme repository](https://github.com/yliust/AlphaEnzyme/tree/liuyong). Model checkpoints are published separately at [GENTEL-Lab/AlphaEnzyme](https://huggingface.co/GENTEL-Lab/AlphaEnzyme).
|
| 12 |
+
|
| 13 |
+
## Contents
|
| 14 |
+
|
| 15 |
+
- `inputs/specificity/`: training, validation, and evaluation tables; reference banks and reaction fingerprints.
|
| 16 |
+
- `inputs/kinetics/`: training, validation, and test tables; row-level auxiliary data, normalization statistics, and descriptor banks.
|
| 17 |
+
- `inputs/mutation/`: variant tables, fold definitions, fold row/index files, normalization files, and component inputs.
|
| 18 |
+
- `inputs/CONTRACT.json`: machine-readable file layout.
|
| 19 |
+
- `inputs/README.md`: detailed directory instructions.
|
| 20 |
+
|
| 21 |
+
Download into the AlphaEnzyme project root:
|
| 22 |
+
|
| 23 |
+
```bash
|
| 24 |
+
hf download GENTEL-Lab/AlphaEnzyme-data --type dataset --local-dir data
|
| 25 |
+
```
|
| 26 |
+
|
| 27 |
+
This recreates `data/inputs/`. Large per-pair Pairformer/ESMC feature caches are not included; see `docs/NEW_DATA.md` in the code repository for feature-generation commands. The repository contains task input files, not a single table directly loadable by the Hugging Face `datasets` library.
|
| 28 |
+
|
| 29 |
+
`SHA256SUMS` records the SHA-256 digest of each released file.
|
SHA256SUMS
ADDED
|
@@ -0,0 +1,82 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
1275d951e42d4816ea1b1f4191a9cbbecfc1ffe6f68893fdf3ee5fe8f798b9aa inputs/CONTRACT.json
|
| 2 |
+
342a44ef217047be8a1dd0aa5ec9f24160c16c8a558168d4f16630d64301400d inputs/README.md
|
| 3 |
+
f9ae4ebfdbacee1b913a423dad6a9e768284f8ec03da3673519016b983cda90d inputs/kinetics/alpha_sources.json
|
| 4 |
+
62f477e083b531989f5500793220c75aecd0a01d60306983c2670d1e1a4253ff inputs/kinetics/alpha_test_row_extra.npz
|
| 5 |
+
f081efbb0d34433dc58e4f99479163cac85939e872f933125696fed35a87ddd4 inputs/kinetics/alpha_train_row_extra.npz
|
| 6 |
+
833d342429fe4bf6daff9eafefd22eb61b6dc8f6a765ef3a79f3fe4c8aa0d216 inputs/kinetics/alpha_training_zscore_stats.npz
|
| 7 |
+
2ff62a828bab97f6c2064aa5a383f9326424cb086a1a3660d95d4b93f3df0f1d inputs/kinetics/alpha_valid_row_extra.npz
|
| 8 |
+
4722d11d2aaedae5b0aea80465c8d56c7c9e1c3ea0baa0accdf481dbf9bad2d1 inputs/kinetics/features/drfp/rxn2fp_public_kinetics.pkl
|
| 9 |
+
b71df4bc2fc43e67d63ccdbcd384aae8d1707c560ebac162cb98313cf778d639 inputs/kinetics/features/protein_pocket/all_protein_pocket.npz
|
| 10 |
+
e89305c4642d1a2b28df1f19f3033fcc753bf729d6321d4c57c0360d2b7f6e11 inputs/kinetics/features/substrate/substrate_fp_ecfp4_2048.pkl
|
| 11 |
+
d0417b9d51e25c266fe310930d1f80259be38e8ce3cec9737f1f3eaff543b899 inputs/kinetics/test.csv
|
| 12 |
+
eba9815bbd6108dfcf98b94b2a7af597541de9a8ff9016c389a28d3c7b7c131c inputs/kinetics/train.csv
|
| 13 |
+
0cd8c03c5c34245c9fb0bdd5419196f8d33a144c6e10aac7e15f57e2fe828942 inputs/kinetics/valid.csv
|
| 14 |
+
f14bab6a36babc02df3bb52f2a596a1b9e7de080b661cc6ad80774c10cca3723 inputs/mutation/component_inputs_unlabelled.csv
|
| 15 |
+
5b204007574742b95d06e3056f68f6792f723df6b7effa4759ceb90332092f45 inputs/mutation/features/fold_0_normalization.npz
|
| 16 |
+
8af842441eb3b856d9241be9e2a3bbaf050bafe8139192ae51ae25eb054c0862 inputs/mutation/features/fold_1_normalization.npz
|
| 17 |
+
37c72c5960f229040fc3e307244f1ef160734be3d483174a235faa1362919d5e inputs/mutation/features/fold_2_normalization.npz
|
| 18 |
+
50315ea8d366b3399bb0b48afc20aee3de84b286e55ce32440e67f0a9b27615a inputs/mutation/features/fold_3_normalization.npz
|
| 19 |
+
49bb395ecf9510e3dc1a284385f45a0f51bcb51e13873bb0cf67adcf059fdb4a inputs/mutation/features/fold_4_normalization.npz
|
| 20 |
+
7e4b028ce16c255cd568914aa95cf28f528b3567bcabfd06ba1cfe664538d58a inputs/mutation/features/fold_5_normalization.npz
|
| 21 |
+
bb40fce6a4063dca208f8fcde317deb53d3e13f3cb9c1997223395954c304b48 inputs/mutation/features/fold_6_normalization.npz
|
| 22 |
+
0c611b274845b81f657bad8b0253ae185bb2e35d42b9d7dd861fbb9025e5a17e inputs/mutation/features/fold_7_normalization.npz
|
| 23 |
+
8797eda0649b7cf76ff70f6e83b44a8711dcc10e861bbf4a8aed5efe7fc53389 inputs/mutation/folds.json
|
| 24 |
+
8556c05d5845140dc9f6314a4e53f403850c4cb57930c3da99ca82382d428ae1 inputs/mutation/inputs/fold_0_test_indices.npy
|
| 25 |
+
3e5d515e7d025d170dcc79a5d909506c2f4e9e7f00ba973e3b99a753df176d7a inputs/mutation/inputs/fold_0_test_rows.csv
|
| 26 |
+
856011ca24834012ad6b4003fb20f01f580efc7141a6efe3eef893b3a7604514 inputs/mutation/inputs/fold_0_train_indices.npy
|
| 27 |
+
f12ae98a3111d49497de4fce54c3d88bebe3eeb1f64fe62712e806ed882ce111 inputs/mutation/inputs/fold_0_train_rows.csv
|
| 28 |
+
fbe8b7886241cd3adb292a07af590c03113bed677b7ae9cc986657a558687165 inputs/mutation/inputs/fold_0_valid_indices.npy
|
| 29 |
+
d608090f055748dc0a1e05cbc0cc29d62a315055c0ed1c5f6f1cb2ed03427c21 inputs/mutation/inputs/fold_0_valid_rows.csv
|
| 30 |
+
fbe8b7886241cd3adb292a07af590c03113bed677b7ae9cc986657a558687165 inputs/mutation/inputs/fold_1_test_indices.npy
|
| 31 |
+
4f6d89c8d6277e808215cfda6365be649f926b2134a174c24945242bd5c6887f inputs/mutation/inputs/fold_1_test_rows.csv
|
| 32 |
+
55c73d05eff57727920b08e3d76f8a7edbfcb096f7155d4aaac59bdc6dd4458f inputs/mutation/inputs/fold_1_train_indices.npy
|
| 33 |
+
ec34f281a225091e03cf844300ce72bd50dcb7e1c11c8763450687c5f20b512d inputs/mutation/inputs/fold_1_train_rows.csv
|
| 34 |
+
74ec20002b13131e503116be78c34afb76c79adeadbf6bb85c008705c9ee46b0 inputs/mutation/inputs/fold_1_valid_indices.npy
|
| 35 |
+
6b4ad9fc80d0f17e2009afa8374c1a7035e331b072445b227be5087e7f58683f inputs/mutation/inputs/fold_1_valid_rows.csv
|
| 36 |
+
74ec20002b13131e503116be78c34afb76c79adeadbf6bb85c008705c9ee46b0 inputs/mutation/inputs/fold_2_test_indices.npy
|
| 37 |
+
e2646a726c3313a6ccf3149a810106946c49705f90d3f753c7eebf3c4b7dfc6d inputs/mutation/inputs/fold_2_test_rows.csv
|
| 38 |
+
4801133278656c8b3f889754e23d8d04071c0e078d4cf5de3359c724265c578e inputs/mutation/inputs/fold_2_train_indices.npy
|
| 39 |
+
811ad1b2495387303fb5232c43829a07a56faa9ae01d2b55097706bde516dd5e inputs/mutation/inputs/fold_2_train_rows.csv
|
| 40 |
+
57184deb29ba4b31f469417da2034b903b396a09b06779bfd632de679cc30c28 inputs/mutation/inputs/fold_2_valid_indices.npy
|
| 41 |
+
2cd2ec3a577dd51acfb291c2944a73390ce628d703efc974ac1c974c7db44745 inputs/mutation/inputs/fold_2_valid_rows.csv
|
| 42 |
+
57184deb29ba4b31f469417da2034b903b396a09b06779bfd632de679cc30c28 inputs/mutation/inputs/fold_3_test_indices.npy
|
| 43 |
+
9bab07f9e552d5f82ab3a407fc1734494e9a9580b5fac9303be95f873fbf895f inputs/mutation/inputs/fold_3_test_rows.csv
|
| 44 |
+
778144eb05790c3f87021d21cb7a65c4d8d4ec1478901d07aeee41b858b0c150 inputs/mutation/inputs/fold_3_train_indices.npy
|
| 45 |
+
18edddbd90e64bce97c62b1738b2ede711f735d8020f796f88a68d0badc13ca7 inputs/mutation/inputs/fold_3_train_rows.csv
|
| 46 |
+
09e178ca8fd232049b76de1ef9f9e0824bad28046ea8fa0dbd648ee739fb7fe9 inputs/mutation/inputs/fold_3_valid_indices.npy
|
| 47 |
+
78d5630cd2feb49fa11b40527b829d20ce5bfc0c975f15a40a3b30f268481d67 inputs/mutation/inputs/fold_3_valid_rows.csv
|
| 48 |
+
09e178ca8fd232049b76de1ef9f9e0824bad28046ea8fa0dbd648ee739fb7fe9 inputs/mutation/inputs/fold_4_test_indices.npy
|
| 49 |
+
02075415f2bebeeb6bc3d689a03fafe5738882babf385ddcf2a7546255983c97 inputs/mutation/inputs/fold_4_test_rows.csv
|
| 50 |
+
b5bcb09aa11300a450dc328cc2e528b79d6914b8f649d64451e8adf830c40b90 inputs/mutation/inputs/fold_4_train_indices.npy
|
| 51 |
+
f7745a85ba958eb6a4e930b95e1b0d6aee64bf88f4d12451b37d3a26b16500c5 inputs/mutation/inputs/fold_4_train_rows.csv
|
| 52 |
+
27a97f77e71c248bf52e9d12a4c599c3e487411325d578265f58ba4da224f6c7 inputs/mutation/inputs/fold_4_valid_indices.npy
|
| 53 |
+
5c2f42cec750b1debb4822a6662098dba20a6a106e97da2d05793b2320b055bf inputs/mutation/inputs/fold_4_valid_rows.csv
|
| 54 |
+
27a97f77e71c248bf52e9d12a4c599c3e487411325d578265f58ba4da224f6c7 inputs/mutation/inputs/fold_5_test_indices.npy
|
| 55 |
+
bae9e705fffad2f64cc8db38d8a79e20db3bfb582bbcda56122396e0a5e4c9d7 inputs/mutation/inputs/fold_5_test_rows.csv
|
| 56 |
+
2479a3022b27a0585a759b8a9fcf370f647847737073108977275493f5558127 inputs/mutation/inputs/fold_5_train_indices.npy
|
| 57 |
+
962f3cff14752d07360e3abbbebcd0c69363a12de4551d05a55a28c4a6dae7f5 inputs/mutation/inputs/fold_5_train_rows.csv
|
| 58 |
+
1bbe550559a6e86198aee4435a2df8d4601a6fcb5397d19a8c6f10aa4b3cd27b inputs/mutation/inputs/fold_5_valid_indices.npy
|
| 59 |
+
bc337c4682a77f893e77132504317731a7a6e246aad72da1bf08092be90c612b inputs/mutation/inputs/fold_5_valid_rows.csv
|
| 60 |
+
1bbe550559a6e86198aee4435a2df8d4601a6fcb5397d19a8c6f10aa4b3cd27b inputs/mutation/inputs/fold_6_test_indices.npy
|
| 61 |
+
965ae3e5de11d3b3c02c8c546e7f018884c632bb89bf8a3c1ab7d1c453abd66d inputs/mutation/inputs/fold_6_test_rows.csv
|
| 62 |
+
c71026962170725d469adab135a40b2f83ee9023367322c3e54d28ecc8f11f9d inputs/mutation/inputs/fold_6_train_indices.npy
|
| 63 |
+
974400789d9503a9edbd861be4015dd9cbc7ae8668f0dd68f6a5704959f99918 inputs/mutation/inputs/fold_6_train_rows.csv
|
| 64 |
+
24a94b40ce3f6a5c1133abd060474423eb6ebe975ed331869f4603d4197aabb0 inputs/mutation/inputs/fold_6_valid_indices.npy
|
| 65 |
+
7c73c3d0ded0aa8124d026dab494c83c1165770ba6dedf55971f618a4daf79ef inputs/mutation/inputs/fold_6_valid_rows.csv
|
| 66 |
+
24a94b40ce3f6a5c1133abd060474423eb6ebe975ed331869f4603d4197aabb0 inputs/mutation/inputs/fold_7_test_indices.npy
|
| 67 |
+
ecad040a7889149ee773292ec8f8d92037ac4ed188f8f03609807a5b9305e3bc inputs/mutation/inputs/fold_7_test_rows.csv
|
| 68 |
+
8ddea2590907af384fe50caf1d200e538971c296e08115998766dcb4626e248d inputs/mutation/inputs/fold_7_train_indices.npy
|
| 69 |
+
f02a6fde6eba441e0f41065bf09f5bea016492f86726d56cabd3fe60f2e4dbea inputs/mutation/inputs/fold_7_train_rows.csv
|
| 70 |
+
8556c05d5845140dc9f6314a4e53f403850c4cb57930c3da99ca82382d428ae1 inputs/mutation/inputs/fold_7_valid_indices.npy
|
| 71 |
+
c8b2b8f6678aa84efa77807c4c8dc53bb1c64c62b16e0bd7bda438e164974829 inputs/mutation/inputs/fold_7_valid_rows.csv
|
| 72 |
+
f4ba4e05be1cbb5ed1edceb090782ec4502773602aa12369044b2573bb3f6adf inputs/mutation/inputs/rows.csv
|
| 73 |
+
1e05ebc907689397c7cde63d8249fed20e0c47962864b68873b21f4c48b1c580 inputs/mutation/proteingym_rows.csv
|
| 74 |
+
03b09ecc4c2f9c3e7ff7931e9249a3533a290f58d7673625a0567b935dae19c1 inputs/mutation/protocol.json
|
| 75 |
+
15c9d9f0389bc9c5cf9b65825696227eaffa2a707bee6e3543af98607e9d9296 inputs/mutation/references.csv
|
| 76 |
+
6e8b46d7fe65d4f25acaac58ac033e83df319275325ea874c113acb0207cd5b7 inputs/mutation/variants.csv
|
| 77 |
+
5499429d6f6e1c2407ccb79f43a2d84209f455740902363c438619331dfeca97 inputs/specificity/eval/eval.csv
|
| 78 |
+
8aa6753100bded3eee4d16220edd22523137bdbeafbc328ed4b244a34810b296 inputs/specificity/features/drfp/reaction_fingerprints.pkl
|
| 79 |
+
5b10709c7d5131de33f0e4d2f28108ccd390c11ba44053dbddc1b8bd0f75d63f inputs/specificity/features/reference/positive_context.npz
|
| 80 |
+
7917e709dcc5eaa39febdf2b5330c47d980463724a06a87e68da1589e4e504c8 inputs/specificity/features/reference/positive_protein_pocket.npz
|
| 81 |
+
e4d875785b9d298ac89b80eaa819e5e2f0f49830d7a5c31974fcaee51c63fff5 inputs/specificity/tables/train.csv
|
| 82 |
+
bfddd9dcd8a6d5b075ca3093c3fb7ccdf154ce48198d08e029110bbf51d6e5af inputs/specificity/tables/valid.csv
|
inputs/CONTRACT.json
ADDED
|
@@ -0,0 +1,47 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"release": "AlphaEnzyme",
|
| 3 |
+
"tasks": {
|
| 4 |
+
"specificity": {
|
| 5 |
+
"tables": [
|
| 6 |
+
"inputs/specificity/tables/train.csv",
|
| 7 |
+
"inputs/specificity/tables/valid.csv",
|
| 8 |
+
"inputs/specificity/eval/eval.csv"
|
| 9 |
+
],
|
| 10 |
+
"reference_banks": [
|
| 11 |
+
"inputs/specificity/features/reference/positive_context.npz",
|
| 12 |
+
"inputs/specificity/features/reference/positive_protein_pocket.npz"
|
| 13 |
+
],
|
| 14 |
+
"reaction_fingerprints": "inputs/specificity/features/drfp/reaction_fingerprints.pkl"
|
| 15 |
+
},
|
| 16 |
+
"kinetics": {
|
| 17 |
+
"tables": [
|
| 18 |
+
"inputs/kinetics/train.csv",
|
| 19 |
+
"inputs/kinetics/valid.csv",
|
| 20 |
+
"inputs/kinetics/test.csv"
|
| 21 |
+
],
|
| 22 |
+
"sources": "inputs/kinetics/alpha_sources.json",
|
| 23 |
+
"row_extra": [
|
| 24 |
+
"inputs/kinetics/alpha_train_row_extra.npz",
|
| 25 |
+
"inputs/kinetics/alpha_valid_row_extra.npz",
|
| 26 |
+
"inputs/kinetics/alpha_test_row_extra.npz"
|
| 27 |
+
],
|
| 28 |
+
"training_stats": "inputs/kinetics/alpha_training_zscore_stats.npz",
|
| 29 |
+
"substrate_fingerprints": "inputs/kinetics/features/substrate/substrate_fp_ecfp4_2048.pkl",
|
| 30 |
+
"reaction_fingerprints": "inputs/kinetics/features/drfp/rxn2fp_public_kinetics.pkl",
|
| 31 |
+
"protein_pocket_bank": "inputs/kinetics/features/protein_pocket/all_protein_pocket.npz"
|
| 32 |
+
},
|
| 33 |
+
"mutation": {
|
| 34 |
+
"labels": "inputs/mutation/inputs/rows.csv",
|
| 35 |
+
"variants": "inputs/mutation/variants.csv",
|
| 36 |
+
"references": "inputs/mutation/references.csv",
|
| 37 |
+
"full_raw_table": "inputs/mutation/proteingym_rows.csv",
|
| 38 |
+
"folds": "inputs/mutation/folds.json",
|
| 39 |
+
"protocol": "inputs/mutation/protocol.json",
|
| 40 |
+
"component_scores": "inputs/mutation/component_inputs_unlabelled.csv",
|
| 41 |
+
"fold_normalization": "inputs/mutation/features/fold_*_normalization.npz"
|
| 42 |
+
}
|
| 43 |
+
},
|
| 44 |
+
"precomputed_features": "Not included. Generate Pairformer/ESMC features from the raw tables with code/scripts/data_preprocessing/prepare_pairs.py; see docs/NEW_DATA.md.",
|
| 45 |
+
"checkpoints": "Distributed separately in AlphaEnzyme_checkpoints.zip.",
|
| 46 |
+
"path_base": "Repository root after unzipping the data archive into data/"
|
| 47 |
+
}
|
inputs/README.md
ADDED
|
@@ -0,0 +1,28 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# AlphaEnzyme raw data
|
| 2 |
+
|
| 3 |
+
This archive contains the raw tables and the small released input assets used
|
| 4 |
+
by the three tasks: specificity reference banks, reaction fingerprints,
|
| 5 |
+
kinetics descriptor banks and the eight mutation fold-normalization files.
|
| 6 |
+
|
| 7 |
+
Unpack into `data/` so that the paths are:
|
| 8 |
+
|
| 9 |
+
```text
|
| 10 |
+
data/inputs/specificity/tables/{train,valid}.csv
|
| 11 |
+
data/inputs/specificity/eval/eval.csv
|
| 12 |
+
data/inputs/specificity/features/reference/positive_context.npz
|
| 13 |
+
data/inputs/specificity/features/reference/positive_protein_pocket.npz
|
| 14 |
+
data/inputs/specificity/features/drfp/reaction_fingerprints.pkl
|
| 15 |
+
data/inputs/kinetics/{train,valid,test}.csv
|
| 16 |
+
data/inputs/mutation/{variants,references,proteingym_rows}.csv
|
| 17 |
+
data/inputs/mutation/{folds,protocol}.json
|
| 18 |
+
data/inputs/mutation/component_inputs_unlabelled.csv
|
| 19 |
+
data/inputs/mutation/inputs/rows.csv
|
| 20 |
+
data/inputs/mutation/inputs/fold_*_{train,valid,test}_{rows,indices}.*
|
| 21 |
+
data/inputs/mutation/features/fold_*_normalization.npz
|
| 22 |
+
```
|
| 23 |
+
|
| 24 |
+
The large per-pair Pairformer/ESMC feature caches are not included. The mutation
|
| 25 |
+
`inputs/` directory contains the released fold row tables and index arrays. See
|
| 26 |
+
`docs/NEW_DATA.md` for the feature-generation commands.
|
| 27 |
+
|
| 28 |
+
`CONTRACT.json` lists the machine-readable layout.
|
inputs/kinetics/alpha_sources.json
ADDED
|
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"public_strict_iteration1_fulltrue_msa": {
|
| 3 |
+
"embedding_dir": "features/pairformer/all",
|
| 4 |
+
"drfp_path": "features/drfp/rxn2fp_public_kinetics.pkl",
|
| 5 |
+
"bank_path": "features/protein_pocket/all_protein_pocket.npz"
|
| 6 |
+
}
|
| 7 |
+
}
|
| 8 |
+
|
inputs/kinetics/alpha_test_row_extra.npz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:62f477e083b531989f5500793220c75aecd0a01d60306983c2670d1e1a4253ff
|
| 3 |
+
size 12860830
|
inputs/kinetics/alpha_train_row_extra.npz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f081efbb0d34433dc58e4f99479163cac85939e872f933125696fed35a87ddd4
|
| 3 |
+
size 98718471
|
inputs/kinetics/alpha_training_zscore_stats.npz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:833d342429fe4bf6daff9eafefd22eb61b6dc8f6a765ef3a79f3fe4c8aa0d216
|
| 3 |
+
size 65372
|
inputs/kinetics/alpha_valid_row_extra.npz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:2ff62a828bab97f6c2064aa5a383f9326424cb086a1a3660d95d4b93f3df0f1d
|
| 3 |
+
size 12203094
|
inputs/kinetics/features/drfp/rxn2fp_public_kinetics.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4722d11d2aaedae5b0aea80465c8d56c7c9e1c3ea0baa0accdf481dbf9bad2d1
|
| 3 |
+
size 47743277
|
inputs/kinetics/features/protein_pocket/all_protein_pocket.npz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:b71df4bc2fc43e67d63ccdbcd384aae8d1707c560ebac162cb98313cf778d639
|
| 3 |
+
size 257482713
|
inputs/kinetics/features/substrate/substrate_fp_ecfp4_2048.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e89305c4642d1a2b28df1f19f3033fcc753bf729d6321d4c57c0360d2b7f6e11
|
| 3 |
+
size 83072186
|
inputs/kinetics/test.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
inputs/kinetics/train.csv
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:eba9815bbd6108dfcf98b94b2a7af597541de9a8ff9016c389a28d3c7b7c131c
|
| 3 |
+
size 40756323
|
inputs/kinetics/valid.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
inputs/mutation/component_inputs_unlabelled.csv
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f14bab6a36babc02df3bb52f2a596a1b9e7de080b661cc6ad80774c10cca3723
|
| 3 |
+
size 15808480
|
inputs/mutation/features/fold_0_normalization.npz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:5b204007574742b95d06e3056f68f6792f723df6b7effa4759ceb90332092f45
|
| 3 |
+
size 253192
|
inputs/mutation/features/fold_1_normalization.npz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8af842441eb3b856d9241be9e2a3bbaf050bafe8139192ae51ae25eb054c0862
|
| 3 |
+
size 239888
|
inputs/mutation/features/fold_2_normalization.npz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:37c72c5960f229040fc3e307244f1ef160734be3d483174a235faa1362919d5e
|
| 3 |
+
size 272840
|
inputs/mutation/features/fold_3_normalization.npz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:50315ea8d366b3399bb0b48afc20aee3de84b286e55ce32440e67f0a9b27615a
|
| 3 |
+
size 284792
|
inputs/mutation/features/fold_4_normalization.npz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:49bb395ecf9510e3dc1a284385f45a0f51bcb51e13873bb0cf67adcf059fdb4a
|
| 3 |
+
size 239272
|
inputs/mutation/features/fold_5_normalization.npz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:7e4b028ce16c255cd568914aa95cf28f528b3567bcabfd06ba1cfe664538d58a
|
| 3 |
+
size 266448
|
inputs/mutation/features/fold_6_normalization.npz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:bb40fce6a4063dca208f8fcde317deb53d3e13f3cb9c1997223395954c304b48
|
| 3 |
+
size 299456
|
inputs/mutation/features/fold_7_normalization.npz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:0c611b274845b81f657bad8b0253ae185bb2e35d42b9d7dd861fbb9025e5a17e
|
| 3 |
+
size 273632
|
inputs/mutation/folds.json
ADDED
|
@@ -0,0 +1,106 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"fold": 0,
|
| 4 |
+
"train": [
|
| 5 |
+
"LGK_LIPST_Klesmith_2015",
|
| 6 |
+
"OTC_HUMAN_Lo_2023",
|
| 7 |
+
"OXDA_RHOTO_Vanella_2023_activity",
|
| 8 |
+
"PTEN_HUMAN_Mighell_2018",
|
| 9 |
+
"Q59976_STRSQ_Romero_2015",
|
| 10 |
+
"RASH_HUMAN_Bandaru_2017"
|
| 11 |
+
],
|
| 12 |
+
"valid": "HEM3_HUMAN_Loggerenberg_2023",
|
| 13 |
+
"test": "AMIE_PSEAE_Wrenbeck_2017"
|
| 14 |
+
},
|
| 15 |
+
{
|
| 16 |
+
"fold": 1,
|
| 17 |
+
"train": [
|
| 18 |
+
"AMIE_PSEAE_Wrenbeck_2017",
|
| 19 |
+
"OTC_HUMAN_Lo_2023",
|
| 20 |
+
"OXDA_RHOTO_Vanella_2023_activity",
|
| 21 |
+
"PTEN_HUMAN_Mighell_2018",
|
| 22 |
+
"Q59976_STRSQ_Romero_2015",
|
| 23 |
+
"RASH_HUMAN_Bandaru_2017"
|
| 24 |
+
],
|
| 25 |
+
"valid": "LGK_LIPST_Klesmith_2015",
|
| 26 |
+
"test": "HEM3_HUMAN_Loggerenberg_2023"
|
| 27 |
+
},
|
| 28 |
+
{
|
| 29 |
+
"fold": 2,
|
| 30 |
+
"train": [
|
| 31 |
+
"AMIE_PSEAE_Wrenbeck_2017",
|
| 32 |
+
"HEM3_HUMAN_Loggerenberg_2023",
|
| 33 |
+
"OXDA_RHOTO_Vanella_2023_activity",
|
| 34 |
+
"PTEN_HUMAN_Mighell_2018",
|
| 35 |
+
"Q59976_STRSQ_Romero_2015",
|
| 36 |
+
"RASH_HUMAN_Bandaru_2017"
|
| 37 |
+
],
|
| 38 |
+
"valid": "OTC_HUMAN_Lo_2023",
|
| 39 |
+
"test": "LGK_LIPST_Klesmith_2015"
|
| 40 |
+
},
|
| 41 |
+
{
|
| 42 |
+
"fold": 3,
|
| 43 |
+
"train": [
|
| 44 |
+
"AMIE_PSEAE_Wrenbeck_2017",
|
| 45 |
+
"HEM3_HUMAN_Loggerenberg_2023",
|
| 46 |
+
"LGK_LIPST_Klesmith_2015",
|
| 47 |
+
"PTEN_HUMAN_Mighell_2018",
|
| 48 |
+
"Q59976_STRSQ_Romero_2015",
|
| 49 |
+
"RASH_HUMAN_Bandaru_2017"
|
| 50 |
+
],
|
| 51 |
+
"valid": "OXDA_RHOTO_Vanella_2023_activity",
|
| 52 |
+
"test": "OTC_HUMAN_Lo_2023"
|
| 53 |
+
},
|
| 54 |
+
{
|
| 55 |
+
"fold": 4,
|
| 56 |
+
"train": [
|
| 57 |
+
"AMIE_PSEAE_Wrenbeck_2017",
|
| 58 |
+
"HEM3_HUMAN_Loggerenberg_2023",
|
| 59 |
+
"LGK_LIPST_Klesmith_2015",
|
| 60 |
+
"OTC_HUMAN_Lo_2023",
|
| 61 |
+
"Q59976_STRSQ_Romero_2015",
|
| 62 |
+
"RASH_HUMAN_Bandaru_2017"
|
| 63 |
+
],
|
| 64 |
+
"valid": "PTEN_HUMAN_Mighell_2018",
|
| 65 |
+
"test": "OXDA_RHOTO_Vanella_2023_activity"
|
| 66 |
+
},
|
| 67 |
+
{
|
| 68 |
+
"fold": 5,
|
| 69 |
+
"train": [
|
| 70 |
+
"AMIE_PSEAE_Wrenbeck_2017",
|
| 71 |
+
"HEM3_HUMAN_Loggerenberg_2023",
|
| 72 |
+
"LGK_LIPST_Klesmith_2015",
|
| 73 |
+
"OTC_HUMAN_Lo_2023",
|
| 74 |
+
"OXDA_RHOTO_Vanella_2023_activity",
|
| 75 |
+
"RASH_HUMAN_Bandaru_2017"
|
| 76 |
+
],
|
| 77 |
+
"valid": "Q59976_STRSQ_Romero_2015",
|
| 78 |
+
"test": "PTEN_HUMAN_Mighell_2018"
|
| 79 |
+
},
|
| 80 |
+
{
|
| 81 |
+
"fold": 6,
|
| 82 |
+
"train": [
|
| 83 |
+
"AMIE_PSEAE_Wrenbeck_2017",
|
| 84 |
+
"HEM3_HUMAN_Loggerenberg_2023",
|
| 85 |
+
"LGK_LIPST_Klesmith_2015",
|
| 86 |
+
"OTC_HUMAN_Lo_2023",
|
| 87 |
+
"OXDA_RHOTO_Vanella_2023_activity",
|
| 88 |
+
"PTEN_HUMAN_Mighell_2018"
|
| 89 |
+
],
|
| 90 |
+
"valid": "RASH_HUMAN_Bandaru_2017",
|
| 91 |
+
"test": "Q59976_STRSQ_Romero_2015"
|
| 92 |
+
},
|
| 93 |
+
{
|
| 94 |
+
"fold": 7,
|
| 95 |
+
"train": [
|
| 96 |
+
"HEM3_HUMAN_Loggerenberg_2023",
|
| 97 |
+
"LGK_LIPST_Klesmith_2015",
|
| 98 |
+
"OTC_HUMAN_Lo_2023",
|
| 99 |
+
"OXDA_RHOTO_Vanella_2023_activity",
|
| 100 |
+
"PTEN_HUMAN_Mighell_2018",
|
| 101 |
+
"Q59976_STRSQ_Romero_2015"
|
| 102 |
+
],
|
| 103 |
+
"valid": "AMIE_PSEAE_Wrenbeck_2017",
|
| 104 |
+
"test": "RASH_HUMAN_Bandaru_2017"
|
| 105 |
+
}
|
| 106 |
+
]
|
inputs/mutation/inputs/fold_0_test_indices.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8556c05d5845140dc9f6314a4e53f403850c4cb57930c3da99ca82382d428ae1
|
| 3 |
+
size 49944
|
inputs/mutation/inputs/fold_0_test_rows.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
inputs/mutation/inputs/fold_0_train_indices.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:856011ca24834012ad6b4003fb20f01f580efc7141a6efe3eef893b3a7604514
|
| 3 |
+
size 234120
|
inputs/mutation/inputs/fold_0_train_rows.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
inputs/mutation/inputs/fold_0_valid_indices.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:fbe8b7886241cd3adb292a07af590c03113bed677b7ae9cc986657a558687165
|
| 3 |
+
size 45640
|
inputs/mutation/inputs/fold_0_valid_rows.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
inputs/mutation/inputs/fold_1_test_indices.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:fbe8b7886241cd3adb292a07af590c03113bed677b7ae9cc986657a558687165
|
| 3 |
+
size 45640
|
inputs/mutation/inputs/fold_1_test_rows.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
inputs/mutation/inputs/fold_1_train_indices.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:55c73d05eff57727920b08e3d76f8a7edbfcb096f7155d4aaac59bdc6dd4458f
|
| 3 |
+
size 220816
|
inputs/mutation/inputs/fold_1_train_rows.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
inputs/mutation/inputs/fold_1_valid_indices.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:74ec20002b13131e503116be78c34afb76c79adeadbf6bb85c008705c9ee46b0
|
| 3 |
+
size 63248
|
inputs/mutation/inputs/fold_1_valid_rows.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
inputs/mutation/inputs/fold_2_test_indices.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:74ec20002b13131e503116be78c34afb76c79adeadbf6bb85c008705c9ee46b0
|
| 3 |
+
size 63248
|
inputs/mutation/inputs/fold_2_test_rows.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
inputs/mutation/inputs/fold_2_train_indices.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4801133278656c8b3f889754e23d8d04071c0e078d4cf5de3359c724265c578e
|
| 3 |
+
size 253768
|
inputs/mutation/inputs/fold_2_train_rows.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
inputs/mutation/inputs/fold_2_valid_indices.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:57184deb29ba4b31f469417da2034b903b396a09b06779bfd632de679cc30c28
|
| 3 |
+
size 12688
|
inputs/mutation/inputs/fold_2_valid_rows.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
inputs/mutation/inputs/fold_3_test_indices.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:57184deb29ba4b31f469417da2034b903b396a09b06779bfd632de679cc30c28
|
| 3 |
+
size 12688
|
inputs/mutation/inputs/fold_3_test_rows.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
inputs/mutation/inputs/fold_3_train_indices.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:778144eb05790c3f87021d21cb7a65c4d8d4ec1478901d07aeee41b858b0c150
|
| 3 |
+
size 265720
|
inputs/mutation/inputs/fold_3_train_rows.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
inputs/mutation/inputs/fold_3_valid_indices.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:09e178ca8fd232049b76de1ef9f9e0824bad28046ea8fa0dbd648ee739fb7fe9
|
| 3 |
+
size 51296
|
inputs/mutation/inputs/fold_3_valid_rows.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|