add new benchmark datasets
Browse files- .gitattributes +6 -0
- .gitignore +4 -1
- README.md +27 -17
- pdbbind-2020-combined.parquet → pdbbind-2013-core.parquet +2 -2
- pdbbind-2020-general.parquet +3 -0
- test_1000_drugs.parquet +3 -0
- test_25_targets_40_percent_similarity.parquet +3 -0
- test_25_targets_60_percent_similarity.parquet +3 -0
- test_25_targets_80_percent_similarity.parquet +3 -0
.gitattributes
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@@ -82,3 +82,9 @@ bindingdb-kd-filtered.parquet filter=lfs diff=lfs merge=lfs -text
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test.parquet filter=lfs diff=lfs merge=lfs -text
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train.parquet filter=lfs diff=lfs merge=lfs -text
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val.parquet filter=lfs diff=lfs merge=lfs -text
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test.parquet filter=lfs diff=lfs merge=lfs -text
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train.parquet filter=lfs diff=lfs merge=lfs -text
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val.parquet filter=lfs diff=lfs merge=lfs -text
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pdbbind_2013_core.parquet filter=lfs diff=lfs merge=lfs -text
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test_1000_drugs.parquet filter=lfs diff=lfs merge=lfs -text
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test_25_targets_40_percent_similarity.parquet filter=lfs diff=lfs merge=lfs -text
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test_25_targets_60_percent_similarity.parquet filter=lfs diff=lfs merge=lfs -text
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test_25_targets_80_percent_similarity.parquet filter=lfs diff=lfs merge=lfs -text
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pdbbind-2020-general.parquet filter=lfs diff=lfs merge=lfs -text
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.gitignore
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env/
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.DS_Store
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affinity-data-combined.parquet
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env/
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.DS_Store
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affinity-data-combined.parquet
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protein_average_similarities.csv
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protein_maximum_similarities.csv
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protein_similarity_matrix.pkl
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README.md
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@@ -10,10 +10,6 @@ configs:
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data_files:
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- split: train
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path: "train.parquet"
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- split: test
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path: "test.parquet"
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- split: validation
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path: "val.parquet"
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- split: "combined"
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path:
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- "train.parquet"
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path: "davis-filtered.parquet"
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- split: kiba
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path: "kiba.parquet"
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- split:
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path: "pdbbind-2020-
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- split: pdbbind_2020_refined
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path: "pdbbind-2020-refined.parquet"
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- split: bindingdb_ic50
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path: "bindingdb-ic50.parquet"
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- split: bindingdb_ki
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path: "bindingdb-kd.parquet"
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- split: glaser
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path: "glaser.parquet"
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---
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# Binding Affinity Dataset
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This dataset is a comprehensive collection of protein-ligand binding affinity data, compiled from multiple sources. The dataset is structured with multiple splits, each corresponding to a specific source:
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In addition to these source-specific splits, a main training split is provided that combines and aggregates data from all these sources.
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| `neg_log10_affinityM` | Negative logarithm (base 10) of the affinity in molar concentration |
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| `affinity_norm` | Normalized binding affinity |
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| `affinity_mean` | Mean binding affinity for duplicate protein-ligand pairs |
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| `affinity_std` | Standard deviation of binding affinity for duplicate protein-ligand pairs
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data_files:
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- split: train
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path: "train.parquet"
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- split: "combined"
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path:
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- "train.parquet"
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path: "davis-filtered.parquet"
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- split: kiba
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path: "kiba.parquet"
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- split: pdbbind_2020_general
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path: "pdbbind-2020-general.parquet"
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- split: pdbbind_2020_refined
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path: "pdbbind-2020-refined.parquet"
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- split: pdbbind_2013_core
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path: "pdbbind-2013-core.parquet"
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- split: bindingdb_ic50
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path: "bindingdb-ic50.parquet"
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- split: bindingdb_ki
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path: "bindingdb-kd.parquet"
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- split: glaser
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path: "glaser.parquet"
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- split: drug_screen_test
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path: "test_1000_drugs.parquet"
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- split: test_25_targets_40_percent_similarity
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path: "test_25_targets_40_percent_similarity.parquet"
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- split: test_25_targets_60_percent_similarity
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path: "test_25_targets_60_percent_similarity.parquet"
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- split: test_25_targets_80_percent_similarity
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path: "test_25_targets_80_percent_similarity.parquet"
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---
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# Binding Affinity Dataset
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This dataset is a comprehensive collection of protein-ligand binding affinity data, compiled from multiple sources. The dataset is structured with multiple splits, each corresponding to a specific source:
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- train split
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- test split
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- validation split
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- combined split
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- davis split
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- davis filtered split
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- kiba split
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- pdbbind 2020 combined split
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- pdbbind 2020 refined split
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- bindingdb ic50 split
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- bindingdb kd split
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- bindingdb kd filtered split
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- bindingdb ki split
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- glaser split
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In addition to these source-specific splits, a main training split is provided that combines and aggregates data from all these sources.
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| `neg_log10_affinityM` | Negative logarithm (base 10) of the affinity in molar concentration |
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| `affinity_norm` | Normalized binding affinity |
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| `affinity_mean` | Mean binding affinity for duplicate protein-ligand pairs |
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| `affinity_std` | Standard deviation of binding affinity for duplicate protein-ligand pairs |œ
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pdbbind-2020-combined.parquet → pdbbind-2013-core.parquet
RENAMED
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size 65340
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pdbbind-2020-general.parquet
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test_1000_drugs.parquet
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test_25_targets_40_percent_similarity.parquet
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size 123463
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test_25_targets_60_percent_similarity.parquet
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test_25_targets_80_percent_similarity.parquet
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size 36980
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