datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
DeepLocMulti_ESMFold
DeepLocMulti Dataset with ESMFold Structural Sequence
Description: Protein localization encompasses the processes that establish and maintain proteins at specific locations.
Number of labels: 10
Problem Type: single_label_classification
Columns:
aa_seq: protein amino acid sequence
foldseek_seq: foldseek 20 3di structural sequence
ss8_seq: DSSP 8 secondary structure sequence
location: Specific location
Github
Simple, Efficient and Scalable Structure-aware Adapter… See the full description on the dataset page: https://huggingface.co/datasets/AI4Protein/DeepLocMulti_ESMFold.GO_MF_ESMFold
GO-MF Dataset with ESMFold Structural Sequence
Description: Molecular Function of Gene Ontology (GO) project.
Number of labels: 489
Problem Type: multi_label_classification
Columns:
aa_seq: protein amino acid sequence
foldseek_seq: foldseek 20 3di structural sequence
ss8_seq: DSSP 8 secondary structure sequence
Github
Simple, Efficient and Scalable Structure-aware Adapter Boosts Protein Language Models
https://github.com/tyang816/SES-Adapter
VenusFactory: A Unified… See the full description on the dataset page: https://huggingface.co/datasets/AI4Protein/GO_MF_ESMFold.Thermostability_ESMFold
Thermostability Dataset with ESMFold Structural Sequence
Description: In materials science and molecular biology, thermostability is the ability of a substance to resist irreversible change in its chemical or physical structure, often by resisting decomposition or polymerization, at a high relative temperature.
Number of labels: 1
Problem Type: regression
Columns:
aa_seq: protein amino acid sequence
foldseek_seq: foldseek 20 3di structural sequence
ss8_seq: DSSP 8 secondary… See the full description on the dataset page: https://huggingface.co/datasets/AI4Protein/Thermostability_ESMFold.MetalIonBinding_ESMFold
MetalIonBinding Dataset with ESMFold Structural Sequence
Description: Metal-binding proteins are proteins or protein domains that chelate a metal ion.
Number of labels: 2
Problem Type: single_label_classification
Columns:
aa_seq: protein amino acid sequence
foldseek_seq: foldseek 20 3di structural sequence
ss8_seq: DSSP 8 secondary structure sequence
ss3_seq: DSSP 3 secondary structure sequence
esm3_structure_seq: ESM3 structure sequence encoded by VQ-VAE
Github… See the full description on the dataset page: https://huggingface.co/datasets/AI4Protein/MetalIonBinding_ESMFold.GO_BP_ESMFold
GO-BP Dataset with ESMFold Structural Sequence
Description: Biological Process of Gene Ontology (GO) project.
Number of labels: 1943
Problem Type: multi_label_classification
Columns:
aa_seq: protein amino acid sequence
foldseek_seq: foldseek 20 3di structural sequence
ss8_seq: DSSP 8 secondary structure sequence
Github
Simple, Efficient and Scalable Structure-aware Adapter Boosts Protein Language Models
https://github.com/tyang816/SES-Adapter
VenusFactory: A Unified… See the full description on the dataset page: https://huggingface.co/datasets/AI4Protein/GO_BP_ESMFold.DeepLocBinary_ESMFold
DeepLocBinary Dataset with ESMFold Structural Sequence
Description: Protein localization encompasses the processes that establish and maintain proteins at specific locations.
Number of labels: 2
Problem Type: single_label_classification
Columns:
aa_seq: protein amino acid sequence
foldseek_seq: foldseek 20 3di structural sequence
ss8_seq: DSSP 8 secondary structure sequence
location: On the membrane or not
Github
Simple, Efficient and Scalable Structure-aware… See the full description on the dataset page: https://huggingface.co/datasets/AI4Protein/DeepLocBinary_ESMFold.GO_CC_ESMFold
GO-CC Dataset with ESMFold Structural Sequence
Description: Cellular Component of Gene Ontology (GO) project.
Number of labels: 320
Problem Type: multi_label_classification
Columns:
aa_seq: protein amino acid sequence
foldseek_seq: foldseek 20 3di structural sequence
ss8_seq: DSSP 8 secondary structure sequence
Github
Simple, Efficient and Scalable Structure-aware Adapter Boosts Protein Language Models
https://github.com/tyang816/SES-Adapter
VenusFactory: A Unified… See the full description on the dataset page: https://huggingface.co/datasets/AI4Protein/GO_CC_ESMFold.DeepSol_ESMFold
DeepSol Dataset with ESMFold Structural Sequence
Description: Solubility is a fundamental protein property that has important connotations for therapeutics and use in diagnosis.
Number of labels: 2
Problem Type: single_label_classification
Columns:
aa_seq: protein amino acid sequence
foldseek_seq: foldseek 20 3di structural sequence
ss8_seq: DSSP 8 secondary structure sequence
Github
Simple, Efficient and Scalable Structure-aware Adapter Boosts Protein Language… See the full description on the dataset page: https://huggingface.co/datasets/AI4Protein/DeepSol_ESMFold.EC_ESMFold
EC Dataset with ESMFold Structural Sequence
Description: The Enzyme Commission number (EC number) is a numerical classification scheme for enzymes, based on the chemical reactions they catalyze.
Number of labels: 585
Problem Type: multi_label_classification
Columns:
aa_seq: protein amino acid sequence
foldseek_seq: foldseek 20 3di structural sequence
ss8_seq: DSSP 8 secondary structure sequence
Github
Simple, Efficient and Scalable Structure-aware Adapter Boosts… See the full description on the dataset page: https://huggingface.co/datasets/AI4Protein/EC_ESMFold.ProtSolM_ESMFold
ProtSolM PDB Dataset (PDBSol)
Description: Solubility is a fundamental protein property that has important connotations for therapeutics and use in diagnosis.
Number of labels: 2
Problem Type: single_label_classification
Columns:
aa_seq: protein amino acid sequence
detail: meta information
Github
ProtSolM: Protein Solubility Prediction with Multi-modal Features
https://github.com/tyang816/ProtSolM
VenusFactory: A Unified Platform for Protein Engineering Data Retrieval… See the full description on the dataset page: https://huggingface.co/datasets/AI4Protein/ProtSolM_ESMFold.DeepET_Topt_ESMFold
DeepET_Topt Dataset
Description: protein optimum temperature.
Number of labels: 1
Problem Type: regression
Columns:
aa_seq: protein amino acid sequence
ss8_seq: DSSP 8 secondary structure sequence
foldseek_seq: foldseek 20 3di structural sequence
ss3_seq: DSSP 3 secondary structure sequence
Github
VenusFactory: A Unified Platform for Protein Engineering Data Retrieval and Language Model Fine-Tuning
https://github.com/ai4protein/VenusFactory
Citation
Please… See the full description on the dataset page: https://huggingface.co/datasets/AI4Protein/DeepET_Topt_ESMFold.DeepSoluE_ESMFold
DeepSoluE Dataset with ESMFold Structural Sequence
Description: Solubility is a fundamental protein property that has important connotations for therapeutics and use in diagnosis.
Number of labels: 2
Problem Type: single_label_classification
Columns:
aa_seq: protein amino acid sequence
foldseek_seq: foldseek 20 3di structural sequence
ss8_seq: DSSP 8 secondary structure sequence
Github
Simple, Efficient and Scalable Structure-aware Adapter Boosts Protein Language… See the full description on the dataset page: https://huggingface.co/datasets/AI4Protein/DeepSoluE_ESMFold.VenusVaccine_BacteriaBinary_ESMFoldeSOL_ESMFold
eSOL Dataset
Description: Solubility is a fundamental protein property that has important connotations for therapeutics and use in diagnosis.
Number of labels: 1
Problem Type: regression
Columns:
aa_seq: protein amino acid sequence
ss8_seq: DSSP 8 secondary structure sequence
foldseek_seq: foldseek 20 3di structural sequence
ss3_seq: DSSP 3 secondary structure sequence
Github
VenusFactory: A Unified Platform for Protein Engineering Data Retrieval and Language… See the full description on the dataset page: https://huggingface.co/datasets/AI4Protein/eSOL_ESMFold.VenusVaccine_VirusBinary_ESMFoldVenusVaccine_TumorBinary_ESMFold
