Model

Classification / Model

BiLSTM-FASTA

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

BiLSTM-FASTA

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

BiLSTM-FASTA

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

BiLSTM-FASTA

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

BiLSTM-FASTA

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

BiLSTM-FASTA

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

BiLSTM-SMILES

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

BiLSTM-SMILES

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

BiLSTM-SMILES

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

BiLSTM-SMILES

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

BiLSTM-SMILES

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

BiLSTM-SMILES

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

CNN-BiLSTM-FASTA

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

CNN-BiLSTM-FASTA

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

CNN-BiLSTM-FASTA

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

CNN-BiLSTM-FASTA

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

CNN-BiLSTM-FASTA

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

CNN-BiLSTM-FASTA

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

CNN-BiLSTM-SMILES

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

CNN-BiLSTM-SMILES

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

CNN-BiLSTM-SMILES

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

CNN-BiLSTM-SMILES

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

CNN-BiLSTM-SMILES

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

CNN-BiLSTM-SMILES

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

CNN-FASTA

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

CNN-FASTA

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

CNN-FASTA

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

CNN-FASTA

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

CNN-FASTA

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

CNN-FASTA

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

CNN-SMILES

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

CNN-SMILES

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

CNN-SMILES

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

CNN-SMILES

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

CNN-SMILES

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

CNN-SMILES

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

Transformer encoder-FASTA

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

Transformer encoder-FASTA

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

Transformer encoder-FASTA

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

Transformer encoder-FASTA

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

Transformer encoder-FASTA

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

Transformer encoder-FASTA

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

Transformer encoder-SMILES

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

Transformer encoder-SMILES

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

Transformer encoder-SMILES

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

Transformer encoder-SMILES

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

Transformer encoder-SMILES

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

Transformer encoder-SMILES

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GAT-atom graph

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GAT-atom graph

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GAT-atom graph

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GAT-atom graph

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GAT-atom graph

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GAT-atom graph

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GCN-atom graph

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GCN-atom graph

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GCN-atom graph

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GCN-atom graph

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GCN-atom graph

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GCN-atom graph

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GIN-atom graph

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GIN-atom graph

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GIN-atom graph

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GIN-atom graph

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GIN-atom graph

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GIN-atom graph

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GAT-residue graph

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GAT-residue graph

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GAT-residue graph

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GAT-residue graph

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GAT-residue graph

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GAT-residue graph

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GCN-residue graph

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GCN-residue graph

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GCN-residue graph

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GCN-residue graph

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GCN-residue graph

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GCN-residue graph

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GIN-residue graph

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GIN-residue graph

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GIN-residue graph

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GIN-residue graph

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GIN-residue graph

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

GIN-residue graph

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

ChemBERTa frozen embedding + MLP

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

ChemBERTa frozen embedding + MLP

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

ChemBERTa frozen embedding + MLP

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

ChemBERTa frozen embedding + MLP

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

ChemBERTa frozen embedding + MLP

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

ChemBERTa frozen embedding + MLP

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

DPLM frozen embedding + MLP

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

DPLM frozen embedding + MLP

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

DPLM frozen embedding + MLP

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

DPLM frozen embedding + MLP

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

DPLM frozen embedding + MLP

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

DPLM frozen embedding + MLP

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

ESM2 frozen embedding + MLP

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

ESM2 frozen embedding + MLP

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

ESM2 frozen embedding + MLP

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

ESM2 frozen embedding + MLP

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

ESM2 frozen embedding + MLP

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

ESM2 frozen embedding + MLP

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

PepDoRA frozen embedding + MLP

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

PepDoRA frozen embedding + MLP

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

PepDoRA frozen embedding + MLP

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

PepDoRA frozen embedding + MLP

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

PepDoRA frozen embedding + MLP

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

PepDoRA frozen embedding + MLP

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

PeptideCLM frozen embedding + MLP

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

PeptideCLM frozen embedding + MLP

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

PeptideCLM frozen embedding + MLP

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

PeptideCLM frozen embedding + MLP

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

PeptideCLM frozen embedding + MLP

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

PeptideCLM frozen embedding + MLP

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

ProtBERT frozen embedding + MLP

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

ProtBERT frozen embedding + MLP

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

ProtBERT frozen embedding + MLP

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

ProtBERT frozen embedding + MLP

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

ProtBERT frozen embedding + MLP

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

ProtBERT frozen embedding + MLP

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

LightGBM + 427-dimensional sequence features

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

LightGBM + 427-dimensional sequence features

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

LightGBM + 427-dimensional sequence features

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

LightGBM + 427-dimensional sequence features

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

LightGBM + 427-dimensional sequence features

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

LightGBM + 427-dimensional sequence features

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

LightGBM + ECFP4-count

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

LightGBM + ECFP4-count

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

LightGBM + ECFP4-count

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

LightGBM + ECFP4-count

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

LightGBM + ECFP4-count

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

LightGBM + ECFP4-count

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

RF + 427-dimensional sequence features

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

RF + 427-dimensional sequence features

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

RF + 427-dimensional sequence features

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

RF + 427-dimensional sequence features

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

RF + 427-dimensional sequence features

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

RF + 427-dimensional sequence features

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

RF + ECFP4-count

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

RF + ECFP4-count

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

RF + ECFP4-count

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

RF + ECFP4-count

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

RF + ECFP4-count

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

RF + ECFP4-count

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

XGBoost + 427-dimensional sequence features

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

XGBoost + 427-dimensional sequence features

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

XGBoost + 427-dimensional sequence features

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

XGBoost + 427-dimensional sequence features

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

XGBoost + 427-dimensional sequence features

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

XGBoost + 427-dimensional sequence features

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

XGBoost + ECFP4-count

Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

XGBoost + ECFP4-count

PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

XGBoost + ECFP4-count

Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

XGBoost + ECFP4-count

Mix-Traditional · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

XGBoost + ECFP4-count

Mix-PU · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity

Classification / Model

XGBoost + ECFP4-count

Mix-Biologically · 23 activities · Click a metric to switch the chart

roc_auc pr_auc mcc precision recall f1 accuracy

A1Ace Inhibitors A2Antibacterial Activity A3Anticancer Activity A4Antidiabetic Activity A5Antifouling Activity A6Antifungal Activity A7Antihypertensive Activity A8Antiinflammatory Activity A9Antioxidant Activity A10Antiparasitic Activity A11Antiviral Activity A12Bitter Activity A13Blood Brain Barrier Activity A14Cell Penetrating Peptides Activity A15Hemolysis Activity A16Idppiv Activity A17Neuropeptide Activity A18Neurotoxin Activity A19Quorum Sensing Activity A20Toxicity Activity A21Tumor Homing Peptides Activity A22Tumor T Cell Antigens Activity A23Umami Activity