Plant Toxicity Prediction Website
Upload compound data, train Random Forest models, and predict new molecules — all from your browser.
Upload a CSV with SMILES and labels. The system will extract molecular descriptors, train a Random Forest classifier, and show evaluation metrics and graphs.
Upload new compounds (SMILES) and get instant activity and toxicity predictions using the trained models. Download results as CSV.
Enter a plant name and optionally upload a photo. The system searches PubChem for known compounds and predicts their activity & toxicity.
Predict and rank compounds by combined drug-likeness score. Find the top 15 best candidates — highest activity, lowest toxicity.