Update README.md

README.md

@@ -1,5 +1,5 @@
 ---
-title: Cetane Number Predictor
+title: Cetane Number and YSI Predictor
 emoji: ⛽
 colorFrom: blue
 colorTo: green
@@ -10,7 +10,7 @@ pinned: false
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-# Cetane Number Predictor ⛽
+# Cetane Number and YSI Predictor ⛽
 
 Predict cetane numbers from SMILES strings using machine learning.
 
@@ -27,7 +27,7 @@ Predict cetane numbers from SMILES strings using machine learning.
 1. Go to the "Single Prediction" tab
 2. Enter a SMILES string (e.g., `CCCCCCCCCCCCCCCC`)
 3. Click "Predict"
-4. View your cetane number prediction!
+4. View your Cetane Number and YSI prediction!
 
 ### Batch Prediction
 1. Go to the "Batch Prediction" tab
@@ -35,23 +35,6 @@ Predict cetane numbers from SMILES strings using machine learning.
 3. Click "Predict All"
 4. Download results with predictions
 
-## Model Details
-
-- **Input**: SMILES strings (molecular structure representation)
-- **Output**: Cetane number (0-150 scale)
-- **Features**: 
-  - Morgan fingerprints (2048 bits, radius=2)
-  - 208 RDKit molecular descriptors
-  - Feature selection (top 300 important features)
-- **Training**: Experimental cetane number data from fuel database
-
-## Example SMILES
-
-| SMILES | Name | Typical CN |
-|--------|------|-----------|
-| `CCCCCCCCCCCCCCCC` | Hexadecane | ~100 |
-| `CC(C)CCCCC` | Isoheptane | ~30 |
-| `CCCCCCCC` | Octane | ~65 |
 
 ## Citation