Update README.md

README.md

@@ -76,39 +76,47 @@ Example Applications
   - Creative writing prompts
   - Interactive fiction development
 
-Usage Example
+## Usage Example
+```py
 from datasets import load_dataset
+```
 
-# Load the dataset
+### Load the dataset
+```py
 dataset = load_dataset("Idrinth/gamemasterai")
+```
 
-# Access training examples
+#### Access training examples
+```py
 train_data = dataset["train"]
 print(f"Number of examples: {len(train_data)}")
+```
 
-# View a sample conversation
+### View a sample conversation
+```py
 sample = train_data[0]
 print("Sample conversation:")
 for message in sample["messages"]:
     print(f"{message['role']}: {message['content']}")
+```
 
-Limitations and Considerations
+## Limitations and Considerations
   - Small dataset size: Currently only 5 training examples, limiting models's exposure to
     diverse scenarios
   - Domain-specific: Focused specifically on RPG/fantasy scenarios
   - English only: No multilingual support
   - Early stage: Dataset is actively being expanded with more training scenarios
 
-Contributing
+## Contributing
 The dataset is actively being expanded. Contributors can help by:
   - Adding new RPG scenario examples
   - Improving existing conversatin quality
   - Suggesting additional use cases
 
-For contributions, visit the [GitHub Repository](https://github.com/bjoern-buettner/roleplay-ai) or join the Discord community.
+For contributions, visit the [GitHub Repository](https://github.com/bjoern-buettner/roleplay-ai) or join the [Discord community](https://discord.gg/idrinth).
 
-Citation
-If you use this dataset in your research or applications, please cite"
+## Citation
+If you use this dataset in your research or applications, please cite
 @dataset{gamemaster_ai,
   title={Gamemaster AI Training Dataset},
   author={Björn Büttner},