Update README.md

README.md

@@ -63,22 +63,7 @@ This enables rapid learning of new languages while maintaining performance on hi
 For decay phase training, see the ModernBERT repo: https://github.com/AnswerDotAI/ModernBERT
 
 ### Direct Access
-
-```python
-from streaming import StreamingDataset
-
-# Load the streaming dataset
-dataset = StreamingDataset(
-    remote='https://huggingface.co/datasets/jhu-clsp/mmbert-decay',
-    local='/tmp/mmbert-decay-data',
-    shuffle=True
-)
-
-# Access samples
-for sample in dataset:
-    text = sample['text']
-    # Process your data...
-```
+Use the script at [this link](https://github.com/JHU-CLSP/mmBERT/blob/main/data/online_streaming.py) to load any section of the dataset on the fly. This will fail if you try to access too many samples though, due to HF rate-limiting. To download the full dataset, use HF Hub's [Snapshot Download](https://huggingface.co/docs/huggingface_hub/v1.0.0.rc6/en/package_reference/file_download#huggingface_hub.snapshot_download).
 
 ## 🎯 Performance Impact