Update README.md

README.md

@@ -572,9 +572,11 @@ dataset = load_dataset(
 # Iterate through samples
 for sample in dataset:
     object_id = sample['object_id']
-    vis_image = sample['VIS_image']    # 224×224 array
-    nisp_y = sample['NISP_Y_image']    # 224×224 array
-    sed = sample['SED']                # 13 photometric fluxes
+    vis_image = sample['VIS_image']      # 224×224 array
+    nisp_y = sample['NISP_Y_image']      # 224×224 array
+    nisp_j = sample['NISP_J_image']      # 224×224 array
+    nisp_h = sample['NISP_H_image']      # 224×224 array
+    sed = sample['SED']                  # 13 photometric fluxes
     
     # Your processing logic here
 ```
@@ -610,7 +612,6 @@ for batch_name in train_batches:
 ### Load Non-Streaming (Download to Disk)
 
 ```python
-# Warning: This will download ~475 GB and cache to disk
 dataset = load_dataset(
     "msiudek/astroPT_euclid_dataset",
     streaming=False,
@@ -620,10 +621,16 @@ dataset = load_dataset(
 
 ## Data Access & Citation
 
-**Repository**: https://huggingface.co/datasets/msiudek/astroPT_euclid_dataset
-
-**Metadata**: https://huggingface.co/datasets/msiudek/astroPT_euclid_metadata
-
+**Framework**: [AstroPT GitHub Repository](https://github.com/Smith42/astroPT)
+- Multi-modal learning framework
+- Pre-training and fine-tuning code
+- Example notebooks and tutorials
+  
+**Metadata**: [astroPT_euclid_metadata](https://huggingface.co/datasets/msiudek/astroPT_euclid_metadata)
+- Morphological properties from Euclid
+- Physical properties (stellar mass, SFR, etc.)
+- Spectroscopic redshifts from DESI (~5% of sample)
+- 
 **Citation**: 
 ```bibtex
 @article{Siudek2025,
@@ -636,7 +643,9 @@ dataset = load_dataset(
   url={https://ui.adsabs.harvard.edu/abs/2025arXiv250315312E/abstract}
 }
 ```
-
+**Last Updated**: December 2025  
+**Dataset Version**: 1.0  
+**Euclid Release**: Q1
 **Data License**: CC-BY-4.0
 
 ## Acknowledgments