Update README.md

README.md

@@ -8,11 +8,6 @@ language:
 
 # Dataset Card for HLS Burn Scar Scenes
 
-## Dataset Description
-
-- **Homepage: https://huggingface.co/datasets/nasa-impact/hls_burn_scars**
-- **Point of Contact: Dr. Christopher Phillips (cep0013@uah.edu)** 
-
 ### Dataset Summary
 
 This dataset contains Harmonized Landsat and Sentinel-2 imagery of burn scars and the associated masks for the years 2018-2021 over the contiguous United States. There are 804 512x512 scenes. Its primary purpose is for training geospatial machine learning models.
@@ -44,7 +39,7 @@ Not burned - 88%
 No Data - 1%  
 
 ## Data Splits
-The 804 files have been randomly split into training (2/3) and validation (1/3) directories, each containing the masks, scenes, and index files.
+The files have been randomly split into training (2/3) and validation (1/3) directories, each containing the masks, scenes, and index files.
 
 ## Dataset Creation
 
@@ -55,19 +50,4 @@ Images were manually filtered for cloud cover and missing data to provide as cle
 Imagery are from V1.4 of HLS. A full description and access to HLS may be found at https://hls.gsfc.nasa.gov/  
 
 The data were from shapefiles maintained by the Monitoring Trends in Burn Severity (MTBS) group. The original data may be found at:  
-https://mtbs.gov/
-
-## Citation
-
-If this dataset helped your research, please cite `HLS Burn Scars` in your publications. Here is an example BibTeX entry:
-
-```
-@software{HLS_Foundation_2023,
-    author = {Phillips, Christopher and Roy, Sujit and Ankur, Kumar and Ramachandran, Rahul},
-    doi    = {10.57967/hf/0956},
-    month  = aug,
-    title  = {{HLS Foundation Burnscars Dataset}},
-    url    = {https://huggingface.co/ibm-nasa-geospatial/hls_burn_scars},
-    year   = {2023}
-}
-```
+https://mtbs.gov/