Update README.md

README.md

@@ -15,7 +15,7 @@ configs:
 
 ## Data Overview
 
-<img src="https://github.com/PortPy-Project/PortPy/blob/master/images/PortPy%20Data.png" align="right" width="50%" height="40%">
+<img src="./images/PortPy_Data_Curation.png" align="right" width="50%" height="40%">
 
 PortPy equips researchers with a robust benchmark patient dataset, sourced from the FDA-approved Eclipse commercial treatment planning system through its API. This dataset embodies all necessary elements for optimizing various machine configurations such as beam angles, aperture shapes, and leaf movements. It includes
 
@@ -116,7 +116,7 @@ Beam_0_Data.h5
 ```
 
 ## How to use it
-You can load the dataset with the following two lines of code.
+You can load the dataset with the following lines of code.
 
 ```python
 from datasets import load_dataset
@@ -139,7 +139,7 @@ DatasetDict({
     })
 })
 
-# load ct metadata for 1st patient
+# load structures metadata for 1st patient
 structureset_metadata = load_dataset("json", data_files=dataset[0]['structureset_metadata'])
 print(structureset_metadata)