Update app.py

app.py

@@ -12,11 +12,29 @@ head = (
                 "This Space demonstrates a model based on efficientnet base model"
             "</h2>"
             "<p>"
-                "I has been trained to classify chest xray image. To test it, Use the Example Images Provided or Upload your own xray images the space provided." 
+                "The Model was trained to classify chest xray image. To test it, Use the Example Images Provided or Upload your own xray images the space provided." 
             "</p>"
             "<p>"
               "The model is trained using [anasmohammedtahir/covidqu(https://www.kaggle.com/datasets/anasmohammedtahir/covidqu) dataset"
             "</p>"
+            "<p>
+                "The researchers of Qatar University have compiled the COVID-QU-Ex dataset, which consists of 33,920 chest X-ray (CXR) images including:"
+            "</p>"
+            "<ul>"
+              "<li>" 
+                    "11,956 COVID-19"
+              "</li>"    
+              "<li>" 
+                    "11,263 Non-COVID infections (Viral or Bacterial Pneumonia)"
+              "</li>"     
+              "<li>" 
+                    "10,701 Normal"
+              "</li>"     
+            "</ul>"
+            "<p>"
+                "Ground-truth lung segmentation masks are provided for the entire dataset. This is the largest ever created lung mask dataset."
+            "</p>"
+    
         "</center>"
     "</body>"
 )