Update app.py

app.py

@@ -39,6 +39,19 @@ def calculate_similarity(doc1, doc2):
     similarity_score = minhash1.jaccard(minhash2)
     return similarity_score
 
+# Function to interpret similarity scores
+def interpret_similarity(score):
+    if score == 1.0:
+        return "Exact Match! The documents are identical."
+    elif 0.8 <= score < 1.0:
+        return "High Similarity: The documents are very similar."
+    elif 0.5 <= score < 0.8:
+        return "Moderate Similarity: The documents share some content."
+    elif 0.2 <= score < 0.5:
+        return "Low Similarity: The documents have limited overlap."
+    else:
+        return "Very Low Similarity: The documents are mostly different."
+
 # Function to handle the similarity calculation
 def similarity(doc1, doc2, file1=None, file2=None):
     text1 = ""
@@ -59,20 +72,25 @@ def similarity(doc1, doc2, file1=None, file2=None):
     else:
         return "Please provide either a DOCX file or paste the text for Document 2."
 
-    return calculate_similarity(text1, text2)
+    score = calculate_similarity(text1, text2)
+    return f"Similarity Score: {score:.2f}\n{interpret_similarity(score)}"
 
 # Create a Gradio interface
 with gr.Blocks() as demo:
-    gr.Markdown("## Document Similarity Checker")
+    gr.Markdown("## 📄 Document Similarity Checker")
+    gr.Markdown(
+        "Compare two documents by uploading DOCX files or pasting text. The app calculates similarity using MinHash and provides an interpretative score.")
     with gr.Row():
         with gr.Column():
-            file1 = gr.File(label="Upload Document 1 (DOCX)")
-            doc1 = gr.Textbox(label="Or Paste Text for Document 1", lines=10)
+            gr.Markdown("### Document 1")
+            file1 = gr.File(label="Upload DOCX File")
+            doc1 = gr.Textbox(label="Or Paste Text Here", lines=10, placeholder="Paste document text...")
         with gr.Column():
-            file2 = gr.File(label="Upload Document 2 (DOCX)")
-            doc2 = gr.Textbox(label="Or Paste Text for Document 2", lines=10)
-    output = gr.Textbox(label="Similarity Score")
-    submit = gr.Button("Submit")
+            gr.Markdown("### Document 2")
+            file2 = gr.File(label="Upload DOCX File")
+            doc2 = gr.Textbox(label="Or Paste Text Here", lines=10, placeholder="Paste document text...")
+    output = gr.Textbox(label="Result", lines=3)
+    submit = gr.Button("Check Similarity", variant="primary")
 
     submit.click(fn=similarity, inputs=[doc1, doc2, file1, file2], outputs=output)