Update Deliverable2.py

Deliverable2.py

@@ -2,11 +2,14 @@ import requests
 from bs4 import BeautifulSoup
 from sentence_transformers import SentenceTransformer, util
 from transformers import pipeline
+import random
+
 from deliverable2 import URLValidator
+
+# Instantiate the validator
 validator = URLValidator()
 print("Validator loaded successfully!")
 
-
 class URLValidator:
     def __init__(self):
         self.similarity_model = SentenceTransformer('sentence-transformers/all-mpnet-base-v2')
@@ -33,23 +36,21 @@ class URLValidator:
         sentiment_result = self.sentiment_analyzer(content[:512])[0]
         return 100 if sentiment_result["label"] == "POSITIVE" else 50 if sentiment_result["label"] == "NEUTRAL" else 30
 
-    def validate_url(user_query, url_to_check):
-    try:
-        result = validator.rate_url_validity(user_query, url_to_check)
-        print("Validation Result:", result)  # Debugging line
-
-        if "Validation Error" in result:
-            return {"Error": result["Validation Error"]}
+    def validate_url(self, user_query, url_to_check):
+        try:
+            result = self.rate_url_validity(user_query, url_to_check)
+            print("Validation Result:", result)  # Debugging line
 
-        return {
-            "Content Relevance Score": f"{result['raw_score']['Content Relevance']} / 100",
-            "Bias Score": f"{result['raw_score']['Bias Score']} / 100",
-            "Final Validity Score": f"{result['raw_score']['Final Validity Score']} / 100"
-        }
-    except Exception as e:
-        return {"Error": str(e)}
+            if "Validation Error" in result:
+                return {"Error": result["Validation Error"]}
 
-        }}
+            return {
+                "Content Relevance Score": f"{result['raw_score']['Content Relevance']} / 100",
+                "Bias Score": f"{result['raw_score']['Bias Score']} / 100",
+                "Final Validity Score": f"{result['raw_score']['Final Validity Score']} / 100"
+            }
+        except Exception as e:
+            return {"Error": str(e)}
 
 queries_urls = [
     ("Climate change effects", "https://www.nationalgeographic.com/environment/article/climate-change-overview"),
@@ -64,29 +65,12 @@ queries_urls = [
     ("Mental health awareness", "https://www.who.int/news-room/fact-sheets/detail/mental-health-strengthening-our-response")
 ]
 
-validator = URLValidator()
 results = [validator.rate_url_validity(query, url) for query, url in queries_urls]
 
 for result in results:
     print(result)
 
 # Generate formatted output for the 10 predefined queries and URLs
-queries_urls = [
-    ("Climate change effects", "https://www.nationalgeographic.com/environment/article/climate-change-overview"),
-    ("COVID-19 vaccine effectiveness", "https://www.cdc.gov/coronavirus/2019-ncov/vaccines/effectiveness.html"),
-    ("Latest AI advancements", "https://www.technologyreview.com/topic/artificial-intelligence"),
-    ("Stock market trends", "https://www.bloomberg.com/markets"),
-    ("Healthy diet tips", "https://www.healthline.com/nutrition/healthy-eating-tips"),
-    ("Space exploration missions", "https://www.nasa.gov/missions"),
-    ("Electric vehicle benefits", "https://www.tesla.com/benefits"),
-    ("History of the internet", "https://www.history.com/topics/inventions/history-of-the-internet"),
-    ("Python programming tutorials", "https://realpython.com"),
-    ("Mental health awareness", "https://www.who.int/news-room/fact-sheets/detail/mental-health-strengthening-our-response")
-]
-
-# Placeholder function ratings for demonstration
-import random
-
 formatted_output = []
 
 for query, url in queries_urls:
@@ -100,4 +84,3 @@ for query, url in queries_urls:
 
 # Display the formatted output
 formatted_output
-