updates

README.md

@@ -120,7 +120,7 @@ deactivate
 ```sh
 venv\Scripts\deactivate
 ```
-## DOCKER Deployment (EASY local deployment using Docker)
+## DOCKER Deployment (optional EASY local deployment using Docker)
 
 ```sh
 docker build -t my-recommend-app .
@@ -139,4 +139,3 @@ access app at http://0.0.0.0:7860 or http://localhost:7860
 
 
 
-

recommend_app.py

@@ -46,7 +46,7 @@ def recommend():
     content_type = request.args.get("type", None)
     fields = request.args.getlist("fields")
 
-    # 🚀 Debugging logs
+    # Debugging logs
     logger.info(f"Received API request: {request.url}")
     logger.info(f"Raw title received: '{raw_title}'")
     logger.info(f"Normalized title used for lookup: '{title}'")
@@ -58,7 +58,7 @@ def recommend():
     if not title:
         return jsonify({"message": "Title required", "recommendations": []}), 400
 
-    # 🚀 Print available keys to debug mismatches
+    # Print available keys to debug mismatches
     if title not in title_to_index or title_to_index[title] is None:
         logger.error(f"Title '{title}' is missing from title_to_index or maps to None!")
         return jsonify({"message": f"'{raw_title}' not found", "recommendations": []}), 404

recommendation_engine.py

@@ -127,13 +127,13 @@ def get_recommendations(title, df, title_to_index, cosine_sim_matrix, top_n=10,
         logger.error(f"Error computing similarity scores for '{title}': {str(e)}")
         return []
 
-    logger.info(f"🔍 Raw similarity scores for '{title}': {sim_scores[:10]}")
+    logger.info(f"Raw similarity scores for '{title}': {sim_scores[:10]}")
 
     # Sort by similarity
     sim_scores = sorted(sim_scores, key=lambda x: x[1], reverse=True)
     sim_scores = sim_scores[1:]  # Exclude the input title itself
 
-    logger.info(f"🔍 Sorted similarity scores for '{title}': {sim_scores[:10]}")
+    logger.info(f"Sorted similarity scores for '{title}': {sim_scores[:10]}")
 
     # If all similarity scores are 0, issue a warning
     if all(score[1] == 0 for score in sim_scores):

static/js/autocomplete.js

@@ -61,7 +61,7 @@ export function showSuggestions(suggestions) {
       }
       suggestionBox.innerHTML = "";
       suggestionBox.classList.add("d-none");
-      getRecommendations(); // Now correctly imported
+      getRecommendations();
     });
     suggestionBox.appendChild(item);
   });