Update app.py

app.py

@@ -1,6 +1,6 @@
 import streamlit as st
-import pandas as pd
 from datasets import load_dataset
+import pandas as pd
 from transformers import pipeline
 
 # Constants
@@ -67,6 +67,9 @@ if "profile_data" in st.session_state:
         if any(skill.lower() in job_skills.lower() for skill in st.session_state.profile_data["tech_skills"].split(",")):
             job_recommendations.append(job.get("job_title", "Unknown Job Title"))
 
+    # Remove duplicates by converting the list to a set and back to a list
+    job_recommendations = list(set(job_recommendations))
+
     if job_recommendations:
         st.subheader("Job Recommendations")
         st.write("Based on your profile, here are some potential job roles:")
@@ -79,15 +82,18 @@ if "profile_data" in st.session_state:
 st.header("Course Suggestions")
 if "profile_data" in st.session_state:
     course_recommendations = [
-        course.get("Title", "Unknown Course Title") for course in ds_courses["train"]
-        if any(interest.lower() in course.get("Title", "").lower() for interest in st.session_state.profile_data["interests"].split(","))
+        course.get("Course Name", "Unknown Course Title") for course in ds_courses["train"]
+        if any(interest.lower() in course.get("Course Name", "").lower() for interest in st.session_state.profile_data["interests"].split(","))
     ]
 
     course_recommendations.extend([
-        row["course_title"] for _, row in ds_custom_courses.iterrows()
-        if any(interest.lower() in row["course_title"].lower() for interest in st.session_state.profile_data["interests"].split(","))
+        row["Course Name"] for _, row in ds_custom_courses.iterrows()
+        if any(interest.lower() in row["Course Name"].lower() for interest in st.session_state.profile_data["interests"].split(","))
     ])
 
+    # Remove duplicates from course recommendations
+    course_recommendations = list(set(course_recommendations))
+
     if course_recommendations:
         st.subheader("Recommended Courses")
         st.write("Here are some courses related to your interests:")