pushing final changes

app.py

@@ -29,7 +29,7 @@ class JobDescriptionRequest(BaseModel):
 class ResumeResponse(BaseModel):
     top_resumes: List[str]
 
-# job_details={'Skills': ['Java', 'Python', 'C++', 'Document design processes', 'Development', 'Testing', 'Analytics', 'Troubleshooting', 'Rapid development cycles', 'Scripting', 'Test automation', 'Relational databases', 'ORM', 'SQL technologies', 'HTML5', 'CSS3', 'Content management systems', 'Web application development', 'Wicket', 'GWT', 'Spring MVC'], 'Experience': 6, 'Personality Traits': ['Desire to continue professional growth through training and education'], 'Education': ['B.E. Software Engineering', 'BE Software Engineering', 'Bachelors of Engineering Software Engineering', 'B.Tech Software Engineering', 'B.Tech. Software Engineering', 'BTech Software Engineering', 'Bachelor of Technology Software Engineering', 'B.E. Information Technology', 'BE Information Technology', 'Bachelors of Engineering Information Technology', 'B.Tech Information Technology', 'B.Tech. Information Technology', 'BTech Information Technology', 'Bachelor of Technology Information Technology']}
+#job_details={'Skills': ['Java', 'Python', 'C++', 'Document design processes', 'Development', 'Testing', 'Analytics', 'Troubleshooting', 'Rapid development cycles', 'Scripting', 'Test automation', 'Relational databases', 'ORM', 'SQL technologies', 'HTML5', 'CSS3', 'Content management systems', 'Web application development', 'Wicket', 'GWT', 'Spring MVC'], 'Experience': 6, 'Personality Traits': ['Desire to continue professional growth through training and education'], 'Education': ['B.E. Software Engineering', 'BE Software Engineering', 'Bachelors of Engineering Software Engineering', 'B.Tech Software Engineering', 'B.Tech. Software Engineering', 'BTech Software Engineering', 'Bachelor of Technology Software Engineering', 'B.E. Information Technology', 'BE Information Technology', 'Bachelors of Engineering Information Technology', 'B.Tech Information Technology', 'B.Tech. Information Technology', 'BTech Information Technology', 'Bachelor of Technology Information Technology']}
 
 @app.post("/candidate_recommendation/", response_model=ResumeResponse)
 def get_best_resumes(request: JobDescriptionRequest):

helper.py

@@ -5,8 +5,8 @@ from fuzzywuzzy import process, fuzz
 from parse_job_description import extract_job_details
 from data import resumes_data
 import pandas as pd
-import multiprocessing as mp
-from functools import partial
+# import multiprocessing as mp
+# from functools import partial
 
 def extract_experience(text):
     # Patterns for identifying Bachelor's and Master's degrees
@@ -175,10 +175,10 @@ def get_scores_optimized(df, job_description):
     return pd.concat([df, scores_df], axis=1)
 
 
-import pandas as pd
-import multiprocessing as mp
-from functools import partial
-import time
+# import pandas as pd
+# import multiprocessing as mp
+# from functools import partial
+# import time
 
 # First, ensure all the helper functions are defined at the module level
 # These are the functions called by scoring(): extract_skills, match_personality_traits,