[docs]defmissing_section(clean_text,add_benchmark_sections=None):""" Identifies the sections missing from the resume based on the benchmark sections. Parameters ---------- clean_text : str The text extracted from the resume. add_benchmark_sections : list of str or str, optional A list of additional section names (e.g., "Skills", "Education", "Work Experience", "Contact") or a single section name as a string. Defaults to None. If a single string is provided, it will be treated as a list with one element. Returns ------- list of str A list of section names from the benchmark that are not present in the resume. Examples -------- Example 1: With additional benchmark sections as a list >>> clean_text = "Skills: Python, Machine Learning\nEducation: B.Sc. in CS" >>> add_benchmark_sections = ["Work Experience", "Contact"] >>> missing = missing_section(clean_text, add_benchmark_sections) Output: ['Work Experience', 'Contact'] Example 2: With additional benchmark sections as a single string >>> clean_text = "Skills: Python, Machine Learning\nEducation: B.Sc. in CS" >>> add_benchmark_sections = "Projects" >>> missing = missing_section(clean_text, add_benchmark_sections) Output: ['Work Experience', 'Contact', 'Projects'] Example 3: Without additioinal benchmark sections >>> clean_text = "Skills: Python, Machine Learning\nEducation: B.Sc. in CS" >>> missing = missing_section(clean_text) Output: ['Work Experience', 'Contact'] """# Chek if 'clean_text' is an empty stringifclean_text=="":warnings.warn("The provided resume text is an empty string. Returning all benchmark sections as missing.",UserWarning)ifadd_benchmark_sectionsisnotNoneandnot(isinstance(add_benchmark_sections,list)orisinstance(add_benchmark_sections,str)):raiseTypeError(f"Expected a string, list, or None for additional benchmark sections. add_benchmark_sections is a {type(add_benchmark_sections)}")# Define hardcoded benchmark sections as a setbenchmark_sections={"Skills","Education","Work Experience","Contact"}# Convert the single string to a list if necessaryifisinstance(add_benchmark_sections,str):add_benchmark_sections=[add_benchmark_sections]# Add additional benchmark sections if providedifadd_benchmark_sections:benchmark_sections.update(add_benchmark_sections)# Identify sections missing from the resume using regexmissing=[]forsectioninbenchmark_sections:# Regex pattern to match section names (case-insensitive, handles concatenation)pattern=rf"\b{re.escape(section)}\b"ifnotre.search(pattern,clean_text,re.IGNORECASE):missing.append(section)returnmissing