import spacy import logging import json from utils.fileTotext import extract_text_based_on_format import re def is_valid_email(email): email_regex = r'^[a-zA-Z0-9_.+-]+@[a-zA-Z0-9-]+\.[a-zA-Z0-9-.]+$' return re.match(email_regex, email) is not None def is_valid_contact(contact): patterns = [ r'^\+91[\s\.\-\/]?\(?0?\)?[\s\-\.\/]?\d{5}[\s\-\.\/]?\d{5}$', # +91 with optional 0 and separators r'^\+91[\s\.\-\/]?\d{5}[\s\-\.\/]?\d{5}$', # +91 with 10 digits separated r'^\d{5}[\s\-\.\/]?\d{5}$', # Local format without country code r'^\+91[\s\.\-\/]?\d{10}$', # +91 with 10 digits together r'^\d{10}$', # 10 digits together r'^\+91[\s\.\-\/]?\(?\d{5}\)?[\s\-\.\/]?\d{5}[\s\-\.\/]?\d{5}$' # +91 with varying separators r'\+1\s\(\d{3}\)\s\d{3}-\d{4} ', # USA/Canada Intl +1 (XXX) XXX-XXXX r'\(\d{3}\)\s\d{3}-\d{4} ', # USA/Canada STD (XXX) XXX-XXXX r'\(\d{3}\)\s\d{3}\s\d{4} ', # USA/Canada (XXX) XXX XXXX r'\(\d{3}\)\s\d{3}\s\d{3} ', # USA/Canada (XXX) XXX XXX r'\+1\d{10} ', # +1 XXXXXXXXXX r'\d{10} ', # XXXXXXXXXX r'\+44\s\d{4}\s\d{6} ', # UK Intl +44 XXXX XXXXXX r'\+44\s\d{3}\s\d{3}\s\d{4} ', # UK Intl +44 XXX XXX XXXX r'0\d{4}\s\d{6} ', # UK STD 0XXXX XXXXXX r'0\d{3}\s\d{3}\s\d{4} ', # UK STD 0XXX XXX XXXX r'\+44\d{10} ', # +44 XXXXXXXXXX r'0\d{10} ', # 0XXXXXXXXXX r'\+61\s\d\s\d{4}\s\d{4} ', # Australia Intl +61 X XXXX XXXX r'0\d\s\d{4}\s\d{4} ', # Australia STD 0X XXXX XXXX r'\+61\d{9} ', # +61 XXXXXXXXX r'0\d{9} ', # 0XXXXXXXXX r'\+91\s\d{5}-\d{5} ', # India Intl +91 XXXXX-XXXXX r'\+91\s\d{4}-\d{6} ', # India Intl +91 XXXX-XXXXXX r'\+91\s\d{10} ', # India Intl +91 XXXXXXXXXX r'0\d{2}-\d{7} ', # India STD 0XX-XXXXXXX r'\+91\d{10} ', # +91 XXXXXXXXXX r'\+49\s\d{4}\s\d{8} ', # Germany Intl +49 XXXX XXXXXXXX r'\+49\s\d{3}\s\d{7} ', # Germany Intl +49 XXX XXXXXXX r'0\d{3}\s\d{8} ', # Germany STD 0XXX XXXXXXXX r'\+49\d{12} ', # +49 XXXXXXXXXXXX r'\+49\d{10} ', # +49 XXXXXXXXXX r'0\d{11} ', # 0XXXXXXXXXXX r'\+86\s\d{3}\s\d{4}\s\d{4} ', # China Intl +86 XXX XXXX XXXX r'0\d{3}\s\d{4}\s\d{4} ', # China STD 0XXX XXXX XXXX r'\+86\d{11} ', # +86 XXXXXXXXXXX r'\+81\s\d\s\d{4}\s\d{4} ', # Japan Intl +81 X XXXX XXXX r'\+81\s\d{2}\s\d{4}\s\d{4} ', # Japan Intl +81 XX XXXX XXXX r'0\d\s\d{4}\s\d{4} ', # Japan STD 0X XXXX XXXX r'\+81\d{10} ', # +81 XXXXXXXXXX r'\+81\d{9} ', # +81 XXXXXXXXX r'0\d{9} ', # 0XXXXXXXXX r'\+55\s\d{2}\s\d{5}-\d{4} ', # Brazil Intl +55 XX XXXXX-XXXX r'\+55\s\d{2}\s\d{4}-\d{4} ', # Brazil Intl +55 XX XXXX-XXXX r'0\d{2}\s\d{4}\s\d{4} ', # Brazil STD 0XX XXXX XXXX r'\+55\d{11} ', # +55 XXXXXXXXXXX r'\+55\d{10} ', # +55 XXXXXXXXXX r'0\d{10} ', # 0XXXXXXXXXX r'\+33\s\d\s\d{2}\s\d{2}\s\d{2}\s\d{2} ', # France Intl +33 X XX XX XX XX r'0\d\s\d{2}\s\d{2}\s\d{2}\s\d{2} ', # France STD 0X XX XX XX XX r'\+33\d{9} ', # +33 XXXXXXXXX r'0\d{9} ', # 0XXXXXXXXX r'\+7\s\d{3}\s\d{3}-\d{2}-\d{2} ', # Russia Intl +7 XXX XXX-XX-XX r'8\s\d{3}\s\d{3}-\d{2}-\d{2} ', # Russia STD 8 XXX XXX-XX-XX r'\+7\d{10} ', # +7 XXXXXXXXXX r'8\d{10} ', # 8 XXXXXXXXXX r'\+27\s\d{2}\s\d{3}\s\d{4} ', # South Africa Intl +27 XX XXX XXXX r'0\d{2}\s\d{3}\s\d{4} ', # South Africa STD 0XX XXX XXXX r'\+27\d{9} ', # +27 XXXXXXXXX r'0\d{9} ', # 0XXXXXXXXX r'\+52\s\d{3}\s\d{3}\s\d{4} ', # Mexico Intl +52 XXX XXX XXXX r'\+52\s\d{2}\s\d{4}\s\d{4} ', # Mexico Intl +52 XX XXXX XXXX r'01\s\d{3}\s\d{4} ', # Mexico STD 01 XXX XXXX r'\+52\d{10} ', # +52 XXXXXXXXXX r'01\d{7} ', # 01 XXXXXXX r'\+234\s\d{3}\s\d{3}\s\d{4} ', # Nigeria Intl +234 XXX XXX XXXX r'0\d{3}\s\d{3}\s\d{4} ', # Nigeria STD 0XXX XXX XXXX r'\+234\d{10} ', # +234 XXXXXXXXXX r'0\d{10} ', # 0XXXXXXXXXX r'\+971\s\d\s\d{3}\s\d{4} ', # UAE Intl +971 X XXX XXXX r'0\d\s\d{3}\s\d{4} ', # UAE STD 0X XXX XXXX r'\+971\d{8} ', # +971 XXXXXXXX r'0\d{8} ', # 0XXXXXXXX r'\+54\s9\s\d{3}\s\d{3}\s\d{4} ', # Argentina Intl +54 9 XXX XXX XXXX r'\+54\s\d{1}\s\d{4}\s\d{4} ', # Argentina Intl +54 X XXXX XXXX r'0\d{3}\s\d{4} ', # Argentina STD 0XXX XXXX r'\+54\d{10} ', # +54 9 XXXXXXXXXX r'\+54\d{9} ', # +54 XXXXXXXXX r'0\d{7} ', # 0XXXXXXX r'\+966\s\d\s\d{3}\s\d{4} ', # Saudi Intl +966 X XXX XXXX r'0\d\s\d{3}\s\d{4} ', # Saudi STD 0X XXX XXXX r'\+966\d{8} ', # +966 XXXXXXXX r'0\d{8} ', # 0XXXXXXXX r'\+1\d{10} ', # +1 XXXXXXXXXX r'\+1\s\d{3}\s\d{3}\s\d{4} ', # +1 XXX XXX XXXX r'\d{5}\s\d{5} ', # XXXXX XXXXX r'\d{10} ', # XXXXXXXXXX r'\+44\d{10} ', # +44 XXXXXXXXXX r'0\d{10} ', # 0XXXXXXXXXX r'\+61\d{9} ', # +61 XXXXXXXXX r'0\d{9} ', # 0XXXXXXXXX r'\+91\d{10} ', # +91 XXXXXXXXXX r'\+49\d{12} ', # +49 XXXXXXXXXXXX r'\+49\d{10} ', # +49 XXXXXXXXXX r'0\d{11} ', # 0XXXXXXXXXXX r'\+86\d{11} ', # +86 XXXXXXXXXXX r'\+81\d{10} ', # +81 XXXXXXXXXX r'\+81\d{9} ', # +81 XXXXXXXXX r'0\d{9} ', # 0XXXXXXXXX r'\+55\d{11} ', # +55 XXXXXXXXXXX r'\+55\d{10} ', # +55 XXXXXXXXXX r'0\d{10} ', # 0XXXXXXXXXX r'\+33\d{9} ', # +33 XXXXXXXXX r'0\d{9} ', # 0XXXXXXXXX r'\+7\d{10} ', # +7 XXXXXXXXXX r'8\d{10} ', # 8 XXXXXXXXXX r'\+27\d{9} ', # +27 XXXXXXXXX r'0\d{9} ', # 0XXXXXXXXX (South Africa STD) r'\+52\d{10} ', # +52 XXXXXXXXXX r'01\d{7} ', # 01 XXXXXXX r'\+234\d{10} ', # +234 XXXXXXXXXX r'0\d{10} ', # 0XXXXXXXXXX r'\+971\d{8} ', # +971 XXXXXXXX r'0\d{8} ', # 0XXXXXXXX r'\+54\s9\s\d{10} ', # +54 9 XXXXXXXXXX r'\+54\d{9} ', # +54 XXXXXXXXX r'0\d{7} ', # 0XXXXXXX r'\+966\d{8} ', # +966 XXXXXXXX r'0\d{8}' # 0XXXXXXXX ] # Check if the contact matches any of the patterns return any(re.match(pattern, contact) for pattern in patterns) is not None # Function to parse resume with SpaCy # Function to parse resume with SpaCy def Parser_from_model(file_path): result = { "personal": { "name": '', "contact": '', "email": '', "location": '', "link": '', "invalid_email": '', "invalid_contact": '' }, "professional": { "technical_skills": [], "non_technical_skills": [], "tools": [], "experience": [ { "company": '', "projects": '', "role": '', "years": '', "project_experience": [] } ], "education": [ { "qualification": '', "university": '', "course": '', "certificate": '' } ] } } try: nlp = spacy.load("Spacy_Models/ner_model_05_3") logging.debug("Model loaded successfully.") except Exception as e: logging.error(f"Error loading model: {e}") return {"error": "Model loading failed"} try: cleaned_text, hyperlinks = extract_text_based_on_format(file_path) if not cleaned_text.strip(): logging.error("No text extracted from the file.") return {"error": "Text extraction failed"} except Exception as e: logging.error(f"Error extracting text from file: {e}") return {"error": "Text extraction failed"} try: doc = nlp(cleaned_text) except Exception as e: logging.error(f"Error processing text with SpaCy: {e}") return {"error": "Text processing failed"} # Initialize entities as a dictionary with lists entities = {label: [] for label in ['PERSON', 'EMAIL', 'CONTACT', 'LOCATION', 'SKILL', 'SOFT_SKILL', 'COMPANY', 'PROJECTS', 'JOB_TITLE', 'YEARS_EXPERIENCE', 'EXPERIENCE', 'QUALIFICATION', 'UNIVERSITY', 'COURSE', 'CERTIFICATE']} # Process entities for ent in doc.ents: if ent.label_ in entities: if ent.text not in entities[ent.label_]: # Avoid duplicates entities[ent.label_].append(ent.text) # Map entities to the result JSON result['personal']['name'] = entities.get('PERSON', [''])[0] if entities.get('PERSON', []) else '' # Validate email extracted_email = entities.get('EMAIL', [''])[0] if entities.get('EMAIL', []) else '' if is_valid_email(extracted_email): result['personal']['email'] = extracted_email else: logging.warning(f"Invalid email detected: {extracted_email}") result['personal']['email'] = "Invalid email" result['personal']['invalid_email'] = extracted_email # Validate contact extracted_contact = entities.get('CONTACT', [''])[0] if entities.get('CONTACT', []) else '' if is_valid_contact(extracted_contact): result['personal']['contact'] = extracted_contact else: logging.warning(f"Invalid contact detected: {extracted_contact}") result['personal']['contact'] = "Invalid contact" result['personal']['invalid_contact'] = extracted_contact result['personal']['location'] = entities.get('LOCATION', [''])[0] if entities.get('LOCATION', []) else '' result['personal']['link'] = hyperlinks # Hyperlinks from extracted text result['professional']['technical_skills'] = entities.get('SKILL', []) result['professional']['non_technical_skills'] = entities.get('SOFT_SKILL', []) result['professional']['tools'] = [] # Add logic if tools extraction is needed result['professional']['experience'][0]['company'] = entities.get('COMPANY', [''])[0] if entities.get('COMPANY', []) else '' result['professional']['experience'][0]['projects'] = entities.get('PROJECTS', [''])[0] if entities.get('PROJECTS', []) else '' result['professional']['experience'][0]['role'] = entities.get('JOB_TITLE', [''])[0] if entities.get('JOB_TITLE', []) else '' result['professional']['experience'][0]['years'] = entities.get('YEARS_EXPERIENCE', [''])[0] if entities.get('YEARS_EXPERIENCE', []) else '' result['professional']['experience'][0]['project_experience'] = entities.get('EXPERIENCE', []) result['professional']['education'][0]['qualification'] = entities.get('QUALIFICATION', [''])[0] if entities.get('QUALIFICATION', []) else '' result['professional']['education'][0]['university'] = entities.get('UNIVERSITY', [''])[0] if entities.get('UNIVERSITY', []) else '' result['professional']['education'][0]['course'] = entities.get('COURSE', [''])[0] if entities.get('COURSE', []) else '' result['professional']['education'][0]['certificate'] = entities.get('CERTIFICATE', [''])[0] if entities.get('CERTIFICATE', []) else '' print(result) return result