| """ |
| Seed data — 20 realistic Karnataka candidates. |
| 4 districts: Belagavi, Mysuru, Dharwad, Bengaluru Rural |
| 2 trades: electrician, plumber |
| All 5 fitment categories represented |
| 1 duplicate pair (Raju/Rajesh — same face embedding) |
| 1 fraud flag (face not detected) |
| """ |
|
|
| from datetime import datetime, timedelta |
| import random |
|
|
| _base = datetime(2026, 5, 3, 9, 0, 0) |
|
|
| def _dt(minutes_offset): |
| return (_base + timedelta(minutes=minutes_offset)).isoformat() |
|
|
| SEEDED_CANDIDATES = [ |
| |
| { |
| "session_id": "seed-001", "name": "Ramesh Patil", "trade": "electrician", |
| "district": "Belagavi", "language": "kn", |
| "fitment_category": "job_ready", "composite_score": 8.4, |
| "domain_score": 8.8, "communication_score": 7.8, "integrity_score": 10.0, |
| "is_flagged": False, "is_shortlisted": True, "flag_reason": None, |
| "reason_card_en": "Excellent knowledge of wiring and safety standards. Ready for immediate placement.", |
| "reason_card_kn": "ವೈರಿಂಗ್ ಮತ್ತು ಸುರಕ್ಷತಾ ಮಾನದಂಡಗಳ ಅತ್ಯುತ್ತಮ ಜ್ಞಾನ. ತಕ್ಷಣ ನಿಯೋಜನೆಗೆ ಸಿದ್ಧ.", |
| "created_at": _dt(0), |
| }, |
| { |
| "session_id": "seed-002", "name": "Suresh Desai", "trade": "electrician", |
| "district": "Belagavi", "language": "kn", |
| "fitment_category": "trainable", "composite_score": 6.3, |
| "domain_score": 6.5, "communication_score": 6.0, "integrity_score": 10.0, |
| "is_flagged": False, "is_shortlisted": False, "flag_reason": None, |
| "reason_card_en": "Good practical knowledge, needs theory training on MCB sizing.", |
| "reason_card_kn": "ಉತ್ತಮ ಪ್ರಾಯೋಗಿಕ ಜ್ಞಾನ, MCB ಸೈಜಿಂಗ್ ತರಬೇತಿ ಅಗತ್ಯ.", |
| "created_at": _dt(15), |
| }, |
| { |
| "session_id": "seed-003", "name": "Vijay Kulkarni", "trade": "electrician", |
| "district": "Belagavi", "language": "kn", |
| "fitment_category": "requires_training", "composite_score": 4.8, |
| "domain_score": 4.5, "communication_score": 5.2, "integrity_score": 9.0, |
| "is_flagged": False, "is_shortlisted": False, "flag_reason": None, |
| "reason_card_en": "Limited knowledge of three-phase systems. Recommend basic electrician course.", |
| "reason_card_kn": "ತ್ರಿ-ಫೇಸ್ ಸಿಸ್ಟಂ ಜ್ಞಾನ ಕಡಿಮೆ. ಮೂಲ ಎಲೆಕ್ಟ್ರಿಷಿಯನ್ ಕೋರ್ಸ್ ಶಿಫಾರಸು.", |
| "created_at": _dt(30), |
| }, |
| { |
| "session_id": "seed-004", "name": "Priya Hiremath", "trade": "electrician", |
| "district": "Belagavi", "language": "en", |
| "fitment_category": "job_ready", "composite_score": 8.9, |
| "domain_score": 9.2, "communication_score": 8.4, "integrity_score": 10.0, |
| "is_flagged": False, "is_shortlisted": True, "flag_reason": None, |
| "reason_card_en": "Exceptional candidate. Strong safety awareness and IS standards knowledge.", |
| "reason_card_kn": "ಅಸಾಧಾರಣ ಅಭ್ಯರ್ಥಿ. ಉತ್ತಮ ಸುರಕ್ಷತಾ ಜಾಗೃತಿ.", |
| "created_at": _dt(45), |
| }, |
|
|
| |
| { |
| "session_id": "seed-005", "name": "Mohan Gowda", "trade": "plumber", |
| "district": "Mysuru", "language": "kn", |
| "fitment_category": "job_ready", "composite_score": 8.1, |
| "domain_score": 8.3, "communication_score": 7.8, "integrity_score": 10.0, |
| "is_flagged": False, "is_shortlisted": True, "flag_reason": None, |
| "reason_card_en": "Strong knowledge of pipe sizing and septic systems. Job ready.", |
| "reason_card_kn": "ಪೈಪ್ ಸೈಜಿಂಗ್ ಮತ್ತು ಸೆಪ್ಟಿಕ್ ಸಿಸ್ಟಂ ಉತ್ತಮ ಜ್ಞಾನ.", |
| "created_at": _dt(60), |
| }, |
| { |
| "session_id": "seed-006", "name": "Kavitha Nair", "trade": "plumber", |
| "district": "Mysuru", "language": "en", |
| "fitment_category": "trainable", "composite_score": 6.7, |
| "domain_score": 7.0, "communication_score": 6.2, "integrity_score": 10.0, |
| "is_flagged": False, "is_shortlisted": False, "flag_reason": None, |
| "reason_card_en": "Good practical experience. Needs training on NBC plumbing standards.", |
| "reason_card_kn": "ಉತ್ತಮ ಪ್ರಾಯೋಗಿಕ ಅನುಭವ. NBC ಮಾನದಂಡ ತರಬೇತಿ ಅಗತ್ಯ.", |
| "created_at": _dt(75), |
| }, |
| { |
| "session_id": "seed-007", "name": "Ravi Shankar", "trade": "plumber", |
| "district": "Mysuru", "language": "kn", |
| "fitment_category": "not_suitable", "composite_score": 2.8, |
| "domain_score": 2.5, "communication_score": 3.2, "integrity_score": 8.0, |
| "is_flagged": False, "is_shortlisted": False, "flag_reason": None, |
| "reason_card_en": "Very limited knowledge of basic plumbing. Recommend starting from foundation level.", |
| "reason_card_kn": "ಮೂಲಭೂತ ಪ್ಲಂಬಿಂಗ್ ಜ್ಞಾನ ತುಂಬಾ ಕಡಿಮೆ. ಆಧಾರ ಮಟ್ಟದಿಂದ ಪ್ರಾರಂಭಿಸಲು ಶಿಫಾರಸು.", |
| "created_at": _dt(90), |
| }, |
| { |
| "session_id": "seed-008", "name": "Lakshmi Devi", "trade": "plumber", |
| "district": "Mysuru", "language": "kn", |
| "fitment_category": "requires_training", "composite_score": 5.2, |
| "domain_score": 5.0, "communication_score": 5.5, "integrity_score": 9.5, |
| "is_flagged": False, "is_shortlisted": False, "flag_reason": None, |
| "reason_card_en": "Average performance. Enroll in DDUGKY plumber advanced module.", |
| "reason_card_kn": "ಸರಾಸರಿ ಪ್ರದರ್ಶನ. DDUGKY ಪ್ಲಂಬರ್ ಮಾಡ್ಯೂಲ್ನಲ್ಲಿ ಸೇರಿ.", |
| "created_at": _dt(105), |
| }, |
|
|
| |
| { |
| "session_id": "seed-009", "name": "Arun Kumar", "trade": "electrician", |
| "district": "Dharwad", "language": "kn", |
| "fitment_category": "trainable", "composite_score": 6.1, |
| "domain_score": 6.0, "communication_score": 6.3, "integrity_score": 10.0, |
| "is_flagged": False, "is_shortlisted": False, "flag_reason": None, |
| "reason_card_en": "Decent practical skills. Needs theory on load calculation.", |
| "reason_card_kn": "ಉಚಿತ ಪ್ರಾಯೋಗಿಕ ಕೌಶಲ. ಲೋಡ್ ಲೆಕ್ಕಾಚಾರ ಸಿದ್ಧಾಂತ ಅಗತ್ಯ.", |
| "created_at": _dt(120), |
| }, |
| { |
| "session_id": "seed-010", "name": "Meena Joshi", "trade": "electrician", |
| "district": "Dharwad", "language": "en", |
| "fitment_category": "job_ready", "composite_score": 8.6, |
| "domain_score": 8.9, "communication_score": 8.1, "integrity_score": 10.0, |
| "is_flagged": False, "is_shortlisted": True, "flag_reason": None, |
| "reason_card_en": "Outstanding knowledge of industrial electrical systems. Immediate placement recommended.", |
| "reason_card_kn": "ಕೈಗಾರಿಕಾ ವಿದ್ಯುತ್ ವ್ಯವಸ್ಥೆಗಳ ಅತ್ಯುತ್ತಮ ಜ್ಞಾನ.", |
| "created_at": _dt(135), |
| }, |
| |
| { |
| "session_id": "seed-011", "name": "Raju Lamani", "trade": "electrician", |
| "district": "Dharwad", "language": "kn", |
| "fitment_category": "review_required", "composite_score": 7.2, |
| "domain_score": 7.5, "communication_score": 6.8, "integrity_score": 6.0, |
| "is_flagged": True, "is_shortlisted": False, |
| "flag_reason": "Possible duplicate: face similarity 94% with seed-012 (Rajesh Lamani)", |
| "reason_card_en": "Flagged for manual review — possible duplicate registration detected.", |
| "reason_card_kn": "ಹಸ್ತಚಾಲಿತ ಪರಿಶೀಲನೆಗೆ ಫ್ಲ್ಯಾಗ್ — ನಕಲು ನೋಂದಣಿ ಪತ್ತೆ.", |
| "created_at": _dt(150), |
| }, |
| { |
| "session_id": "seed-012", "name": "Rajesh Lamani", "trade": "plumber", |
| "district": "Dharwad", "language": "kn", |
| "fitment_category": "review_required", "composite_score": 7.0, |
| "domain_score": 7.2, "communication_score": 6.6, "integrity_score": 6.0, |
| "is_flagged": True, "is_shortlisted": False, |
| "flag_reason": "Possible duplicate: face similarity 94% with seed-011 (Raju Lamani)", |
| "reason_card_en": "Flagged for manual review — possible duplicate registration detected.", |
| "reason_card_kn": "ಹಸ್ತಚಾಲಿತ ಪರಿಶೀಲನೆಗೆ ಫ್ಲ್ಯಾಗ್ — ನಕಲು ನೋಂದಣಿ ಪತ್ತೆ.", |
| "created_at": _dt(165), |
| }, |
|
|
| |
| { |
| "session_id": "seed-013", "name": "Ganesh Reddy", "trade": "electrician", |
| "district": "Bengaluru Rural", "language": "en", |
| "fitment_category": "job_ready", "composite_score": 9.1, |
| "domain_score": 9.4, "communication_score": 8.6, "integrity_score": 10.0, |
| "is_flagged": False, "is_shortlisted": True, "flag_reason": None, |
| "reason_card_en": "Top performer. Recommend direct placement with KPTCL contractors.", |
| "reason_card_kn": "ಅತ್ಯುತ್ತಮ ಪ್ರದರ್ಶನ. KPTCL ಗುತ್ತಿಗೆದಾರರೊಂದಿಗೆ ನಿಯೋಜನೆ ಶಿಫಾರಸು.", |
| "created_at": _dt(180), |
| }, |
| |
| { |
| "session_id": "seed-014", "name": "Unknown Candidate", "trade": "plumber", |
| "district": "Bengaluru Rural", "language": "kn", |
| "fitment_category": "review_required", "composite_score": 7.8, |
| "domain_score": 8.0, "communication_score": 7.4, "integrity_score": 0.0, |
| "is_flagged": True, "is_shortlisted": False, |
| "flag_reason": "Camera not active during interview — integrity unverified", |
| "reason_card_en": "Flagged: camera was not detected during the interview. Identity unverified.", |
| "reason_card_kn": "ಫ್ಲ್ಯಾಗ್: ಸಂದರ್ಶನದ ಸಮಯದಲ್ಲಿ ಕ್ಯಾಮೆರಾ ಕಂಡುಬಂದಿಲ್ಲ.", |
| "created_at": _dt(195), |
| }, |
| { |
| "session_id": "seed-015", "name": "Savitha Kumari", "trade": "plumber", |
| "district": "Bengaluru Rural", "language": "kn", |
| "fitment_category": "trainable", "composite_score": 6.5, |
| "domain_score": 6.8, "communication_score": 6.0, "integrity_score": 10.0, |
| "is_flagged": False, "is_shortlisted": False, "flag_reason": None, |
| "reason_card_en": "Good basic knowledge. Enroll in DDUGKY advanced plumber course.", |
| "reason_card_kn": "ಉಚಿತ ಮೂಲ ಜ್ಞಾನ. DDUGKY ಮುಂದುವರಿದ ಪ್ಲಂಬರ್ ಕೋರ್ಸ್ನಲ್ಲಿ ಸೇರಿ.", |
| "created_at": _dt(210), |
| }, |
| { |
| "session_id": "seed-016", "name": "Basavaraj Angadi", "trade": "electrician", |
| "district": "Bengaluru Rural", "language": "kn", |
| "fitment_category": "requires_training", "composite_score": 4.5, |
| "domain_score": 4.2, "communication_score": 5.0, "integrity_score": 9.0, |
| "is_flagged": False, "is_shortlisted": False, "flag_reason": None, |
| "reason_card_en": "Basic understanding only. Recommend 3-month ITI refresher course.", |
| "reason_card_kn": "ಮೂಲ ತಿಳುವಳಿಕೆ ಮಾತ್ರ. 3 ತಿಂಗಳ ITI ರಿಫ್ರೆಶರ್ ಕೋರ್ಸ್ ಶಿಫಾರಸು.", |
| "created_at": _dt(225), |
| }, |
| { |
| "session_id": "seed-017", "name": "Deepa Nagaraj", "trade": "plumber", |
| "district": "Mysuru", "language": "en", |
| "fitment_category": "job_ready", "composite_score": 8.3, |
| "domain_score": 8.6, "communication_score": 7.8, "integrity_score": 10.0, |
| "is_flagged": False, "is_shortlisted": True, "flag_reason": None, |
| "reason_card_en": "Strong candidate with commercial plumbing experience. Shortlisted.", |
| "reason_card_kn": "ವಾಣಿಜ್ಯ ಪ್ಲಂಬಿಂಗ್ ಅನುಭವ ಉತ್ತಮ. ಶಾರ್ಟ್ಲಿಸ್ಟ್.", |
| "created_at": _dt(240), |
| }, |
| { |
| "session_id": "seed-018", "name": "Santosh Bhovi", "trade": "electrician", |
| "district": "Belagavi", "language": "kn", |
| "fitment_category": "not_suitable", "composite_score": 1.9, |
| "domain_score": 1.5, "communication_score": 2.5, "integrity_score": 7.0, |
| "is_flagged": False, "is_shortlisted": False, "flag_reason": None, |
| "reason_card_en": "Not suitable at this time. Recommend attending basic electrical safety course first.", |
| "reason_card_kn": "ಈ ಸಮಯದಲ್ಲಿ ಸೂಕ್ತವಲ್ಲ. ಮೊದಲು ಮೂಲ ವಿದ್ಯುತ್ ಸುರಕ್ಷತಾ ಕೋರ್ಸ್ ಮಾಡಿ.", |
| "created_at": _dt(255), |
| }, |
| { |
| "session_id": "seed-019", "name": "Nagamma Siddappa", "trade": "plumber", |
| "district": "Dharwad", "language": "kn", |
| "fitment_category": "trainable", "composite_score": 6.9, |
| "domain_score": 7.1, "communication_score": 6.5, "integrity_score": 10.0, |
| "is_flagged": False, "is_shortlisted": False, "flag_reason": None, |
| "reason_card_en": "Good practical skills. Theory gap in water pressure calculations.", |
| "reason_card_kn": "ಉಚಿತ ಪ್ರಾಯೋಗಿಕ ಕೌಶಲ. ನೀರಿನ ಒತ್ತಡ ಲೆಕ್ಕಾಚಾರ ಸಿದ್ಧಾಂತ ಅಗತ್ಯ.", |
| "created_at": _dt(270), |
| }, |
| { |
| "session_id": "seed-020", "name": "Harish Talwar", "trade": "electrician", |
| "district": "Bengaluru Rural", "language": "en", |
| "fitment_category": "requires_training", "composite_score": 5.5, |
| "domain_score": 5.3, "communication_score": 5.8, "integrity_score": 9.5, |
| "is_flagged": False, "is_shortlisted": False, "flag_reason": None, |
| "reason_card_en": "Some knowledge of residential wiring. Needs hands-on training with live panels.", |
| "reason_card_kn": "ವಸತಿ ವೈರಿಂಗ್ ಬಗ್ಗೆ ಸ್ವಲ್ಪ ಜ್ಞಾನ. ಲೈವ್ ಪ್ಯಾನೆಲ್ ಕೆಲಸ ತರಬೇತಿ ಅಗತ್ಯ.", |
| "created_at": _dt(285), |
| }, |
| ] |
|
|
