File size: 14,946 Bytes
54d746d | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 | """
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 = [
# ── Belagavi — Electrician ─────────────────────────────
{
"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),
},
# ── Mysuru — Plumber ──────────────────────────────────
{
"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),
},
# ── Dharwad — Electrician ─────────────────────────────
{
"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),
},
# ── DUPLICATE PAIR — Raju / Rajesh ────────────────────
{
"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),
},
# ── Bengaluru Rural — Mixed ───────────────────────────
{
"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),
},
# ── FRAUD FLAG — camera not present ──────────────────
{
"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),
},
]
|