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| 1 | +"""Create and populate the insurance.db SQLite database with fake policy data.""" |
| 2 | + |
| 3 | +import os |
| 4 | +import random |
| 5 | +import sqlite3 |
| 6 | +from datetime import timedelta |
| 7 | + |
| 8 | +from faker import Faker |
| 9 | + |
| 10 | +DB_PATH = os.path.join(os.path.dirname(os.path.abspath(__file__)), "insurance.db") |
| 11 | +NUM_POLICIES = 30 |
| 12 | + |
| 13 | +POLICY_TYPES = ["Auto", "Home", "Life", "Health"] |
| 14 | +STATUSES = ["Active", "Expired", "Cancelled"] |
| 15 | +STATUS_WEIGHTS = [0.6, 0.25, 0.15] |
| 16 | + |
| 17 | +PREMIUM_RANGES = { |
| 18 | + "Auto": (600, 3000), |
| 19 | + "Home": (800, 4000), |
| 20 | + "Life": (300, 2000), |
| 21 | + "Health": (1500, 8000), |
| 22 | +} |
| 23 | + |
| 24 | +DEDUCTIBLE_RANGES = { |
| 25 | + "Auto": (250, 2000), |
| 26 | + "Home": (500, 5000), |
| 27 | + "Life": (0, 500), |
| 28 | + "Health": (500, 6000), |
| 29 | +} |
| 30 | + |
| 31 | +COVERAGE_LIMIT_RANGES = { |
| 32 | + "Auto": (25_000, 300_000), |
| 33 | + "Home": (100_000, 1_000_000), |
| 34 | + "Life": (50_000, 2_000_000), |
| 35 | + "Health": (100_000, 5_000_000), |
| 36 | +} |
| 37 | + |
| 38 | +CREATE_TABLE_SQL = """ |
| 39 | +CREATE TABLE IF NOT EXISTS policies ( |
| 40 | + id INTEGER PRIMARY KEY AUTOINCREMENT, |
| 41 | + policy_number TEXT UNIQUE NOT NULL, |
| 42 | + holder_name TEXT NOT NULL, |
| 43 | + holder_email TEXT NOT NULL, |
| 44 | + policy_type TEXT NOT NULL, |
| 45 | + premium REAL NOT NULL, |
| 46 | + deductible REAL NOT NULL, |
| 47 | + coverage_limit REAL NOT NULL, |
| 48 | + start_date TEXT NOT NULL, |
| 49 | + end_date TEXT NOT NULL, |
| 50 | + status TEXT NOT NULL |
| 51 | +); |
| 52 | +""" |
| 53 | + |
| 54 | +INSERT_SQL = """ |
| 55 | +INSERT INTO policies ( |
| 56 | + policy_number, holder_name, holder_email, policy_type, |
| 57 | + premium, deductible, coverage_limit, start_date, end_date, status |
| 58 | +) VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?); |
| 59 | +""" |
| 60 | + |
| 61 | + |
| 62 | +def generate_policy_number(fake: Faker, index: int) -> str: |
| 63 | + prefix = fake.random_element(["POL", "INS", "COV"]) |
| 64 | + return f"{prefix}-{2024_000 + index:07d}" |
| 65 | + |
| 66 | + |
| 67 | +def build_policy(fake: Faker, index: int) -> tuple: |
| 68 | + policy_number = generate_policy_number(fake, index) |
| 69 | + holder_name = fake.name() |
| 70 | + holder_email = fake.email() |
| 71 | + policy_type = fake.random_element(POLICY_TYPES) |
| 72 | + status = random.choices(STATUSES, weights=STATUS_WEIGHTS, k=1)[0] |
| 73 | + |
| 74 | + low, high = PREMIUM_RANGES[policy_type] |
| 75 | + premium = round(random.uniform(low, high), 2) |
| 76 | + |
| 77 | + low, high = DEDUCTIBLE_RANGES[policy_type] |
| 78 | + deductible = round(random.uniform(low, high), 2) |
| 79 | + |
| 80 | + low, high = COVERAGE_LIMIT_RANGES[policy_type] |
| 81 | + coverage_limit = round(random.uniform(low, high), 2) |
| 82 | + |
| 83 | + start_date = fake.date_between(start_date="-3y", end_date="today") |
| 84 | + end_date = start_date + timedelta(days=365) |
| 85 | + |
| 86 | + return ( |
| 87 | + policy_number, |
| 88 | + holder_name, |
| 89 | + holder_email, |
| 90 | + policy_type, |
| 91 | + premium, |
| 92 | + deductible, |
| 93 | + coverage_limit, |
| 94 | + start_date.isoformat(), |
| 95 | + end_date.isoformat(), |
| 96 | + status, |
| 97 | + ) |
| 98 | + |
| 99 | + |
| 100 | +def main() -> None: |
| 101 | + if os.path.exists(DB_PATH): |
| 102 | + os.remove(DB_PATH) |
| 103 | + print(f"Removed existing database: {DB_PATH}") |
| 104 | + |
| 105 | + conn = sqlite3.connect(DB_PATH) |
| 106 | + cursor = conn.cursor() |
| 107 | + cursor.execute(CREATE_TABLE_SQL) |
| 108 | + |
| 109 | + fake = Faker() |
| 110 | + Faker.seed(42) |
| 111 | + random.seed(42) |
| 112 | + |
| 113 | + policies = [build_policy(fake, i) for i in range(NUM_POLICIES)] |
| 114 | + cursor.executemany(INSERT_SQL, policies) |
| 115 | + conn.commit() |
| 116 | + |
| 117 | + cursor.execute("SELECT COUNT(*) FROM policies") |
| 118 | + count = cursor.fetchone()[0] |
| 119 | + |
| 120 | + cursor.execute( |
| 121 | + "SELECT policy_type, COUNT(*) FROM policies GROUP BY policy_type ORDER BY policy_type" |
| 122 | + ) |
| 123 | + breakdown = cursor.fetchall() |
| 124 | + |
| 125 | + cursor.execute( |
| 126 | + "SELECT status, COUNT(*) FROM policies GROUP BY status ORDER BY status" |
| 127 | + ) |
| 128 | + status_breakdown = cursor.fetchall() |
| 129 | + |
| 130 | + conn.close() |
| 131 | + |
| 132 | + print(f"\nDatabase created at: {DB_PATH}") |
| 133 | + print(f"Total policies inserted: {count}\n") |
| 134 | + print("By type:") |
| 135 | + for ptype, cnt in breakdown: |
| 136 | + print(f" {ptype:<10} {cnt}") |
| 137 | + print("\nBy status:") |
| 138 | + for status, cnt in status_breakdown: |
| 139 | + print(f" {status:<12} {cnt}") |
| 140 | + |
| 141 | + |
| 142 | +if __name__ == "__main__": |
| 143 | + main() |
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