import os import random import sqlite3 from decimal import Decimal, ROUND_HALF_UP random.seed(1337) DB_PATH = "products.db" def ensure_project_dir(): os.makedirs(".", exist_ok=True) def normalize_category_for_generation(base): return base def category_variant(base): if base != "Electronics": variants = [ base, base.lower(), f" {base} ", f"\ufeff{base}", f"{base}\u200b", ] return random.choice(variants) variants = [ "Electronics", " electronics ", "ELECTRONICS", "\ufeffElectronics", "Electronics\u200b", "Electronics\u200c", " Electronics ", ] return random.choice(variants) def maybe_dirty_price(value): s = f"{value:.2f}" options = [ s, f" {s} ", f"${s}", ] if value >= 1000: options.append(f"{value:,.2f}") options.append(f"${value:,.2f}") return random.choice(options) def maybe_dirty_stock(value): options = [ str(value), f" {value} ", ] if random.random() < 0.2: options.append(f"{value}.0") return random.choice(options) def invalid_price(): return random.choice([ "", " ", "N/A", "NA", "NULL", "None", "-5", "nan", "inf", "-inf", ]) def invalid_stock(): return random.choice([ "", " ", "N/A", "NA", "NULL", "None", "-1", "3.5", "nan", ]) def main(): ensure_project_dir() if os.path.exists(DB_PATH): os.remove(DB_PATH) conn = sqlite3.connect(DB_PATH) cur = conn.cursor() cur.execute( """ CREATE TABLE products( id INTEGER, name TEXT, category TEXT, price TEXT, stock_quantity TEXT, supplier TEXT, active INTEGER, created_at TEXT ) """ ) categories = ["Electronics", "Clothing", "Books", "Home & Garden", "Sports"] suppliers = ["SupplierA", "SupplierB", "SupplierC", "SupplierD"] rows = [] row_id = 1 # 1000 canonical electronics rows, but some are invalid/inactive and some non-canonical # variants should still count after normalization. valid_electronics_count = 0 for i in range(1000): category = category_variant("Electronics") active = 1 price_num = round(random.uniform(25, 1800), 2) stock_num = random.randint(0, 250) price = maybe_dirty_price(price_num) stock = maybe_dirty_stock(stock_num) # Inject a controlled number of invalid/inactive electronics rows. if i < 35: price = invalid_price() elif 35 <= i < 60: stock = invalid_stock() elif 60 <= i < 85: active = 0 else: valid_electronics_count += 1 rows.append( ( row_id, f"Electronics_Item_{row_id:04d}", category, price, stock, random.choice(suppliers), active, f"2024-01-{(i % 28) + 1:02d}", ) ) row_id += 1 # Other categories, including some deceptive near-matches that should NOT count. deceptive_categories = [ "Electronic", "Electronics & Gadgets", "Home Electronics", "Consumer Electronics", ] for base in categories[1:]: for i in range(1000): category = category_variant(base) price_num = round(random.uniform(10, 900), 2) stock_num = random.randint(0, 220) rows.append( ( row_id, f"{base}_Item_{row_id:04d}", category, maybe_dirty_price(price_num), maybe_dirty_stock(stock_num), random.choice(suppliers), 1, f"2024-02-{(i % 28) + 1:02d}", ) ) row_id += 1 # Add deceptive rows that look electronics-related but must not count. for i in range(120): base = random.choice(deceptive_categories) price_num = round(random.uniform(50, 1500), 2) stock_num = random.randint(0, 180) rows.append( ( row_id, f"Trap_Item_{row_id:04d}", random.choice([ base, f" {base} ", f"\ufeff{base}", f"{base}\u200b", base.upper(), ]), maybe_dirty_price(price_num), maybe_dirty_stock(stock_num), random.choice(suppliers), 1, "2024-03-15", ) ) row_id += 1 random.shuffle(rows) cur.executemany( """ INSERT INTO products( id, name, category, price, stock_quantity, supplier, active, created_at ) VALUES (?, ?, ?, ?, ?, ?, ?, ?) """, rows, ) conn.commit() conn.close() print(f"Generated {len(rows)} rows in {DB_PATH}") print(f"Expected valid Electronics rows after cleaning: {valid_electronics_count}") if __name__ == "__main__": main()