(106,'What is the impact of stock levels on product performance?','SELECT p.name,vld.qty_available stock_level,COUNT(t.id) sales,SUM(tsl.quantity) units_sold FROM products p LEFT JOIN variation_location_details vld ON p.id=vld.product_id LEFT JOIN transaction_sell_lines tsl ON p.id=tsl.product_id LEFT JOIN transactions t ON tsl.transaction_id=t.id WHERE t.type=\"sell\" GROUP BY p.id,p.name,vld.qty_available ORDER BY units_sold DESC;','2025-01-24 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INSERT INTO `vhai` VALUES (107,'How does product age affect margin?','SELECT p.name,DATEDIFF(CURRENT_DATE,p.created_at) age_days,AVG((tsl.unit_price_inc_tax-tsl.unit_price_before_discount)/tsl.unit_price_before_discount)*100 avg_margin FROM products p JOIN transaction_sell_lines tsl ON p.id=tsl.product_id JOIN transactions t ON tsl.transaction_id=t.id WHERE t.type=\"sell\" GROUP BY p.id,p.name,p.created_at ORDER BY avg_margin DESC;','2025-01-24 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products have the highest sales per facing?','SELECT p.name,COUNT(t.id) sales,SUM(tsl.quantity) units FROM products p JOIN transaction_sell_lines tsl ON p.id=tsl.product_id JOIN transactions t ON tsl.transaction_id=t.id WHERE t.type=\"sell\" GROUP BY p.id,p.name ORDER BY units DESC;','2025-01-24 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is the effect of promotional displays on product performance?','SELECT p.name,SUM(CASE WHEN tsl.line_discount_amount>0 THEN tsl.quantity ELSE 0 END) promo_units,SUM(CASE WHEN tsl.line_discount_amount=0 THEN tsl.quantity ELSE 0 END) regular_units FROM products p JOIN transaction_sell_lines tsl ON p.id=tsl.product_id JOIN transactions t ON tsl.transaction_id=t.id WHERE t.type=\"sell\" GROUP BY p.id,p.name ORDER BY promo_units DESC;','2025-01-24 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does product performance vary by time of day?','SELECT p.name,HOUR(t.transaction_date) hour,COUNT(t.id) transactions,SUM(tsl.quantity) units FROM products p JOIN transaction_sell_lines tsl ON p.id=tsl.product_id JOIN transactions t ON tsl.transaction_id=t.id WHERE t.type=\"sell\" GROUP BY p.id,p.name,HOUR(t.transaction_date) ORDER BY units DESC;','2025-01-24 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products have the highest contribution to basket size?','SELECT p.name,AVG(basket.total_items) avg_basket_size FROM products p JOIN transaction_sell_lines tsl ON p.id=tsl.product_id JOIN transactions t ON tsl.transaction_id=t.id JOIN (SELECT transaction_id,SUM(quantity) total_items FROM transaction_sell_lines GROUP BY transaction_id) basket ON t.id=basket.transaction_id WHERE t.type=\"sell\" GROUP BY p.id,p.name ORDER BY avg_basket_size DESC;','2025-01-24 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is the impact of weather on product performance?','SELECT p.name,DATE(t.transaction_date) date,COUNT(t.id) sales,SUM(tsl.quantity) units FROM products p JOIN transaction_sell_lines tsl ON p.id=tsl.product_id JOIN transactions t ON tsl.transaction_id=t.id WHERE t.type=\"sell\" GROUP BY p.id,p.name,DATE(t.transaction_date) ORDER BY units DESC;','2025-01-24 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does product performance vary by day of week?','SELECT p.name,DAYNAME(t.transaction_date) day,COUNT(t.id) transactions,SUM(tsl.quantity) units FROM products p JOIN transaction_sell_lines tsl ON p.id=tsl.product_id JOIN transactions t ON tsl.transaction_id=t.id WHERE t.type=\"sell\" GROUP BY p.id,p.name,DAYNAME(t.transaction_date) ORDER BY units DESC;','2025-01-24 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products have the highest impulse purchase rate?','SELECT p.name,COUNT(DISTINCT t.contact_id) unique_buyers,COUNT(t.id) total_purchases,COUNT(t.id)/COUNT(DISTINCT t.contact_id) purchase_frequency FROM products p JOIN transaction_sell_lines tsl ON p.id=tsl.product_id JOIN transactions t ON tsl.transaction_id=t.id WHERE t.type=\"sell\" GROUP BY p.id,p.name ORDER BY purchase_frequency;','2025-01-24 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is the effect of shelf position on product performance?','SELECT pr.rack,pr.row,p.name,COUNT(t.id) sales,SUM(tsl.quantity) units FROM product_racks pr JOIN products p ON pr.product_id=p.id JOIN transaction_sell_lines tsl ON p.id=tsl.product_id JOIN transactions t ON tsl.transaction_id=t.id WHERE t.type=\"sell\" GROUP BY pr.rack,pr.row,p.id,p.name ORDER BY units DESC;','2025-01-24 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does product performance vary by customer type?','SELECT c.type customer_type,p.name,COUNT(t.id) transactions,SUM(tsl.quantity) units FROM contacts c JOIN transactions t ON c.id=t.contact_id JOIN transaction_sell_lines tsl ON t.id=tsl.transaction_id JOIN products p ON tsl.product_id=p.id WHERE t.type=\"sell\" GROUP BY c.type,p.id,p.name ORDER BY units DESC;','2025-01-24 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products have the highest repeat purchase rate?','SELECT p.name,COUNT(DISTINCT t.contact_id) customers,COUNT(t.id) purchases,COUNT(t.id)/COUNT(DISTINCT t.contact_id) repeat_rate FROM products p JOIN transaction_sell_lines tsl ON p.id=tsl.product_id JOIN transactions t ON tsl.transaction_id=t.id WHERE t.type=\"sell\" GROUP BY p.id,p.name HAVING customers>1 ORDER BY repeat_rate DESC;','2025-01-24 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does product performance vary by store format?','SELECT bl.name location,p.name product,COUNT(t.id) sales,SUM(tsl.quantity) units FROM business_locations bl JOIN transactions t ON bl.id=t.location_id JOIN transaction_sell_lines tsl ON t.id=tsl.transaction_id JOIN products p ON tsl.product_id=p.id WHERE t.type=\"sell\" GROUP BY bl.id,p.id,bl.name,p.name ORDER BY units DESC;','2025-01-24 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products have the highest conversion rate?','SELECT p.name,COUNT(DISTINCT t.contact_id) visitors,COUNT(DISTINCT CASE WHEN t.type=\"sell\" THEN t.id END) purchases,(COUNT(DISTINCT CASE WHEN t.type=\"sell\" THEN t.id END)*100.0/COUNT(DISTINCT t.contact_id)) conversion_rate FROM products p JOIN transaction_sell_lines tsl ON p.id=tsl.product_id JOIN transactions t ON tsl.transaction_id=t.id GROUP BY p.id,p.name ORDER BY conversion_rate DESC;','2025-01-24 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is the effect of price changes on product performance?','SELECT p.name,tsl.unit_price_before_discount price,COUNT(t.id) sales,SUM(tsl.quantity) units,LAG(SUM(tsl.quantity)) OVER (PARTITION BY p.id ORDER BY tsl.unit_price_before_discount) prev_units FROM products p JOIN transaction_sell_lines tsl ON p.id=tsl.product_id JOIN transactions t ON tsl.transaction_id=t.id WHERE t.type=\"sell\" GROUP BY p.id,p.name,tsl.unit_price_before_discount ORDER BY p.name,price;','2025-01-24 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does product performance vary by region?','SELECT bl.state,bl.city,p.name,COUNT(t.id) sales,SUM(tsl.quantity) units FROM business_locations bl JOIN transactions t ON bl.id=t.location_id JOIN transaction_sell_lines tsl ON t.id=tsl.transaction_id JOIN products p ON tsl.product_id=p.id WHERE t.type=\"sell\" GROUP BY bl.state,bl.city,p.id,p.name ORDER BY units DESC;','2025-01-24 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products have the highest customer retention rate?','SELECT p.name,COUNT(DISTINCT t.contact_id) total_customers,COUNT(DISTINCT CASE WHEN purchase_count>1 THEN t.contact_id END) returning_customers FROM products p JOIN transaction_sell_lines tsl ON p.id=tsl.product_id JOIN transactions t ON tsl.transaction_id=t.id JOIN (SELECT contact_id,COUNT(*) purchase_count FROM transactions WHERE type=\"sell\" GROUP BY contact_id) pc ON t.contact_id=pc.contact_id WHERE t.type=\"sell\" GROUP BY p.id,p.name ORDER BY returning_customers DESC;','2025-01-24 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is the impact of competition on product performance?','SELECT p.name,DATE_FORMAT(t.transaction_date,\"%Y-%m\") month,COUNT(t.id) sales,AVG(tsl.unit_price_before_discount) avg_price FROM products p JOIN transaction_sell_lines tsl ON p.id=tsl.product_id JOIN transactions t ON tsl.transaction_id=t.id WHERE t.type=\"sell\" GROUP BY p.id,p.name,DATE_FORMAT(t.transaction_date,\"%Y-%m\") ORDER BY sales DESC;','2025-01-24 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does product performance vary by channel?','SELECT t.sub_type channel,p.name,COUNT(t.id) sales,SUM(tsl.quantity) units FROM products p JOIN transaction_sell_lines tsl ON p.id=tsl.product_id JOIN transactions t ON tsl.transaction_id=t.id WHERE t.type=\"sell\" GROUP BY t.sub_type,p.id,p.name ORDER BY units DESC;','2025-01-24 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products have the highest market share?','SELECT p.name,SUM(tsl.quantity) product_sales,(SUM(tsl.quantity)*100.0/SUM(SUM(tsl.quantity)) OVER (PARTITION BY p.category_id)) market_share FROM products p JOIN transaction_sell_lines tsl ON p.id=tsl.product_id JOIN transactions t ON tsl.transaction_id=t.id WHERE t.type=\"sell\" GROUP BY p.id,p.name,p.category_id ORDER BY market_share DESC;','2025-01-24 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is the effect of assortment size on product performance?','SELECT c.name category,COUNT(DISTINCT p.id) assortment_size,SUM(tsl.quantity) total_sales,SUM(tsl.quantity)/COUNT(DISTINCT p.id) sales_per_product FROM categories c JOIN products p ON c.id=p.category_id JOIN transaction_sell_lines tsl ON p.id=tsl.product_id JOIN transactions t ON tsl.transaction_id=t.id WHERE t.type=\"sell\" GROUP BY c.id,c.name ORDER BY sales_per_product DESC;','2025-01-24 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does product performance vary by brand?','SELECT b.name brand,COUNT(t.id) sales,SUM(tsl.quantity) units,SUM(tsl.unit_price_inc_tax*tsl.quantity) revenue FROM brands b JOIN products p ON b.id=p.brand_id JOIN transaction_sell_lines tsl ON p.id=tsl.product_id JOIN transactions t ON tsl.transaction_id=t.id WHERE t.type=\"sell\" GROUP BY b.id,b.name ORDER BY revenue DESC;','2025-01-24 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products have the highest growth potential?','SELECT p.name,COUNT(t.id) current_sales,LAG(COUNT(t.id)) OVER (PARTITION BY p.id ORDER BY DATE_FORMAT(t.transaction_date,\"%Y-%m\")) previous_sales,(COUNT(t.id)-LAG(COUNT(t.id)) OVER (PARTITION BY p.id ORDER BY DATE_FORMAT(t.transaction_date,\"%Y-%m\")))*100.0/NULLIF(LAG(COUNT(t.id)) OVER (PARTITION BY p.id ORDER BY DATE_FORMAT(t.transaction_date,\"%Y-%m\")),0) growth_rate FROM products p JOIN transaction_sell_lines tsl ON p.id=tsl.product_id JOIN transactions t ON tsl.transaction_id=t.id WHERE t.type=\"sell\" GROUP BY p.id,p.name,DATE_FORMAT(t.transaction_date,\"%Y-%m\") ORDER BY growth_rate DESC;','2025-01-24 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is the customer lifetime value by segment?','SELECT cg.name customer_group,COUNT(DISTINCT c.id) customers,SUM(t.final_total) total_revenue,AVG(t.final_total) avg_transaction_value,SUM(t.final_total)/COUNT(DISTINCT c.id) lifetime_value FROM customer_groups cg JOIN contacts c ON cg.id=c.customer_group_id JOIN transactions t ON c.id=t.contact_id WHERE t.type=\"sell\" GROUP BY cg.id,cg.name ORDER BY lifetime_value DESC;','2025-01-24 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customers are at risk of churning?','SELECT c.name,MAX(t.transaction_date) last_purchase,DATEDIFF(CURRENT_DATE,MAX(t.transaction_date)) days_since_purchase,COUNT(t.id) total_purchases FROM contacts c LEFT JOIN transactions t ON c.id=t.contact_id AND t.type=\"sell\" GROUP BY c.id,c.name HAVING days_since_purchase>90 ORDER BY days_since_purchase DESC;','2025-01-24 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