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32 changes: 16 additions & 16 deletions docs/data-science/ai-skill-scenario.md
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Expand Up @@ -162,21 +162,21 @@ A repeat of the question returns an improved answer.
You can manually add examples, but you can also upload them from a json file. Providing examples from a file is helpful when you have many SQL queries that you want to upload all at once, instead of manually uploading the queries one by one. For this exercise, use these examples:

```json
{
"how many active customers did we have June 1st, 2010?": "SELECT COUNT(DISTINCT fis.CustomerKey) AS ActiveCustomerCount FROM FactInternetSales fis JOIN DimDate dd ON fis.OrderDateKey = dd.DateKey WHERE dd.FullDateAlternateKey BETWEEN DATEADD(MONTH, -6, '2010-06-01') AND '2010-06-01' GROUP BY fis.CustomerKey HAVING COUNT(fis.SalesOrderNumber) >= 2;",
"which promotion was the most impactful?": "SELECT dp.EnglishPromotionName, SUM(fis.SalesAmount) AS PromotionRevenue FROM FactInternetSales fis JOIN DimPromotion dp ON fis.PromotionKey = dp.PromotionKey GROUP BY dp.EnglishPromotionName ORDER BY PromotionRevenue DESC;",
"who are the top 5 customers by total sales amount?": "SELECT TOP 5 CONCAT(dc.FirstName, ' ', dc.LastName) AS CustomerName, SUM(fis.SalesAmount) AS TotalSpent FROM FactInternetSales fis JOIN DimCustomer dc ON fis.CustomerKey = dc.CustomerKey GROUP BY CONCAT(dc.FirstName, ' ', dc.LastName) ORDER BY TotalSpent DESC;",
"what is the total sales amount by year?": "SELECT dd.CalendarYear, SUM(fis.SalesAmount) AS TotalSales FROM FactInternetSales fis JOIN DimDate dd ON fis.OrderDateKey = dd.DateKey GROUP BY dd.CalendarYear ORDER BY dd.CalendarYear;",
"which product category generated the highest revenue?": "SELECT dpc.EnglishProductCategoryName, SUM(fis.SalesAmount) AS CategoryRevenue FROM FactInternetSales fis JOIN DimProduct dp ON fis.ProductKey = dp.ProductKey JOIN DimProductCategory dpc ON dp.ProductSubcategoryKey = dpc.ProductCategoryKey GROUP BY dpc.EnglishProductCategoryName ORDER BY CategoryRevenue DESC;",
"what is the average sales amount per order by territory?": "SELECT dst.SalesTerritoryRegion, AVG(fis.SalesAmount) AS AvgOrderValue FROM FactInternetSales fis JOIN DimSalesTerritory dst ON fis.SalesTerritoryKey = dst.SalesTerritoryKey GROUP BY dst.SalesTerritoryRegion ORDER BY AvgOrderValue DESC;",
"what is the total sales amount by currency?": "SELECT dc.CurrencyName, SUM(fis.SalesAmount) AS TotalSales FROM FactInternetSales fis JOIN DimCurrency dc ON fis.CurrencyKey = dc.CurrencyKey GROUP BY dc.CurrencyName ORDER BY TotalSales DESC;",
"which product had the highest sales revenue last year?": "SELECT dp.EnglishProductName, SUM(fis.SalesAmount) AS TotalRevenue FROM FactInternetSales fis JOIN DimProduct dp ON fis.ProductKey = dp.ProductKey JOIN DimDate dd ON fis.ShipDateKey = dd.DateKey WHERE dd.CalendarYear = YEAR(GETDATE()) - 1 GROUP BY dp.EnglishProductName ORDER BY TotalRevenue DESC;",
"what are the monthly sales trends for the last year?": "SELECT dd.CalendarYear, dd.MonthNumberOfYear, SUM(fis.SalesAmount) AS TotalSales FROM FactInternetSales fis JOIN DimDate dd ON fis.ShipDateKey = dd.DateKey WHERE dd.CalendarYear = YEAR(GETDATE()) - 1 GROUP BY dd.CalendarYear, dd.MonthNumberOfYear ORDER BY dd.CalendarYear, dd.MonthNumberOfYear;",
"how did the latest promotion affect sales revenue?": "SELECT dp.EnglishPromotionName, SUM(fis.SalesAmount) AS PromotionRevenue FROM FactInternetSales fis JOIN DimPromotion dp ON fis.PromotionKey = dp.PromotionKey WHERE dp.StartDate >= DATEADD(MONTH, -1, GETDATE()) GROUP BY dp.EnglishPromotionName ORDER BY PromotionRevenue DESC;",
"which territory had the highest sales revenue?": "SELECT dst.SalesTerritoryRegion, SUM(fis.SalesAmount) AS TotalSales FROM FactInternetSales fis JOIN DimSalesTerritory dst ON fis.SalesTerritoryKey = dst.SalesTerritoryKey GROUP BY dst.SalesTerritoryRegion ORDER BY TotalSales DESC;",
"who are the top 5 resellers by total sales amount?": "SELECT TOP 5 dr.ResellerName, SUM(frs.SalesAmount) AS TotalSales FROM FactResellerSales frs JOIN DimReseller dr ON frs.ResellerKey = dr.ResellerKey GROUP BY dr.ResellerName ORDER BY TotalSales DESC;",
"what is the total sales amount by customer region?": "SELECT dg.EnglishCountryRegionName, SUM(fis.SalesAmount) AS TotalSales FROM FactInternetSales fis JOIN DimCustomer dc ON fis.CustomerKey = dc.CustomerKey JOIN DimGeography dg ON dc.GeographyKey = dg.GeographyKey GROUP BY dg.EnglishCountryRegionName ORDER BY TotalSales DESC;",
"which product category had the highest average sales price?": "SELECT dpc.EnglishProductCategoryName, AVG(fis.UnitPrice) AS AvgPrice FROM FactInternetSales fis JOIN DimProduct dp ON fis.ProductKey = dp.ProductKey JOIN DimProductCategory dpc ON dp.ProductSubcategoryKey = dpc.ProductCategoryKey GROUP BY dpc.EnglishProductCategoryName ORDER BY AvgPrice DESC;",
{
"how many active customers did we have June 1st, 2010?": "SELECT COUNT(DISTINCT fis.CustomerKey) AS ActiveCustomerCount FROM factinternetsales fis JOIN dimdate dd ON fis.OrderDateKey = dd.DateKey WHERE dd.FullDateAlternateKey BETWEEN DATEADD(MONTH, -6, '2010-06-01') AND '2010-06-01' GROUP BY fis.CustomerKey HAVING COUNT(fis.SalesOrderNumber) >= 2;",
"which promotion was the most impactful?": "SELECT dp.EnglishPromotionName, SUM(fis.SalesAmount) AS PromotionRevenue FROM factinternetsales fis JOIN dimpromotion dp ON fis.PromotionKey = dp.PromotionKey GROUP BY dp.EnglishPromotionName ORDER BY PromotionRevenue DESC;",
"who are the top 5 customers by total sales amount?": "SELECT TOP 5 CONCAT(dc.FirstName, ' ', dc.LastName) AS CustomerName, SUM(fis.SalesAmount) AS TotalSpent FROM factinternetsales fis JOIN dimcustomer dc ON fis.CustomerKey = dc.CustomerKey GROUP BY CONCAT(dc.FirstName, ' ', dc.LastName) ORDER BY TotalSpent DESC;",
"what is the total sales amount by year?": "SELECT dd.CalendarYear, SUM(fis.SalesAmount) AS TotalSales FROM factinternetsales fis JOIN dimdate dd ON fis.OrderDateKey = dd.DateKey GROUP BY dd.CalendarYear ORDER BY dd.CalendarYear;",
"which product category generated the highest revenue?": "SELECT dpc.EnglishProductCategoryName, SUM(fis.SalesAmount) AS CategoryRevenue FROM factinternetsales fis JOIN dimproduct dp ON fis.ProductKey = dp.ProductKey JOIN dimproductcategory dpc ON dp.ProductSubcategoryKey = dpc.ProductCategoryKey GROUP BY dpc.EnglishProductCategoryName ORDER BY CategoryRevenue DESC;",
"what is the average sales amount per order by territory?": "SELECT dst.SalesTerritoryRegion, AVG(fis.SalesAmount) AS AvgOrderValue FROM factinternetsales fis JOIN dimsalesterritory dst ON fis.SalesTerritoryKey = dst.SalesTerritoryKey GROUP BY dst.SalesTerritoryRegion ORDER BY AvgOrderValue DESC;",
"what is the total sales amount by currency?": "SELECT dc.CurrencyName, SUM(fis.SalesAmount) AS TotalSales FROM factinternetsales fis JOIN dimcurrency dc ON fis.CurrencyKey = dc.CurrencyKey GROUP BY dc.CurrencyName ORDER BY TotalSales DESC;",
"which product had the highest sales revenue last year?": "SELECT dp.EnglishProductName, SUM(fis.SalesAmount) AS TotalRevenue FROM factinternetsales fis JOIN dimproduct dp ON fis.ProductKey = dp.ProductKey JOIN dimdate dd ON fis.ShipDateKey = dd.DateKey WHERE dd.CalendarYear = YEAR(GETDATE()) - 1 GROUP BY dp.EnglishProductName ORDER BY TotalRevenue DESC;",
"what are the monthly sales trends for the last year?": "SELECT dd.CalendarYear, dd.MonthNumberOfYear, SUM(fis.SalesAmount) AS TotalSales FROM factinternetsales fis JOIN dimdate dd ON fis.ShipDateKey = dd.DateKey WHERE dd.CalendarYear = YEAR(GETDATE()) - 1 GROUP BY dd.CalendarYear, dd.MonthNumberOfYear ORDER BY dd.CalendarYear, dd.MonthNumberOfYear;",
"how did the latest promotion affect sales revenue?": "SELECT dp.EnglishPromotionName, SUM(fis.SalesAmount) AS PromotionRevenue FROM factinternetsales fis JOIN dimpromotion dp ON fis.PromotionKey = dp.PromotionKey WHERE dp.StartDate >= DATEADD(MONTH, 0, GETDATE()) GROUP BY dp.EnglishPromotionName ORDER BY PromotionRevenue DESC;",
"which territory had the highest sales revenue?": "SELECT dst.SalesTerritoryRegion, SUM(fis.SalesAmount) AS TotalSales FROM factinternetsales fis JOIN dimsalesterritory dst ON fis.SalesTerritoryKey = dst.SalesTerritoryKey GROUP BY dst.SalesTerritoryRegion ORDER BY TotalSales DESC;",
"who are the top 5 resellers by total sales amount?": "SELECT TOP 5 dr.ResellerName, SUM(frs.SalesAmount) AS TotalSales FROM factresellersales frs JOIN dimreseller dr ON frs.ResellerKey = dr.ResellerKey GROUP BY dr.ResellerName ORDER BY TotalSales DESC;",
"what is the total sales amount by customer region?": "SELECT dg.EnglishCountryRegionName, SUM(fis.SalesAmount) AS TotalSales FROM factinternetsales fis JOIN dimcustomer dc ON fis.CustomerKey = dc.CustomerKey JOIN dimgeography dg ON dc.GeographyKey = dg.GeographyKey GROUP BY dg.EnglishCountryRegionName ORDER BY TotalSales DESC;",
"which product category had the highest average sales price?": "SELECT dpc.EnglishProductCategoryName, AVG(fis.UnitPrice) AS AvgPrice FROM factinternetsales fis JOIN dimproduct dp ON fis.ProductKey = dp.ProductKey JOIN dimproductcategory dpc ON dp.ProductSubcategoryKey = dpc.ProductCategoryKey GROUP BY dpc.EnglishProductCategoryName ORDER BY AvgPrice DESC;"
}
```

Expand Down Expand Up @@ -237,4 +237,4 @@ print(response["result"])
## Related content

- [AI skill concept](concept-ai-skill.md)
- [How to create an AI skill](how-to-create-ai-skill.md)
- [How to create an AI skill](how-to-create-ai-skill.md)