Round #663

10 May 2026, 08:36· csharp· qwen2.5-coder-7b-instruct· r13-clean-hints
Complexity
band 0
ZP / UO / OBS
0 / 0 / 0
Journey weight
0
Lightshift ΔL

Prompt

Pivot a table of monthly_sales (month, year, total) to columns per month.

Zero-point index (what the engine surfaced)

ZPI-ZPI-0012 | 2026-05-10T08:36:06Z Pivot a table of monthly_sales (month, year, total) to columns per month. ZERO POINT — 0 entries (structural invariants) UNOBSERVED — 0 entries (implied truths) OBSERVED — 0 entries (explicit in request) COMPLEXITY │ 0 entries │ spread: 0° │ band: LOW

Baseline response (no ZPI)

To pivot a table of `monthly_sales` with columns for each month, you can use SQL or a programming language like C# with a database library such as Entity Framework or Dapper. Below is an example using C# and Entity Framework. ### Step 1: Define the Models First, define your models to represent the `monthly_sales` table and the pivoted result. ```csharp public class MonthlySales { public int Id { get; set; } public string Month { get; set; } public int Year { get; set; } public decimal Total { get; set; } } public class PivotedMonthlySales { public int Year { get; set; } public decimal? January { get; set; } public decimal? February { get; set; } public decimal? March { get; set; } public decimal? April { get; set; } public decimal? May { get; set; } public decimal? June { get; set; } public decimal? July { get; set; } public decimal? August { get; set; } public decimal? September { get; set; } public decimal? October { get; set; } public decimal? November { get; set; } public decimal? December { get; set; } } ``` ### Step 2: Create the DbContext Assuming you have an Entity Framework `DbContext` setup: ```csharp public class SalesContext : DbContext { public DbSet<MonthlySales> MonthlySales { get; set; } protected override void OnConfiguring(DbContextOptionsBuilder optionsBuilder) { optionsBuilder.UseSqlServer("YourConnectionStringHere"); } } ``` ### Step 3: Write the Query to Pivot the Data You can use LINQ to pivot the data. Here's an example: ```csharp using (var context = new SalesContext()) { var pivotedData = from sales in context.MonthlySales group sales by sales.Year into yearlyGroups select new PivotedMonthlySales { Year = yearlyGroups.Key, January = yearlyGroups.FirstOrDefault(s => s.Month == "January")?.Total, February = yearlyGroups.FirstOrDefault(s => s.Month == "February")?.Total, March = yearlyGroups.FirstOrDefault(s => s.Month == "March")?.Total, April = yearlyGroups.FirstOrDefault(s => s.Month == "April")?.Total, May = yearlyGroups.FirstOrDefault(s => s.Month == "May")?.Total, June = yearlyGroups.FirstOrDefault(s => s.Month == "June")?.Total, July = yearlyGroups.FirstOrDefault(s => s.Month == "July")?.Total, August = yearlyGroups.FirstOrDefault(s => s.Month == "August")?.Total, September = yearlyGroups.FirstOrDefault(s => s.Month == "September")?.Total, October = yearlyGroups.FirstOrDefault(s => s.Month == "October")?.Total, November = yearlyGroups.FirstOrDefault(s => s.Month == "November")?.Total, December = yearlyGroups.FirstOrDefault(s => s.Month == "December")?.Total }; foreach (var item in pivotedData) { Console.WriteLine($"Year: {item.Year}, January: {item.January}, February: {item.February}, March: {item.March}, April: {item.April}, May: {item.May}, June: {item.June}, July: {item.July}, August: {item.August}, September: {item.September}, October: {item.October}, November: {item.November}, December: {item.December}"); } } ``` ### Explanation 1. **Grouping**: The data is grouped by `Year`. 2. **Selecting Pivoted Data**: For each year, we select a new `PivotedMonthlySales` object where each month's total is fetched from the original data. 3. **Handling Missing Months**: If a month doesn't exist for a given year, it will be `null`. ### Step 4: Run the Query When you run this code, it will output the pivoted data with columns for each month. This approach ensures that your data is pivot correctly and efficiently using C# and Entity Framework.

Enhanced response (with ZPI)

To pivot a table of `monthly_sales` (with columns `month`, `year`, and `total`) into columns per month, you can use the `PivotTable` method from the `Microsoft.Office.Interop.Excel` library in C#. This approach involves creating an Excel application instance, opening a workbook, and then performing the pivot operation. Here's a complete implementation: ```csharp using System; using Microsoft.Office.Interop.Excel; class Program { static void Main() { // Sample data var monthlySales = new[] { new { Month = "Jan", Year = 2023, Total = 100 }, new { Month = "Feb", Year = 2023, Total = 150 }, new { Month = "Mar", Year = 2023, Total = 200 }, new { Month = "Jan", Year = 2024, Total = 120 }, new { Month = "Feb", Year = 2024, Total = 170 }, new { Month = "Mar", Year = 2024, Total = 220 } }; // Create an Excel application instance Application excelApp = new Application(); excelApp.Visible = true; // Add a new workbook Workbook workbook = excelApp.Workbooks.Add(Type.Missing); Worksheet worksheet = (Worksheet)workbook.Sheets[1]; // Write headers worksheet.Cells[1, 1] = "Year"; for (int i = 0; i < 3; i++) { worksheet.Cells[1, i + 2] = Enum.GetName(typeof(Month), i); } // Populate data int row = 2; foreach (var sale in monthlySales) { worksheet.Cells[row, 1] = sale.Year; for (int i = 0; i < 3; i++) { if (Enum.GetName(typeof(Month), i) == sale.Month) { worksheet.Cells[row, i + 2] = sale.Total; } } row++; } // Create pivot table Range dataRange = worksheet.Range[worksheet.Cells[1, 1], worksheet.Cells[row - 1, 4]]; PivotCache pivotCache = workbook.PivotCaches().Create(SourceType: XlPivotSourceType.xlDatabase, SourceData: dataRange); PivotTable pivotTable = pivotCache.CreatePivotTable(TableDestination: worksheet.Cells[row + 2, 1], TableName: "MonthlySalesPivot"); // Configure pivot table PivotField yearField = (PivotField)pivotTable.PivotFields["Year"]; yearField.Orientation = XlPivotFieldOrientation.xlRowField; PivotField monthField = (PivotField)pivotTable.PivotFields[Enum.GetName(typeof(Month), 0)]; monthField.Orientation = XlPivotFieldOrientation.xlColumnField; PivotField totalField = (PivotField)pivotTable.PivotFields["Total"]; totalField.Orientation = XlPivotFieldOrientation.xlDataField; } } public enum Month { Jan, Feb, Mar } ``` ### Explanation: 1. **Sample Data**: We create a sample array of anonymous objects representing the `monthly_sales` data. 2. **Excel Application Instance**: We create an instance of the Excel application and make it visible for demonstration purposes. 3. **Workbook and Worksheet**: We add a new workbook and select the first worksheet. 4. **Headers**: We write headers to the worksheet, including "Year" and month columns. 5. **Data Population**: We populate the data into the worksheet based on the sample data. 6. **Pivot Table Creation**: - We define the range of data that will be used for the pivot table. - We create a pivot cache from this data range. - We create a pivot table in the worksheet and configure its fields to display "Year" as row labels, months as column labels, and "Total" as data. 7. **Pivot Field Configuration**: We set the orientation of each field to ensure they are displayed correctly in the pivot table. This implementation uses the `Microsoft.Office.Interop.Excel` library to create an Excel workbook, populate it with data, and then create a pivot table based on that data. The pivot table is configured to display sales totals by year and month.

Grader chain

Each grader reads the same baseline + enhanced pair and casts an independent verdict. Disagreement is the framework's own signal — not noise to be averaged away.

V1samba/Meta-Llama-3.3-70B-Instruct
Better
V4qwen2.5-coder-3b-instruct
Better
V5openrouter/qwen/qwen3-235b-a22b-2507
Worse
V7qwen2.5-coder-7b-instruct
Better
V8openai/gpt-4.1
Worse
V9anthropic/claude-opus-4-7
Worse
V12openai/gpt-4o
Better

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