Dakota AI Demo: Sales Data Cleaner and Trend Analyzer

Raw Records: ${rawData.length} (with duplicates, missing values, invalid rows)
Cleaned Records: ${cleanedData.length}
Total Valid Sales: $${cleanSales.reduce((a,b)=>a+b,0).toFixed(2)}
Average Sales by Region:

This demo loads messy sales data, performs automated cleaning (removes duplicates, fills missing values), applies statistical models (average sales by region), and visualizes trends.

Dakota AI Demo: Sales Data Cleaner and Trend Analyzer

Raw Data

Cleaned Data