NEXUS
DATA INTELLIGENCE / CLIENT REPORTING
SYNTHETIC SALES REPORT · 04 / FINANCIAL OPERATIONS

From inconsistent files to trusted KPIs

Standalone report generated by Python from sales.csv + customers.xlsx.
SYNTHETIC DATA ONLY
Recognized revenue$56,975.50USD · paid / completed only
Valid sales records19296.0% of source rows
Excluded records8Every exclusion is logged
ReconciliationPASSValid + excluded = 200 input rows

Revenue by month

2026-06$12,603.00
2026-07$13,594.90
2026-08$17,437.70
2026-09$13,339.90

Revenue by category

Hardware$24,545.60
Services$15,505.00
Software$14,771.00
Supplies$2,153.90

Revenue by segment

Enterprise$19,626.60
Midmarket$20,953.70
Small Business$16,395.20

Quality issues

IssueAffected rows
Conflicting Order Id2
Exact Duplicate Order Id1
Invalid Date1
Invalid Quantity1
Invalid Status1
Invalid Unit Price1
Unknown Customer1

A single rejected record may have multiple issues.

Revenue policy & controls

Paid or completed orders159
Fully refunded orders18 / $6,724.60 gross refunded value
Cancelled orders15 / $6,399.50 cancelled value
Source / accepted / excluded200 / 192 / 8

Revenue is recognized only for paid or completed orders. Fully refunded and cancelled orders are excluded from recognized revenue and displayed separately, never subtracted twice. This is a demo policy, not an accounting standard.