Spreadsheet Data Quality Checker: Comprehensive Quality Audit & Hygiene Report
Data governance officers, analytics leads, and consultants validating client datasets before loading into production ERP or BI systems.
Drop your workbook to calculate an instant 0-100% Data Health Score
Runs 12 automated audits across duplicates, date integrity, whitespace defects, and formula errors with verified audit reporting.
Key Capabilities & Built-In Algorithms
Automated rules calibrated for this specific spreadsheet operation:
How We Calculate Your Spreadsheet Hygiene Score
SheetFix AI evaluates dataset health using a weighted penalty model. High-severity defects like duplicate rows (-4% each) and broken formulas (-3% each) severely degrade data integrity. Medium-severity defects like mixed date formats (-2%) and low-severity whitespace padding (-1%) are highlighted with recommended automatic repairs, letting you elevate your score to 100% in seconds.
Realistic Before-and-After Demonstration
Notice how raw defect rows are specifically transformed by the Spreadsheet Data Quality Checker engine:
| Audit Dimension | Threshold / Rule Tested | Issues Found in Dataset | Severity Level | Automated Repair Status |
|---|---|---|---|---|
| Row Uniqueness | Exact & composite duplicate detection | 24 duplicate rows detected | HIGH (Critical) | Safe keep-first elimination ready |
| Date Integrity | Mixed DD/MM vs MM/DD & 5-digit serials | 18 date format inconsistencies | HIGH (Critical) | Auto-convert to ISO YYYY-MM-DD ready |
| Whitespace Hygiene | Leading, trailing & ASCII 160 NBSP spaces | 56 cells with ghost spaces | MEDIUM (Warning) | Auto-trim & collapse ready |
| Numeric Schema | Text-formatted numbers & currency symbols | 31 numbers stored as text | HIGH (Critical) | Convert to native numeric ready |
| Ghost Rows & Blanks | Empty rows beyond active data boundary | 7 completely blank rows | LOW (Efficiency) | Safe purge ready |
| Audit Dimension | Threshold / Rule Tested | Issues Found in Dataset | Severity Level | Automated Repair Status |
|---|---|---|---|---|
| Row Uniqueness | Exact & composite duplicate detection | 0 Duplicate Rows Remaining | PASSED ✓ | 24 duplicates removed with keep-first |
| Date Integrity | Mixed DD/MM vs MM/DD & 5-digit serials | 0 Date Anomalies Remaining | PASSED ✓ | Harmonized to ISO 8601 (YYYY-MM-DD) |
| Whitespace Hygiene | Leading, trailing & ASCII 160 NBSP spaces | 0 Whitespace Defects | PASSED ✓ | All cells trimmed & normalized |
| Numeric Schema | Text-formatted numbers & currency symbols | 0 Text Numbers | PASSED ✓ | Converted to IEEE 754 numeric floats |
| Ghost Rows & Blanks | Empty rows beyond active data boundary | 0 Ghost Rows | PASSED ✓ | All 7 empty rows safely purged |
Step-by-Step Spreadsheet Data Quality Checker Instructions
Clean and repair your data in four intuitive visual steps:
Frequently Asked Questions About Spreadsheet Data Quality Checker
Addressing technical edge cases, formula behavior, and security for this tool.
Related Spreadsheet Tools
Complementary tools for complete data cleaning workflows:
Ready to Use the Spreadsheet Data Quality Checker?
Drop your file or open the interactive demo dataset with this tool pre-configured. No registration or credit card needed.
Launch Spreadsheet Data Quality Checker in Workspace →