Audit · Oct 30, 2026 (demo)
Demo ModeDatabase Health
A detailed look at completeness and data quality. Select a category to filter the sample records below.
Missing information doesn’t always mean an error. Children often share a household email or phone, visitors may only give a first name, and not every profile needs a birthdate. Overlaps are counted once: 238 profiles (8.4%) are missing at least one contact method (142 email only + 55 phone only + 41 both).
Sample records
Showing 20 of 68 detailed fictional sample records · filter: Missing birthdate. Aggregate counts above cover all 2,847 profiles.
| Jenny Park | |
| Steve Wright | |
| Emily Davis | |
| Nick Hall | |
| Visitor (no last name) | Missing phoneIncomplete nameMissing birthdate |
| Dan Foster | Missing birthdatePotential duplicate |
| Matt Ruiz | Missing birthdatePotential duplicate |
| Amanda Pryce | Missing birthdatePotential duplicate |
| Abby Turner | Missing birthdatePotential duplicate |
| Maria Gonzales | Missing birthdatePotential duplicate |
| Tony Reed | Missing birthdatePotential duplicate |
| Ben Ortiz | Missing birthdatePotential duplicate |
| Ruth Anderson | Missing phoneMissing birthdate |
| Priya Shah | Missing phoneMissing birthdate |
| R. Castillo | Incomplete nameMissing birthdate |
| Teresa Long | Missing email & phoneMissing birthdate |
| Gabriel Stone | Missing emailMissing birthdate |
| Lisa Johnson | Missing birthdate |
| Paul Anderson | Missing birthdate |
| Naomi Fields | Missing birthdate |