Record, CLM , bronze and silver
CLM-416731
Received 2026-02-04T06:10:47Z, line 30,642 of the CLM feed
CLM Scored
Bronze vs silver
Field by field: what arrived, what normalisation produced, and whether anything changed
| Field | Bronze (as received) | Silver (normalised) | Change |
|---|---|---|---|
| First name | THOMAS | Thomas | Changed |
| Middle | — | — | Unchanged |
| Last name | BLACK | Black | Changed |
| Date of birth | 10/13/62 | 1962-10-13 | Parsed |
| Gender | Male | M | Parsed |
| Member ID | UHC-99272-93 | UHC-99272-93 | Unchanged |
| SSN | NULL | — | Cleared |
| Phone | N/A | — | Cleared |
| THOMAS.BLACK19@AOL.COM | thomas.black19@aol.com | Changed | |
| Address | 9730 Oak Street | 9730 Oak St | Changed |
| City | Glendale·· | Glendale | Changed |
| State | AZ | AZ | Unchanged |
| ZIP | 85321 | 85321 | Unchanged |
| Group | UNKNOWN | — | Cleared |
| Plan | CORE-HMO | CORE-HMO | Unchanged |
- Quality score
- 0.48
- Name key
- thomas|black
- Address key
- 9730|oak|85321
- Canonical first
- thomas
Quality flags
8 raised during normalisation
- Name re-casedName letter-case rewritten to Title Case and stray characters removed
- Two-digit birth yearDate of birth carried a two-digit year; century inferred by pivot
- Street suffix standardisedStreet suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
- Address re-casedStreet line re-cased and punctuation removed
- Email lower-casedEmail lower-cased
- Gender normalisedGender mapped to F or M from a longer or variant value
- Whitespace trimmedLeading or trailing whitespace removed from one or more fields
- Placeholder values clearedPlaceholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Candidate pairs
Every scored comparison involving this record, highest score first
| Other record | Score | Method | Rule | Decision |
|---|---|---|---|---|
| TPA-57362 | 1.00 | Scored | — | Auto-linked |
| CLM-416730 | 0.99 | Rule | D1 member id + dob exact | Auto-linked |
| ENR-121975 | 0.99 | Rule | D1 member id + dob exact | Auto-linked |
Resolution
Linked 2026-10-19 19:54:36
- Identity
- MBR-000121
- Method
- Scored
- Confidence
- 1.00
- Rule
- weighted score, no rule
Golden record: Thomas Black, 1962-10-13, 4 records, Verified
Evidence
Matched against TPA-57362
| Field | Similarity | Weight | Note |
|---|---|---|---|
| Name | 1.00 | 3.0 | |
| Date of birth | 1.00 | 3.0 | exact |
| Address | 1.00 | 2.0 | exact |
Audit
4 hash-chained entries for this record
- Record linked automatically3f468d30572026-10-19 19:54:38, scoring_agentidentity id MBR-000121, confidence 1, method probabilistic, matched record TPA-57362, policy version 1
- Record linked automatically73b0be1f882026-10-19 19:52:08, scoring_agentidentity id MBR-000121, confidence 1, method probabilistic, matched record TPA-57362, policy version 1
- Record linked automatically544f5ebf972026-10-19 19:45:41, scoring_agentidentity id MBR-000121, confidence 1, method probabilistic, matched record TPA-57362, policy version 1
- Record linked automaticallya112781c2f2026-10-19 19:32:30, scoring_agentidentity id MBR-000121, confidence 1, method probabilistic, matched record TPA-57362, policy version 1