Record, CLM, bronze and silver
CLM-414539
Received 2026-10-03T19:47:53Z, line 17,569 of the CLM feed
CLMRule
Bronze vs silver
Field by field: what arrived, what normalisation produced, and whether anything changed
| Field | Bronze (as received) | Silver (normalised) | Change |
|---|---|---|---|
| First name | BOOBBY | Boobby | Changed |
| Middle | L. | L | Changed |
| Last name | CARROLL | Carroll | Changed |
| Date of birth | 19980903 | 1998-09-03 | Parsed |
| Gender | Male | M | Parsed |
| Member ID | UHC-56827-60 | UHC-56827-60 | Unchanged |
| SSN | null | — | Cleared |
| Phone | ·14596140892 | 4596140892 | Parsed |
| — | — | Unchanged | |
| Address | 8355 Palm Dr | 8355 Palm Dr | Unchanged |
| City | Chandler | Chandler | Unchanged |
| State | Arizona | AZ | Changed |
| ZIP | ·85254 | 85254 | Changed |
| Group | GRP-9512 | GRP-9512 | Unchanged |
| Plan | OPTIONS-PPO | OPTIONS-PPO | Unchanged |
- Quality score
- 0.62
- Name key
- boobby|carroll
- Address key
- 8355|palm|85254
- Canonical first
- boobby
Quality flags
7 raised during normalisation
- Name re-casedName letter-case rewritten to Title Case and stray characters removed
- Date of birth reformattedDate of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
- Phone reformattedPhone reduced to ten digits, punctuation and leading country code removed
- State name converted to codeFull state name replaced by its two-letter USPS code
- 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 |
|---|---|---|---|---|
| CLM-414541 | 0.99 | Rule | D1 member id + dob exact | Auto-linked |
| CLM-414542 | 0.99 | Rule | D1 member id + dob exact | Auto-linked |
| ENR-119138 | 0.99 | Rule | D1 member id + dob exact | Auto-linked |
| CLM-414540 | 0.91 | Scored | — | Auto-linked |
Resolution
Linked 2026-10-19 19:54:36
- Identity
- MBR-024104
- Method
- Rule
- Confidence
- 0.99
- Rule
- D1 member id + dob exact
Golden record: Bobby Carroll, 1998-09-03, 5 records, Verified
Evidence
Matched against CLM-414541
| Field | Similarity | Weight | Note |
|---|---|---|---|
| Name | 0.76 | 3.0 | |
| Date of birth | 1.00 | 3.0 | exact |
| Member ID | 1.00 | 4.0 | |
| Phone | 1.00 | 1.5 | |
| Address | 1.00 | 2.0 | exact |
Audit
5 hash-chained entries for this record
- Record linked automatically997ce64b122026-10-19 19:54:38, matching_agentidentity id MBR-024104, confidence 0.99, rule D1 member_id + dob exact, method deterministic, matched record CLM-414541
- Record linked automatically1f6c5148bf2026-10-19 19:52:09, matching_agentidentity id MBR-024104, confidence 0.99, rule D1 member_id + dob exact, method deterministic, matched record CLM-414541
- Record linked automaticallye6f2a356be2026-10-19 19:45:42, matching_agentidentity id MBR-024104, confidence 0.99, rule D1 member_id + dob exact, method deterministic, matched record CLM-414541
- Record linked automatically8560218f542026-10-19 19:32:31, matching_agentidentity id MBR-024104, confidence 0.99, rule D1 member_id + dob exact, method deterministic, matched record CLM-414541
- Record linked automatically4bd7fac4512026-10-19 19:31:28, scoring_agentidentity id MBR-019178, confidence 1, method probabilistic, matched record ENR-119065, policy version 1