Record, CLM, bronze and silver
CLM-431467
Received 2026-01-21T06:09:03Z, line 10,633 of the CLM feed
CLMScored
Bronze vs silver
Field by field: what arrived, what normalisation produced, and whether anything changed
| Field | Bronze (as received) | Silver (normalised) | Change |
|---|---|---|---|
| First name | HEATHER | Heather | Changed |
| Middle | — | — | Unchanged |
| Last name | KIM | Kim | Changed |
| Date of birth | 01/04/2006 | 2006-01-04 | Parsed |
| Gender | F | F | Unchanged |
| Member ID | ·uhc-33481-45 | UHC-33481-45 | Parsed |
| SSN | — | — | Unchanged |
| Phone | (631) 858-7406 | 6318587406 | Parsed |
| - | — | Cleared | |
| Address | 4203 Harbor Boulevard | 4203 Harbor Blvd | Changed |
| City | Tempe | Tempe | Unchanged |
| State | AZ | AZ | Unchanged |
| ZIP | 85255 | 85255 | Unchanged |
| Group | GRP-3229 | GRP-3229 | Unchanged |
| Plan | CORE-HMO | CORE-HMO | Unchanged |
- Quality score
- 0.72
- Name key
- heather|kim
- Address key
- 4203|harbor|85255
- Canonical first
- heather
Quality flags
8 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
- Member ID reformattedMember ID re-hyphenated and upper-cased to the UHC-#####-## pattern
- 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
- 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-63897 | 1.00 | Scored | — | Auto-linked |
| CLM-431468 | 0.99 | Rule | D1 member id + dob exact | Auto-linked |
| ENR-141326 | 0.99 | Rule | D1 member id + dob exact | Auto-linked |
| CLM-431469 | 0.83 | Scored | — | Sent to steward |
Resolution
Linked 2026-10-19 19:54:36
- Identity
- MBR-006311
- Method
- Scored
- Confidence
- 1.00
- Rule
- weighted score, no rule
Golden record: Heather Kim, 2006-01-04, 4 records, Verified
Evidence
Matched against TPA-63897
| Field | Similarity | Weight | Note |
|---|---|---|---|
| Name | 1.00 | 3.0 | |
| Date of birth | 1.00 | 3.0 | exact |
| Address | 1.00 | 2.0 | exact |
Audit
5 hash-chained entries for this record
- Record linked automatically9b5a1e5c4c2026-10-19 19:54:38, scoring_agentidentity id MBR-006311, confidence 1, method probabilistic, matched record TPA-63897, policy version 1
- Record linked automatically0673c68cf92026-10-19 19:52:09, scoring_agentidentity id MBR-006311, confidence 1, method probabilistic, matched record TPA-63897, policy version 1
- Record linked automatically107279ff532026-10-19 19:45:42, scoring_agentidentity id MBR-006311, confidence 1, method probabilistic, matched record TPA-63897, policy version 1
- Record linked automatically92c97e1ec62026-10-19 19:32:31, scoring_agentidentity id MBR-006311, confidence 1, method probabilistic, matched record TPA-63897, policy version 1
- Record linked automatically8d34f586f62026-10-19 19:31:28, scoring_agentidentity id MBR-012917, confidence 1, method probabilistic, matched record ENR-141537, policy version 1