Record, CLM, bronze and silver
CLM-421735
Received 2026-02-21T22:06:55Z, line 57,260 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 | LUIS | Luis | Changed |
| Middle | — | — | Unchanged |
| Last name | SINGH | Singh | Changed |
| Date of birth | ·3/23/1964 | 1964-03-23 | Parsed |
| Gender | M | M | Unchanged |
| Member ID | N/A | — | Cleared |
| SSN | - | — | Cleared |
| Phone | 573-356-3977 | 5733563977 | Parsed |
| null | — | Cleared | |
| Address | — | — | Unchanged |
| City | — | — | Unchanged |
| State | — | — | Unchanged |
| ZIP | NULL | — | Cleared |
| Group | GRP-7646 | GRP-7646 | Unchanged |
| Plan | — | — | Unchanged |
- Quality score
- 0.90
- Name key
- luis|singh
- Address key
- —
- Canonical first
- luis
Quality flags
5 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
- 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-421736 | 0.99 | Scored | — | Auto-linked |
Resolution
Linked 2026-10-22 12:43:43
- Identity
- MBR-006609
- Method
- Scored
- Confidence
- 0.99
- Rule
- weighted score, no rule
Golden record: Luis Singh, 1964-03-23, 2 records, Verified
Evidence
Matched against CLM-421736
| Field | Similarity | Weight | Note |
|---|---|---|---|
| Name | 0.98 | 3.0 | |
| Date of birth | 1.00 | 3.0 | exact |
| Phone | 1.00 | 1.5 |
Audit
6 hash-chained entries for this record
- Record linked automatically0bc47fea592026-10-22 12:43:53, scoring_agentidentity id MBR-006609, confidence 0.991, method probabilistic, matched record CLM-421736, policy version 1
- Record linked automaticallycbfd797d402026-10-19 19:54:38, scoring_agentidentity id MBR-006609, confidence 0.991, method probabilistic, matched record CLM-421736, policy version 1
- Record linked automaticallyc625bb72812026-10-19 19:52:09, scoring_agentidentity id MBR-006609, confidence 0.991, method probabilistic, matched record CLM-421736, policy version 1
- Record linked automaticallyae400cb5252026-10-19 19:45:42, scoring_agentidentity id MBR-006609, confidence 0.991, method probabilistic, matched record CLM-421736, policy version 1
- Record linked automatically54ece01f382026-10-19 19:32:31, scoring_agentidentity id MBR-006609, confidence 0.991, method probabilistic, matched record CLM-421736, policy version 1
- Record linked automatically2fa52a68792026-10-19 19:31:28, matching_agentidentity id MBR-032801, confidence 0.99, rule D1 member_id + dob exact, method deterministic, matched record CLM-421736