Record, CLM, bronze and silver
CLM-428502
Received 2026-10-03T20:54:35Z, line 88,428 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 | KIMBERLY | Kimberly | Changed |
| Middle | — | — | Unchanged |
| Last name | HOWARD | Howard | Changed |
| Date of birth | 9/21/2008 | 2008-09-21 | Parsed |
| Gender | Male | M | Parsed |
| Member ID | — | — | Unchanged |
| SSN | •••-••-2118 | •••-••-2118 | Unchanged |
| Phone | (242) 660-4068 | 2426604068 | Parsed |
| UNKNOWN | — | Cleared | |
| Address | 1953 Desert Sky Blvd | 1953 Desert Sky Blvd | Unchanged |
| City | Chandler | Chandler | Unchanged |
| State | AZ | AZ | Unchanged |
| ZIP | 85280 | 85280 | Unchanged |
| Group | GRP-5649 | GRP-5649 | Unchanged |
| Plan | OPTIONS-PPO | OPTIONS-PPO | Unchanged |
- Quality score
- 0.78
- Name key
- kimberly|howard
- Address key
- 1953|desert sky|85280
- Canonical first
- kimberly
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
- Gender normalisedGender mapped to F or M from a longer or variant value
- 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-428501 | 0.97 | Rule | D2 ssn4 + dob + last name | Auto-linked |
| ENR-137388 | 0.97 | Rule | D2 ssn4 + dob + last name | Auto-linked |
Resolution
Linked 2026-10-19 19:54:36
- Identity
- MBR-025900
- Method
- Rule
- Confidence
- 0.97
- Rule
- D2 ssn4 + dob + last name
Golden record: Kimberly Howard, 2008-09-21, 3 records, Verified
Evidence
Matched against CLM-428501
| Field | Similarity | Weight | Note |
|---|---|---|---|
| Name | 1.00 | 3.0 | |
| Date of birth | 1.00 | 3.0 | exact |
| SSN (last four) | 1.00 | 2.5 | |
| Phone | 1.00 | 1.5 | |
| Address | 1.00 | 2.0 | exact |
Audit
5 hash-chained entries for this record
- Record linked automatically04e1f537572026-10-19 19:54:38, matching_agentidentity id MBR-025900, confidence 0.97, rule D2 ssn4 + dob + last name, method deterministic, matched record CLM-428501
- Record linked automaticallye36d63f38d2026-10-19 19:52:09, matching_agentidentity id MBR-025900, confidence 0.97, rule D2 ssn4 + dob + last name, method deterministic, matched record CLM-428501
- Record linked automatically17f9e968e92026-10-19 19:45:42, matching_agentidentity id MBR-025900, confidence 0.97, rule D2 ssn4 + dob + last name, method deterministic, matched record CLM-428501
- Record linked automatically76d3c360e62026-10-19 19:32:31, matching_agentidentity id MBR-025900, confidence 0.97, rule D2 ssn4 + dob + last name, method deterministic, matched record CLM-428501
- Record linked automaticallydccfa381502026-10-19 19:31:28, scoring_agentidentity id MBR-014232, confidence 1, method probabilistic, matched record CLM-428501, policy version 1