Record, CLM, bronze and silver
CLM-417616
Received 2026-10-18T20:42:16Z, line 47,958 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 | Bobby | Bobby | Unchanged |
| Middle | — | — | Unchanged |
| Last name | Campbell·· | Campbell | Changed |
| Date of birth | 09/06/1954 | 1954-09-06 | Parsed |
| Gender | Female | F | Parsed |
| Member ID | — | — | Unchanged |
| SSN | •••-••-6884 | •••-••-6884 | Unchanged |
| Phone | ·695.274.4565 | 6952744565 | Parsed |
| NULL | — | Cleared | |
| Address | 2686 Church Street | 2686 Church St | Changed |
| City | Phoenix | Phoenix | Unchanged |
| State | AZ | AZ | Unchanged |
| ZIP | 85054 | 85054 | Unchanged |
| Group | GRP-8243 | GRP-8243 | Unchanged |
| Plan | null | — | Cleared |
- Quality score
- 0.62
- Name key
- robert|campbell
- Address key
- 2686|church|85054
- Canonical first
- robert
Quality flags
7 raised during normalisation
- 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
- 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
- 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 |
|---|---|---|---|---|
| ENR-123218 | 0.97 | Rule | D2 ssn4 + dob + last name | Auto-linked |
| CLM-417617 | 0.97 | Rule | D2 ssn4 + dob + last name | Auto-linked |
Resolution
Linked 2026-10-19 19:54:36
- Identity
- MBR-036733
- Method
- Rule
- Confidence
- 0.97
- Rule
- D2 ssn4 + dob + last name
Golden record: Bobby Campbell, 1954-09-06, 3 records, Verified
Evidence
Matched against ENR-123218
| 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 automaticallyfdd2d932012026-10-19 19:54:39, matching_agentidentity id MBR-036733, confidence 0.97, rule D2 ssn4 + dob + last name, method deterministic, matched record ENR-123218
- Record linked automatically5e652678072026-10-19 19:52:09, matching_agentidentity id MBR-036733, confidence 0.97, rule D2 ssn4 + dob + last name, method deterministic, matched record ENR-123218
- Record linked automatically1398b46aba2026-10-19 19:45:42, matching_agentidentity id MBR-036733, confidence 0.97, rule D2 ssn4 + dob + last name, method deterministic, matched record ENR-123218
- Record linked automatically9ac04c74bd2026-10-19 19:32:31, matching_agentidentity id MBR-036733, confidence 0.97, rule D2 ssn4 + dob + last name, method deterministic, matched record ENR-123218
- Record linked automaticallybd0c9d62e22026-10-19 19:31:28, scoring_agentidentity id MBR-004432, confidence 1, method probabilistic, matched record CLM-417615, policy version 1