Record, CLM, bronze and silver
CLM-426634
Received 2026-10-11T09:33:07Z, line 90,425 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 | Cooper, Barbara | Barbara | Changed |
| Middle | — | — | Unchanged |
| Last name | ·· | Cooper | Changed |
| Date of birth | 09/17/1993 | 1993-09-17 | Parsed |
| Gender | Male | M | Parsed |
| Member ID | N/A | — | Cleared |
| SSN | - | — | Cleared |
| Phone | +1 492 742 8526 | 4927428526 | Parsed |
| UNKNOWN | — | Cleared | |
| Address | 1440 Forest Avenue | 1440 Forest Ave | Changed |
| City | Tempe | Tempe | Unchanged |
| State | AZ | AZ | Unchanged |
| ZIP | 85245 | 85245 | Unchanged |
| Group | GRP-1660 | GRP-1660 | Unchanged |
| Plan | MEDICARE-ADV-A | MEDICARE-ADV-A | Unchanged |
- Quality score
- 0.48
- Name key
- barbara|cooper
- Address key
- 1440|forest|85245
- Canonical first
- barbara
Quality flags
8 raised during normalisation
- Name split from “Last, First”First-name field held "LAST, FIRST"; the two parts were split into their own fields
- 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-134931 | 1.00 | Scored | — | Auto-linked |
| TPA-61765 | 1.00 | Scored | — | Auto-linked |
| CLM-426630 | 1.00 | Scored | — | Auto-linked |
| CLM-426631 | 1.00 | Scored | — | Auto-linked |
| CLM-426632 | 1.00 | Scored | — | Auto-linked |
| CLM-426633 | 1.00 | Scored | — | Auto-linked |
Resolution
Linked 2026-10-19 19:54:36
- Identity
- MBR-012284
- Method
- Scored
- Confidence
- 1.00
- Rule
- weighted score, no rule
Golden record: Barbara Cooper, 1993-09-17, 7 records, Verified
Evidence
Matched against TPA-61765
| Field | Similarity | Weight | Note |
|---|---|---|---|
| Name | 1.00 | 3.0 | |
| Date of birth | 1.00 | 3.0 | exact |
| Phone | 1.00 | 1.5 | |
| Address | 1.00 | 2.0 | exact |
Audit
5 hash-chained entries for this record
- Record linked automatically40b137b5d02026-10-19 19:54:38, scoring_agentidentity id MBR-012284, confidence 1, method probabilistic, matched record TPA-61765, policy version 1
- Record linked automatically8715462a192026-10-19 19:52:09, scoring_agentidentity id MBR-012284, confidence 1, method probabilistic, matched record TPA-61765, policy version 1
- Record linked automaticallye9c1d9158b2026-10-19 19:45:42, scoring_agentidentity id MBR-012284, confidence 1, method probabilistic, matched record TPA-61765, policy version 1
- Record linked automaticallyb53527ba0c2026-10-19 19:32:31, scoring_agentidentity id MBR-012284, confidence 1, method probabilistic, matched record TPA-61765, policy version 1
- Record linked automaticallyeb9787c2582026-10-19 19:31:28, matching_agentidentity id MBR-002831, confidence 0.99, rule D1 member_id + dob exact, method deterministic, matched record ENR-135230