Bob Resolve / Human review
What needs a human, most important first?
19 items, in the engine's order: high severity first, then the closest calls (the score nearest a cutoff line).
How to decide
- Compare the records side by side. Read the evidence and the rule for each item.
- Write one line per decided item in a file such as
decisions.jsonl. The decision issame_personordifferent_people; skip items you are not sure about. - Run the command below. It writes a new run; the old run is never changed.
Decision JSON and apply command
{"item_id": "rq-092f3edba885", "decision": "same_person", "reviewer": "your name", "decided_at": "2026-10-05T15:00:00+00:00", "note": "optional"}cd engine && uv run bob-resolve review apply --run ../runs/<id> --decisions decisions.jsonl --out ../runs --run-id <new id>
A "same person" decision on a pair becomes a merge with tier "Human review". Other decisions are stored as labels. Nothing here edits data: this page only reads the run.
- #1Review: medium prioritySuggestion: Unsure
Score 0.998, 0.008 above the auto-match line (0.99)
rq-19c565980cb7Review required: Already joined through other accepted links. This direct pair is still awaiting review.
- GR-007 Name and birth date only: Name and birth date are the only evidence. Nothing else agrees (no MBI, phone, email, street, or linking policy), so a person decides.
Compare records and matching evidence
Field Enrollment enrollment:209 Enrollment enrollment:210 Evidence First name Kevin Kevin AgreeSame Last name Khan Khan AgreeSame Birth date 1965-08-27 1965-08-27 AgreeSame MBI (last 4 only) Missing Missing MissingMissing on at least one record Street Missing Missing MissingMissing on at least one record City Missing Missing State Missing Missing MissingMissing on at least one record ZIP Missing Missing MissingMissing on at least one record Phone Missing Missing MissingMissing on at least one record Email Missing Missing MissingMissing on at least one record Source agency-a-derived/enrollment_clean.csv, row 209 agency-a-derived/enrollment_clean.csv, row 210 Active policy No Yes Decision line for this item
{"item_id":"rq-19c565980cb7","decision":"same_person","reviewer":"your name","decided_at":"2026-10-05T15:00:00+00:00"} - #2Review: medium prioritySuggestion: Unsure
Score 0.998, 0.008 above the auto-match line (0.99)
rq-6215d5d03689Review required: Already joined through other accepted links. This direct pair is still awaiting review.
- GR-007 Name and birth date only: Name and birth date are the only evidence. Nothing else agrees (no MBI, phone, email, street, or linking policy), so a person decides.
Compare records and matching evidence
Field Enrollment enrollment:1400 Enrollment enrollment:1401 Evidence First name Angelica Angelica AgreeSame Last name Herring Herring AgreeSame Birth date 1939-05-02 1939-05-02 AgreeSame MBI (last 4 only) Missing Missing MissingMissing on at least one record Street Missing Missing MissingMissing on at least one record City Missing Missing State Missing Missing MissingMissing on at least one record ZIP Missing Missing MissingMissing on at least one record Phone Missing Missing MissingMissing on at least one record Email Missing Missing MissingMissing on at least one record Source agency-a-derived/enrollment_clean.csv, row 1400 agency-a-derived/enrollment_clean.csv, row 1401 Active policy No Yes Decision line for this item
{"item_id":"rq-6215d5d03689","decision":"same_person","reviewer":"your name","decided_at":"2026-10-05T15:00:00+00:00"} - #3Review: medium prioritySuggestion: Unsure
Score 0.998, 0.008 above the auto-match line (0.99)
rq-65afb5e0c725Review required: Already joined through other accepted links. This direct pair is still awaiting review.
- GR-007 Name and birth date only: Name and birth date are the only evidence. Nothing else agrees (no MBI, phone, email, street, or linking policy), so a person decides.
Compare records and matching evidence
Field Enrollment enrollment:1073 Enrollment enrollment:1074 Evidence First name Kristin Kristin AgreeSame Last name Reed Reed AgreeSame Birth date 1937-05-12 1937-05-12 AgreeSame MBI (last 4 only) Missing Missing MissingMissing on at least one record Street Missing Missing MissingMissing on at least one record City Missing Missing State Missing Missing MissingMissing on at least one record ZIP Missing Missing MissingMissing on at least one record Phone Missing Missing MissingMissing on at least one record Email Missing Missing MissingMissing on at least one record Source agency-a-derived/enrollment_clean.csv, row 1073 agency-a-derived/enrollment_clean.csv, row 1074 Active policy No Yes Decision line for this item
{"item_id":"rq-65afb5e0c725","decision":"same_person","reviewer":"your name","decided_at":"2026-10-05T15:00:00+00:00"} - #4Review: medium prioritySuggestion: Unsure
Score 0.998, 0.008 above the auto-match line (0.99)
rq-6c236bea70ccReview required: Already joined through other accepted links. This direct pair is still awaiting review.
- GR-007 Name and birth date only: Name and birth date are the only evidence. Nothing else agrees (no MBI, phone, email, street, or linking policy), so a person decides.
Compare records and matching evidence
Field Enrollment enrollment:1121 Enrollment enrollment:1122 Evidence First name Brian Brian AgreeSame Last name Valenzuela Valenzuela AgreeSame Birth date 1951-06-13 1951-06-13 AgreeSame MBI (last 4 only) Missing Missing MissingMissing on at least one record Street Missing Missing MissingMissing on at least one record City Missing Missing State Missing Missing MissingMissing on at least one record ZIP Missing Missing MissingMissing on at least one record Phone Missing Missing MissingMissing on at least one record Email Missing Missing MissingMissing on at least one record Source agency-a-derived/enrollment_clean.csv, row 1121 agency-a-derived/enrollment_clean.csv, row 1122 Active policy No Yes Decision line for this item
{"item_id":"rq-6c236bea70cc","decision":"same_person","reviewer":"your name","decided_at":"2026-10-05T15:00:00+00:00"} - #5Review: medium prioritySuggestion: Unsure
Score 0.998, 0.008 above the auto-match line (0.99)
rq-9129130c0facReview required: Already joined through other accepted links. This direct pair is still awaiting review.
- GR-007 Name and birth date only: Name and birth date are the only evidence. Nothing else agrees (no MBI, phone, email, street, or linking policy), so a person decides.
Compare records and matching evidence
Field Enrollment enrollment:925 Enrollment enrollment:926 Evidence First name Carlos Carlos AgreeSame Last name Smith Smith AgreeSame Birth date 1935-06-29 1935-06-29 AgreeSame MBI (last 4 only) Missing Missing MissingMissing on at least one record Street Missing Missing MissingMissing on at least one record City Missing Missing State Missing Missing MissingMissing on at least one record ZIP Missing Missing MissingMissing on at least one record Phone Missing Missing MissingMissing on at least one record Email Missing Missing MissingMissing on at least one record Source agency-a-derived/enrollment_clean.csv, row 925 agency-a-derived/enrollment_clean.csv, row 926 Active policy No Yes Decision line for this item
{"item_id":"rq-9129130c0fac","decision":"same_person","reviewer":"your name","decided_at":"2026-10-05T15:00:00+00:00"} - #6Review: medium prioritySuggestion: Unsure
Score 0.998, 0.008 above the auto-match line (0.99)
rq-ef91d7428338Review required: Already joined through other accepted links. This direct pair is still awaiting review.
- GR-007 Name and birth date only: Name and birth date are the only evidence. Nothing else agrees (no MBI, phone, email, street, or linking policy), so a person decides.
Compare records and matching evidence
Field Enrollment enrollment:1559 Enrollment enrollment:1560 Evidence First name Tara Tara AgreeSame Last name Novak Novak AgreeSame Birth date 1958-04-27 1958-04-27 AgreeSame MBI (last 4 only) Missing Missing MissingMissing on at least one record Street Missing Missing MissingMissing on at least one record City Missing Missing State Missing Missing MissingMissing on at least one record ZIP Missing Missing MissingMissing on at least one record Phone Missing Missing MissingMissing on at least one record Email Missing Missing MissingMissing on at least one record Source agency-a-derived/enrollment_clean.csv, row 1559 agency-a-derived/enrollment_clean.csv, row 1560 Active policy No Yes Decision line for this item
{"item_id":"rq-ef91d7428338","decision":"same_person","reviewer":"your name","decided_at":"2026-10-05T15:00:00+00:00"} - #7Review: medium prioritySuggestion: Unsure
Score 0.998, 0.008 above the auto-match line (0.99)
rq-f53831e05437Review required: Already joined through other accepted links. This direct pair is still awaiting review.
- GR-007 Name and birth date only: Name and birth date are the only evidence. Nothing else agrees (no MBI, phone, email, street, or linking policy), so a person decides.
Compare records and matching evidence
Field Enrollment enrollment:1121 Enrollment enrollment:1123 Evidence First name Brian Brian AgreeSame Last name Valenzuela Valenzuela AgreeSame Birth date 1951-06-13 1951-06-13 AgreeSame MBI (last 4 only) Missing Missing MissingMissing on at least one record Street Missing Missing MissingMissing on at least one record City Missing Missing State Missing Missing MissingMissing on at least one record ZIP Missing Missing MissingMissing on at least one record Phone Missing Missing MissingMissing on at least one record Email Missing Missing MissingMissing on at least one record Source agency-a-derived/enrollment_clean.csv, row 1121 agency-a-derived/enrollment_clean.csv, row 1123 Active policy No Yes Decision line for this item
{"item_id":"rq-f53831e05437","decision":"same_person","reviewer":"your name","decided_at":"2026-10-05T15:00:00+00:00"} - #8Review: medium prioritySuggestion: Unsure
Score 0.998, 0.008 above the auto-match line (0.99)
rq-fb73fc9ceb4fReview required: Already joined through other accepted links. This direct pair is still awaiting review.
- GR-007 Name and birth date only: Name and birth date are the only evidence. Nothing else agrees (no MBI, phone, email, street, or linking policy), so a person decides.
Compare records and matching evidence
Field Enrollment enrollment:752 Enrollment enrollment:753 Evidence First name Kevin Kevin AgreeSame Last name Cox Cox AgreeSame Birth date 1947-12-19 1947-12-19 AgreeSame MBI (last 4 only) Missing Missing MissingMissing on at least one record Street Missing Missing MissingMissing on at least one record City Missing Missing State Missing Missing MissingMissing on at least one record ZIP Missing Missing MissingMissing on at least one record Phone Missing Missing MissingMissing on at least one record Email Missing Missing MissingMissing on at least one record Source agency-a-derived/enrollment_clean.csv, row 752 agency-a-derived/enrollment_clean.csv, row 753 Active policy No Yes Decision line for this item
{"item_id":"rq-fb73fc9ceb4f","decision":"same_person","reviewer":"your name","decided_at":"2026-10-05T15:00:00+00:00"} - #9Review: medium prioritySuggestion: Unsure
Score 0.148, 0.048 above the auto-reject line (0.1)
rq-ab11cce6eb9d- SCORE-GRAY Score in the gray zone: No guard rail fired. The match score sits between the auto-reject and auto-match lines.
Compare records and matching evidence
Field CRM crm:C-00660 CRM crm:C-00661 Evidence First name Jessica Jessica AgreeSame Last name Nguyen Nguyen AgreeSame Birth date 1984-12-16 1937-06-30 DisagreeDifferent MBI (last 4 only) Missing *******MC71 MissingMissing on at least one record Street 2017 Gibson Grove 2017 Gibson Grove AgreeSame City West Taramouth West Taramouth State CA CA AgreeSame ZIP 90010 90010 AgreeSame Phone (883) 555-0117 (556) 555-0183 DisagreeDifferent Email Missing jessica.nguyen661@example.com MissingMissing on at least one record Source agency-a-snapshot/clients.csv, row 660 agency-a-snapshot/clients.csv, row 661 Active policy Yes Yes Decision line for this item
{"item_id":"rq-ab11cce6eb9d","decision":"same_person","reviewer":"your name","decided_at":"2026-10-05T15:00:00+00:00"} - #10Review: medium prioritySuggestion: Different people
Score 0.223, 0.123 above the auto-reject line (0.1)
rq-95a0a10329f5- GR-005 First names do not match: The first names do not match: they are not nicknames of each other and not a simple typo (for example Patrick and Patricia, or Andrew and Andrea, which differ only at the end).
Compare records and matching evidence
Field CRM crm:C-00847 CRM crm:C-01029 Evidence First name Gabrielle Carlos DisagreeDifferent Last name Smith Smith AgreeSame Birth date 1935-06-29 1935-06-29 AgreeSame MBI (last 4 only) *******AT86 Missing MissingMissing on at least one record Street 6862 Susan Turnpike 7272 Campbell Flat DisagreeDifferent City East Erichaven New Mercedesborough State TX ME DisagreeDifferent ZIP 76126 04341 DisagreeDifferent Phone (518) 555-0135 (511) 555-0115 DisagreeDifferent Email Missing carlos.smith1029@example.com MissingMissing on at least one record Source agency-a-snapshot/clients.csv, row 847 agency-a-snapshot/clients.csv, row 1029 Active policy Yes Yes Decision line for this item
{"item_id":"rq-95a0a10329f5","decision":"different_people","reviewer":"your name","decided_at":"2026-10-05T15:00:00+00:00"} - #11Review: medium prioritySuggestion: Different people
Score 0.378, 0.278 above the auto-reject line (0.1)
rq-1dfa08419db0- GR-003 Only contact details shared: Only a phone number or email is shared. Family members often share these, so that alone never merges.
Compare records and matching evidence
Field CRM crm:C-00459 CRM crm:C-00460 Evidence First name Ashley Ashley AgreeSame Last name Evans Evans AgreeSame Birth date 1995-07-02 1976-03-26 DisagreeDifferent MBI (last 4 only) Missing *******XE30 MissingMissing on at least one record Street 07522 Richardson Prairie 07522 Richardson Prairie AgreeSame City East Jonathan East Jonathan State KY KY AgreeSame ZIP 40231 40231 AgreeSame Phone (817) 555-0167 (817) 555-0167 AgreeSame Email ashley.evans459@example.com Missing MissingMissing on at least one record Source agency-a-snapshot/clients.csv, row 459 agency-a-snapshot/clients.csv, row 460 Active policy Yes Yes Decision line for this item
{"item_id":"rq-1dfa08419db0","decision":"different_people","reviewer":"your name","decided_at":"2026-10-05T15:00:00+00:00"} - #12Review: medium prioritySuggestion: Different people
Score 0.500, 0.400 above the auto-reject line (0.1)
rq-53529b677620- GR-005 First names do not match: The first names do not match: they are not nicknames of each other and not a simple typo (for example Patrick and Patricia, or Andrew and Andrea, which differ only at the end).
Compare records and matching evidence
Field CRM crm:C-00847 Enrollment enrollment:925 Evidence First name Gabrielle Carlos DisagreeDifferent Last name Smith Smith AgreeSame Birth date 1935-06-29 1935-06-29 AgreeSame MBI (last 4 only) *******AT86 Missing MissingMissing on at least one record Street 6862 Susan Turnpike Missing MissingMissing on at least one record City East Erichaven Missing State TX Missing MissingMissing on at least one record ZIP 76126 Missing MissingMissing on at least one record Phone (518) 555-0135 Missing MissingMissing on at least one record Email Missing Missing MissingMissing on at least one record Source agency-a-snapshot/clients.csv, row 847 agency-a-derived/enrollment_clean.csv, row 925 Active policy Yes No Decision line for this item
{"item_id":"rq-53529b677620","decision":"different_people","reviewer":"your name","decided_at":"2026-10-05T15:00:00+00:00"} - #13Review: medium prioritySuggestion: Different people
Score 0.500, 0.400 above the auto-reject line (0.1)
rq-6eb28c0e1f8c- GR-005 First names do not match: The first names do not match: they are not nicknames of each other and not a simple typo (for example Patrick and Patricia, or Andrew and Andrea, which differ only at the end).
Compare records and matching evidence
Field Enrollment enrollment:745 Enrollment enrollment:926 Evidence First name Gabrielle Carlos DisagreeDifferent Last name Smith Smith AgreeSame Birth date 1935-06-29 1935-06-29 AgreeSame MBI (last 4 only) *******AT86 Missing MissingMissing on at least one record Street Missing Missing MissingMissing on at least one record City Missing Missing State Missing Missing MissingMissing on at least one record ZIP Missing Missing MissingMissing on at least one record Phone Missing Missing MissingMissing on at least one record Email Missing Missing MissingMissing on at least one record Source agency-a-derived/enrollment_clean.csv, row 745 agency-a-derived/enrollment_clean.csv, row 926 Active policy No Yes Decision line for this item
{"item_id":"rq-6eb28c0e1f8c","decision":"different_people","reviewer":"your name","decided_at":"2026-10-05T15:00:00+00:00"} - #14Review: medium prioritySuggestion: Different people
Score 0.500, 0.400 above the auto-reject line (0.1)
rq-969310537848- GR-005 First names do not match: The first names do not match: they are not nicknames of each other and not a simple typo (for example Patrick and Patricia, or Andrew and Andrea, which differ only at the end).
Compare records and matching evidence
Field Enrollment enrollment:746 Enrollment enrollment:925 Evidence First name Gabrielle Carlos DisagreeDifferent Last name Smith Smith AgreeSame Birth date 1935-06-29 1935-06-29 AgreeSame MBI (last 4 only) *******AT86 Missing MissingMissing on at least one record Street Missing Missing MissingMissing on at least one record City Missing Missing State Missing Missing MissingMissing on at least one record ZIP Missing Missing MissingMissing on at least one record Phone Missing Missing MissingMissing on at least one record Email Missing Missing MissingMissing on at least one record Source agency-a-derived/enrollment_clean.csv, row 746 agency-a-derived/enrollment_clean.csv, row 925 Active policy Yes No Decision line for this item
{"item_id":"rq-969310537848","decision":"different_people","reviewer":"your name","decided_at":"2026-10-05T15:00:00+00:00"} - #15Review: medium prioritySuggestion: Different people
Score 0.500, 0.400 above the auto-reject line (0.1)
rq-9e6792fb7cd2- GR-005 First names do not match: The first names do not match: they are not nicknames of each other and not a simple typo (for example Patrick and Patricia, or Andrew and Andrea, which differ only at the end).
Compare records and matching evidence
Field CRM crm:C-00847 Enrollment enrollment:926 Evidence First name Gabrielle Carlos DisagreeDifferent Last name Smith Smith AgreeSame Birth date 1935-06-29 1935-06-29 AgreeSame MBI (last 4 only) *******AT86 Missing MissingMissing on at least one record Street 6862 Susan Turnpike Missing MissingMissing on at least one record City East Erichaven Missing State TX Missing MissingMissing on at least one record ZIP 76126 Missing MissingMissing on at least one record Phone (518) 555-0135 Missing MissingMissing on at least one record Email Missing Missing MissingMissing on at least one record Source agency-a-snapshot/clients.csv, row 847 agency-a-derived/enrollment_clean.csv, row 926 Active policy Yes Yes Decision line for this item
{"item_id":"rq-9e6792fb7cd2","decision":"different_people","reviewer":"your name","decided_at":"2026-10-05T15:00:00+00:00"} - #16Review: medium prioritySuggestion: Different people
Score 0.500, 0.400 above the auto-reject line (0.1)
rq-ab04ffa48b60- GR-005 First names do not match: The first names do not match: they are not nicknames of each other and not a simple typo (for example Patrick and Patricia, or Andrew and Andrea, which differ only at the end).
Compare records and matching evidence
Field Enrollment enrollment:746 Enrollment enrollment:926 Evidence First name Gabrielle Carlos DisagreeDifferent Last name Smith Smith AgreeSame Birth date 1935-06-29 1935-06-29 AgreeSame MBI (last 4 only) *******AT86 Missing MissingMissing on at least one record Street Missing Missing MissingMissing on at least one record City Missing Missing State Missing Missing MissingMissing on at least one record ZIP Missing Missing MissingMissing on at least one record Phone Missing Missing MissingMissing on at least one record Email Missing Missing MissingMissing on at least one record Source agency-a-derived/enrollment_clean.csv, row 746 agency-a-derived/enrollment_clean.csv, row 926 Active policy Yes Yes Decision line for this item
{"item_id":"rq-ab04ffa48b60","decision":"different_people","reviewer":"your name","decided_at":"2026-10-05T15:00:00+00:00"} - #17Review: medium prioritySuggestion: Different people
Score 0.500, 0.400 above the auto-reject line (0.1)
rq-ac0eb9b934c9- GR-005 First names do not match: The first names do not match: they are not nicknames of each other and not a simple typo (for example Patrick and Patricia, or Andrew and Andrea, which differ only at the end).
Compare records and matching evidence
Field Enrollment enrollment:745 Enrollment enrollment:925 Evidence First name Gabrielle Carlos DisagreeDifferent Last name Smith Smith AgreeSame Birth date 1935-06-29 1935-06-29 AgreeSame MBI (last 4 only) *******AT86 Missing MissingMissing on at least one record Street Missing Missing MissingMissing on at least one record City Missing Missing State Missing Missing MissingMissing on at least one record ZIP Missing Missing MissingMissing on at least one record Phone Missing Missing MissingMissing on at least one record Email Missing Missing MissingMissing on at least one record Source agency-a-derived/enrollment_clean.csv, row 745 agency-a-derived/enrollment_clean.csv, row 925 Active policy No No Decision line for this item
{"item_id":"rq-ac0eb9b934c9","decision":"different_people","reviewer":"your name","decided_at":"2026-10-05T15:00:00+00:00"} - #18Review: medium prioritySuggestion: Different people
Score 0.500, 0.400 above the auto-reject line (0.1)
rq-d849421bfe0c- GR-005 First names do not match: The first names do not match: they are not nicknames of each other and not a simple typo (for example Patrick and Patricia, or Andrew and Andrea, which differ only at the end).
Compare records and matching evidence
Field CRM crm:C-01029 Enrollment enrollment:745 Evidence First name Carlos Gabrielle DisagreeDifferent Last name Smith Smith AgreeSame Birth date 1935-06-29 1935-06-29 AgreeSame MBI (last 4 only) Missing *******AT86 MissingMissing on at least one record Street 7272 Campbell Flat Missing MissingMissing on at least one record City New Mercedesborough Missing State ME Missing MissingMissing on at least one record ZIP 04341 Missing MissingMissing on at least one record Phone (511) 555-0115 Missing MissingMissing on at least one record Email carlos.smith1029@example.com Missing MissingMissing on at least one record Source agency-a-snapshot/clients.csv, row 1029 agency-a-derived/enrollment_clean.csv, row 745 Active policy Yes No Decision line for this item
{"item_id":"rq-d849421bfe0c","decision":"different_people","reviewer":"your name","decided_at":"2026-10-05T15:00:00+00:00"} - #19Review: medium prioritySuggestion: Different people
Score 0.500, 0.400 above the auto-reject line (0.1)
rq-e5b731ea8639- GR-005 First names do not match: The first names do not match: they are not nicknames of each other and not a simple typo (for example Patrick and Patricia, or Andrew and Andrea, which differ only at the end).
Compare records and matching evidence
Field CRM crm:C-01029 Enrollment enrollment:746 Evidence First name Carlos Gabrielle DisagreeDifferent Last name Smith Smith AgreeSame Birth date 1935-06-29 1935-06-29 AgreeSame MBI (last 4 only) Missing *******AT86 MissingMissing on at least one record Street 7272 Campbell Flat Missing MissingMissing on at least one record City New Mercedesborough Missing State ME Missing MissingMissing on at least one record ZIP 04341 Missing MissingMissing on at least one record Phone (511) 555-0115 Missing MissingMissing on at least one record Email carlos.smith1029@example.com Missing MissingMissing on at least one record Source agency-a-snapshot/clients.csv, row 1029 agency-a-derived/enrollment_clean.csv, row 746 Active policy Yes Yes Decision line for this item
{"item_id":"rq-e5b731ea8639","decision":"different_people","reviewer":"your name","decided_at":"2026-10-05T15:00:00+00:00"}