IND

SHAW, GREGORY L

96% Democratic · 4% unclassifiedDerived from contributionsZIP cluster 981012025–20264 linked variants · corroborated heuristic

Reported identity cluster · not a verified person-level entity.

Contribution summary

Latest amendment per committee transaction ID · memo rows excluded from net

Reported transaction total$88K

Number of transactions663

Recipient committees66

Transaction date rangeJan 5, 2025through Aug 17, 2026

Compliance review · No open linked indicators

Automated review indicators, not findings of a violation. Exact reported records are linked; identity is not independently verified. Reported lobbyist-bundling disclosures are not counted as issues.

Includes the exact reported name/ZIP pairs grouped on this profile. A grouped profile is not independent confirmation that every record belongs to the same person.

Latest cycle-wide scan: Sep 12, 2026 · Index refreshed: Sep 12, 2026. Coverage is limited to loaded records and implemented checks.

Scan coverage and freshness

Receipt eligibility: last successful scan Sep 12, 2026 · latest scheduled check skipped (Sep 12, 2026).
Integrity: last successful scan Sep 7, 2026 · indexed scan status completed.
Fundraising patterns: last successful scan Sep 7, 2026 · indexed scan status completed.

No open indicators are linked in the published index. This is not a compliance clearance.

Across the cycle, some findings could not be linked safely to entities; ambiguous identities are withheld.

Reported identity evidence

Raw context retained from FEC Schedule A rows

Reported names linked: SHAW, GREGORY · SHAW, GREGORY L · SHAW, GREGORY L MR. · SHAW, GREGORY L.
Reported ZIPs seen: 98101
Locations seen: SEATTLE WA
Occupation and employer: PRESIDENT DYNIFTIC CORP.PRESIDENT DYNIFTIC CORPORATIONRETIRED NOT EMPLOYEDCategory: UnemployedSOFTWARE ENGINEER DYNIFTIC CORPSOFTWARE ENGINEER DYNIFTIC CORPORATION
What is linked: Compatible names blocked on ZIP5 or corroborated across addresses by employer, occupation, and state

Category: Unemployed

Industry not yet classified for DYNIFTIC CORP. · DYNIFTIC CORPORATION · DYNIFTIC CORP.

Reported employment categories, not company industries.

Reported occupation interpretations

Employment status, occupation family, and title describe historical reported occupation text, not current employment. Different values can come from different receipts or linked names. Employer industries remain separate.

Reported occupation: PRESIDENT
Employment status: Employed
Occupation family: General management
Seniority / title: C-suite / president
Interpreted label: General management · C-suite / president

Reported occupation: RETIRED
Employment status: Retired
Occupation family: Unknown
Seniority / title: Unknown
Interpreted label: Retired

Reported occupation: SOFTWARE ENGINEER
Employment status: Employed
Occupation family: Software / technology
Seniority / title: Unknown
Interpreted label: Software / technology

GovMoneyGraph occupation model v1 · Accepted interpretations only. These labels do not establish income, wealth, or a compliance finding.

Loading reported occupation interpretations…

How these records are matched

A high-confidence grouping of compatible filed-name and address variants corroborated by reported employer, occupation, and location evidence. ZIP+4 extensions are retained as evidence but ignored for matching. This is a reported identity cluster, not yet a verified person-level entity.

Contributions by recipient party and committee type

Recipient party from FEC registration, linked candidates, or affirmative support activity

Recipient party affiliation

Contributions grouped by each recipient’s reported party or inferred alignment

Democratic destinationsDerived from contributions$84,75696.3% of displayed positive totals644 transactions · 60 recipient committees

Independent destinationsDerived from contributions$1500.2% of displayed positive totals2 transactions · 1 recipient committees

Party not yet classifiedUnclassified$3,1363.6% of displayed positive totals17 transactions · 5 recipient committees

Recipient committee type

Type of political committee receiving the contribution

Candidate campaign$42,142205 transactions · 33 recipient committees

Hybrid PAC$23,442365 transactions · 15 recipient committees

Joint fundraising committee$7504 transactions · 2 recipient committees

PAC$12,98245 transactions · 11 recipient committees

Party committee$5,12626 transactions · 4 recipient committees

Super PAC$3,60018 transactions · 1 recipient committees

Party totals describe recipients, not the contributor’s party registration or beliefs. FEC-reported and linked-candidate parties take precedence over inferred activity. Opposition to a candidate does not count as support for another party. Open a recipient to inspect its classification evidence and separate support and opposition disclosures.

Money network

Contributor-to-committee connections sized by absolute reported transaction total

Connected entity party

Connections per side

Showing 0 of 0 loaded matching connections on the left and 10 of 66 on the right, up to 10 per side by absolute amount. This is not the full transaction history. Party filters include mixed-party contributions or activity. Full connection amounts are shown, not just the selected party’s share. Party labels use reported party information or inferred contributions/activity—not an individual’s party registration.

Democratic Republican Mixed-party contributions Other / independent Not classifiedLine width = absolute amountShown totals: $0 in · $41.5K out

Contributions by recipient committee

66 recipient committees · largest reported totals first · expand an arrow for transactions

Reported totals sum current non-memo transactions, including reported refund entries, and can include both a conduit’s and a recipient’s report of the same contribution. These are not verified net contributions after refunds. Expand a recipient to inspect transaction types, reporting sides and source records.

Full contribution ledger · 10 rows per pageAll contributions

Reported total$88,042663 reported transactions

C00401224 · Hybrid PACACTBLUEDemocraticCurated classificationFEC registration · 2026 cycleRegistered location: BOSTONMAConnected organization: BLUE TO THE FUTURE 2024

No candidate connection found in the registration links or sender-reported committee transfers checked for this cycle. Conduit routing and independent spending are not included in this check.

Reported total$5,412287 reported transactions

C00748228 · Hybrid PACMARCH ON PAC98% Democratic-aligned activity · 2% unclassifiedInferred from activityFEC registration · 2026 cycleRegistered location: WASHINGTONDC

Candidate campaign receiving transfers
ALI, MUSSABDemocraticFEC reported
U.S. House · New Jersey · District 8
Election 2026 · Challenger · Current candidate
Receiving campaign: ALI FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6NJ08209 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
BLAIR, EVERTONDemocraticFEC reported
U.S. House · Georgia · District 13
Election 2026 · Challenger · Current candidate
Receiving campaign: EVERTON BLAIR FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6GA13062 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
BOOKER, CHARLESDemocraticFEC reported
U.S. Senate · Kentucky · Statewide
Election 2026 · Open seat · Current candidate
Receiving campaign: BOOKER FOR THE COMMONWEALTH
Candidate details & sources
FEC candidate ID: S6KY00385 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
BROWN, SHERRODDemocraticFEC reported
U.S. Senate · Ohio · Statewide
Election 2026 · Challenger · Current candidate
Receiving campaign: FRIENDS OF SHERROD BROWN
Candidate details & sources
FEC candidate ID: S6OH00163 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
COMPTON, WILLIAM DAKOTADemocraticFEC reported
U.S. House · Kentucky · District 2
Election 2026 · Challenger · Current candidate
Receiving campaign: WILLIAM COMPTON FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2KY02125 · 2025–2026 reporting cycle

Show 19 more candidate connections (24 total)

Candidate campaign receiving transfers
COOPER, ROBERT DAVID MR IIDemocraticFEC reported
U.S. House · Florida · District 6
Election 2026 · Challenger · Current candidate
Receiving campaign: ROBCOOPERFORCONGRESS
Candidate details & sources
FEC candidate ID: H6FL06381 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
CROCKETT, JASMINEDemocraticFEC reported
U.S. Senate · Texas · Statewide
Election 2026 · Challenger · Current candidate
Receiving campaign: JASMINE FOR TEXAS
Candidate details & sources
FEC candidate ID: S6TX00552 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
EL-SAYED, ABDULDemocraticFEC reported
U.S. Senate · Michigan · Statewide
Election 2026 · Open seat · Current candidate
Receiving campaign: ABDUL FOR U.S. SENATE
Candidate details & sources
FEC candidate ID: S6MI00418 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
HAYNES, FREDERICK IIIDemocraticFEC reported
U.S. House · Texas · District 30
Election 2026 · Open seat · Current candidate
Receiving campaign: HAYNES FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6TX30245 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
HINES, CHRISTINADemocraticFEC reported
U.S. House · Michigan · District 10
Election 2026 · Open seat · Current candidate
Receiving campaign: CHRISTINA FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6MI10276 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
HUNT, EVANDemocraticFEC reported
U.S. House · Texas · District 3
Election 2026 · Challenger · Current candidate
Receiving campaign: ELECT EVAN HUNT
Candidate details & sources
FEC candidate ID: H6TX03234 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
JACKSON, JESSE L. JRDemocraticFEC reported
U.S. House · Illinois · District 2
Election 2026 · Open seat · Current candidate
Receiving campaign: JESSE JACKSON JR FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6IL02124 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
KELLER, MAURADemocraticFEC reported
U.S. House · Georgia · District 3
Election 2026 · Challenger · Current candidate
Receiving campaign: MAURA KELLER FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4GA03100 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
KOZYCKI, ANTHONY LAWRENCEDemocraticFEC reported
U.S. House · Georgia · District 7
Election 2026 · Challenger · Current candidate
Receiving campaign: KOZYCKI FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6GA07221 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
MCCLAIN, COURTNEYDemocraticFEC reported
U.S. House · South Carolina · District 4
Election 2026 · Challenger · Current candidate
Receiving campaign: MCCLAINFORCONGRESSSC
Candidate details & sources
FEC candidate ID: H6SC04171 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
MCIVER, LAMONICADemocraticFEC reported
U.S. House · New Jersey · District 10
Election 2026 · Incumbent · Current candidate
Receiving campaign: LAMONICA MCIVER FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4NJ10176 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
PLATNER, GRAHAMDemocraticFEC reported
U.S. Senate · Maine · Statewide
Election 2026 · Challenger · Current candidate
Receiving campaign: GRAHAM FOR MAINE
Candidate details & sources
FEC candidate ID: S6ME00373 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
RIVERA-VAZQUEZ, MAYRADemocraticFEC reported
U.S. House · South Carolina · District 1
Election 2026 · Open seat · Current candidate
Receiving campaign: MAYRA FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6SC01201 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
SMITH, RAYMOND EDWARD DR. JR.DemocraticFEC reported
U.S. House · North Carolina · District 3
Election 2026 · Challenger · Current candidate
Receiving campaign: RAYMOND SMITH FOR NORTH CAROLINA
Candidate details & sources
FEC candidate ID: H6NC03229 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
STRATTON, JULIANADemocraticFEC reported
U.S. Senate · Illinois · Statewide
Election 2026 · Open seat · Current candidate
Receiving campaign: JULIANA FOR ILLINOIS
Candidate details & sources
FEC candidate ID: S6IL00458 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
TALARICO, JAMESDemocraticFEC reported
U.S. Senate · Texas · Statewide
Election 2026 · Challenger · Current candidate
Receiving campaign: TALARICO FOR TEXAS
Candidate details & sources
FEC candidate ID: S6TX00479 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
WEIL, JOSHUA JOSEPHDemocraticFEC reported
U.S. Senate · Florida · Statewide
Election 2026 · Challenger · Current candidate
Receiving campaign: JOSH WEIL FOR SENATE
Candidate details & sources
FEC candidate ID: S6FL00756 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
WHITE, ROBERT C. JR.DemocraticFEC reported
U.S. House · District of Columbia · At-large
Election 2026 · Open seat · Current candidate
Receiving campaign: THE CONGRESSIONAL COMMITTEE TO ELECT ROBERT WHITE 2026
Candidate details & sources
FEC candidate ID: H6DC01079 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
WHITLOW, STUART NORMAN MR.DemocraticFEC reported
U.S. House · Texas · District 31
Election 2026 · Challenger · Current candidate
Receiving campaign: WHITLOW FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4TX31081 · 2025–2026 reporting cycle

These campaigns received reported contributions or transfers from this committee during the selected cycle. This is not a complete participant list or an allocation of any individual donor's gift; other recipients may include parties and PACs.

Reported total$5,05023 reported transactions

C00660464 · Candidate campaignCHRIS PAPPAS FOR SENATEDemocraticFEC reportedFEC registration · 2026 cycleRegistered location: MANCHESTERNHConnected organization: CHRIS PAPPAS VICTORY FUND

Principal candidate campaign
PAPPAS, CHRISDemocraticFEC reported
U.S. Senate · New Hampshire · Statewide
Election 2026 · Open seat · Current candidate
Candidate details & sources
FEC candidate ID: S6NH00141 · 2025–2026 reporting cycle

Reported total$4,67523 reported transactions

C00562983 · PACDEMOCRATIC ACTIONDemocratic-aligned activityInferred from activityFEC registration · 2026 cycleRegistered location: WASHINGTONDC

No candidate connection found in the registration links or sender-reported committee transfers checked for this cycle. Conduit routing and independent spending are not included in this check.

Reported total$4,4846 reported transactions

C00903179 · Candidate campaignJORDAN FOR MAINEDemocraticFEC reportedFEC registration · 2026 cycleRegistered location: BRISTOLMEConnected organization: NONE

Principal candidate campaign
WOOD, JORDANDemocraticFEC reported
U.S. Senate · Maine · Statewide
Election 2026 · Challenger · Current candidate
Candidate details & sources
FEC candidate ID: S6ME00332 · 2025–2026 reporting cycle

Reported total$4,20024 reported transactions

C00929844 · Candidate campaignALLRED FOR TEXASDemocraticFEC reportedFEC registration · 2026 cycleRegistered location: DALLASTXConnected organization: ALLRED VICTORY FUND

Principal candidate campaign
ALLRED, COLINDemocraticFEC reported
U.S. House · Texas · District 33
Election 2026 · Open seat · Current candidate
Candidate details & sources
FEC candidate ID: H8TX32098 · 2025–2026 reporting cycle

Reported total$4,12517 reported transactions

C00933978 · Candidate campaignALASKANS FOR MARYDemocraticFEC reportedFEC registration · 2026 cycleRegistered location: ANCHORAGEAKConnected organization: FISH FAMILY FREEDOM FUND

Principal candidate campaign
PELTOLA, MARYDemocraticFEC reported
U.S. Senate · Alaska · Statewide
Election 2026 · Challenger · Current candidate
Candidate details & sources
FEC candidate ID: S6AK00276 · 2025–2026 reporting cycle

Reported total$3,80017 reported transactions

C00484642 · Super PACSMPDemocraticCurated classificationFEC registration · 2026 cycleRegistered location: WASHINGTONDCConnected organization: WINSENATE

No candidate connection found in the registration links or sender-reported committee transfers checked for this cycle. Conduit routing and independent spending are not included in this check.

Reported total$3,60018 reported transactions

C00703975 · PACFIGHT FOR THE PEOPLE PACDemocraticFEC reportedFEC registration · 2026 cycleRegistered location: PHILADELPHIAPA

Associated candidate
BIDEN, JOSEPH R JRDemocraticFEC reported
President · Nationwide
Election 2024 · Incumbent · Prior-cycle candidate
Candidate details & sources
FEC candidate ID: P80000722 · 2025–2026 reporting cycle
- FEC candidate record ↗
- FEC candidate–committee linkage (2026) ↗
Associated candidate
HARRIS, KAMALADemocraticFEC reported
President · Nationwide
Election 2024 · Challenger · Prior-cycle candidate
Candidate details & sources
FEC candidate ID: P00009423 · 2025–2026 reporting cycle

A registered candidate association does not make this an authorized campaign committee or establish that these contributions went directly to that candidate.

Reported total$3,1335 reported transactions

C00829895 · Hybrid PACTAKE BACK THE HOUSE PAC100% Democratic-aligned activity · 0% unclassifiedInferred from activityFEC registration · 2026 cycleRegistered location: WASHINGTONDCConnected organization: NONE

Candidate campaign receiving transfers
ASKINS, KISHLADemocraticFEC reported
U.S. House · Nebraska · District 2
Election 2026 · Open seat · Current candidate
Receiving campaign: KISHLA ASKINS FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6NE02224 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
BALINT, REBECCA 'BECCA'DemocraticFEC reported
U.S. House · Vermont · At-large
Election 2026 · Incumbent · Current candidate
Receiving campaign: BECCA BALINT FOR VERMONT
Candidate details & sources
FEC candidate ID: H2VT01076 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
CHUNG, ERICDemocraticFEC reported
U.S. House · Michigan · District 10
Election 2026 · Open seat · Current candidate
Receiving campaign: ERIC CHUNG FOR MICHIGAN
Candidate details & sources
FEC candidate ID: H6MI10292 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
DAVIDS, SHARICEDemocraticFEC reported
U.S. House · Kansas · District 3
Election 2026 · Incumbent · Current candidate
Receiving campaign: SHARICE FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8KS03155 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
GARCIA, ROBERTDemocraticFEC reported
U.S. House · California · District 42
Election 2026 · Incumbent · Current candidate
Receiving campaign: ROBERT GARCIA FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2CA47188 · 2025–2026 reporting cycle

Show 15 more candidate connections (20 total)

Candidate campaign receiving transfers
GONZALEZ, VICENTEDemocraticFEC reported
U.S. House · Texas · District 34
Election 2026 · Incumbent · Current candidate
Receiving campaign: VICENTE GONZALEZ FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6TX15162 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
HERNANDEZ, DANIELDemocraticFEC reported
U.S. House · Arizona · District 7
Election 2025 · Open seat · Current candidate
Receiving campaign: DANIEL FOR ARIZONA
Candidate details & sources
FEC candidate ID: H6AZ07105 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
JOHNSON, JULIEDemocraticFEC reported
U.S. House · Texas · District 33
Election 2026 · Open seat · Current candidate
Receiving campaign: JULIE JOHNSON FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4TX32089 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
KAPTUR, MARCY HON. M.C.DemocraticFEC reported
U.S. House · Ohio · District 9
Election 2026 · Incumbent · Current candidate
Receiving campaign: KAPTUR FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2OH09031 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
LOFGREN, ZOEDemocraticFEC reported
U.S. House · California · District 18
Election 2026 · Incumbent · Current candidate
Receiving campaign: LOFGREN FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4CA16049 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
MANNION, JOHN WDemocraticFEC reported
U.S. House · New York · District 22
Election 2026 · Incumbent · Current candidate
Receiving campaign: MANNION FOR NEW YORK
Candidate details & sources
FEC candidate ID: H4NY22085 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
MENDOZA, JOANNADemocraticFEC reported
U.S. House · Arizona · District 6
Election 2026 · Challenger · Current candidate
Receiving campaign: MENDOZA FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6AZ06099 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
MORRISON, KEVIN B.DemocraticFEC reported
U.S. House · Illinois · District 8
Election 2026 · Open seat · Current candidate
Receiving campaign: KEVIN MORRISON FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6IL08238 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
MOSS, JEREMYDemocraticFEC reported
U.S. House · Michigan · District 11
Election 2026 · Open seat · Current candidate
Receiving campaign: JEREMY MOSS FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6MI11191 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
OSYF, JAMESDemocraticFEC reported
U.S. House · Virginia · District 2
Election 2026 · Challenger · Current candidate
Receiving campaign: JAMES OSYF FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6VA02149 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
RANDALL, EMILYDemocraticFEC reported
U.S. House · Washington · District 6
Election 2026 · Incumbent · Current candidate
Receiving campaign: EMILY RANDALL FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4WA06117 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
RILEY, JOSHDemocraticFEC reported
U.S. House · New York · District 19
Election 2026 · Incumbent · Current candidate
Receiving campaign: JOSH RILEY FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8NY22177 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
TAKANO, MARKDemocraticFEC reported
U.S. House · California · District 39
Election 2026 · Incumbent · Current candidate
Receiving campaign: MARK TAKANO FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2CA43245 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
TORRES, RITCHIE JOHNDemocraticFEC reported
U.S. House · New York · District 15
Election 2026 · Incumbent · Current candidate
Receiving campaign: TORRES FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0NY15160 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
VON WILPERT, MARNIDemocraticFEC reported
U.S. House · California · District 48
Election 2026 · Open seat · Current candidate
Receiving campaign: MARNI VON WILPERT FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6CA48310 · 2025–2026 reporting cycle

Reported total$3,0008 reported transactions

Source & identity status

Trace every claim back to the public record

Source agencyFederal Election Commission

Grouping keyCorroborated name/address variants

Cycle2025–2026

Search official FEC records

The FEC publishes names and addresses as reported, but does not assign a persistent ID to each individual contributor. GovMoneyGraph links variants here only when employer and location or occupation evidence corroborates compatible names; conflicting middle initials remain separate. These heuristic clusters stay reviewable until promoted into the persistent entity graph through the labeled gold-set process.