IND

DHOKAI, ANDY

43% Democratic / 56% Republican · 1% unclassifiedDerived from contributionsZIP cluster 750672025–2026Exact name + ZIP5

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$1.2K

Number of transactions31

Recipient committees1

Transaction date rangeMar 21, 2025through Jul 24, 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.

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: DHOKAI, ANDY
Reported ZIPs seen: 75067
Locations seen: LEWISVILLE TX
Occupation and employer: EXECUTIVE AMERICAN MEDICAL RESPONSE AMBULANCE SEIndustry: Healthcare & Pharmaceuticals · American Medical Response ↗
What is linked: Exact filed name + first five ZIP digits within this cycle

Industry: Healthcare & Pharmaceuticalsvia American Medical Response

Derived from reported employer mappings, not an FEC-reported industry or company contribution.

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: EXECUTIVE
Employment status: Employed
Occupation family: General management
Seniority / title: Vice president / director
Interpreted label: Vice President

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 conservative grouping of federal contribution rows with this exact filed name and five-digit ZIP. 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

Mixed-party destinationsDerived from contributions$1,178100% of displayed positive totals31 transactions · 1 recipient committees

Recipient committee type

Type of political committee receiving the contribution

PAC$1,17831 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 1 of 1 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 · $1.2K out

Contributions by recipient committee

1 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$1,17831 reported transactions

C00389585 · PACGLOBAL MEDICAL RESPONSE, INC. POLITICAL ACTION COMMITTEEMixed activity · 43% Democratic / 56% Republican · 1% unclassifiedInferred from activityFEC registration · 2026 cycleRegistered location: GREENWOOD VILLAGECOConnected organization: GLOBAL MEDICAL RESPONSE, INC.

Candidate campaign receiving transfers
AGUILAR, PETEDemocraticFEC reported
U.S. House · California · District 33
Election 2026 · Incumbent · Current candidate
Receiving campaign: PETE AGUILAR FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2CA31125 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
ARRINGTON, JODEYRepublicanFEC reported
U.S. House · Texas · District 19
Election 2026 · Incumbent · Current candidate
Receiving campaign: TEXANS FOR JODEY ARRINGTON
Candidate details & sources
FEC candidate ID: H6TX19099 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
BENTZ, CLIFFRepublicanFEC reported
U.S. House · Oregon · District 2
Election 2026 · Incumbent · Current candidate
Receiving campaign: CLIFF BENTZ FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0OR02127 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
BOST, MICHAELRepublicanFEC reported
U.S. House · Illinois · District 12
Election 2026 · Incumbent · Current candidate
Receiving campaign: MIKE BOST FOR CONGRESS COMMITTEE
Candidate details & sources
FEC candidate ID: H4IL12060 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
BRITT, KATIE BOYDRepublicanFEC reported
U.S. Senate · Alabama · Statewide
Election 2028 · Incumbent · Current candidate
Receiving campaign: BRITT FOR ALABAMA INC
Candidate details & sources
FEC candidate ID: S2AL00145 · 2025–2026 reporting cycle

Show 54 more candidate connections (59 total)

Candidate campaign receiving transfers
CAREY, MIKERepublicanFEC reported
U.S. House · Ohio · District 15
Election 2026 · Incumbent · Current candidate
Receiving campaign: CAREY FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2OH15228 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
CARTER, JOHN R REP.RepublicanFEC reported
U.S. House · Texas · District 31
Election 2026 · Incumbent · Current candidate
Receiving campaign: JOHN CARTER FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2TX31044 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
CASSIDY, WILLIAM M.RepublicanFEC reported
U.S. Senate · Louisiana · Statewide
Election 2026 · Incumbent · Current candidate
Receiving campaign: BILL CASSIDY FOR US SENATE
Candidate details & sources
FEC candidate ID: S4LA00107 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
CORNYN, JOHN SENRepublicanFEC reported
U.S. Senate · Texas · Statewide
Election 2026 · Incumbent · Current candidate
Receiving campaign: TEXANS FOR SENATOR JOHN CORNYN INC.
Candidate details & sources
FEC candidate ID: S2TX00106 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
CRAPO, MICHAEL DRepublicanFEC reported
U.S. Senate · Idaho · Statewide
Election 2028 · Incumbent · Current candidate
Receiving campaign: MIKE CRAPO FOR US SENATE
Candidate details & sources
FEC candidate ID: S8ID00027 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
DAINES, STEVERepublicanFEC reported
U.S. Senate · Montana · Statewide
Election 2026 · Incumbent · Current candidate
Receiving campaign: STEVE DAINES FOR MONTANA
Candidate details & sources
FEC candidate ID: S2MT00096 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
DEGETTE, DIANA LDemocraticFEC reported
U.S. House · Colorado · District 1
Election 2026 · Incumbent · Current candidate
Receiving campaign: DIANA DEGETTE FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6CO01141 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
DELBENE, SUZAN KDemocraticFEC reported
U.S. House · Washington · District 1
Election 2026 · Incumbent · Current candidate
Receiving campaign: DELBENE FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0WA08046 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
DUNN, NEAL PATRICK MD, FACSRepublicanFEC reported
U.S. House · Florida · District 2
Election 2026 · Incumbent · Current candidate
Receiving campaign: FRIENDS OF NEAL DUNN
Candidate details & sources
FEC candidate ID: H6FL02208 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
ESTES, RONRepublicanFEC reported
U.S. House · Kansas · District 4
Election 2026 · Incumbent · Current candidate
Receiving campaign: RON ESTES FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8KS04112 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
EVANS, TIMOTHY GABRIEL JOSEPHRepublicanFEC reported
U.S. House · Colorado · District 8
Election 2026 · Incumbent · Current candidate
Receiving campaign: ELECTGABEEVANS.COM
Candidate details & sources
FEC candidate ID: H4CO08034 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
FLETCHER, ELIZABETHDemocraticFEC reported
U.S. House · Texas · District 7
Election 2026 · Incumbent · Current candidate
Receiving campaign: ELIZABETH PANNILL FLETCHER FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8TX07140 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
FONG, VINCERepublicanFEC reported
U.S. House · California · District 20
Election 2026 · Incumbent · Current candidate
Receiving campaign: VINCE FONG FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4CA20181 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
GILL, BRANDONRepublicanFEC reported
U.S. House · Texas · District 26
Election 2026 · Incumbent · Current candidate
Receiving campaign: BRANDON GILL FOR TEXAS
Candidate details & sources
FEC candidate ID: H4TX26149 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
GIMENEZ, CARLOSRepublicanFEC reported
U.S. House · Florida · District 28
Election 2026 · Incumbent · Current candidate
Receiving campaign: CARLOS GIMENEZ FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0FL26036 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
GRIFFITH, H MORGANRepublicanFEC reported
U.S. House · Virginia · District 9
Election 2026 · Incumbent · Current candidate
Receiving campaign: MORGAN GRIFFITH FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0VA09055 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
GUTHRIE, S. BRETT BRETT HON.RepublicanFEC reported
U.S. House · Kentucky · District 2
Election 2026 · Incumbent · Current candidate
Receiving campaign: GUTHRIE FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8KY02031 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
HEINRICH, MARTINDemocraticFEC reported
U.S. Senate · New Mexico · Statewide
Election 2030 · Incumbent · Current candidate
Receiving campaign: MARTIN HEINRICH FOR SENATE
Candidate details & sources
FEC candidate ID: S2NM00088 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
HORSFORD, STEVEN ALEXZANDERDemocraticFEC reported
U.S. House · Nevada · District 4
Election 2026 · Incumbent · Current candidate
Receiving campaign: NEVADANS FOR STEVEN HORSFORD
Candidate details & sources
FEC candidate ID: H2NV04011 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
HUDSON, RICHARD L. JR.RepublicanFEC reported
U.S. House · North Carolina · District 9
Election 2026 · Incumbent · Current candidate
Receiving campaign: HUDSON FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2NC08185 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
HYDE-SMITH, CINDYRepublicanFEC reported
U.S. Senate · Mississippi · Statewide
Election 2026 · Incumbent · Current candidate
Receiving campaign: CINDY HYDE-SMITH FOR US SENATE
Candidate details & sources
FEC candidate ID: S8MS00261 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
JACKSON, RONNY LYNNRepublicanFEC reported
U.S. House · Texas · District 13
Election 2026 · Incumbent · Current candidate
Receiving campaign: TEXANS FOR RONNY JACKSON
Candidate details & sources
FEC candidate ID: H0TX13228 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
JOYCE, JOHNRepublicanFEC reported
U.S. House · Pennsylvania · District 13
Election 2026 · Incumbent · Current candidate
Receiving campaign: DR JOHN JOYCE FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8PA13125 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
KELLY, GEORGE J JRRepublicanFEC reported
U.S. House · Pennsylvania · District 16
Election 2026 · Incumbent · Current candidate
Receiving campaign: MIKE KELLY FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0PA03271 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
KUSTOFF, DAVIDRepublicanFEC reported
U.S. House · Tennessee · District 8
Election 2026 · Incumbent · Current candidate
Receiving campaign: KUSTOFF FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2TN07103 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
LANKFORD, JAMES PAULRepublicanFEC reported
U.S. Senate · Oklahoma · Statewide
Election 2028 · Incumbent · Current candidate
Receiving campaign: FAMILIES FOR JAMES LANKFORD
Candidate details & sources
FEC candidate ID: S4OK00232 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
LARSON, JOHN BDemocraticFEC reported
U.S. House · Connecticut · District 1
Election 2026 · Incumbent · Current candidate
Receiving campaign: LARSON FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8CT01046 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
LEE, SUSIEDemocraticFEC reported
U.S. House · Nevada · District 3
Election 2026 · Incumbent · Current candidate
Receiving campaign: SUSIE LEE FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6NV04020 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
LUJAN, BEN RAYDemocraticFEC reported
U.S. Senate · New Mexico · Statewide
Election 2026 · Incumbent · Current candidate
Receiving campaign: PEOPLE FOR BEN
Candidate details & sources
FEC candidate ID: S0NM00058 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
MARSHALL, ROGER WRepublicanFEC reported
U.S. Senate · Kansas · Statewide
Election 2026 · Incumbent · Current candidate
Receiving campaign: KANSANS FOR MARSHALL
Candidate details & sources
FEC candidate ID: S0KS00315 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
MILLER-MEEKS, MARIANNETTE JANERepublicanFEC reported
U.S. House · Iowa · District 1
Election 2026 · Incumbent · Current candidate
Receiving campaign: MILLER-MEEKS FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8IA02043 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
MILLER, CAROL DEVINERepublicanFEC reported
U.S. House · West Virginia · District 1
Election 2026 · Incumbent · Current candidate
Receiving campaign: CAROL FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8WV03097 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
MOODY, ASHLEYRepublicanFEC reported
U.S. Senate · Florida · Statewide
Election 2026 · Incumbent · Current candidate
Receiving campaign: MOODY FOR FLORIDA
Candidate details & sources
FEC candidate ID: S6FL00640 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
MORAN, JERRYRepublicanFEC reported
U.S. Senate · Kansas · Statewide
Election 2028 · Incumbent · Current candidate
Receiving campaign: MORAN FOR KANSAS
Candidate details & sources
FEC candidate ID: S0KS00091 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
MORAN, NATHANIEL QUENTINRepublicanFEC reported
U.S. House · Texas · District 1
Election 2026 · Incumbent · Current candidate
Receiving campaign: NATHANIEL MORAN FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2TX01112 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
MURPHY, GREGORY FRANCIS DR.RepublicanFEC reported
U.S. House · North Carolina · District 3
Election 2026 · Incumbent · Current candidate
Receiving campaign: FRIENDS TO ELECT DR. GREG MURPHY TO CONGRESS
Candidate details & sources
FEC candidate ID: H0NC03172 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
MURRAY, PATTYDemocraticFEC reported
U.S. Senate · Washington · Statewide
Election 2028 · Incumbent · Current candidate
Receiving campaign: PEOPLE FOR PATTY MURRAY
Candidate details & sources
FEC candidate ID: S2WA00189 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
OBERNOLTE, JAYRepublicanFEC reported
U.S. House · California · District 23
Election 2026 · Incumbent · Current candidate
Receiving campaign: JAY OBERNOLTE FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0CA08135 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
PALLONE, FRANK JRDemocraticFEC reported
U.S. House · New Jersey · District 6
Election 2026 · Incumbent · Current candidate
Receiving campaign: PALLONE FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8NJ03073 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
PFLUGER, AUGUST LEE IIRepublicanFEC reported
U.S. House · Texas · District 11
Election 2026 · Incumbent · Current candidate
Receiving campaign: AUGUST PFLUGER FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0TX11230 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
RUIZ, RAUL DR.DemocraticFEC reported
U.S. House · California · District 25
Election 2026 · Incumbent · Current candidate
Receiving campaign: DR. RAUL RUIZ FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2CA36439 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
SCHATZ, BRIANDemocraticFEC reported
U.S. Senate · Hawaii · Statewide
Election 2028 · Incumbent · Current candidate
Receiving campaign: SCHATZ FOR SENATE
Candidate details & sources
FEC candidate ID: S4HI00136 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
SCHRIER, KIM DR.DemocraticFEC reported
U.S. House · Washington · District 8
Election 2026 · Incumbent · Current candidate
Receiving campaign: DR KIM SCHRIER FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8WA08189 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
SEWELL, TERRI A.DemocraticFEC reported
U.S. House · Alabama · District 7
Election 2026 · Incumbent · Current candidate
Receiving campaign: TERRI SEWELL FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0AL07086 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
SMITH, ADRIANRepublicanFEC reported
U.S. House · Nebraska · District 3
Election 2026 · Incumbent · Current candidate
Receiving campaign: ADRIAN SMITH FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6NE03115 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
SMITH, JASON TRepublicanFEC reported
U.S. House · Missouri · District 8
Election 2026 · Incumbent · Current candidate
Receiving campaign: JASON SMITH FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4MO08162 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
STEUBE, GREGRepublicanFEC reported
U.S. House · Florida · District 17
Election 2026 · Incumbent · Current candidate
Receiving campaign: GREG STEUBE FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8FL17053 · 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
TENNEY, CLAUDIARepublicanFEC reported
U.S. House · New York · District 24
Election 2026 · Incumbent · Current candidate
Receiving campaign: CLAUDIA TENNEY FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4NY22051 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
THOMPSON, MIKE MR.DemocraticFEC reported
U.S. House · California · District 4
Election 2026 · Incumbent · Current candidate
Receiving campaign: MIKE THOMPSON FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8CA01109 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
TRAHAN, LORIDemocraticFEC reported
U.S. House · Massachusetts · District 3
Election 2026 · Incumbent · Current candidate
Receiving campaign: LORI TRAHAN FOR CONGRESS COMMITTEE
Candidate details & sources
FEC candidate ID: H8MA03106 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
VALADAO, DAVIDRepublicanFEC reported
U.S. House · California · District 22
Election 2026 · Incumbent · Current candidate
Receiving campaign: VALADAO FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2CA20094 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
VAN DUYNE, ELIZABETH ANNRepublicanFEC reported
U.S. House · Texas · District 24
Election 2026 · Incumbent · Current candidate
Receiving campaign: BETH VAN DUYNE FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0TX24209 · 2025–2026 reporting cycle
Candidate campaign receiving transfers
WARNER, MARK ROBERTDemocraticFEC reported
U.S. Senate · Virginia · Statewide
Election 2026 · Incumbent · Current candidate
Receiving campaign: FRIENDS OF MARK WARNER
Candidate details & sources
FEC candidate ID: S6VA00093 · 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$1,17831 reported transactions

Source & identity status

Trace every claim back to the public record

Source agencyFederal Election Commission

Grouping keyExact name + ZIP

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.