IND

LOCKERT, LORNA

100% DemocraticDerived from contributionsZIP cluster 224072023–2024Exact 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$9.4K

Number of transactions411

Recipient committees8

Transaction date rangeJan 2, 2023through Dec 29, 2024

Reported identity evidence

Raw context retained from FEC Schedule A rows

Reported names linked: LOCKERT, LORNA
Reported ZIPs seen: 22407
Locations seen: FREDERICKSBURG VA
Occupation and employer: EDITOR STRATEAGIC INSIGHT LTD.LEAD TECHNICAL EDITOR APPLIED MANAGEMENT CORPTECH EDITOR AMCORPWRITER STRATEAGIC INSIGHT LTD.WRITER STRATEGIC INSIGHT LTD.WRITER/EDITOR STRATEAGIC INSIGHT LTD.WRITER/EDITOR STRATEAGIC INSIGHT, LTD.WRITER/EDITOR STRATEGIC INSIGHT LTD.
What is linked

Industry: Not yet classified

Industry not yet classified for STRATEAGIC INSIGHT LTD. · APPLIED MANAGEMENT CORP · AMCORP · STRATEGIC INSIGHT LTD. · STRATEAGIC INSIGHT, LTD..

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: EDITOR
Employment status: Employed
Occupation family: Media / journalism
Seniority / title: Unknown
Interpreted label: Media / journalism

Reported occupation: LEAD TECHNICAL EDITOR
Interpretation: Not yet classified

Reported occupation: TECH EDITOR
Interpretation: Not yet classified

2 more reported occupation values

Reported occupation: WRITER
Employment status: Employed
Occupation family: Media / journalism
Seniority / title: Unknown
Interpreted label: Media / journalism

Reported occupation: WRITER/EDITOR
Employment status: Employed
Occupation family: Media / journalism
Seniority / title: Unknown
Interpreted label: Media / journalism

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

Democratic destinationsDerived from contributions$9,381100% of displayed positive totals411 transactions · 8 recipient committees

Recipient committee type

Type of political committee receiving the contribution

Candidate campaign$3,230113 transactions · 2 recipient committees

Hybrid PAC$3,292227 transactions · 4 recipient committees

Party committee$2,85971 transactions · 2 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 8 of 8 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 · $9.4K out

Contributions by recipient committee

8 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$9,381411 reported transactions

C00495358 · Candidate campaignKAINE FOR VIRGINIADemocraticFEC reportedFEC registration · 2024 cycleRegistered location: WILLIAMSBURGVAConnected organization: KAINE VICTORY FUND

Principal candidate campaign
KAINE, TIMOTHY MICHAELDemocraticFEC reported
U.S. Senate · Virginia · Statewide
Election 2024 · Incumbent · Current candidate
Candidate details & sources
FEC candidate ID: S2VA00142 · 2023–2024 reporting cycle

Reported total$2,20283 reported transactions

C00418897 · Hybrid PACVOTEVETSDemocraticCurated classificationFEC registration · 2024 cycleRegistered location: PORTLANDORConnected organization: NONE

Candidate campaign receiving transfers
ARCHULETA, BOBDemocraticFEC reported
U.S. House · California · District 31
Election 2024 · Open seat · Current candidate
Receiving campaign: BOB ARCHULETA FOR CONGRESS 2024
Candidate details & sources
FEC candidate ID: H4CA31113 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
AUCHINCLOSS, JAKEDemocraticFEC reported
U.S. House · Massachusetts · District 4
Election 2024 · Incumbent · Current candidate
Receiving campaign: JAKE AUCHINCLOSS FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0MA04192 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
BACCAM, LANONDemocraticFEC reported
U.S. House · Iowa · District 3
Election 2024 · Challenger · Current candidate
Receiving campaign: BACCAM FOR IOWA
Candidate details & sources
FEC candidate ID: H4IA03172 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
BERBRICK, WALTERDemocraticFEC reported
U.S. House · Rhode Island · District 1
Election 2023 · Open seat · Current candidate
Receiving campaign: BERBRICK FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4RI01273 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
CARBAJAL, SALUD O.DemocraticFEC reported
U.S. House · California · District 24
Election 2024 · Incumbent · Current candidate
Receiving campaign: SALUD CARBAJAL FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6CA24303 · 2023–2024 reporting cycle

Show 36 more candidate connections (41 total)

Candidate campaign receiving transfers
CHERNY, ANDREIDemocraticFEC reported
U.S. House · Arizona · District 9
Election 2012 · Challenger · Prior-cycle candidate
Receiving campaign: ANDREI FOR ARIZONA
Candidate details & sources
FEC candidate ID: H2AZ09043 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
CHERNY, ANDREIDemocraticFEC reported
U.S. House · Arizona · District 1
Election 2024 · Challenger · Current candidate
Receiving campaign: ANDREI FOR ARIZONA
Candidate details & sources
FEC candidate ID: H4AZ01202 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
COLLIER, MATTDemocraticFEC reported
U.S. House · Michigan · District 8
Election 2024 · Open seat · Current candidate
Receiving campaign: COLLIER FOR MICHIGAN
Candidate details & sources
FEC candidate ID: H4MI08242 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
CONAWAY, HERB MDDemocraticFEC reported
U.S. House · New Jersey · District 3
Election 2024 · Challenger · Current candidate
Receiving campaign: HERB CONAWAY FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4NJ03080 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
COTTER SMASAL, MISSYDemocraticFEC reported
U.S. House · Virginia · District 2
Election 2024 · Challenger · Current candidate
Receiving campaign: MISSY FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4VA02060 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
CROW, JASONDemocraticFEC reported
U.S. House · Colorado · District 6
Election 2024 · Incumbent · Current candidate
Receiving campaign: JASON CROW FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8CO06229 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
DAVIS, DONDemocraticFEC reported
U.S. House · North Carolina · District 1
Election 2024 · Incumbent · Current candidate
Receiving campaign: DON DAVIS FOR NC
Candidate details & sources
FEC candidate ID: H2NC02287 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
DELUZIO, CHRISTOPHERDemocraticFEC reported
U.S. House · Pennsylvania · District 17
Election 2024 · Incumbent · Current candidate
Receiving campaign: CHRIS DELUZIO FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2PA17103 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
DIXON, PETERDemocraticFEC reported
U.S. House · California · District 16
Election 2024 · Open seat · Current candidate
Receiving campaign: DIXON FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4CA16247 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
DUCKWORTH, L. TAMMYDemocraticFEC reported
U.S. Senate · Illinois · Statewide
Election 2028 · Incumbent · Current candidate
Receiving campaign: TAMMY FOR ILLINOIS
Candidate details & sources
FEC candidate ID: S6IL00292 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
EHASZ, ASHLEYDemocraticFEC reported
U.S. House · Pennsylvania · District 1
Election 2024 · Challenger · Current candidate
Receiving campaign: EHASZ FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2PA01099 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
GALLEGO, RUBENDemocraticFEC reported
U.S. Senate · Arizona · Statewide
Election 2024 · Open seat · Current candidate
Receiving campaign: GALLEGO FOR ARIZONA
Candidate details & sources
FEC candidate ID: S4AZ00139 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
GOLDEN, JAREDDemocraticFEC reported
U.S. House · Maine · District 2
Election 2024 · Incumbent · Current candidate
Receiving campaign: COMMITTEE TO ELECT JARED GOLDEN
Candidate details & sources
FEC candidate ID: H8ME02185 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
GOODLANDER, MAGGIEDemocraticFEC reported
U.S. House · New Hampshire · District 2
Election 2024 · Open seat · Current candidate
Receiving campaign: MAGGIE FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4NH02399 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
HARRIS, SHAWNDemocraticFEC reported
U.S. House · Georgia · District 14
Election 2024 · Challenger · Current candidate
Receiving campaign: SHAWN FOR GEORGIA
Candidate details & sources
FEC candidate ID: H4GA14057 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
HELMER, DANIELDemocraticFEC reported
U.S. House · Virginia · District 10
Election 2024 · Open seat · Current candidate
Receiving campaign: HELMER FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8VA10080 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
HOLLIER, ADAMDemocraticFEC reported
U.S. House · Michigan · District 13
Election 2024 · Challenger · Current candidate
Receiving campaign: ADAM HOLLIER FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2MI13246 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
HOULAHAN, CHRISSYDemocraticFEC reported
U.S. House · Pennsylvania · District 6
Election 2024 · Incumbent · Current candidate
Receiving campaign: CHRISSY HOULAHAN FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8PA06087 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
JACKSON, JEFFDemocraticFEC reported
U.S. House · North Carolina · District 14
Election 2024 · Incumbent · Current candidate
Receiving campaign: JEFF JACKSON FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2NC14076 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
KELLY, MARKDemocraticFEC reported
U.S. Senate · Arizona · Statewide
Election 2028 · Incumbent · Current candidate
Receiving campaign: MARK KELLY FOR SENATE
Candidate details & sources
FEC candidate ID: S0AZ00350 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
KIM, ANDYDemocraticFEC reported
U.S. Senate · New Jersey · Statewide
Election 2024 · Open seat · Current candidate
Receiving campaign: ANDY KIM FOR NEW JERSEY
Candidate details & sources
FEC candidate ID: S4NJ00466 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
KLEE HOOD, SARAHDemocraticFEC reported
U.S. House · New York · District 22
Election 2024 · Challenger · Current candidate
Receiving campaign: SARAH KLEE HOOD FOR NY
Candidate details & sources
FEC candidate ID: H2NY24150 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
LIEU, TEDDemocraticFEC reported
U.S. House · California · District 36
Election 2024 · Incumbent · Current candidate
Receiving campaign: TED LIEU FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4CA33119 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
MOULTON, SETHDemocraticFEC reported
U.S. House · Massachusetts · District 6
Election 2024 · Incumbent · Current candidate
Receiving campaign: MOULTON FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4MA06090 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
O'BRIEN, MICHAELDemocraticFEC reported
U.S. House · Pennsylvania · District 10
Election 2024 · Challenger · Current candidate
Receiving campaign: MIKE O'BRIEN FOR PA
Candidate details & sources
FEC candidate ID: H4PA10088 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
PANETTA, JIMMYDemocraticFEC reported
U.S. House · California · District 19
Election 2024 · Incumbent · Current candidate
Receiving campaign: JIMMY PANETTA FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6CA20152 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
PETERS, GARYDemocraticFEC reported
U.S. Senate · Michigan · Statewide
Election 2026 · Incumbent · Current candidate
Receiving campaign: PETERS FOR MICHIGAN
Candidate details & sources
FEC candidate ID: S4MI00355 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
RYAN, PATRICKDemocraticFEC reported
U.S. House · New York · District 18
Election 2024 · Incumbent · Current candidate
Receiving campaign: PAT RYAN FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8NY19223 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
SANCHEZ, TIMDemocraticFEC reported
U.S. House · California · District 12
Election 2024 · Open seat · Current candidate
Receiving campaign: TIM SANCHEZ FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4CA12188 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
SHERRILL, MIKIEDemocraticFEC reported
U.S. House · New Jersey · District 11
Election 2024 · Incumbent · Current candidate
Receiving campaign: MIKIE SHERRILL FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8NJ11142 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
SLOTKIN, ELISSADemocraticFEC reported
U.S. Senate · Michigan · Statewide
Election 2024 · Open seat · Current candidate
Receiving campaign: ELISSA SLOTKIN FOR MICHIGAN
Candidate details & sources
FEC candidate ID: S4MI00470 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
SPANBERGER, ABIGAILDemocraticFEC reported
U.S. House · Virginia · District 7
Election 2024 · Incumbent · Current candidate
Receiving campaign: SPANBERGER FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8VA07094 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
THOMPSON, MIKE MR.DemocraticFEC reported
U.S. House · California · District 4
Election 2024 · Incumbent · Current candidate
Receiving campaign: MIKE THOMPSON FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8CA01109 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
TRAN, DEREKDemocraticFEC reported
U.S. House · California · District 45
Election 2024 · Challenger · Current candidate
Receiving campaign: DEREK TRAN FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4CA45170 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
VINDMAN, YEVGENY 'EUGENE'DemocraticFEC reported
U.S. House · Virginia · District 7
Election 2024 · Open seat · Current candidate
Receiving campaign: VINDMAN FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4VA07234 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
WILLIAMS, BRIAN DR.DemocraticFEC reported
U.S. House · Texas · District 32
Election 2024 · Open seat · Current candidate
Receiving campaign: DR. BRIAN WILLIAMS FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4TX32055 · 2023–2024 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$2,15059 reported transactions

C00155952 · Party committeeDEMOCRATIC PARTY OF VIRGINIADemocraticFEC reportedFEC registration · 2024 cycleRegistered location: RICHMONDVAConnected organization: CONNOLLY VICTORY FUND

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$1,95956 reported transactions

C00412304 · Candidate campaignMONTANANS FOR TESTERDemocraticFEC reportedFEC registration · 2024 cycleRegistered location: HELENAMTConnected organization: TESTER VICTORY FUND

Principal candidate campaign
TESTER, R. JONDemocraticFEC reported
U.S. Senate · Montana · Statewide
Election 2024 · Incumbent · Current candidate
Candidate details & sources
FEC candidate ID: S6MT00162 · 2023–2024 reporting cycle

Reported total$1,02830 reported transactions

C00042366 · Party committeeDSCCDemocraticFEC reportedFEC registration · 2024 cycleRegistered location: WASHINGTONDCConnected organization: COLORADO SENATE VICTORY 2016

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$90015 reported transactions

C00401224 · Hybrid PACACTBLUEDemocraticCurated classificationFEC registration · 2024 cycleRegistered location: SOMERVILLEMAConnected 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$632147 reported transactions

C00748228 · Hybrid PACMARCH ON PAC100% Democratic-aligned activityInferred from activityFEC registration · 2024 cycleRegistered location: DENVERCOConnected organization: FUTURE DEMOCRATS PAC

Candidate campaign receiving transfers
ALLRED, COLINDemocraticFEC reported
U.S. Senate · Texas · Statewide
Election 2024 · Challenger · Current candidate
Receiving campaign: COLIN ALLRED FOR SENATE
Candidate details & sources
FEC candidate ID: S4TX00722 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
ALSOBROOKS, ANGELADemocraticFEC reported
U.S. Senate · Maryland · Statewide
Election 2024 · Open seat · Current candidate
Receiving campaign: ALSOBROOKS FOR SENATE
Candidate details & sources
FEC candidate ID: S4MD00327 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
COTTER SMASAL, MISSYDemocraticFEC reported
U.S. House · Virginia · District 2
Election 2024 · Challenger · Current candidate
Receiving campaign: MISSY FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4VA02060 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
EHASZ, ASHLEYDemocraticFEC reported
U.S. House · Pennsylvania · District 1
Election 2024 · Challenger · Current candidate
Receiving campaign: EHASZ FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2PA01099 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
ENGEL, KIRSTENDemocraticFEC reported
U.S. House · Arizona · District 6
Election 2024 · Challenger · Current candidate
Receiving campaign: ENGEL FOR ARIZONA
Candidate details & sources
FEC candidate ID: H2AZ02311 · 2023–2024 reporting cycle

Show 6 more candidate connections (11 total)

Candidate campaign receiving transfers
GALLEGO, RUBENDemocraticFEC reported
U.S. Senate · Arizona · Statewide
Election 2024 · Open seat · Current candidate
Receiving campaign: GALLEGO FOR ARIZONA
Candidate details & sources
FEC candidate ID: S4AZ00139 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
JAYAPAL, PRAMILADemocraticFEC reported
U.S. House · Washington · District 7
Election 2024 · Incumbent · Current candidate
Receiving campaign: PRAMILA FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6WA07458 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
JONES, MONDAIREDemocraticFEC reported
U.S. House · New York · District 17
Election 2024 · Challenger · Current candidate
Receiving campaign: MONDAIRE FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0NY17174 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
OMAR, ILHANDemocraticFEC reported
U.S. House · Minnesota · District 5
Election 2024 · Incumbent · Current candidate
Receiving campaign: ILHAN FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8MN05239 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
RANDALL, EMILYDemocraticFEC reported
U.S. House · Washington · District 6
Election 2024 · Open seat · Current candidate
Receiving campaign: EMILY RANDALL FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4WA06117 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
TRANEL, MONICADemocraticFEC reported
U.S. House · Montana · District 1
Election 2024 · Challenger · Current candidate
Receiving campaign: MONICA TRANEL FOR MONTANA
Candidate details & sources
FEC candidate ID: H2MT02092 · 2023–2024 reporting cycle

Reported total$43517 reported transactions

C00753558 · Hybrid PACDEMOCRATIC VICTORY PAC, INC.92% Democratic-aligned activity · 2% unclassifiedInferred from activityFEC registration · 2024 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$754 reported transactions

Source & identity status

Trace every claim back to the public record

Source agencyFederal Election Commission

Grouping keyExact name + ZIP

Cycle2023–2024

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.