IND

BRODIE, FURMAN

30% Democratic / 68% Republican · 0% unclassifiedDerived from contributionsZIP cluster 295412023–2024Exact 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$8.1K

Number of transactions4

Recipient committees2

Transaction date rangeAug 1, 2023through Jun 6, 2024

Reported identity evidence

Raw context retained from FEC Schedule A rows

Reported names linked: BRODIE, FURMAN
Reported ZIPs seen: 29541
Locations seen: EFFINGHAM SC
Occupation and employer: OWNER CHARLES INGRAM LUMBERVICE PRESIDENT CHARLES INGRAM LUMBER COMPANY
What is linked: Exact filed name + first five ZIP digits within this cycle

Industry: Not yet classified

Industry not yet classified for CHARLES INGRAM LUMBER · CHARLES INGRAM LUMBER COMPANY.

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: OWNER
Employment status: Owner / operator
Occupation family: Unknown
Seniority / title: Unknown
Interpreted label: Owner / operator

Reported occupation: VICE PRESIDENT
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$8,100100% of displayed positive totals4 transactions · 2 recipient committees

Recipient committee type

Type of political committee receiving the contribution

PAC$8,1004 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 2 of 2 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 · $8.1K out

Contributions by recipient committee

2 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$8,1004 reported transactions

C00128678 · PACSOUTHEASTERN LUMBER MANUFACTURERS ASSOC POLITICAL ACTION COMMITTEEMixed activity · 29% Democratic / 70% RepublicanInferred from activityFEC registration · 2024 cycleRegistered location: TYRONEGA

Candidate campaign receiving transfers
BACON, DONALD JRepublicanFEC reported
U.S. House · Nebraska · District 2
Election 2024 · Incumbent · Current candidate
Receiving campaign: DON BACON FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6NE02125 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
BEAN, AARON P.RepublicanFEC reported
U.S. House · Florida · District 4
Election 2024 · Incumbent · Current candidate
Receiving campaign: AARON BEAN FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2FL04211 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
BISHOP, SANFORDDemocraticFEC reported
U.S. House · Georgia · District 2
Election 2024 · Incumbent · Current candidate
Receiving campaign: SANFORD BISHOP FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2GA02031 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
BOOZMAN, SEN. JOHNRepublicanFEC reported
U.S. Senate · Arkansas · Statewide
Election 2028 · Incumbent · Current candidate
Receiving campaign: BOOZMAN FOR ARKANSAS
Candidate details & sources
FEC candidate ID: S0AR00150 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
CAMMACK, KATRepublicanFEC reported
U.S. House · Florida · District 3
Election 2024 · Incumbent · Current candidate
Receiving campaign: KAT FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0FL03175 · 2023–2024 reporting cycle

Show 28 more candidate connections (33 total)

Candidate campaign receiving transfers
CARTER, EARL LEROYRepublicanFEC reported
U.S. House · Georgia · District 1
Election 2024 · Incumbent · Current candidate
Receiving campaign: BUDDY CARTER FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4GA01039 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
CLYBURN, JAMES E.DemocraticFEC reported
U.S. House · South Carolina · District 6
Election 2024 · Incumbent · Current candidate
Receiving campaign: FRIENDS OF JIM CLYBURN
Candidate details & sources
FEC candidate ID: H2SC02042 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
CUELLAR, HENRY R.DemocraticFEC reported
U.S. House · Texas · District 28
Election 2024 · Incumbent · Current candidate
Receiving campaign: TEXANS FOR HENRY CUELLAR CONGRESSIONAL CAMPAIGN
Candidate details & sources
FEC candidate ID: H2TX23082 · 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
DUNN, NEAL PATRICK MD, FACSRepublicanFEC reported
U.S. House · Florida · District 2
Election 2024 · Incumbent · Current candidate
Receiving campaign: FRIENDS OF NEAL DUNN
Candidate details & sources
FEC candidate ID: H6FL02208 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
FRY, RUSSELLRepublicanFEC reported
U.S. House · South Carolina · District 7
Election 2024 · Incumbent · Current candidate
Receiving campaign: FRY FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2SC07280 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
GARAMENDI, JOHNDemocraticFEC reported
U.S. House · California · District 8
Election 2024 · Incumbent · Current candidate
Receiving campaign: GARAMENDI FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0CA10149 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
GLUESENKAMP PEREZ, MARIEDemocraticFEC reported
U.S. House · Washington · District 3
Election 2024 · Incumbent · Current candidate
Receiving campaign: MARIE FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2WA03217 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
GOOD, ROBERT G. HON.RepublicanFEC reported
U.S. House · Virginia · District 5
Election 2024 · Incumbent · Current candidate
Receiving campaign: GOOD FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0VA05160 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
GRAVES, GARRETRepublicanFEC reported
U.S. House · Louisiana · District 6
Election 2024 · Incumbent · Current candidate
Receiving campaign: GARRET GRAVES FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4LA06153 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
GUEST, MICHAEL PATRICKRepublicanFEC reported
U.S. House · Mississippi · District 3
Election 2024 · Incumbent · Current candidate
Receiving campaign: FRIENDS OF MICHAEL GUEST
Candidate details & sources
FEC candidate ID: H8MS03125 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
JOHNSON, JAMES MICHAELRepublicanFEC reported
U.S. House · Louisiana · District 4
Election 2024 · Incumbent · Current candidate
Receiving campaign: MIKE JOHNSON FOR LOUISIANA
Candidate details & sources
FEC candidate ID: H6LA04138 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
KELLY, JOHN TRENTRepublicanFEC reported
U.S. House · Mississippi · District 1
Election 2024 · Incumbent · Current candidate
Receiving campaign: KELLY FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6MS01131 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
KING, ANGUS S. JR.IndependentFEC reported
U.S. Senate · Maine · Statewide
Election 2024 · Incumbent · Current candidate
Receiving campaign: ANGUS KING FOR U.S. SENATE CAMPAIGN
Candidate details & sources
FEC candidate ID: S2ME00109 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
KUSTER, ANN MCLANEDemocraticFEC reported
U.S. House · New Hampshire · District 2
Election 2024 · Incumbent · Prior-cycle candidate
Receiving campaign: KUSTER FOR CONGRESS, INC
Candidate details & sources
FEC candidate ID: H0NH02181 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
ROGERS, MICHAELRepublicanFEC reported
U.S. House · Alabama · District 3
Election 2024 · Incumbent · Current candidate
Receiving campaign: MIKE ROGERS FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2AL03032 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
RUTHERFORD, JOHNRepublicanFEC reported
U.S. House · Florida · District 5
Election 2024 · Incumbent · Current candidate
Receiving campaign: CITIZENS FOR JOHN RUTHERFORD
Candidate details & sources
FEC candidate ID: H6FL04105 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
SALINAS, ANDREADemocraticFEC reported
U.S. House · Oregon · District 6
Election 2024 · Incumbent · Current candidate
Receiving campaign: ANDREA SALINAS FOR OREGON
Candidate details & sources
FEC candidate ID: H2OR06066 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
SCOTT, DAVID ALBERTDemocraticFEC reported
U.S. House · Georgia · District 13
Election 2024 · Incumbent · Current candidate
Receiving campaign: DAVID SCOTT FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2GA13012 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
SEWELL, TERRI A.DemocraticFEC reported
U.S. House · Alabama · District 7
Election 2024 · Incumbent · Current candidate
Receiving campaign: TERRI SEWELL FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0AL07086 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
SORENSEN, ERICDemocraticFEC reported
U.S. House · Illinois · District 17
Election 2024 · Incumbent · Current candidate
Receiving campaign: ERIC SORENSEN FOR ILLINOIS
Candidate details & sources
FEC candidate ID: H2IL17147 · 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
STRICKLAND, MARILYNDemocraticFEC reported
U.S. House · Washington · District 10
Election 2024 · Incumbent · Current candidate
Receiving campaign: STRICKLAND FOR WASHINGTON
Candidate details & sources
FEC candidate ID: H0WA10034 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
STRONG, DALE WHITNEYRepublicanFEC reported
U.S. House · Alabama · District 5
Election 2024 · Incumbent · Current candidate
Receiving campaign: DALE STRONG FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2AL05102 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
THOMPSON, GLENN MR.RepublicanFEC reported
U.S. House · Pennsylvania · District 15
Election 2024 · Incumbent · Current candidate
Receiving campaign: FRIENDS OF GLENN THOMPSON
Candidate details & sources
FEC candidate ID: H8PA05071 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
WESTERMAN, BRUCERepublicanFEC reported
U.S. House · Arkansas · District 4
Election 2024 · Incumbent · Current candidate
Receiving campaign: WESTERMAN FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4AR04048 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
WICKER, ROGER SEN.RepublicanFEC reported
U.S. Senate · Mississippi · Statewide
Election 2024 · Incumbent · Current candidate
Receiving campaign: WICKER FOR SENATE
Candidate details & sources
FEC candidate ID: S8MS00196 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
WITTMAN, ROBERT J. MR.RepublicanFEC reported
U.S. House · Virginia · District 1
Election 2024 · Incumbent · Current candidate
Receiving campaign: ROB WITTMAN FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8VA01147 · 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$7,1003 reported transactions

C00602698 · PACAMERICAN WOOD COUNCIL POLITICAL ACTION COMMITTEE (WOOD-PAC)Mixed activity · 40% Democratic / 55% Republican · 3% unclassifiedInferred from activityFEC registration · 2024 cycleRegistered location: WASHINGTONDCConnected organization: AMERICAN WOOD COUNCIL

Candidate campaign receiving transfers
BACON, DONALD JRepublicanFEC reported
U.S. House · Nebraska · District 2
Election 2024 · Incumbent · Current candidate
Receiving campaign: DON BACON FOR CONGRESS
Candidate details & sources
FEC candidate ID: H6NE02125 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
BEAN, AARON P.RepublicanFEC reported
U.S. House · Florida · District 4
Election 2024 · Incumbent · Current candidate
Receiving campaign: AARON BEAN FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2FL04211 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
BEGICH, NICHOLAS IIIRepublicanFEC reported
U.S. House · Alaska · At-large
Election 2024 · Challenger · Current candidate
Receiving campaign: ALASKANS FOR NICK BEGICH
Candidate details & sources
FEC candidate ID: H2AK01083 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
BENTZ, CLIFFRepublicanFEC reported
U.S. House · Oregon · District 2
Election 2024 · Incumbent · Current candidate
Receiving campaign: CLIFF BENTZ FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0OR02127 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
BERGMAN, JOHNRepublicanFEC reported
U.S. House · Michigan · District 1
Election 2024 · Incumbent · Current candidate
Receiving campaign: BERGMANFORCONGRESS
Candidate details & sources
FEC candidate ID: H6MI01226 · 2023–2024 reporting cycle

Show 22 more candidate connections (27 total)

Candidate campaign receiving transfers
BISHOP, SANFORDDemocraticFEC reported
U.S. House · Georgia · District 2
Election 2024 · Incumbent · Current candidate
Receiving campaign: SANFORD BISHOP FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2GA02031 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
BONAMICI, SUZANNE MS.DemocraticFEC reported
U.S. House · Oregon · District 1
Election 2024 · Incumbent · Current candidate
Receiving campaign: BONAMICI FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2OR01133 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
BOOZMAN, SEN. JOHNRepublicanFEC reported
U.S. Senate · Arkansas · Statewide
Election 2028 · Incumbent · Current candidate
Receiving campaign: BOOZMAN FOR ARKANSAS
Candidate details & sources
FEC candidate ID: S0AR00150 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
CALVERT, KENRepublicanFEC reported
U.S. House · California · District 41
Election 2024 · Incumbent · Current candidate
Receiving campaign: KEN CALVERT FOR CONGRESS COMMITTEE
Candidate details & sources
FEC candidate ID: H2CA37023 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
CARL, JERRY LEE, JRRepublicanFEC reported
U.S. House · Alabama · District 1
Election 2024 · Incumbent · Current candidate
Receiving campaign: JERRY CARL FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0AL01055 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
CARTER, EARL LEROYRepublicanFEC reported
U.S. House · Georgia · District 1
Election 2024 · Incumbent · Current candidate
Receiving campaign: BUDDY CARTER FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4GA01039 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
CLYBURN, JAMES E.DemocraticFEC reported
U.S. House · South Carolina · District 6
Election 2024 · Incumbent · Current candidate
Receiving campaign: FRIENDS OF JIM CLYBURN
Candidate details & sources
FEC candidate ID: H2SC02042 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
COLLINS, MICHAEL A JRRepublicanFEC reported
U.S. House · Georgia · District 10
Election 2024 · Incumbent · Current candidate
Receiving campaign: COLLINS FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4GA10071 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
DELBENE, SUZAN KDemocraticFEC reported
U.S. House · Washington · District 1
Election 2024 · Incumbent · Current candidate
Receiving campaign: DELBENE FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0WA08046 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
FULCHER, RUSSELLRepublicanFEC reported
U.S. House · Idaho · District 1
Election 2024 · Incumbent · Current candidate
Receiving campaign: RUSS FULCHER FOR IDAHO
Candidate details & sources
FEC candidate ID: H8ID01124 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
GARAMENDI, JOHNDemocraticFEC reported
U.S. House · California · District 8
Election 2024 · Incumbent · Current candidate
Receiving campaign: GARAMENDI FOR CONGRESS
Candidate details & sources
FEC candidate ID: H0CA10149 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
GLUESENKAMP PEREZ, MARIEDemocraticFEC reported
U.S. House · Washington · District 3
Election 2024 · Incumbent · Current candidate
Receiving campaign: MARIE FOR CONGRESS
Candidate details & sources
FEC candidate ID: H2WA03217 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
KILMER, DEREKDemocraticFEC reported
U.S. House · Washington · District 6
Election 2024 · Incumbent · Current candidate
Receiving campaign: PEOPLE FOR DEREK KILMER
Candidate details & sources
FEC candidate ID: H2WA06129 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
KING, ANGUS S. JR.IndependentFEC reported
U.S. Senate · Maine · Statewide
Election 2024 · Incumbent · Current candidate
Receiving campaign: ANGUS KING FOR U.S. SENATE CAMPAIGN
Candidate details & sources
FEC candidate ID: S2ME00109 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
MCMORRIS RODGERS, CATHYRepublicanFEC reported
U.S. House · Washington · District 5
Election 2024 · Incumbent · Current candidate
Receiving campaign: CATHY MCMORRIS RODGERS FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4WA05077 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
RUTHERFORD, JOHNRepublicanFEC reported
U.S. House · Florida · District 5
Election 2024 · Incumbent · Current candidate
Receiving campaign: CITIZENS FOR JOHN RUTHERFORD
Candidate details & sources
FEC candidate ID: H6FL04105 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
SIMPSON, MICHAELRepublicanFEC reported
U.S. House · Idaho · District 2
Election 2024 · Incumbent · Current candidate
Receiving campaign: SIMPSON FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8ID02064 · 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
STAUBER, PETER ALLENRepublicanFEC reported
U.S. House · Minnesota · District 8
Election 2024 · Incumbent · Current candidate
Receiving campaign: PETE STAUBER FOR CONGRESS
Candidate details & sources
FEC candidate ID: H8MN08043 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
STRICKLAND, MARILYNDemocraticFEC reported
U.S. House · Washington · District 10
Election 2024 · Incumbent · Current candidate
Receiving campaign: STRICKLAND FOR WASHINGTON
Candidate details & sources
FEC candidate ID: H0WA10034 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
THOMPSON, GLENN MR.RepublicanFEC reported
U.S. House · Pennsylvania · District 15
Election 2024 · Incumbent · Current candidate
Receiving campaign: FRIENDS OF GLENN THOMPSON
Candidate details & sources
FEC candidate ID: H8PA05071 · 2023–2024 reporting cycle
Candidate campaign receiving transfers
WESTERMAN, BRUCERepublicanFEC reported
U.S. House · Arkansas · District 4
Election 2024 · Incumbent · Current candidate
Receiving campaign: WESTERMAN FOR CONGRESS
Candidate details & sources
FEC candidate ID: H4AR04048 · 2023–2024 reporting cycle

Reported total$1,0001 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.