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TOLIVER, DESIREE

D Β· house

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FEC candidate id
H4WA10085
Internal id
ac1b20ad-21bb-47c6-8a28-f6bc285612af
Status
challenger

Who this candidate represents

Who lives here β€” American Community Survey 5-year estimates (2024), WA-10. Source.

CategoryMetricValue
PeoplePopulation777,317
PeopleMedian age37
IncomeMedian household income$94,427
IncomePer-capita income$44,312
IncomeIn poverty9.4%
IncomeUnemployed5.1%
IncomeGini inequality index0.408
RaceWhite alone62.1%
RaceBlack alone7.4%
RaceAsian alone7.6%
RaceHispanic or Latino13.6%
RaceTwo or more races15.7%
OriginForeign-born11.6%
LanguageSpeaks English only at home82.5%
LanguageSpeaks Spanish at home6.8%
EducationHigh school or higher57.7%
EducationBachelor's or higher32.1%
EducationAdvanced degree11.9%
HouseholdFamily households66.4%
HouseholdAvg household size2.58
HouseholdNever married (15+)32.3%
HousingMedian home value$485,400
HousingMedian gross rent$1,789
HousingSingle-family detached63.3%
HousingBuilt before 19403.6%
HousingOvercrowded (>1 per room)3.1%
HousingVacant units4.8%
ServiceVeterans (18+)11.8%
HealthWith a disability14.9%
ConnectivityHouseholds with broadband94.8%
ConnectivityHouseholds with no internet3.6%
CommuteDrove alone69.9%
CommutePublic transit1.9%
CommuteWorked from home14.9%

Cycle financials

Source: FEC weball bulk file (cycle summary). Numbers in USD; 0 = no activity reported.

CycleRaisedSpentCash on handDebtsIndiv. contribs.
2024$3,372$2,298$1,075$0$3,372

Elections

Committees

Election prediction

Cycle 2026 Β· model baseline-v1 Β· base rate 15.1%

P(win) = 25.1%

FeatureΞ” P(win)
Base rate (historical)15.1%
D (major party)+10.0%

Baseline model (incumbency Γ— party Γ— office). Calibration: backtest Brier score is the reference, see npm run db:ingest -- --source=predict-backtest-election. Future model versions must beat baseline Brier on the same held-out cohort or they don't ship.

Connected on the graph

Outbound (1)

datetypetoamountrolesource
β€”principal_candidate_ofCOMMITTEE TO ELECT TOLIVER FOR CONGRESSIONAL DISTRICT 10β€”candidate_committees

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