Data catalog

Every connector, and what it actually returns

76 registered sources. Search or filter by vertical, data type and geographic grain. For each one: who publishes it, what a row represents, the grain it can be queried at, and how often the publisher updates it. Every number in a RepVector dashboard traces back to one of these.

Vertical

Data type

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Topic

Showing 76 of 76 sources

U.S. Census Bureau · updates Annual (5-year rolling estimates) · available at County, Census tract, ZIP code, State

Population, age, income, housing, employment and education estimates for every county, tract and ZIP-code tabulation area in the United States. The general-purpose baseline for understanding who lives in a place and what their economic circumstances are.

U.S. Bureau of Economic Analysis · updates Annual · available at County, State, National

Annual county and state personal income, per capita personal income, and real gross domestic product from the Bureau of Economic Analysis. The standard source for local spending power and economic output, used to size markets and compare affluence across places.

Behavioral health treatment facility locator
facilities
Entities / facilities

SAMHSA (FindTreatment.gov) · updates Updated regularly · available at State

Licensed substance-use and mental-health treatment facilities, with address, phone, website and the specific services and treatment approaches each site offers (e.g. opioid treatment, outpatient, medication-assisted treatment). A directory of real, operating treatment sites, not aggregate statistics.

SAMHSA (FindTreatment.gov) · updates Updated continuously by SAMHSA · available at Point / radius, City / place, County

The national SAMHSA treatment-provider registry: mental health and substance use treatment facilities within a radius of a named place, with facility name, street address, phone, website, distance and the services each site reports offering (outpatient, intensive outpatient, residential, telehealth, medication-assisted treatment and more). Individual sites, not aggregate counts, and not limited to Medicare — it covers commercial, Medicaid, self-pay and sliding-scale providers, including counseling and therapy programs.

Broadband availability
infrastructure
Statistics

Federal Communications Commission · updates Twice yearly · available at County

Reported fixed-broadband availability by county — which technologies and speed tiers reach how much of the population. Relevant to anything that depends on connectivity: remote service delivery, telehealth, connected devices, digital sales channels, or siting.

Clinical trials by condition and location
research
Entities / facilities

National Library of Medicine (ClinicalTrials.gov) · updates Updated continuously · available at State, National

Registered clinical studies matching a medical condition or intervention term, with status, phase, sponsor and the locations recruiting or running them. Filterable to studies with a site in a given state — signals where clinical research activity and specialised care capacity for a condition are concentrated.

College Scorecard postsecondary institutions
education
Entities / facilities

U.S. Department of Education · updates Annually · available at State

Every degree-granting college and university in an area, with enrollment, admission rate, net price, typical earnings after attending, and completion rate. Identifies who the local postsecondary institutions are and how they compare on cost and outcomes.

Consumer Price Index
economy
Time series

U.S. Bureau of Labor Statistics · updates Monthly · available at National

Monthly national Consumer Price Index for All Urban Consumers (CPI-U), all items and core categories. The standard measure of price-level change over time, useful for adjusting historical dollar figures or reading current cost-of-living trends.

County Business Patterns
business
Statistics

U.S. Census Bureau · updates Annual · available at County, State

Counts of business establishments, employment and annual payroll by industry (NAICS code) for every county. Shows how many businesses of a given type operate in a place and how large they are — the standard way to size a B2B addressable market or an industry cluster.

RepVector directory sweeps (MDDcare and partner directories) · updates Annual full sweep, incremental in between · available at City / place, County, State

Clinics and clinicians harvested from public commercial care directories, each row carrying the treatments the site actually advertises (TMS / transcranial magnetic stimulation, esketamine / Spravato, ketamine, medication management, therapy), the insurers accepted, street address, phone and a named clinician where published. This is the only source that knows which psychiatry practices deliver a specific modality — federal registries record taxonomy, never the service line. Use it whenever the question names a treatment or modality rather than a specialty.

Crossref · updates Continuous · available at National

Search of Crossref's registry of DOI-assigned scholarly works — journal articles, conference papers, datasets and standards, with publisher and citation metadata attached to every record. A broad, publisher-verified complement to PubMed and OpenAlex.

National Center for Health Statistics (CDC) · updates Annual · available at County, State

Estimated age-adjusted drug-poisoning death rates (banded ranges, to preserve small-area confidentiality) for every U.S. county over time, with population. The standard federal small-area measure of fatal overdose burden, useful anywhere mortality is a proxy for need, risk or demand for treatment and support services.

U.S. Energy Information Administration · updates Monthly · available at National, State

Monthly average retail electricity price, sales volume, revenue, and customer counts by state and by customer sector (residential, commercial, industrial, transportation, all sectors). Useful for operating-cost, energy-intensity, and utility-market questions.

CDC National Syndromic Surveillance Program · updates Weekly · available at County

Weekly percentage of emergency department visits attributed to COVID-19, influenza and RSV for each county, with rising/falling trend classifications. A near-real-time read on acute care demand and respiratory illness pressure in a place.

EPA AQS air quality monitoring
environment
Entities / facilities

U.S. Environmental Protection Agency (AirData) · updates Annually · available at County, State

Annual summaries of EPA criteria air pollutant monitors — PM2.5, ozone, carbon monoxide, sulfur dioxide, nitrogen dioxide and PM10 — reported at monitoring sites across the U.S. Includes the annual mean, units, number of observations, first maximum value and site location.

EPA ECHO regulated facilities
environment
Entities / facilities

U.S. Environmental Protection Agency (ECHO) · updates Continuously updated · available at County, State

Facilities the EPA tracks for environmental compliance — air, water and waste permits — with address, registry ID and any total penalties assessed. Covers essentially every regulated business or site in a county: shops, apartments, manufacturers, storage yards and more, not just polluters under active enforcement.

Excluded individuals and entities (OIG LEIE)
regulatory
Entities / facilities

HHS Office of Inspector General · updates Monthly · available at State

People and businesses barred from federal health care programmes, with name, business name, specialty, NPI, city, state, exclusion type and exclusion date. Used for counterparty and partner screening anywhere federal health dollars are involved.

U.S. Food and Drug Administration (openFDA) · updates Updated regularly · available at National

Counts of adverse-event reactions reported to the FDA for a named drug or ingredient, drawn from the FDA Adverse Event Reporting System. National in scope (not geographic), useful for gauging the reported safety profile or reaction pattern associated with a specific medication.

U.S. Treasury (USAspending.gov) · updates Daily · available at National

Search of individual federal contract and grant awards on USAspending.gov matching a keyword — who is being paid, by which agency, and how much. Useful for identifying federal buyers, competitors, or contractors already active in a product or service category.

USAspending.gov (U.S. Treasury) · updates Updated continuously · available at County, State

Dollars of federal contracts, grants, loans and direct payments flowing into each county, with per-capita normalisation. Reveals where federal money lands, which is a proxy for public-sector demand, institutional presence and grant-funded buying power.

Federal disaster declarations
environment
Entities / facilities

Federal Emergency Management Agency (OpenFEMA) · updates Updated as declarations are issued · available at County, State

Every federal disaster declaration (major disaster, fire management, emergency) affecting a county or state, with incident type and declaration date. Shows a place's exposure to floods, wildfire, severe storms and other disruptions with a federal response history.

Federal Register documents
regulatory
Documents

National Archives — Office of the Federal Register · updates Daily · available at National

Search of rules, proposed rules, notices and presidential documents published in the Federal Register. Surfaces regulatory activity relevant to a topic: proposed rules, agency guidance, compliance deadlines, and program notices from federal agencies.

FRED Economic Data
economy
Time series

Federal Reserve Bank of St. Louis · updates Varies by series (daily to annual) · available at National, State, County

Hundreds of thousands of U.S. economic and financial time series aggregated by the St. Louis Fed: interest rates, unemployment, inflation, housing prices, GDP, industrial production, and more. Searches the catalog dynamically for the user's market and topic, so the returned series change with the question.

U.S. Department of Health and Human Services (Grants.gov) · updates Continuous · available at National

Search of Grants.gov, the government-wide portal for federal discretionary funding opportunities. Useful for finding grants, cooperative agreements and research funding relevant to a topic, and for gauging federal program investment in an area.

Health Professional Shortage Areas
health
Entities / facilities

Health Resources and Services Administration (HRSA) · updates Updated as designations change · available at State, County

Federally designated areas, population groups or facilities with a shortage of primary care, dental or mental-health providers, with a shortage score and estimated underserved population. Identifies where the government has formally determined provider supply falls short of need.

Hospital cost reports (HCRIS) by facility
facilities
Entities / facilities

Centers for Medicare & Medicaid Services · updates Annual · available at State, County

Audited Medicare cost report filings for every hospital: bed count, discharges, patient days, staffing FTEs, total costs, inpatient and outpatient charges, charity care, bad debt and uncompensated care, plus ownership type and rural/urban status. The standard public read on hospital size, cost structure and financial pressure.

Agency for Healthcare Research and Quality (HCUP) · updates Quarterly, with a reporting lag of roughly two to four quarters · available at State

Quarterly counts of hospital inpatient stays in a state, broken out by expected payer — Medicare (65+), Medicaid (19-64), private insurance (19-64) and self-pay/no charge (19-64) — plus the all-payer adult total. HCUP is drawn from state all-payer discharge data, so unlike Medicare claims it counts commercially insured, Medicaid and uninsured encounters too. Useful for sizing total hospital demand and payer mix, and for seeing whether volume is growing or shrinking over recent quarters.

Health Resources and Services Administration (HRSA) · updates Updated regularly · available at State, County

Physical sites of federally funded community health centers (Health Center Program grantees), with address, phone, operator and site type. These are safety-net primary-care locations serving medically underserved communities, distinct from private-sector clinics.

Centers for Medicare & Medicaid Services · updates Annual · available at State, National

Medicare inpatient discharge volume, average submitted charge, average total payment and average Medicare payment for each diagnosis-related group (DRG), by state and nationally. Shows what hospitals in a state actually treat, how often, and what it costs.

Centers for Medicare & Medicaid Services · updates Quarterly refresh · available at State, County

Every Medicare-certified inpatient psychiatric facility in a state, with reported quality measures: hours of physical restraint and seclusion per 1,000 patient hours, metabolic screening rate, alcohol and drug use intervention rates, tobacco treatment and transition record completion. Identifies who operates psychiatric beds and how they perform.

Centers for Medicare & Medicaid Services · updates Quarterly refresh · available at State

State-level averages for the same inpatient psychiatric quality measures reported by facilities — restraint and seclusion hours, metabolic screening, substance-use intervention and transition record rates. Gives a comparison line for reading any single facility.

CDC / National Center for Health Statistics · updates Annual · available at State, National

Annual death counts and age-adjusted death rates for each leading cause of death, by state, from national vital statistics. Covers heart disease, cancer, stroke, unintentional injury, diabetes, kidney disease, suicide and others.

U.S. Bureau of Labor Statistics · updates Monthly · available at County, State

Monthly unemployment rate and labor force size for every U.S. county and state, not seasonally adjusted. The standard read on how tight or slack a local labor market is, and how it has moved month to month.

Centers for Medicare & Medicaid Services · updates Monthly · available at State

Monthly state-reported Medicaid and CHIP enrollment — total, adult, child and CHIP — alongside new application volume and whether the state expanded Medicaid. A direct read on publicly insured population size and how fast it is moving.

Centers for Medicare & Medicaid Services · updates Quarterly · available at State

Quarterly, product-level Medicaid pharmacy claims by state: prescriptions filled, units reimbursed and dollars reimbursed for each national drug code, split between fee-for-service and managed care. The public record of what Medicaid actually pays for, drug by drug.

Health Resources and Services Administration (HRSA) · updates Updated as designations change · available at State, County

HRSA's designated Medically Underserved Areas and Populations: the federal determination that a service area has too few primary care providers relative to its population, poverty and elderly share. Where HPSA scores a shortage of clinicians, MUA/MUP marks the geography itself as underserved, and both designations gate federal funding and site eligibility.

Centers for Medicare & Medicaid Services · updates Annual (monthly detail published) · available at County, State

County-level Medicare enrollment split between original fee-for-service Medicare and Medicare Advantage, with the resulting MA penetration rate, plus dual-eligible, aged, disabled and Part D / MA-PD counts. Shows how managed the Medicare population is in each county and where plan mix is shifting.

Centers for Medicare & Medicaid Services · updates Annual · available at State

Service-use rates for Medicare Advantage enrollees by state: inpatient, skilled nursing, inpatient rehab, long-term care, evaluation-and-management visits, procedures, tests and imaging, each per 1,000 enrollees, plus enrollee demographics.

Medicare Care Compare — hospitals
facilities
Entities / facilities

Centers for Medicare & Medicaid Services · updates Quarterly · available at County, State, ZIP code

Every Medicare-certified hospital with its ownership type, emergency-service status, bed context and CMS star rating, addressed to city, county and ZIP. Identifies the large institutional sites in a market and how they differ in size, ownership and quality.

Medicare doctors and clinicians
providers
Entities / facilities

Centers for Medicare & Medicaid Services · updates Monthly · available at State

Individual Medicare-enrolled physicians and clinicians, with primary and secondary specialty, medical school, graduation year and the practice/facility they bill under. A roster of practicing clinicians and their affiliations in a market.

Medicare monthly enrollment
population
Statistics

Centers for Medicare & Medicaid Services · updates Monthly · available at State

Monthly counts of Medicare beneficiaries by state, broken out by original Medicare vs. Medicare Advantage, age band, dual-eligibility status and demographics. The size and composition of the Medicare-covered population in a market.

Centers for Medicare & Medicaid Services · updates Annual · available at State

For each billing code, how many providers performed it in a state, how many beneficiaries received it, total service volume, and average submitted, allowed and paid amounts. The closest public equivalent of a procedure-level market size for anything Medicare pays for.

Centers for Medicare & Medicaid Services · updates Annual · available at State, National

Prescription volume, 30-day fills, total drug cost, prescriber counts and beneficiary counts for each brand and generic drug, by state and nationally. Shows how much of a specific therapy is dispensed in a state and what it costs the programme.

Centers for Medicare & Medicaid Services · updates Annual · available at State

Aggregated Medicare Part D prescribing volume and drug cost by state, broken out by brand and generic drug name — total prescribers, claims, 30-day fills and total drug cost. Shows which drugs are prescribed most, and at what cost, to Medicare enrollees in a state.

Centers for Medicare & Medicaid Services · updates Annual · available at State

Named Medicare Part D prescribers — each individual clinician or organisation that wrote Part D prescriptions in a state, with their specialty, city and NPI. When a drug is named (e.g. 'sertraline'), only prescribers of that drug are returned, with their claim and beneficiary count for it; otherwise every prescriber is listed with full address and total volume. A named-provider target list, not a state rollup — use this when the question is 'who is prescribing X here' or 'which prescribers should I call'.

Centers for Medicare & Medicaid Services · updates Annual · available at County, State

Per-beneficiary Medicare spending, utilization rates and beneficiary demographics for every US county and state: total standardized payment per capita, inpatient stays and days per 1,000, emergency visits per 1,000, readmission rate, Medicare Advantage participation, dual eligibility share and average beneficiary age. A dense read on the older-adult population and how much care it consumes in a place.

Centers for Medicare & Medicaid Services · updates Quarterly · available at County, State

Every Medicare-certified facility in a county with its CMS provider number, facility type and subtype, address, certification date and bed-related service flags. Covers hospitals (including psychiatric and rehabilitation units), ambulatory surgery centres, hospices, home health agencies, dialysis and other certified providers. An address-level inventory of where regulated care capacity physically sits.

Medicare-certified home health agencies
providers
Entities / facilities

Centers for Medicare & Medicaid Services · updates Monthly · available at State

Every Medicare-certified home health agency, its ownership type and the services it offers (nursing, therapy, aide, social work). Shows who is delivering in-home clinical care in a market.

Medicare-certified hospice agencies
providers
Entities / facilities

Centers for Medicare & Medicaid Services · updates Monthly · available at County, State

Every Medicare-certified hospice provider, with address, ownership type and certification date. Shows who delivers end-of-life care in a market.

Medicare-certified nursing homes
facilities
Entities / facilities

Centers for Medicare & Medicaid Services · updates Monthly · available at County, State

Every Medicare- and Medicaid-certified nursing home, with ownership type, certified bed count, average daily residents, staffing hours, deficiencies and CMS star ratings. Identifies the skilled-nursing and long-term-care facilities operating in a market and how they compare on size, ownership and quality.

NCES K-12 public schools
education
Entities / facilities

National Center for Education Statistics (via Urban Institute Education Data API) · updates Annually · available at County, State

Every public K-12 school, with district, grade span, enrollment, teacher counts and free/reduced-lunch share, addressed to city and county. Maps the full public school system in an area — not just district headquarters but every individual school building.

ProPublica (from IRS Form 990 filings) · updates Updated as the IRS releases filing data · available at State, National

Tax-exempt organizations registered with the IRS, searchable by name or activity keyword, with location and NTEE activity classification. Identifies nonprofits, foundations and associations relevant to a topic, scoped to a state.

NPPES national provider registry
providers
Entities / facilities

CMS (NPI Registry) · updates Weekly · available at ZIP code, City / place, County, State

Every organisation and individual in the United States that has a National Provider Identifier, with address, phone, organisation name and taxonomy (what kind of practice or facility it is). Returns both individual clinicians and organisations by default — the address-and-phone-level list behind a rep's call sheet whenever the question is 'who is physically operating here and how do I reach them'.

U.S. Bureau of Labor Statistics · updates Annual · available at Metro (CBSA), State

Employment levels, mean annual wage and median annual wage for occupations in a metro area or state. Answers what it costs to hire a given role in a place, and how many people already do that work there.

Open government data catalog
regulatory
Documents

Socrata Discovery (federal, state and local open-data portals) · updates Continuous · available at National

Metadata search across the open-data portals run by federal agencies, states, counties and cities. This returns descriptions of datasets, not the data itself — it is the honest answer when a question needs data this app does not yet connect to, showing whether a public source exists at all and who publishes it.

Centers for Medicare & Medicaid Services · updates Annual · available at State

Individual payments and transfers of value from drug and medical device manufacturers and group purchasing organizations to physicians, non-physician practitioners and teaching hospitals — amount, payment type and manufacturer. Shows which clinicians and hospitals in a market receive industry money and how much.

OpenAlex scholarly works
research
Documents

OurResearch (OpenAlex) · updates Continuous · available at National

Full-text and metadata search across OpenAlex's index of scholarly works — journal articles, preprints, books and datasets across all fields, not just biomedicine. Good for cross-domain research context (technology, business, social science) that PubMed does not cover.

OpenStreetMap points of interest
infrastructure
Entities / facilities

OpenStreetMap / Overpass API · updates Continuously edited · available at Point / radius

Named physical locations within a radius of a point — any category OSM maps, from schools and warehouses to restaurants, clinics, retail and industrial sites. Answers 'what is actually on the ground here', including categories no government dataset covers.

Agency for Healthcare Research and Quality (HCUP) · updates Annual, released with a one to two year lag · available at State

State-level, all-payer hospital burden rates from AHRQ HCUP Fast Stats: opioid-related inpatient stays and emergency department visits per 100,000 residents, neonatal abstinence syndrome per 1,000 newborn stays, and severe maternal morbidity per 10,000 in-hospital deliveries. Every measure is reported next to the national rate so a state can be read as above or below the country as a whole. Because HCUP draws on state all-payer discharge data, these rates cover commercial, Medicaid, Medicare and self-pay encounters alike.

Physician utilization by provider and service
providers
Entities / facilities

Centers for Medicare & Medicaid Services · updates Annual · available at State, City / place

What each individual Medicare-billing clinician actually did: their specialty, city, and for every billing code they used, how many beneficiaries they treated, how many services they delivered, and average submitted, allowed and paid amounts. Named-clinician volume, not a state rollup — the basis for identifying high-volume practitioners for a given procedure or drug.

Google · updates Live · available at Point / radius, City / place

Named places matching a text search near a location, with address, primary type, rating, rating count, operating status and website. Broad coverage of both consumer and commercial premises.

Centers for Disease Control and Prevention · updates Annual · available at County, Census tract

Model-based prevalence estimates for around 40 health outcomes, behaviours, preventive services and social factors in every U.S. county — things like chronic disease rates, insurance coverage, checkup rates and mobility limitation. The standard way to compare health need or health-driven demand between places.

U.S. Department of Housing and Urban Development · updates Annual (January count, released mid-year) · available at State

Annual HUD Point-in-Time (PIT) count of people experiencing homelessness, published at the Continuum of Care (CoC) and state levels. Covers total homeless, sheltered, unsheltered, age, veteran, and chronic homelessness subpopulations where reported by HUD.

Population Estimates Program
population
Statistics

U.S. Census Bureau · updates Annual · available at State

State-level annual population estimates and year-over-year change between decennial censuses. The federal government's official current population number for years when no census was taken, used to track growth or decline since the last census baseline.

CDC National Center for Health Statistics (VSRR) · updates Monthly · available at State

Monthly provisional counts of drug-overdose deaths by state and substance category (opioids, cocaine, psychostimulants and more), released faster than final vital-statistics data so recent trends are visible before the annual figures are final. State-level only.

National Library of Medicine (NCBI) · updates Continuous · available at National

Search of PubMed, the National Library of Medicine's index of biomedical and life-science journal literature. Useful for grounding a market or clinical question in peer-reviewed research: prevalence studies, treatment guidelines, drug or device evidence.

U.S. Bureau of Labor Statistics · updates Quarterly, with annual averages · available at County, State

Establishment counts, average employment and average annual pay by industry for every county, from unemployment-insurance filings. Near-census coverage of employers, so it is the most reliable read on where jobs and wages actually are, and how concentrated an industry is locally (location quotient).

Recovery and transitional housing near a place
facilities
Entities / facilities

SAMHSA (FindTreatment.gov) · updates Updated continuously by SAMHSA · available at Point / radius, City / place, County

Residential recovery homes and transitional housing listed in SAMHSA's treatment locator, within a search radius of the named place — name, address, phone, website and distance in miles. Individual sites, not aggregate counts. Useful for siting, referral networks, supply gaps and any decision that depends on where residential capacity actually sits.

Federal Bureau of Investigation · updates Monthly, with reporting lag · available at State

Monthly reported offence rates per 100,000 people by state, from agencies contributing to the FBI's national incident reporting programme. Covers violent and property offence groups. Useful anywhere physical risk, loss prevention, insurance, security services or site-safety context bears on a decision.

HHS Administration for Children and Families, Office of Family Assistance · updates Annual workbook, monthly observations · available at State

Monthly Temporary Assistance for Needy Families (TANF) caseload by state: number of assisted families and total, adult, and child recipients for each month of a federal fiscal year, with U.S. totals for comparison. Published by ACF as fiscal-year workbooks.

USDA NASS Quick Stats
agriculture
Statistics

U.S. Department of Agriculture, National Agricultural Statistics Service · updates Annual (with some monthly survey releases) · available at County, State

County- and state-level U.S. agricultural survey and census data: acres planted and harvested, production volumes, yields, livestock inventories, and prices received for major commodities. The primary federal source for measuring local farming activity and rural market conditions.

U.S. Treasury / USAspending.gov · updates Updated daily as awards are reported · available at County, State

Federal contract awards made by the Department of Veterans Affairs with work performed in this state: recipient, amount, award period and description. Evidence of what VA already buys from outside providers in a market, and from whom — the purchased-care side of a veteran referral question rather than the VA-delivered side.

U.S. Department of Veterans Affairs (Lighthouse API) · updates Refreshed continuously by VA · available at County, State

VA's own facility API: each VA health site with its published service lines (mental health, substance use disorder care, primary care and the rest), main and mental-health phone numbers, website and address. This is the dataset that answers who inside VA would place a referral, and for which service — a station list alone cannot say that.

VA health facilities and Vet Centers
facilities
Entities / facilities

U.S. Department of Veterans Affairs (VHA) · updates Updated as VA opens, closes or reclassifies sites · available at County, State

Every Veterans Health Administration site of care — medical centers, community-based outpatient clinics, health care centers, Vet Centers and mobile Vet Centers — with facility type, city, county and coordinates. Shows where VA already delivers care itself, which is the precondition for judging whether veterans in a county are reachable by a VA site or fall outside the access standards that open community care.

VA medical center behavioral health measures
providers
Entities / facilities

Centers for Medicare & Medicaid Services / Veterans Health Administration · updates Annual reporting period · available at State, County

Behavioral health measure results reported by Veterans Health Administration medical centers — restraint and seclusion use, screening and follow-up measures — with facility name, city, county and the reporting period. Shows where VA behavioral health capacity sits and how it reports.

U.S. Census Bureau · updates Annual (5-year rolling estimates) · available at County, State

Veteran counts by county, including veterans 65 and over, median veteran income and the number carrying a service-connected disability rating. The denominator that turns a list of VA sites into a rate: how many veterans each site has to cover, and how many of them are old enough or disabled enough to need care often.

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