{
 "generated_at": "2026-07-30T22:56:04Z",
 "provider": "Dataplex",
 "contact": "support@dataplex-consulting.com",
 "products": [
  {
   "slug": "aca_marketplace",
   "display_name": "ACA Marketplace Analytics Dataset",
   "subtitle": "13 years of Exchange plan rates, benefits, and crosswalks \u2014 analytics-ready",
   "description": "ACA Marketplace Analytics - Exchange plan rates, attributes, benefits, service areas, and plan crosswalks across 13 plan years for all FFM states",
   "database": "ACA_MARKETPLACE_DW",
   "consumer_schema": "DWV",
   "tables": [
    "RATES",
    "PLAN_ATTRIBUTES",
    "BENEFITS_COST_SHARING",
    "PLAN_CROSSWALK",
    "SERVICE_AREAS",
    "BUSINESS_RULES",
    "NETWORK",
    "FEEDS",
    "FEEDS_FILES",
    "CHANGELOG",
    "DATA_DICTIONARY"
   ],
   "featured_tables": [],
   "refresh_frequency": "QUARTERLY",
   "monthly_price_usd": 249,
   "pricing_display": "From $249/mo",
   "snowflake_listing_url": "https://app.snowflake.com/marketplace/listing/GZT1Z7QRSXWC/dataplex-consulting-data-products-aca-marketplace-analytics-dataset",
   "snowflake_listing_id": "dataplex-consulting-data-products-aca-marketplace-analytics-dataset",
   "docs_url": "https://docs.dataplex-consulting.com/data-catalog/aca-marketplace-dataset",
   "trial_url": "https://trial.dataplex-consulting.com",
   "example_queries": [
    {
     "title": "Browse the data catalog",
     "sql": "SELECT table_name, description, latest_data_period,\n       latest_row_count, last_loaded_at, total_batches\nFROM DWV.FEEDS\nORDER BY table_name;\n"
    },
    {
     "title": "Latest premium rates with lineage",
     "sql": "SELECT r.plan_id, r.state_code, r.rating_area_id,\n       r.age, r.individual_rate, r.plan_year,\n       ff.data_period, ff.created_at AS data_loaded_at\nFROM DWV.RATES r\nJOIN DWV.FEEDS_FILES ff\n    ON r.feeds_files_id = ff.id\nWHERE ff.is_latest = TRUE\n  AND ff.source_name = 'rates'\nORDER BY r.individual_rate DESC\nLIMIT 20;\n"
    },
    {
     "title": "Average premiums by metal level and state",
     "sql": "SELECT r.state_code, pa.metal_level,\n       COUNT(DISTINCT r.plan_id) AS plan_count,\n       ROUND(AVG(r.individual_rate), 2) AS avg_premium,\n       ROUND(MIN(r.individual_rate), 2) AS min_premium,\n       ROUND(MAX(r.individual_rate), 2) AS max_premium\nFROM DWV.RATES r\nJOIN DWV.FEEDS_FILES ff_r ON r.feeds_files_id = ff_r.id AND ff_r.is_latest = TRUE\nJOIN DWV.PLAN_ATTRIBUTES pa ON r.plan_id = pa.plan_id AND r.plan_year = pa.plan_year\nJOIN DWV.FEEDS_FILES ff_pa ON pa.feeds_files_id = ff_pa.id AND ff_pa.is_latest = TRUE\nWHERE r.age = '40'\n  AND r.tobacco = 'No Preference'\n  AND pa.metal_level IN ('Bronze', 'Silver', 'Gold', 'Platinum')\nGROUP BY r.state_code, pa.metal_level\nORDER BY r.state_code, pa.metal_level;\n"
    }
   ],
   "sample_url": "https://api.dataplex-consulting.com/v1/products/aca_marketplace/sample.json"
  },
  {
   "slug": "canada_provider_registry",
   "display_name": "Canadian Provider Registry",
   "subtitle": "95,000+ providers across Canada's three largest provinces \u2014 updated weekly",
   "description": "Canadian Provider Registry \u2014 unified, queryable directory of physicians across Ontario, Quebec, and Alberta sourced from official provincial regulatory authorities",
   "database": "CANADA_PROVIDER_REGISTRY_DW",
   "consumer_schema": "DWV",
   "tables": [
    "PROVIDERS",
    "DATA_DICTIONARY"
   ],
   "featured_tables": [],
   "refresh_frequency": "WEEKLY",
   "monthly_price_usd": 399,
   "pricing_display": "From $399/mo",
   "snowflake_listing_url": "https://app.snowflake.com/marketplace/listing/GZT1Z7QRSX3V/dataplex-consulting-data-products-canadian-provider-registry",
   "snowflake_listing_id": "dataplex-consulting-data-products-canadian-provider-registry",
   "docs_url": "https://docs.dataplex-consulting.com/data-catalog/canada-provider-registry-dataset",
   "trial_url": "https://trial.dataplex-consulting.com",
   "example_queries": [
    {
     "title": "Find specialists by city",
     "sql": "SELECT provider_id, first_name, last_name, city,\n       province, specialty, phone\nFROM DWV.PROVIDERS\nWHERE UPPER(city) = 'TORONTO'\n  AND specialty ILIKE '%cardiol%'\nORDER BY last_name, first_name\nLIMIT 25;\n"
    },
    {
     "title": "Physician counts by province",
     "sql": "SELECT province, COUNT(*) AS physician_count\nFROM DWV.PROVIDERS\nGROUP BY province\nORDER BY physician_count DESC;\n"
    },
    {
     "title": "Search by name",
     "sql": "SELECT provider_id, first_name, last_name, city, province,\n       specialty, phone\nFROM DWV.PROVIDERS\nWHERE last_name ILIKE 'Smith%'\nORDER BY province, city\nLIMIT 25;\n"
    }
   ],
   "sample_url": "https://api.dataplex-consulting.com/v1/products/canada_provider_registry/sample.json"
  },
  {
   "slug": "census_lehd_lodes",
   "display_name": "Census LEHD LODES Employment Dataset",
   "subtitle": "Block-level commute flows, workforce demographics, and job characteristics \u2014 22 years, all US states",
   "description": "Census LEHD LODES Employment Dataset \u2014 block-level commute flows, workforce demographics, and job characteristics with geographic crosswalk. 22 years, all US states.",
   "database": "LODES_DW",
   "consumer_schema": "DWV",
   "tables": [
    "OD",
    "RAC",
    "WAC",
    "XWALK",
    "FEEDS",
    "FEEDS_FILES",
    "CHANGELOG",
    "DATA_DICTIONARY"
   ],
   "featured_tables": [],
   "refresh_frequency": "ANNUALLY",
   "monthly_price_usd": null,
   "pricing_display": "Pricing on request",
   "snowflake_listing_url": null,
   "snowflake_listing_id": null,
   "docs_url": "https://docs.dataplex-consulting.com/data-catalog/census-lehd-lodes-dataset",
   "trial_url": "https://trial.dataplex-consulting.com",
   "example_queries": [
    {
     "title": "Browse the data catalog",
     "sql": "SELECT table_name, description, latest_data_period,\n       latest_row_count, last_loaded_at, total_batches\nFROM DWV.FEEDS\nORDER BY table_name;\n"
    },
    {
     "title": "Top employment counties",
     "sql": "SELECT x.ctyname AS county, x.stname AS state,\n       SUM(w.C000) AS total_jobs,\n       SUM(w.CNS16) AS healthcare_jobs,\n       SUM(w.CNS05) AS manufacturing_jobs\nFROM DWV.WAC w\nJOIN DWV.XWALK x ON w.w_geocode = x.tabblk2020\nWHERE w.year = 2023\nGROUP BY 1, 2\nORDER BY total_jobs DESC\nLIMIT 25;\n"
    },
    {
     "title": "Commute flows between counties",
     "sql": "SELECT xw.ctyname AS work_county, xw.stname AS work_state,\n       xh.ctyname AS home_county, xh.stname AS home_state,\n       SUM(od.S000) AS total_commuters\nFROM DWV.OD od\nJOIN DWV.XWALK xw ON od.w_geocode = xw.tabblk2020\nJOIN DWV.XWALK xh ON od.h_geocode = xh.tabblk2020\nWHERE od.year = 2023 AND od.part = 'main'\nGROUP BY 1, 2, 3, 4\nORDER BY total_commuters DESC\nLIMIT 25;\n"
    }
   ],
   "sample_url": "https://api.dataplex-consulting.com/v1/products/census_lehd_lodes/sample.json"
  },
  {
   "slug": "cms_nh_compliance",
   "display_name": "Nursing Home Compliance Intelligence",
   "subtitle": "CCN-spined facility history, effective-dated ownership, staffing compliance, and enforcement signals",
   "description": "Nursing Home Compliance Intelligence \u2014 CCN-spined facility history, ID-keyed effective-dated ownership with PE/REIT flags, chain intelligence reconciled to CMS's own rollup, PBJ staffing compliance, conformed enforcement events, and five defamation-hardened computable flags with published methodology. Signal, not prediction.",
   "database": "CMS_NH_COMPLIANCE_DW",
   "consumer_schema": "DWV",
   "tables": [
    "FACILITY_MASTER",
    "FACILITY_MONTH",
    "OWNERSHIP_HISTORY",
    "OWNERSHIP_EVENTS",
    "CHAIN_MEMBERSHIP_HISTORY",
    "STAFFING_COMPLIANCE",
    "ENFORCEMENT_EVENTS",
    "CLOSURE_SIGNALS",
    "CHAIN_MONTH",
    "SNAPSHOT_CALENDAR",
    "FEEDS",
    "FEEDS_FILES",
    "CHANGELOG",
    "DATA_DICTIONARY"
   ],
   "featured_tables": [
    "FACILITY_MONTH",
    "OWNERSHIP_HISTORY",
    "STAFFING_COMPLIANCE",
    "ENFORCEMENT_EVENTS",
    "CHAIN_MONTH"
   ],
   "refresh_frequency": "MONTHLY",
   "monthly_price_usd": 749,
   "pricing_display": "From $749/mo",
   "snowflake_listing_url": "https://app.snowflake.com/marketplace/listing/GZT1Z7QRT1QB",
   "snowflake_listing_id": "GZT1Z7QRT1QB",
   "docs_url": "https://docs.dataplex-consulting.com/data-catalog/cms-nh-compliance-dataset",
   "trial_url": "https://trial.dataplex-consulting.com",
   "example_queries": [
    {
     "title": "Facilities flagged for a staffing shortfall",
     "sql": "SELECT\n    fm.ccn,\n    fm.provider_name,\n    fm.state,\n    fm.observed_month,\n    fm.pbj_total_nurse_hprd,\n    fm.case_mix_expected_total_nurse_hprd,\n    fm.staffing_shortfall_reason\nFROM DWV.FACILITY_MONTH fm\nJOIN DWV.FEEDS_FILES ff\n    ON fm.feeds_files_id = ff.id\n    AND ff.is_latest = TRUE\nWHERE fm.staffing_shortfall_flag = 1\nORDER BY fm.observed_month DESC, fm.state\nLIMIT 100\n"
    },
    {
     "title": "Effective-dated PECOS ownership with PE/REIT typing",
     "sql": "SELECT\n    ccn,\n    owner_display_name,\n    role,\n    ownership_percentage,\n    is_private_equity,\n    is_reit,\n    is_holding_company,\n    valid_from_observed,\n    valid_from_reported,\n    date_confidence,\n    is_current,\n    end_reason\nFROM DWV.OWNERSHIP_HISTORY\nWHERE ccn = '345003'\n    AND source = 'pecos'\n    AND is_current = TRUE\nORDER BY is_reit DESC, owner_display_name\n"
    },
    {
     "title": "Chain-month rollup reconciled to CMS's own chain file",
     "sql": "SELECT\n    chain_id,\n    chain_name,\n    observed_month,\n    member_count,\n    avg_total_nurse_hprd,\n    avg_overall_rating,\n    coverage_ratio,\n    aggregates_partial,\n    cms_reported_facility_count,\n    cms_reported_avg_total_nurse_hprd\nFROM DWV.CHAIN_MONTH\nWHERE cms_reported_facility_count IS NOT NULL\nORDER BY observed_month DESC, member_count DESC\nLIMIT 100\n"
    }
   ],
   "sample_url": "https://api.dataplex-consulting.com/v1/products/cms_nh_compliance/sample.json"
  },
  {
   "slug": "cms_prior_auth_compliance",
   "display_name": "CMS Prior Authorization Compliance Intelligence",
   "subtitle": "Every CMS prior-auth obligation and deadline, by entity type, traced to the Federal Register",
   "description": "CMS Prior Authorization Compliance Intelligence \u2014 a curated, provenance-traced reference layer over the CMS prior-auth / interoperability rulemaking wave. Which obligation applies to which entity type, by exactly what date and under which date semantics, with what API, reporting, and denial-notice duties \u2014 every row traced to a Federal Register citation and verbatim quote, confidence-rated and human-reviewed. Informational reference, not legal advice.",
   "database": "CMS_PRIOR_AUTH_COMPLIANCE_DW",
   "consumer_schema": "DWV",
   "tables": [
    "RULE_DOCUMENTS",
    "RULE_OBLIGATIONS",
    "ENTITY_TYPES",
    "OBLIGATION_APPLICABILITY",
    "STANDARDS_REGISTRY",
    "OBLIGATION_STANDARDS",
    "REPORTING_REQUIREMENTS",
    "DENIAL_NOTICE_ELEMENTS",
    "METRIC_DEFINITIONS",
    "PAYER_DIRECTORY",
    "PAYER_METRIC_SOURCES",
    "PAYER_METRICS",
    "COMPLIANCE_DEADLINES",
    "RULE_AUDIT_LOG",
    "COMPLIANCE_GOLD",
    "CURATION_STATUS",
    "FEEDS",
    "FEEDS_FILES",
    "CHANGELOG",
    "DATA_DICTIONARY"
   ],
   "featured_tables": [
    "COMPLIANCE_GOLD",
    "COMPLIANCE_DEADLINES",
    "OBLIGATION_APPLICABILITY",
    "REPORTING_REQUIREMENTS",
    "RULE_OBLIGATIONS"
   ],
   "refresh_frequency": "MONTHLY",
   "monthly_price_usd": 749,
   "pricing_display": "From $749/mo",
   "snowflake_listing_url": "https://app.snowflake.com/marketplace/listing/GZT1Z7QRT1XU",
   "snowflake_listing_id": "GZT1Z7QRT1XU",
   "docs_url": "https://docs.dataplex-consulting.com/data-catalog/cms-prior-auth-compliance-dataset",
   "trial_url": "https://trial.dataplex-consulting.com",
   "example_queries": [
    {
     "title": "Compliance deadline calendar for Medicare Advantage organizations",
     "sql": "SELECT\n    entity_type_id,\n    obligation_id,\n    deadline_type,\n    compliance_date_anchor,\n    compliance_date_display,\n    date_certainty\nFROM DWV.COMPLIANCE_DEADLINES\nWHERE entity_type_id = 'MA_ORG'\nORDER BY compliance_date_anchor NULLS LAST\nLIMIT 100\n"
    },
    {
     "title": "Annual public PA-metrics posting requirements",
     "sql": "SELECT\n    reporting_requirement_id,\n    obligation_id,\n    destination,\n    cadence,\n    due_rule,\n    first_due_date,\n    content_element\nFROM DWV.REPORTING_REQUIREMENTS\nWHERE destination = 'PAYER_WEBSITE'\nORDER BY first_due_date, content_element\nLIMIT 100\n"
    },
    {
     "title": "Required elements of a prior-authorization denial notice",
     "sql": "SELECT\n    element_id,\n    obligation_id,\n    element_name,\n    element_description_verbatim,\n    channel_scope\nFROM DWV.DENIAL_NOTICE_ELEMENTS\nORDER BY element_id\nLIMIT 100\n"
    }
   ],
   "sample_url": "https://api.dataplex-consulting.com/v1/products/cms_prior_auth_compliance/sample.json"
  },
  {
   "slug": "cms_tmsis_provider_spending",
   "display_name": "CMS Medicaid Provider Spending",
   "subtitle": "Provider-level Medicaid spending with NPI enrichment \u2014 227M+ claims, 50+ states, 2018-present",
   "description": "Provider-level Medicaid spending data with NPI enrichment and CMS DQ Atlas state quality scoring. 227M+ outpatient claims aggregations across 50+ states (2018-2024).",
   "database": "CMS_TMSIS_PROVIDER_SPENDING_DW",
   "consumer_schema": "DWV",
   "tables": [
    "PROVIDER_SPENDING",
    "BILLING_PROVIDERS",
    "SERVICING_PROVIDERS",
    "HCPCS_CODES",
    "STATE_QUALITY",
    "FEEDS",
    "FEEDS_FILES",
    "CHANGELOG",
    "DATA_DICTIONARY"
   ],
   "featured_tables": [],
   "refresh_frequency": "ANNUALLY",
   "monthly_price_usd": null,
   "pricing_display": "Pricing on request",
   "snowflake_listing_url": "https://app.snowflake.com/marketplace/listing/GZT1Z7QRSYVE",
   "snowflake_listing_id": "GZT1Z7QRSYVE",
   "docs_url": "https://docs.dataplex-consulting.com/data-catalog/cms-medicaid-provider-spending-dataset",
   "trial_url": "https://trial.dataplex-consulting.com",
   "example_queries": [
    {
     "title": "Top Billing Providers by State",
     "sql": "SELECT bp.STATE, bp.NPI, bp.ORG_NAME, bp.LAST_NAME, bp.FIRST_NAME,\n       SUM(ps.TOTAL_PAID) AS total_paid,\n       SUM(ps.TOTAL_CLAIMS) AS total_claims\nFROM DWV.PROVIDER_SPENDING ps\nJOIN DWV.BILLING_PROVIDERS bp ON ps.BILLING_PROVIDER_NPI_NUM = bp.NPI\nWHERE bp.STATE = 'CA'\nGROUP BY 1, 2, 3, 4, 5\nORDER BY total_paid DESC\nLIMIT 25\n"
    },
    {
     "title": "Monthly Spending Trends",
     "sql": "SELECT CLAIM_FROM_MONTH,\n       COUNT(DISTINCT BILLING_PROVIDER_NPI_NUM) AS unique_providers,\n       SUM(TOTAL_CLAIMS) AS total_claims,\n       SUM(TOTAL_PAID) AS total_paid\nFROM DWV.PROVIDER_SPENDING\nGROUP BY 1\nORDER BY 1\n"
    },
    {
     "title": "Spending by HCPCS Category",
     "sql": "SELECT ps.HCPCS_CODE, h.DESCRIPTION,\n       SUM(ps.TOTAL_PAID) AS total_paid,\n       SUM(ps.TOTAL_CLAIMS) AS total_claims,\n       SUM(ps.TOTAL_UNIQUE_BENEFICIARIES) AS total_beneficiaries\nFROM DWV.PROVIDER_SPENDING ps\nLEFT JOIN DWV.HCPCS_CODES h ON ps.HCPCS_CODE = h.HCPCS_CODE\nGROUP BY 1, 2\nORDER BY total_paid DESC\nLIMIT 50\n"
    }
   ],
   "sample_url": "https://api.dataplex-consulting.com/v1/products/cms_tmsis_provider_spending/sample.json"
  },
  {
   "slug": "fda_aems",
   "display_name": "FDA AEMS Adverse Events Dataset",
   "subtitle": "20M+ drug and device adverse event reports \u2014 unified, daily-updated, analysis-ready",
   "description": "FDA AEMS Adverse Events - Drug (FAERS) and device (MAUDE) adverse event reports from the unified Adverse Event Monitoring System",
   "database": "FDA_AEMS_DW",
   "consumer_schema": "DWV",
   "tables": [
    "DRUG_REPORTS",
    "DRUG_REACTIONS",
    "DRUG_SUBSTANCES",
    "DRUG_REPORT_SOURCES",
    "DRUG_REPORT_DUPLICATES",
    "DEVICE_REPORTS",
    "DEVICE_DETAILS",
    "DEVICE_NARRATIVES",
    "DEVICE_PATIENTS",
    "DEVICE_PROBLEMS",
    "DEVICE_CLASSIFICATION",
    "DRUG_NDC_DIRECTORY",
    "DRUG_REACTION_ASSOCIATIONS",
    "DRUG_SAFETY_TRENDS",
    "DRUG_MANUFACTURER_EVENTS",
    "DEVICE_MANUFACTURER_EVENTS",
    "DEVICE_EXECUTIVE_DASHBOARD"
   ],
   "featured_tables": [
    "DRUG_REACTION_ASSOCIATIONS",
    "DRUG_REPORTS",
    "DRUG_SUBSTANCES",
    "DEVICE_REPORTS",
    "DEVICE_NARRATIVES"
   ],
   "refresh_frequency": "DAILY",
   "monthly_price_usd": 995,
   "pricing_display": "From $995/mo",
   "snowflake_listing_url": "https://app.snowflake.com/marketplace/listing/GZT1Z7QRT19A",
   "snowflake_listing_id": "GZT1Z7QRT19A",
   "docs_url": "https://docs.dataplex-consulting.com/data-catalog/fda-aems-dataset",
   "trial_url": "https://trial.dataplex-consulting.com",
   "example_queries": [
    {
     "title": "Top drug adverse reactions",
     "sql": "SELECT r.reaction_meddra_pt,\n       COUNT(*) AS report_count,\n       SUM(CASE WHEN rpt.serious THEN 1 ELSE 0 END) AS serious_count\nFROM DWV.DRUG_REACTIONS r\nJOIN DWV.DRUG_REPORTS rpt\n    ON r.safety_report_id = rpt.safety_report_id\nGROUP BY r.reaction_meddra_pt\nORDER BY report_count DESC\nLIMIT 25;\n"
    },
    {
     "title": "Drug adverse events by substance",
     "sql": "SELECT s.substance_name, s.pharm_class_epc, s.pharm_class_moa,\n       COUNT(DISTINCT rpt.safety_report_id) AS total_reports,\n       SUM(CASE WHEN rpt.seriousness_death THEN 1 ELSE 0 END) AS death_reports,\n       SUM(CASE WHEN rpt.seriousness_hospitalization THEN 1 ELSE 0 END) AS hospital_reports\nFROM DWV.DRUG_SUBSTANCES s\nJOIN DWV.DRUG_REPORTS rpt\n    ON s.safety_report_id = rpt.safety_report_id\nWHERE s.substance_name IS NOT NULL\nGROUP BY s.substance_name, s.pharm_class_epc, s.pharm_class_moa\nORDER BY total_reports DESC\nLIMIT 25;\n"
    },
    {
     "title": "Device narratives \u2014 full-text signal search",
     "sql": "SELECT n.report_number, n.text_type_code, dr.event_type, dr.date_received,\n       LEFT(n.text, 400) AS narrative_preview\nFROM DWV.DEVICE_NARRATIVES n\nJOIN DWV.DEVICE_REPORTS dr\n    ON n.report_number = dr.report_number\nWHERE UPPER(n.text) LIKE '%MALFUNCTION%'\n  AND dr.event_type IN ('Injury', 'Death')\nORDER BY dr.date_received DESC\nLIMIT 25;\n"
    }
   ],
   "sample_url": "https://api.dataplex-consulting.com/v1/products/fda_aems/sample.json"
  },
  {
   "slug": "fda_tds",
   "display_name": "FDA Total Diet Study: Food Contaminants & Nutrients",
   "subtitle": "Heavy metals, pesticides, and nutrients in 280 U.S. foods \u2014 30+ years, analysis-ready",
   "description": "FDA Total Diet Study \u2014 heavy metals, pesticides, radionuclides, and nutrients in ~280 U.S. table-ready foods (1991-2022)",
   "database": "FDA_TDS_DW",
   "consumer_schema": "DWV",
   "tables": [
    "ELEMENTS",
    "PESTICIDES",
    "RADIONUCLIDES",
    "FEEDS",
    "FEEDS_FILES",
    "CHANGELOG",
    "DATA_DICTIONARY"
   ],
   "featured_tables": [],
   "refresh_frequency": "ANNUALLY",
   "monthly_price_usd": null,
   "pricing_display": "Pricing on request",
   "snowflake_listing_url": "https://app.snowflake.com/marketplace/listing/GZT1Z7QRT0BH",
   "snowflake_listing_id": "GZT1Z7QRT0BH",
   "docs_url": "https://docs.dataplex-consulting.com/data-catalog/fda-tds-dataset",
   "trial_url": "https://trial.dataplex-consulting.com",
   "example_queries": [
    {
     "title": "Baby Food Heavy Metals Analysis",
     "sql": "SELECT food_name, analyte_name, AVG(concentration) AS avg_concentration, unit\nFROM DWV.ELEMENTS\nWHERE food_name ILIKE '%%baby%%'\n  AND analyte_name IN ('Arsenic', 'Lead', 'Cadmium', 'Mercury')\nGROUP BY food_name, analyte_name, unit\nORDER BY avg_concentration DESC;"
    },
    {
     "title": "Lead Contamination Trends by Year",
     "sql": "SELECT fiscal_year, AVG(concentration) AS avg_lead_ppb, COUNT(*) AS samples\nFROM DWV.ELEMENTS\nWHERE analyte_name = 'Lead'\nGROUP BY fiscal_year\nORDER BY fiscal_year;"
    },
    {
     "title": "Most Recent Data Files",
     "sql": "SELECT source_name, row_count, data_period, is_latest, created_at\nFROM DWV.FEEDS_FILES\nWHERE is_latest = TRUE\nORDER BY created_at DESC;"
    }
   ],
   "sample_url": "https://api.dataplex-consulting.com/v1/products/fda_tds/sample.json"
  },
  {
   "slug": "hrsa",
   "display_name": "HRSA Healthcare Resources Dataset",
   "subtitle": "County-level workforce, shortage areas, and FQHC sites \u2014 always current, fully queryable",
   "description": "HRSA Healthcare Resources - Workforce (AHRF), Shortage Areas (MUA/MUP, HPSA), and Health Center Sites by US county",
   "database": "HRSA_DW",
   "consumer_schema": "DWV",
   "tables": [
    "AHRF",
    "SHORTAGE_DESIGNATIONS",
    "HPSA",
    "HEALTH_CENTER_SITES",
    "FEEDS",
    "FEEDS_FILES",
    "CHANGELOG",
    "DATA_DICTIONARY"
   ],
   "featured_tables": [],
   "refresh_frequency": "DAILY",
   "monthly_price_usd": 190,
   "pricing_display": "From $190/mo",
   "snowflake_listing_url": "https://app.snowflake.com/marketplace/listing/GZT1Z7QRSW96",
   "snowflake_listing_id": "GZT1Z7QRSW96",
   "docs_url": "https://docs.dataplex-consulting.com/data-catalog/hrsa-dataset",
   "trial_url": "https://trial.dataplex-consulting.com",
   "example_queries": [
    {
     "title": "Browse the data catalog",
     "sql": "SELECT table_name, description, latest_data_period,\n       latest_row_count, last_loaded_at, total_batches\nFROM DWV.FEEDS\nORDER BY table_name;\n"
    },
    {
     "title": "Latest workforce data with lineage",
     "sql": "SELECT a.fips_county, a.county_name, a.state_abbrev,\n       a.data_year, a.total_mds, a.mds_per_100k,\n       a.nurses_per_100k,\n       ff.data_period, ff.created_at AS data_loaded_at\nFROM DWV.AHRF a\nJOIN DWV.FEEDS_FILES ff\n    ON a.feeds_files_id = ff.id\nWHERE ff.is_latest = TRUE\n  AND ff.source_name = 'ahrf'\nORDER BY a.mds_per_100k DESC NULLS LAST\nLIMIT 20;\n"
    },
    {
     "title": "Counties with critical workforce shortages",
     "sql": "SELECT a.fips_county, a.county_name, a.state_abbrev,\n       a.data_year, a.total_mds, a.mds_per_100k,\n       h.hpsa_score,\n       h.provider_shortage AS providers_needed,\n       s.mua_designation_count\nFROM DWV.AHRF a\nJOIN DWV.FEEDS_FILES ff_a\n    ON a.feeds_files_id = ff_a.id AND ff_a.is_latest = TRUE\nJOIN DWV.HPSA h\n    ON a.fips_county = h.fips_county\n    AND h.discipline = 'PRIMARY_CARE'\nJOIN DWV.FEEDS_FILES ff_h\n    ON h.feeds_files_id = ff_h.id AND ff_h.is_latest = TRUE\nLEFT JOIN DWV.SHORTAGE_DESIGNATIONS s\n    ON a.fips_county = s.fips_county\nWHERE h.hpsa_score >= 15\nORDER BY h.hpsa_score DESC\nLIMIT 50;\n"
    }
   ],
   "sample_url": "https://api.dataplex-consulting.com/v1/products/hrsa/sample.json"
  },
  {
   "slug": "nppes_validated",
   "display_name": "NPPES Provider Golden Record",
   "subtitle": "US healthcare providers \u2014 validated, deduped, PECOS-enrolled, OIG-flagged, geo-enriched, FHIR-ready.",
   "description": "NPPES Provider Data - Validated & Enriched: USPS address validation, taxonomy enrichment, duplicate detection, and quality scoring for 8.2M US healthcare providers",
   "database": "NPPES_VALIDATED_DW",
   "consumer_schema": "DWV",
   "tables": [
    "PROVIDERS",
    "PROVIDERS_ENTITIES",
    "PROVIDERS_ADDRESSES",
    "PROVIDERS_FHIR",
    "PROVIDERS_DUPLICATES",
    "PRODUCT_INFO",
    "DATA_DICTIONARY",
    "PROVIDERS_IDENTIFIERS",
    "PROVIDERS_LICENSES",
    "PROVIDERS_TAXONOMIES",
    "TAXONOMIES"
   ],
   "featured_tables": [],
   "refresh_frequency": "WEEKLY",
   "monthly_price_usd": 800,
   "pricing_display": "From $800/mo",
   "snowflake_listing_url": "https://app.snowflake.com/marketplace/listing/GZT1Z7QRT0IO",
   "snowflake_listing_id": "GZT1Z7QRT0IO",
   "docs_url": "https://docs.dataplex-consulting.com/data-catalog/nppes-validated-dataset",
   "trial_url": "https://trial.dataplex-consulting.com",
   "example_queries": [
    {
     "title": "Product overview: freshness, counts, and enrichment coverage",
     "sql": "SELECT product_name, provider_count, address_count,\n       enrichment_coverage_pct, duplicate_pairs_count,\n       active_provider_count, last_updated_at, version\nFROM DWV.PRODUCT_INFO;\n"
    },
    {
     "title": "Specialty breakdown with Medicare enrollment rate",
     "sql": "SELECT specialty_description,\n       COUNT(*) AS total_providers,\n       SUM(CASE WHEN is_individual THEN 1 ELSE 0 END) AS individuals,\n       SUM(CASE WHEN is_organization THEN 1 ELSE 0 END) AS organizations,\n       SUM(CASE WHEN medicare_enrolled THEN 1 ELSE 0 END) AS medicare_enrolled\nFROM DWV.PROVIDERS\nWHERE is_active AND is_canonical\nGROUP BY specialty_description\nORDER BY total_providers DESC\nLIMIT 20;\n"
    },
    {
     "title": "Reduce claim denials: USPS-corrected provider addresses",
     "sql": "SELECT p.npi, p.provider_full_name, p.specialty_description,\n       a.city AS original_city, a.state AS original_state,\n       a.validated_city, a.validated_state, a.validated_zip,\n       a.address_validation_status\nFROM DWV.PROVIDERS p\nJOIN DWV.PROVIDERS_ADDRESSES a ON a.npi = p.npi AND a.address_type = 'Practice_Location'\nWHERE a.address_validation_status = 'corrected'\nORDER BY p.npi\nLIMIT 25;\n"
    }
   ],
   "sample_url": "https://api.dataplex-consulting.com/v1/products/nppes_validated/sample.json"
  }
 ]
}