⚠️ Disclaimer: This dashboard is for demonstration and prototype purposes only. Contact D2A at D2AOregon@chestnut.org for questions or data inquiries.

D2A CDS 4 Prototype — Geographic Map

Questions to Answer
Which Oregon counties carry the heaviest fatal overdose burden, and does that ranking change depending on the substance you select?
How have fentanyl deaths changed relative to methamphetamine deaths between 2020 and 2024?
Do the counties with the highest death counts also have the highest death rates once population size is taken into account?
Which small or rural counties have rates high enough to matter, but counts low enough to be suppressed from public reporting?
In a given year, what share of a county’s overdose deaths involve opioids?
Is overdose mortality concentrated in a handful of counties, or spread broadly across the state?
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Map Controls
Display As
Rate Denominator (population base) i
Substance
Poly-substance combinations are published by CDC at state level only, so they cannot be mapped by county. See the statewide poly-substance charts below the map.
Select Year
OR Total Deaths
Fentanyl %
YoY Change
Data Sources & Limitations
Fatal Overdose Mortality
Centers for Disease Control and Prevention (CDC). (2020–2024). State Unintentional Drug Overdose Reporting System (SUDORS), Oregon. Accessed 2025. CDC SUDORS .
⚠ Limitations: Counts of 1–4 deaths are suppressed under CDC privacy policy and shown as “< 5”, so several rural counties appear blank rather than zero. Rates built on fewer than 20 deaths are statistically unstable and can swing widely year to year. SUDORS captures deaths investigated and reported through the system, so it may undercount total overdose mortality.
Population Denominator
U.S. Census Bureau. (2020). Decennial Census, PL 94-171 Redistricting Data. data.census.gov .
⚠ Limitations: A single 2020 population base is applied to every year from 2020 through 2024. In counties that have grown or shrunk substantially since 2020, rates in the later years will be slightly over- or under-stated. Counts are unaffected.
Substance Categories
Drug involvement is coded from death certificate and toxicology data as reported to SUDORS.
⚠ Limitations: A single death can involve more than one substance, so the fentanyl, methamphetamine, and opioid figures overlap and must not be added together. “Fentanyl + Meth” and “Poly-substances” are combined totals that already account for this and are the correct choice for a single overall figure.
D2A Oregon: SUDORS Fatal Overdose Map — Rate & Count
🔍 Scroll or pinch to zoom in/out • Click and drag to move the map • Click a county to see its data
📊 Charts & Data Tables Below
Scroll down to explore trends for the counties you select
🗺 County Selection — charts only
Click counties to add or remove them from the charts and tables below. This does not change the map — the map always shows all 36 counties.
📊 Chart Controls — each set of buttons sits directly above its chart
Map shading and charts update based on your county selection and the buttons above each chart
Overdose Count
Show:
Annual fatal overdose death counts for selected substances (Fentanyl, Methamphetamine, Opioids) by county. Use the substance toggles above to show or hide individual drugs. Bar view shows a selected year; Line view shows 2020–2024 trends. Hover bars or points for exact counts. Counts of 1–4 are suppressed per CDC policy.
Overdose Rate
Show:
Questions to Answer
Which Oregon counties carry the heaviest NON-FATAL overdose burden, and does that ranking change by substance?
How does non-fatal overdose (e.g. ED visits, EMS naloxone administrations) track against fatal overdose in the same county?
Do counties with high non-fatal counts also have high non-fatal rates once population is considered?
Which counties show many non-fatal events but few deaths — where is intervention reaching people in time?
How have non-fatal overdose events changed year over year?
Is non-fatal overdose concentrated in a few counties, or spread across the state?
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⚠ Awaiting non-fatal dataset
This tab is a working prototype of the non-fatal overdose view. The controls, map, statewide box, and charts are in place for team review; county values will populate once a non-fatal dataset (for example ED-visit syndromic surveillance or EMS naloxone-administration data) is loaded.
Map Controls
Display As
Rate Denominator (population base)
Substance
Select Year
Oregon Statewide — Non-Fatal Overdose
Statewide totals will appear here once data is loaded.
—
Total Events
—
Statewide Rate
—
Fentanyl Share
—
YoY Change
Data Source
Non-fatal overdose surveillance — dataset pending. Candidate sources include ED-visit syndromic surveillance (ESSENCE), EMS naloxone-administration records, and hospital discharge data. Suppression and denominator rules will follow the source's standard.
Data Sources & Limitations
Non-Fatal Overdose (dataset pending)
Prototype view. A non-fatal overdose dataset has not yet been loaded. Candidate sources: ED-visit syndromic surveillance (ESSENCE/NSSP), EMS naloxone-administration records, and hospital discharge data.
⚠ Limitations: No county values are shown yet — every county displays the “awaiting data” state. Once a source is loaded, its own suppression threshold and denominator rules will apply, and non-fatal counts measure events that reached care or were reported, not all non-fatal overdoses.
Population Denominator
U.S. Census Bureau. (2020). Decennial Census, PL 94-171 Redistricting Data. data.census.gov .
⚠ Limitations: When rates are shown, a single 2020 population base will be applied to every year, so counties that grew or shrank since 2020 will be slightly over- or under-stated. Counts are unaffected.
Comparability with Fatal Data
Non-fatal and fatal overdose come from different systems and are collected differently.
⚠ Limitations: Do not read a non-fatal count as directly proportional to deaths. A county can show many non-fatal events and few deaths (intervention reaching people) or the reverse. Compare the two as related but distinct signals.
D2A Oregon: Non-Fatal Overdose Map — Rate & Count
Prototype — awaiting non-fatal dataset
🔍 This is a prototype — county values will appear once data is loaded
Counties for the charts below: None selected
📊 Chart Controls — each set of buttons sits directly above its chart
Charts will populate once the non-fatal dataset is loaded; controls are shown for team review.
Non-Fatal Count
Non-Fatal Overdose — Count
Non-Fatal Rate
Non-Fatal Overdose — Rate
Overdose Charts — Fatal, Non-Fatal & Comparison
Each section has its own county selector at the top. Pick counties to drive that section's charts. Fatal charts use loaded SUDORS data; non-fatal charts are prototypes awaiting their dataset; the comparison section overlays the two.
🔴 Fatal Overdose — by County
Fatal overdose deaths from loaded SUDORS data. Choose counties below.
Counties for these charts: None selected
Chart Type:
Substances:
Fatal Overdose — Death Count by County
Chart Type:
Substances:
Fatal Overdose — Death Rate by County
🔷 Non-Fatal Overdose — by County
Non-fatal overdose events. Awaiting dataset — controls shown for team review.
Counties for these charts: None selected
Chart Type:
Substances:
Non-Fatal Overdose — Event Count by County
Chart Type:
Substances:
Non-Fatal Overdose — Event Rate by County
⚖️ Fatal vs Non-Fatal — by County
Two charts — one rate, one count — each overlaying fatal (loaded) and non-fatal (awaiting data) for the counties you choose.
Counties for these charts: None selected
Chart Type:
Substances:
Rate Comparison — Fatal vs Non-Fatal (per 100k)
Solid = fatal (loaded). Dashed = non-fatal (awaiting data).
Chart Type:
Substances:
Count Comparison — Fatal vs Non-Fatal
Solid = fatal (loaded). Dashed = non-fatal (awaiting data).
Data Sources & Limitations
Fatal Overdose Mortality
Centers for Disease Control and Prevention (CDC). (2020–2024). State Unintentional Drug Overdose Reporting System (SUDORS), Oregon. Accessed 2025. CDC SUDORS .
⚠ Limitations: Counts of 1–4 deaths are suppressed under CDC privacy policy and shown as “< 5”. Rates built on fewer than 20 deaths are statistically unstable and can swing widely year to year. SUDORS may undercount total overdose mortality.
Non-Fatal Overdose (dataset pending)
The non-fatal charts and the non-fatal series in the comparison charts are prototypes; no non-fatal dataset has been loaded yet.
⚠ Limitations: Non-fatal charts show an awaiting-data state. Once loaded, non-fatal and fatal must be read as related but distinct signals — do not treat one as directly proportional to the other.
Substance Categories
Drug involvement is coded from death certificate and toxicology data as reported to SUDORS.
⚠ Limitations: A single death can involve more than one substance, so fentanyl, methamphetamine, and opioid figures overlap and must not be added together. “Poly-substances” is a combined total that already accounts for this.
About This Map
One map, both measures. Use the Data Source toggle to switch the map between fatal overdose deaths (loaded SUDORS data) and non-fatal overdose events (awaiting dataset). All other controls work the same way as on the SUDORS Fatal Overdose Map.
Map Controls
Data Source
Display As
Rate Denominator (population base)
Substance
Select Year
Current View
Data Sources & Limitations
Fatal Overdose Mortality
Centers for Disease Control and Prevention (CDC). (2020–2024). State Unintentional Drug Overdose Reporting System (SUDORS), Oregon. Accessed 2025. CDC SUDORS .
⚠ Limitations: Counts of 1–4 deaths are suppressed under CDC privacy policy and shown as “< 5”, so several rural counties appear blank rather than zero. Rates built on fewer than 20 deaths are statistically unstable. SUDORS may undercount total mortality.
Non-Fatal Overdose (dataset pending)
Prototype layer. When Data Source is set to Non-Fatal, the map shows the awaiting-data state until a dataset (ED-visit, EMS naloxone, or hospital discharge) is loaded.
⚠ Limitations: Non-fatal and fatal come from different systems; do not read one as directly proportional to the other.
Population Denominator
U.S. Census Bureau. (2020). Decennial Census, PL 94-171 Redistricting Data. data.census.gov .
⚠ Limitations: A single 2020 population base is applied to every year 2020–2024, so rates in later years may be slightly over- or under-stated. Counts are unaffected.
🔍 Toggle Data Source to switch between fatal and non-fatal • Click a county for details
Questions to Answer
Are substance use treatment providers concentrated in higher-income counties?
Do counties with high poverty or SNAP enrollment have fewer treatment locations per resident?
Where are the widest gaps between where people live and where MOUD or opioid treatment programs actually operate?
How does the peer support workforce map onto the counties with the greatest need?
Do transportation barriers — households without a vehicle — line up with counties that have few provider locations?
Which counties depend on a single BHRN lead organization to cover the full continuum of care?
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Map Shading
Overlay Providers
Map Features
Not yet available — awaiting data
These three layers are switched off because we do not yet have the underlying location data. They are shown here so you can see what is planned. Each will turn on automatically once its data source is received and verified — no rebuild required.
Data Sources & Limitations
Social Determinants (ACS)
U.S. Census Bureau. (2023). American Community Survey 5-year estimates, 2019–2023 (DP02, DP03, DP04, DP05). Accessed 2025. data.census.gov .
⚠ Limitations: These are survey estimates, not a full count. Margins of error widen sharply in low-population counties, so small differences between rural counties may not be meaningful. The 5-year window also smooths over recent change.
SUD Services
Oregon Health Authority. OHA Behavioral Health Provider Directory. Accessed 2025. findtreatment.gov .
⚠ Limitations: Reflects directory listings rather than verified current operations — a location may have closed, moved, or stopped accepting new patients. CCS locations are not yet included and will be added manually.
MAT Providers (MOUD)
SAMHSA FindTreatment.gov. Includes buprenorphine prescribers. Accessed 2025.
⚠ Limitations: The SAMHSA registry is frequently incomplete for buprenorphine prescribers, so absence of a dot does not mean absence of a prescriber. CCS, ORTC, and Boulder Care sites are still being added.
Opioid Treatment Programs
SAMHSA certified OTP directory. Accessed 2025.
⚠ Limitations: Some ORTC sites are added manually and the list may lag new openings or closures. OTP capacity and waitlists are not captured — a listed program is not necessarily an available one.
Peer Support Specialists
Oregon Health Authority PSS Registry. Accessed 2025.
⚠ Limitations: The registry does not distinguish active from inactive credentials, so counts likely overstate the working workforce. Specialists are mapped to the county they serve, not a street address, and individual names are withheld to protect privacy. An OHA/MAHCBO update is pending.
Naloxone Grantees
Oregon Health Authority naloxone standing order list, April 2019.
⚠ Limitations: This is the oldest source in the dashboard. Pharmacy participation has almost certainly changed since 2019, so treat these as historical rather than current locations. Points are geocoded to city centre and jittered, not to exact addresses. A Save Lives Oregon grantee list will replace it.
BHRN Network Organizations
Oregon Health Authority. (2025). 2025–29 BHRN directory. Accessed 2025. BHRN Directory PDF .
⚠ Limitations: Organizations are plotted at jittered county centroids, not real addresses, so dot position shows which county an organization serves rather than where it sits. Service codes describe funded categories, not capacity.
Highways
U.S. Census Bureau. TIGER/Line Shapefiles, 2022: Primary and Secondary Roads, Oregon. TIGER/Line .
⚠ Limitations: Shows interstate, U.S. and state highways only, not county roads or local streets. Lines are simplified for display, so they are approximate when zoomed in.
Questions to Answer
Do counties with higher poverty also show higher overdose death rates?
Which counties break the pattern — high economic hardship but comparatively low overdose rates, or the reverse?
Is the relationship between hardship and overdose burden consistent across fentanyl, methamphetamine, and opioids?
Do housing cost pressures track with overdose outcomes at the county level?
Where do high disability or uninsured rates coincide with elevated overdose mortality?
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Map Shading (SDOH)
Overdose Fatality Rate Bubbles
Rate Denominator (population base)
Express the overdose bubble rate per this many residents. Smaller bases give more relatable numbers for small counties.
📊 Map Legend
Data Sources & Limitations
Social Determinants (ACS)
U.S. Census Bureau. American Community Survey 5-year estimates, 2019–2023. data.census.gov .
⚠ Limitations: Survey estimates with wide margins of error in small counties. The 5-year window is not perfectly aligned with the overdose window, so the two layers describe slightly different periods.
Overdose Rates
CDC SUDORS, Oregon 2019–2023 (matched to the ACS 5-year window). Average death rate per 100,000. CDC SUDORS .
⚠ Limitations: Counties with suppressed counts show no bubble, which reads as absence of burden but actually means fewer than 5 deaths. Bubble area is scaled to the average rate and is meant for visual comparison, not measurement.
Reading this map together
Shading and bubbles are two independent measures drawn on one map.
⚠ Limitations: Visual overlap between dark shading and large bubbles is a correlation at the county level only. It cannot establish that hardship causes overdose deaths, and county averages say nothing about the individuals within them.
Questions to Answer
How do substance use-related calls for service vary across Oregon counties?
Could calls for service be used to identify overdose hotspots earlier than mortality data allows?
Do counties with high call volume also show high fatal overdose rates?
How do crimes-of-survival calls relate to overdose burden and treatment availability?
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Call Category
Choose which behavioral-health-relevant call category shades the map and drives the chart.
Display As
“Per 1k calls” shows this category as a share of ALL calls for service that year, so agencies of different sizes can be compared fairly.
Select Year
Colour Map By
“Call origin” shades each county by how its calls came in — the share via 911 vs the non-emergency line vs officer-initiated — for the selected category.
Dots Show
Switch the county dots between one-per-category and one-per-origin (911 / phone / officer).
Category Dots (toggle)
Each reporting county shows one dot per category, offset around the county centre. Dot size = number of calls that year. Toggle any category on or off.
Data Sources & Limitations
Calls for Service — Bend PD (example)
City of Bend Police Department dispatch/CAD export, 489,272 records, March 2020 – August 2026, aggregated to Deschutes County.
⚠ Limitations: This is the ONLY agency loaded so far and is shown as a template for other counties. Dispatch records capture events someone called about, not all events — many overdoses never generate a 911 call, so call volume measures help-seeking and response as much as incidence. Bend PD has no dedicated ‘overdose’ call type, so overdoses are largely folded into Welfare Check and medical calls; the Overdose / Poisoning category therefore reads zero here and should not be taken as no overdoses. Call-type coding differs by agency, so cross-county comparisons must be made with care. Street addresses were redacted at source, so calls cannot be mapped below county level.
Overdose Reference Layer
CDC SUDORS, Oregon 2020–2024. CDC SUDORS .
⚠ Limitations: Counts of 1–4 deaths are suppressed. Calls and deaths come from different systems with different timing and catchment, so the two layers should be compared with care rather than read as one measuring the other.
Calls for Service — Behavioral Health Dispatches
📊 Calls-for-Service Detail Below
Trend over time and the specific call types behind each category
Call Types Behind Each Category (Deschutes / Bend PD)
The specific dispatch call types that make up each behavioral-health category, by year. Use this to see exactly what is — and is not — counted in each group.

Locations

Street-level map of Oregon. Click a marker to view provider details, read community input, and share your own.

What would you like to download?
📊 Overdose Rate Data (SUDORS)

CDC SUDORS 2020–2024. Average rates and annual counts per county.

All 36 Counties (CSV) Selected Counties Only (CSV)
🏠 Social Determinants of Health (ACS)

ACS 5-year estimates 2019–2023. All SDOH variables by county.

All ACS Variables (CSV)
🏢 BHRN Organizations & Funding

2025–29 BHRN partner organizations, service codes, and BHD funding allocations.

BHRN Organizations (CSV) BHD County Funding (CSV)
📋 Combined County Summary

One row per county: overdose rates, SDOH variables, BHRN org count, and BHD funding combined.

Combined Summary (CSV) Combined Summary (Excel)
📷 PDF Snapshot Report

Captures everything currently visible on screen — maps, charts, and tables — exactly as they appear with your current county and metric selections.

padding:10px 12px;font-size:1.05rem;color:#7f4d00;margin-bottom:10px; ⚠ Navigate to the tab you want to capture before clicking. Run once per tab. Map tile backgrounds may not appear in the PDF due to browser security restrictions.
⚠ All downloads reflect data as loaded at session start. Suppressed values (< 5 deaths) appear as NA per CDC policy.
SUDORS source | ACS source | BHRN source

📥 Data Downloads & Exports

Select a dataset from the left sidebar to download. All files include column headers and are ready for Excel, R, or Stata.

🔍 Preview: Combined County Summary

First 10 rows shown. Use the download buttons on the left to export the full dataset.

🖼 Exporting Charts and Maps

📊 Plotly Charts

Every chart has a built-in export button. Hover over any chart and click the camera icon (📷) in the top-right toolbar to save as PNG.

You can also use the toolbar to zoom, pan, and select before saving.

🗺 Leaflet Maps

Use your browser’s screenshot tool to capture map images:
Windows: Win + Shift + S
Mac: Cmd + Shift + 4
Chrome: Right-click → Print → Save as PDF

📄 Full-Page Report (PDF)

To save the entire dashboard as a PDF:
Press Ctrl+P (Windows) / Cmd+P (Mac) in your browser, set destination to Save as PDF , and choose Background graphics to preserve colors.

📋 Data Tables

The BHRN Org Directory table and overdose data tables have their own CSV / Excel export buttons built in — look for the Copy / CSV / Excel buttons above each table.

📖 Data Dictionary

❓ Help & Guided Tour

New to the dashboard? Start a guided tour of any tab, or browse the quick-reference guide below.

🗺
SUDORS Fatal Overdose Map

Map shading, county selector, BHRN/Deflection chart tabs.

🏠
SDOH + Substance Use Services

SDOH shading, provider overlay toggles, color legend.

📊
SDOH + Overdose Outcomes

Bubble size, overdose metric buttons, SDOH shading.

📥
Download Data & Exports

CSV/Excel downloads, PDF snapshot, data dictionary.

📖 Dashboard User Guide

A complete guide to every tab, map control, chart, and data feature in this dashboard. Includes plain-language explanations, data source notes, and how-to tips.

🗺 Dashboard Features by Tab

🗺 Tab 1 — SUDORS Fatal Overdose Map (Rate & Count)

Shows county-level fatal overdose data from CDC SUDORS (2020–2024) on an interactive choropleth map.

  • Rate Denominator Buttons: Change the population base for all rates (per 25k/50k/75k/100k). Every map and chart updates instantly.
  • Map Metric Selector: Choose what the map shading shows — average rates 2020–2024, or year-specific counts/rates.
  • County Selector: Click counties in the list or on the map to focus charts on those areas. Hold Shift to select multiple.
  • Rate/Count Toggle: Switch charts between death rates (per population) and raw counts.
  • Line Chart — Policy Events: Vertical reference lines show: M110 decrim (Feb 2021), BHRN funding release (Sep 2022), re-criminalization (Apr 2025).
  • Line Chart — County Lines: Each selected county gets a distinct line style (solid/dashed/dotted) so you can tell them apart.
🏥 Tab 3 — SDOH + Substance Use Services

Shows provider service locations over a social determinants map. Darker shading = higher value of the selected indicator.

  • SDOH Shading Buttons: Poverty, income, unemployment, rent burden, no insurance, disability, and more (ACS 2019–2023).
  • SUD Providers (purple): OHA-certified SUD organizations and providers.
  • MOUD / Buprenorphine (blue): Medication-assisted treatment prescribers from SAMHSA.
  • Opioid Treatment Programs (red): Methadone clinics and full-service OTPs.
  • Peer Support Specialists (green): OHA-certified PSS from the PSS Registry.
  • Naloxone Pharmacies (orange): Pharmacies dispensing naloxone without a prescription.
  • BHRN Network Orgs (gold): 2025–29 BHRN grantee organizations.
📊 Tab 4 — SDOH + Overdose Outcomes

Combines SDOH county shading with overdose rate bubbles to reveal geographic patterns.

  • SDOH Shading: Same social determinant options as Tab 3.
  • Overdose Bubble Metric: Fentanyl (red), Meth (purple), Opioid (orange), Poly-substances (teal). Larger bubbles = higher death rate per 100k.
  • Bubble color changes with selection — the color updates instantly when you click a different substance button.
  • Counties with fewer than 5 deaths per 100k show no bubble (privacy protection).
📥 Download Tab — Data & Exports
  • SUDORS Data (All / Selected Counties): Overdose rates and counts as CSV.
  • ACS SDOH Data: All 20 social determinant variables per county.
  • BHRN Organizations: Complete grantee directory with service codes and contacts.
  • Combined County Summary (CSV / Excel): One row per county merging all datasets.
  • PDF Snapshot: Navigate to any tab first, then click Save PDF to capture it.
  • Data Dictionary: Full description of every variable in the combined dataset.

📋 Quick Reference

🗺 Navigating the Maps
  • Use your mouse wheel, or pinch two fingers on a touchpad, to zoom in and out on the map
  • Click and hold the map, then move your mouse left, right, up, or down to move around
  • Click on any county to highlight it and see its data in the charts below
  • Hold the Shift key on your keyboard while clicking to select more than one county at a time
📊 Reading the Charts
  • Move your mouse over any bar or dot on a chart to see the exact number
  • Click any item in the chart key (the colored labels) to show or hide that group in the chart
  • Use the small grey icons in the top-right corner of any chart to zoom in or save it as an image
  • A rate = the number of events (like overdose deaths) per 100,000 people living in that area
📥 Downloading Data
  • To download data as a spreadsheet, go to the “Download” tab (just to the left of this Help tab)
  • To save the whole page as a PDF, click the 📸 Save PDF button in the top-right corner
  • To save a single chart as an image, click the small grey camera icon in the top-right corner of that chart
  • For the best-looking PDF, go to the tab you want first, then click Save PDF
⚠ Data Notes
  • If a county had fewer than 5 deaths, the exact number is hidden to protect people’s privacy — this follows rules from the CDC and Oregon Health Authority
  • Overdose death data (SUDORS) covers years 2020–2024. Social factors data (ACS) covers 2019–2023.
  • The list of Behavioral Health Resource Network (BHRN) organizations reflects the 2025–2029 funding round
  • Naloxone pharmacy locations were last updated in April 2019 and may not reflect what is currently available
Questions or data corrections? Contact the Data2Action Oregon project team at D2AOregon@chestnut.org .
Dashboard version: D2A CDS 4 Prototype | Data retrieved March 2026.