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Mixed causes EPA monitor flag

March 14, 2025 Oklahoma and Kansas dust-and-wildfire-smoke episode

March 14, 2025 · Origin: Oklahoma and eastern Kansas fires; Southwestern United States dust

Daily PM2.5 peaked at 72.4 µg/m³ near Tulsa across 3 covered metros home to 3.2 million people. 1 metro recorded their worst day on record; 2 placed a top-ten day.

Counting the extra PM2.5 above each metro's typical day, this event handed the average affected resident ≈ 2.3 cigarettes. Across everyone living in the affected metros, that is the collective equivalent of ≈ 7.4 million cigarettes. An awareness illustration of outdoor exposure at 22 µg/m³ per cigarette (Berkeley Earth), counting only the event's ranked days; not a medical dose.

Why we think this happened

The basis for “Mixed causes”

Agency and NASA evidence supports a mixed event involving transported dust and smoke from Oklahoma and eastern Kansas fires.

EPA monitor flag EPA attached an exceptional-event qualifier to the affected samples. The agency flagged the measurement itself; no separate agency record describes the event.

U.S. EPA Air Quality System and the submitting air monitoring agency · Mar 14, 2025 official

AQS PM2.5 qualifier IJ — High Winds.

EPA AQS carries an agency-submitted informational qualifier (IJ, High Winds.) on 2 PM2.5 samples in the candidate CBSA on 2025-03-14, identifying windblown or transported dust as affecting the samples. An informational qualifier is an official submitting-agency flag, not a request for exclusion or an EPA-concurred determination.

U.S. EPA Air Quality System and the submitting air monitoring agency · Mar 14, 2025 official

AQS PM2.5 qualifier IJ — High Winds.

EPA AQS carries an agency-submitted informational qualifier (IJ, High Winds.) on 48 PM2.5 samples in the candidate CBSA on 2025-03-14, identifying windblown or transported dust as affecting the samples. An informational qualifier is an official submitting-agency flag, not a request for exclusion or an EPA-concurred determination.

See every retained source and limitation ↓

Sequence: Tulsa (Mar 14) → Oklahoma City (Mar 14) → Wichita (Mar 14)

Evidence path

From source to city

A cause is more convincing when the record connects three things: something happened, the air mass moved toward the region, and local instruments responded. Here is how much of that chain is documented for this event.

Open the evidence ledger ↓
  1. 1

    Source or mechanism

    Mixed causes

    EPA AQS carries an agency-submitted informational qualifier (IJ, High Winds.) on 2 PM2.5 samples in the candidate CBSA on 2025-03-14, identifying windblown or transported dust as affecting the samples. An informational qualifier is an official…

    View supporting source ↗
    Documented
  2. 2

    Air-mass movement

    Transport into the affected region is documented

    KDHE reported that winds transported dust and smoke from Oklahoma wildfires and eastern Kansas fires into Kansas.

    View transport source ↗
    Documented
  3. 3

    Local response

    72.4 µg/m³ near Tulsa

    EPA monitors recorded the event across 3 metros. The peak daily concentration is roughly 3.3 cigarette-equivalents at the outdoor daily rate.

    Inspect the pollutant and weather signals ↓
    Documented

Event autopsy

What the instruments saw

Before, during, and after the episode: nearby pollutant monitors and surface-weather stations show what changed. This context tests the “Mixed causes” explanation; it does not assign the cause by itself.

Observed context · not attribution

Oklahoma City, OK

Monitor comparison window 2025-03-11 to 2025-03-17 · PM2.5 target: OKC NORTH

6 pollutant signals
Fine-particle pulse 47.1 µg/m³

689% above nearby days

Air movement 10.6 kt

88% higher than surrounding days

PM10 567 µg/m³

1392% higher than surrounding days

Pollution fingerprint

Metro-wide median of reporting monitors
PM2.5 47.1 µg/m³

689% higher than surrounding days

Before8.20 µg/m³ Event47.1 µg/m³ After4.43 µg/m³
3 monitors · 1 HOUR
PM10 567 µg/m³

1392% higher than surrounding days

Before38 µg/m³ Event567 µg/m³ After37 µg/m³
1 monitor · 24-HR BLK AVG
Carbon monoxide 0.329 ppm

About the same as surrounding days

Before0.463 ppm Event0.329 ppm After0.302 ppm
2 monitors · 1 HOUR
Nitrogen dioxide 5.63 ppb

15% lower than surrounding days

Before13.1 ppb Event5.63 ppb After5.83 ppb
2 monitors · 1 HOUR
Sulfur dioxide 0 ppb

Adjacent observations available

Before0 ppb Event0 ppb After0 ppb
1 monitor · 1 HOUR
Ozone 0.041 ppm

About the same as surrounding days

Before0.046 ppm Event0.041 ppm After0.038 ppm
5 monitors · 8-HR RUN AVG BEGIN HOUR

Atmospheric conditions

Nearby EPA weather observations
Humidity 30.2 %

About the same as surrounding days

Temperature 64.6 °F

About the same as surrounding days

Wind 10.6 kt

88% higher than surrounding days

Source: U.S. EPA AirData daily observations and, where available, nearby ASOS/AWOS surface observations. Values are descriptive medians over the retained monitor set; missing measurements remain missing. Transport and source evidence remain separate layers because this instrument pattern does not assign a cause by itself.

Measured daily PM2.5 at EPA monitors, as cigarette-equivalents
EPA monitors sit in metro areas, so the colour clusters there. Land between and beyond them is unmeasured, not clean: this map shows where IAQng has readings, not the extent of the smoke.

Episode peak

-- cigarettes

The smoke map's scale, replayed over this event: the surface interpolates between covered metros' daily records, framed to the affected region. Hover for a reading, click a metro to pin it to the card. Days a monitor did not report draw nothing.

Affected metros

MetroPeak PM2.5Cigarettes, whole eventPeak dayAll-time standing
Tulsa, OK 72.4 µg/m³ 3.3 Mar 14, 2025 #2 of its top days
Oklahoma City, OK 59.8 µg/m³ 2.7 Mar 14, 2025 Worst day on record
Wichita, KS 39.2 µg/m³ 1.8 Mar 14, 2025 #15 of its top days

"Cigarettes, whole event" totals a metro's ranked event days at 22 µg/m³ per cigarette: what a person outdoors there breathed across the event, as the illustration. "All-time standing" is where this episode's days sit in each metro's ranked record (worst-area measure, since 1999). Full local context is on each metro's Air Records page.

Public evidence library

What supports this account

Each card states what a source supports—and what it does not. Official records, research, reporting, community observations, and transparent inferences remain visibly different kinds of evidence.

Official records

  • NOAA Storm Events Dust Storm, KANSAS, Mar 14, 2025 "A strong cold front moved east through Northwest Kansas during the afternoon. As the cold front moved into Kansas, a wall of dust formed along the front, with the blowing dust continuing for hours afterward. As the fro…" record →

EPA AQS monitor qualifier 2

  • AQS PM2.5 qualifier IJ — High Winds.

    U.S. EPA Air Quality System and the submitting air monitoring agency · Mar 14, 2025 official government

    EPA AQS carries an agency-submitted informational qualifier (IJ, High Winds.) on 2 PM2.5 samples in the candidate CBSA on 2025-03-14, identifying windblown or transported dust as affecting the samples. An informational qualifier is an official submitting-agency flag, not a request for exclusion or an EPA-concurred determination.

  • AQS PM2.5 qualifier IJ — High Winds.

    U.S. EPA Air Quality System and the submitting air monitoring agency · Mar 14, 2025 official government

    EPA AQS carries an agency-submitted informational qualifier (IJ, High Winds.) on 48 PM2.5 samples in the candidate CBSA on 2025-03-14, identifying windblown or transported dust as affecting the samples. An informational qualifier is an official submitting-agency flag, not a request for exclusion or an EPA-concurred determination.

NOAA Storm Events (NWS record) 1

  • NWS Dust Storm record, WICHITA, KANSAS (2025-03-14)

    NOAA/NCEI Storm Events Database · Mar 14, 2025 corroborates government

    Reduced visibility down to 200-400 yards in Leoti from blowing dust. Quarter mile visibility measured at the AWOS on the south side of town.

Agency and publisher pages 2

  • KDHE Issues Air Quality Health Advisory due to Dust and Smoke

    Kansas Department of Health and Environment · Mar 14, 2025 official government

    KDHE reported that winds transported dust and smoke from Oklahoma wildfires and eastern Kansas fires into Kansas.

  • Dusty Inferno Hits Oklahoma

    NASA Earth Observatory · Mar 18, 2025 official government

    NASA documented that March 14 hurricane-force winds in Oklahoma triggered a massive dust storm and fanned fast-moving grass fires.

What remains uncertain

Status and provenance

EPA monitor flag EPA attached an exceptional-event qualifier to the affected samples. The agency flagged the measurement itself; no separate agency record describes the event.

This episode was grouped from the monitor record by the catalog pipeline and given its cause from the evidence listed above. It has not been individually reviewed and signed off, so its boundaries, cause, and name may change as evidence accumulates. Grouping policy common_sense_root_cause_grouping.v2. The cause label reflects the assembled evidence above, not an IAQng detection formula. If it is wrong, tell us.