Co-movement patterns: the fingerprint catalog

A single metric tells you a number. Several metrics moving together tell you what happened.

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A stylized line chart showing four overlapping sparklines with different fingerprint shapes.
Photo: Negative Space via Pexels
Cooking = NOₓ + PM + VOC + RH. Sleeping = CO₂ + RH only. Cleaning = VOC alone. Wildfire = PM alone. The pattern is the diagnosis.

Watching CO2 in isolation tells you what CO2 is doing. Watching CO2, VOC, NOx, PM2.5, humidity, and temperature together tells you what's happening. This article is a small library of those co-movement fingerprints, to help you read your own charts.

Gas-stove cooking: NOx and PM2.5 rise together within seconds of ignition. VOCs follow within 1-2 minutes. Humidity rises gently from water vapor. CO2 rises if the kitchen is closed. Hood-on flattens NOx and PM dramatically; hood-off leaves all four elevated for the duration. Recovery: 30-60 minutes after cooking ends.

Bedroom overnight: CO2 climbs slowly and monotonically. RH climbs slowly too. PM stays flat. VOCs and NOx stay flat. The shape is distinctive: a near-linear ramp lasting 6-8 hours, ending in a sharp drop when the door opens.

Candles or incense: PM2.5 rises with a mild VOC accompaniment; with candles the jump is largest just after lighting and when they are snuffed out. The NOx index can tick up slightly, because candle flames emit some NO and NO2. CO2 barely moves. Cleaning products: sharp VOC spike, everything else flat. Wildfire smoke event: PM2.5 elevated for hours, mild VOC tail, NOx mildly elevated, CO2 flat, outdoor PM correlated.

Terrestream names a likely source only in a few cases, based on the room type you chose at setup and on which readings rose together or one after another, and it usually hedges: a VOC rise that spreads from the kitchen into a bedroom is titled "Cooking may be reaching bedrooms," VOC and NOx climbing together above the room's usual levels is a "Possible combustion-related change," and CO2 that keeps building after a VOC spike reads "CO2 rising after cooking." It names cleaning only when you have reported it. Otherwise a notification says what rose and in which room and suggests checking for a nearby source, and in the app you can mark what the source was. Its wildfire-smoke alerts come from outdoor data (satellite smoke maps, fire detections, wind, and outdoor PM2.5), not from the indoor pattern. This catalog is for reading the charts yourself.

References

  1. RMI - Gas stove pollution and health rmi.org
  2. Persily - Indoor CO₂ and ventilation doi.org
  3. Holder et al. (EPA) - DIY air cleaner designs and wildfire smoke doi.org
  4. Singer et al. (LBNL) - Performance of installed cooking exhaust devices doi.org
  5. Klosterköther et al. - NO, NO₂, HONO and particle emissions from candles doi.org
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