jinflow a jazzisnow engine

jinflow & aeros · capabilities & outlook

Air quality,
measured honestly.

What the engine does today, shown on a live atmospheric Study — and the frontier it opens next.

aeros · the Study

A continent's air, one Study.

30.6 M
measurements
1,664
sampling points
6
pollutants
live
on the open web
within guideline> 4× over

Capability · see the whole network live

Colour by pollutant. Scrub through time. Read magnitude, not a threshold.

The Selector

Switch the pollutant colouring the map — NO₂, O₃, PM₂.₅, PM₁₀, SO₂, CO — and every station recolours at once.

The Clock

A time slider walks the map through the record: watch winter haze flare and clear, station by station.

The Band Grid

Against the strict guideline nearly every station exceeds. So colour by how many times over — and PM₂.₅ crosses its annual guideline at 255 of 260 stations.

Capability · from overview to evidence live

One click from the map to the measurement.

Click a station → its co-located pollutant streams appear → open one and its measured time series draws in place, with the guideline reference and the uncertainty band. Brush a set and the Selection follows you from map to table to chart — narrow once, everything answers.

The linked, brushed way of seeing — kept alive, now on the open web.

Capability · honest by construction live

Every number a measurement. Every finding, traceable.

Measured

Units (UCUM), roll-up rules, and uncertainty (GUM) travel with every value.

35.1 µg/m³ ± 2.3 (1σ) · 1.52× WHO

Diagnosed & traceable

The diamond turns evidence into an answer — 5,082 findings across the Study — and each carries a trail back to its rows. The whole method rides inside the store (the Imprint): reproducible by construction.

Signal→ Thesis→ Verdict

Outlook · beyond SQL on the roadmap

The Processor — bring your own science into the Study.

So far the engine reasons in SQL. The Processor opens the store to methods SQL can't express — the first being PMF (positive matrix factorization), the workhorse of aerosol source apportionment.

Point it at a speciated matrix, and factor the mixture into its sources — inside the Study, with the same provenance, units, and reproducibility as everything else. Your method becomes a first-class citizen, not an export to a script that leaves no trail.

Outlook · the shape of what's next on the roadmap

A studio for what happens after the data lands.

The studio
Post-gold as instruments. Processors as plugins; runs as renders; alternatives as scenarios — explore many analyses without disturbing the record.
Speciation
Mass-spectral data. The m/z matrix as a first-class input, so the chemistry — not just the concentration — enters the Study.
Networked
Studies that link. Sovereign by default, connected by consent — your instance stays yours, and still talks to the others when you choose.

Where this goes

Capabilities today. A frontier you can help shape.

aeros is not a demo of a finished thing — it's a living Study, on the open web, showing the engine do real work on real air. The frontier beyond it (the Processor, your own methods, the mass spectra) is close, and it's open to the science that needs it.

jinflow & aeros — a jazzisnow engine.