StarFlash

Platform

Sensors

The index is assembled from public networks that publish real measurements — national meteorological services, hydrological agencies, transport authorities, research mesonets and community projects. Nothing is simulated and nothing is inferred.

What counts as a sensor

The bar for inclusion is deliberately concrete: an instrument that returns a numeric value with a timestamp. That test excludes a lot of things that superficially look like sensor data — station registries with no readings, dataset catalogue rows, survey records, administrative boundaries.

It is not a cadence test. A profiling float reporting every ten days and a snow gauge reporting daily both qualify; what disqualifies a record is having no instrument behind it.

Categories in the index

Normalisation is most of the work

Every network names things differently. One publishes air temperature as "TA", another as "air_temp", a third as a BUFR code in Kelvin. Units differ, timestamp formats differ, and identifiers collide between networks.

Readings are mapped onto a common set of measurand names with consistent units, while the original values stay traceable. This is unglamorous and it is the entire reason cross-network search is possible.

Coverage is not uniform, and pretending otherwise would be misleading. Some countries publish densely and openly; others publish little or restrict redistribution. Where a network's licence does not permit republication, it is not indexed.

History

Readings are retained per sensor across five windows — one hour, one day, one week, one month and one year — so a sensor can be read as a trend rather than a single instantaneous value.