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monad-knowledge Wi-Fi sensing lab · FIIT STU
Instrument · what the count rests on

What the headcount is made of.

The app on the previous page prints one number per minute. This page opens the back of the instrument and shows what that number rests on: every measured day on one clock, the four ways of computing a level and how often they agree, the minutes with a known headcount the count map passes through, what an empty floor reads night by night, how often each rule would have cried wolf on a night nobody was there, which receivers raise alarms alone, whether the phones in the room move with the radio reading, and whether a warm node reads differently from a cool one.

Also: each receiver and radio configuration, day against night.

Companion labs in Occupancy

In plain words Pick a day on the calendar and see people per minute: the Wi-Fi room level, calibrated that day against the Bluetooth devices the fleet heard, and fused with them. The people scale is a stated assumption you can move. A gap is a gap; nobody fills it with a zero.

Method for the level panels: Envelope, our transmitter only · Doppler 20–60 Hz, our transmitter only · Delivered-rate collapse · Envelope, every transmitter

How the four methods agree

Scope: every day pooled · 2026-08-17 · 2026-08-18 · 2026-08-19 · 2026-08-23 · 2026-08-25 · 2026-08-26 · 2026-08-27 · 2026-08-28 · 2026-08-29 · 2026-08-30 · 2026-08-31 · 2026-09-01 · 2026-09-02 · 2026-09-03 · 2026-09-04 · 2026-09-05 · 2026-09-06 · 2026-09-07 · 2026-09-08 · 2026-09-09 · 2026-09-10 · 2026-09-11 · 2026-09-12 · 2026-09-14 · 2026-09-24 · 2026-09-25 · 2026-09-26 · 2026-09-27 · 2026-09-28 · 2026-09-29 · 2026-09-30 · 2026-10-01 · 2026-10-02 · 2026-10-03 · 2026-10-04 · 2026-10-05 · 2026-10-06 · 2026-10-07 · 2026-10-08 · 2026-10-09 · 2026-10-10 · 2026-10-11 · 2026-10-12 · 2026-10-13 · 2026-10-14 · 2026-10-15 · 2026-10-16 · 2026-10-17 · 2026-10-18 · 2026-10-20 · 2026-10-21 · 2026-10-22 · 2026-10-23 · 2026-10-24 · 2026-10-25 · 2026-10-26 · 2026-10-27

Agreement on the fleet bucket, 2026-10-26. κ of 1 is perfect agreement, 0 is chance, below 0 is systematic disagreement.
Method A Method B Minutes both scored Same bucket Cohen's κ
doppler_inj env_pooled 179 94 % 0.00
doppler_inj rate_inj 179 93 % -0.01
env_inj doppler_inj 179 94 % 0.00
env_inj env_pooled 179 100 % 1.00
env_inj rate_inj 179 99 % 0.00
rate_inj env_pooled 179 99 % 0.00

JSON: days · agreement · nights · false alarms · receivers · bystanders · temperature · episodes