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LiveEveryday life3 connected sources
Cross-source hypothesis
Wait Inside
How much longer can I remain indoors and still catch the bus?
Turn the live arrival countdown and walk time into an indoor waiting budget, with nearby official air and weather context.
01
Why this pairing matters
The non-obvious connection
Transit tells people when a vehicle arrives; environmental data describes conditions outside. Together they answer when to leave, not merely what the conditions are.
02
The demonstration
One visible reveal
Bus in 11 minutes, four-minute walk: leave in six. The countdown updates when the next prediction changes.
03
Three-hour boundary
The smallest credible version
One stop, one route, one nearby air station, current apparent temperature, and one large ‘leave in’ countdown.
04
Claim boundary
What the data cannot establish
A sparse official station network cannot describe exact street-level exposure. The tool must not give medical advice.
05
Underlying evidence
Open every connected source
LiveLive-tested
Mobility
TTC live transit
Tbilisi Transport Company; community wrapper maintained by sxnneyInspect fields and samples →Near real-timeLive-tested
Environment
Air quality hourly
Air.gov.ge official environmental monitoring portalInspect fields and samples →Near real-timeLive-tested
Weather and climate
Open-Meteo weather
Open-MeteoInspect fields and samples →06
Shared ingredients