parse nest json exports · ecobee comfort/calendar csv · generic mode csv · presence signals from Away/Home programs · vacation windows · hourly routine clustering · csv/json export · runs locally
nest takeout-ish json tolerated · ecobee runtime/calendar extracts · heuristic column matching for generic planners
Ecobee Away/Home/Vacation program timestamps can corroborate household occupancy—they are device-native signals and can behave differently from spoofable handset GPS cues. Treat timestamps as corroborative, not solitary proof.
heuristic field matching only · utc hour summaries · corroborative occupancy reads · not calibrated lab forensics