THE RESULT
What the data shows
The largest computed metric is 27.15 for maximum; the smallest is 5.4 for minimum. Metric: daily_kwh (Appliance kWh per complete day).
Lighting is separate. A complete day requires 144 records; missing or partial days are excluded.

| statistic | daily kwh |
|---|---|
| minimum | 5.4 |
| p10 | 9.7 |
| p25 | 10.82 |
| median | 13.25 |
| p75 | 16.08 |
| p90 | 20.86 |
| p99 | 25.49 |
| maximum | 27.15 |
THE METHOD
From source to answer
Aggregate 144 ten-minute intervals into daily kWh and exclude partial days.
The Python source exposes this study’s transformations. The complete project download includes shared preparation and evaluation routines.
THE NEXT DECISION
What follows from the finding
Use complete-day totals for reporting before considering a tariff or conservation study.
Where the conclusion stops
Measurements come from one home over a limited period. Energy is Wh per recorded 10-minute interval. This is not a representative household sample; tariffs and occupancy labels are unavailable.
Related studies may reuse observations or holdouts. These are historical analyses; associations and backtests do not demonstrate commercial impact. Further model tuning needs new, untouched evaluation data.