Humach Energy: Demand Forecasting
Use temporal structure, lag reasoning and legal forecasting validation to predict demand without peeking into the future.
Download mini_energy.csvUse Python, SQL, Excel or your preferred workflow unless a task specifies otherwise.
Project dataset
Download CSVInspect the CSV before you answer the tasks
Scroll horizontally or vertically to examine the exact miniature data used by the validator.
| timestamp | temperature_c | demand_mw | renewable_share_pct |
|---|---|---|---|
| 2026-01-01 00:00 | 12.8 | 409.1 | 33.3 |
| 2026-01-01 01:00 | 12.6 | 398.2 | 29.0 |
| 2026-01-01 02:00 | 12.8 | 389.6 | 25.3 |
| 2026-01-01 03:00 | 13.4 | 384.0 | 22.4 |
| 2026-01-01 04:00 | 14.4 | 381.6 | 20.6 |
| 2026-01-01 05:00 | 15.6 | 382.6 | 20.0 |
| 2026-01-01 06:00 | 17.0 | 387.0 | 20.6 |
| 2026-01-01 07:00 | 18.6 | 394.5 | 22.4 |
| 2026-01-01 08:00 | 20.2 | 404.5 | 25.3 |
| 2026-01-01 09:00 | 21.6 | 416.4 | 29.0 |
| 2026-01-01 10:00 | 22.8 | 429.4 | 33.3 |
| 2026-01-01 11:00 | 23.8 | 442.5 | 38.0 |
| 2026-01-01 12:00 | 24.4 | 454.9 | 42.7 |
| 2026-01-01 13:00 | 24.6 | 465.8 | 47.0 |
| 2026-01-01 14:00 | 24.4 | 474.4 | 50.7 |
| 2026-01-01 15:00 | 23.8 | 480.0 | 53.6 |
| 2026-01-01 16:00 | 22.8 | 482.4 | 55.4 |
| 2026-01-01 17:00 | 21.6 | 481.4 | 56.0 |
| 2026-01-01 18:00 | 20.2 | 477.0 | 55.4 |
| 2026-01-01 19:00 | 18.6 | 469.5 | 53.6 |
| 2026-01-01 20:00 | 17.0 | 459.5 | 50.7 |
| 2026-01-01 21:00 | 15.6 | 447.6 | 47.0 |
| 2026-01-01 22:00 | 14.4 | 434.6 | 42.7 |
| 2026-01-01 23:00 | 13.4 | 421.5 | 38.0 |
| 2026-01-02 00:00 | 13.4 | 421.1 | 33.3 |
| 2026-01-02 01:00 | 13.2 | 410.2 | 29.0 |
| 2026-01-02 02:00 | 13.4 | 401.6 | 25.3 |
| 2026-01-02 03:00 | 14.0 | 396.0 | 22.4 |
| 2026-01-02 04:00 | 15.0 | 393.6 | 20.6 |
| 2026-01-02 05:00 | 16.2 | 394.6 | 20.0 |
| 2026-01-02 06:00 | 17.6 | 399.0 | 20.6 |
| 2026-01-02 07:00 | 19.2 | 406.5 | 22.4 |
| 2026-01-02 08:00 | 20.8 | 416.5 | 25.3 |
| 2026-01-02 09:00 | 22.2 | 428.4 | 29.0 |
| 2026-01-02 10:00 | 23.4 | 441.4 | 33.3 |
| 2026-01-02 11:00 | 24.4 | 454.5 | 38.0 |
| 2026-01-02 12:00 | 25.0 | 466.9 | 42.7 |
| 2026-01-02 13:00 | 25.2 | 477.8 | 47.0 |
| 2026-01-02 14:00 | 25.0 | 486.4 | 50.7 |
| 2026-01-02 15:00 | 24.4 | 492.0 | 53.6 |
| 2026-01-02 16:00 | 23.4 | 494.4 | 55.4 |
| 2026-01-02 17:00 | 22.2 | 493.4 | 56.0 |
| 2026-01-02 18:00 | 20.8 | 489.0 | 55.4 |
| 2026-01-02 19:00 | 19.2 | 481.5 | 53.6 |
| 2026-01-02 20:00 | 17.6 | 471.5 | 50.7 |
| 2026-01-02 21:00 | 16.2 | 459.6 | 47.0 |
| 2026-01-02 22:00 | 15.0 | 446.6 | 42.7 |
| 2026-01-02 23:00 | 14.0 | 433.5 | 38.0 |
Project workspace
Analyse → validate → submit.
Numeric and decision tasks are auto-checked. Written reasoning is checked for completeness and key ideas, then included in your local submission report.
0/5 validated
What is the maximum demand (MW) in the dataset?
What is average renewable share (%)?
Which split is safest for a forecast?
Name one lagged or rolling feature you would create and explain why.
Submit your project locally
HumachLearn stores no server-side data. Submission creates a portable JSON report containing your answers, validation state and timestamp.