This project uses PySpark to analyze and predict Energy demand in France.
The following alerts were detected:
| timestamp | energy_demand_total | prediction | error | |
|---|---|---|---|---|
| 879 | 2008-12-30 08:00:00 | 131339 | 116629 | 14710.2 |
| 890 | 2009-01-06 05:00:00 | 127537 | 116395 | 11142.1 |
| 891 | 2009-01-06 08:00:00 | 147644 | 116395 | 31249.1 |
| 892 | 2009-01-07 16:00:00 | 135020 | 115832 | 19188.5 |
| 893 | 2009-01-07 19:00:00 | 134785 | 115236 | 19549.4 |
| 894 | 2009-01-08 05:00:00 | 128464 | 116395 | 12069.1 |
| 895 | 2009-01-08 18:00:00 | 134482 | 115236 | 19246.4 |
| 896 | 2009-01-09 10:00:00 | 137379 | 115501 | 21877.8 |
| 897 | 2009-01-09 14:00:00 | 127249 | 115832 | 11417.5 |
| 898 | 2009-01-09 15:00:00 | 129724 | 111799 | 17924.6 |
| 899 | 2009-01-10 17:00:00 | 130753 | 115236 | 15517.4 |
| 902 | 2009-01-12 08:00:00 | 132510 | 116629 | 15881.2 |
| 1719 | 2009-12-16 09:00:00 | 135817 | 115970 | 19847 |
| 1721 | 2009-12-17 17:00:00 | 130222 | 115236 | 14986.4 |
| 1725 | 2009-12-18 15:00:00 | 124734 | 111799 | 12934.6 |
| 1727 | 2009-12-19 11:00:00 | 128712 | 115236 | 13476.4 |
| 1732 | 2009-12-21 08:00:00 | 132512 | 116629 | 15883.2 |
| 1777 | 2010-01-05 06:00:00 | 137991 | 125713 | 12277.9 |
| 1783 | 2010-01-07 08:00:00 | 138710 | 116395 | 22315.1 |
| 1794 | 2010-01-12 06:00:00 | 139544 | 125713 | 13830.9 |
| 1865 | 2010-02-11 08:00:00 | 136433 | 116395 | 20038.1 |
| 1868 | 2010-02-12 08:00:00 | 137129 | 116395 | 20734.1 |
| 1869 | 2010-02-12 10:00:00 | 126054 | 115970 | 10084 |
| 1871 | 2010-02-13 06:00:00 | 140161 | 125713 | 14447.9 |
| 1878 | 2010-02-16 08:00:00 | 129593 | 116395 | 13198.1 |
| 2657 | 2011-01-04 08:00:00 | 126310 | 115970 | 10340 |
| 3618 | 2012-02-02 17:00:00 | 130092 | 115236 | 14856.4 |
| 3619 | 2012-02-03 09:00:00 | 143134 | 116395 | 26739.1 |
| 3621 | 2012-02-04 09:00:00 | 139468 | 116395 | 23073.1 |
| 3623 | 2012-02-05 09:00:00 | 135215 | 115970 | 19245 |
| 3624 | 2012-02-05 17:00:00 | 136034 | 115236 | 20798.4 |
| 3626 | 2012-02-07 13:00:00 | 128668 | 115236 | 13432.4 |
| 3627 | 2012-02-07 16:00:00 | 137075 | 115236 | 21839.4 |
| 3630 | 2012-02-09 16:00:00 | 136115 | 115236 | 20879.4 |
| 3632 | 2012-02-10 08:00:00 | 150510 | 116395 | 34115.1 |
| 3633 | 2012-02-10 18:00:00 | 135487 | 115236 | 20251.4 |
| 3634 | 2012-02-11 15:00:00 | 125510 | 115236 | 10274.4 |
| 3635 | 2012-02-12 10:00:00 | 130538 | 115501 | 15036.8 |
| 3636 | 2012-02-12 20:00:00 | 130769 | 115501 | 15267.8 |