I’m using the latest version of NuPIC found on DockerHub. Here are the results I’m getting (Can’t upload files so raw text will have to do):
timestamp,kw_energy_consumption,prediction,anomaly_score,anomaly_likelihood
2010-07-02 00:00:00,21.2,21.2,1.0,0.5
2010-07-02 01:00:00,16.4,16.4,1.0,0.5
2010-07-02 02:00:00,4.7,16.4,1.0,0.5
2010-07-02 03:00:00,4.7,4.7,0.0,0.5
2010-07-02 04:00:00,4.6,4.7,0.0,0.5
2010-07-02 05:00:00,23.5,4.67,0.0,0.5
2010-07-02 06:00:00,47.5,47.5,0.0,0.5
2010-07-02 07:00:00,45.4,45.4,0.0,0.5
2010-07-02 08:00:00,46.1,46.1,0.0,0.5
2010-07-02 09:00:00,41.5,41.5,0.0,0.5
2010-07-02 10:00:00,43.4,43.4,0.0,0.5
2010-07-02 11:00:00,43.8,43.8,0.0,0.5
2010-07-02 12:00:00,37.8,37.8,0.0,0.5
2010-07-02 13:00:00,36.6,36.6,0.0,0.5
2010-07-02 14:00:00,35.7,35.7,0.0,0.5
2010-07-02 15:00:00,38.9,38.9,0.0,0.5
2010-07-02 16:00:00,36.2,36.2,0.0,0.5
2010-07-02 17:00:00,36.6,36.6,0.0,0.5
2010-07-02 18:00:00,37.2,37.2,0.0,0.5
2010-07-02 19:00:00,38.2,38.2,0.0,0.5
2010-07-02 20:00:00,14.1,14.1,0.0,0.5
2010-07-02 21:00:00,5.1,5.1,0.0,0.5
2010-07-02 22:00:00,5.0,5.0,0.0,0.5
2010-07-02 23:00:00,5.9,5.9,0.0,0.5
2010-07-03 00:00:00,22.5,22.5,0.0,0.5
2010-07-03 01:00:00,22.3,22.3,0.0,0.5
2010-07-03 02:00:00,6.0,6.0,0.0,0.5
2010-07-03 03:00:00,4.7,4.7,0.0,0.5
2010-07-03 04:00:00,4.4,4.4,0.0,0.5
2010-07-03 05:00:00,4.8,4.8,0.0,0.5
2010-07-03 06:00:00,23.4,23.4,0.0,0.5
2010-07-03 07:00:00,42.4,42.4,0.0,0.5
2010-07-03 08:00:00,52.0,52.0,0.0,0.5
2010-07-03 09:00:00,50.8,50.8,0.0,0.5
…and so on until around line 390:
2010-07-18 04:00:00,4.7,4.7,0.0,0.041630779742412583
2010-07-18 05:00:00,4.9,4.9,0.0,0.041630779742412583
2010-07-18 06:00:00,5.0,5.0,0.0,0.041630779742412583
2010-07-18 07:00:00,5.5,5.5,0.0,0.041630779742412583
2010-07-18 08:00:00,38.4,38.4,0.0,0.041630779742412583
2010-07-18 09:00:00,46.7,46.7,0.0,0.041630779742412583
2010-07-18 10:00:00,39.3,39.3,0.0,0.041630779742412583
2010-07-18 11:00:00,39.6,39.6,0.0,0.041630779742412583
2010-07-18 12:00:00,39.8,39.8,0.0,0.041630779742412583
2010-07-18 13:00:00,42.3,5.046165833265324,0.0,0.041630779742412583
2010-07-18 14:00:00,44.6,5.046165833265324,0.0,0.041630779742412583
2010-07-18 15:00:00,46.5,46.5,0.0,0.041630779742412583
2010-07-18 16:00:00,40.1,4.699567849668804,0.0,0.041630779742412583
2010-07-18 17:00:00,25.3,5.046165833265324,0.0,0.041630779742412583
2010-07-18 18:00:00,9.6,9.6,0.0,0.041630779742412583
2010-07-18 19:00:00,5.2,5.2,0.0,0.041630779742412583
2010-07-18 20:00:00,5.2,5.2,0.0,0.041630779742412583
2010-07-18 21:00:00,5.2,5.2,0.0,0.041630779742412583
2010-07-18 22:00:00,5.2,5.2,0.0,0.041630779742412583
2010-07-18 23:00:00,15.9,15.9,0.0,0.041630779742412583
2010-07-19 00:00:00,21.0,5.163064416567003,0.0,0.041630779742412583
2010-07-19 01:00:00,16.7,16.7,0.0,0.041630779742412583
2010-07-19 02:00:00,4.9,4.9,0.0,0.041630779742412583
2010-07-19 03:00:00,5.1,5.1,0.0,0.041630779742412583
2010-07-19 04:00:00,4.9,4.9,0.0,0.041630779742412583
2010-07-19 05:00:00,20.9,20.9,0.0,0.041630779742412583
2010-07-19 06:00:00,41.0,41.0,0.0,0.041630779742412583
2010-07-19 07:00:00,37.1,37.1,0.0,0.041630779742412583
2010-07-19 08:00:00,41.1,41.1,0.0,0.041630779742412583
2010-07-19 09:00:00,42.0,5.032231094882482,0.0,0.041630779742412583
2010-07-19 10:00:00,50.1,5.032231094882482,0.0,0.041630779742412583
2010-07-19 11:00:00,42.4,39.96070894515547,0.0,0.041630779742412583
2010-07-19 12:00:00,40.1,40.1,0.0,0.041630779742412583
2010-07-19 13:00:00,38.6,5.032231094882482,0.0,0.041630779742412583
2010-07-19 14:00:00,38.6,38.6,0.0,0.041630779742412583
2010-07-19 15:00:00,38.7,5.032231094882482,0.0,0.041630779742412583
2010-07-19 16:00:00,39.1,5.032231094882482,0.0,0.041630779742412583
2010-07-19 17:00:00,41.9,5.032231094882482,0.0,0.041630779742412583
2010-07-19 18:00:00,45.9,45.9,0.0,0.041630779742412583
2010-07-19 19:00:00,45.1,45.1,0.0,0.041630779742412583
2010-07-19 20:00:00,39.8,5.032231094882482,0.0,0.041630779742412583
I don’t exactly know when this behavior started, I just found out about it when I tried to run my own anomaly models and they were coming up with zero. I tried the example, and came up with the results above.