diff --git a/src/forecaster/tests/data/dataset-short.csv b/src/forecaster/tests/data/dataset-short.csv
index 6368719458fa4ca39c78e694d5557af5443a5b7d..476bfccb53f2903a22f709b30c83d404b52c41d1 100644
--- a/src/forecaster/tests/data/dataset-short.csv
+++ b/src/forecaster/tests/data/dataset-short.csv
@@ -1,517 +1,328 @@
"linkid","ds","y"
-"at1.at_be1.be","2005-07-29 11:30:00",20.254615
-"at1.at_ch1.ch","2005-07-29 11:30:00",54.915569
-"at1.at_de1.de","2005-07-29 11:30:00",35.440825
-"at1.at_es1.es","2005-07-29 11:30:00",0.014227
-"at1.at_fr1.fr","2005-07-29 11:30:00",1.371593
-"at1.at_gr1.gr","2005-07-29 11:30:00",224.449018
-"at1.at_hr1.hr","2005-07-29 11:30:00",652.82534
-"at1.at_hu1.hu","2005-07-29 11:30:00",1887.08947
-"at1.at_ie1.ie","2005-07-29 11:30:00",2.878366
-"at1.at_il1.il","2005-07-29 11:30:00",379.481098
-"at1.at_it1.it","2005-07-29 11:30:00",92.497118
-"at1.at_lu1.lu","2005-07-29 11:30:00",0.163239
-"at1.at_nl1.nl","2005-07-29 11:30:00",6.314097
-"at1.at_ny1.ny","2005-07-29 11:30:00",2.282933
-"at1.at_pt1.pt","2005-07-29 11:30:00",0.132256
-"at1.at_se1.se","2005-07-29 11:30:00",1425.471977
-"at1.at_si1.si","2005-07-29 11:30:00",1822.904739
-"at1.at_uk1.uk","2005-07-29 11:30:00",1.661015
-"at1.at_be1.be","2005-06-20 18:15:00",32.010605
-"at1.at_be1.be","2005-08-29 16:45:00",24.337005
-"at1.at_be1.be","2005-08-16 07:30:00",36.899858
-"at1.at_be1.be","2005-05-07 23:45:00",17.755979
-"at1.at_be1.be","2005-06-07 00:15:00",34.074012
-"at1.at_be1.be","2005-06-22 20:30:00",29.830969
-"at1.at_be1.be","2005-06-12 04:45:00",28.773652
-"at1.at_be1.be","2005-07-30 02:00:00",20.743602
-"at1.at_be1.be","2005-05-24 00:00:00",20.070233
-"at1.at_be1.be","2005-07-08 22:45:00",31.296806
-"at1.at_be1.be","2005-06-12 08:45:00",32.567801
-"at1.at_be1.be","2005-08-02 07:30:00",20.34228
-"at1.at_be1.be","2005-05-17 03:00:00",13.965317
-"at1.at_be1.be","2005-06-07 04:45:00",33.969928
-"at1.at_be1.be","2005-07-05 11:00:00",20.076306
-"at1.at_be1.be","2005-06-20 14:15:00",30.20322
-"at1.at_be1.be","2005-05-09 16:15:00",25.157307
-"at1.at_be1.be","2005-07-29 01:00:00",17.151661
-"at1.at_be1.be","2005-05-17 21:45:00",23.439667
-"at1.at_be1.be","2005-06-26 00:45:00",33.451981
-"at1.at_be1.be","2005-06-10 04:00:00",11.764312
-"at1.at_be1.be","2005-08-13 23:00:00",20.094693
-"at1.at_be1.be","2005-07-22 04:15:00",22.099619
-"at1.at_be1.be","2005-06-22 08:00:00",18.010482
-"at1.at_be1.be","2005-06-24 19:15:00",29.912223
-"at1.at_be1.be","2005-06-03 04:15:00",31.206948
-"at1.at_be1.be","2005-05-31 18:00:00",25.037984
-"at1.at_be1.be","2005-06-03 07:00:00",22.354797
-"at1.at_be1.be","2005-06-14 12:45:00",25.95939
-"at1.at_be1.be","2005-05-22 05:45:00",32.257573
-"at1.at_be1.be","2005-05-16 01:30:00",25.565658
-"at1.at_be1.be","2005-07-16 19:15:00",20.80675
-"at1.at_be1.be","2005-08-30 04:45:00",7.754685
-"at1.at_be1.be","2005-06-26 00:15:00",31.070643
-"at1.at_be1.be","2005-06-23 14:30:00",25.227034
-"at1.at_be1.be","2005-06-03 00:15:00",23.51631
-"at1.at_be1.be","2005-06-18 09:00:00",21.876325
-"at1.at_be1.be","2005-05-21 04:15:00",28.33876
-"at1.at_be1.be","2005-05-12 10:45:00",22.474963
-"at1.at_be1.be","2005-08-08 17:45:00",19.945231
-"at1.at_be1.be","2005-06-24 21:00:00",16.93922
-"at1.at_be1.be","2005-06-17 07:15:00",31.28719
-"at1.at_be1.be","2005-05-22 04:30:00",27.547023
-"at1.at_be1.be","2005-06-04 21:45:00",26.902444
-"at1.at_be1.be","2005-05-18 01:45:00",24.617149
-"at1.at_be1.be","2005-08-01 15:45:00",17.758903
-"at1.at_be1.be","2005-06-01 05:30:00",36.21766
-"at1.at_be1.be","2005-07-23 05:45:00",21.062265
-"at1.at_be1.be","2005-07-07 05:45:00",29.360369
-"at1.at_be1.be","2005-07-20 13:00:00",13.613421
-"at1.at_be1.be","2005-06-17 04:00:00",26.514449
-"at1.at_be1.be","2005-05-11 02:45:00",28.709267
-"at1.at_be1.be","2005-06-26 07:45:00",26.179029
-"at1.at_be1.be","2005-06-25 04:00:00",37.059161
-"at1.at_be1.be","2005-05-15 06:30:00",24.531959
-"at1.at_be1.be","2005-07-10 15:15:00",28.969168
-"at1.at_be1.be","2005-08-16 13:00:00",31.41804
-"at1.at_be1.be","2005-06-14 18:15:00",25.356703
-"at1.at_be1.be","2005-07-06 14:00:00",17.642279
-"at1.at_be1.be","2005-08-08 20:45:00",22.827027
-"at1.at_be1.be","2005-07-09 19:00:00",17.925066
-"at1.at_be1.be","2005-07-12 16:30:00",125.21888
-"at1.at_be1.be","2005-06-20 06:45:00",31.933737
-"at1.at_be1.be","2005-05-09 08:15:00",30.054432
-"at1.at_be1.be","2005-06-02 16:30:00",31.479501
-"at1.at_be1.be","2005-07-14 21:45:00",23.929666
-"at1.at_be1.be","2005-05-22 18:15:00",20.013608
-"at1.at_be1.be","2005-08-26 18:15:00",32.294629
-"at1.at_be1.be","2005-05-27 23:30:00",32.215231
-"at1.at_be1.be","2005-08-10 10:30:00",19.318814
-"at1.at_be1.be","2005-08-28 11:30:00",32.151071
-"at1.at_be1.be","2005-05-07 16:45:00",24.006871
-"at1.at_be1.be","2005-06-28 09:30:00",27.798377
-"at1.at_be1.be","2005-06-12 20:30:00",26.424647
-"at1.at_be1.be","2005-05-24 04:45:00",30.51401
-"at1.at_be1.be","2005-05-13 22:45:00",28.735134
-"at1.at_be1.be","2005-06-22 09:30:00",27.649702
-"at1.at_be1.be","2005-08-06 21:15:00",20.098855
-"at1.at_be1.be","2005-07-21 03:45:00",16.504889
-"at1.at_be1.be","2005-08-07 11:45:00",20.102791
-"at1.at_be1.be","2005-08-19 23:00:00",26.66661
-"at1.at_be1.be","2005-05-23 08:00:00",21.534495
-"at1.at_be1.be","2005-08-07 07:00:00",15.200493
-"at1.at_be1.be","2005-05-15 21:15:00",22.654453
-"at1.at_be1.be","2005-06-27 08:45:00",26.118974
-"at1.at_be1.be","2005-07-17 02:30:00",25.079483
-"at1.at_be1.be","2005-06-25 10:30:00",36.445565
-"at1.at_be1.be","2005-05-08 07:00:00",20.775542
-"at1.at_be1.be","2005-08-13 02:45:00",21.020204
-"at1.at_be1.be","2005-06-26 00:00:00",21.326777
-"at1.at_be1.be","2005-06-16 06:30:00",37.555064
-"at1.at_be1.be","2005-05-13 12:45:00",26.737518
-"at1.at_be1.be","2005-05-26 13:15:00",30.326029
-"at1.at_be1.be","2005-07-18 19:15:00",24.393293
-"at1.at_be1.be","2005-07-07 23:15:00",30.235103
-"at1.at_be1.be","2005-07-13 11:30:00",23.977687
-"at1.at_be1.be","2005-06-07 02:30:00",34.526336
-"at1.at_be1.be","2005-05-20 01:00:00",17.562206
-"at1.at_be1.be","2005-06-10 14:30:00",26.844076
-"at1.at_be1.be","2005-06-01 23:45:00",20.034301
-"at1.at_be1.be","2005-08-26 00:30:00",26.498929
-"at1.at_be1.be","2005-08-19 23:30:00",27.597125
-"at1.at_be1.be","2005-08-17 08:30:00",37.275483
-"at1.at_be1.be","2005-05-07 22:15:00",24.645659
-"at1.at_be1.be","2005-06-16 20:15:00",25.042426
-"at1.at_be1.be","2005-06-21 22:45:00",23.801459
-"at1.at_be1.be","2005-05-15 11:00:00",24.993899
-"at1.at_be1.be","2005-08-16 13:30:00",31.530053
-"at1.at_be1.be","2005-08-29 14:00:00",28.812058
-"at1.at_be1.be","2005-06-10 20:45:00",23.727402
-"at1.at_be1.be","2005-06-11 14:15:00",26.337995
-"at1.at_be1.be","2005-06-27 22:15:00",36.466258
-"at1.at_be1.be","2005-05-23 10:00:00",20.593409
-"at1.at_be1.be","2005-07-20 19:00:00",14.962072
-"at1.at_be1.be","2005-07-16 04:45:00",31.255813
-"at1.at_be1.be","2005-06-25 06:15:00",30.626697
-"at1.at_be1.be","2005-05-17 07:00:00",24.357642
-"at1.at_be1.be","2005-08-06 01:00:00",17.980904
-"at1.at_be1.be","2005-06-03 10:30:00",28.789959
-"at1.at_be1.be","2005-06-13 19:00:00",18.074416
-"at1.at_be1.be","2005-06-26 23:00:00",24.867885
-"at1.at_be1.be","2005-05-31 22:00:00",28.311881
-"at1.at_be1.be","2005-06-27 03:30:00",29.208376
-"at1.at_be1.be","2005-06-24 22:00:00",28.518025
-"at1.at_be1.be","2005-08-19 15:45:00",30.55832
-"at1.at_be1.be","2005-08-03 13:00:00",20.910159
-"at1.at_be1.be","2005-06-18 13:45:00",34.035606
-"at1.at_be1.be","2005-07-09 08:15:00",29.079775
-"at1.at_be1.be","2005-07-21 21:15:00",18.193739
-"at1.at_be1.be","2005-06-01 22:15:00",21.728718
-"at1.at_be1.be","2005-05-17 23:45:00",15.604739
-"at1.at_be1.be","2005-06-12 09:45:00",33.844813
-"at1.at_be1.be","2005-05-15 03:15:00",28.245697
-"at1.at_be1.be","2005-06-28 06:00:00",38.619016
-"at1.at_be1.be","2005-07-29 10:45:00",18.927332
-"at1.at_be1.be","2005-07-19 02:30:00",27.571709
-"at1.at_be1.be","2005-07-30 10:15:00",28.865253
-"at1.at_be1.be","2005-08-09 11:00:00",15.500992
-"at1.at_be1.be","2005-07-12 03:30:00",35.80824
-"at1.at_be1.be","2005-05-31 21:45:00",29.4563
-"at1.at_be1.be","2005-05-05 11:15:00",26.8858
-"at1.at_be1.be","2005-06-06 23:30:00",51.17051
-"at1.at_be1.be","2005-07-12 04:30:00",33.910491
-"at1.at_be1.be","2005-06-16 01:15:00",38.997509
-"at1.at_be1.be","2005-06-04 05:00:00",17.836614
-"at1.at_be1.be","2005-05-26 10:30:00",26.590136
-"at1.at_be1.be","2005-05-23 15:45:00",29.945175
-"at1.at_be1.be","2005-08-16 11:00:00",20.352458
-"at1.at_be1.be","2005-07-13 23:30:00",27.227405
-"at1.at_be1.be","2005-06-22 04:15:00",20.979043
-"at1.at_be1.be","2005-06-28 05:45:00",31.907477
-"at1.at_be1.be","2005-07-31 12:45:00",14.828354
-"at1.at_be1.be","2005-07-26 23:15:00",18.479788
-"at1.at_be1.be","2005-06-25 04:45:00",21.109949
-"at1.at_be1.be","2005-08-09 04:00:00",15.048724
-"at1.at_be1.be","2005-07-20 17:00:00",19.631235
-"at1.at_be1.be","2005-06-09 18:00:00",19.217936
-"at1.at_be1.be","2005-07-21 09:30:00",23.891597
-"at1.at_be1.be","2005-05-31 17:45:00",8.533826
-"at1.at_be1.be","2005-05-28 00:45:00",29.990666
-"at1.at_be1.be","2005-06-07 04:30:00",29.783566
-"at1.at_be1.be","2005-06-02 17:15:00",27.269803
-"at1.at_be1.be","2005-08-23 14:00:00",35.489859
-"at1.at_be1.be","2005-08-14 06:30:00",21.029988
-"at1.at_be1.be","2005-08-19 01:15:00",34.63087
-"at1.at_be1.be","2005-08-22 04:30:00",33.854428
-"at1.at_be1.be","2005-07-23 17:30:00",21.127887
-"at1.at_be1.be","2005-07-13 15:30:00",25.244747
-"at1.at_be1.be","2005-08-19 01:00:00",29.40676
-"at1.at_be1.be","2005-05-06 18:30:00",28.572232
-"at1.at_be1.be","2005-06-25 16:45:00",25.392635
-"at1.at_be1.be","2005-08-17 19:30:00",32.136732
-"at1.at_be1.be","2005-07-12 06:45:00",33.449282
-"at1.at_be1.be","2005-08-23 10:30:00",43.718518
-"at1.at_be1.be","2005-06-25 17:45:00",21.228597
-"at1.at_be1.be","2005-08-24 13:30:00",39.898896
-"at1.at_be1.be","2005-08-09 19:00:00",16.782391
-"at1.at_be1.be","2005-07-19 21:00:00",17.93097
-"at1.at_be1.be","2005-07-17 20:30:00",29.946693
-"at1.at_be1.be","2005-06-11 01:00:00",26.224801
-"at1.at_be1.be","2005-06-01 00:30:00",34.970844
-"at1.at_be1.be","2005-07-27 10:30:00",20.146314
-"at1.at_be1.be","2005-05-31 02:00:00",18.238612
-"at1.at_be1.be","2005-05-30 05:30:00",27.475385
-"at1.at_be1.be","2005-07-12 03:00:00",29.817417
-"at1.at_be1.be","2005-07-11 05:45:00",26.659132
-"at1.at_be1.be","2005-07-30 00:45:00",20.708177
-"at1.at_be1.be","2005-06-16 02:30:00",31.6699
-"at1.at_be1.be","2005-07-17 10:45:00",20.017319
-"at1.at_be1.be","2005-06-13 00:30:00",30.497478
-"at1.at_be1.be","2005-08-21 00:00:00",29.563364
-"at1.at_be1.be","2005-07-18 01:45:00",24.732367
-"at1.at_be1.be","2005-06-16 23:30:00",32.361263
-"at1.at_be1.be","2005-06-19 19:45:00",26.986454
-"at1.at_be1.be","2005-08-17 22:45:00",35.157532
-"at1.at_be1.be","2005-05-22 11:30:00",25.634429
-"at1.at_be1.be","2005-05-12 10:15:00",29.928361
-"at1.at_be1.be","2005-08-27 02:45:00",30.506644
-"at1.at_be1.be","2005-06-09 21:45:00",25.205947
-"at1.at_be1.be","2005-05-26 02:00:00",19.607674
-"at1.at_be1.be","2005-06-16 20:45:00",27.303992
-"at1.at_be1.be","2005-06-26 01:45:00",30.86911
-"at1.at_be1.be","2005-08-09 08:45:00",15.719507
-"at1.at_be1.be","2005-06-05 13:15:00",35.728392
-"at1.at_be1.be","2005-05-22 05:15:00",31.547822
-"at1.at_be1.be","2005-08-06 00:15:00",18.949769
-"at1.at_be1.be","2005-06-04 21:00:00",26.01489
-"at1.at_be1.be","2005-05-09 09:15:00",29.416882
-"at1.at_be1.be","2005-08-04 19:00:00",16.307799
-"at1.at_be1.be","2005-07-28 17:00:00",22.674303
-"at1.at_be1.be","2005-07-05 09:45:00",33.872872
-"at1.at_be1.be","2005-05-30 00:00:00",24.875813
-"at1.at_be1.be","2005-05-08 17:00:00",20.986521
-"at1.at_be1.be","2005-07-10 10:15:00",25.987112
-"at1.at_be1.be","2005-06-13 00:00:00",28.385094
-"at1.at_be1.be","2005-05-14 23:30:00",22.172383
-"at1.at_be1.be","2005-07-08 02:00:00",10.497815
-"at1.at_be1.be","2005-08-25 23:15:00",29.274223
-"at1.at_be1.be","2005-07-25 16:00:00",20.98669
-"at1.at_be1.be","2005-05-06 04:45:00",30.485782
-"at1.at_be1.be","2005-08-28 23:15:00",29.119587
-"at1.at_be1.be","2005-06-25 10:00:00",24.936431
-"at1.at_be1.be","2005-07-22 17:45:00",18.922103
-"at1.at_be1.be","2005-06-18 04:00:00",48.660796
-"at1.at_be1.be","2005-08-24 07:45:00",30.85061
-"at1.at_be1.be","2005-05-11 16:15:00",30.129276
-"at1.at_be1.be","2005-05-31 06:45:00",27.206037
-"at1.at_be1.be","2005-08-24 02:15:00",31.043877
-"at1.at_be1.be","2005-05-08 03:30:00",23.903743
-"at1.at_be1.be","2005-05-09 04:15:00",27.183207
-"at1.at_be1.be","2005-07-07 19:30:00",20.62546
-"at1.at_be1.be","2005-05-09 05:45:00",30.313321
-"at1.at_be1.be","2005-06-18 04:30:00",27.030089
-"at1.at_be1.be","2005-05-16 20:30:00",27.588747
-"at1.at_be1.be","2005-08-29 23:15:00",25.495651
-"at1.at_be1.be","2005-08-10 20:30:00",20.749844
-"at1.at_be1.be","2005-07-22 04:45:00",21.978835
-"at1.at_be1.be","2005-05-05 22:45:00",29.766809
-"at1.at_be1.be","2005-06-11 17:15:00",28.747786
-"at1.at_be1.be","2005-07-04 10:30:00",27.915957
-"at1.at_be1.be","2005-05-30 10:30:00",34.334025
-"at1.at_be1.be","2005-08-18 17:30:00",26.93309
-"at1.at_be1.be","2005-08-15 15:30:00",21.176583
-"at1.at_be1.be","2005-05-25 17:00:00",20.298476
-"at1.at_be1.be","2005-08-22 10:30:00",40.18084
-"at1.at_be1.be","2005-08-03 18:15:00",25.078358
-"at1.at_be1.be","2005-05-06 12:45:00",29.670091
-"at1.at_be1.be","2005-05-27 12:30:00",29.729696
-"at1.at_be1.be","2005-06-24 09:30:00",27.314226
-"at1.at_be1.be","2005-06-14 09:30:00",33.330915
-"at1.at_be1.be","2005-05-25 15:45:00",25.638534
-"at1.at_be1.be","2005-05-16 04:30:00",29.722892
-"at1.at_be1.be","2005-06-10 20:00:00",23.821702
-"at1.at_be1.be","2005-07-06 05:45:00",29.998594
-"at1.at_be1.be","2005-08-10 04:15:00",19.553861
-"at1.at_be1.be","2005-08-01 09:00:00",20.01209
-"at1.at_be1.be","2005-07-26 03:15:00",15.979239
-"at1.at_be1.be","2005-06-06 05:00:00",11.874019
-"at1.at_be1.be","2005-08-26 23:30:00",30.53774
-"at1.at_be1.be","2005-05-15 08:00:00",20.68231
-"at1.at_be1.be","2005-06-02 04:15:00",29.36976
-"at1.at_be1.be","2005-08-07 03:15:00",21.693967
-"at1.at_be1.be","2005-07-14 17:15:00",20.866186
-"at1.at_be1.be","2005-07-22 02:15:00",20.789431
-"at1.at_be1.be","2005-07-03 23:00:00",22.896866
-"at1.at_be1.be","2005-05-13 02:15:00",39.117057
-"at1.at_be1.be","2005-05-23 20:00:00",23.401992
-"at1.at_be1.be","2005-06-16 14:45:00",26.358688
-"at1.at_be1.be","2005-06-18 05:45:00",33.822883
-"at1.at_be1.be","2005-06-27 18:45:00",23.087659
-"at1.at_be1.be","2005-05-24 20:00:00",27.093406
-"at1.at_be1.be","2005-08-02 20:15:00",21.065695
-"at1.at_be1.be","2005-05-20 15:45:00",31.945096
-"at1.at_be1.be","2005-06-06 17:30:00",25.865427
-"at1.at_be1.be","2005-08-21 16:00:00",30.738541
-"at1.at_be1.be","2005-06-05 08:00:00",14.433554
-"at1.at_be1.be","2005-08-31 04:00:00",24.630926
-"at1.at_be1.be","2005-05-24 01:00:00",25.318128
-"at1.at_be1.be","2005-05-23 12:15:00",27.713637
-"at1.at_be1.be","2005-08-23 12:00:00",29.389947
-"at1.at_be1.be","2005-06-26 01:00:00",23.601894
-"at1.at_be1.be","2005-06-14 19:45:00",57.531616
-"at1.at_be1.be","2005-08-03 09:15:00",19.897041
-"at1.at_be1.be","2005-05-09 16:30:00",29.21428
-"at1.at_be1.be","2005-06-09 18:15:00",25.066381
-"at1.at_be1.be","2005-05-12 01:45:00",26.007974
-"at1.at_be1.be","2005-06-07 15:00:00",29.345299
-"at1.at_be1.be","2005-07-21 06:15:00",19.506514
-"at1.at_be1.be","2005-08-23 13:00:00",29.445672
-"at1.at_be1.be","2005-08-05 04:00:00",15.869757
-"at1.at_be1.be","2005-06-07 17:00:00",23.818384
-"at1.at_be1.be","2005-08-12 12:30:00",20.605779
-"at1.at_be1.be","2005-05-19 07:00:00",19.104292
-"at1.at_be1.be","2005-08-20 07:00:00",25.954666
-"at1.at_be1.be","2005-07-22 05:00:00",19.010049
-"at1.at_be1.be","2005-06-11 02:15:00",27.94098
-"at1.at_be1.be","2005-05-12 12:00:00",20.809843
-"at1.at_be1.be","2005-08-22 11:15:00",43.679549
-"at1.at_be1.be","2005-07-20 12:45:00",0.445858
-"at1.at_be1.be","2005-05-24 08:00:00",33.238809
-"at1.at_be1.be","2005-05-15 10:30:00",25.191158
-"at1.at_be1.be","2005-07-24 01:45:00",23.765302
-"at1.at_be1.be","2005-06-21 11:30:00",28.303165
-"at1.at_be1.be","2005-06-04 16:45:00",20.629453
-"at1.at_be1.be","2005-05-27 04:00:00",24.743164
-"at1.at_be1.be","2005-07-27 11:15:00",17.794216
-"at1.at_be1.be","2005-08-25 19:45:00",24.380922
-"at1.at_be1.be","2005-08-25 09:45:00",27.040211
-"at1.at_be1.be","2005-05-17 03:30:00",22.478449
-"at1.at_be1.be","2005-06-26 19:15:00",27.770149
-"at1.at_be1.be","2005-07-09 03:15:00",37.149356
-"at1.at_be1.be","2005-07-10 14:30:00",31.822737
-"at1.at_be1.be","2005-05-15 13:00:00",26.100755
-"at1.at_be1.be","2005-08-09 13:00:00",19.201404
-"at1.at_be1.be","2005-07-28 12:45:00",5.674016
-"at1.at_be1.be","2005-08-03 08:45:00",22.459218
-"at1.at_be1.be","2005-07-08 21:30:00",26.629385
-"at1.at_be1.be","2005-07-07 08:15:00",26.64215
-"at1.at_be1.be","2005-07-26 16:30:00",19.753763
-"at1.at_be1.be","2005-07-11 04:00:00",18.848102
-"at1.at_be1.be","2005-06-05 13:00:00",18.385319
-"at1.at_be1.be","2005-05-19 04:00:00",17.628952
-"at1.at_be1.be","2005-08-23 13:45:00",31.480963
-"at1.at_be1.be","2005-07-27 20:00:00",23.019057
-"at1.at_be1.be","2005-06-27 10:30:00",23.426509
-"at1.at_be1.be","2005-07-06 09:45:00",26.719974
-"at1.at_be1.be","2005-08-21 22:15:00",31.019248
-"at1.at_be1.be","2005-05-11 17:45:00",30.059549
-"at1.at_be1.be","2005-07-12 13:00:00",17.448281
-"at1.at_be1.be","2005-08-29 22:30:00",25.837312
-"at1.at_be1.be","2005-06-12 02:45:00",33.978137
-"at1.at_be1.be","2005-07-21 04:00:00",21.463531
-"at1.at_be1.be","2005-06-11 22:30:00",30.931246
-"at1.at_be1.be","2005-08-23 09:45:00",38.38948
-"at1.at_be1.be","2005-06-13 22:15:00",29.524565
-"at1.at_be1.be","2005-05-13 08:30:00",27.01187
-"at1.at_be1.be","2005-05-21 02:45:00",32.016847
-"at1.at_be1.be","2005-05-18 13:00:00",20.515191
-"at1.at_be1.be","2005-05-07 16:00:00",16.807076
-"at1.at_be1.be","2005-08-03 19:30:00",19.759161
-"at1.at_be1.be","2005-05-21 09:00:00",31.714716
-"at1.at_be1.be","2005-05-16 05:30:00",25.797669
-"at1.at_be1.be","2005-07-18 09:15:00",28.270045
-"at1.at_be1.be","2005-08-27 11:30:00",33.640918
-"at1.at_be1.be","2005-06-19 06:30:00",33.866687
-"at1.at_be1.be","2005-08-05 21:15:00",18.22596
-"at1.at_be1.be","2005-08-17 21:30:00",31.72495
-"at1.at_be1.be","2005-08-26 18:00:00",33.11853
-"at1.at_be1.be","2005-08-18 19:30:00",27.465601
-"at1.at_be1.be","2005-05-09 15:00:00",30.007085
-"at1.at_be1.be","2005-05-25 21:30:00",24.714598
-"at1.at_be1.be","2005-08-04 16:30:00",43.356276
-"at1.at_be1.be","2005-08-05 15:30:00",24.901342
-"at1.at_be1.be","2005-07-12 04:00:00",26.968516
-"at1.at_be1.be","2005-05-24 21:15:00",23.074445
-"at1.at_be1.be","2005-07-07 20:15:00",36.689665
-"at1.at_be1.be","2005-06-17 10:00:00",22.261059
-"at1.at_be1.be","2005-08-05 12:00:00",19.005156
-"at1.at_be1.be","2005-06-14 20:30:00",55.72305
-"at1.at_be1.be","2005-07-04 12:30:00",32.969629
-"at1.at_be1.be","2005-07-23 18:00:00",17.578907
-"at1.at_be1.be","2005-05-30 06:45:00",28.119795
-"at1.at_be1.be","2005-07-22 11:30:00",17.721003
-"at1.at_be1.be","2005-08-19 03:00:00",29.501847
-"at1.at_be1.be","2005-05-14 23:15:00",22.004757
-"at1.at_be1.be","2005-07-06 03:30:00",26.001226
-"at1.at_be1.be","2005-07-21 12:45:00",21.210603
-"at1.at_be1.be","2005-07-27 05:45:00",21.513465
-"at1.at_be1.be","2005-06-20 05:15:00",38.759538
-"at1.at_be1.be","2005-08-10 00:30:00",18.60136
-"at1.at_be1.be","2005-06-07 11:30:00",27.017269
-"at1.at_be1.be","2005-08-22 01:45:00",28.927782
-"at1.at_be1.be","2005-08-11 17:45:00",18.515719
-"at1.at_be1.be","2005-05-31 16:30:00",38.658547
-"at1.at_be1.be","2005-05-06 17:15:00",24.098922
-"at1.at_be1.be","2005-05-04 17:30:00",27.305735
-"at1.at_be1.be","2005-06-09 02:45:00",23.249942
-"at1.at_be1.be","2005-07-30 07:30:00",22.225071
-"at1.at_be1.be","2005-06-13 16:15:00",24.469261
-"at1.at_be1.be","2005-08-13 15:00:00",20.405765
-"at1.at_be1.be","2005-07-30 00:15:00",15.719395
-"at1.at_be1.be","2005-07-21 03:30:00",21.411236
-"at1.at_be1.be","2005-07-29 00:15:00",18.903884
-"at1.at_be1.be","2005-06-26 16:30:00",24.10179
-"at1.at_be1.be","2005-07-19 23:30:00",30.772168
-"at1.at_be1.be","2005-08-03 07:45:00",24.471623
-"at1.at_be1.be","2005-05-22 01:30:00",27.980791
-"at1.at_be1.be","2005-05-19 18:00:00",22.102318
-"at1.at_be1.be","2005-07-11 06:00:00",13.974538
-"at1.at_be1.be","2005-08-16 05:45:00",32.66345
-"at1.at_be1.be","2005-08-19 18:15:00",35.444817
-"at1.at_be1.be","2005-07-29 23:45:00",14.717522
-"at1.at_be1.be","2005-05-07 20:15:00",29.09209
-"at1.at_be1.be","2005-06-21 17:45:00",24.134235
-"at1.at_be1.be","2005-05-31 09:45:00",35.628469
-"at1.at_be1.be","2005-08-06 05:30:00",19.231825
-"at1.at_be1.be","2005-08-30 15:45:00",25.66232
-"at1.at_be1.be","2005-08-20 06:00:00",30.348578
-"at1.at_be1.be","2005-05-10 23:45:00",16.801172
-"at1.at_be1.be","2005-08-21 00:30:00",36.689328
-"at1.at_be1.be","2005-07-04 05:00:00",17.039311
-"at1.at_be1.be","2005-05-15 19:30:00",22.133471
-"at1.at_be1.be","2005-08-14 03:45:00",20.812317
-"at1.at_be1.be","2005-08-21 04:15:00",33.564388
-"at1.at_be1.be","2005-07-16 02:30:00",24.968089
-"at1.at_be1.be","2005-05-05 20:15:00",21.871489
-"at1.at_be1.be","2005-06-19 14:30:00",37.303654
-"at1.at_be1.be","2005-08-10 19:30:00",19.420368
-"at1.at_be1.be","2005-05-11 16:30:00",26.015003
-"at1.at_be1.be","2005-07-16 23:00:00",16.234417
-"at1.at_be1.be","2005-08-02 19:30:00",39.16311
-"at1.at_be1.be","2005-08-01 01:15:00",26.266413
-"at1.at_be1.be","2005-06-15 02:45:00",29.318083
-"at1.at_be1.be","2005-05-12 02:15:00",28.069018
-"at1.at_be1.be","2005-05-14 12:15:00",23.710533
-"at1.at_be1.be","2005-05-30 19:15:00",27.501082
-"at1.at_be1.be","2005-08-23 23:45:00",18.134584
-"at1.at_be1.be","2005-06-11 19:15:00",31.473091
-"at1.at_be1.be","2005-07-06 19:30:00",28.855919
-"at1.at_be1.be","2005-06-14 16:45:00",25.662095
-"at1.at_be1.be","2005-08-07 19:00:00",18.060977
-"at1.at_be1.be","2005-08-25 08:45:00",24.908933
-"at1.at_be1.be","2005-05-08 10:00:00",24.439065
-"at1.at_be1.be","2005-07-12 21:30:00",28.857043
-"at1.at_be1.be","2005-07-29 06:45:00",19.020732
-"at1.at_be1.be","2005-05-05 10:00:00",24.455653
-"at1.at_be1.be","2005-05-15 22:15:00",30.378605
-"at1.at_be1.be","2005-05-13 11:15:00",28.193008
-"at1.at_be1.be","2005-07-27 13:30:00",25.711522
-"at1.at_be1.be","2005-05-07 18:30:00",26.872136
-"at1.at_be1.be","2005-05-30 02:45:00",26.575909
-"at1.at_be1.be","2005-08-14 05:15:00",19.905025
-"at1.at_be1.be","2005-07-17 12:45:00",25.089267
-"at1.at_be1.be","2005-08-24 20:45:00",27.279869
-"at1.at_be1.be","2005-07-18 20:45:00",28.649775
-"at1.at_be1.be","2005-06-28 10:00:00",25.582415
-"at1.at_be1.be","2005-07-10 23:30:00",27.336381
-"at1.at_be1.be","2005-07-13 03:30:00",32.928243
-"at1.at_be1.be","2005-06-18 10:15:00",26.304256
-"at1.at_be1.be","2005-05-10 08:45:00",32.224003
-"at1.at_be1.be","2005-06-24 19:00:00",14.640036
-"at1.at_be1.be","2005-07-17 07:30:00",22.107773
-"at1.at_be1.be","2005-08-06 08:00:00",14.052869
-"at1.at_be1.be","2005-07-10 05:00:00",17.975787
-"at1.at_be1.be","2005-05-18 10:30:00",25.617785
-"at1.at_be1.be","2005-06-11 07:00:00",25.570888
-"at1.at_be1.be","2005-08-03 07:00:00",19.80111
-"at1.at_be1.be","2005-06-22 21:00:00",19.310492
-"at1.at_be1.be","2005-05-12 05:15:00",30.261757
-"at1.at_be1.be","2005-08-10 12:30:00",24.057705
-"at1.at_be1.be","2005-07-28 20:00:00",19.758262
-"at1.at_be1.be","2005-06-02 16:15:00",24.920461
-"at1.at_be1.be","2005-06-05 07:30:00",29.79082
-"at1.at_be1.be","2005-05-19 09:30:00",27.562262
-"at1.at_be1.be","2005-06-06 20:00:00",16.432014
-"at1.at_be1.be","2005-08-06 19:45:00",24.23011
-"at1.at_be1.be","2005-06-27 12:30:00",312.78446
-"at1.at_be1.be","2005-05-31 03:30:00",33.000219
-"at1.at_be1.be","2005-05-13 03:00:00",16.748989
-"at1.at_be1.be","2005-05-23 07:45:00",26.411939
-"at1.at_be1.be","2005-05-18 04:45:00",22.985599
-"at1.at_be1.be","2005-08-08 12:30:00",28.088306
-"at1.at_be1.be","2005-07-09 22:30:00",28.336342
-"at1.at_be1.be","2005-07-12 08:00:00",16.361837
-"at1.at_be1.be","2005-06-01 14:15:00",29.60565
-"at1.at_be1.be","2005-08-06 16:15:00",24.282517
-"at1.at_be1.be","2005-07-30 03:00:00",21.79254
-"at1.at_be1.be","2005-08-03 01:45:00",22.574549
-"at1.at_be1.be","2005-08-11 13:30:00",23.152212
-"at1.at_be1.be","2005-05-25 22:00:00",17.787018
-"at1.at_be1.be","2005-08-11 01:45:00",19.585857
-"at1.at_be1.be","2005-07-14 17:45:00",16.027823
-"at1.at_be1.be","2005-06-23 18:00:00",20.339862
-"at1.at_be1.be","2005-05-05 17:15:00",27.992319
-"at1.at_be1.be","2005-05-14 11:30:00",22.563752
-"at1.at_be1.be","2005-07-12 19:30:00",27.368602
-"at1.at_be1.be","2005-06-06 08:30:00",27.700928
-"at1.at_be1.be","2005-08-22 12:45:00",32.956809
-"at1.at_be1.be","2005-08-28 01:45:00",35.59726
-"at1.at_be1.be","2005-06-09 06:00:00",21.594269
-"at1.at_be1.be","2005-08-22 07:30:00",27.011533
-"at1.at_be1.be","2005-05-25 04:45:00",35.415577
-"at1.at_be1.be","2005-08-09 00:45:00",16.343506
-"at1.at_be1.be","2005-06-20 12:00:00",23.377587
-"at1.at_be1.be","2005-08-01 21:30:00",23.288573
-"at1.at_be1.be","2005-07-18 00:00:00",11.276956
-"at1.at_be1.be","2005-08-05 10:00:00",24.990075
-"at1.at_be1.be","2005-06-10 18:45:00",25.041808
-"at1.at_be1.be","2005-08-30 08:15:00",26.449389
-"at1.at_be1.be","2005-05-17 11:15:00",28.99734
-"at1.at_be1.be","2005-07-04 14:45:00",21.537644
-"at1.at_be1.be","2005-08-28 02:45:00",35.870657
-"at1.at_be1.be","2005-08-05 18:00:00",19.056214
-"at1.at_be1.be","2005-06-07 20:00:00",19.867294
-"at1.at_be1.be","2005-07-19 00:15:00",22.523209
-"at1.at_be1.be","2005-05-28 03:00:00",31.527916
-"at1.at_be1.be","2005-06-12 02:15:00",35.352429
-"at1.at_be1.be","2005-08-28 17:15:00",26.435163
+"be1.be_de1.de","2005-07-29 11:30:00",13.633721
+"be1.be_fr1.fr","2005-07-29 11:30:00",37.369276
+"be1.be_gr1.gr","2005-07-29 11:30:00",0.023673
+"be1.be_it1.it","2005-07-29 11:30:00",0.251916
+"be1.be_uk1.uk","2005-07-29 11:30:00",26.126846
+"de1.de_be1.be","2005-07-29 11:30:00",41.771397
+"de1.de_gr1.gr","2005-07-29 11:30:00",137.840494
+"de1.de_uk1.uk","2005-07-29 11:30:00",187.909209
+"es1.es_fr1.fr","2005-07-29 11:30:00",9.989878
+"es1.es_it1.it","2005-07-29 11:30:00",15.279216
+"es1.es_pt1.pt","2005-07-29 11:30:00",18.024652
+"fr1.fr_be1.be","2005-07-29 11:30:00",3.491062
+"fr1.fr_es1.es","2005-07-29 11:30:00",27.289934
+"fr1.fr_it1.it","2005-07-29 11:30:00",5.19262
+"fr1.fr_pt1.pt","2005-07-29 11:30:00",2.075046
+"fr1.fr_uk1.uk","2005-07-29 11:30:00",171.856756
+"gr1.gr_be1.be","2005-07-29 11:30:00",0.463852
+"gr1.gr_de1.de","2005-07-29 11:30:00",4070.266255
+"gr1.gr_it1.it","2005-07-29 11:30:00",6.49398
+"it1.it_be1.be","2005-07-29 11:30:00",26.771257
+"it1.it_es1.es","2005-07-29 11:30:00",209.799198
+"it1.it_fr1.fr","2005-07-29 11:30:00",7.919724
+"it1.it_gr1.gr","2005-07-29 11:30:00",4.624628
+"pt1.pt_es1.es","2005-07-29 11:30:00",89.292105
+"pt1.pt_fr1.fr","2005-07-29 11:30:00",0.978255
+"pt1.pt_uk1.uk","2005-07-29 11:30:00",62.342932
+"uk1.uk_be1.be","2005-07-29 11:30:00",11.812727
+"uk1.uk_de1.de","2005-07-29 11:30:00",255.863122
+"uk1.uk_fr1.fr","2005-07-29 11:30:00",233.412507
+"uk1.uk_pt1.pt","2005-07-29 11:30:00",502.236205
+"be1.be_de1.de","2005-06-20 18:15:00",46.947486
+"be1.be_fr1.fr","2005-06-20 18:15:00",73.202652
+"be1.be_gr1.gr","2005-06-20 18:15:00",0.084347
+"be1.be_it1.it","2005-06-20 18:15:00",0.386309
+"be1.be_uk1.uk","2005-06-20 18:15:00",181.377554
+"de1.de_be1.be","2005-06-20 18:15:00",12.337703
+"de1.de_gr1.gr","2005-06-20 18:15:00",166.013822
+"de1.de_uk1.uk","2005-06-20 18:15:00",196.713395
+"es1.es_fr1.fr","2005-06-20 18:15:00",10.50535
+"es1.es_it1.it","2005-06-20 18:15:00",8.637348
+"es1.es_pt1.pt","2005-06-20 18:15:00",20.493486
+"fr1.fr_be1.be","2005-06-20 18:15:00",15.280566
+"fr1.fr_es1.es","2005-06-20 18:15:00",41.105169
+"fr1.fr_it1.it","2005-06-20 18:15:00",6.188476
+"fr1.fr_pt1.pt","2005-06-20 18:15:00",7.292464
+"fr1.fr_uk1.uk","2005-06-20 18:15:00",39.916047
+"gr1.gr_be1.be","2005-06-20 18:15:00",0.987871
+"gr1.gr_de1.de","2005-06-20 18:15:00",3761.528535
+"gr1.gr_it1.it","2005-06-20 18:15:00",0.762946
+"it1.it_be1.be","2005-06-20 18:15:00",11.693967
+"it1.it_es1.es","2005-06-20 18:15:00",20.093962
+"it1.it_fr1.fr","2005-06-20 18:15:00",25.279273
+"it1.it_gr1.gr","2005-06-20 18:15:00",54.110787
+"pt1.pt_es1.es","2005-06-20 18:15:00",12.870606
+"pt1.pt_fr1.fr","2005-06-20 18:15:00",1.294275
+"pt1.pt_uk1.uk","2005-06-20 18:15:00",335.570213
+"uk1.uk_be1.be","2005-06-20 18:15:00",7.096555
+"uk1.uk_de1.de","2005-06-20 18:15:00",356.532161
+"uk1.uk_fr1.fr","2005-06-20 18:15:00",20.45373
+"uk1.uk_pt1.pt","2005-06-20 18:15:00",791.04219
+"be1.be_de1.de","2005-08-29 16:45:00",20.400142
+"be1.be_fr1.fr","2005-08-29 16:45:00",31.346514
+"be1.be_gr1.gr","2005-08-29 16:45:00",0.026822
+"be1.be_it1.it","2005-08-29 16:45:00",0.357069
+"be1.be_uk1.uk","2005-08-29 16:45:00",8.252107
+"de1.de_be1.be","2005-08-29 16:45:00",57.709307
+"de1.de_gr1.gr","2005-08-29 16:45:00",110.602237
+"de1.de_uk1.uk","2005-08-29 16:45:00",239.446965
+"es1.es_fr1.fr","2005-08-29 16:45:00",20.517778
+"es1.es_it1.it","2005-08-29 16:45:00",15.353667
+"es1.es_pt1.pt","2005-08-29 16:45:00",5.643483
+"fr1.fr_be1.be","2005-08-29 16:45:00",4.804849
+"fr1.fr_es1.es","2005-08-29 16:45:00",96.682749
+"fr1.fr_it1.it","2005-08-29 16:45:00",3.330747
+"fr1.fr_pt1.pt","2005-08-29 16:45:00",1.916587
+"fr1.fr_uk1.uk","2005-08-29 16:45:00",28.144199
+"gr1.gr_be1.be","2005-08-29 16:45:00",0.895539
+"gr1.gr_de1.de","2005-08-29 16:45:00",4930.897339
+"gr1.gr_it1.it","2005-08-29 16:45:00",7.983659
+"it1.it_be1.be","2005-08-29 16:45:00",10.327772
+"it1.it_es1.es","2005-08-29 16:45:00",18.97108
+"it1.it_fr1.fr","2005-08-29 16:45:00",98.574706
+"it1.it_gr1.gr","2005-08-29 16:45:00",1.593313
+"pt1.pt_es1.es","2005-08-29 16:45:00",13.32428
+"pt1.pt_fr1.fr","2005-08-29 16:45:00",3.733925
+"pt1.pt_uk1.uk","2005-08-29 16:45:00",51.415678
+"uk1.uk_be1.be","2005-08-29 16:45:00",14.334868
+"uk1.uk_de1.de","2005-08-29 16:45:00",199.272255
+"uk1.uk_fr1.fr","2005-08-29 16:45:00",55.182499
+"uk1.uk_pt1.pt","2005-08-29 16:45:00",652.70225
+"be1.be_de1.de","2005-08-16 07:30:00",27.712568
+"be1.be_fr1.fr","2005-08-16 07:30:00",3.889573
+"be1.be_gr1.gr","2005-08-16 07:30:00",0.086821
+"be1.be_it1.it","2005-08-16 07:30:00",0.005398
+"be1.be_uk1.uk","2005-08-16 07:30:00",4.136991
+"de1.de_be1.be","2005-08-16 07:30:00",41.662646
+"de1.de_gr1.gr","2005-08-16 07:30:00",83.698837
+"de1.de_uk1.uk","2005-08-16 07:30:00",75.24126
+"es1.es_fr1.fr","2005-08-16 07:30:00",2.219729
+"es1.es_it1.it","2005-08-16 07:30:00",7.145139
+"es1.es_pt1.pt","2005-08-16 07:30:00",1.677266
+"fr1.fr_be1.be","2005-08-16 07:30:00",7.666459
+"fr1.fr_es1.es","2005-08-16 07:30:00",13.062805
+"fr1.fr_it1.it","2005-08-16 07:30:00",0.266986
+"fr1.fr_pt1.pt","2005-08-16 07:30:00",0.883506
+"fr1.fr_uk1.uk","2005-08-16 07:30:00",11.742382
+"gr1.gr_be1.be","2005-08-16 07:30:00",0.61562
+"gr1.gr_de1.de","2005-08-16 07:30:00",2001.396054
+"gr1.gr_it1.it","2005-08-16 07:30:00",2.294517
+"it1.it_be1.be","2005-08-16 07:30:00",3.148501
+"it1.it_es1.es","2005-08-16 07:30:00",5.216237
+"it1.it_fr1.fr","2005-08-16 07:30:00",3.382423
+"it1.it_gr1.gr","2005-08-16 07:30:00",4.762001
+"pt1.pt_es1.es","2005-08-16 07:30:00",0.328222
+"pt1.pt_fr1.fr","2005-08-16 07:30:00",0.544094
+"pt1.pt_uk1.uk","2005-08-16 07:30:00",6.946024
+"uk1.uk_be1.be","2005-08-16 07:30:00",14.723145
+"uk1.uk_de1.de","2005-08-16 07:30:00",101.817113
+"uk1.uk_fr1.fr","2005-08-16 07:30:00",13.165427
+"uk1.uk_pt1.pt","2005-08-16 07:30:00",59.307456
+"be1.be_de1.de","2005-05-07 23:45:00",3.00826
+"be1.be_fr1.fr","2005-05-07 23:45:00",18.221967
+"be1.be_gr1.gr","2005-05-07 23:45:00",0.173417
+"be1.be_it1.it","2005-05-07 23:45:00",0.00523
+"be1.be_uk1.uk","2005-05-07 23:45:00",1.61097
+"de1.de_be1.be","2005-05-07 23:45:00",56.899745
+"de1.de_gr1.gr","2005-05-07 23:45:00",631.542367
+"de1.de_uk1.uk","2005-05-07 23:45:00",210.597064
+"es1.es_fr1.fr","2005-05-07 23:45:00",4.532915
+"es1.es_it1.it","2005-05-07 23:45:00",3.393107
+"es1.es_pt1.pt","2005-05-07 23:45:00",12.377514
+"fr1.fr_be1.be","2005-05-07 23:45:00",0.414987
+"fr1.fr_es1.es","2005-05-07 23:45:00",6.300601
+"fr1.fr_it1.it","2005-05-07 23:45:00",3.127358
+"fr1.fr_pt1.pt","2005-05-07 23:45:00",0.651608
+"fr1.fr_uk1.uk","2005-05-07 23:45:00",33.277552
+"gr1.gr_be1.be","2005-05-07 23:45:00",0.199733
+"gr1.gr_de1.de","2005-05-07 23:45:00",933.371627
+"gr1.gr_it1.it","2005-05-07 23:45:00",1.692505
+"it1.it_be1.be","2005-05-07 23:45:00",27.93755
+"it1.it_es1.es","2005-05-07 23:45:00",46.131064
+"it1.it_fr1.fr","2005-05-07 23:45:00",16.271473
+"it1.it_gr1.gr","2005-05-07 23:45:00",739.540984
+"pt1.pt_es1.es","2005-05-07 23:45:00",0.777791
+"pt1.pt_fr1.fr","2005-05-07 23:45:00",0.319394
+"pt1.pt_uk1.uk","2005-05-07 23:45:00",176.696919
+"uk1.uk_be1.be","2005-05-07 23:45:00",1.521
+"uk1.uk_de1.de","2005-05-07 23:45:00",153.659587
+"uk1.uk_fr1.fr","2005-05-07 23:45:00",16.592104
+"uk1.uk_pt1.pt","2005-05-07 23:45:00",292.931055
+"be1.be_de1.de","2005-06-07 00:15:00",11.527804
+"be1.be_fr1.fr","2005-06-07 00:15:00",22.142524
+"be1.be_gr1.gr","2005-06-07 00:15:00",0.005173
+"be1.be_it1.it","2005-06-07 00:15:00",1.885266
+"be1.be_uk1.uk","2005-06-07 00:15:00",1.226966
+"de1.de_be1.be","2005-06-07 00:15:00",82.949555
+"de1.de_gr1.gr","2005-06-07 00:15:00",214.578575
+"de1.de_uk1.uk","2005-06-07 00:15:00",173.876359
+"es1.es_fr1.fr","2005-06-07 00:15:00",19.262246
+"es1.es_it1.it","2005-06-07 00:15:00",3.708902
+"es1.es_pt1.pt","2005-06-07 00:15:00",27.095824
+"fr1.fr_be1.be","2005-06-07 00:15:00",4.848429
+"fr1.fr_es1.es","2005-06-07 00:15:00",20.620681
+"fr1.fr_it1.it","2005-06-07 00:15:00",7.290271
+"fr1.fr_pt1.pt","2005-06-07 00:15:00",4.311982
+"fr1.fr_uk1.uk","2005-06-07 00:15:00",70.120616
+"gr1.gr_be1.be","2005-06-07 00:15:00",1.011151
+"gr1.gr_de1.de","2005-06-07 00:15:00",4235.315598
+"gr1.gr_it1.it","2005-06-07 00:15:00",2.605588
+"it1.it_be1.be","2005-06-07 00:15:00",29.244533
+"it1.it_es1.es","2005-06-07 00:15:00",18.239399
+"it1.it_fr1.fr","2005-06-07 00:15:00",38.556206
+"it1.it_gr1.gr","2005-06-07 00:15:00",25.842485
+"pt1.pt_es1.es","2005-06-07 00:15:00",3.852742
+"pt1.pt_fr1.fr","2005-06-07 00:15:00",0.065172
+"pt1.pt_uk1.uk","2005-06-07 00:15:00",367.749119
+"uk1.uk_be1.be","2005-06-07 00:15:00",12.040352
+"uk1.uk_de1.de","2005-06-07 00:15:00",162.255549
+"uk1.uk_fr1.fr","2005-06-07 00:15:00",58.607545
+"uk1.uk_pt1.pt","2005-06-07 00:15:00",433.376631
+"be1.be_de1.de","2005-06-22 20:30:00",20.497253
+"be1.be_fr1.fr","2005-06-22 20:30:00",20.782852
+"be1.be_gr1.gr","2005-06-22 20:30:00",0.005848
+"be1.be_it1.it","2005-06-22 20:30:00",0.090026
+"be1.be_uk1.uk","2005-06-22 20:30:00",2.056996
+"de1.de_be1.be","2005-06-22 20:30:00",27.225774
+"de1.de_gr1.gr","2005-06-22 20:30:00",272.761011
+"de1.de_uk1.uk","2005-06-22 20:30:00",199.828438
+"es1.es_fr1.fr","2005-06-22 20:30:00",22.522197
+"es1.es_it1.it","2005-06-22 20:30:00",13.393051
+"es1.es_pt1.pt","2005-06-22 20:30:00",5.932286
+"fr1.fr_be1.be","2005-06-22 20:30:00",15.616435
+"fr1.fr_es1.es","2005-06-22 20:30:00",29.365936
+"fr1.fr_it1.it","2005-06-22 20:30:00",2.797562
+"fr1.fr_pt1.pt","2005-06-22 20:30:00",10.604824
+"fr1.fr_uk1.uk","2005-06-22 20:30:00",45.283715
+"gr1.gr_be1.be","2005-06-22 20:30:00",1.087738
+"gr1.gr_de1.de","2005-06-22 20:30:00",4865.371323
+"gr1.gr_it1.it","2005-06-22 20:30:00",3.528006
+"it1.it_be1.be","2005-06-22 20:30:00",11.366813
+"it1.it_es1.es","2005-06-22 20:30:00",7.02441
+"it1.it_fr1.fr","2005-06-22 20:30:00",22.716083
+"it1.it_gr1.gr","2005-06-22 20:30:00",25.769665
+"pt1.pt_es1.es","2005-06-22 20:30:00",8.340278
+"pt1.pt_fr1.fr","2005-06-22 20:30:00",0.860282
+"pt1.pt_uk1.uk","2005-06-22 20:30:00",293.90633
+"uk1.uk_be1.be","2005-06-22 20:30:00",13.314889
+"uk1.uk_de1.de","2005-06-22 20:30:00",168.266278
+"uk1.uk_fr1.fr","2005-06-22 20:30:00",7.017269
+"uk1.uk_pt1.pt","2005-06-22 20:30:00",575.047825
+"be1.be_de1.de","2005-06-12 04:45:00",48.027576
+"be1.be_fr1.fr","2005-06-12 04:45:00",58.392573
+"be1.be_gr1.gr","2005-06-12 04:45:00",0.115611
+"be1.be_it1.it","2005-06-12 04:45:00",0.011134
+"be1.be_uk1.uk","2005-06-12 04:45:00",1.715897
+"de1.de_be1.be","2005-06-12 04:45:00",84.910002
+"de1.de_gr1.gr","2005-06-12 04:45:00",120.996306
+"de1.de_uk1.uk","2005-06-12 04:45:00",155.065369
+"es1.es_fr1.fr","2005-06-12 04:45:00",7.534709
+"es1.es_it1.it","2005-06-12 04:45:00",12.081569
+"es1.es_pt1.pt","2005-06-12 04:45:00",7.131193
+"fr1.fr_be1.be","2005-06-12 04:45:00",2.231369
+"fr1.fr_es1.es","2005-06-12 04:45:00",3.40216
+"fr1.fr_it1.it","2005-06-12 04:45:00",0.943786
+"fr1.fr_pt1.pt","2005-06-12 04:45:00",17.078504
+"fr1.fr_uk1.uk","2005-06-12 04:45:00",35.828258
+"gr1.gr_be1.be","2005-06-12 04:45:00",3.374157
+"gr1.gr_de1.de","2005-06-12 04:45:00",3976.311229
+"gr1.gr_it1.it","2005-06-12 04:45:00",0.046784
+"it1.it_be1.be","2005-06-12 04:45:00",12.296485
+"it1.it_es1.es","2005-06-12 04:45:00",18.296193
+"it1.it_fr1.fr","2005-06-12 04:45:00",4.634694
+"it1.it_gr1.gr","2005-06-12 04:45:00",0.255965
+"pt1.pt_es1.es","2005-06-12 04:45:00",1.012388
+"pt1.pt_fr1.fr","2005-06-12 04:45:00",0.612415
+"pt1.pt_uk1.uk","2005-06-12 04:45:00",254.932438
+"uk1.uk_be1.be","2005-06-12 04:45:00",0.815578
+"uk1.uk_de1.de","2005-06-12 04:45:00",83.263213
+"uk1.uk_fr1.fr","2005-06-12 04:45:00",16.271979
+"uk1.uk_pt1.pt","2005-06-12 04:45:00",324.332057
+"be1.be_de1.de","2005-07-30 02:00:00",40.205525
+"be1.be_fr1.fr","2005-07-30 02:00:00",17.725783
+"be1.be_gr1.gr","2005-07-30 02:00:00",0.013102
+"be1.be_uk1.uk","2005-07-30 02:00:00",8.324196
+"de1.de_be1.be","2005-07-30 02:00:00",29.881858
+"de1.de_gr1.gr","2005-07-30 02:00:00",62.722043
+"de1.de_uk1.uk","2005-07-30 02:00:00",216.185439
+"es1.es_fr1.fr","2005-07-30 02:00:00",22.856548
+"es1.es_it1.it","2005-07-30 02:00:00",11.847197
+"es1.es_pt1.pt","2005-07-30 02:00:00",15.523204
+"fr1.fr_be1.be","2005-07-30 02:00:00",7.983659
+"fr1.fr_es1.es","2005-07-30 02:00:00",3.740785
+"fr1.fr_it1.it","2005-07-30 02:00:00",0.502595
+"fr1.fr_pt1.pt","2005-07-30 02:00:00",0.199565
+"fr1.fr_uk1.uk","2005-07-30 02:00:00",12.856717
+"gr1.gr_be1.be","2005-07-30 02:00:00",1.1077
+"gr1.gr_de1.de","2005-07-30 02:00:00",3570.000337
+"gr1.gr_it1.it","2005-07-30 02:00:00",4.323903
+"it1.it_be1.be","2005-07-30 02:00:00",5.286414
+"it1.it_es1.es","2005-07-30 02:00:00",121.213021
+"it1.it_fr1.fr","2005-07-30 02:00:00",6.819559
+"it1.it_gr1.gr","2005-07-30 02:00:00",1.487767
+"pt1.pt_es1.es","2005-07-30 02:00:00",1.189291
+"pt1.pt_fr1.fr","2005-07-30 02:00:00",1.43311
+"pt1.pt_uk1.uk","2005-07-30 02:00:00",54.263399
+"uk1.uk_be1.be","2005-07-30 02:00:00",2.675709
+"uk1.uk_de1.de","2005-07-30 02:00:00",117.714986
+"uk1.uk_fr1.fr","2005-07-30 02:00:00",35.445042
+"uk1.uk_pt1.pt","2005-07-30 02:00:00",232.448872
+"be1.be_de1.de","2005-05-24 00:00:00",7.462676
+"be1.be_fr1.fr","2005-05-24 00:00:00",46.305493
+"be1.be_gr1.gr","2005-05-24 00:00:00",0.260969
+"be1.be_it1.it","2005-05-24 00:00:00",0.002643
+"be1.be_uk1.uk","2005-05-24 00:00:00",21.759308
+"de1.de_be1.be","2005-05-24 00:00:00",15.698308
+"de1.de_gr1.gr","2005-05-24 00:00:00",2032.807459
+"de1.de_uk1.uk","2005-05-24 00:00:00",550.498265
+"es1.es_fr1.fr","2005-05-24 00:00:00",20.892334
+"es1.es_it1.it","2005-05-24 00:00:00",99.741955
+"es1.es_pt1.pt","2005-05-24 00:00:00",16.16261
+"fr1.fr_be1.be","2005-05-24 00:00:00",2.836755
+"fr1.fr_es1.es","2005-05-24 00:00:00",10.259564
+"fr1.fr_it1.it","2005-05-24 00:00:00",2.967943
+"fr1.fr_pt1.pt","2005-05-24 00:00:00",2.573705
+"fr1.fr_uk1.uk","2005-05-24 00:00:00",40.368708
+"gr1.gr_be1.be","2005-05-24 00:00:00",2.010099
+"gr1.gr_de1.de","2005-05-24 00:00:00",4563.719698
+"gr1.gr_it1.it","2005-05-24 00:00:00",3.384785
+"it1.it_be1.be","2005-05-24 00:00:00",24.598593
+"it1.it_es1.es","2005-05-24 00:00:00",123.836434
+"it1.it_fr1.fr","2005-05-24 00:00:00",113.240327
+"it1.it_gr1.gr","2005-05-24 00:00:00",23.121173
+"pt1.pt_es1.es","2005-05-24 00:00:00",5.621496
+"pt1.pt_fr1.fr","2005-05-24 00:00:00",0.128713
+"pt1.pt_uk1.uk","2005-05-24 00:00:00",382.279278
+"uk1.uk_be1.be","2005-05-24 00:00:00",2.423005
+"uk1.uk_de1.de","2005-05-24 00:00:00",225.272469
+"uk1.uk_fr1.fr","2005-05-24 00:00:00",29.664524
+"uk1.uk_pt1.pt","2005-05-24 00:00:00",515.544459
+"be1.be_de1.de","2005-07-08 22:45:00",41.721914
+"be1.be_fr1.fr","2005-07-08 22:45:00",22.271518
+"be1.be_uk1.uk","2005-07-08 22:45:00",0.565237
+"de1.de_be1.be","2005-07-08 22:45:00",18.116253
+"de1.de_gr1.gr","2005-07-08 22:45:00",84.363659
+"de1.de_uk1.uk","2005-07-08 22:45:00",198.657985
+"es1.es_fr1.fr","2005-07-08 22:45:00",26.077588
+"es1.es_it1.it","2005-07-08 22:45:00",10.734268
+"es1.es_pt1.pt","2005-07-08 22:45:00",3.212886
+"fr1.fr_be1.be","2005-07-08 22:45:00",2.165579
+"fr1.fr_es1.es","2005-07-08 22:45:00",49.61386
+"fr1.fr_it1.it","2005-07-08 22:45:00",7.861918
+"fr1.fr_pt1.pt","2005-07-08 22:45:00",1.42833
+"fr1.fr_uk1.uk","2005-07-08 22:45:00",175.702188
+"gr1.gr_be1.be","2005-07-08 22:45:00",2.705961
+"gr1.gr_de1.de","2005-07-08 22:45:00",4139.070272
+"gr1.gr_it1.it","2005-07-08 22:45:00",2.765173
+"it1.it_be1.be","2005-07-08 22:45:00",22.960183
+"it1.it_es1.es","2005-07-08 22:45:00",191.877562
+"it1.it_fr1.fr","2005-07-08 22:45:00",10.385578
+"it1.it_gr1.gr","2005-07-08 22:45:00",0.905886
+"pt1.pt_es1.es","2005-07-08 22:45:00",6.78166
+"pt1.pt_fr1.fr","2005-07-08 22:45:00",0.162677
+"pt1.pt_uk1.uk","2005-07-08 22:45:00",131.320816
+"uk1.uk_be1.be","2005-07-08 22:45:00",0.836384
+"uk1.uk_de1.de","2005-07-08 22:45:00",547.487643
+"uk1.uk_fr1.fr","2005-07-08 22:45:00",102.387861
+"uk1.uk_pt1.pt","2005-07-08 22:45:00",381.91698
diff --git a/src/forecaster/tests/data/descriptor.json b/src/forecaster/tests/data/descriptor.json
deleted file mode 100644
index 9c96741e0ff4f1ccc951b51dae4c605c5fd216c8..0000000000000000000000000000000000000000
--- a/src/forecaster/tests/data/descriptor.json
+++ /dev/null
@@ -1 +0,0 @@
-{"dummy_mode": true, "contexts": [{"context_id": {"context_uuid": {"uuid": "admin"}}, "topology_ids": [], "service_ids": [], "slice_ids": [], "name": "admin"}], "topologies": [{"topology_id": {"topology_uuid": {"uuid": "admin"}, "context_id": {"context_uuid": {"uuid": "admin"}}}, "device_ids": [], "link_ids": [], "name": "admin"}], "devices": [{"device_id": {"device_uuid": {"uuid": "at1.at"}}, "device_type": "emu-packet-router", "device_config": {"config_rules": [{"action": 1, "custom": {"resource_key": "_connect/address", "resource_value": "127.0.0.1"}}, {"action": 1, "custom": {"resource_key": "_connect/port", "resource_value": "0"}}, {"action": 1, "custom": {"resource_key": "_connect/settings", "resource_value": "{\"endpoints\": []}"}}]}, "device_operational_status": 1, "device_drivers": [0], "device_endpoints": [{"endpoint_id": {"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "ie1.ie"}}, "endpoint_type": "copper"}, {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "nl1.nl"}}, "endpoint_type": "copper"}, {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "lu1.lu"}}, "endpoint_type": "copper"}, {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "ny1.ny"}}, "endpoint_type": "copper"}, {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "de1.de"}}, "endpoint_type": "copper"}, {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "fr1.fr"}}, "endpoint_type": "copper"}, {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "be1.be"}}, "endpoint_type": "copper"}, {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "uk1.uk"}}, "endpoint_type": "copper"}, {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "gr1.gr"}}, "endpoint_type": "copper"}, {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "es1.es"}}, "endpoint_type": "copper"}, {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "pt1.pt"}}, "endpoint_type": "copper"}, {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "se1.se"}}, "endpoint_type": "copper"}, {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "ch1.ch"}}, "endpoint_type": "copper"}, {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "hr1.hr"}}, "endpoint_type": "copper"}, {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "it1.it"}}, "endpoint_type": "copper"}, {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "il1.il"}}, "endpoint_type": "copper"}, {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "si1.si"}}, "endpoint_type": "copper"}, {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "hu1.hu"}}, "endpoint_type": "copper"}], "name": "at1.at"}, {"device_id": {"device_uuid": {"uuid": "be1.be"}}, "device_type": "emu-packet-router", "device_config": {"config_rules": [{"action": 1, "custom": {"resource_key": "_connect/address", "resource_value": "127.0.0.1"}}, {"action": 1, "custom": {"resource_key": "_connect/port", "resource_value": "0"}}, {"action": 1, "custom": {"resource_key": "_connect/settings", "resource_value": "{\"endpoints\": []}"}}]}, "device_operational_status": 1, "device_drivers": [0], "device_endpoints": [{"endpoint_id": {"device_id": {"device_uuid": {"uuid": "be1.be"}}, "endpoint_uuid": {"uuid": "at1.at"}}, "endpoint_type": "copper"}], "name": "be1.be"}, {"device_id": {"device_uuid": {"uuid": "uk1.uk"}}, "device_type": "emu-packet-router", "device_config": {"config_rules": [{"action": 1, "custom": {"resource_key": "_connect/address", "resource_value": "127.0.0.1"}}, {"action": 1, "custom": {"resource_key": "_connect/port", "resource_value": "0"}}, {"action": 1, "custom": {"resource_key": "_connect/settings", "resource_value": "{\"endpoints\": []}"}}]}, "device_operational_status": 1, "device_drivers": [0], "device_endpoints": [{"endpoint_id": {"device_id": {"device_uuid": {"uuid": "uk1.uk"}}, "endpoint_uuid": {"uuid": "at1.at"}}, "endpoint_type": "copper"}], "name": "uk1.uk"}, {"device_id": {"device_uuid": {"uuid": "ie1.ie"}}, "device_type": "emu-packet-router", "device_config": {"config_rules": [{"action": 1, "custom": {"resource_key": "_connect/address", "resource_value": "127.0.0.1"}}, {"action": 1, "custom": {"resource_key": "_connect/port", "resource_value": "0"}}, {"action": 1, "custom": {"resource_key": "_connect/settings", "resource_value": "{\"endpoints\": []}"}}]}, "device_operational_status": 1, "device_drivers": [0], "device_endpoints": [{"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ie1.ie"}}, "endpoint_uuid": {"uuid": "at1.at"}}, "endpoint_type": "copper"}], "name": "ie1.ie"}, {"device_id": {"device_uuid": {"uuid": "il1.il"}}, "device_type": "emu-packet-router", "device_config": {"config_rules": [{"action": 1, "custom": {"resource_key": "_connect/address", "resource_value": "127.0.0.1"}}, {"action": 1, "custom": {"resource_key": "_connect/port", "resource_value": "0"}}, {"action": 1, "custom": {"resource_key": "_connect/settings", "resource_value": "{\"endpoints\": []}"}}]}, "device_operational_status": 1, "device_drivers": [0], "device_endpoints": [{"endpoint_id": {"device_id": {"device_uuid": {"uuid": "il1.il"}}, "endpoint_uuid": {"uuid": "at1.at"}}, "endpoint_type": "copper"}], "name": "il1.il"}, {"device_id": {"device_uuid": {"uuid": "it1.it"}}, "device_type": "emu-packet-router", "device_config": {"config_rules": [{"action": 1, "custom": {"resource_key": "_connect/address", "resource_value": "127.0.0.1"}}, {"action": 1, "custom": {"resource_key": "_connect/port", "resource_value": "0"}}, {"action": 1, "custom": {"resource_key": "_connect/settings", "resource_value": "{\"endpoints\": []}"}}]}, "device_operational_status": 1, "device_drivers": [0], "device_endpoints": [{"endpoint_id": {"device_id": {"device_uuid": {"uuid": "it1.it"}}, "endpoint_uuid": {"uuid": "at1.at"}}, "endpoint_type": "copper"}], "name": "it1.it"}, {"device_id": {"device_uuid": {"uuid": "lu1.lu"}}, "device_type": "emu-packet-router", "device_config": {"config_rules": [{"action": 1, "custom": {"resource_key": "_connect/address", "resource_value": "127.0.0.1"}}, {"action": 1, "custom": {"resource_key": "_connect/port", "resource_value": "0"}}, {"action": 1, "custom": {"resource_key": "_connect/settings", "resource_value": "{\"endpoints\": []}"}}]}, "device_operational_status": 1, "device_drivers": [0], "device_endpoints": [{"endpoint_id": {"device_id": {"device_uuid": {"uuid": "lu1.lu"}}, "endpoint_uuid": {"uuid": "at1.at"}}, "endpoint_type": "copper"}], "name": "lu1.lu"}, {"device_id": {"device_uuid": {"uuid": "hu1.hu"}}, "device_type": "emu-packet-router", "device_config": {"config_rules": [{"action": 1, "custom": {"resource_key": "_connect/address", "resource_value": "127.0.0.1"}}, {"action": 1, "custom": {"resource_key": "_connect/port", "resource_value": "0"}}, {"action": 1, "custom": {"resource_key": "_connect/settings", "resource_value": "{\"endpoints\": []}"}}]}, "device_operational_status": 1, "device_drivers": [0], "device_endpoints": [{"endpoint_id": {"device_id": {"device_uuid": {"uuid": "hu1.hu"}}, "endpoint_uuid": {"uuid": "at1.at"}}, "endpoint_type": "copper"}], "name": "hu1.hu"}, {"device_id": {"device_uuid": {"uuid": "hr1.hr"}}, "device_type": "emu-packet-router", "device_config": {"config_rules": [{"action": 1, "custom": {"resource_key": "_connect/address", "resource_value": "127.0.0.1"}}, {"action": 1, "custom": {"resource_key": "_connect/port", "resource_value": "0"}}, {"action": 1, "custom": {"resource_key": "_connect/settings", "resource_value": "{\"endpoints\": []}"}}]}, "device_operational_status": 1, "device_drivers": [0], "device_endpoints": [{"endpoint_id": {"device_id": {"device_uuid": {"uuid": "hr1.hr"}}, "endpoint_uuid": {"uuid": "at1.at"}}, "endpoint_type": "copper"}], "name": "hr1.hr"}, {"device_id": {"device_uuid": {"uuid": "gr1.gr"}}, "device_type": "emu-packet-router", "device_config": {"config_rules": [{"action": 1, "custom": {"resource_key": "_connect/address", "resource_value": "127.0.0.1"}}, {"action": 1, "custom": {"resource_key": "_connect/port", "resource_value": "0"}}, {"action": 1, "custom": {"resource_key": "_connect/settings", "resource_value": "{\"endpoints\": []}"}}]}, "device_operational_status": 1, "device_drivers": [0], "device_endpoints": [{"endpoint_id": {"device_id": {"device_uuid": {"uuid": "gr1.gr"}}, "endpoint_uuid": {"uuid": "at1.at"}}, "endpoint_type": "copper"}], "name": "gr1.gr"}, {"device_id": {"device_uuid": {"uuid": "fr1.fr"}}, "device_type": "emu-packet-router", "device_config": {"config_rules": [{"action": 1, "custom": {"resource_key": "_connect/address", "resource_value": "127.0.0.1"}}, {"action": 1, "custom": {"resource_key": "_connect/port", "resource_value": "0"}}, {"action": 1, "custom": {"resource_key": "_connect/settings", "resource_value": "{\"endpoints\": []}"}}]}, "device_operational_status": 1, "device_drivers": [0], "device_endpoints": [{"endpoint_id": {"device_id": {"device_uuid": {"uuid": "fr1.fr"}}, "endpoint_uuid": {"uuid": "at1.at"}}, "endpoint_type": "copper"}], "name": "fr1.fr"}, {"device_id": {"device_uuid": {"uuid": "nl1.nl"}}, "device_type": "emu-packet-router", "device_config": {"config_rules": [{"action": 1, "custom": {"resource_key": "_connect/address", "resource_value": "127.0.0.1"}}, {"action": 1, "custom": {"resource_key": "_connect/port", "resource_value": "0"}}, {"action": 1, "custom": {"resource_key": "_connect/settings", "resource_value": "{\"endpoints\": []}"}}]}, "device_operational_status": 1, "device_drivers": [0], "device_endpoints": [{"endpoint_id": {"device_id": {"device_uuid": {"uuid": "nl1.nl"}}, "endpoint_uuid": {"uuid": "at1.at"}}, "endpoint_type": "copper"}], "name": "nl1.nl"}, {"device_id": {"device_uuid": {"uuid": "si1.si"}}, "device_type": "emu-packet-router", "device_config": {"config_rules": [{"action": 1, "custom": {"resource_key": "_connect/address", "resource_value": "127.0.0.1"}}, {"action": 1, "custom": {"resource_key": "_connect/port", "resource_value": "0"}}, {"action": 1, "custom": {"resource_key": "_connect/settings", "resource_value": "{\"endpoints\": []}"}}]}, "device_operational_status": 1, "device_drivers": [0], "device_endpoints": [{"endpoint_id": {"device_id": {"device_uuid": {"uuid": "si1.si"}}, "endpoint_uuid": {"uuid": "at1.at"}}, "endpoint_type": "copper"}], "name": "si1.si"}, {"device_id": {"device_uuid": {"uuid": "es1.es"}}, "device_type": "emu-packet-router", "device_config": {"config_rules": [{"action": 1, "custom": {"resource_key": "_connect/address", "resource_value": "127.0.0.1"}}, {"action": 1, "custom": {"resource_key": "_connect/port", "resource_value": "0"}}, {"action": 1, "custom": {"resource_key": "_connect/settings", "resource_value": "{\"endpoints\": []}"}}]}, "device_operational_status": 1, "device_drivers": [0], "device_endpoints": [{"endpoint_id": {"device_id": {"device_uuid": {"uuid": "es1.es"}}, "endpoint_uuid": {"uuid": "at1.at"}}, "endpoint_type": "copper"}], "name": "es1.es"}, {"device_id": {"device_uuid": {"uuid": "de1.de"}}, "device_type": "emu-packet-router", "device_config": {"config_rules": [{"action": 1, "custom": {"resource_key": "_connect/address", "resource_value": "127.0.0.1"}}, {"action": 1, "custom": {"resource_key": "_connect/port", "resource_value": "0"}}, {"action": 1, "custom": {"resource_key": "_connect/settings", "resource_value": "{\"endpoints\": []}"}}]}, "device_operational_status": 1, "device_drivers": [0], "device_endpoints": [{"endpoint_id": {"device_id": {"device_uuid": {"uuid": "de1.de"}}, "endpoint_uuid": {"uuid": "at1.at"}}, "endpoint_type": "copper"}], "name": "de1.de"}, {"device_id": {"device_uuid": {"uuid": "ny1.ny"}}, "device_type": "emu-packet-router", "device_config": {"config_rules": [{"action": 1, "custom": {"resource_key": "_connect/address", "resource_value": "127.0.0.1"}}, {"action": 1, "custom": {"resource_key": "_connect/port", "resource_value": "0"}}, {"action": 1, "custom": {"resource_key": "_connect/settings", "resource_value": "{\"endpoints\": []}"}}]}, "device_operational_status": 1, "device_drivers": [0], "device_endpoints": [{"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ny1.ny"}}, "endpoint_uuid": {"uuid": "at1.at"}}, "endpoint_type": "copper"}], "name": "ny1.ny"}, {"device_id": {"device_uuid": {"uuid": "ch1.ch"}}, "device_type": "emu-packet-router", "device_config": {"config_rules": [{"action": 1, "custom": {"resource_key": "_connect/address", "resource_value": "127.0.0.1"}}, {"action": 1, "custom": {"resource_key": "_connect/port", "resource_value": "0"}}, {"action": 1, "custom": {"resource_key": "_connect/settings", "resource_value": "{\"endpoints\": []}"}}]}, "device_operational_status": 1, "device_drivers": [0], "device_endpoints": [{"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ch1.ch"}}, "endpoint_uuid": {"uuid": "at1.at"}}, "endpoint_type": "copper"}], "name": "ch1.ch"}, {"device_id": {"device_uuid": {"uuid": "pt1.pt"}}, "device_type": "emu-packet-router", "device_config": {"config_rules": [{"action": 1, "custom": {"resource_key": "_connect/address", "resource_value": "127.0.0.1"}}, {"action": 1, "custom": {"resource_key": "_connect/port", "resource_value": "0"}}, {"action": 1, "custom": {"resource_key": "_connect/settings", "resource_value": "{\"endpoints\": []}"}}]}, "device_operational_status": 1, "device_drivers": [0], "device_endpoints": [{"endpoint_id": {"device_id": {"device_uuid": {"uuid": "pt1.pt"}}, "endpoint_uuid": {"uuid": "at1.at"}}, "endpoint_type": "copper"}], "name": "pt1.pt"}, {"device_id": {"device_uuid": {"uuid": "se1.se"}}, "device_type": "emu-packet-router", "device_config": {"config_rules": [{"action": 1, "custom": {"resource_key": "_connect/address", "resource_value": "127.0.0.1"}}, {"action": 1, "custom": {"resource_key": "_connect/port", "resource_value": "0"}}, {"action": 1, "custom": {"resource_key": "_connect/settings", "resource_value": "{\"endpoints\": []}"}}]}, "device_operational_status": 1, "device_drivers": [0], "device_endpoints": [{"endpoint_id": {"device_id": {"device_uuid": {"uuid": "se1.se"}}, "endpoint_uuid": {"uuid": "at1.at"}}, "endpoint_type": "copper"}], "name": "se1.se"}], "links": [{"link_id": {"link_uuid": {"uuid": "at1.at_be1.be"}}, "link_endpoint_ids": [{"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "be1.be"}}, {"device_id": {"device_uuid": {"uuid": "be1.be"}}, "endpoint_uuid": {"uuid": "at1.at"}}], "name": "at1.at_be1.be", "attributes": {"total_capacity_gbps": 400, "used_capacity_gbps": 24.630926}}, {"link_id": {"link_uuid": {"uuid": "at1.at_uk1.uk"}}, "link_endpoint_ids": [{"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "uk1.uk"}}, {"device_id": {"device_uuid": {"uuid": "uk1.uk"}}, "endpoint_uuid": {"uuid": "at1.at"}}], "name": "at1.at_uk1.uk", "attributes": {"total_capacity_gbps": 100, "used_capacity_gbps": 1.661015}}, {"link_id": {"link_uuid": {"uuid": "at1.at_ie1.ie"}}, "link_endpoint_ids": [{"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "ie1.ie"}}, {"device_id": {"device_uuid": {"uuid": "ie1.ie"}}, "endpoint_uuid": {"uuid": "at1.at"}}], "name": "at1.at_ie1.ie", "attributes": {"total_capacity_gbps": 100, "used_capacity_gbps": 2.878366}}, {"link_id": {"link_uuid": {"uuid": "at1.at_il1.il"}}, "link_endpoint_ids": [{"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "il1.il"}}, {"device_id": {"device_uuid": {"uuid": "il1.il"}}, "endpoint_uuid": {"uuid": "at1.at"}}], "name": "at1.at_il1.il", "attributes": {"total_capacity_gbps": 400, "used_capacity_gbps": 379.481098}}, {"link_id": {"link_uuid": {"uuid": "at1.at_it1.it"}}, "link_endpoint_ids": [{"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "it1.it"}}, {"device_id": {"device_uuid": {"uuid": "it1.it"}}, "endpoint_uuid": {"uuid": "at1.at"}}], "name": "at1.at_it1.it", "attributes": {"total_capacity_gbps": 100, "used_capacity_gbps": 92.497118}}, {"link_id": {"link_uuid": {"uuid": "at1.at_lu1.lu"}}, "link_endpoint_ids": [{"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "lu1.lu"}}, {"device_id": {"device_uuid": {"uuid": "lu1.lu"}}, "endpoint_uuid": {"uuid": "at1.at"}}], "name": "at1.at_lu1.lu", "attributes": {"total_capacity_gbps": 100, "used_capacity_gbps": 0.163239}}, {"link_id": {"link_uuid": {"uuid": "at1.at_hu1.hu"}}, "link_endpoint_ids": [{"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "hu1.hu"}}, {"device_id": {"device_uuid": {"uuid": "hu1.hu"}}, "endpoint_uuid": {"uuid": "at1.at"}}], "name": "at1.at_hu1.hu", "attributes": {"total_capacity_gbps": 1900, "used_capacity_gbps": 1887.08947}}, {"link_id": {"link_uuid": {"uuid": "at1.at_hr1.hr"}}, "link_endpoint_ids": [{"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "hr1.hr"}}, {"device_id": {"device_uuid": {"uuid": "hr1.hr"}}, "endpoint_uuid": {"uuid": "at1.at"}}], "name": "at1.at_hr1.hr", "attributes": {"total_capacity_gbps": 700, "used_capacity_gbps": 652.82534}}, {"link_id": {"link_uuid": {"uuid": "at1.at_gr1.gr"}}, "link_endpoint_ids": [{"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "gr1.gr"}}, {"device_id": {"device_uuid": {"uuid": "gr1.gr"}}, "endpoint_uuid": {"uuid": "at1.at"}}], "name": "at1.at_gr1.gr", "attributes": {"total_capacity_gbps": 300, "used_capacity_gbps": 224.449018}}, {"link_id": {"link_uuid": {"uuid": "at1.at_fr1.fr"}}, "link_endpoint_ids": [{"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "fr1.fr"}}, {"device_id": {"device_uuid": {"uuid": "fr1.fr"}}, "endpoint_uuid": {"uuid": "at1.at"}}], "name": "at1.at_fr1.fr", "attributes": {"total_capacity_gbps": 100, "used_capacity_gbps": 1.371593}}, {"link_id": {"link_uuid": {"uuid": "at1.at_nl1.nl"}}, "link_endpoint_ids": [{"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "nl1.nl"}}, {"device_id": {"device_uuid": {"uuid": "nl1.nl"}}, "endpoint_uuid": {"uuid": "at1.at"}}], "name": "at1.at_nl1.nl", "attributes": {"total_capacity_gbps": 100, "used_capacity_gbps": 6.314097}}, {"link_id": {"link_uuid": {"uuid": "at1.at_si1.si"}}, "link_endpoint_ids": [{"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "si1.si"}}, {"device_id": {"device_uuid": {"uuid": "si1.si"}}, "endpoint_uuid": {"uuid": "at1.at"}}], "name": "at1.at_si1.si", "attributes": {"total_capacity_gbps": 1900, "used_capacity_gbps": 1822.904739}}, {"link_id": {"link_uuid": {"uuid": "at1.at_es1.es"}}, "link_endpoint_ids": [{"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "es1.es"}}, {"device_id": {"device_uuid": {"uuid": "es1.es"}}, "endpoint_uuid": {"uuid": "at1.at"}}], "name": "at1.at_es1.es", "attributes": {"total_capacity_gbps": 100, "used_capacity_gbps": 0.014227}}, {"link_id": {"link_uuid": {"uuid": "at1.at_de1.de"}}, "link_endpoint_ids": [{"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "de1.de"}}, {"device_id": {"device_uuid": {"uuid": "de1.de"}}, "endpoint_uuid": {"uuid": "at1.at"}}], "name": "at1.at_de1.de", "attributes": {"total_capacity_gbps": 100, "used_capacity_gbps": 35.440825}}, {"link_id": {"link_uuid": {"uuid": "at1.at_ny1.ny"}}, "link_endpoint_ids": [{"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "ny1.ny"}}, {"device_id": {"device_uuid": {"uuid": "ny1.ny"}}, "endpoint_uuid": {"uuid": "at1.at"}}], "name": "at1.at_ny1.ny", "attributes": {"total_capacity_gbps": 100, "used_capacity_gbps": 2.282933}}, {"link_id": {"link_uuid": {"uuid": "at1.at_ch1.ch"}}, "link_endpoint_ids": [{"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "ch1.ch"}}, {"device_id": {"device_uuid": {"uuid": "ch1.ch"}}, "endpoint_uuid": {"uuid": "at1.at"}}], "name": "at1.at_ch1.ch", "attributes": {"total_capacity_gbps": 100, "used_capacity_gbps": 54.915569}}, {"link_id": {"link_uuid": {"uuid": "at1.at_pt1.pt"}}, "link_endpoint_ids": [{"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "pt1.pt"}}, {"device_id": {"device_uuid": {"uuid": "pt1.pt"}}, "endpoint_uuid": {"uuid": "at1.at"}}], "name": "at1.at_pt1.pt", "attributes": {"total_capacity_gbps": 100, "used_capacity_gbps": 0.132256}}, {"link_id": {"link_uuid": {"uuid": "at1.at_se1.se"}}, "link_endpoint_ids": [{"device_id": {"device_uuid": {"uuid": "at1.at"}}, "endpoint_uuid": {"uuid": "se1.se"}}, {"device_id": {"device_uuid": {"uuid": "se1.se"}}, "endpoint_uuid": {"uuid": "at1.at"}}], "name": "at1.at_se1.se", "attributes": {"total_capacity_gbps": 1500, "used_capacity_gbps": 1425.471977}}]}
\ No newline at end of file
diff --git a/src/forecaster/tests/test_unitary.py b/src/forecaster/tests/test_unitary.py
index 6fe4dfbc9eeb6c09d1f280558f911ecb395f97cf..8e86fc9131907cb6dc31a9757eeaf966e6d5dbc0 100644
--- a/src/forecaster/tests/test_unitary.py
+++ b/src/forecaster/tests/test_unitary.py
@@ -47,14 +47,14 @@ ADMIN_TOPOLOGY_ID = TopologyId(**json_topology_id(DEFAULT_TOPOLOGY_NAME, context
CSV_DATA_FILE = 'forecaster/tests/data/dataset-short.csv'
#CSV_DATA_FILE = 'forecaster/tests/data/dataset.csv'
#CSV_DATA_FILE = 'forecaster/tests/data/dataset2.csv'
-DESC_DATS_FILE = 'forecaster/tests/data/descriptor.json'
+#DESC_DATS_FILE = 'forecaster/tests/data/descriptor.json'
@pytest.fixture(scope='session')
def scenario() -> Tuple[pandas.DataFrame, Dict]:
df = read_csv(CSV_DATA_FILE)
descriptors = compose_descriptors(df)
- with open(DESC_DATS_FILE, 'w', encoding='UTF-8') as f:
- f.write(json.dumps(descriptors))
+ #with open(DESC_DATS_FILE, 'w', encoding='UTF-8') as f:
+ # f.write(json.dumps(descriptors))
yield df, descriptors
def test_prepare_environment(
@@ -101,7 +101,8 @@ def test_forecast_link(
forecast_request.forecast_window_seconds = 10 * 24 * 60 * 60 # 10 days in seconds
forecast_reply = forecaster_client.ForecastLinkCapacity(forecast_request)
assert forecast_reply.link_id == link_id
- # TODO: validate forecasted values
+ assert forecast_reply.total_capacity_gbps >= forecast_reply.current_used_capacity_gbps
+ # TODO: validate forecasted values; might be increasing or decreasing
def test_forecast_topology(
context_client : ContextClient,
@@ -114,13 +115,17 @@ def test_forecast_topology(
topology = context_client.GetTopology(ADMIN_TOPOLOGY_ID)
assert len(forecast_reply.link_capacities) == len(topology.link_ids)
- reply_link_uuids = {
- link_capacity.link_id.link_uuid.uuid
+ reply_link_uuid__to__link_capacity = {
+ link_capacity.link_id.link_uuid.uuid : link_capacity
for link_capacity in forecast_reply.link_capacities
}
for link_id in topology.link_ids:
- assert link_id.link_uuid.uuid in reply_link_uuids
- # TODO: validate forecasted values
+ link_uuid = link_id.link_uuid.uuid
+ assert link_uuid in reply_link_uuid__to__link_capacity
+ link_capacity_forecast = reply_link_uuid__to__link_capacity[link_uuid]
+ assert link_capacity_forecast.link_id == link_id
+ assert link_capacity_forecast.total_capacity_gbps >= link_capacity_forecast.current_used_capacity_gbps
+ # TODO: validate forecasted values; might be increasing or decreasing
def test_cleanup_environment(
context_client : ContextClient, # pylint: disable=redefined-outer-name