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kfold.logs
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Start Time = 21:38:57
Read file - 43.csv
Read file - 46.csv
Read file - 47.csv
Read file - 48.csv
Read file - 50.csv
Read file - 51.csv
Read file - 52.csv
Read file - 53.csv
Read Dataset...
Built training dataset...
{0: 42841, 1: 16}
Graph built!
42857
Feature Extraction done!
Normalizing Done!
Done with PHASE 1 of Training!
Done with PHASE 2 of Training!
Read file - 42.csv
Read Dataset...
Total tuples to choose test set from: 140961 = 100000 + 40961
Total non-bot tuples: 50000 -> 54.96861292202153 %
Total bot tuples: 40961 -> 45.03138707797847 %
Total size of test set: 90961
Built testing dataset...
{0: 23724, 1: 1}
Graph built!
23725
Feature Extraction done!
Normalizing Done!
Accuracy: 97.48735511064278 % - (DBScan + LR) | 97.47471022128556 % - (DBScan + NB)
97.48735511064278
97.47471022128556
Finished index = 1 at 22:35:04
Read file - 42.csv
Read file - 46.csv
Read file - 47.csv
Read file - 48.csv
Read file - 50.csv
Read file - 51.csv
Read file - 52.csv
Read file - 53.csv
Read Dataset...
Built training dataset...
{1: 16, 0: 45628}
Graph built!
45644
Feature Extraction done!
Normalizing Done!
Done with PHASE 1 of Training!
Done with PHASE 2 of Training!
Read file - 43.csv
Read Dataset...
Total tuples to choose test set from: 120941 = 100000 + 20941
Total non-bot tuples: 50000 -> 70.4811040160133 %
Total bot tuples: 20941 -> 29.518895983986692 %
Total size of test set: 70941
Built testing dataset...
{0: 22026, 1: 1}
Graph built!
22027
Feature Extraction done!
Normalizing Done!
Accuracy: 97.49092023425796 % - (DBScan + LR) | 97.48184046851591 % - (DBScan + NB)
97.49092023425796
97.48184046851591
Finished index = 2 at 23:33:42
Read file - 42.csv
Read file - 43.csv
Read file - 47.csv
Read file - 48.csv
Read file - 50.csv
Read file - 51.csv
Read file - 52.csv
Read file - 53.csv
Read Dataset...
Built training dataset...
{1: 16, 0: 45628}
Graph built!
45644
Feature Extraction done!
Normalizing Done!
Done with PHASE 1 of Training!
Done with PHASE 2 of Training!
Read file - 46.csv
Read Dataset...
Total tuples to choose test set from: 100901 = 100000 + 901
Total non-bot tuples: 50000 -> 98.22989725152748 %
Total bot tuples: 901 -> 1.7701027484725251 %
Total size of test set: 50901
Built testing dataset...
{0: 12021, 1: 1}
Graph built!
12022
Feature Extraction done!
Normalizing Done!
Accuracy: 97.48336383297288 % - (DBScan + LR) | 97.46672766594577 % - (DBScan + NB)
97.48336383297288
97.46672766594577
Finished index = 3 at 00:24:02
Read file - 42.csv
Read file - 43.csv
Read file - 46.csv
Read file - 48.csv
Read file - 50.csv
Read file - 51.csv
Read file - 52.csv
Read file - 53.csv
Read Dataset...
Built training dataset...
{1: 16, 0: 45628}
Graph built!
45644
Feature Extraction done!
Normalizing Done!
Done with PHASE 1 of Training!
Done with PHASE 2 of Training!
Read file - 47.csv
Read Dataset...
Total tuples to choose test set from: 104630 = 100000 + 4630
Total non-bot tuples: 50000 -> 91.52480322167307 %
Total bot tuples: 4630 -> 8.475196778326927 %
Total size of test set: 54630
Built testing dataset...
{0: 11215, 1: 1}
Graph built!
11216
Feature Extraction done!
Normalizing Done!
Accuracy: 97.47325249643367 % - (DBScan + LR) | 97.419757489301 % - (DBScan + NB)
97.47325249643367
97.419757489301
Finished index = 4 at 01:13:29
Read file - 42.csv
Read file - 43.csv
Read file - 46.csv
Read file - 47.csv
Read file - 50.csv
Read file - 51.csv
Read file - 52.csv
Read file - 53.csv
Read Dataset...
Built training dataset...
{1: 16, 0: 45628}
Graph built!
45644
Feature Extraction done!
Normalizing Done!
Done with PHASE 1 of Training!
Done with PHASE 2 of Training!
Read file - 48.csv
Read Dataset...
Total tuples to choose test set from: 100063 = 100000 + 63
Total non-bot tuples: 50000 -> 99.87415856021413 %
Total bot tuples: 63 -> 0.1258414397858698 %
Total size of test set: 50063
Built testing dataset...
{0: 10999, 1: 1}
Graph built!
11000
Feature Extraction done!
Normalizing Done!
Accuracy: 97.49090909090908 % - (DBScan + LR) | 97.47272727272727 % - (DBScan + NB)
97.49090909090908
97.47272727272727
Finished index = 5 at 02:03:59
Read file - 42.csv
Read file - 43.csv
Read file - 46.csv
Read file - 47.csv
Read file - 48.csv
Read file - 51.csv
Read file - 52.csv
Read file - 53.csv
Read Dataset...
Built training dataset...
{1: 16, 0: 45628}
Graph built!
45644
Feature Extraction done!
Normalizing Done!
Done with PHASE 1 of Training!
Done with PHASE 2 of Training!
Read file - 50.csv
Read Dataset...
Total tuples to choose test set from: 284987 = 100000 + 184987
Total non-bot tuples: 50000 -> 21.27777281296412 %
Total bot tuples: 184987 -> 78.72222718703588 %
Total size of test set: 234987
Built testing dataset...
{0: 16995, 1: 10}
Graph built!
17005
Feature Extraction done!
Normalizing Done!
Accuracy: 97.4294325198471 % - (DBScan + LR) | 96.78256395177888 % - (DBScan + NB)
97.4294325198471
96.78256395177888
Finished index = 6 at 02:52:32
Read file - 42.csv
Read file - 43.csv
Read file - 46.csv
Read file - 47.csv
Read file - 48.csv
Read file - 50.csv
Read file - 52.csv
Read file - 53.csv
Read Dataset...
Built training dataset...
{1: 16, 0: 45628}
Graph built!
45644
Feature Extraction done!
Normalizing Done!
Done with PHASE 1 of Training!
Done with PHASE 2 of Training!
Read file - 51.csv
Read Dataset...
Total tuples to choose test set from: 206352 = 100000 + 106352
Total non-bot tuples: 50000 -> 31.97912402783463 %
Total bot tuples: 106352 -> 68.02087597216537 %
Total size of test set: 156352
Built testing dataset...
{1: 10, 0: 11692}
Graph built!
11702
Feature Extraction done!
Normalizing Done!
Accuracy: 97.40599897453427 % - (DBScan + LR) | 96.66253631857802 % - (DBScan + NB)
97.40599897453427
96.66253631857802
Finished index = 7 at 03:43:21
Read file - 42.csv
Read file - 43.csv
Read file - 46.csv
Read file - 47.csv
Read file - 48.csv
Read file - 50.csv
Read file - 51.csv
Read file - 53.csv
Read Dataset...
Built training dataset...
{1: 16, 0: 45628}
Graph built!
45644
Feature Extraction done!
Normalizing Done!
Done with PHASE 1 of Training!
Done with PHASE 2 of Training!
Read file - 52.csv
Read Dataset...
Total tuples to choose test set from: 107251 = 99087 + 8164
Total non-bot tuples: 49543 -> 85.8526695201622 %
Total bot tuples: 8164 -> 14.147330479837802 %
Total size of test set: 57707
Built testing dataset...
{0: 15433, 1: 3}
Graph built!
15436
Feature Extraction done!
Normalizing Done!
Accuracy: 97.47408655091992 % - (DBScan + LR) | 97.45465146410987 % - (DBScan + NB)
97.47408655091992
97.45465146410987
Finished index = 8 at 04:32:27
Read file - 42.csv
Read file - 43.csv
Read file - 46.csv
Read file - 47.csv
Read file - 48.csv
Read file - 50.csv
Read file - 51.csv
Read file - 52.csv
Read Dataset...
Built training dataset...
{1: 10, 0: 45628}
Graph built!
45638
Feature Extraction done!
Normalizing Done!
Done with PHASE 1 of Training!
Done with PHASE 2 of Training!
Read file - 53.csv
Read Dataset...
Total tuples to choose test set from: 102168 = 100000 + 2168
Total non-bot tuples: 50000 -> 95.8441956755099 %
Total bot tuples: 2168 -> 4.155804324490109 %
Total size of test set: 52168
Built testing dataset...
{0: 11502, 1: 9}
Graph built!
11511
Feature Extraction done!
Normalizing Done!
Accuracy: 97.41312657458083 % - (DBScan + LR) | 97.38706454695509 % - (DBScan + NB)
97.41312657458083
97.38706454695509
Finished index = 9 at 05:18:51
Average Accuracy (DBSCAN + LR) = 97.46093837612206% | (DBSCAN + NB) = 97.28917548879973%
End Time = 05:18:51