training_log.txt

Loading libraries...
[nltk_data] Downloading package punkt to /home/user/nltk_data...
[nltk_data]   Package punkt is already up-to-date!
[nltk_data] Downloading package stopwords to /home/user/nltk_data...
[nltk_data]   Package stopwords is already up-to-date!
Loading dataset...
Vectorizing input data...
250 train comments and 502 test comments were removed.
Converting to tensors...
Training model...
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1313   train: 0.013766   test: 0.022476
1314   train: 0.013764   test: 0.022474
1315   train: 0.013763   test: 0.022475
1316   train: 0.013761   test: 0.022478
1317   train: 0.013759   test: 0.022477
1318   train: 0.013758   test: 0.022476
1319   train: 0.013756   test: 0.022477
1320   train: 0.013754   test: 0.022479
1321   train: 0.013753   test: 0.022478
1322   train: 0.013751   test: 0.022478
1323   train: 0.013749   test: 0.022480
1324   train: 0.013748   test: 0.022480
1325   train: 0.013746   test: 0.022480
1326   train: 0.013744   test: 0.022481
1327   train: 0.013743   test: 0.022482
1328   train: 0.013741   test: 0.022481
1329   train: 0.013739   test: 0.022480
1330   train: 0.013738   test: 0.022482
1331   train: 0.013736   test: 0.022482
1332   train: 0.013734   test: 0.022481
1333   train: 0.013733   test: 0.022482
1334   train: 0.013731   test: 0.022483
1335   train: 0.013729   test: 0.022481
1336   train: 0.013728   test: 0.022485
1337   train: 0.013726   test: 0.022489
1338   train: 0.013724   test: 0.022486
1339   train: 0.013723   test: 0.022485
1340   train: 0.013721   test: 0.022488
1341   train: 0.013719   test: 0.022490
1342   train: 0.013718   test: 0.022488
1343   train: 0.013716   test: 0.022486
1344   train: 0.013714   test: 0.022489
1345   train: 0.013713   test: 0.022491
1346   train: 0.013711   test: 0.022490
1347   train: 0.013709   test: 0.022491
1348   train: 0.013708   test: 0.022492
1349   train: 0.013706   test: 0.022492
1350   train: 0.013704   test: 0.022492
1351   train: 0.013703   test: 0.022496
1352   train: 0.013701   test: 0.022497
1353   train: 0.013699   test: 0.022497
1354   train: 0.013698   test: 0.022496
1355   train: 0.013696   test: 0.022498
1356   train: 0.013694   test: 0.022499
1357   train: 0.013693   test: 0.022499
1358   train: 0.013691   test: 0.022500
1359   train: 0.013690   test: 0.022501
1360   train: 0.013688   test: 0.022502
1361   train: 0.013686   test: 0.022502
1362   train: 0.013685   test: 0.022502
1363   train: 0.013683   test: 0.022504
1364   train: 0.013681   test: 0.022505
1365   train: 0.013680   test: 0.022505
1366   train: 0.013678   test: 0.022507
1367   train: 0.013677   test: 0.022509
1368   train: 0.013675   test: 0.022509
1369   train: 0.013673   test: 0.022509
1370   train: 0.013672   test: 0.022512
1371   train: 0.013670   test: 0.022513
1372   train: 0.013668   test: 0.022511
1373   train: 0.013667   test: 0.022513
1374   train: 0.013665   test: 0.022515
1375   train: 0.013663   test: 0.022516
1376   train: 0.013662   test: 0.022516
1377   train: 0.013660   test: 0.022517
1378   train: 0.013659   test: 0.022518
1379   train: 0.013657   test: 0.022518
1380   train: 0.013655   test: 0.022520
1381   train: 0.013654   test: 0.022519
1382   train: 0.013652   test: 0.022521
1383   train: 0.013650   test: 0.022523
1384   train: 0.013649   test: 0.022522
1385   train: 0.013647   test: 0.022522
1386   train: 0.013646   test: 0.022524
1387   train: 0.013644   test: 0.022525
1388   train: 0.013642   test: 0.022525
1389   train: 0.013641   test: 0.022524
1390   train: 0.013639   test: 0.022526
1391   train: 0.013637   test: 0.022527
1392   train: 0.013636   test: 0.022527
1393   train: 0.013634   test: 0.022527
1394   train: 0.013632   test: 0.022529
1395   train: 0.013631   test: 0.022532
1396   train: 0.013629   test: 0.022532
1397   train: 0.013628   test: 0.022530
1398   train: 0.013626   test: 0.022534
1399   train: 0.013624   test: 0.022535
1400   train: 0.013623   test: 0.022533
1401   train: 0.013621   test: 0.022535
1402   train: 0.013619   test: 0.022537
1403   train: 0.013618   test: 0.022537
1404   train: 0.013616   test: 0.022536
1405   train: 0.013615   test: 0.022538
1406   train: 0.013613   test: 0.022542
1407   train: 0.013611   test: 0.022540
1408   train: 0.013610   test: 0.022542
1409   train: 0.013608   test: 0.022544
1410   train: 0.013606   test: 0.022542
1411   train: 0.013605   test: 0.022545
1412   train: 0.013603   test: 0.022547
1413   train: 0.013602   test: 0.022546
1414   train: 0.013600   test: 0.022548
1415   train: 0.013598   test: 0.022550
1416   train: 0.013597   test: 0.022549
1417   train: 0.013595   test: 0.022551
1418   train: 0.013594   test: 0.022553
1419   train: 0.013592   test: 0.022551
1420   train: 0.013590   test: 0.022553
1421   train: 0.013589   test: 0.022554
1422   train: 0.013587   test: 0.022554
1423   train: 0.013585   test: 0.022556
1424   train: 0.013584   test: 0.022559
1425   train: 0.013582   test: 0.022558
1426   train: 0.013581   test: 0.022559
1427   train: 0.013579   test: 0.022563
1428   train: 0.013577   test: 0.022562
1429   train: 0.013576   test: 0.022565
1430   train: 0.013574   test: 0.022568
1431   train: 0.013573   test: 0.022565
1432   train: 0.013571   test: 0.022567
1433   train: 0.013569   test: 0.022571
1434   train: 0.013568   test: 0.022571
1435   train: 0.013566   test: 0.022573
1436   train: 0.013565   test: 0.022575
1437   train: 0.013563   test: 0.022574
1438   train: 0.013561   test: 0.022576
1439   train: 0.013560   test: 0.022578
1440   train: 0.013558   test: 0.022581
1441   train: 0.013557   test: 0.022579
1442   train: 0.013555   test: 0.022584
1443   train: 0.013553   test: 0.022585
1444   train: 0.013552   test: 0.022583
1445   train: 0.013550   test: 0.022587
1446   train: 0.013549   test: 0.022590
1447   train: 0.013547   test: 0.022585
1448   train: 0.013546   test: 0.022590
1449   train: 0.013544   test: 0.022594
1450   train: 0.013542   test: 0.022586
1451   train: 0.013541   test: 0.022590
1452   train: 0.013539   test: 0.022596
1453   train: 0.013538   test: 0.022592
1454   train: 0.013536   test: 0.022592
1455   train: 0.013535   test: 0.022599
1456   train: 0.013533   test: 0.022595
1457   train: 0.013532   test: 0.022594
1458   train: 0.013530   test: 0.022599
1459   train: 0.013528   test: 0.022601
1460   train: 0.013527   test: 0.022597
1461   train: 0.013525   test: 0.022599
1462   train: 0.013524   test: 0.022604
1463   train: 0.013522   test: 0.022600
1464   train: 0.013521   test: 0.022602
1465   train: 0.013519   test: 0.022607
1466   train: 0.013518   test: 0.022606
1467   train: 0.013516   test: 0.022605
1468   train: 0.013515   test: 0.022610
1469   train: 0.013513   test: 0.022610
1470   train: 0.013512   test: 0.022606
1471   train: 0.013510   test: 0.022613
1472   train: 0.013509   test: 0.022612
1473   train: 0.013507   test: 0.022610
1474   train: 0.013506   test: 0.022616
1475   train: 0.013504   test: 0.022616
1476   train: 0.013503   test: 0.022615
1477   train: 0.013501   test: 0.022621
1478   train: 0.013500   test: 0.022621
1479   train: 0.013498   test: 0.022619
1480   train: 0.013497   test: 0.022625
1481   train: 0.013495   test: 0.022625
1482   train: 0.013494   test: 0.022622
1483   train: 0.013492   test: 0.022628
1484   train: 0.013491   test: 0.022629
1485   train: 0.013489   test: 0.022628
1486   train: 0.013488   test: 0.022630
1487   train: 0.013486   test: 0.022632
1488   train: 0.013485   test: 0.022631
1489   train: 0.013483   test: 0.022633
1490   train: 0.013482   test: 0.022636
1491   train: 0.013480   test: 0.022636
1492   train: 0.013479   test: 0.022638
1493   train: 0.013478   test: 0.022639
1494   train: 0.013476   test: 0.022638
1495   train: 0.013475   test: 0.022641
1496   train: 0.013473   test: 0.022641
1497   train: 0.013472   test: 0.022642
1498   train: 0.013470   test: 0.022643
1499   train: 0.013469   test: 0.022648
#################### EVALUATION ####################
toxic
    best threshold: 0.121
    true score: 0.894    false score: 0.857
    --> unweighted average: 0.8754

severe_toxic
    best threshold: 0.043
    true score: 0.954    false score: 0.944
    --> unweighted average: 0.9486

obscene
    best threshold: 0.06
    true score: 0.897    false score: 0.882
    --> unweighted average: 0.8892

threat
    best threshold: 0.023
    true score: 0.948    false score: 0.914
    --> unweighted average: 0.9311

insult
    best threshold: 0.045
    true score: 0.922    false score: 0.857
    --> unweighted average: 0.8896

identity_hate
    best threshold: 0.023
    true score: 0.928    false score: 0.907
    --> unweighted average: 0.9176
####################################################

Process finished with exit code 0