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nslkdd_dnn_contrast_20211109.txt
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xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:1.0
Mask number:9
Accuracy:0.8666607523066004
Precision:0.8749295753914326
Recall:0.8777294983403092
f1 score:0.8666200122934195
precision recall f1-score support
0 0.78 0.97 0.86 9889
1 0.97 0.79 0.87 12655
accuracy 0.87 22544
macro avg 0.87 0.88 0.87 22544
weighted avg 0.89 0.87 0.87 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:1.0
Mask number:7
Accuracy:0.8559261887863733
Precision:0.8671302212561661
Recall:0.8682233159464765
f1 score:0.8559204724600515
precision recall f1-score support
0 0.77 0.97 0.86 9889
1 0.97 0.77 0.86 12655
accuracy 0.86 22544
macro avg 0.87 0.87 0.86 22544
weighted avg 0.88 0.86 0.86 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:1.0
Mask number:5
Accuracy:0.8661728176011355
Precision:0.8750020201532713
Recall:0.8775048594515679
f1 score:0.8661414687020224
precision recall f1-score support
0 0.78 0.97 0.86 9889
1 0.97 0.79 0.87 12655
accuracy 0.87 22544
macro avg 0.88 0.88 0.87 22544
weighted avg 0.89 0.87 0.87 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:1.0
Mask number:3
Accuracy:0.8604063165365508
Precision:0.8702288656910924
Recall:0.8721364754464002
f1 score:0.8603881728094038
precision recall f1-score support
0 0.77 0.97 0.86 9889
1 0.97 0.78 0.86 12655
accuracy 0.86 22544
macro avg 0.87 0.87 0.86 22544
weighted avg 0.88 0.86 0.86 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:1.0
Mask number:2
Accuracy:0.8543736692689851
Precision:0.8667174947180554
Recall:0.8671388444927155
f1 score:0.8543728643872077
precision recall f1-score support
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1 0.97 0.76 0.85 12655
accuracy 0.85 22544
macro avg 0.87 0.87 0.85 22544
weighted avg 0.88 0.85 0.85 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:1.0
Mask number:1
Accuracy:0.8698988644428672
Precision:0.8767937268544798
Recall:0.8803153526466976
f1 score:0.8698293417483184
precision recall f1-score support
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1 0.97 0.80 0.87 12655
accuracy 0.87 22544
macro avg 0.88 0.88 0.87 22544
weighted avg 0.89 0.87 0.87 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:0.6
Mask number:9
Accuracy:0.8676366217175302
Precision:0.8755296711486413
Recall:0.8785324130643506
f1 score:0.8675888962719074
precision recall f1-score support
0 0.78 0.97 0.87 9889
1 0.97 0.79 0.87 12655
accuracy 0.87 22544
macro avg 0.88 0.88 0.87 22544
weighted avg 0.89 0.87 0.87 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:0.6
Mask number:7
Accuracy:0.8560592618878637
Precision:0.8673544834250833
Recall:0.8683971019445837
f1 score:0.8560541000437512
precision recall f1-score support
0 0.77 0.97 0.86 9889
1 0.97 0.77 0.86 12655
accuracy 0.86 22544
macro avg 0.87 0.87 0.86 22544
weighted avg 0.88 0.86 0.86 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:0.6
Mask number:5
Accuracy:0.8636887863733144
Precision:0.8732057431095066
Recall:0.8753143975568558
f1 score:0.8636669978013669
precision recall f1-score support
0 0.78 0.97 0.86 9889
1 0.97 0.78 0.87 12655
accuracy 0.86 22544
macro avg 0.87 0.88 0.86 22544
weighted avg 0.89 0.86 0.86 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:0.6
Mask number:3
Accuracy:0.8592530163236338
Precision:0.8695037950726026
Recall:0.8711644692675022
f1 score:0.8592394892632153
precision recall f1-score support
0 0.77 0.97 0.86 9889
1 0.97 0.77 0.86 12655
accuracy 0.86 22544
macro avg 0.87 0.87 0.86 22544
weighted avg 0.88 0.86 0.86 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:0.6
Mask number:2
Accuracy:0.84958303761533
Precision:0.863266684814697
Recall:0.8628496540760882
f1 score:0.8495822678161622
precision recall f1-score support
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1 0.97 0.75 0.85 12655
accuracy 0.85 22544
macro avg 0.86 0.86 0.85 22544
weighted avg 0.88 0.85 0.85 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:0.6
Mask number:1
Accuracy:0.8660397444996452
Precision:0.87414537005727
Recall:0.8770216411252216
f1 score:0.8659958533848173
precision recall f1-score support
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1 0.97 0.79 0.87 12655
accuracy 0.87 22544
macro avg 0.87 0.88 0.87 22544
weighted avg 0.89 0.87 0.87 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:0.4
Mask number:9
Accuracy:0.8668381831085876
Precision:0.8748149051679484
Recall:0.8777659759402061
f1 score:0.8667919485085583
precision recall f1-score support
0 0.78 0.97 0.86 9889
1 0.97 0.79 0.87 12655
accuracy 0.87 22544
macro avg 0.87 0.88 0.87 22544
weighted avg 0.89 0.87 0.87 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:0.4
Mask number:7
Accuracy:0.8566359119943222
Precision:0.8677465919698462
Recall:0.8688996817659025
f1 score:0.8566295648237432
precision recall f1-score support
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1 0.97 0.77 0.86 12655
accuracy 0.86 22544
macro avg 0.87 0.87 0.86 22544
weighted avg 0.88 0.86 0.86 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:0.4
Mask number:5
Accuracy:0.8662171753016323
Precision:0.8749652277931645
Recall:0.8775112160628971
f1 score:0.8661845518710477
precision recall f1-score support
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1 0.97 0.79 0.87 12655
accuracy 0.87 22544
macro avg 0.87 0.88 0.87 22544
weighted avg 0.89 0.87 0.87 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:0.4
Mask number:3
Accuracy:0.8579222853087296
Precision:0.8681833973720677
Recall:0.8698244508513084
f1 score:0.8579088764064234
precision recall f1-score support
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1 0.97 0.77 0.86 12655
accuracy 0.86 22544
macro avg 0.87 0.87 0.86 22544
weighted avg 0.88 0.86 0.86 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:0.4
Mask number:2
Accuracy:0.8553495386799148
Precision:0.8673365332198282
Recall:0.8679749126804968
f1 score:0.8553476712964204
precision recall f1-score support
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1 0.97 0.77 0.86 12655
accuracy 0.86 22544
macro avg 0.87 0.87 0.86 22544
weighted avg 0.88 0.86 0.86 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:0.4
Mask number:1
Accuracy:0.870431156848829
Precision:0.8771810229756667
Recall:0.8807784223929473
f1 score:0.8703581454199935
precision recall f1-score support
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1 0.97 0.80 0.87 12655
accuracy 0.87 22544
macro avg 0.88 0.88 0.87 22544
weighted avg 0.89 0.87 0.87 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:0.2
Mask number:9
Accuracy:0.8673261178140526
Precision:0.8753625725652581
Recall:0.8782889960026063
f1 score:0.8672811432591632
precision recall f1-score support
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1 0.97 0.79 0.87 12655
accuracy 0.87 22544
macro avg 0.88 0.88 0.87 22544
weighted avg 0.89 0.87 0.87 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:0.2
Mask number:7
Accuracy:0.8517565649396736
Precision:0.8643430690189166
Recall:0.8645977781266168
f1 score:0.851756266254029
precision recall f1-score support
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1 0.97 0.76 0.85 12655
accuracy 0.85 22544
macro avg 0.86 0.86 0.85 22544
weighted avg 0.88 0.85 0.85 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:0.2
Mask number:5
Accuracy:0.8652413058907026
Precision:0.8743086506062504
Recall:0.8766751478751158
f1 score:0.865213465548059
precision recall f1-score support
0 0.78 0.97 0.86 9889
1 0.97 0.78 0.87 12655
accuracy 0.87 22544
macro avg 0.87 0.88 0.87 22544
weighted avg 0.89 0.87 0.87 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:0.2
Mask number:3
Accuracy:0.8591199432221434
Precision:0.8692585834206743
Recall:0.870979632114815
f1 score:0.8591052780067849
precision recall f1-score support
0 0.77 0.97 0.86 9889
1 0.97 0.77 0.86 12655
accuracy 0.86 22544
macro avg 0.87 0.87 0.86 22544
weighted avg 0.88 0.86 0.86 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:0.2
Mask number:2
Accuracy:0.8516678495386799
Precision:0.8647389205262526
Recall:0.8647066276043378
f1 score:0.851667844868933
precision recall f1-score support
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1 0.97 0.76 0.85 12655
accuracy 0.85 22544
macro avg 0.86 0.86 0.85 22544
weighted avg 0.88 0.85 0.85 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:0.2
Mask number:1
Accuracy:0.8624024130589071
Precision:0.8709111822280746
Recall:0.8735386895687929
f1 score:0.8623653390701498
precision recall f1-score support
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1 0.97 0.78 0.86 12655
accuracy 0.86 22544
macro avg 0.87 0.87 0.86 22544
weighted avg 0.88 0.86 0.86 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:0.07
Mask number:9
Accuracy:0.8671486870120653
Precision:0.875004756179228
Recall:0.8780204441565302
f1 score:0.8671001115203751
precision recall f1-score support
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1 0.97 0.79 0.87 12655
accuracy 0.87 22544
macro avg 0.88 0.88 0.87 22544
weighted avg 0.89 0.87 0.87 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:0.07
Mask number:7
Accuracy:0.8563697657913414
Precision:0.8672239553554334
Recall:0.8685189563059482
f1 score:0.8563615979657391
precision recall f1-score support
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1 0.97 0.77 0.86 12655
accuracy 0.86 22544
macro avg 0.87 0.87 0.86 22544
weighted avg 0.88 0.86 0.86 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:0.07
Mask number:5
Accuracy:0.8704755145493258
Precision:0.8780335777075039
Recall:0.8812378763420551
f1 score:0.8704215651713596
precision recall f1-score support
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1 0.97 0.79 0.87 12655
accuracy 0.87 22544
macro avg 0.88 0.88 0.87 22544
weighted avg 0.89 0.87 0.87 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:0.07
Mask number:3
Accuracy:0.8579666430092264
Precision:0.8680441343553831
Recall:0.8697866028443179
f1 score:0.8579513389404851
precision recall f1-score support
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1 0.97 0.77 0.86 12655
accuracy 0.86 22544
macro avg 0.87 0.87 0.86 22544
weighted avg 0.88 0.86 0.86 22544
--------------------------------------------------
xxxxxxxxxxxxxxxxxxxxxxx end xxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxx Start xxxxxxxxxxxxxxxxxxxxx
--------------------------------------------------
Temperature:0.07
Mask number:2
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precision recall f1-score support
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1 0.97 0.76 0.85 12655
accuracy 0.85 22544
macro avg 0.87 0.87 0.85 22544
weighted avg 0.88 0.85 0.85 22544
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--------------------------------------------------
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precision recall f1-score support
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1 0.97 0.79 0.87 12655
accuracy 0.87 22544
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weighted avg 0.89 0.87 0.87 22544
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precision recall f1-score support
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1 0.97 0.79 0.87 12655
accuracy 0.87 22544
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weighted avg 0.89 0.87 0.87 22544
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precision recall f1-score support
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1 0.97 0.77 0.86 12655
accuracy 0.86 22544
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weighted avg 0.88 0.86 0.86 22544
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precision recall f1-score support
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accuracy 0.87 22544
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weighted avg 0.89 0.87 0.87 22544
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precision recall f1-score support
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1 0.97 0.78 0.86 12655
accuracy 0.86 22544
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weighted avg 0.88 0.86 0.86 22544
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precision recall f1-score support
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accuracy 0.85 22544
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weighted avg 0.88 0.85 0.85 22544
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precision recall f1-score support
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accuracy 0.87 22544
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weighted avg 0.88 0.87 0.87 22544
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precision recall f1-score support
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accuracy 0.87 22544
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weighted avg 0.89 0.87 0.87 22544
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precision recall f1-score support
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accuracy 0.86 22544
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weighted avg 0.88 0.86 0.86 22544
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precision recall f1-score support
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accuracy 0.87 22544
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weighted avg 0.89 0.87 0.87 22544
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precision recall f1-score support
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accuracy 0.86 22544
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weighted avg 0.88 0.86 0.86 22544
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Temperature:0.05
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precision recall f1-score support
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accuracy 0.85 22544
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weighted avg 0.88 0.85 0.85 22544
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Temperature:0.05
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precision recall f1-score support
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accuracy 0.87 22544
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weighted avg 0.89 0.87 0.87 22544
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Temperature:0.04
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precision recall f1-score support
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accuracy 0.87 22544
macro avg 0.87 0.88 0.87 22544
weighted avg 0.89 0.87 0.87 22544
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Temperature:0.04
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precision recall f1-score support
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accuracy 0.86 22544
macro avg 0.87 0.88 0.86 22544
weighted avg 0.88 0.86 0.86 22544
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Temperature:0.04
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f1 score:0.8766816372547412
precision recall f1-score support
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accuracy 0.88 22544
macro avg 0.88 0.89 0.88 22544
weighted avg 0.89 0.88 0.88 22544
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Temperature:0.04
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precision recall f1-score support
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1 0.97 0.80 0.88 12655
accuracy 0.87 22544
macro avg 0.88 0.88 0.87 22544
weighted avg 0.89 0.87 0.87 22544
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Temperature:0.04
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precision recall f1-score support
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accuracy 0.85 22544
macro avg 0.86 0.86 0.85 22544
weighted avg 0.88 0.85 0.85 22544
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Temperature:0.04
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precision recall f1-score support
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1 0.97 0.79 0.87 12655
accuracy 0.87 22544
macro avg 0.88 0.88 0.87 22544
weighted avg 0.89 0.87 0.87 22544
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Temperature:0.01
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precision recall f1-score support
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accuracy 0.85 22544
macro avg 0.86 0.86 0.85 22544
weighted avg 0.88 0.85 0.85 22544
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Temperature:0.01
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precision recall f1-score support
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accuracy 0.85 22544
macro avg 0.86 0.86 0.85 22544
weighted avg 0.87 0.85 0.85 22544
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Temperature:0.01
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f1 score:0.8453234904327884
precision recall f1-score support
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1 0.97 0.75 0.84 12655
accuracy 0.85 22544
macro avg 0.86 0.86 0.85 22544
weighted avg 0.87 0.85 0.85 22544
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Temperature:0.01
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Recall:0.8651702806725574
f1 score:0.8528166968821324
precision recall f1-score support
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1 0.97 0.76 0.85 12655
accuracy 0.85 22544
macro avg 0.86 0.87 0.85 22544
weighted avg 0.88 0.85 0.85 22544
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Temperature:0.01
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Recall:0.8453925575068564
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precision recall f1-score support
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