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Added models, outputs, data and tensorflow runs

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charlie-rasberry
2026-04-13 01:47:24 +01:00
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notebooks/per_class_analysis.csv Normal file
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model,task,class,precision,recall,f1,support
mtl_original,bug_report,No,0.9319727891156461,0.8954248366013071,0.9133333333333331,612.0
mtl_original,bug_report,Yes,0.6049382716049381,0.710144927536231,0.6533333333333331,138.0
mtl_original,feature_request,No,0.932148626817447,0.9115323854660341,0.9217252396166131,633.0
mtl_original,feature_request,Yes,0.572519083969465,0.6410256410256411,0.604838709677419,117.0
mtl_original,aspect,App,0.7875000000000001,0.84,0.812903225806451,225.0
mtl_original,aspect,Driver,0.786259541984732,0.78030303030303,0.783269961977186,132.0
mtl_original,aspect,General,0.8037383177570091,0.6880000000000001,0.7413793103448271,125.0
mtl_original,aspect,Payment,0.617647058823529,0.636363636363636,0.6268656716417911,33.0
mtl_original,aspect,Pricing,0.698630136986301,0.75,0.7234042553191491,68.0
mtl_original,aspect,Service,0.618181818181818,0.610778443113772,0.6144578313253011,167.0
mtl_original,aspect_sentiment,Positive,0.9387755102040811,0.9533678756476681,0.9460154241645241,386.0
mtl_original,aspect_sentiment,Neutral,0.45161290322580605,0.35897435897435903,0.4,39.0
mtl_original,aspect_sentiment,Negative,0.9235474006116201,0.9292307692307691,0.926380368098159,325.0
mtl_boosted,bug_report,No,0.943514644351464,0.9222903885480571,0.9327817993795241,489.0
mtl_boosted,bug_report,Yes,0.8597785977859771,0.8961538461538461,0.87758945386064,260.0
mtl_boosted,feature_request,No,0.9633431085043981,0.9690265486725661,0.9661764705882351,678.0
mtl_boosted,feature_request,Yes,0.686567164179104,0.647887323943662,0.6666666666666661,71.0
mtl_boosted,aspect,App,0.9329896907216491,0.8418604651162791,0.8850855745721271,215.0
mtl_boosted,aspect,Driver,0.8395721925133691,0.892045454545454,0.865013774104683,176.0
mtl_boosted,aspect,General,0.829268292682926,0.772727272727272,0.8,88.0
mtl_boosted,aspect,Payment,0.711111111111111,0.842105263157894,0.7710843373493971,76.0
mtl_boosted,aspect,Pricing,0.826086956521739,0.8028169014084501,0.8142857142857141,71.0
mtl_boosted,aspect,Service,0.6692913385826771,0.691056910569105,0.68,123.0
mtl_boosted,aspect_sentiment,Positive,0.8,0.8823529411764701,0.8391608391608391,136.0
mtl_boosted,aspect_sentiment,Neutral,0.0,0.0,0.0,6.0
mtl_boosted,aspect_sentiment,Negative,0.968280467445742,0.9555189456342661,0.961857379767827,607.0
stl_aspect,aspect,App,0.797356828193832,0.8044444444444441,0.8008849557522121,225.0
stl_aspect,aspect,Driver,0.717241379310344,0.7878787878787871,0.7509025270758121,132.0
stl_aspect,aspect,General,0.7619047619047611,0.64,0.695652173913043,125.0
stl_aspect,aspect,Payment,0.625,0.6060606060606061,0.6153846153846151,33.0
stl_aspect,aspect,Pricing,0.561403508771929,0.9411764705882351,0.703296703296703,68.0
stl_aspect,aspect,Service,0.6929133858267711,0.5269461077844311,0.598639455782312,167.0
stl_aspect_sentiment,aspect_sentiment,Positive,0.96,0.9326424870466321,0.9461235216819971,386.0
stl_aspect_sentiment,aspect_sentiment,Neutral,0.5,0.461538461538461,0.48,39.0
stl_aspect_sentiment,aspect_sentiment,Negative,0.911504424778761,0.95076923076923,0.9307228915662651,325.0
stl_bug_report,bug_report,No,0.9421052631578941,0.8774509803921561,0.9086294416243651,612.0
stl_bug_report,bug_report,Yes,0.583333333333333,0.760869565217391,0.660377358490566,138.0
stl_feature_request,feature_request,No,0.92063492063492,0.916271721958925,0.9184481393507521,633.0
stl_feature_request,feature_request,Yes,0.558333333333333,0.5726495726495721,0.5654008438818561,117.0
1 model task class precision recall f1 support
2 mtl_original bug_report No 0.9319727891156461 0.8954248366013071 0.9133333333333331 612.0
3 mtl_original bug_report Yes 0.6049382716049381 0.710144927536231 0.6533333333333331 138.0
4 mtl_original feature_request No 0.932148626817447 0.9115323854660341 0.9217252396166131 633.0
5 mtl_original feature_request Yes 0.572519083969465 0.6410256410256411 0.604838709677419 117.0
6 mtl_original aspect App 0.7875000000000001 0.84 0.812903225806451 225.0
7 mtl_original aspect Driver 0.786259541984732 0.78030303030303 0.783269961977186 132.0
8 mtl_original aspect General 0.8037383177570091 0.6880000000000001 0.7413793103448271 125.0
9 mtl_original aspect Payment 0.617647058823529 0.636363636363636 0.6268656716417911 33.0
10 mtl_original aspect Pricing 0.698630136986301 0.75 0.7234042553191491 68.0
11 mtl_original aspect Service 0.618181818181818 0.610778443113772 0.6144578313253011 167.0
12 mtl_original aspect_sentiment Positive 0.9387755102040811 0.9533678756476681 0.9460154241645241 386.0
13 mtl_original aspect_sentiment Neutral 0.45161290322580605 0.35897435897435903 0.4 39.0
14 mtl_original aspect_sentiment Negative 0.9235474006116201 0.9292307692307691 0.926380368098159 325.0
15 mtl_boosted bug_report No 0.943514644351464 0.9222903885480571 0.9327817993795241 489.0
16 mtl_boosted bug_report Yes 0.8597785977859771 0.8961538461538461 0.87758945386064 260.0
17 mtl_boosted feature_request No 0.9633431085043981 0.9690265486725661 0.9661764705882351 678.0
18 mtl_boosted feature_request Yes 0.686567164179104 0.647887323943662 0.6666666666666661 71.0
19 mtl_boosted aspect App 0.9329896907216491 0.8418604651162791 0.8850855745721271 215.0
20 mtl_boosted aspect Driver 0.8395721925133691 0.892045454545454 0.865013774104683 176.0
21 mtl_boosted aspect General 0.829268292682926 0.772727272727272 0.8 88.0
22 mtl_boosted aspect Payment 0.711111111111111 0.842105263157894 0.7710843373493971 76.0
23 mtl_boosted aspect Pricing 0.826086956521739 0.8028169014084501 0.8142857142857141 71.0
24 mtl_boosted aspect Service 0.6692913385826771 0.691056910569105 0.68 123.0
25 mtl_boosted aspect_sentiment Positive 0.8 0.8823529411764701 0.8391608391608391 136.0
26 mtl_boosted aspect_sentiment Neutral 0.0 0.0 0.0 6.0
27 mtl_boosted aspect_sentiment Negative 0.968280467445742 0.9555189456342661 0.961857379767827 607.0
28 stl_aspect aspect App 0.797356828193832 0.8044444444444441 0.8008849557522121 225.0
29 stl_aspect aspect Driver 0.717241379310344 0.7878787878787871 0.7509025270758121 132.0
30 stl_aspect aspect General 0.7619047619047611 0.64 0.695652173913043 125.0
31 stl_aspect aspect Payment 0.625 0.6060606060606061 0.6153846153846151 33.0
32 stl_aspect aspect Pricing 0.561403508771929 0.9411764705882351 0.703296703296703 68.0
33 stl_aspect aspect Service 0.6929133858267711 0.5269461077844311 0.598639455782312 167.0
34 stl_aspect_sentiment aspect_sentiment Positive 0.96 0.9326424870466321 0.9461235216819971 386.0
35 stl_aspect_sentiment aspect_sentiment Neutral 0.5 0.461538461538461 0.48 39.0
36 stl_aspect_sentiment aspect_sentiment Negative 0.911504424778761 0.95076923076923 0.9307228915662651 325.0
37 stl_bug_report bug_report No 0.9421052631578941 0.8774509803921561 0.9086294416243651 612.0
38 stl_bug_report bug_report Yes 0.583333333333333 0.760869565217391 0.660377358490566 138.0
39 stl_feature_request feature_request No 0.92063492063492 0.916271721958925 0.9184481393507521 633.0
40 stl_feature_request feature_request Yes 0.558333333333333 0.5726495726495721 0.5654008438818561 117.0