| evaluate 0 |
| acc = 0.6806366047745358 |
| acc_and_f1_macro = 0.6333078408252777 |
| acc_and_f1_weighted = 0.6665327086776933 |
| class_f1 = [np.float64(nan), np.float64(0.5639913232104121), np.float64(0.7104622871046229), np.float64(0.07100591715976332), np.float64(0.5421903052064633), np.float64(0.5886524822695035), np.float64(0.8875), np.float64(0.83248730964467), np.float64(0.9026315789473686), np.float64(0.7608695652173912)] |
| class_p = [np.float64(nan), np.float64(0.5220883534136547), np.float64(0.6636363636363637), np.float64(1.0), np.float64(0.47335423197492166), np.float64(0.5533333333333333), np.float64(0.8875), np.float64(0.7961165048543689), np.float64(0.9245283018867925), np.float64(0.6481481481481481)] |
| class_r = [np.float64(0.0), np.float64(0.6132075471698113), np.float64(0.7643979057591623), np.float64(0.03680981595092025), np.float64(0.634453781512605), np.float64(0.6287878787878788), np.float64(0.8875), np.float64(0.8723404255319149), np.float64(0.8817480719794345), np.float64(0.9210526315789473)] |
| confusion_matrix = [[ 0 8 0 0 14 20 0 0 0 0] |
| [ 0 130 64 0 4 10 0 0 0 4] |
| [ 0 37 146 0 6 2 0 0 0 0] |
| [ 0 19 6 6 80 49 0 0 0 3] |
| [ 0 30 2 0 151 51 0 0 0 4] |
| [ 0 24 2 0 64 166 0 0 0 8] |
| [ 0 0 0 0 0 0 142 6 12 0] |
| [ 0 0 0 0 0 0 8 164 16 0] |
| [ 0 0 0 0 0 0 10 36 343 0] |
| [ 0 1 0 0 0 2 0 0 0 35]] |
| f1_macro = 0.5859790768760196 |
| f1_weighted = 0.6524288125808508 |
| evaluate 1 |
| acc = 0.7310344827586207 |
| acc_and_f1_macro = 0.697348297855418 |
| acc_and_f1_weighted = 0.7271787706287073 |
| class_f1 = [np.float64(nan), np.float64(0.7256637168141593), np.float64(0.7867036011080333), np.float64(0.4977168949771689), np.float64(0.4875346260387812), np.float64(0.6376811594202899), np.float64(0.9240506329113924), np.float64(0.8426395939086295), np.float64(0.9164490861618799), np.float64(0.8181818181818181)] |
| class_p = [np.float64(nan), np.float64(0.6833333333333333), np.float64(0.8352941176470589), np.float64(0.39636363636363636), np.float64(0.7154471544715447), np.float64(0.6111111111111112), np.float64(0.9358974358974359), np.float64(0.8058252427184466), np.float64(0.9310344827586207), np.float64(0.72)] |
| class_r = [np.float64(0.0), np.float64(0.7735849056603774), np.float64(0.743455497382199), np.float64(0.6687116564417178), np.float64(0.3697478991596639), np.float64(0.6666666666666666), np.float64(0.9125), np.float64(0.8829787234042553), np.float64(0.9023136246786633), np.float64(0.9473684210526315)] |
| confusion_matrix = [[ 0 4 0 30 0 8 0 0 0 0] |
| [ 0 164 16 2 4 26 0 0 0 0] |
| [ 0 34 142 4 7 4 0 0 0 0] |
| [ 0 9 6 109 16 21 0 0 0 2] |
| [ 0 20 4 68 88 52 0 2 0 4] |
| [ 0 8 2 62 8 176 0 0 0 8] |
| [ 0 0 0 0 0 0 146 6 8 0] |
| [ 0 0 0 0 0 0 4 166 18 0] |
| [ 0 0 0 0 0 0 6 32 351 0] |
| [ 0 1 0 0 0 1 0 0 0 36]] |
| f1_macro = 0.6636621129522153 |
| f1_weighted = 0.7233230584987939 |
| evaluate 2 |
| acc = 0.7326259946949603 |
| acc_and_f1_macro = 0.7081346759194237 |
| acc_and_f1_weighted = 0.7308115745754664 |
| class_f1 = [np.float64(0.08695652173913042), np.float64(0.6926829268292682), np.float64(0.7713498622589532), np.float64(0.4972972972972972), np.float64(0.5315315315315315), np.float64(0.6519524617996605), np.float64(0.920245398773006), np.float64(0.8571428571428571), np.float64(0.9083557951482479), np.float64(0.918918918918919)] |
| class_p = [np.float64(0.5), np.float64(0.7171717171717171), np.float64(0.813953488372093), np.float64(0.4444444444444444), np.float64(0.5728155339805825), np.float64(0.5907692307692308), np.float64(0.9036144578313253), np.float64(0.7981651376146789), np.float64(0.9546742209631728), np.float64(0.9444444444444444)] |
| class_r = [np.float64(0.047619047619047616), np.float64(0.6698113207547169), np.float64(0.7329842931937173), np.float64(0.5644171779141104), np.float64(0.4957983193277311), np.float64(0.7272727272727273), np.float64(0.9375), np.float64(0.925531914893617), np.float64(0.8663239074550129), np.float64(0.8947368421052632)] |
| confusion_matrix = [[ 2 4 0 22 0 14 0 0 0 0] |
| [ 0 142 20 4 14 32 0 0 0 0] |
| [ 0 26 140 6 11 8 0 0 0 0] |
| [ 0 6 6 92 32 27 0 0 0 0] |
| [ 2 14 4 49 118 49 0 0 0 2] |
| [ 0 6 2 34 30 192 0 0 0 0] |
| [ 0 0 0 0 0 0 150 2 8 0] |
| [ 0 0 0 0 0 0 6 174 8 0] |
| [ 0 0 0 0 0 0 10 42 337 0] |
| [ 0 0 0 0 1 3 0 0 0 34]] |
| f1_macro = 0.6836433571438871 |
| f1_weighted = 0.7289971544559726 |
| evaluate 3 |
| acc = 0.7336870026525198 |
| acc_and_f1_macro = 0.7121637477914753 |
| acc_and_f1_weighted = 0.7307644212152906 |
| class_f1 = [np.float64(0.25396825396825395), np.float64(0.7017543859649122), np.float64(0.7977207977207976), np.float64(0.4697986577181208), np.float64(0.5409090909090909), np.float64(0.6599999999999999), np.float64(0.9182389937106918), np.float64(0.7987987987987988), np.float64(0.9015795868772782), np.float64(0.8636363636363636)] |
| class_p = [np.float64(0.38095238095238093), np.float64(0.6557377049180327), np.float64(0.875), np.float64(0.5185185185185185), np.float64(0.5891089108910891), np.float64(0.5892857142857143), np.float64(0.9240506329113924), np.float64(0.9172413793103448), np.float64(0.8548387096774194), np.float64(0.76)] |
| class_r = [np.float64(0.19047619047619047), np.float64(0.7547169811320755), np.float64(0.7329842931937173), np.float64(0.4294478527607362), np.float64(0.5), np.float64(0.75), np.float64(0.9125), np.float64(0.7074468085106383), np.float64(0.9537275064267352), np.float64(1.0)] |
| confusion_matrix = [[ 8 4 0 8 4 18 0 0 0 0] |
| [ 2 160 10 0 12 28 0 0 0 0] |
| [ 0 38 140 0 5 6 0 0 0 2] |
| [ 7 10 6 70 36 34 0 0 0 0] |
| [ 2 24 2 35 119 52 0 0 0 4] |
| [ 2 8 2 22 26 198 0 0 0 6] |
| [ 0 0 0 0 0 0 146 2 12 0] |
| [ 0 0 0 0 0 0 4 133 51 0] |
| [ 0 0 0 0 0 0 8 10 371 0] |
| [ 0 0 0 0 0 0 0 0 0 38]] |
| f1_macro = 0.6906404929304307 |
| f1_weighted = 0.7278418397780613 |
| evaluate 4 |
| acc = 0.7347480106100795 |
| acc_and_f1_macro = 0.7102660878593708 |
| acc_and_f1_weighted = 0.7308570794214094 |
| class_f1 = [np.float64(0.21428571428571427), np.float64(0.6879271070615034), np.float64(0.7570332480818416), np.float64(0.44280442804428044), np.float64(0.5466377440347071), np.float64(0.6610455311973019), np.float64(0.9240506329113924), np.float64(0.8404255319148938), np.float64(0.9130434782608695), np.float64(0.8705882352941177)] |
| class_p = [np.float64(0.42857142857142855), np.float64(0.6651982378854625), np.float64(0.74), np.float64(0.5555555555555556), np.float64(0.5650224215246636), np.float64(0.5957446808510638), np.float64(0.9358974358974359), np.float64(0.8404255319148937), np.float64(0.9083969465648855), np.float64(0.7872340425531915)] |
| class_r = [np.float64(0.14285714285714285), np.float64(0.7122641509433962), np.float64(0.774869109947644), np.float64(0.36809815950920244), np.float64(0.5294117647058824), np.float64(0.7424242424242424), np.float64(0.9125), np.float64(0.8404255319148937), np.float64(0.9177377892030848), np.float64(0.9736842105263158)] |
| confusion_matrix = [[ 6 3 1 10 2 20 0 0 0 0] |
| [ 0 151 31 0 10 20 0 0 0 0] |
| [ 0 30 148 0 9 2 0 0 0 2] |
| [ 2 10 8 60 46 37 0 0 0 0] |
| [ 4 26 6 18 126 54 0 0 0 4] |
| [ 2 6 6 20 30 196 0 0 0 4] |
| [ 0 0 0 0 0 0 146 4 10 0] |
| [ 0 0 0 0 0 0 4 158 26 0] |
| [ 0 0 0 0 0 0 6 26 357 0] |
| [ 0 1 0 0 0 0 0 0 0 37]] |
| f1_macro = 0.6857841651086621 |
| f1_weighted = 0.7269661482327393 |
| evaluate 5 |
| acc = 0.7389920424403184 |
| acc_and_f1_macro = 0.7199796152721372 |
| acc_and_f1_weighted = 0.7370592832918494 |
| class_f1 = [np.float64(0.3174603174603175), np.float64(0.7111111111111111), np.float64(0.8), np.float64(0.4794520547945205), np.float64(0.5632653061224491), np.float64(0.6446886446886447), np.float64(0.9171974522292993), np.float64(0.8268156424581007), np.float64(0.9052369077306732), np.float64(0.8444444444444443)] |
| class_p = [np.float64(0.47619047619047616), np.float64(0.6722689075630253), np.float64(0.8390804597701149), np.float64(0.5426356589147286), np.float64(0.5476190476190477), np.float64(0.624113475177305), np.float64(0.935064935064935), np.float64(0.8705882352941177), np.float64(0.8789346246973365), np.float64(0.7307692307692307)] |
| class_r = [np.float64(0.23809523809523808), np.float64(0.7547169811320755), np.float64(0.7643979057591623), np.float64(0.4294478527607362), np.float64(0.5798319327731093), np.float64(0.6666666666666666), np.float64(0.9), np.float64(0.7872340425531915), np.float64(0.9331619537275064), np.float64(1.0)] |
| confusion_matrix = [[ 10 4 0 12 2 14 0 0 0 0] |
| [ 2 160 14 0 12 22 0 0 0 2] |
| [ 0 32 146 0 9 2 0 0 0 2] |
| [ 3 12 6 70 47 25 0 0 0 0] |
| [ 6 22 4 21 138 43 0 0 0 4] |
| [ 0 8 4 26 44 176 0 0 0 6] |
| [ 0 0 0 0 0 0 144 2 14 0] |
| [ 0 0 0 0 0 0 4 148 36 0] |
| [ 0 0 0 0 0 0 6 20 363 0] |
| [ 0 0 0 0 0 0 0 0 0 38]] |
| f1_macro = 0.700967188103956 |
| f1_weighted = 0.7351265241433806 |
| evaluate 6 |
| acc = 0.7405835543766578 |
| acc_and_f1_macro = 0.7229261910246172 |
| acc_and_f1_weighted = 0.7388530712580481 |
| class_f1 = [np.float64(0.35714285714285715), np.float64(0.7216035634743876), np.float64(0.7872340425531915), np.float64(0.5), np.float64(0.5347368421052632), np.float64(0.6429906542056075), np.float64(0.9240506329113924), np.float64(0.8404255319148938), np.float64(0.9130434782608695), np.float64(0.8314606741573034)] |
| class_p = [np.float64(0.7142857142857143), np.float64(0.6835443037974683), np.float64(0.8), np.float64(0.5163398692810458), np.float64(0.5358649789029536), np.float64(0.6346863468634686), np.float64(0.9358974358974359), np.float64(0.8404255319148937), np.float64(0.9083969465648855), np.float64(0.7254901960784313)] |
| class_r = [np.float64(0.23809523809523808), np.float64(0.7641509433962265), np.float64(0.774869109947644), np.float64(0.48466257668711654), np.float64(0.5336134453781513), np.float64(0.6515151515151515), np.float64(0.9125), np.float64(0.8404255319148937), np.float64(0.9177377892030848), np.float64(0.9736842105263158)] |
| confusion_matrix = [[ 10 3 1 12 0 16 0 0 0 0] |
| [ 0 162 18 0 12 18 0 0 0 2] |
| [ 0 30 148 0 9 2 0 0 0 2] |
| [ 0 11 8 79 45 20 0 0 0 0] |
| [ 4 24 4 32 127 43 0 0 0 4] |
| [ 0 6 6 30 44 172 0 0 0 6] |
| [ 0 0 0 0 0 0 146 4 10 0] |
| [ 0 0 0 0 0 0 4 158 26 0] |
| [ 0 0 0 0 0 0 6 26 357 0] |
| [ 0 1 0 0 0 0 0 0 0 37]] |
| f1_macro = 0.7052688276725765 |
| f1_weighted = 0.7371225881394384 |
| evaluate 7 |
| acc = 0.7416445623342175 |
| acc_and_f1_macro = 0.7243061135649642 |
| acc_and_f1_weighted = 0.7398550905547492 |
| class_f1 = [np.float64(0.37037037037037035), np.float64(0.7142857142857143), np.float64(0.7893333333333332), np.float64(0.5015873015873016), np.float64(0.5366876310272536), np.float64(0.6394052044609665), np.float64(0.920245398773006), np.float64(0.8493150684931507), np.float64(0.9169859514687101), np.float64(0.8314606741573034)] |
| class_p = [np.float64(0.8333333333333334), np.float64(0.6779661016949152), np.float64(0.8043478260869565), np.float64(0.5197368421052632), np.float64(0.5355648535564853), np.float64(0.6277372262773723), np.float64(0.9036144578313253), np.float64(0.8757062146892656), np.float64(0.9111675126903553), np.float64(0.7254901960784313)] |
| class_r = [np.float64(0.23809523809523808), np.float64(0.7547169811320755), np.float64(0.774869109947644), np.float64(0.48466257668711654), np.float64(0.5378151260504201), np.float64(0.6515151515151515), np.float64(0.9375), np.float64(0.824468085106383), np.float64(0.922879177377892), np.float64(0.9736842105263158)] |
| confusion_matrix = [[ 10 4 0 11 1 16 0 0 0 0] |
| [ 0 160 18 0 12 20 0 0 0 2] |
| [ 0 30 148 0 9 2 0 0 0 2] |
| [ 0 11 8 79 45 20 0 0 0 0] |
| [ 2 24 4 32 128 44 0 0 0 4] |
| [ 0 6 6 30 44 172 0 0 0 6] |
| [ 0 0 0 0 0 0 150 2 8 0] |
| [ 0 0 0 0 0 0 6 155 27 0] |
| [ 0 0 0 0 0 0 10 20 359 0] |
| [ 0 1 0 0 0 0 0 0 0 37]] |
| f1_macro = 0.706967664795711 |
| f1_weighted = 0.7380656187752809 |
| evaluate 8 |
| acc = 0.7389920424403184 |
| acc_and_f1_macro = 0.7191612753022021 |
| acc_and_f1_weighted = 0.7371708026775668 |
| class_f1 = [np.float64(0.3076923076923077), np.float64(0.7142857142857143), np.float64(0.7851458885941645), np.float64(0.48543689320388356), np.float64(0.5327868852459017), np.float64(0.6303939962476547), np.float64(0.9182389937106918), np.float64(0.8682926829268293), np.float64(0.9195710455764076), np.float64(0.8314606741573034)] |
| class_p = [np.float64(0.8), np.float64(0.6779661016949152), np.float64(0.7956989247311828), np.float64(0.5136986301369864), np.float64(0.52), np.float64(0.6245353159851301), np.float64(0.9240506329113924), np.float64(0.8018018018018018), np.float64(0.9607843137254902), np.float64(0.7254901960784313)] |
| class_r = [np.float64(0.19047619047619047), np.float64(0.7547169811320755), np.float64(0.774869109947644), np.float64(0.4601226993865031), np.float64(0.5462184873949579), np.float64(0.6363636363636364), np.float64(0.9125), np.float64(0.9468085106382979), np.float64(0.8817480719794345), np.float64(0.9736842105263158)] |
| confusion_matrix = [[ 8 4 0 11 1 18 0 0 0 0] |
| [ 0 160 20 0 12 18 0 0 0 2] |
| [ 0 30 148 0 9 2 0 0 0 2] |
| [ 0 11 8 75 50 19 0 0 0 0] |
| [ 2 24 4 30 130 44 0 0 0 4] |
| [ 0 6 6 30 48 168 0 0 0 6] |
| [ 0 0 0 0 0 0 146 6 8 0] |
| [ 0 0 0 0 0 0 4 178 6 0] |
| [ 0 0 0 0 0 0 8 38 343 0] |
| [ 0 1 0 0 0 0 0 0 0 37]] |
| f1_macro = 0.6993305081640858 |
| f1_weighted = 0.7353495629148153 |
| evaluate 9 |
| acc = 0.7469496021220159 |
| acc_and_f1_macro = 0.7279048663503407 |
| acc_and_f1_weighted = 0.7449777723566162 |
| class_f1 = [np.float64(0.3076923076923077), np.float64(0.7207207207207208), np.float64(0.7830687830687831), np.float64(0.5236593059936907), np.float64(0.5481171548117155), np.float64(0.6420664206642066), np.float64(0.9068322981366459), np.float64(0.8602150537634409), np.float64(0.9256410256410256), np.float64(0.8705882352941177)] |
| class_p = [np.float64(0.8), np.float64(0.6896551724137931), np.float64(0.7914438502673797), np.float64(0.538961038961039), np.float64(0.5458333333333333), np.float64(0.6258992805755396), np.float64(0.9012345679012346), np.float64(0.8695652173913043), np.float64(0.9232736572890026), np.float64(0.7872340425531915)] |
| class_r = [np.float64(0.19047619047619047), np.float64(0.7547169811320755), np.float64(0.774869109947644), np.float64(0.50920245398773), np.float64(0.5504201680672269), np.float64(0.6590909090909091), np.float64(0.9125), np.float64(0.851063829787234), np.float64(0.9280205655526992), np.float64(0.9736842105263158)] |
| confusion_matrix = [[ 8 3 1 11 3 16 0 0 0 0] |
| [ 0 160 18 2 10 22 0 0 0 0] |
| [ 0 30 148 0 9 2 0 0 0 2] |
| [ 0 11 8 83 41 20 0 0 0 0] |
| [ 2 21 6 30 131 44 0 0 0 4] |
| [ 0 6 6 28 46 174 0 0 0 4] |
| [ 0 0 0 0 0 0 146 6 8 0] |
| [ 0 0 0 0 0 0 6 160 22 0] |
| [ 0 0 0 0 0 0 10 18 361 0] |
| [ 0 1 0 0 0 0 0 0 0 37]] |
| f1_macro = 0.7088601305786655 |
| f1_weighted = 0.7430059425912167 |
| evaluate 10 |
| acc = 0.7442970822281167 |
| acc_and_f1_macro = 0.7248709434383627 |
| acc_and_f1_weighted = 0.742373022464857 |
| class_f1 = [np.float64(0.3076923076923077), np.float64(0.7174887892376682), np.float64(0.7789473684210527), np.float64(0.5142857142857143), np.float64(0.5416666666666666), np.float64(0.6268656716417911), np.float64(0.9182389937106918), np.float64(0.8717948717948718), np.float64(0.926892950391645), np.float64(0.8505747126436782)] |
| class_p = [np.float64(0.8), np.float64(0.6837606837606838), np.float64(0.783068783068783), np.float64(0.5328947368421053), np.float64(0.5371900826446281), np.float64(0.6176470588235294), np.float64(0.9240506329113924), np.float64(0.8415841584158416), np.float64(0.9416445623342176), np.float64(0.7551020408163265)] |
| class_r = [np.float64(0.19047619047619047), np.float64(0.7547169811320755), np.float64(0.774869109947644), np.float64(0.49693251533742333), np.float64(0.5462184873949579), np.float64(0.6363636363636364), np.float64(0.9125), np.float64(0.9042553191489362), np.float64(0.9125964010282777), np.float64(0.9736842105263158)] |
| confusion_matrix = [[ 8 3 1 11 1 18 0 0 0 0] |
| [ 0 160 20 0 12 20 0 0 0 0] |
| [ 0 31 148 0 8 2 0 0 0 2] |
| [ 0 11 8 81 43 20 0 0 0 0] |
| [ 2 22 6 30 130 44 0 0 0 4] |
| [ 0 6 6 30 48 168 0 0 0 6] |
| [ 0 0 0 0 0 0 146 6 8 0] |
| [ 0 0 0 0 0 0 4 170 14 0] |
| [ 0 0 0 0 0 0 8 26 355 0] |
| [ 0 1 0 0 0 0 0 0 0 37]] |
| f1_macro = 0.7054448046486087 |
| f1_weighted = 0.7404489627015973 |
| evaluate 11 |
| acc = 0.7395225464190981 |
| acc_and_f1_macro = 0.7198168000805315 |
| acc_and_f1_weighted = 0.737551448876673 |
| class_f1 = [np.float64(0.3076923076923077), np.float64(0.7117117117117115), np.float64(0.7830687830687831), np.float64(0.5123456790123456), np.float64(0.5285412262156448), np.float64(0.6268656716417911), np.float64(0.9240506329113924), np.float64(0.8540540540540541), np.float64(0.9213197969543147), np.float64(0.8314606741573034)] |
| class_p = [np.float64(0.8), np.float64(0.6810344827586207), np.float64(0.7914438502673797), np.float64(0.515527950310559), np.float64(0.5319148936170213), np.float64(0.6176470588235294), np.float64(0.9358974358974359), np.float64(0.8681318681318682), np.float64(0.9097744360902256), np.float64(0.7254901960784313)] |
| class_r = [np.float64(0.19047619047619047), np.float64(0.7452830188679245), np.float64(0.774869109947644), np.float64(0.50920245398773), np.float64(0.5252100840336135), np.float64(0.6363636363636364), np.float64(0.9125), np.float64(0.8404255319148937), np.float64(0.9331619537275064), np.float64(0.9736842105263158)] |
| confusion_matrix = [[ 8 3 1 11 1 18 0 0 0 0] |
| [ 0 158 18 2 12 20 0 0 0 2] |
| [ 0 31 148 0 8 2 0 0 0 2] |
| [ 0 11 8 83 41 20 0 0 0 0] |
| [ 2 22 6 35 125 44 0 0 0 4] |
| [ 0 6 6 30 48 168 0 0 0 6] |
| [ 0 0 0 0 0 0 146 4 10 0] |
| [ 0 0 0 0 0 0 4 158 26 0] |
| [ 0 0 0 0 0 0 6 20 363 0] |
| [ 0 1 0 0 0 0 0 0 0 37]] |
| f1_macro = 0.7001110537419649 |
| f1_weighted = 0.7355803513342478 |
| evaluate 12 |
| acc = 0.7416445623342175 |
| acc_and_f1_macro = 0.7216230940717716 |
| acc_and_f1_weighted = 0.739763631216562 |
| class_f1 = [np.float64(0.3076923076923077), np.float64(0.7117117117117115), np.float64(0.7830687830687831), np.float64(0.50920245398773), np.float64(0.5307855626326965), np.float64(0.6268656716417911), np.float64(0.9240506329113924), np.float64(0.8631578947368421), np.float64(0.9280205655526992), np.float64(0.8314606741573034)] |
| class_p = [np.float64(0.8), np.float64(0.6810344827586207), np.float64(0.7914438502673797), np.float64(0.50920245398773), np.float64(0.5364806866952789), np.float64(0.6176470588235294), np.float64(0.9358974358974359), np.float64(0.8541666666666666), np.float64(0.9280205655526992), np.float64(0.7254901960784313)] |
| class_r = [np.float64(0.19047619047619047), np.float64(0.7452830188679245), np.float64(0.774869109947644), np.float64(0.50920245398773), np.float64(0.5252100840336135), np.float64(0.6363636363636364), np.float64(0.9125), np.float64(0.8723404255319149), np.float64(0.9280205655526992), np.float64(0.9736842105263158)] |
| confusion_matrix = [[ 8 3 1 11 1 18 0 0 0 0] |
| [ 0 158 18 2 12 20 0 0 0 2] |
| [ 0 31 148 0 8 2 0 0 0 2] |
| [ 0 11 8 83 41 20 0 0 0 0] |
| [ 2 22 6 35 125 44 0 0 0 4] |
| [ 0 6 6 32 46 168 0 0 0 6] |
| [ 0 0 0 0 0 0 146 6 8 0] |
| [ 0 0 0 0 0 0 4 164 20 0] |
| [ 0 0 0 0 0 0 6 22 361 0] |
| [ 0 1 0 0 0 0 0 0 0 37]] |
| f1_macro = 0.7016016258093256 |
| f1_weighted = 0.7378827000989064 |
| evaluate 13 |
| acc = 0.736870026525199 |
| acc_and_f1_macro = 0.7170271441233107 |
| acc_and_f1_weighted = 0.7346839338236678 |
| class_f1 = [np.float64(0.3076923076923077), np.float64(0.7174887892376682), np.float64(0.7830687830687831), np.float64(0.49535603715170273), np.float64(0.5341880341880341), np.float64(0.6222222222222223), np.float64(0.9192546583850932), np.float64(0.8444444444444444), np.float64(0.9166666666666666), np.float64(0.8314606741573034)] |
| class_p = [np.float64(0.8), np.float64(0.6837606837606838), np.float64(0.7914438502673797), np.float64(0.5), np.float64(0.5434782608695652), np.float64(0.6086956521739131), np.float64(0.9135802469135802), np.float64(0.8837209302325582), np.float64(0.9007444168734491), np.float64(0.7254901960784313)] |
| class_r = [np.float64(0.19047619047619047), np.float64(0.7547169811320755), np.float64(0.774869109947644), np.float64(0.49079754601226994), np.float64(0.5252100840336135), np.float64(0.6363636363636364), np.float64(0.925), np.float64(0.8085106382978723), np.float64(0.9331619537275064), np.float64(0.9736842105263158)] |
| confusion_matrix = [[ 8 3 1 11 1 18 0 0 0 0] |
| [ 0 160 18 2 10 20 0 0 0 2] |
| [ 0 31 148 0 8 2 0 0 0 2] |
| [ 0 11 8 80 40 24 0 0 0 0] |
| [ 2 22 6 35 125 44 0 0 0 4] |
| [ 0 6 6 32 46 168 0 0 0 6] |
| [ 0 0 0 0 0 0 148 2 10 0] |
| [ 0 0 0 0 0 0 6 152 30 0] |
| [ 0 0 0 0 0 0 8 18 363 0] |
| [ 0 1 0 0 0 0 0 0 0 37]] |
| f1_macro = 0.6971842617214226 |
| f1_weighted = 0.7324978411221367 |
| evaluate 14 |
| acc = 0.743236074270557 |
| acc_and_f1_macro = 0.7227979699249428 |
| acc_and_f1_weighted = 0.7413519729893219 |
| class_f1 = [np.float64(0.3076923076923077), np.float64(0.7117117117117115), np.float64(0.7830687830687831), np.float64(0.49535603715170273), np.float64(0.5296610169491526), np.float64(0.6245353159851301), np.float64(0.9240506329113924), np.float64(0.8808290155440415), np.float64(0.9352331606217616), np.float64(0.8314606741573034)] |
| class_p = [np.float64(0.8), np.float64(0.6810344827586207), np.float64(0.7914438502673797), np.float64(0.5), np.float64(0.5341880341880342), np.float64(0.6131386861313869), np.float64(0.9358974358974359), np.float64(0.8585858585858586), np.float64(0.9425587467362925), np.float64(0.7254901960784313)] |
| class_r = [np.float64(0.19047619047619047), np.float64(0.7452830188679245), np.float64(0.774869109947644), np.float64(0.49079754601226994), np.float64(0.5252100840336135), np.float64(0.6363636363636364), np.float64(0.9125), np.float64(0.9042553191489362), np.float64(0.9280205655526992), np.float64(0.9736842105263158)] |
| confusion_matrix = [[ 8 3 1 11 1 18 0 0 0 0] |
| [ 0 158 18 2 12 20 0 0 0 2] |
| [ 0 31 148 0 8 2 0 0 0 2] |
| [ 0 11 8 80 42 22 0 0 0 0] |
| [ 2 22 6 35 125 44 0 0 0 4] |
| [ 0 6 6 32 46 168 0 0 0 6] |
| [ 0 0 0 0 0 0 146 6 8 0] |
| [ 0 0 0 0 0 0 4 170 14 0] |
| [ 0 0 0 0 0 0 6 22 361 0] |
| [ 0 1 0 0 0 0 0 0 0 37]] |
| f1_macro = 0.7023598655793286 |
| f1_weighted = 0.7394678717080866 |
| evaluate 15 |
| acc = 0.7421750663129973 |
| acc_and_f1_macro = 0.7219960586587495 |
| acc_and_f1_weighted = 0.7403449399172917 |
| class_f1 = [np.float64(0.3076923076923077), np.float64(0.7085201793721974), np.float64(0.7872340425531915), np.float64(0.4984423676012461), np.float64(0.5263157894736843), np.float64(0.6256983240223464), np.float64(0.9240506329113924), np.float64(0.8762886597938143), np.float64(0.9324675324675324), np.float64(0.8314606741573034)] |
| class_p = [np.float64(0.8), np.float64(0.6752136752136753), np.float64(0.8), np.float64(0.5063291139240507), np.float64(0.5274261603375527), np.float64(0.6153846153846154), np.float64(0.9358974358974359), np.float64(0.85), np.float64(0.9422572178477691), np.float64(0.7254901960784313)] |
| class_r = [np.float64(0.19047619047619047), np.float64(0.7452830188679245), np.float64(0.774869109947644), np.float64(0.49079754601226994), np.float64(0.5252100840336135), np.float64(0.6363636363636364), np.float64(0.9125), np.float64(0.9042553191489362), np.float64(0.922879177377892), np.float64(0.9736842105263158)] |
| confusion_matrix = [[ 8 3 1 11 1 18 0 0 0 0] |
| [ 0 158 18 2 12 20 0 0 0 2] |
| [ 0 31 148 0 8 2 0 0 0 2] |
| [ 0 11 8 80 43 21 0 0 0 0] |
| [ 2 24 4 35 125 44 0 0 0 4] |
| [ 0 6 6 30 48 168 0 0 0 6] |
| [ 0 0 0 0 0 0 146 6 8 0] |
| [ 0 0 0 0 0 0 4 170 14 0] |
| [ 0 0 0 0 0 0 6 24 359 0] |
| [ 0 1 0 0 0 0 0 0 0 37]] |
| f1_macro = 0.7018170510045015 |
| f1_weighted = 0.7385148135215859 |
| evaluate 16 |
| acc = 0.7421750663129973 |
| acc_and_f1_macro = 0.7217316250350408 |
| acc_and_f1_weighted = 0.74027882239806 |
| class_f1 = [np.float64(0.3076923076923077), np.float64(0.7117117117117115), np.float64(0.7830687830687831), np.float64(0.4890282131661442), np.float64(0.5241090146750523), np.float64(0.6256983240223464), np.float64(0.9240506329113924), np.float64(0.8808290155440415), np.float64(0.9352331606217616), np.float64(0.8314606741573034)] |
| class_p = [np.float64(0.8), np.float64(0.6810344827586207), np.float64(0.7914438502673797), np.float64(0.5), np.float64(0.5230125523012552), np.float64(0.6153846153846154), np.float64(0.9358974358974359), np.float64(0.8585858585858586), np.float64(0.9425587467362925), np.float64(0.7254901960784313)] |
| class_r = [np.float64(0.19047619047619047), np.float64(0.7452830188679245), np.float64(0.774869109947644), np.float64(0.4785276073619632), np.float64(0.5252100840336135), np.float64(0.6363636363636364), np.float64(0.9125), np.float64(0.9042553191489362), np.float64(0.9280205655526992), np.float64(0.9736842105263158)] |
| confusion_matrix = [[ 8 3 1 11 1 18 0 0 0 0] |
| [ 0 158 18 2 12 20 0 0 0 2] |
| [ 0 31 148 0 8 2 0 0 0 2] |
| [ 0 11 8 78 45 21 0 0 0 0] |
| [ 2 22 6 35 125 44 0 0 0 4] |
| [ 0 6 6 30 48 168 0 0 0 6] |
| [ 0 0 0 0 0 0 146 6 8 0] |
| [ 0 0 0 0 0 0 4 170 14 0] |
| [ 0 0 0 0 0 0 6 22 361 0] |
| [ 0 1 0 0 0 0 0 0 0 37]] |
| f1_macro = 0.7012881837570843 |
| f1_weighted = 0.7383825784831226 |
| evaluate 17 |
| acc = 0.7358090185676393 |
| acc_and_f1_macro = 0.7159648280369703 |
| acc_and_f1_weighted = 0.7338408606007674 |
| class_f1 = [np.float64(0.3076923076923077), np.float64(0.7058823529411764), np.float64(0.7789473684210527), np.float64(0.4890282131661442), np.float64(0.5241090146750523), np.float64(0.6256983240223464), np.float64(0.9240506329113924), np.float64(0.8510638297872339), np.float64(0.9232736572890027), np.float64(0.8314606741573034)] |
| class_p = [np.float64(0.8), np.float64(0.6782608695652174), np.float64(0.783068783068783), np.float64(0.5), np.float64(0.5230125523012552), np.float64(0.6153846153846154), np.float64(0.9358974358974359), np.float64(0.851063829787234), np.float64(0.9185750636132316), np.float64(0.7254901960784313)] |
| class_r = [np.float64(0.19047619047619047), np.float64(0.7358490566037735), np.float64(0.774869109947644), np.float64(0.4785276073619632), np.float64(0.5252100840336135), np.float64(0.6363636363636364), np.float64(0.9125), np.float64(0.851063829787234), np.float64(0.9280205655526992), np.float64(0.9736842105263158)] |
| confusion_matrix = [[ 8 3 1 11 1 18 0 0 0 0] |
| [ 0 156 20 2 12 20 0 0 0 2] |
| [ 0 31 148 0 8 2 0 0 0 2] |
| [ 0 11 8 78 45 21 0 0 0 0] |
| [ 2 22 6 35 125 44 0 0 0 4] |
| [ 0 6 6 30 48 168 0 0 0 6] |
| [ 0 0 0 0 0 0 146 6 8 0] |
| [ 0 0 0 0 0 0 4 160 24 0] |
| [ 0 0 0 0 0 0 6 22 361 0] |
| [ 0 1 0 0 0 0 0 0 0 37]] |
| f1_macro = 0.6961206375063013 |
| f1_weighted = 0.7318727026338955 |
| evaluate 18 |
| acc = 0.7379310344827587 |
| acc_and_f1_macro = 0.717841202432659 |
| acc_and_f1_weighted = 0.7359524731168883 |
| class_f1 = [np.float64(0.3076923076923077), np.float64(0.7117117117117115), np.float64(0.7830687830687831), np.float64(0.4840764331210191), np.float64(0.5269709543568464), np.float64(0.6256983240223464), np.float64(0.9240506329113924), np.float64(0.8571428571428572), np.float64(0.9256410256410256), np.float64(0.8314606741573034)] |
| class_p = [np.float64(0.8), np.float64(0.6810344827586207), np.float64(0.7914438502673797), np.float64(0.5033112582781457), np.float64(0.5204918032786885), np.float64(0.6153846153846154), np.float64(0.9358974358974359), np.float64(0.8526315789473684), np.float64(0.9232736572890026), np.float64(0.7254901960784313)] |
| class_r = [np.float64(0.19047619047619047), np.float64(0.7452830188679245), np.float64(0.774869109947644), np.float64(0.4662576687116564), np.float64(0.5336134453781513), np.float64(0.6363636363636364), np.float64(0.9125), np.float64(0.8617021276595744), np.float64(0.9280205655526992), np.float64(0.9736842105263158)] |
| confusion_matrix = [[ 8 3 1 10 2 18 0 0 0 0] |
| [ 0 158 18 2 12 20 0 0 0 2] |
| [ 0 31 148 0 8 2 0 0 0 2] |
| [ 0 11 8 76 47 21 0 0 0 0] |
| [ 2 22 6 33 127 44 0 0 0 4] |
| [ 0 6 6 30 48 168 0 0 0 6] |
| [ 0 0 0 0 0 0 146 6 8 0] |
| [ 0 0 0 0 0 0 4 162 22 0] |
| [ 0 0 0 0 0 0 6 22 361 0] |
| [ 0 1 0 0 0 0 0 0 0 37]] |
| f1_macro = 0.6977513703825593 |
| f1_weighted = 0.733973911751018 |
| evaluate 19 |
| acc = 0.7379310344827587 |
| acc_and_f1_macro = 0.717841202432659 |
| acc_and_f1_weighted = 0.7359524731168883 |
| class_f1 = [np.float64(0.3076923076923077), np.float64(0.7117117117117115), np.float64(0.7830687830687831), np.float64(0.4840764331210191), np.float64(0.5269709543568464), np.float64(0.6256983240223464), np.float64(0.9240506329113924), np.float64(0.8571428571428572), np.float64(0.9256410256410256), np.float64(0.8314606741573034)] |
| class_p = [np.float64(0.8), np.float64(0.6810344827586207), np.float64(0.7914438502673797), np.float64(0.5033112582781457), np.float64(0.5204918032786885), np.float64(0.6153846153846154), np.float64(0.9358974358974359), np.float64(0.8526315789473684), np.float64(0.9232736572890026), np.float64(0.7254901960784313)] |
| class_r = [np.float64(0.19047619047619047), np.float64(0.7452830188679245), np.float64(0.774869109947644), np.float64(0.4662576687116564), np.float64(0.5336134453781513), np.float64(0.6363636363636364), np.float64(0.9125), np.float64(0.8617021276595744), np.float64(0.9280205655526992), np.float64(0.9736842105263158)] |
| confusion_matrix = [[ 8 3 1 10 2 18 0 0 0 0] |
| [ 0 158 18 2 12 20 0 0 0 2] |
| [ 0 31 148 0 8 2 0 0 0 2] |
| [ 0 11 8 76 47 21 0 0 0 0] |
| [ 2 22 6 33 127 44 0 0 0 4] |
| [ 0 6 6 30 48 168 0 0 0 6] |
| [ 0 0 0 0 0 0 146 6 8 0] |
| [ 0 0 0 0 0 0 4 162 22 0] |
| [ 0 0 0 0 0 0 6 22 361 0] |
| [ 0 1 0 0 0 0 0 0 0 37]] |
| f1_macro = 0.6977513703825593 |
| f1_weighted = 0.733973911751018 |
|
|
