| evaluate 0 |
| acc = 0.6875331564986737 |
| acc_and_f1_macro = 0.6383337888957222 |
| acc_and_f1_weighted = 0.6730215562756439 |
| class_f1 = [np.float64(nan), np.float64(0.5664488017429193), np.float64(0.7132530120481927), np.float64(0.07100591715976332), np.float64(0.551094890510949), np.float64(0.6151142355008787), np.float64(0.8875), np.float64(0.8367346938775511), np.float64(0.905511811023622), np.float64(0.7446808510638298)] |
| class_p = [np.float64(nan), np.float64(0.5263157894736842), np.float64(0.6607142857142857), np.float64(1.0), np.float64(0.4870967741935484), np.float64(0.5737704918032787), np.float64(0.8875), np.float64(0.803921568627451), np.float64(0.9249329758713136), np.float64(0.625)] |
| class_r = [np.float64(0.0), np.float64(0.6132075471698113), np.float64(0.774869109947644), np.float64(0.03680981595092025), np.float64(0.634453781512605), np.float64(0.6628787878787878), np.float64(0.8875), np.float64(0.8723404255319149), np.float64(0.8868894601542416), np.float64(0.9210526315789473)] |
| confusion_matrix = [[ 0 8 0 0 14 20 0 0 0 0] |
| [ 0 130 66 0 4 8 0 0 0 4] |
| [ 0 35 148 0 6 2 0 0 0 0] |
| [ 0 19 6 6 79 49 0 0 0 4] |
| [ 0 30 2 0 151 49 0 0 0 6] |
| [ 0 24 2 0 56 175 0 0 0 7] |
| [ 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 34 345 0] |
| [ 0 1 0 0 0 2 0 0 0 35]] |
| f1_macro = 0.5891344212927707 |
| f1_weighted = 0.6585099560526139 |
| evaluate 1 |
| acc = 0.7283819628647215 |
| acc_and_f1_macro = 0.6955297991154487 |
| acc_and_f1_weighted = 0.724209590530397 |
| class_f1 = [np.float64(nan), np.float64(0.7328918322295807), np.float64(0.7867036011080333), np.float64(0.49082568807339444), np.float64(0.4705882352941177), np.float64(0.6236559139784946), np.float64(0.9316770186335404), np.float64(0.8453608247422681), np.float64(0.9136125654450262), np.float64(0.8314606741573034)] |
| class_p = [np.float64(nan), np.float64(0.6887966804979253), np.float64(0.8352941176470589), np.float64(0.39194139194139194), np.float64(0.7058823529411765), np.float64(0.5918367346938775), np.float64(0.9259259259259259), np.float64(0.82), np.float64(0.9306666666666666), np.float64(0.7254901960784313)] |
| class_r = [np.float64(0.0), np.float64(0.7830188679245284), np.float64(0.743455497382199), np.float64(0.656441717791411), np.float64(0.35294117647058826), np.float64(0.6590909090909091), np.float64(0.9375), np.float64(0.8723404255319149), np.float64(0.897172236503856), np.float64(0.9736842105263158)] |
| confusion_matrix = [[ 0 4 0 28 0 10 0 0 0 0] |
| [ 0 166 16 0 4 26 0 0 0 0] |
| [ 0 34 142 4 7 4 0 0 0 0] |
| [ 0 9 6 107 16 23 0 0 0 2] |
| [ 0 20 4 70 84 56 0 0 0 4] |
| [ 0 8 2 64 8 174 0 0 0 8] |
| [ 0 0 0 0 0 0 150 2 8 0] |
| [ 0 0 0 0 0 0 6 164 18 0] |
| [ 0 0 0 0 0 0 6 34 349 0] |
| [ 0 0 0 0 0 1 0 0 0 37]] |
| f1_macro = 0.6626776353661759 |
| f1_weighted = 0.7200372181960726 |
| evaluate 2 |
| acc = 0.7342175066312997 |
| acc_and_f1_macro = 0.7111411661238423 |
| acc_and_f1_weighted = 0.7320419634758704 |
| class_f1 = [np.float64(0.17391304347826084), np.float64(0.6826923076923077), np.float64(0.7745358090185676), np.float64(0.5000000000000001), np.float64(0.5230024213075061), np.float64(0.6505190311418685), np.float64(0.925925925925926), np.float64(0.8592592592592592), np.float64(0.9127516778523489), np.float64(0.8780487804878049)] |
| class_p = [np.float64(1.0), np.float64(0.696078431372549), np.float64(0.7849462365591398), np.float64(0.4343891402714932), np.float64(0.6171428571428571), np.float64(0.5987261146496815), np.float64(0.9146341463414634), np.float64(0.8018433179723502), np.float64(0.9550561797752809), np.float64(0.8181818181818182)] |
| class_r = [np.float64(0.09523809523809523), np.float64(0.6698113207547169), np.float64(0.7643979057591623), np.float64(0.588957055214724), np.float64(0.453781512605042), np.float64(0.7121212121212122), np.float64(0.9375), np.float64(0.925531914893617), np.float64(0.8740359897172236), np.float64(0.9473684210526315)] |
| confusion_matrix = [[ 4 4 0 22 0 12 0 0 0 0] |
| [ 0 142 28 4 8 30 0 0 0 0] |
| [ 0 24 146 8 7 4 0 0 0 2] |
| [ 0 6 6 96 28 27 0 0 0 0] |
| [ 0 20 4 53 108 51 0 0 0 2] |
| [ 0 8 2 38 24 188 0 0 0 4] |
| [ 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 8 41 340 0] |
| [ 0 0 0 0 0 2 0 0 0 36]] |
| f1_macro = 0.6880648256163849 |
| f1_weighted = 0.7298664203204411 |
| evaluate 3 |
| acc = 0.729973474801061 |
| acc_and_f1_macro = 0.7098114861443297 |
| acc_and_f1_weighted = 0.7276156001573959 |
| class_f1 = [np.float64(0.2909090909090909), np.float64(0.6960556844547564), np.float64(0.7837837837837838), np.float64(0.4931506849315069), np.float64(0.5477178423236515), np.float64(0.627177700348432), np.float64(0.9240506329113924), np.float64(0.8068181818181819), np.float64(0.9007444168734492), np.float64(0.8260869565217391)] |
| class_p = [np.float64(0.6153846153846154), np.float64(0.684931506849315), np.float64(0.8100558659217877), np.float64(0.5581395348837209), np.float64(0.5409836065573771), np.float64(0.5806451612903226), np.float64(0.9358974358974359), np.float64(0.8658536585365854), np.float64(0.8705035971223022), np.float64(0.7037037037037037)] |
| class_r = [np.float64(0.19047619047619047), np.float64(0.7075471698113207), np.float64(0.7591623036649214), np.float64(0.44171779141104295), np.float64(0.5546218487394958), np.float64(0.6818181818181818), np.float64(0.9125), np.float64(0.7553191489361702), np.float64(0.9331619537275064), np.float64(1.0)] |
| confusion_matrix = [[ 8 4 0 10 2 18 0 0 0 0] |
| [ 2 150 18 0 14 26 0 0 0 2] |
| [ 0 28 145 0 12 4 0 0 0 2] |
| [ 1 10 6 72 42 32 0 0 0 0] |
| [ 2 23 4 23 132 50 0 0 0 4] |
| [ 0 4 6 24 42 180 0 0 0 8] |
| [ 0 0 0 0 0 0 146 2 12 0] |
| [ 0 0 0 0 0 0 4 142 42 0] |
| [ 0 0 0 0 0 0 6 20 363 0] |
| [ 0 0 0 0 0 0 0 0 0 38]] |
| f1_macro = 0.6896494974875984 |
| f1_weighted = 0.7252577255137307 |
| evaluate 4 |
| acc = 0.7405835543766578 |
| acc_and_f1_macro = 0.7200472430586796 |
| acc_and_f1_weighted = 0.7380717972188013 |
| class_f1 = [np.float64(0.22641509433962262), np.float64(0.7111111111111111), np.float64(0.7741935483870968), np.float64(0.5), np.float64(0.5450733752620545), np.float64(0.6511627906976745), np.float64(0.9240506329113924), np.float64(0.8351648351648351), np.float64(0.9143576826196473), np.float64(0.9135802469135803)] |
| class_p = [np.float64(0.5454545454545454), np.float64(0.6722689075630253), np.float64(0.7955801104972375), np.float64(0.5390070921985816), np.float64(0.5439330543933054), np.float64(0.6169491525423729), np.float64(0.9358974358974359), np.float64(0.8636363636363636), np.float64(0.8962962962962963), np.float64(0.8604651162790697)] |
| class_r = [np.float64(0.14285714285714285), np.float64(0.7547169811320755), np.float64(0.7539267015706806), np.float64(0.4662576687116564), np.float64(0.5462184873949579), np.float64(0.6893939393939394), np.float64(0.9125), np.float64(0.8085106382978723), np.float64(0.9331619537275064), np.float64(0.9736842105263158)] |
| confusion_matrix = [[ 6 3 1 8 4 20 0 0 0 0] |
| [ 0 160 20 2 14 16 0 0 0 0] |
| [ 0 36 144 0 7 4 0 0 0 0] |
| [ 1 10 6 76 46 24 0 0 0 0] |
| [ 4 22 4 27 130 49 0 0 0 2] |
| [ 0 6 6 28 38 182 0 0 0 4] |
| [ 0 0 0 0 0 0 146 4 10 0] |
| [ 0 0 0 0 0 0 4 152 32 0] |
| [ 0 0 0 0 0 0 6 20 363 0] |
| [ 0 1 0 0 0 0 0 0 0 37]] |
| f1_macro = 0.6995109317407014 |
| f1_weighted = 0.7355600400609448 |
| evaluate 5 |
| acc = 0.7384615384615385 |
| acc_and_f1_macro = 0.7161019342885856 |
| acc_and_f1_weighted = 0.7361572547232091 |
| class_f1 = [np.float64(0.21428571428571427), np.float64(0.7075471698113207), np.float64(0.7938931297709924), np.float64(0.5422740524781341), np.float64(0.5560344827586207), np.float64(0.6502835538752363), np.float64(0.9171974522292993), np.float64(0.8068181818181819), np.float64(0.8985148514851486), np.float64(0.8505747126436782)] |
| class_p = [np.float64(0.42857142857142855), np.float64(0.7075471698113207), np.float64(0.7722772277227723), np.float64(0.5166666666666667), np.float64(0.5707964601769911), np.float64(0.6490566037735849), np.float64(0.935064935064935), np.float64(0.8658536585365854), np.float64(0.8663484486873508), np.float64(0.7551020408163265)] |
| class_r = [np.float64(0.14285714285714285), np.float64(0.7075471698113207), np.float64(0.8167539267015707), np.float64(0.5705521472392638), np.float64(0.542016806722689), np.float64(0.6515151515151515), np.float64(0.9), np.float64(0.7553191489361702), np.float64(0.9331619537275064), np.float64(0.9736842105263158)] |
| confusion_matrix = [[ 6 2 2 10 2 20 0 0 0 0] |
| [ 4 150 26 2 10 18 0 0 0 2] |
| [ 0 24 156 0 7 2 0 0 0 2] |
| [ 0 11 8 93 40 11 0 0 0 0] |
| [ 4 20 4 37 129 42 0 0 0 2] |
| [ 0 4 6 38 38 172 0 0 0 6] |
| [ 0 0 0 0 0 0 144 2 14 0] |
| [ 0 0 0 0 0 0 4 142 42 0] |
| [ 0 0 0 0 0 0 6 20 363 0] |
| [ 0 1 0 0 0 0 0 0 0 37]] |
| f1_macro = 0.6937423301156327 |
| f1_weighted = 0.7338529709848797 |
| evaluate 6 |
| acc = 0.7320954907161804 |
| acc_and_f1_macro = 0.7068304857149419 |
| acc_and_f1_weighted = 0.7294098619916184 |
| class_f1 = [np.float64(0.24), np.float64(0.6952595936794582), np.float64(0.7757255936675462), np.float64(0.49840255591054317), np.float64(0.5384615384615384), np.float64(0.639853747714808), np.float64(0.9171974522292993), np.float64(0.8306010928961749), np.float64(0.9093198992443325), np.float64(0.7708333333333335)] |
| class_p = [np.float64(0.75), np.float64(0.6666666666666666), np.float64(0.7819148936170213), np.float64(0.52), np.float64(0.5478260869565217), np.float64(0.6183745583038869), np.float64(0.935064935064935), np.float64(0.8539325842696629), np.float64(0.891358024691358), np.float64(0.6379310344827587)] |
| class_r = [np.float64(0.14285714285714285), np.float64(0.7264150943396226), np.float64(0.7696335078534031), np.float64(0.4785276073619632), np.float64(0.5294117647058824), np.float64(0.6628787878787878), np.float64(0.9), np.float64(0.8085106382978723), np.float64(0.9280205655526992), np.float64(0.9736842105263158)] |
| confusion_matrix = [[ 6 3 1 10 2 20 0 0 0 0] |
| [ 0 154 24 2 10 18 0 0 0 4] |
| [ 0 33 147 0 7 2 0 0 0 2] |
| [ 0 11 6 78 45 23 0 0 0 0] |
| [ 2 23 4 32 126 45 0 0 0 6] |
| [ 0 6 6 28 40 175 0 0 0 9] |
| [ 0 0 0 0 0 0 144 4 12 0] |
| [ 0 0 0 0 0 0 4 152 32 0] |
| [ 0 0 0 0 0 0 6 22 361 0] |
| [ 0 1 0 0 0 0 0 0 0 37]] |
| f1_macro = 0.6815654807137034 |
| f1_weighted = 0.7267242332670564 |
| evaluate 7 |
| acc = 0.7384615384615385 |
| acc_and_f1_macro = 0.7153263245059038 |
| acc_and_f1_weighted = 0.7361837089103094 |
| class_f1 = [np.float64(0.23076923076923073), np.float64(0.7123287671232876), np.float64(0.7821522309711286), np.float64(0.5093167701863354), np.float64(0.542016806722689), np.float64(0.6468401486988847), np.float64(0.9113924050632911), np.float64(0.8449197860962566), np.float64(0.9107142857142857), np.float64(0.8314606741573034)] |
| class_p = [np.float64(0.6), np.float64(0.6902654867256637), np.float64(0.7842105263157895), np.float64(0.5157232704402516), np.float64(0.542016806722689), np.float64(0.635036496350365), np.float64(0.9230769230769231), np.float64(0.8494623655913979), np.float64(0.9037974683544304), np.float64(0.7254901960784313)] |
| class_r = [np.float64(0.14285714285714285), np.float64(0.7358490566037735), np.float64(0.7801047120418848), np.float64(0.5030674846625767), np.float64(0.542016806722689), np.float64(0.6590909090909091), np.float64(0.9), np.float64(0.8404255319148937), np.float64(0.9177377892030848), np.float64(0.9736842105263158)] |
| confusion_matrix = [[ 6 3 1 10 2 20 0 0 0 0] |
| [ 0 156 24 2 10 18 0 0 0 2] |
| [ 0 31 149 0 7 2 0 0 0 2] |
| [ 0 11 6 82 46 18 0 0 0 0] |
| [ 4 20 4 35 129 42 0 0 0 4] |
| [ 0 4 6 30 44 174 0 0 0 6] |
| [ 0 0 0 0 0 0 144 4 12 0] |
| [ 0 0 0 0 0 0 4 158 26 0] |
| [ 0 0 0 0 0 0 8 24 357 0] |
| [ 0 1 0 0 0 0 0 0 0 37]] |
| f1_macro = 0.6921911105502693 |
| f1_weighted = 0.7339058793590801 |
| evaluate 8 |
| acc = 0.7395225464190981 |
| acc_and_f1_macro = 0.71706822879427 |
| acc_and_f1_weighted = 0.7371859461558783 |
| class_f1 = [np.float64(0.24), np.float64(0.7149321266968325), np.float64(0.7821522309711286), np.float64(0.49367088607594933), np.float64(0.5352697095435685), np.float64(0.6394052044609665), np.float64(0.9113924050632911), np.float64(0.8586387434554974), np.float64(0.9201030927835051), np.float64(0.8505747126436782)] |
| class_p = [np.float64(0.75), np.float64(0.6869565217391305), np.float64(0.7842105263157895), np.float64(0.5098039215686274), np.float64(0.5286885245901639), np.float64(0.6277372262773723), np.float64(0.9230769230769231), np.float64(0.845360824742268), np.float64(0.9224806201550387), np.float64(0.7551020408163265)] |
| class_r = [np.float64(0.14285714285714285), np.float64(0.7452830188679245), np.float64(0.7801047120418848), np.float64(0.4785276073619632), np.float64(0.542016806722689), np.float64(0.6515151515151515), np.float64(0.9), np.float64(0.8723404255319149), np.float64(0.9177377892030848), np.float64(0.9736842105263158)] |
| confusion_matrix = [[ 6 3 1 10 2 20 0 0 0 0] |
| [ 0 158 24 2 10 16 0 0 0 2] |
| [ 0 31 149 0 7 2 0 0 0 2] |
| [ 0 11 6 78 50 18 0 0 0 0] |
| [ 2 22 4 33 129 46 0 0 0 2] |
| [ 0 4 6 30 46 172 0 0 0 6] |
| [ 0 0 0 0 0 0 144 6 10 0] |
| [ 0 0 0 0 0 0 4 164 20 0] |
| [ 0 0 0 0 0 0 8 24 357 0] |
| [ 0 1 0 0 0 0 0 0 0 37]] |
| f1_macro = 0.6946139111694418 |
| f1_weighted = 0.7348493458926586 |
| evaluate 9 |
| acc = 0.7405835543766578 |
| acc_and_f1_macro = 0.718416663044384 |
| acc_and_f1_weighted = 0.7381677794788776 |
| class_f1 = [np.float64(0.24), np.float64(0.7181818181818183), np.float64(0.7885117493472585), np.float64(0.5093167701863354), np.float64(0.5358649789029536), np.float64(0.6444444444444444), np.float64(0.9171974522292993), np.float64(0.8449197860962566), np.float64(0.9134860050890585), np.float64(0.8505747126436782)] |
| class_p = [np.float64(0.75), np.float64(0.6929824561403509), np.float64(0.7864583333333334), np.float64(0.5157232704402516), np.float64(0.538135593220339), np.float64(0.6304347826086957), np.float64(0.935064935064935), np.float64(0.8494623655913979), np.float64(0.9042821158690176), np.float64(0.7551020408163265)] |
| class_r = [np.float64(0.14285714285714285), np.float64(0.7452830188679245), np.float64(0.7905759162303665), np.float64(0.5030674846625767), np.float64(0.5336134453781513), np.float64(0.6590909090909091), np.float64(0.9), np.float64(0.8404255319148937), np.float64(0.922879177377892), np.float64(0.9736842105263158)] |
| confusion_matrix = [[ 6 3 1 10 2 20 0 0 0 0] |
| [ 0 158 24 2 10 16 0 0 0 2] |
| [ 0 29 151 0 7 2 0 0 0 2] |
| [ 0 11 6 82 46 18 0 0 0 0] |
| [ 2 22 4 35 127 46 0 0 0 2] |
| [ 0 4 6 30 44 174 0 0 0 6] |
| [ 0 0 0 0 0 0 144 4 12 0] |
| [ 0 0 0 0 0 0 4 158 26 0] |
| [ 0 0 0 0 0 0 6 24 359 0] |
| [ 0 1 0 0 0 0 0 0 0 37]] |
| f1_macro = 0.6962497717121103 |
| f1_weighted = 0.7357520045810974 |
|
|
