diff --git "a/README.md" "b/README.md" --- "a/README.md" +++ "b/README.md" @@ -16,24 +16,24 @@ should probably proofread and complete it, then remove this comment. --> This model is a fine-tuned version of [answerdotai/ModernBERT-large](https://huggingface.co/answerdotai/ModernBERT-large) on an unknown dataset. It achieves the following results on the evaluation set: -- Loss: 0.1351 -- Classification Report Lin: {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} +- Loss: 0.1883 +- Classification Report Lin: {'~LIN': {'precision': 0.9913466738777718, 'recall': 0.9989100817438692, 'f1-score': 0.995114006514658, 'support': 1835.0}, 'LIN': {'precision': 0.3333333333333333, 'recall': 0.058823529411764705, 'f1-score': 0.1, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.6623400036055526, 'recall': 0.528866805577817, 'f1-score': 0.547557003257329, 'support': 1852.0}, 'weighted avg': {'precision': 0.9853065946179146, 'recall': 0.990280777537797, 'f1-score': 0.9868975172539942, 'support': 1852.0}} - Hamming Lin: 0.0097 -- Classification Report Si: {'~SI': {'precision': 0.9820846905537459, 'recall': 0.9972436604189636, 'f1-score': 0.9896061269146609, 'support': 1814.0}, 'SI': {'precision': 0.5, 'recall': 0.13157894736842105, 'f1-score': 0.20833333333333334, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.741042345276873, 'recall': 0.5644113038936923, 'f1-score': 0.5989697301239971, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721931040305049, 'recall': 0.9794816414686826, 'f1-score': 0.9735756916251952, 'support': 1852.0}} -- Hamming Si: 0.0205 -- Classification Report Cl: {'~CL': {'precision': 0.9736070381231672, 'recall': 0.9934171154997008, 'f1-score': 0.9834123222748815, 'support': 1671.0}, 'CL': {'precision': 0.9251700680272109, 'recall': 0.7513812154696132, 'f1-score': 0.8292682926829268, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9493885530751891, 'recall': 0.872399165484657, 'f1-score': 0.9063403074789042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688731873740485, 'recall': 0.9697624190064795, 'f1-score': 0.9683474900091451, 'support': 1852.0}} -- Hamming Cl: 0.0302 -- Classification Report D: {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} -- Hamming D: 0.0016 +- Classification Report Si: {'~SI': {'precision': 0.983032293377121, 'recall': 0.9900771775082691, 'f1-score': 0.9865421587475968, 'support': 1814.0}, 'SI': {'precision': 0.28, 'recall': 0.18421052631578946, 'f1-score': 0.2222222222222222, 'support': 38.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.6315161466885605, 'recall': 0.5871438519120292, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9686072247225148, 'recall': 0.9735421166306696, 'f1-score': 0.9708595682573352, 'support': 1852.0}} +- Hamming Si: 0.0265 +- Classification Report Cl: {'~CL': {'precision': 0.9747652582159625, 'recall': 0.9940155595451825, 'f1-score': 0.9842962962962963, 'support': 1671.0}, 'CL': {'precision': 0.9324324324324325, 'recall': 0.7624309392265194, 'f1-score': 0.8389057750759878, 'support': 181.0}, 'accuracy': 0.9713822894168467, 'macro avg': {'precision': 0.9535988453241975, 'recall': 0.878223249385851, 'f1-score': 0.9116010356861421, 'support': 1852.0}, 'weighted avg': {'precision': 0.970627978806233, 'recall': 0.9713822894168467, 'f1-score': 0.9700869634988472, 'support': 1852.0}} +- Hamming Cl: 0.0286 +- Classification Report D: {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} +- Hamming D: 0.0027 - Classification Report Hi: {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} - Hamming Hi: 0.0038 -- Classification Report Pl: {'~PL': {'precision': 0.9766304347826087, 'recall': 0.9972253052164262, 'f1-score': 0.9868204283360791, 'support': 1802.0}, 'PL': {'precision': 0.5833333333333334, 'recall': 0.14, 'f1-score': 0.22580645161290322, 'support': 50.0}, 'accuracy': 0.9740820734341252, 'macro avg': {'precision': 0.7799818840579711, 'recall': 0.5686126526082131, 'f1-score': 0.6063134399744912, 'support': 1852.0}, 'weighted avg': {'precision': 0.9660122624972611, 'recall': 0.9740820734341252, 'f1-score': 0.9662746946232503, 'support': 1852.0}} -- Hamming Pl: 0.0259 -- Classification Report Ti: {'~TI': {'precision': 0.9742747673782156, 'recall': 0.9916434540389972, 'f1-score': 0.9828823854224186, 'support': 1795.0}, 'TI': {'precision': 0.4, 'recall': 0.17543859649122806, 'f1-score': 0.24390243902439024, 'support': 57.0}, 'accuracy': 0.9665226781857451, 'macro avg': {'precision': 0.6871373836891078, 'recall': 0.5835410252651126, 'f1-score': 0.6133924122234045, 'support': 1852.0}, 'weighted avg': {'precision': 0.9566000040193828, 'recall': 0.9665226781857451, 'f1-score': 0.9601384021909458, 'support': 1852.0}} -- Hamming Ti: 0.0335 -- Classification Report Pc: {'~PC': {'precision': 0.9859383450513791, 'recall': 0.9983570646221248, 'f1-score': 0.992108843537415, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.984341252699784, 'macro avg': {'precision': 0.49296917252568956, 'recall': 0.4991785323110624, 'f1-score': 0.4960544217687075, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720968780042215, 'recall': 0.984341252699784, 'f1-score': 0.9781807496216629, 'support': 1852.0}} -- Hamming Pc: 0.0157 -- Global Avg: {'f1-score': 0.6411299747358735, 'hamming': 0.01761609071274298} +- Classification Report Pl: {'~PL': {'precision': 0.9818880351262349, 'recall': 0.9927857935627081, 'f1-score': 0.9873068432671082, 'support': 1802.0}, 'PL': {'precision': 0.5666666666666667, 'recall': 0.34, 'f1-score': 0.425, 'support': 50.0}, 'accuracy': 0.9751619870410367, 'macro avg': {'precision': 0.7742773508964508, 'recall': 0.666392896781354, 'f1-score': 0.7061534216335541, 'support': 1852.0}, 'weighted avg': {'precision': 0.9706779549842379, 'recall': 0.9751619870410367, 'f1-score': 0.9721257729845189, 'support': 1852.0}} +- Hamming Pl: 0.0248 +- Classification Report Ti: {'~TI': {'precision': 0.9837716843872412, 'recall': 0.9793871866295265, 'f1-score': 0.981574539363484, 'support': 1795.0}, 'TI': {'precision': 0.4307692307692308, 'recall': 0.49122807017543857, 'f1-score': 0.45901639344262296, 'support': 57.0}, 'accuracy': 0.9643628509719222, 'macro avg': {'precision': 0.707270457578236, 'recall': 0.7353076284024825, 'f1-score': 0.7202954664030535, 'support': 1852.0}, 'weighted avg': {'precision': 0.9667516304691922, 'recall': 0.9643628509719222, 'f1-score': 0.965491486276287, 'support': 1852.0}} +- Hamming Ti: 0.0356 +- Classification Report Pc: {'~PC': {'precision': 0.986449864498645, 'recall': 0.9967141292442497, 'f1-score': 0.991555434486516, 'support': 1826.0}, 'PC': {'precision': 0.14285714285714285, 'recall': 0.038461538461538464, 'f1-score': 0.06060606060606061, 'support': 26.0}, 'accuracy': 0.9832613390928726, 'macro avg': {'precision': 0.5646535036778939, 'recall': 0.5175878338528941, 'f1-score': 0.5260807475462883, 'support': 1852.0}, 'weighted avg': {'precision': 0.9746067701343475, 'recall': 0.9832613390928726, 'f1-score': 0.9784859508359264, 'support': 1852.0}} +- Hamming Pc: 0.0167 +- Global Avg: {'f1-score': 0.6684723492952589, 'hamming': 0.0185610151187905} ## Model description @@ -52,10 +52,10 @@ More information needed ### Training hyperparameters The following hyperparameters were used during training: -- learning_rate: 2e-05 +- learning_rate: 0.0001 - train_batch_size: 16 - eval_batch_size: 16 -- seed: 32 +- seed: 42 - distributed_type: multi-GPU - num_devices: 4 - total_train_batch_size: 64 @@ -66,58 +66,58 @@ The following hyperparameters were used during training: ### Training results -| Training Loss | Epoch | Step | Validation Loss | Classification Report Lin | Hamming Lin | Classification Report Si | Hamming Si | Classification Report Cl | Hamming Cl | Classification Report D | Hamming D | Classification Report Hi | Hamming Hi | Classification Report Pl | Hamming Pl | Classification Report Ti | Hamming Ti | Classification Report Pc | Hamming Pc | Global Avg | -|:-------------:|:-----:|:----:|:---------------:|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:-----------:|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:----------:|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:----------:|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:---------:|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:----------:|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:----------:|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:----------:|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:----------:|:-----------------------------------------------------------------:| -| No log | 1.0 | 98 | 0.0737 | {'~LIN': {'precision': 0.9908207343412527, 'recall': 1.0, 'f1-score': 0.9953892053159751, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.49541036717062636, 'recall': 0.5, 'f1-score': 0.49769460265798754, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817257276005392, 'recall': 0.9908207343412527, 'f1-score': 0.9862522633665304, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.9794816414686826, 'recall': 1.0, 'f1-score': 0.9896344789961812, 'support': 1814.0}, 'SI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.4897408207343413, 'recall': 0.5, 'f1-score': 0.4948172394980906, 'support': 1852.0}, 'weighted avg': {'precision': 0.9593842859741848, 'recall': 0.9794816414686826, 'f1-score': 0.9693288039411839, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.942711287577992, 'recall': 0.9946140035906643, 'f1-score': 0.9679673849737915, 'support': 1671.0}, 'CL': {'precision': 0.898876404494382, 'recall': 0.4419889502762431, 'f1-score': 0.5925925925925926, 'support': 181.0}, 'accuracy': 0.9406047516198704, 'macro avg': {'precision': 0.9207938460361871, 'recall': 0.7183014769334537, 'f1-score': 0.780279988783192, 'support': 1852.0}, 'weighted avg': {'precision': 0.9384272088316997, 'recall': 0.9406047516198704, 'f1-score': 0.9312811876622381, 'support': 1852.0}} | 0.0594 | {'~D': {'precision': 0.9946004319654428, 'recall': 1.0, 'f1-score': 0.9972929074174337, 'support': 1842.0}, 'D': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 10.0}, 'accuracy': 0.9946004319654428, 'macro avg': {'precision': 0.4973002159827214, 'recall': 0.5, 'f1-score': 0.49864645370871685, 'support': 1852.0}, 'weighted avg': {'precision': 0.9892300192658454, 'recall': 0.9946004319654428, 'f1-score': 0.9919079565134519, 'support': 1852.0}} | 0.0054 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9730021598272138, 'recall': 1.0, 'f1-score': 0.9863163656267104, 'support': 1802.0}, 'PL': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 50.0}, 'accuracy': 0.9730021598272138, 'macro avg': {'precision': 0.4865010799136069, 'recall': 0.5, 'f1-score': 0.4931581828133552, 'support': 1852.0}, 'weighted avg': {'precision': 0.9467332030284229, 'recall': 0.9730021598272138, 'f1-score': 0.9596879540277172, 'support': 1852.0}} | 0.0270 | {'~TI': {'precision': 0.9692224622030238, 'recall': 1.0, 'f1-score': 0.9843707156567041, 'support': 1795.0}, 'TI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 57.0}, 'accuracy': 0.9692224622030238, 'macro avg': {'precision': 0.4846112311015119, 'recall': 0.5, 'f1-score': 0.49218535782835204, 'support': 1852.0}, 'weighted avg': {'precision': 0.9393921812388919, 'recall': 0.9692224622030238, 'f1-score': 0.9540742087493432, 'support': 1852.0}} | 0.0308 | {'~PC': {'precision': 0.9859611231101512, 'recall': 1.0, 'f1-score': 0.9929309407286568, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9859611231101512, 'macro avg': {'precision': 0.4929805615550756, 'recall': 0.5, 'f1-score': 0.4964654703643284, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721193362846307, 'recall': 0.9859611231101512, 'f1-score': 0.9789913054916455, 'support': 1852.0}} | 0.0140 | {'f1-score': 0.5315375727628118, 'hamming': 0.021260799136069115} | -| No log | 2.0 | 196 | 0.0649 | {'~LIN': {'precision': 0.9908207343412527, 'recall': 1.0, 'f1-score': 0.9953892053159751, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.49541036717062636, 'recall': 0.5, 'f1-score': 0.49769460265798754, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817257276005392, 'recall': 0.9908207343412527, 'f1-score': 0.9862522633665304, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.9794816414686826, 'recall': 1.0, 'f1-score': 0.9896344789961812, 'support': 1814.0}, 'SI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.4897408207343413, 'recall': 0.5, 'f1-score': 0.4948172394980906, 'support': 1852.0}, 'weighted avg': {'precision': 0.9593842859741848, 'recall': 0.9794816414686826, 'f1-score': 0.9693288039411839, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.9767580452920143, 'recall': 0.9808497905445841, 'f1-score': 0.9787996416840848, 'support': 1671.0}, 'CL': {'precision': 0.8160919540229885, 'recall': 0.7845303867403315, 'f1-score': 0.8, 'support': 181.0}, 'accuracy': 0.9616630669546437, 'macro avg': {'precision': 0.8964249996575013, 'recall': 0.8826900886424578, 'f1-score': 0.8893998208420424, 'support': 1852.0}, 'weighted avg': {'precision': 0.9610557977111862, 'recall': 0.9616630669546437, 'f1-score': 0.9613251626642039, 'support': 1852.0}} | 0.0383 | {'~D': {'precision': 0.9951377633711507, 'recall': 1.0, 'f1-score': 0.9975629569455727, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.1, 'f1-score': 0.18181818181818182, 'support': 10.0}, 'accuracy': 0.9951403887688985, 'macro avg': {'precision': 0.9975688816855753, 'recall': 0.55, 'f1-score': 0.5896905693818772, 'support': 1852.0}, 'weighted avg': {'precision': 0.9951640173486284, 'recall': 0.9951403887688985, 'f1-score': 0.9931582875334377, 'support': 1852.0}} | 0.0049 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9730021598272138, 'recall': 1.0, 'f1-score': 0.9863163656267104, 'support': 1802.0}, 'PL': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 50.0}, 'accuracy': 0.9730021598272138, 'macro avg': {'precision': 0.4865010799136069, 'recall': 0.5, 'f1-score': 0.4931581828133552, 'support': 1852.0}, 'weighted avg': {'precision': 0.9467332030284229, 'recall': 0.9730021598272138, 'f1-score': 0.9596879540277172, 'support': 1852.0}} | 0.0270 | {'~TI': {'precision': 0.9702380952380952, 'recall': 0.9988857938718663, 'f1-score': 0.9843535547625584, 'support': 1795.0}, 'TI': {'precision': 0.5, 'recall': 0.03508771929824561, 'f1-score': 0.06557377049180328, 'support': 57.0}, 'accuracy': 0.9692224622030238, 'macro avg': {'precision': 0.7351190476190477, 'recall': 0.5169867565850559, 'f1-score': 0.5249636626271809, 'support': 1852.0}, 'weighted avg': {'precision': 0.9557653244883266, 'recall': 0.9692224622030238, 'f1-score': 0.9560757752250675, 'support': 1852.0}} | 0.0308 | {'~PC': {'precision': 0.9859611231101512, 'recall': 1.0, 'f1-score': 0.9929309407286568, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9859611231101512, 'macro avg': {'precision': 0.4929805615550756, 'recall': 0.5, 'f1-score': 0.4964654703643284, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721193362846307, 'recall': 0.9859611231101512, 'f1-score': 0.9789913054916455, 'support': 1852.0}} | 0.0140 | {'f1-score': 0.5606553543291668, 'hamming': 0.0185610151187905} | -| No log | 3.0 | 294 | 0.0609 | {'~LIN': {'precision': 0.9908207343412527, 'recall': 1.0, 'f1-score': 0.9953892053159751, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.49541036717062636, 'recall': 0.5, 'f1-score': 0.49769460265798754, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817257276005392, 'recall': 0.9908207343412527, 'f1-score': 0.9862522633665304, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.9794816414686826, 'recall': 1.0, 'f1-score': 0.9896344789961812, 'support': 1814.0}, 'SI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.4897408207343413, 'recall': 0.5, 'f1-score': 0.4948172394980906, 'support': 1852.0}, 'weighted avg': {'precision': 0.9593842859741848, 'recall': 0.9794816414686826, 'f1-score': 0.9693288039411839, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.971830985915493, 'recall': 0.9910233393177738, 'f1-score': 0.9813333333333333, 'support': 1671.0}, 'CL': {'precision': 0.8986486486486487, 'recall': 0.7348066298342542, 'f1-score': 0.8085106382978723, 'support': 181.0}, 'accuracy': 0.9659827213822895, 'macro avg': {'precision': 0.9352398172820708, 'recall': 0.862914984576014, 'f1-score': 0.8949219858156028, 'support': 1852.0}, 'weighted avg': {'precision': 0.9646787164525886, 'recall': 0.9659827213822895, 'f1-score': 0.9644429943476862, 'support': 1852.0}} | 0.0340 | {'~D': {'precision': 0.9956756756756757, 'recall': 1.0, 'f1-score': 0.9978331527627302, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.2, 'f1-score': 0.3333333333333333, 'support': 10.0}, 'accuracy': 0.9956803455723542, 'macro avg': {'precision': 0.9978378378378379, 'recall': 0.6, 'f1-score': 0.6655832430480317, 'support': 1852.0}, 'weighted avg': {'precision': 0.9956990251590684, 'recall': 0.9956803455723542, 'f1-score': 0.9942451407787701, 'support': 1852.0}} | 0.0043 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9730021598272138, 'recall': 1.0, 'f1-score': 0.9863163656267104, 'support': 1802.0}, 'PL': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 50.0}, 'accuracy': 0.9730021598272138, 'macro avg': {'precision': 0.4865010799136069, 'recall': 0.5, 'f1-score': 0.4931581828133552, 'support': 1852.0}, 'weighted avg': {'precision': 0.9467332030284229, 'recall': 0.9730021598272138, 'f1-score': 0.9596879540277172, 'support': 1852.0}} | 0.0270 | {'~TI': {'precision': 0.9702380952380952, 'recall': 0.9988857938718663, 'f1-score': 0.9843535547625584, 'support': 1795.0}, 'TI': {'precision': 0.5, 'recall': 0.03508771929824561, 'f1-score': 0.06557377049180328, 'support': 57.0}, 'accuracy': 0.9692224622030238, 'macro avg': {'precision': 0.7351190476190477, 'recall': 0.5169867565850559, 'f1-score': 0.5249636626271809, 'support': 1852.0}, 'weighted avg': {'precision': 0.9557653244883266, 'recall': 0.9692224622030238, 'f1-score': 0.9560757752250675, 'support': 1852.0}} | 0.0308 | {'~PC': {'precision': 0.9859611231101512, 'recall': 1.0, 'f1-score': 0.9929309407286568, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9859611231101512, 'macro avg': {'precision': 0.4929805615550756, 'recall': 0.5, 'f1-score': 0.4964654703643284, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721193362846307, 'recall': 0.9859611231101512, 'f1-score': 0.9789913054916455, 'support': 1852.0}} | 0.0140 | {'f1-score': 0.5708322091591311, 'hamming': 0.01795356371490281} | -| No log | 4.0 | 392 | 0.0646 | {'~LIN': {'precision': 0.9908207343412527, 'recall': 1.0, 'f1-score': 0.9953892053159751, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.49541036717062636, 'recall': 0.5, 'f1-score': 0.49769460265798754, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817257276005392, 'recall': 0.9908207343412527, 'f1-score': 0.9862522633665304, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.9800108049702864, 'recall': 1.0, 'f1-score': 0.9899045020463847, 'support': 1814.0}, 'SI': {'precision': 1.0, 'recall': 0.02631578947368421, 'f1-score': 0.05128205128205128, 'support': 38.0}, 'accuracy': 0.9800215982721382, 'macro avg': {'precision': 0.9900054024851432, 'recall': 0.5131578947368421, 'f1-score': 0.520593276664218, 'support': 1852.0}, 'weighted avg': {'precision': 0.9804209504406585, 'recall': 0.9800215982721382, 'f1-score': 0.9706455100760583, 'support': 1852.0}} | 0.0200 | {'~CL': {'precision': 0.9612940496822646, 'recall': 0.9958108916816277, 'f1-score': 0.9782480893592005, 'support': 1671.0}, 'CL': {'precision': 0.9421487603305785, 'recall': 0.6298342541436464, 'f1-score': 0.7549668874172185, 'support': 181.0}, 'accuracy': 0.9600431965442765, 'macro avg': {'precision': 0.9517214050064216, 'recall': 0.812822572912637, 'f1-score': 0.8666074883882096, 'support': 1852.0}, 'weighted avg': {'precision': 0.9594229387899021, 'recall': 0.9600431965442765, 'f1-score': 0.9564263304221061, 'support': 1852.0}} | 0.0400 | {'~D': {'precision': 0.9978331527627302, 'recall': 1.0, 'f1-score': 0.9989154013015185, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.6, 'f1-score': 0.75, 'support': 10.0}, 'accuracy': 0.9978401727861771, 'macro avg': {'precision': 0.9989165763813651, 'recall': 0.8, 'f1-score': 0.8744577006507592, 'support': 1852.0}, 'weighted avg': {'precision': 0.9978448528018083, 'recall': 0.9978401727861771, 'f1-score': 0.9975713656573418, 'support': 1852.0}} | 0.0022 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9735278227984873, 'recall': 1.0, 'f1-score': 0.9865863673692855, 'support': 1802.0}, 'PL': {'precision': 1.0, 'recall': 0.02, 'f1-score': 0.0392156862745098, 'support': 50.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.9867639113992437, 'recall': 0.51, 'f1-score': 0.5129010268218976, 'support': 1852.0}, 'weighted avg': {'precision': 0.9742425144075993, 'recall': 0.9735421166306696, 'f1-score': 0.9610094051367052, 'support': 1852.0}} | 0.0265 | {'~TI': {'precision': 0.9718004338394793, 'recall': 0.9983286908077994, 'f1-score': 0.9848859576806815, 'support': 1795.0}, 'TI': {'precision': 0.625, 'recall': 0.08771929824561403, 'f1-score': 0.15384615384615385, 'support': 57.0}, 'accuracy': 0.9703023758099352, 'macro avg': {'precision': 0.7984002169197397, 'recall': 0.5430239945267067, 'f1-score': 0.5693660557634177, 'support': 1852.0}, 'weighted avg': {'precision': 0.961126770378977, 'recall': 0.9703023758099352, 'f1-score': 0.9593085987073726, 'support': 1852.0}} | 0.0297 | {'~PC': {'precision': 0.9859611231101512, 'recall': 1.0, 'f1-score': 0.9929309407286568, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9859611231101512, 'macro avg': {'precision': 0.4929805615550756, 'recall': 0.5, 'f1-score': 0.4964654703643284, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721193362846307, 'recall': 0.9859611231101512, 'f1-score': 0.9789913054916455, 'support': 1852.0}} | 0.0140 | {'f1-score': 0.6046423634699112, 'hamming': 0.018156047516198703} | -| No log | 5.0 | 490 | 0.0611 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9825897714907508, 'recall': 0.9955898566703418, 'f1-score': 0.9890470974808324, 'support': 1814.0}, 'SI': {'precision': 0.42857142857142855, 'recall': 0.15789473684210525, 'f1-score': 0.23076923076923078, 'support': 38.0}, 'accuracy': 0.978401727861771, 'macro avg': {'precision': 0.7055806000310897, 'recall': 0.5767422967562236, 'f1-score': 0.6099081641250316, 'support': 1852.0}, 'weighted avg': {'precision': 0.9712222244978057, 'recall': 0.978401727861771, 'f1-score': 0.9734884803452812, 'support': 1852.0}} | 0.0216 | {'~CL': {'precision': 0.9814814814814815, 'recall': 0.983243566726511, 'f1-score': 0.9823617339312407, 'support': 1671.0}, 'CL': {'precision': 0.8426966292134831, 'recall': 0.8287292817679558, 'f1-score': 0.8356545961002786, 'support': 181.0}, 'accuracy': 0.9681425485961123, 'macro avg': {'precision': 0.9120890553474823, 'recall': 0.9059864242472334, 'f1-score': 0.9090081650157597, 'support': 1852.0}, 'weighted avg': {'precision': 0.9679177351205162, 'recall': 0.9681425485961123, 'f1-score': 0.9680237253203313, 'support': 1852.0}} | 0.0319 | {'~D': {'precision': 0.9978331527627302, 'recall': 1.0, 'f1-score': 0.9989154013015185, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.6, 'f1-score': 0.75, 'support': 10.0}, 'accuracy': 0.9978401727861771, 'macro avg': {'precision': 0.9989165763813651, 'recall': 0.8, 'f1-score': 0.8744577006507592, 'support': 1852.0}, 'weighted avg': {'precision': 0.9978448528018083, 'recall': 0.9978401727861771, 'f1-score': 0.9975713656573418, 'support': 1852.0}} | 0.0022 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9800995024875622, 'recall': 0.983906770255272, 'f1-score': 0.9819994461368042, 'support': 1802.0}, 'PL': {'precision': 0.32558139534883723, 'recall': 0.28, 'f1-score': 0.3010752688172043, 'support': 50.0}, 'accuracy': 0.964902807775378, 'macro avg': {'precision': 0.6528404489181997, 'recall': 0.631953385127636, 'f1-score': 0.6415373574770042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9624289272408364, 'recall': 0.964902807775378, 'f1-score': 0.9636159640277437, 'support': 1852.0}} | 0.0351 | {'~TI': {'precision': 0.9747113798790544, 'recall': 0.9877437325905293, 'f1-score': 0.9811842833425567, 'support': 1795.0}, 'TI': {'precision': 0.3333333333333333, 'recall': 0.19298245614035087, 'f1-score': 0.24444444444444444, 'support': 57.0}, 'accuracy': 0.9632829373650108, 'macro avg': {'precision': 0.6540223566061939, 'recall': 0.5903630943654401, 'f1-score': 0.6128143638935005, 'support': 1852.0}, 'weighted avg': {'precision': 0.9549713428093427, 'recall': 0.9632829373650108, 'f1-score': 0.9585092451043319, 'support': 1852.0}} | 0.0367 | {'~PC': {'precision': 0.9859383450513791, 'recall': 0.9983570646221248, 'f1-score': 0.992108843537415, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.984341252699784, 'macro avg': {'precision': 0.49296917252568956, 'recall': 0.4991785323110624, 'f1-score': 0.4960544217687075, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720968780042215, 'recall': 0.984341252699784, 'f1-score': 0.9781807496216629, 'support': 1852.0}} | 0.0157 | {'f1-score': 0.6425489735238693, 'hamming': 0.01957343412526998} | -| 0.0689 | 6.0 | 588 | 0.0694 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820652173913044, 'recall': 0.996141124586549, 'f1-score': 0.9890530925013684, 'support': 1814.0}, 'SI': {'precision': 0.4166666666666667, 'recall': 0.13157894736842105, 'f1-score': 0.2, 'support': 38.0}, 'accuracy': 0.978401727861771, 'macro avg': {'precision': 0.6993659420289855, 'recall': 0.563860035977485, 'f1-score': 0.5945265462506842, 'support': 1852.0}, 'weighted avg': {'precision': 0.9704641672144488, 'recall': 0.978401727861771, 'f1-score': 0.9728630182491804, 'support': 1852.0}} | 0.0216 | {'~CL': {'precision': 0.9792899408284024, 'recall': 0.990424895272292, 'f1-score': 0.9848259446593276, 'support': 1671.0}, 'CL': {'precision': 0.9012345679012346, 'recall': 0.8066298342541437, 'f1-score': 0.8513119533527697, 'support': 181.0}, 'accuracy': 0.9724622030237581, 'macro avg': {'precision': 0.9402622543648185, 'recall': 0.8985273647632179, 'f1-score': 0.9180689490060486, 'support': 1852.0}, 'weighted avg': {'precision': 0.9716614189602505, 'recall': 0.9724622030237581, 'f1-score': 0.9717773310381144, 'support': 1852.0}} | 0.0275 | {'~D': {'precision': 0.9983731019522777, 'recall': 0.999457111834962, 'f1-score': 0.9989148128052089, 'support': 1842.0}, 'D': {'precision': 0.875, 'recall': 0.7, 'f1-score': 0.7777777777777778, 'support': 10.0}, 'accuracy': 0.9978401727861771, 'macro avg': {'precision': 0.9366865509761388, 'recall': 0.849728555917481, 'f1-score': 0.8883462952914933, 'support': 1852.0}, 'weighted avg': {'precision': 0.997706940494652, 'recall': 0.9978401727861771, 'f1-score': 0.9977207683396181, 'support': 1852.0}} | 0.0022 | {'~HI': {'precision': 0.9962182603997839, 'recall': 0.9994579945799458, 'f1-score': 0.9978354978354979, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9956803455723542, 'macro avg': {'precision': 0.49810913019989195, 'recall': 0.4997289972899729, 'f1-score': 0.4989177489177489, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924528566077762, 'recall': 0.9956803455723542, 'f1-score': 0.9940639813749965, 'support': 1852.0}} | 0.0043 | {'~PL': {'precision': 0.9795918367346939, 'recall': 0.9855715871254163, 'f1-score': 0.9825726141078838, 'support': 1802.0}, 'PL': {'precision': 0.3333333333333333, 'recall': 0.26, 'f1-score': 0.29213483146067415, 'support': 50.0}, 'accuracy': 0.9659827213822895, 'macro avg': {'precision': 0.6564625850340136, 'recall': 0.6227857935627081, 'f1-score': 0.6373537227842789, 'support': 1852.0}, 'weighted avg': {'precision': 0.96214425294956, 'recall': 0.9659827213822895, 'f1-score': 0.9639322852027216, 'support': 1852.0}} | 0.0340 | {'~TI': {'precision': 0.97669256381798, 'recall': 0.9805013927576601, 'f1-score': 0.9785932721712538, 'support': 1795.0}, 'TI': {'precision': 0.3, 'recall': 0.2631578947368421, 'f1-score': 0.2803738317757009, 'support': 57.0}, 'accuracy': 0.9584233261339092, 'macro avg': {'precision': 0.63834628190899, 'recall': 0.6218296437472511, 'f1-score': 0.6294835519734774, 'support': 1852.0}, 'weighted avg': {'precision': 0.9558656328581392, 'recall': 0.9584233261339092, 'f1-score': 0.9571037969538961, 'support': 1852.0}} | 0.0416 | {'~PC': {'precision': 0.9879187259747392, 'recall': 0.9852135815991238, 'f1-score': 0.9865642994241842, 'support': 1826.0}, 'PC': {'precision': 0.12903225806451613, 'recall': 0.15384615384615385, 'f1-score': 0.14035087719298245, 'support': 26.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.5584754920196277, 'recall': 0.5695298677226388, 'f1-score': 0.5634575883085833, 'support': 1852.0}, 'weighted avg': {'precision': 0.9758609245893904, 'recall': 0.9735421166306696, 'f1-score': 0.9746844133669428, 'support': 1852.0}} | 0.0265 | {'f1-score': 0.6534640914180043, 'hamming': 0.020923326133909285} | -| 0.0689 | 7.0 | 686 | 0.0738 | {'~LIN': {'precision': 0.9907958852192745, 'recall': 0.997275204359673, 'f1-score': 0.9940249864204237, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9881209503239741, 'macro avg': {'precision': 0.49539794260963727, 'recall': 0.4986376021798365, 'f1-score': 0.49701249321021185, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817011065752531, 'recall': 0.9881209503239741, 'f1-score': 0.9849005669986379, 'support': 1852.0}} | 0.0119 | {'~SI': {'precision': 0.9809264305177112, 'recall': 0.9922822491730982, 'f1-score': 0.9865716634694437, 'support': 1814.0}, 'SI': {'precision': 0.17647058823529413, 'recall': 0.07894736842105263, 'f1-score': 0.10909090909090909, 'support': 38.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.5786985093765027, 'recall': 0.5356148087970753, 'f1-score': 0.5478312862801764, 'support': 1852.0}, 'weighted avg': {'precision': 0.9644203171231476, 'recall': 0.9735421166306696, 'f1-score': 0.9685671987467741, 'support': 1852.0}} | 0.0265 | {'~CL': {'precision': 0.9718640093786636, 'recall': 0.9922202274087373, 'f1-score': 0.9819366301450992, 'support': 1671.0}, 'CL': {'precision': 0.910958904109589, 'recall': 0.7348066298342542, 'f1-score': 0.8134556574923547, 'support': 181.0}, 'accuracy': 0.9670626349892009, 'macro avg': {'precision': 0.9414114567441263, 'recall': 0.8635134286214957, 'f1-score': 0.897696143818727, 'support': 1852.0}, 'weighted avg': {'precision': 0.965911620580768, 'recall': 0.9670626349892009, 'f1-score': 0.9654706171590589, 'support': 1852.0}} | 0.0329 | {'~D': {'precision': 0.9978331527627302, 'recall': 1.0, 'f1-score': 0.9989154013015185, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.6, 'f1-score': 0.75, 'support': 10.0}, 'accuracy': 0.9978401727861771, 'macro avg': {'precision': 0.9989165763813651, 'recall': 0.8, 'f1-score': 0.8744577006507592, 'support': 1852.0}, 'weighted avg': {'precision': 0.9978448528018083, 'recall': 0.9978401727861771, 'f1-score': 0.9975713656573418, 'support': 1852.0}} | 0.0022 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9791208791208791, 'recall': 0.9889012208657048, 'f1-score': 0.9839867476532302, 'support': 1802.0}, 'PL': {'precision': 0.375, 'recall': 0.24, 'f1-score': 0.2926829268292683, 'support': 50.0}, 'accuracy': 0.968682505399568, 'macro avg': {'precision': 0.6770604395604396, 'recall': 0.6144506104328524, 'f1-score': 0.6383348372412493, 'support': 1852.0}, 'weighted avg': {'precision': 0.9628109201813305, 'recall': 0.968682505399568, 'f1-score': 0.9653230375877886, 'support': 1852.0}} | 0.0313 | {'~TI': {'precision': 0.9727520435967303, 'recall': 0.9944289693593314, 'f1-score': 0.9834710743801653, 'support': 1795.0}, 'TI': {'precision': 0.4117647058823529, 'recall': 0.12280701754385964, 'f1-score': 0.1891891891891892, 'support': 57.0}, 'accuracy': 0.9676025917926566, 'macro avg': {'precision': 0.6922583747395417, 'recall': 0.5586179934515956, 'f1-score': 0.5863301317846773, 'support': 1852.0}, 'weighted avg': {'precision': 0.955486234606601, 'recall': 0.9676025917926566, 'f1-score': 0.9590250336372466, 'support': 1852.0}} | 0.0324 | {'~PC': {'precision': 0.9869918699186991, 'recall': 0.9972617743702081, 'f1-score': 0.9921002451648052, 'support': 1826.0}, 'PC': {'precision': 0.2857142857142857, 'recall': 0.07692307692307693, 'f1-score': 0.12121212121212122, 'support': 26.0}, 'accuracy': 0.984341252699784, 'macro avg': {'precision': 0.6363530778164924, 'recall': 0.5370924256466425, 'f1-score': 0.5566561831884632, 'support': 1852.0}, 'weighted avg': {'precision': 0.9771467202484428, 'recall': 0.984341252699784, 'f1-score': 0.9798739540078021, 'support': 1852.0}} | 0.0157 | {'f1-score': 0.637171507827842, 'hamming': 0.01957343412526998} | -| 0.0689 | 8.0 | 784 | 0.0868 | {'~LIN': {'precision': 0.9908008658008658, 'recall': 0.9978201634877384, 'f1-score': 0.9942981265272876, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9886609071274298, 'macro avg': {'precision': 0.4954004329004329, 'recall': 0.4989100817438692, 'f1-score': 0.4971490632636438, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817060414387628, 'recall': 0.9886609071274298, 'f1-score': 0.9851711998798988, 'support': 1852.0}} | 0.0113 | {'~SI': {'precision': 0.9829950630828305, 'recall': 0.9878721058434399, 'f1-score': 0.9854275501787187, 'support': 1814.0}, 'SI': {'precision': 0.2413793103448276, 'recall': 0.18421052631578946, 'f1-score': 0.208955223880597, 'support': 38.0}, 'accuracy': 0.9713822894168467, 'macro avg': {'precision': 0.612187186713829, 'recall': 0.5860413160796146, 'f1-score': 0.5971913870296579, 'support': 1852.0}, 'weighted avg': {'precision': 0.9677783251756793, 'recall': 0.9713822894168467, 'f1-score': 0.9694956125980877, 'support': 1852.0}} | 0.0286 | {'~CL': {'precision': 0.9736379613356766, 'recall': 0.9946140035906643, 'f1-score': 0.9840142095914742, 'support': 1671.0}, 'CL': {'precision': 0.9379310344827586, 'recall': 0.7513812154696132, 'f1-score': 0.8343558282208589, 'support': 181.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.9557844979092176, 'recall': 0.8729976095301388, 'f1-score': 0.9091850189061665, 'support': 1852.0}, 'weighted avg': {'precision': 0.9701482454823407, 'recall': 0.9708423326133909, 'f1-score': 0.9693877695115167, 'support': 1852.0}} | 0.0292 | {'~D': {'precision': 0.9978331527627302, 'recall': 1.0, 'f1-score': 0.9989154013015185, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.6, 'f1-score': 0.75, 'support': 10.0}, 'accuracy': 0.9978401727861771, 'macro avg': {'precision': 0.9989165763813651, 'recall': 0.8, 'f1-score': 0.8744577006507592, 'support': 1852.0}, 'weighted avg': {'precision': 0.9978448528018083, 'recall': 0.9978401727861771, 'f1-score': 0.9975713656573418, 'support': 1852.0}} | 0.0022 | {'~HI': {'precision': 0.9967585089141004, 'recall': 1.0, 'f1-score': 0.9983766233766234, 'support': 1845.0}, 'HI': {'precision': 1.0, 'recall': 0.14285714285714285, 'f1-score': 0.25, 'support': 7.0}, 'accuracy': 0.9967602591792657, 'macro avg': {'precision': 0.9983792544570502, 'recall': 0.5714285714285714, 'f1-score': 0.6241883116883117, 'support': 1852.0}, 'weighted avg': {'precision': 0.9967707607702566, 'recall': 0.9967602591792657, 'f1-score': 0.9955479860312474, 'support': 1852.0}} | 0.0032 | {'~PL': {'precision': 0.9769357495881383, 'recall': 0.9872364039955605, 'f1-score': 0.9820590670714877, 'support': 1802.0}, 'PL': {'precision': 0.25806451612903225, 'recall': 0.16, 'f1-score': 0.19753086419753085, 'support': 50.0}, 'accuracy': 0.964902807775378, 'macro avg': {'precision': 0.6175001328585853, 'recall': 0.5736182019977802, 'f1-score': 0.5897949656345093, 'support': 1852.0}, 'weighted avg': {'precision': 0.9575277789223958, 'recall': 0.964902807775378, 'f1-score': 0.9608785000392535, 'support': 1852.0}} | 0.0351 | {'~TI': {'precision': 0.9759238521836506, 'recall': 0.9710306406685236, 'f1-score': 0.9734710974588104, 'support': 1795.0}, 'TI': {'precision': 0.21212121212121213, 'recall': 0.24561403508771928, 'f1-score': 0.22764227642276422, 'support': 57.0}, 'accuracy': 0.9487041036717062, 'macro avg': {'precision': 0.5940225321524314, 'recall': 0.6083223378781215, 'f1-score': 0.6005566869407873, 'support': 1852.0}, 'weighted avg': {'precision': 0.9524158875596986, 'recall': 0.9487041036717062, 'f1-score': 0.9505163227292993, 'support': 1852.0}} | 0.0513 | {'~PC': {'precision': 0.9869918699186991, 'recall': 0.9972617743702081, 'f1-score': 0.9921002451648052, 'support': 1826.0}, 'PC': {'precision': 0.2857142857142857, 'recall': 0.07692307692307693, 'f1-score': 0.12121212121212122, 'support': 26.0}, 'accuracy': 0.984341252699784, 'macro avg': {'precision': 0.6363530778164924, 'recall': 0.5370924256466425, 'f1-score': 0.5566561831884632, 'support': 1852.0}, 'weighted avg': {'precision': 0.9771467202484428, 'recall': 0.984341252699784, 'f1-score': 0.9798739540078021, 'support': 1852.0}} | 0.0157 | {'f1-score': 0.6561474146627874, 'hamming': 0.0220707343412527} | -| 0.0689 | 9.0 | 882 | 0.0977 | {'~LIN': {'precision': 0.9908207343412527, 'recall': 1.0, 'f1-score': 0.9953892053159751, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.49541036717062636, 'recall': 0.5, 'f1-score': 0.49769460265798754, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817257276005392, 'recall': 0.9908207343412527, 'f1-score': 0.9862522633665304, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.9825708061002179, 'recall': 0.9944873208379272, 'f1-score': 0.9884931506849315, 'support': 1814.0}, 'SI': {'precision': 0.375, 'recall': 0.15789473684210525, 'f1-score': 0.2222222222222222, 'support': 38.0}, 'accuracy': 0.9773218142548596, 'macro avg': {'precision': 0.6787854030501089, 'recall': 0.5761910288400163, 'f1-score': 0.6053576864535768, 'support': 1852.0}, 'weighted avg': {'precision': 0.9701044504674919, 'recall': 0.9773218142548596, 'f1-score': 0.972770529042608, 'support': 1852.0}} | 0.0227 | {'~CL': {'precision': 0.9730046948356808, 'recall': 0.9922202274087373, 'f1-score': 0.9825185185185186, 'support': 1671.0}, 'CL': {'precision': 0.9121621621621622, 'recall': 0.7458563535911602, 'f1-score': 0.8206686930091185, 'support': 181.0}, 'accuracy': 0.9681425485961123, 'macro avg': {'precision': 0.9425834284989214, 'recall': 0.8690382904999487, 'f1-score': 0.9015936057638185, 'support': 1852.0}, 'weighted avg': {'precision': 0.9670584213940463, 'recall': 0.9681425485961123, 'f1-score': 0.9667005820081507, 'support': 1852.0}} | 0.0319 | {'~D': {'precision': 0.9978319783197832, 'recall': 0.999457111834962, 'f1-score': 0.9986438839164633, 'support': 1842.0}, 'D': {'precision': 0.8571428571428571, 'recall': 0.6, 'f1-score': 0.7058823529411765, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9274874177313202, 'recall': 0.7997285559174809, 'f1-score': 0.8522631184288199, 'support': 1852.0}, 'weighted avg': {'precision': 0.9970723178382663, 'recall': 0.9973002159827213, 'f1-score': 0.9970630981120611, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9776444929116684, 'recall': 0.9950055493895672, 'f1-score': 0.9862486248624862, 'support': 1802.0}, 'PL': {'precision': 0.5, 'recall': 0.18, 'f1-score': 0.2647058823529412, 'support': 50.0}, 'accuracy': 0.9730021598272138, 'macro avg': {'precision': 0.7388222464558343, 'recall': 0.5875027746947836, 'f1-score': 0.6254772536077137, 'support': 1852.0}, 'weighted avg': {'precision': 0.9647491232326277, 'recall': 0.9730021598272138, 'f1-score': 0.9667685292223798, 'support': 1852.0}} | 0.0270 | {'~TI': {'precision': 0.9750830564784053, 'recall': 0.981058495821727, 'f1-score': 0.978061649541794, 'support': 1795.0}, 'TI': {'precision': 0.2608695652173913, 'recall': 0.21052631578947367, 'f1-score': 0.23300970873786409, 'support': 57.0}, 'accuracy': 0.9573434125269978, 'macro avg': {'precision': 0.6179763108478983, 'recall': 0.5957924058056003, 'f1-score': 0.605535679139829, 'support': 1852.0}, 'weighted avg': {'precision': 0.9531013237560091, 'recall': 0.9573434125269978, 'f1-score': 0.9551307852729906, 'support': 1852.0}} | 0.0427 | {'~PC': {'precision': 0.9859078590785908, 'recall': 0.9961664841182913, 'f1-score': 0.9910106238082267, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9821814254859611, 'macro avg': {'precision': 0.4929539295392954, 'recall': 0.49808324205914567, 'f1-score': 0.49550531190411334, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720668200202521, 'recall': 0.9821814254859611, 'f1-score': 0.9770979476640507, 'support': 1852.0}} | 0.0178 | {'f1-score': 0.6353100680505414, 'hamming': 0.01970842332613391} | -| 0.0689 | 10.0 | 980 | 0.0955 | {'~LIN': {'precision': 0.9908008658008658, 'recall': 0.9978201634877384, 'f1-score': 0.9942981265272876, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9886609071274298, 'macro avg': {'precision': 0.4954004329004329, 'recall': 0.4989100817438692, 'f1-score': 0.4971490632636438, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817060414387628, 'recall': 0.9886609071274298, 'f1-score': 0.9851711998798988, 'support': 1852.0}} | 0.0113 | {'~SI': {'precision': 0.9835616438356164, 'recall': 0.9895259095920618, 'f1-score': 0.9865347622973344, 'support': 1814.0}, 'SI': {'precision': 0.2962962962962963, 'recall': 0.21052631578947367, 'f1-score': 0.24615384615384617, 'support': 38.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.6399289700659563, 'recall': 0.6000261126907678, 'f1-score': 0.6163443042255903, 'support': 1852.0}, 'weighted avg': {'precision': 0.9694600870286542, 'recall': 0.9735421166306696, 'f1-score': 0.971343361210157, 'support': 1852.0}} | 0.0265 | {'~CL': {'precision': 0.9752504419563937, 'recall': 0.990424895272292, 'f1-score': 0.9827790973871734, 'support': 1671.0}, 'CL': {'precision': 0.896774193548387, 'recall': 0.7679558011049724, 'f1-score': 0.8273809523809523, 'support': 181.0}, 'accuracy': 0.968682505399568, 'macro avg': {'precision': 0.9360123177523904, 'recall': 0.8791903481886323, 'f1-score': 0.9050800248840629, 'support': 1852.0}, 'weighted avg': {'precision': 0.9675807870093908, 'recall': 0.968682505399568, 'f1-score': 0.9675916976862413, 'support': 1852.0}} | 0.0313 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.976986301369863, 'recall': 0.9894561598224195, 'f1-score': 0.9831816928591122, 'support': 1802.0}, 'PL': {'precision': 0.2962962962962963, 'recall': 0.16, 'f1-score': 0.2077922077922078, 'support': 50.0}, 'accuracy': 0.9670626349892009, 'macro avg': {'precision': 0.6366412988330796, 'recall': 0.5747280799112098, 'f1-score': 0.59548695032566, 'support': 1852.0}, 'weighted avg': {'precision': 0.9586091414056738, 'recall': 0.9670626349892009, 'f1-score': 0.962247851469617, 'support': 1852.0}} | 0.0329 | {'~TI': {'precision': 0.9761243753470294, 'recall': 0.9793871866295265, 'f1-score': 0.9777530589543938, 'support': 1795.0}, 'TI': {'precision': 0.27450980392156865, 'recall': 0.24561403508771928, 'f1-score': 0.25925925925925924, 'support': 57.0}, 'accuracy': 0.9568034557235421, 'macro avg': {'precision': 0.625317089634299, 'recall': 0.6125006108586228, 'f1-score': 0.6185061591068265, 'support': 1852.0}, 'weighted avg': {'precision': 0.9545304063560731, 'recall': 0.9568034557235421, 'f1-score': 0.9556395888773838, 'support': 1852.0}} | 0.0432 | {'~PC': {'precision': 0.9906439185470556, 'recall': 0.9857612267250822, 'f1-score': 0.9881965413121054, 'support': 1826.0}, 'PC': {'precision': 0.2571428571428571, 'recall': 0.34615384615384615, 'f1-score': 0.29508196721311475, 'support': 26.0}, 'accuracy': 0.9767818574514039, 'macro avg': {'precision': 0.6238933878449564, 'recall': 0.6659575364394641, 'f1-score': 0.6416392542626101, 'support': 1852.0}, 'weighted avg': {'precision': 0.9803463874474285, 'recall': 0.9767818574514039, 'f1-score': 0.9784659911357698, 'support': 1852.0}} | 0.0232 | {'f1-score': 0.6605771141967696, 'hamming': 0.021733261339092872} | -| 0.0172 | 11.0 | 1078 | 0.1078 | {'~LIN': {'precision': 0.9908108108108108, 'recall': 0.9989100817438692, 'f1-score': 0.9948439620081411, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9897408207343412, 'macro avg': {'precision': 0.4954054054054054, 'recall': 0.4994550408719346, 'f1-score': 0.49742198100407053, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817158951608196, 'recall': 0.9897408207343412, 'f1-score': 0.9857120249918677, 'support': 1852.0}} | 0.0103 | {'~SI': {'precision': 0.9820749592612711, 'recall': 0.9966923925027563, 'f1-score': 0.9893296853625171, 'support': 1814.0}, 'SI': {'precision': 0.45454545454545453, 'recall': 0.13157894736842105, 'f1-score': 0.20408163265306123, 'support': 38.0}, 'accuracy': 0.9789416846652268, 'macro avg': {'precision': 0.7183102069033628, 'recall': 0.5641356699355887, 'f1-score': 0.5967056590077892, 'support': 1852.0}, 'weighted avg': {'precision': 0.9712509197476636, 'recall': 0.9789416846652268, 'f1-score': 0.9732176842810056, 'support': 1852.0}} | 0.0211 | {'~CL': {'precision': 0.9752504419563937, 'recall': 0.990424895272292, 'f1-score': 0.9827790973871734, 'support': 1671.0}, 'CL': {'precision': 0.896774193548387, 'recall': 0.7679558011049724, 'f1-score': 0.8273809523809523, 'support': 181.0}, 'accuracy': 0.968682505399568, 'macro avg': {'precision': 0.9360123177523904, 'recall': 0.8791903481886323, 'f1-score': 0.9050800248840629, 'support': 1852.0}, 'weighted avg': {'precision': 0.9675807870093908, 'recall': 0.968682505399568, 'f1-score': 0.9675916976862413, 'support': 1852.0}} | 0.0313 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9755700325732899, 'recall': 0.9972253052164262, 'f1-score': 0.9862788144895719, 'support': 1802.0}, 'PL': {'precision': 0.5, 'recall': 0.1, 'f1-score': 0.16666666666666666, 'support': 50.0}, 'accuracy': 0.9730021598272138, 'macro avg': {'precision': 0.737785016286645, 'recall': 0.5486126526082131, 'f1-score': 0.5764727405781193, 'support': 1852.0}, 'weighted avg': {'precision': 0.9627306688429095, 'recall': 0.9730021598272138, 'f1-score': 0.964151056718975, 'support': 1852.0}} | 0.0270 | {'~TI': {'precision': 0.974669603524229, 'recall': 0.9860724233983287, 'f1-score': 0.9803378565494323, 'support': 1795.0}, 'TI': {'precision': 0.3055555555555556, 'recall': 0.19298245614035087, 'f1-score': 0.23655913978494625, 'support': 57.0}, 'accuracy': 0.9616630669546437, 'macro avg': {'precision': 0.6401125795398923, 'recall': 0.5895274397693397, 'f1-score': 0.6084484981671893, 'support': 1852.0}, 'weighted avg': {'precision': 0.9540759206223854, 'recall': 0.9616630669546437, 'f1-score': 0.9574461789816269, 'support': 1852.0}} | 0.0383 | {'~PC': {'precision': 0.986449864498645, 'recall': 0.9967141292442497, 'f1-score': 0.991555434486516, 'support': 1826.0}, 'PC': {'precision': 0.14285714285714285, 'recall': 0.038461538461538464, 'f1-score': 0.06060606060606061, 'support': 26.0}, 'accuracy': 0.9832613390928726, 'macro avg': {'precision': 0.5646535036778939, 'recall': 0.5175878338528941, 'f1-score': 0.5260807475462883, 'support': 1852.0}, 'weighted avg': {'precision': 0.9746067701343475, 'recall': 0.9832613390928726, 'f1-score': 0.9784859508359264, 'support': 1852.0}} | 0.0167 | {'f1-score': 0.6400776010866603, 'hamming': 0.018763498920086392} | -| 0.0172 | 12.0 | 1176 | 0.1117 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820749592612711, 'recall': 0.9966923925027563, 'f1-score': 0.9893296853625171, 'support': 1814.0}, 'SI': {'precision': 0.45454545454545453, 'recall': 0.13157894736842105, 'f1-score': 0.20408163265306123, 'support': 38.0}, 'accuracy': 0.9789416846652268, 'macro avg': {'precision': 0.7183102069033628, 'recall': 0.5641356699355887, 'f1-score': 0.5967056590077892, 'support': 1852.0}, 'weighted avg': {'precision': 0.9712509197476636, 'recall': 0.9789416846652268, 'f1-score': 0.9732176842810056, 'support': 1852.0}} | 0.0211 | {'~CL': {'precision': 0.9741176470588235, 'recall': 0.9910233393177738, 'f1-score': 0.9824977751409077, 'support': 1671.0}, 'CL': {'precision': 0.9013157894736842, 'recall': 0.7569060773480663, 'f1-score': 0.8228228228228228, 'support': 181.0}, 'accuracy': 0.9681425485961123, 'macro avg': {'precision': 0.9377167182662538, 'recall': 0.8739647083329201, 'f1-score': 0.9026602989818653, 'support': 1852.0}, 'weighted avg': {'precision': 0.9670025627052004, 'recall': 0.9681425485961123, 'f1-score': 0.9668923937318509, 'support': 1852.0}} | 0.0319 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9775342465753425, 'recall': 0.9900110987791343, 'f1-score': 0.9837331127653708, 'support': 1802.0}, 'PL': {'precision': 0.3333333333333333, 'recall': 0.18, 'f1-score': 0.23376623376623376, 'support': 50.0}, 'accuracy': 0.9681425485961123, 'macro avg': {'precision': 0.6554337899543379, 'recall': 0.5850055493895672, 'f1-score': 0.6087496732658023, 'support': 1852.0}, 'weighted avg': {'precision': 0.9601422132804719, 'recall': 0.9681425485961123, 'f1-score': 0.9634856268312688, 'support': 1852.0}} | 0.0319 | {'~TI': {'precision': 0.9731653888280394, 'recall': 0.9899721448467966, 'f1-score': 0.9814968240817453, 'support': 1795.0}, 'TI': {'precision': 0.3076923076923077, 'recall': 0.14035087719298245, 'f1-score': 0.1927710843373494, 'support': 57.0}, 'accuracy': 0.9638228941684666, 'macro avg': {'precision': 0.6404288482601735, 'recall': 0.5651615110198895, 'f1-score': 0.5871339542095474, 'support': 1852.0}, 'weighted avg': {'precision': 0.9526837659205141, 'recall': 0.9638228941684666, 'f1-score': 0.9572217878153142, 'support': 1852.0}} | 0.0362 | {'~PC': {'precision': 0.9864572047670639, 'recall': 0.9972617743702081, 'f1-score': 0.9918300653594772, 'support': 1826.0}, 'PC': {'precision': 0.16666666666666666, 'recall': 0.038461538461538464, 'f1-score': 0.0625, 'support': 26.0}, 'accuracy': 0.9838012958963283, 'macro avg': {'precision': 0.5765619357168653, 'recall': 0.5178616564158733, 'f1-score': 0.5271650326797386, 'support': 1852.0}, 'weighted avg': {'precision': 0.9749482663272094, 'recall': 0.9838012958963283, 'f1-score': 0.9787833149818603, 'support': 1852.0}} | 0.0162 | {'f1-score': 0.6412980130577783, 'hamming': 0.019033477321814256} | -| 0.0172 | 13.0 | 1274 | 0.1131 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820749592612711, 'recall': 0.9966923925027563, 'f1-score': 0.9893296853625171, 'support': 1814.0}, 'SI': {'precision': 0.45454545454545453, 'recall': 0.13157894736842105, 'f1-score': 0.20408163265306123, 'support': 38.0}, 'accuracy': 0.9789416846652268, 'macro avg': {'precision': 0.7183102069033628, 'recall': 0.5641356699355887, 'f1-score': 0.5967056590077892, 'support': 1852.0}, 'weighted avg': {'precision': 0.9712509197476636, 'recall': 0.9789416846652268, 'f1-score': 0.9732176842810056, 'support': 1852.0}} | 0.0211 | {'~CL': {'precision': 0.9758397171479081, 'recall': 0.9910233393177738, 'f1-score': 0.9833729216152018, 'support': 1671.0}, 'CL': {'precision': 0.9032258064516129, 'recall': 0.7734806629834254, 'f1-score': 0.8333333333333334, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9395327617997604, 'recall': 0.8822520011505997, 'f1-score': 0.9083531274742676, 'support': 1852.0}, 'weighted avg': {'precision': 0.9687430012537237, 'recall': 0.9697624190064795, 'f1-score': 0.968709225352233, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9760999456816948, 'recall': 0.9972253052164262, 'f1-score': 0.9865495470765853, 'support': 1802.0}, 'PL': {'precision': 0.5454545454545454, 'recall': 0.12, 'f1-score': 0.19672131147540983, 'support': 50.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.7607772455681201, 'recall': 0.5586126526082131, 'f1-score': 0.5916354292759975, 'support': 1852.0}, 'weighted avg': {'precision': 0.9644734499952167, 'recall': 0.9735421166306696, 'f1-score': 0.965225890607871, 'support': 1852.0}} | 0.0265 | {'~TI': {'precision': 0.9742041712403952, 'recall': 0.9888579387186629, 'f1-score': 0.9814763616256567, 'support': 1795.0}, 'TI': {'precision': 0.3333333333333333, 'recall': 0.17543859649122806, 'f1-score': 0.22988505747126436, 'support': 57.0}, 'accuracy': 0.9638228941684666, 'macro avg': {'precision': 0.6537687522868643, 'recall': 0.5821482676049454, 'f1-score': 0.6056807095484605, 'support': 1852.0}, 'weighted avg': {'precision': 0.9544797448037308, 'recall': 0.9638228941684666, 'f1-score': 0.9583442318541662, 'support': 1852.0}} | 0.0362 | {'~PC': {'precision': 0.9869848156182213, 'recall': 0.9967141292442497, 'f1-score': 0.9918256130790191, 'support': 1826.0}, 'PC': {'precision': 0.25, 'recall': 0.07692307692307693, 'f1-score': 0.11764705882352941, 'support': 26.0}, 'accuracy': 0.9838012958963283, 'macro avg': {'precision': 0.6184924078091106, 'recall': 0.5368186030836634, 'f1-score': 0.5547363359512743, 'support': 1852.0}, 'weighted avg': {'precision': 0.9766383765220692, 'recall': 0.9838012958963283, 'f1-score': 0.9795531279760802, 'support': 1852.0}} | 0.0162 | {'f1-score': 0.6456350934469091, 'hamming': 0.018156047516198703} | -| 0.0172 | 14.0 | 1372 | 0.1115 | {'~LIN': {'precision': 0.9908058409951325, 'recall': 0.9983651226158038, 'f1-score': 0.99457111834962, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9892008639308856, 'macro avg': {'precision': 0.49540292049756623, 'recall': 0.4991825613079019, 'f1-score': 0.49728555917481, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817109709643996, 'recall': 0.9892008639308856, 'f1-score': 0.9854416858377715, 'support': 1852.0}} | 0.0108 | {'~SI': {'precision': 0.9819868995633187, 'recall': 0.9917309812568909, 'f1-score': 0.9868348875479978, 'support': 1814.0}, 'SI': {'precision': 0.25, 'recall': 0.13157894736842105, 'f1-score': 0.1724137931034483, 'support': 38.0}, 'accuracy': 0.9740820734341252, 'macro avg': {'precision': 0.6159934497816594, 'recall': 0.5616549643126559, 'f1-score': 0.5796243403257231, 'support': 1852.0}, 'weighted avg': {'precision': 0.9669677299178512, 'recall': 0.9740820734341252, 'f1-score': 0.9701243035367164, 'support': 1852.0}} | 0.0259 | {'~CL': {'precision': 0.9775413711583925, 'recall': 0.9898264512268103, 'f1-score': 0.9836455545643771, 'support': 1671.0}, 'CL': {'precision': 0.89375, 'recall': 0.7900552486187845, 'f1-score': 0.8387096774193549, 'support': 181.0}, 'accuracy': 0.9703023758099352, 'macro avg': {'precision': 0.9356456855791963, 'recall': 0.8899408499227974, 'f1-score': 0.911177615991866, 'support': 1852.0}, 'weighted avg': {'precision': 0.9693522576704502, 'recall': 0.9703023758099352, 'f1-score': 0.9694806551241778, 'support': 1852.0}} | 0.0297 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9760217983651226, 'recall': 0.9938956714761377, 'f1-score': 0.9848776464118779, 'support': 1802.0}, 'PL': {'precision': 0.35294117647058826, 'recall': 0.12, 'f1-score': 0.1791044776119403, 'support': 50.0}, 'accuracy': 0.9703023758099352, 'macro avg': {'precision': 0.6644814874178554, 'recall': 0.5569478357380688, 'f1-score': 0.5819910620119091, 'support': 1852.0}, 'weighted avg': {'precision': 0.9591999673204538, 'recall': 0.9703023758099352, 'f1-score': 0.9631235111850978, 'support': 1852.0}} | 0.0297 | {'~TI': {'precision': 0.9741331865712713, 'recall': 0.9860724233983287, 'f1-score': 0.9800664451827242, 'support': 1795.0}, 'TI': {'precision': 0.2857142857142857, 'recall': 0.17543859649122806, 'f1-score': 0.21739130434782608, 'support': 57.0}, 'accuracy': 0.9611231101511879, 'macro avg': {'precision': 0.6299237361427785, 'recall': 0.5807555099447783, 'f1-score': 0.5987288747652751, 'support': 1852.0}, 'weighted avg': {'precision': 0.9529453478299925, 'recall': 0.9611231101511879, 'f1-score': 0.9565931822088639, 'support': 1852.0}} | 0.0389 | {'~PC': {'precision': 0.9869706840390879, 'recall': 0.9956188389923329, 'f1-score': 0.9912758996728462, 'support': 1826.0}, 'PC': {'precision': 0.2, 'recall': 0.07692307692307693, 'f1-score': 0.1111111111111111, 'support': 26.0}, 'accuracy': 0.9827213822894169, 'macro avg': {'precision': 0.593485342019544, 'recall': 0.536270957957705, 'f1-score': 0.5511935053919786, 'support': 1852.0}, 'weighted avg': {'precision': 0.975922499489943, 'recall': 0.9827213822894169, 'f1-score': 0.9789193745634482, 'support': 1852.0}} | 0.0173 | {'f1-score': 0.6413015143959158, 'hamming': 0.01970842332613391} | -| 0.0172 | 15.0 | 1470 | 0.1195 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9815418023887079, 'recall': 0.9966923925027563, 'f1-score': 0.9890590809628009, 'support': 1814.0}, 'SI': {'precision': 0.4, 'recall': 0.10526315789473684, 'f1-score': 0.16666666666666666, 'support': 38.0}, 'accuracy': 0.978401727861771, 'macro avg': {'precision': 0.6907709011943539, 'recall': 0.5509777751987466, 'f1-score': 0.5778628738147338, 'support': 1852.0}, 'weighted avg': {'precision': 0.9696095191863479, 'recall': 0.978401727861771, 'f1-score': 0.972184938552837, 'support': 1852.0}} | 0.0216 | {'~CL': {'precision': 0.9735760422783324, 'recall': 0.9922202274087373, 'f1-score': 0.982809721398933, 'support': 1671.0}, 'CL': {'precision': 0.912751677852349, 'recall': 0.7513812154696132, 'f1-score': 0.8242424242424242, 'support': 181.0}, 'accuracy': 0.968682505399568, 'macro avg': {'precision': 0.9431638600653407, 'recall': 0.8718007214391752, 'f1-score': 0.9035260728206786, 'support': 1852.0}, 'weighted avg': {'precision': 0.9676315444591623, 'recall': 0.968682505399568, 'f1-score': 0.9673125935450841, 'support': 1852.0}} | 0.0313 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9760348583877996, 'recall': 0.9944506104328524, 'f1-score': 0.9851566794942276, 'support': 1802.0}, 'PL': {'precision': 0.375, 'recall': 0.12, 'f1-score': 0.18181818181818182, 'support': 50.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.6755174291938998, 'recall': 0.5572253052164262, 'f1-score': 0.5834874306562047, 'support': 1852.0}, 'weighted avg': {'precision': 0.9598082153427726, 'recall': 0.9708423326133909, 'f1-score': 0.9634682751293234, 'support': 1852.0}} | 0.0292 | {'~TI': {'precision': 0.9742324561403509, 'recall': 0.9899721448467966, 'f1-score': 0.9820392373583863, 'support': 1795.0}, 'TI': {'precision': 0.35714285714285715, 'recall': 0.17543859649122806, 'f1-score': 0.23529411764705882, 'support': 57.0}, 'accuracy': 0.964902807775378, 'macro avg': {'precision': 0.665687656641604, 'recall': 0.5827053706690124, 'f1-score': 0.6086666775027225, 'support': 1852.0}, 'weighted avg': {'precision': 0.9552399576830847, 'recall': 0.964902807775378, 'f1-score': 0.9590562612117634, 'support': 1852.0}} | 0.0351 | {'~PC': {'precision': 0.9864425162689805, 'recall': 0.9961664841182913, 'f1-score': 0.9912806539509537, 'support': 1826.0}, 'PC': {'precision': 0.125, 'recall': 0.038461538461538464, 'f1-score': 0.058823529411764705, 'support': 26.0}, 'accuracy': 0.9827213822894169, 'macro avg': {'precision': 0.5557212581344902, 'recall': 0.5173140112899149, 'f1-score': 0.5250520916813591, 'support': 1852.0}, 'weighted avg': {'precision': 0.9743488308353987, 'recall': 0.9827213822894169, 'f1-score': 0.9781900031744856, 'support': 1852.0}} | 0.0173 | {'f1-score': 0.6383205790991477, 'hamming': 0.018696004319654427} | -| 0.001 | 16.0 | 1568 | 0.1163 | {'~LIN': {'precision': 0.9908108108108108, 'recall': 0.9989100817438692, 'f1-score': 0.9948439620081411, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9897408207343412, 'macro avg': {'precision': 0.4954054054054054, 'recall': 0.4994550408719346, 'f1-score': 0.49742198100407053, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817158951608196, 'recall': 0.9897408207343412, 'f1-score': 0.9857120249918677, 'support': 1852.0}} | 0.0103 | {'~SI': {'precision': 0.9820652173913044, 'recall': 0.996141124586549, 'f1-score': 0.9890530925013684, 'support': 1814.0}, 'SI': {'precision': 0.4166666666666667, 'recall': 0.13157894736842105, 'f1-score': 0.2, 'support': 38.0}, 'accuracy': 0.978401727861771, 'macro avg': {'precision': 0.6993659420289855, 'recall': 0.563860035977485, 'f1-score': 0.5945265462506842, 'support': 1852.0}, 'weighted avg': {'precision': 0.9704641672144488, 'recall': 0.978401727861771, 'f1-score': 0.9728630182491804, 'support': 1852.0}} | 0.0216 | {'~CL': {'precision': 0.9758539458186102, 'recall': 0.9916217833632556, 'f1-score': 0.9836746809142178, 'support': 1671.0}, 'CL': {'precision': 0.9090909090909091, 'recall': 0.7734806629834254, 'f1-score': 0.835820895522388, 'support': 181.0}, 'accuracy': 0.9703023758099352, 'macro avg': {'precision': 0.9424724274547596, 'recall': 0.8825512231733406, 'f1-score': 0.9097477882183029, 'support': 1852.0}, 'weighted avg': {'precision': 0.9693290486006221, 'recall': 0.9703023758099352, 'f1-score': 0.9692246079358586, 'support': 1852.0}} | 0.0297 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9760348583877996, 'recall': 0.9944506104328524, 'f1-score': 0.9851566794942276, 'support': 1802.0}, 'PL': {'precision': 0.375, 'recall': 0.12, 'f1-score': 0.18181818181818182, 'support': 50.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.6755174291938998, 'recall': 0.5572253052164262, 'f1-score': 0.5834874306562047, 'support': 1852.0}, 'weighted avg': {'precision': 0.9598082153427726, 'recall': 0.9708423326133909, 'f1-score': 0.9634682751293234, 'support': 1852.0}} | 0.0292 | {'~TI': {'precision': 0.9741900054914882, 'recall': 0.9883008356545961, 'f1-score': 0.9811946902654868, 'support': 1795.0}, 'TI': {'precision': 0.3225806451612903, 'recall': 0.17543859649122806, 'f1-score': 0.22727272727272727, 'support': 57.0}, 'accuracy': 0.9632829373650108, 'macro avg': {'precision': 0.6483853253263893, 'recall': 0.581869716072912, 'f1-score': 0.604233708769107, 'support': 1852.0}, 'weighted avg': {'precision': 0.954135073775062, 'recall': 0.9632829373650108, 'f1-score': 0.9579908285535067, 'support': 1852.0}} | 0.0367 | {'~PC': {'precision': 0.9859154929577465, 'recall': 0.9967141292442497, 'f1-score': 0.9912854030501089, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9827213822894169, 'macro avg': {'precision': 0.49295774647887325, 'recall': 0.49835706462212487, 'f1-score': 0.49564270152505446, 'support': 1852.0}, 'weighted avg': {'precision': 0.972074346728318, 'recall': 0.9827213822894169, 'f1-score': 0.9773688693139843, 'support': 1852.0}} | 0.0173 | {'f1-score': 0.6369339142411484, 'hamming': 0.018763498920086392} | -| 0.001 | 17.0 | 1666 | 0.1182 | {'~LIN': {'precision': 0.9908108108108108, 'recall': 0.9989100817438692, 'f1-score': 0.9948439620081411, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9897408207343412, 'macro avg': {'precision': 0.4954054054054054, 'recall': 0.4994550408719346, 'f1-score': 0.49742198100407053, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817158951608196, 'recall': 0.9897408207343412, 'f1-score': 0.9857120249918677, 'support': 1852.0}} | 0.0103 | {'~SI': {'precision': 0.9810092240911558, 'recall': 0.9966923925027563, 'f1-score': 0.9887886245556468, 'support': 1814.0}, 'SI': {'precision': 0.3333333333333333, 'recall': 0.07894736842105263, 'f1-score': 0.1276595744680851, 'support': 38.0}, 'accuracy': 0.9778617710583153, 'macro avg': {'precision': 0.6571712787122446, 'recall': 0.5378198804619044, 'f1-score': 0.5582240995118659, 'support': 1852.0}, 'weighted avg': {'precision': 0.9677199779524964, 'recall': 0.9778617710583153, 'f1-score': 0.9711196699642173, 'support': 1852.0}} | 0.0221 | {'~CL': {'precision': 0.9758681577398469, 'recall': 0.9922202274087373, 'f1-score': 0.9839762611275964, 'support': 1671.0}, 'CL': {'precision': 0.9150326797385621, 'recall': 0.7734806629834254, 'f1-score': 0.8383233532934131, 'support': 181.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.9454504187392045, 'recall': 0.8828504451960814, 'f1-score': 0.9111498072105048, 'support': 1852.0}, 'weighted avg': {'precision': 0.9699225737667191, 'recall': 0.9708423326133909, 'f1-score': 0.9697412847139963, 'support': 1852.0}} | 0.0292 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9765539803707742, 'recall': 0.9938956714761377, 'f1-score': 0.9851485148514851, 'support': 1802.0}, 'PL': {'precision': 0.3888888888888889, 'recall': 0.14, 'f1-score': 0.20588235294117646, 'support': 50.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.6827214346298316, 'recall': 0.5669478357380688, 'f1-score': 0.5955154338963308, 'support': 1852.0}, 'weighted avg': {'precision': 0.9606882921558205, 'recall': 0.9708423326133909, 'f1-score': 0.9641100115601701, 'support': 1852.0}} | 0.0292 | {'~TI': {'precision': 0.9742183214481623, 'recall': 0.9894150417827298, 'f1-score': 0.9817578772802653, 'support': 1795.0}, 'TI': {'precision': 0.3448275862068966, 'recall': 0.17543859649122806, 'f1-score': 0.23255813953488372, 'support': 57.0}, 'accuracy': 0.9643628509719222, 'macro avg': {'precision': 0.6595229538275295, 'recall': 0.5824268191369789, 'f1-score': 0.6071580084075745, 'support': 1852.0}, 'weighted avg': {'precision': 0.9548472243052076, 'recall': 0.9643628509719222, 'f1-score': 0.9586993540343222, 'support': 1852.0}} | 0.0356 | {'~PC': {'precision': 0.9859231185706551, 'recall': 0.9972617743702081, 'f1-score': 0.9915600326708413, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9832613390928726, 'macro avg': {'precision': 0.49296155928532753, 'recall': 0.49863088718510407, 'f1-score': 0.4957800163354206, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720818652861858, 'recall': 0.9832613390928726, 'f1-score': 0.9776396434432808, 'support': 1852.0}} | 0.0167 | {'f1-score': 0.6344575629839413, 'hamming': 0.0185610151187905} | -| 0.001 | 18.0 | 1764 | 0.1156 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820359281437125, 'recall': 0.9944873208379272, 'f1-score': 0.9882224048205971, 'support': 1814.0}, 'SI': {'precision': 0.3333333333333333, 'recall': 0.13157894736842105, 'f1-score': 0.18867924528301888, 'support': 38.0}, 'accuracy': 0.9767818574514039, 'macro avg': {'precision': 0.6576846307385229, 'recall': 0.5630331341031741, 'f1-score': 0.588450825051808, 'support': 1852.0}, 'weighted avg': {'precision': 0.9687256157231972, 'recall': 0.9767818574514039, 'f1-score': 0.9718170916119427, 'support': 1852.0}} | 0.0232 | {'~CL': {'precision': 0.9752795762213067, 'recall': 0.9916217833632556, 'f1-score': 0.9833827893175074, 'support': 1671.0}, 'CL': {'precision': 0.9084967320261438, 'recall': 0.7679558011049724, 'f1-score': 0.8323353293413174, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9418881541237252, 'recall': 0.879788792234114, 'f1-score': 0.9078590593294125, 'support': 1852.0}, 'weighted avg': {'precision': 0.968752743176315, 'recall': 0.9697624190064795, 'f1-score': 0.9686205915552556, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.976528384279476, 'recall': 0.9927857935627081, 'f1-score': 0.9845899834892681, 'support': 1802.0}, 'PL': {'precision': 0.35, 'recall': 0.14, 'f1-score': 0.2, 'support': 50.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.663264192139738, 'recall': 0.5663928967813541, 'f1-score': 0.5922949917446341, 'support': 1852.0}, 'weighted avg': {'precision': 0.9596134710969848, 'recall': 0.9697624190064795, 'f1-score': 0.9634077485138559, 'support': 1852.0}} | 0.0302 | {'~TI': {'precision': 0.9742041712403952, 'recall': 0.9888579387186629, 'f1-score': 0.9814763616256567, 'support': 1795.0}, 'TI': {'precision': 0.3333333333333333, 'recall': 0.17543859649122806, 'f1-score': 0.22988505747126436, 'support': 57.0}, 'accuracy': 0.9638228941684666, 'macro avg': {'precision': 0.6537687522868643, 'recall': 0.5821482676049454, 'f1-score': 0.6056807095484605, 'support': 1852.0}, 'weighted avg': {'precision': 0.9544797448037308, 'recall': 0.9638228941684666, 'f1-score': 0.9583442318541662, 'support': 1852.0}} | 0.0362 | {'~PC': {'precision': 0.9869636067354699, 'recall': 0.9950711938663745, 'f1-score': 0.9910008181074448, 'support': 1826.0}, 'PC': {'precision': 0.18181818181818182, 'recall': 0.07692307692307693, 'f1-score': 0.10810810810810811, 'support': 26.0}, 'accuracy': 0.9821814254859611, 'macro avg': {'precision': 0.5843908942768259, 'recall': 0.5359971353947257, 'f1-score': 0.5495544631077764, 'support': 1852.0}, 'weighted avg': {'precision': 0.9756602692366311, 'recall': 0.9821814254859611, 'f1-score': 0.9786059960448191, 'support': 1852.0}} | 0.0178 | {'f1-score': 0.6439761918874469, 'hamming': 0.019100971922246218} | -| 0.001 | 19.0 | 1862 | 0.1193 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820749592612711, 'recall': 0.9966923925027563, 'f1-score': 0.9893296853625171, 'support': 1814.0}, 'SI': {'precision': 0.45454545454545453, 'recall': 0.13157894736842105, 'f1-score': 0.20408163265306123, 'support': 38.0}, 'accuracy': 0.9789416846652268, 'macro avg': {'precision': 0.7183102069033628, 'recall': 0.5641356699355887, 'f1-score': 0.5967056590077892, 'support': 1852.0}, 'weighted avg': {'precision': 0.9712509197476636, 'recall': 0.9789416846652268, 'f1-score': 0.9732176842810056, 'support': 1852.0}} | 0.0211 | {'~CL': {'precision': 0.9764289923394225, 'recall': 0.9916217833632556, 'f1-score': 0.9839667458432304, 'support': 1671.0}, 'CL': {'precision': 0.9096774193548387, 'recall': 0.7790055248618785, 'f1-score': 0.8392857142857143, 'support': 181.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.9430532058471306, 'recall': 0.885313654112567, 'f1-score': 0.9116262300644724, 'support': 1852.0}, 'weighted avg': {'precision': 0.9699052154980566, 'recall': 0.9708423326133909, 'f1-score': 0.9698267530182247, 'support': 1852.0}} | 0.0292 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9770366320393657, 'recall': 0.9916759156492786, 'f1-score': 0.984301845221702, 'support': 1802.0}, 'PL': {'precision': 0.34782608695652173, 'recall': 0.16, 'f1-score': 0.2191780821917808, 'support': 50.0}, 'accuracy': 0.9692224622030238, 'macro avg': {'precision': 0.6624313594979437, 'recall': 0.5758379578246393, 'f1-score': 0.6017399637067414, 'support': 1852.0}, 'weighted avg': {'precision': 0.9600493063081874, 'recall': 0.9692224622030238, 'f1-score': 0.9636451561550194, 'support': 1852.0}} | 0.0308 | {'~TI': {'precision': 0.9741900054914882, 'recall': 0.9883008356545961, 'f1-score': 0.9811946902654868, 'support': 1795.0}, 'TI': {'precision': 0.3225806451612903, 'recall': 0.17543859649122806, 'f1-score': 0.22727272727272727, 'support': 57.0}, 'accuracy': 0.9632829373650108, 'macro avg': {'precision': 0.6483853253263893, 'recall': 0.581869716072912, 'f1-score': 0.604233708769107, 'support': 1852.0}, 'weighted avg': {'precision': 0.954135073775062, 'recall': 0.9632829373650108, 'f1-score': 0.9579908285535067, 'support': 1852.0}} | 0.0367 | {'~PC': {'precision': 0.9859231185706551, 'recall': 0.9972617743702081, 'f1-score': 0.9915600326708413, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9832613390928726, 'macro avg': {'precision': 0.49296155928532753, 'recall': 0.49863088718510407, 'f1-score': 0.4957800163354206, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720818652861858, 'recall': 0.9832613390928726, 'f1-score': 0.9776396434432808, 'support': 1852.0}} | 0.0167 | {'f1-score': 0.6397568830251268, 'hamming': 0.01869600431965443} | -| 0.001 | 20.0 | 1960 | 0.1238 | {'~LIN': {'precision': 0.9908207343412527, 'recall': 1.0, 'f1-score': 0.9953892053159751, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.49541036717062636, 'recall': 0.5, 'f1-score': 0.49769460265798754, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817257276005392, 'recall': 0.9908207343412527, 'f1-score': 0.9862522633665304, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.9820749592612711, 'recall': 0.9966923925027563, 'f1-score': 0.9893296853625171, 'support': 1814.0}, 'SI': {'precision': 0.45454545454545453, 'recall': 0.13157894736842105, 'f1-score': 0.20408163265306123, 'support': 38.0}, 'accuracy': 0.9789416846652268, 'macro avg': {'precision': 0.7183102069033628, 'recall': 0.5641356699355887, 'f1-score': 0.5967056590077892, 'support': 1852.0}, 'weighted avg': {'precision': 0.9712509197476636, 'recall': 0.9789416846652268, 'f1-score': 0.9732176842810056, 'support': 1852.0}} | 0.0211 | {'~CL': {'precision': 0.9741632413388138, 'recall': 0.992818671454219, 'f1-score': 0.983402489626556, 'support': 1671.0}, 'CL': {'precision': 0.9194630872483222, 'recall': 0.7569060773480663, 'f1-score': 0.8303030303030303, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.946813164293568, 'recall': 0.8748623744011426, 'f1-score': 0.9068527599647931, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688172759552399, 'recall': 0.9697624190064795, 'f1-score': 0.9684397454918053, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766177270255574, 'recall': 0.9966703662597114, 'f1-score': 0.9865421587475968, 'support': 1802.0}, 'PL': {'precision': 0.5384615384615384, 'recall': 0.14, 'f1-score': 0.2222222222222222, 'support': 50.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.757539632743548, 'recall': 0.5683351831298558, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9647884562759887, 'recall': 0.9735421166306696, 'f1-score': 0.9659071712604106, 'support': 1852.0}} | 0.0265 | {'~TI': {'precision': 0.9737704918032787, 'recall': 0.992757660167131, 'f1-score': 0.9831724137931035, 'support': 1795.0}, 'TI': {'precision': 0.4090909090909091, 'recall': 0.15789473684210525, 'f1-score': 0.22784810126582278, 'support': 57.0}, 'accuracy': 0.9670626349892009, 'macro avg': {'precision': 0.6914307004470939, 'recall': 0.5753261985046181, 'f1-score': 0.6055102575294631, 'support': 1852.0}, 'weighted avg': {'precision': 0.9563910446031679, 'recall': 0.9670626349892009, 'f1-score': 0.95992539121532, 'support': 1852.0}} | 0.0329 | {'~PC': {'precision': 0.9864351600651112, 'recall': 0.9956188389923329, 'f1-score': 0.9910057236304171, 'support': 1826.0}, 'PC': {'precision': 0.1111111111111111, 'recall': 0.038461538461538464, 'f1-score': 0.05714285714285714, 'support': 26.0}, 'accuracy': 0.9821814254859611, 'macro avg': {'precision': 0.5487731355881111, 'recall': 0.5170401887269357, 'f1-score': 0.5240742903866371, 'support': 1852.0}, 'weighted avg': {'precision': 0.9741465935031219, 'recall': 0.9821814254859611, 'f1-score': 0.9778953378157969, 'support': 1852.0}} | 0.0178 | {'f1-score': 0.6432038646921678, 'hamming': 0.017886069114470843} | -| 0.0005 | 21.0 | 2058 | 0.1215 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820749592612711, 'recall': 0.9966923925027563, 'f1-score': 0.9893296853625171, 'support': 1814.0}, 'SI': {'precision': 0.45454545454545453, 'recall': 0.13157894736842105, 'f1-score': 0.20408163265306123, 'support': 38.0}, 'accuracy': 0.9789416846652268, 'macro avg': {'precision': 0.7183102069033628, 'recall': 0.5641356699355887, 'f1-score': 0.5967056590077892, 'support': 1852.0}, 'weighted avg': {'precision': 0.9712509197476636, 'recall': 0.9789416846652268, 'f1-score': 0.9732176842810056, 'support': 1852.0}} | 0.0211 | {'~CL': {'precision': 0.9758254716981132, 'recall': 0.990424895272292, 'f1-score': 0.9830709830709831, 'support': 1671.0}, 'CL': {'precision': 0.8974358974358975, 'recall': 0.7734806629834254, 'f1-score': 0.8308605341246291, 'support': 181.0}, 'accuracy': 0.9692224622030238, 'macro avg': {'precision': 0.9366306845670054, 'recall': 0.8819527791278587, 'f1-score': 0.9069657585978061, 'support': 1852.0}, 'weighted avg': {'precision': 0.9681642876044517, 'recall': 0.9692224622030238, 'f1-score': 0.9681951238597032, 'support': 1852.0}} | 0.0308 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.976566757493188, 'recall': 0.9944506104328524, 'f1-score': 0.9854275501787187, 'support': 1802.0}, 'PL': {'precision': 0.4117647058823529, 'recall': 0.14, 'f1-score': 0.208955223880597, 'support': 50.0}, 'accuracy': 0.9713822894168467, 'macro avg': {'precision': 0.6941657316877705, 'recall': 0.5672253052164262, 'f1-score': 0.5971913870296579, 'support': 1852.0}, 'weighted avg': {'precision': 0.9613183219745369, 'recall': 0.9713822894168467, 'f1-score': 0.9644644744147306, 'support': 1852.0}} | 0.0286 | {'~TI': {'precision': 0.9742465753424657, 'recall': 0.9905292479108635, 'f1-score': 0.9823204419889503, 'support': 1795.0}, 'TI': {'precision': 0.37037037037037035, 'recall': 0.17543859649122806, 'f1-score': 0.23809523809523808, 'support': 57.0}, 'accuracy': 0.9654427645788337, 'macro avg': {'precision': 0.672308472856418, 'recall': 0.5829839222010458, 'f1-score': 0.6102078400420942, 'support': 1852.0}, 'weighted avg': {'precision': 0.9556607526192424, 'recall': 0.9654427645788337, 'f1-score': 0.9594150226466494, 'support': 1852.0}} | 0.0346 | {'~PC': {'precision': 0.9859383450513791, 'recall': 0.9983570646221248, 'f1-score': 0.992108843537415, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.984341252699784, 'macro avg': {'precision': 0.49296917252568956, 'recall': 0.4991785323110624, 'f1-score': 0.4960544217687075, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720968780042215, 'recall': 0.984341252699784, 'f1-score': 0.9781807496216629, 'support': 1852.0}} | 0.0157 | {'f1-score': 0.6393868190954423, 'hamming': 0.018223542116630673} | -| 0.0005 | 22.0 | 2156 | 0.1213 | {'~LIN': {'precision': 0.9908207343412527, 'recall': 1.0, 'f1-score': 0.9953892053159751, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.49541036717062636, 'recall': 0.5, 'f1-score': 0.49769460265798754, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817257276005392, 'recall': 0.9908207343412527, 'f1-score': 0.9862522633665304, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.9820652173913044, 'recall': 0.996141124586549, 'f1-score': 0.9890530925013684, 'support': 1814.0}, 'SI': {'precision': 0.4166666666666667, 'recall': 0.13157894736842105, 'f1-score': 0.2, 'support': 38.0}, 'accuracy': 0.978401727861771, 'macro avg': {'precision': 0.6993659420289855, 'recall': 0.563860035977485, 'f1-score': 0.5945265462506842, 'support': 1852.0}, 'weighted avg': {'precision': 0.9704641672144488, 'recall': 0.978401727861771, 'f1-score': 0.9728630182491804, 'support': 1852.0}} | 0.0216 | {'~CL': {'precision': 0.9747356051703878, 'recall': 0.992818671454219, 'f1-score': 0.9836940409131337, 'support': 1671.0}, 'CL': {'precision': 0.92, 'recall': 0.7624309392265194, 'f1-score': 0.8338368580060423, 'support': 181.0}, 'accuracy': 0.9703023758099352, 'macro avg': {'precision': 0.9473678025851939, 'recall': 0.8776248053403692, 'f1-score': 0.908765449459588, 'support': 1852.0}, 'weighted avg': {'precision': 0.9693861750754418, 'recall': 0.9703023758099352, 'f1-score': 0.9690481715253456, 'support': 1852.0}} | 0.0297 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9765922700054437, 'recall': 0.9955604883462819, 'f1-score': 0.9859851607584501, 'support': 1802.0}, 'PL': {'precision': 0.4666666666666667, 'recall': 0.14, 'f1-score': 0.2153846153846154, 'support': 50.0}, 'accuracy': 0.9724622030237581, 'macro avg': {'precision': 0.7216294683360551, 'recall': 0.567780244173141, 'f1-score': 0.6006848880715328, 'support': 1852.0}, 'weighted avg': {'precision': 0.9628253800664918, 'recall': 0.9724622030237581, 'f1-score': 0.9651806103973855, 'support': 1852.0}} | 0.0275 | {'~TI': {'precision': 0.973741794310722, 'recall': 0.9916434540389972, 'f1-score': 0.9826110957769804, 'support': 1795.0}, 'TI': {'precision': 0.375, 'recall': 0.15789473684210525, 'f1-score': 0.2222222222222222, 'support': 57.0}, 'accuracy': 0.9659827213822895, 'macro avg': {'precision': 0.674370897155361, 'recall': 0.5747690954405512, 'f1-score': 0.6024166589996013, 'support': 1852.0}, 'weighted avg': {'precision': 0.9553139961056945, 'recall': 0.9659827213822895, 'f1-score': 0.9592081984807486, 'support': 1852.0}} | 0.0340 | {'~PC': {'precision': 0.9869636067354699, 'recall': 0.9950711938663745, 'f1-score': 0.9910008181074448, 'support': 1826.0}, 'PC': {'precision': 0.18181818181818182, 'recall': 0.07692307692307693, 'f1-score': 0.10810810810810811, 'support': 26.0}, 'accuracy': 0.9821814254859611, 'macro avg': {'precision': 0.5843908942768259, 'recall': 0.5359971353947257, 'f1-score': 0.5495544631077764, 'support': 1852.0}, 'weighted avg': {'precision': 0.9756602692366311, 'recall': 0.9821814254859611, 'f1-score': 0.9786059960448191, 'support': 1852.0}} | 0.0178 | {'f1-score': 0.6455067207566167, 'hamming': 0.018156047516198703} | -| 0.0005 | 23.0 | 2254 | 0.1238 | {'~LIN': {'precision': 0.9908108108108108, 'recall': 0.9989100817438692, 'f1-score': 0.9948439620081411, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9897408207343412, 'macro avg': {'precision': 0.4954054054054054, 'recall': 0.4994550408719346, 'f1-score': 0.49742198100407053, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817158951608196, 'recall': 0.9897408207343412, 'f1-score': 0.9857120249918677, 'support': 1852.0}} | 0.0103 | {'~SI': {'precision': 0.9815418023887079, 'recall': 0.9966923925027563, 'f1-score': 0.9890590809628009, 'support': 1814.0}, 'SI': {'precision': 0.4, 'recall': 0.10526315789473684, 'f1-score': 0.16666666666666666, 'support': 38.0}, 'accuracy': 0.978401727861771, 'macro avg': {'precision': 0.6907709011943539, 'recall': 0.5509777751987466, 'f1-score': 0.5778628738147338, 'support': 1852.0}, 'weighted avg': {'precision': 0.9696095191863479, 'recall': 0.978401727861771, 'f1-score': 0.972184938552837, 'support': 1852.0}} | 0.0216 | {'~CL': {'precision': 0.9753086419753086, 'recall': 0.992818671454219, 'f1-score': 0.9839857651245552, 'support': 1671.0}, 'CL': {'precision': 0.9205298013245033, 'recall': 0.7679558011049724, 'f1-score': 0.8373493975903614, 'support': 181.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.9479192216499059, 'recall': 0.8803872362795957, 'f1-score': 0.9106675813574583, 'support': 1852.0}, 'weighted avg': {'precision': 0.9699549863825463, 'recall': 0.9708423326133909, 'f1-score': 0.9696546730491291, 'support': 1852.0}} | 0.0292 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9765922700054437, 'recall': 0.9955604883462819, 'f1-score': 0.9859851607584501, 'support': 1802.0}, 'PL': {'precision': 0.4666666666666667, 'recall': 0.14, 'f1-score': 0.2153846153846154, 'support': 50.0}, 'accuracy': 0.9724622030237581, 'macro avg': {'precision': 0.7216294683360551, 'recall': 0.567780244173141, 'f1-score': 0.6006848880715328, 'support': 1852.0}, 'weighted avg': {'precision': 0.9628253800664918, 'recall': 0.9724622030237581, 'f1-score': 0.9651806103973855, 'support': 1852.0}} | 0.0275 | {'~TI': {'precision': 0.9742606790799562, 'recall': 0.9910863509749304, 'f1-score': 0.9826014913007457, 'support': 1795.0}, 'TI': {'precision': 0.38461538461538464, 'recall': 0.17543859649122806, 'f1-score': 0.24096385542168675, 'support': 57.0}, 'accuracy': 0.9659827213822895, 'macro avg': {'precision': 0.6794380318476704, 'recall': 0.5832624737330792, 'f1-score': 0.6117826733612162, 'support': 1852.0}, 'weighted avg': {'precision': 0.9561128487427636, 'recall': 0.9659827213822895, 'f1-score': 0.9597757109308178, 'support': 1852.0}} | 0.0340 | {'~PC': {'precision': 0.9859307359307359, 'recall': 0.9978094194961665, 'f1-score': 0.9918345127925966, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9838012958963283, 'macro avg': {'precision': 0.49296536796536794, 'recall': 0.49890470974808326, 'f1-score': 0.4959172563962983, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720893757070862, 'recall': 0.9838012958963283, 'f1-score': 0.9779102701723982, 'support': 1852.0}} | 0.0162 | {'f1-score': 0.6380935514388841, 'hamming': 0.018021058315334775} | -| 0.0005 | 24.0 | 2352 | 0.1271 | {'~LIN': {'precision': 0.9908108108108108, 'recall': 0.9989100817438692, 'f1-score': 0.9948439620081411, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9897408207343412, 'macro avg': {'precision': 0.4954054054054054, 'recall': 0.4994550408719346, 'f1-score': 0.49742198100407053, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817158951608196, 'recall': 0.9897408207343412, 'f1-score': 0.9857120249918677, 'support': 1852.0}} | 0.0103 | {'~SI': {'precision': 0.9810503519220357, 'recall': 0.9988974641675854, 'f1-score': 0.9898934717290357, 'support': 1814.0}, 'SI': {'precision': 0.6, 'recall': 0.07894736842105263, 'f1-score': 0.13953488372093023, 'support': 38.0}, 'accuracy': 0.9800215982721382, 'macro avg': {'precision': 0.7905251759610179, 'recall': 0.538922416294319, 'f1-score': 0.564714177724983, 'support': 1852.0}, 'weighted avg': {'precision': 0.9732318241828146, 'recall': 0.9800215982721382, 'f1-score': 0.9724455093401004, 'support': 1852.0}} | 0.0200 | {'~CL': {'precision': 0.9736070381231672, 'recall': 0.9934171154997008, 'f1-score': 0.9834123222748815, 'support': 1671.0}, 'CL': {'precision': 0.9251700680272109, 'recall': 0.7513812154696132, 'f1-score': 0.8292682926829268, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9493885530751891, 'recall': 0.872399165484657, 'f1-score': 0.9063403074789042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688731873740485, 'recall': 0.9697624190064795, 'f1-score': 0.9683474900091451, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766050054406964, 'recall': 0.9961154273029966, 'f1-score': 0.9862637362637363, 'support': 1802.0}, 'PL': {'precision': 0.5, 'recall': 0.14, 'f1-score': 0.21875, 'support': 50.0}, 'accuracy': 0.9730021598272138, 'macro avg': {'precision': 0.7383025027203483, 'recall': 0.5680577136514984, 'f1-score': 0.6025068681318682, 'support': 1852.0}, 'weighted avg': {'precision': 0.9637376996782585, 'recall': 0.9730021598272138, 'f1-score': 0.96554252308167, 'support': 1852.0}} | 0.0270 | {'~TI': {'precision': 0.9742747673782156, 'recall': 0.9916434540389972, 'f1-score': 0.9828823854224186, 'support': 1795.0}, 'TI': {'precision': 0.4, 'recall': 0.17543859649122806, 'f1-score': 0.24390243902439024, 'support': 57.0}, 'accuracy': 0.9665226781857451, 'macro avg': {'precision': 0.6871373836891078, 'recall': 0.5835410252651126, 'f1-score': 0.6133924122234045, 'support': 1852.0}, 'weighted avg': {'precision': 0.9566000040193828, 'recall': 0.9665226781857451, 'f1-score': 0.9601384021909458, 'support': 1852.0}} | 0.0335 | {'~PC': {'precision': 0.9859307359307359, 'recall': 0.9978094194961665, 'f1-score': 0.9918345127925966, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9838012958963283, 'macro avg': {'precision': 0.49296536796536794, 'recall': 0.49890470974808326, 'f1-score': 0.4959172563962983, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720893757070862, 'recall': 0.9838012958963283, 'f1-score': 0.9779102701723982, 'support': 1852.0}} | 0.0162 | {'f1-score': 0.6363380200581616, 'hamming': 0.017818574514038878} | -| 0.0005 | 25.0 | 2450 | 0.1259 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820749592612711, 'recall': 0.9966923925027563, 'f1-score': 0.9893296853625171, 'support': 1814.0}, 'SI': {'precision': 0.45454545454545453, 'recall': 0.13157894736842105, 'f1-score': 0.20408163265306123, 'support': 38.0}, 'accuracy': 0.9789416846652268, 'macro avg': {'precision': 0.7183102069033628, 'recall': 0.5641356699355887, 'f1-score': 0.5967056590077892, 'support': 1852.0}, 'weighted avg': {'precision': 0.9712509197476636, 'recall': 0.9789416846652268, 'f1-score': 0.9732176842810056, 'support': 1852.0}} | 0.0211 | {'~CL': {'precision': 0.9736070381231672, 'recall': 0.9934171154997008, 'f1-score': 0.9834123222748815, 'support': 1671.0}, 'CL': {'precision': 0.9251700680272109, 'recall': 0.7513812154696132, 'f1-score': 0.8292682926829268, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9493885530751891, 'recall': 0.872399165484657, 'f1-score': 0.9063403074789042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688731873740485, 'recall': 0.9697624190064795, 'f1-score': 0.9683474900091451, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766304347826087, 'recall': 0.9972253052164262, 'f1-score': 0.9868204283360791, 'support': 1802.0}, 'PL': {'precision': 0.5833333333333334, 'recall': 0.14, 'f1-score': 0.22580645161290322, 'support': 50.0}, 'accuracy': 0.9740820734341252, 'macro avg': {'precision': 0.7799818840579711, 'recall': 0.5686126526082131, 'f1-score': 0.6063134399744912, 'support': 1852.0}, 'weighted avg': {'precision': 0.9660122624972611, 'recall': 0.9740820734341252, 'f1-score': 0.9662746946232503, 'support': 1852.0}} | 0.0259 | {'~TI': {'precision': 0.9742888402625821, 'recall': 0.9922005571030641, 'f1-score': 0.9831631244824731, 'support': 1795.0}, 'TI': {'precision': 0.4166666666666667, 'recall': 0.17543859649122806, 'f1-score': 0.24691358024691357, 'support': 57.0}, 'accuracy': 0.9670626349892009, 'macro avg': {'precision': 0.6954777534646244, 'recall': 0.5838195767971461, 'f1-score': 0.6150383523646934, 'support': 1852.0}, 'weighted avg': {'precision': 0.9571266027383017, 'recall': 0.9670626349892009, 'f1-score': 0.9605031763067566, 'support': 1852.0}} | 0.0329 | {'~PC': {'precision': 0.9859307359307359, 'recall': 0.9978094194961665, 'f1-score': 0.9918345127925966, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9838012958963283, 'macro avg': {'precision': 0.49296536796536794, 'recall': 0.49890470974808326, 'f1-score': 0.4959172563962983, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720893757070862, 'recall': 0.9838012958963283, 'f1-score': 0.9779102701723982, 'support': 1852.0}} | 0.0162 | {'f1-score': 0.6410355626924575, 'hamming': 0.017683585313174946} | -| 0.0003 | 26.0 | 2548 | 0.1268 | {'~LIN': {'precision': 0.9908108108108108, 'recall': 0.9989100817438692, 'f1-score': 0.9948439620081411, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9897408207343412, 'macro avg': {'precision': 0.4954054054054054, 'recall': 0.4994550408719346, 'f1-score': 0.49742198100407053, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817158951608196, 'recall': 0.9897408207343412, 'f1-score': 0.9857120249918677, 'support': 1852.0}} | 0.0103 | {'~SI': {'precision': 0.9820749592612711, 'recall': 0.9966923925027563, 'f1-score': 0.9893296853625171, 'support': 1814.0}, 'SI': {'precision': 0.45454545454545453, 'recall': 0.13157894736842105, 'f1-score': 0.20408163265306123, 'support': 38.0}, 'accuracy': 0.9789416846652268, 'macro avg': {'precision': 0.7183102069033628, 'recall': 0.5641356699355887, 'f1-score': 0.5967056590077892, 'support': 1852.0}, 'weighted avg': {'precision': 0.9712509197476636, 'recall': 0.9789416846652268, 'f1-score': 0.9732176842810056, 'support': 1852.0}} | 0.0211 | {'~CL': {'precision': 0.9736070381231672, 'recall': 0.9934171154997008, 'f1-score': 0.9834123222748815, 'support': 1671.0}, 'CL': {'precision': 0.9251700680272109, 'recall': 0.7513812154696132, 'f1-score': 0.8292682926829268, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9493885530751891, 'recall': 0.872399165484657, 'f1-score': 0.9063403074789042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688731873740485, 'recall': 0.9697624190064795, 'f1-score': 0.9683474900091451, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766304347826087, 'recall': 0.9972253052164262, 'f1-score': 0.9868204283360791, 'support': 1802.0}, 'PL': {'precision': 0.5833333333333334, 'recall': 0.14, 'f1-score': 0.22580645161290322, 'support': 50.0}, 'accuracy': 0.9740820734341252, 'macro avg': {'precision': 0.7799818840579711, 'recall': 0.5686126526082131, 'f1-score': 0.6063134399744912, 'support': 1852.0}, 'weighted avg': {'precision': 0.9660122624972611, 'recall': 0.9740820734341252, 'f1-score': 0.9662746946232503, 'support': 1852.0}} | 0.0259 | {'~TI': {'precision': 0.9742888402625821, 'recall': 0.9922005571030641, 'f1-score': 0.9831631244824731, 'support': 1795.0}, 'TI': {'precision': 0.4166666666666667, 'recall': 0.17543859649122806, 'f1-score': 0.24691358024691357, 'support': 57.0}, 'accuracy': 0.9670626349892009, 'macro avg': {'precision': 0.6954777534646244, 'recall': 0.5838195767971461, 'f1-score': 0.6150383523646934, 'support': 1852.0}, 'weighted avg': {'precision': 0.9571266027383017, 'recall': 0.9670626349892009, 'f1-score': 0.9605031763067566, 'support': 1852.0}} | 0.0329 | {'~PC': {'precision': 0.9859231185706551, 'recall': 0.9972617743702081, 'f1-score': 0.9915600326708413, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9832613390928726, 'macro avg': {'precision': 0.49296155928532753, 'recall': 0.49863088718510407, 'f1-score': 0.4957800163354206, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720818652861858, 'recall': 0.9832613390928726, 'f1-score': 0.9776396434432808, 'support': 1852.0}} | 0.0167 | {'f1-score': 0.6410013642088916, 'hamming': 0.017818574514038878} | -| 0.0003 | 27.0 | 2646 | 0.1270 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820749592612711, 'recall': 0.9966923925027563, 'f1-score': 0.9893296853625171, 'support': 1814.0}, 'SI': {'precision': 0.45454545454545453, 'recall': 0.13157894736842105, 'f1-score': 0.20408163265306123, 'support': 38.0}, 'accuracy': 0.9789416846652268, 'macro avg': {'precision': 0.7183102069033628, 'recall': 0.5641356699355887, 'f1-score': 0.5967056590077892, 'support': 1852.0}, 'weighted avg': {'precision': 0.9712509197476636, 'recall': 0.9789416846652268, 'f1-score': 0.9732176842810056, 'support': 1852.0}} | 0.0211 | {'~CL': {'precision': 0.9736070381231672, 'recall': 0.9934171154997008, 'f1-score': 0.9834123222748815, 'support': 1671.0}, 'CL': {'precision': 0.9251700680272109, 'recall': 0.7513812154696132, 'f1-score': 0.8292682926829268, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9493885530751891, 'recall': 0.872399165484657, 'f1-score': 0.9063403074789042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688731873740485, 'recall': 0.9697624190064795, 'f1-score': 0.9683474900091451, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766177270255574, 'recall': 0.9966703662597114, 'f1-score': 0.9865421587475968, 'support': 1802.0}, 'PL': {'precision': 0.5384615384615384, 'recall': 0.14, 'f1-score': 0.2222222222222222, 'support': 50.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.757539632743548, 'recall': 0.5683351831298558, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9647884562759887, 'recall': 0.9735421166306696, 'f1-score': 0.9659071712604106, 'support': 1852.0}} | 0.0265 | {'~TI': {'precision': 0.9742747673782156, 'recall': 0.9916434540389972, 'f1-score': 0.9828823854224186, 'support': 1795.0}, 'TI': {'precision': 0.4, 'recall': 0.17543859649122806, 'f1-score': 0.24390243902439024, 'support': 57.0}, 'accuracy': 0.9665226781857451, 'macro avg': {'precision': 0.6871373836891078, 'recall': 0.5835410252651126, 'f1-score': 0.6133924122234045, 'support': 1852.0}, 'weighted avg': {'precision': 0.9566000040193828, 'recall': 0.9665226781857451, 'f1-score': 0.9601384021909458, 'support': 1852.0}} | 0.0335 | {'~PC': {'precision': 0.9859231185706551, 'recall': 0.9972617743702081, 'f1-score': 0.9915600326708413, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9832613390928726, 'macro avg': {'precision': 0.49296155928532753, 'recall': 0.49863088718510407, 'f1-score': 0.4957800163354206, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720818652861858, 'recall': 0.9832613390928726, 'f1-score': 0.9776396434432808, 'support': 1852.0}} | 0.0167 | {'f1-score': 0.6405712589809889, 'hamming': 0.017886069114470843} | -| 0.0003 | 28.0 | 2744 | 0.1265 | {'~LIN': {'precision': 0.9908108108108108, 'recall': 0.9989100817438692, 'f1-score': 0.9948439620081411, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9897408207343412, 'macro avg': {'precision': 0.4954054054054054, 'recall': 0.4994550408719346, 'f1-score': 0.49742198100407053, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817158951608196, 'recall': 0.9897408207343412, 'f1-score': 0.9857120249918677, 'support': 1852.0}} | 0.0103 | {'~SI': {'precision': 0.9820749592612711, 'recall': 0.9966923925027563, 'f1-score': 0.9893296853625171, 'support': 1814.0}, 'SI': {'precision': 0.45454545454545453, 'recall': 0.13157894736842105, 'f1-score': 0.20408163265306123, 'support': 38.0}, 'accuracy': 0.9789416846652268, 'macro avg': {'precision': 0.7183102069033628, 'recall': 0.5641356699355887, 'f1-score': 0.5967056590077892, 'support': 1852.0}, 'weighted avg': {'precision': 0.9712509197476636, 'recall': 0.9789416846652268, 'f1-score': 0.9732176842810056, 'support': 1852.0}} | 0.0211 | {'~CL': {'precision': 0.9747504403992954, 'recall': 0.9934171154997008, 'f1-score': 0.983995257854179, 'support': 1671.0}, 'CL': {'precision': 0.9261744966442953, 'recall': 0.7624309392265194, 'f1-score': 0.8363636363636363, 'support': 181.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.9504624685217953, 'recall': 0.8779240273631101, 'f1-score': 0.9101794471089076, 'support': 1852.0}, 'weighted avg': {'precision': 0.9700030074513174, 'recall': 0.9708423326133909, 'f1-score': 0.9695668974385266, 'support': 1852.0}} | 0.0292 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766177270255574, 'recall': 0.9966703662597114, 'f1-score': 0.9865421587475968, 'support': 1802.0}, 'PL': {'precision': 0.5384615384615384, 'recall': 0.14, 'f1-score': 0.2222222222222222, 'support': 50.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.757539632743548, 'recall': 0.5683351831298558, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9647884562759887, 'recall': 0.9735421166306696, 'f1-score': 0.9659071712604106, 'support': 1852.0}} | 0.0265 | {'~TI': {'precision': 0.9742465753424657, 'recall': 0.9905292479108635, 'f1-score': 0.9823204419889503, 'support': 1795.0}, 'TI': {'precision': 0.37037037037037035, 'recall': 0.17543859649122806, 'f1-score': 0.23809523809523808, 'support': 57.0}, 'accuracy': 0.9654427645788337, 'macro avg': {'precision': 0.672308472856418, 'recall': 0.5829839222010458, 'f1-score': 0.6102078400420942, 'support': 1852.0}, 'weighted avg': {'precision': 0.9556607526192424, 'recall': 0.9654427645788337, 'f1-score': 0.9594150226466494, 'support': 1852.0}} | 0.0346 | {'~PC': {'precision': 0.9859231185706551, 'recall': 0.9972617743702081, 'f1-score': 0.9915600326708413, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9832613390928726, 'macro avg': {'precision': 0.49296155928532753, 'recall': 0.49863088718510407, 'f1-score': 0.4957800163354206, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720818652861858, 'recall': 0.9832613390928726, 'f1-score': 0.9776396434432808, 'support': 1852.0}} | 0.0167 | {'f1-score': 0.6406360364361194, 'hamming': 0.01795356371490281} | -| 0.0003 | 29.0 | 2842 | 0.1273 | {'~LIN': {'precision': 0.9908108108108108, 'recall': 0.9989100817438692, 'f1-score': 0.9948439620081411, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9897408207343412, 'macro avg': {'precision': 0.4954054054054054, 'recall': 0.4994550408719346, 'f1-score': 0.49742198100407053, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817158951608196, 'recall': 0.9897408207343412, 'f1-score': 0.9857120249918677, 'support': 1852.0}} | 0.0103 | {'~SI': {'precision': 0.9820749592612711, 'recall': 0.9966923925027563, 'f1-score': 0.9893296853625171, 'support': 1814.0}, 'SI': {'precision': 0.45454545454545453, 'recall': 0.13157894736842105, 'f1-score': 0.20408163265306123, 'support': 38.0}, 'accuracy': 0.9789416846652268, 'macro avg': {'precision': 0.7183102069033628, 'recall': 0.5641356699355887, 'f1-score': 0.5967056590077892, 'support': 1852.0}, 'weighted avg': {'precision': 0.9712509197476636, 'recall': 0.9789416846652268, 'f1-score': 0.9732176842810056, 'support': 1852.0}} | 0.0211 | {'~CL': {'precision': 0.9747504403992954, 'recall': 0.9934171154997008, 'f1-score': 0.983995257854179, 'support': 1671.0}, 'CL': {'precision': 0.9261744966442953, 'recall': 0.7624309392265194, 'f1-score': 0.8363636363636363, 'support': 181.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.9504624685217953, 'recall': 0.8779240273631101, 'f1-score': 0.9101794471089076, 'support': 1852.0}, 'weighted avg': {'precision': 0.9700030074513174, 'recall': 0.9708423326133909, 'f1-score': 0.9695668974385266, 'support': 1852.0}} | 0.0292 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766177270255574, 'recall': 0.9966703662597114, 'f1-score': 0.9865421587475968, 'support': 1802.0}, 'PL': {'precision': 0.5384615384615384, 'recall': 0.14, 'f1-score': 0.2222222222222222, 'support': 50.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.757539632743548, 'recall': 0.5683351831298558, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9647884562759887, 'recall': 0.9735421166306696, 'f1-score': 0.9659071712604106, 'support': 1852.0}} | 0.0265 | {'~TI': {'precision': 0.9742465753424657, 'recall': 0.9905292479108635, 'f1-score': 0.9823204419889503, 'support': 1795.0}, 'TI': {'precision': 0.37037037037037035, 'recall': 0.17543859649122806, 'f1-score': 0.23809523809523808, 'support': 57.0}, 'accuracy': 0.9654427645788337, 'macro avg': {'precision': 0.672308472856418, 'recall': 0.5829839222010458, 'f1-score': 0.6102078400420942, 'support': 1852.0}, 'weighted avg': {'precision': 0.9556607526192424, 'recall': 0.9654427645788337, 'f1-score': 0.9594150226466494, 'support': 1852.0}} | 0.0346 | {'~PC': {'precision': 0.9859307359307359, 'recall': 0.9978094194961665, 'f1-score': 0.9918345127925966, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9838012958963283, 'macro avg': {'precision': 0.49296536796536794, 'recall': 0.49890470974808326, 'f1-score': 0.4959172563962983, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720893757070862, 'recall': 0.9838012958963283, 'f1-score': 0.9779102701723982, 'support': 1852.0}} | 0.0162 | {'f1-score': 0.6406531914437291, 'hamming': 0.017886069114470843} | -| 0.0003 | 30.0 | 2940 | 0.1292 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820846905537459, 'recall': 0.9972436604189636, 'f1-score': 0.9896061269146609, 'support': 1814.0}, 'SI': {'precision': 0.5, 'recall': 0.13157894736842105, 'f1-score': 0.20833333333333334, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.741042345276873, 'recall': 0.5644113038936923, 'f1-score': 0.5989697301239971, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721931040305049, 'recall': 0.9794816414686826, 'f1-score': 0.9735756916251952, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.9747504403992954, 'recall': 0.9934171154997008, 'f1-score': 0.983995257854179, 'support': 1671.0}, 'CL': {'precision': 0.9261744966442953, 'recall': 0.7624309392265194, 'f1-score': 0.8363636363636363, 'support': 181.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.9504624685217953, 'recall': 0.8779240273631101, 'f1-score': 0.9101794471089076, 'support': 1852.0}, 'weighted avg': {'precision': 0.9700030074513174, 'recall': 0.9708423326133909, 'f1-score': 0.9695668974385266, 'support': 1852.0}} | 0.0292 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766177270255574, 'recall': 0.9966703662597114, 'f1-score': 0.9865421587475968, 'support': 1802.0}, 'PL': {'precision': 0.5384615384615384, 'recall': 0.14, 'f1-score': 0.2222222222222222, 'support': 50.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.757539632743548, 'recall': 0.5683351831298558, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9647884562759887, 'recall': 0.9735421166306696, 'f1-score': 0.9659071712604106, 'support': 1852.0}} | 0.0265 | {'~TI': {'precision': 0.9742888402625821, 'recall': 0.9922005571030641, 'f1-score': 0.9831631244824731, 'support': 1795.0}, 'TI': {'precision': 0.4166666666666667, 'recall': 0.17543859649122806, 'f1-score': 0.24691358024691357, 'support': 57.0}, 'accuracy': 0.9670626349892009, 'macro avg': {'precision': 0.6954777534646244, 'recall': 0.5838195767971461, 'f1-score': 0.6150383523646934, 'support': 1852.0}, 'weighted avg': {'precision': 0.9571266027383017, 'recall': 0.9670626349892009, 'f1-score': 0.9605031763067566, 'support': 1852.0}} | 0.0329 | {'~PC': {'precision': 0.9859231185706551, 'recall': 0.9972617743702081, 'f1-score': 0.9915600326708413, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9832613390928726, 'macro avg': {'precision': 0.49296155928532753, 'recall': 0.49863088718510407, 'f1-score': 0.4957800163354206, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720818652861858, 'recall': 0.9832613390928726, 'f1-score': 0.9776396434432808, 'support': 1852.0}} | 0.0167 | {'f1-score': 0.6415399028419264, 'hamming': 0.01761609071274298} | -| 0.0002 | 31.0 | 3038 | 0.1293 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820749592612711, 'recall': 0.9966923925027563, 'f1-score': 0.9893296853625171, 'support': 1814.0}, 'SI': {'precision': 0.45454545454545453, 'recall': 0.13157894736842105, 'f1-score': 0.20408163265306123, 'support': 38.0}, 'accuracy': 0.9789416846652268, 'macro avg': {'precision': 0.7183102069033628, 'recall': 0.5641356699355887, 'f1-score': 0.5967056590077892, 'support': 1852.0}, 'weighted avg': {'precision': 0.9712509197476636, 'recall': 0.9789416846652268, 'f1-score': 0.9732176842810056, 'support': 1852.0}} | 0.0211 | {'~CL': {'precision': 0.9747504403992954, 'recall': 0.9934171154997008, 'f1-score': 0.983995257854179, 'support': 1671.0}, 'CL': {'precision': 0.9261744966442953, 'recall': 0.7624309392265194, 'f1-score': 0.8363636363636363, 'support': 181.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.9504624685217953, 'recall': 0.8779240273631101, 'f1-score': 0.9101794471089076, 'support': 1852.0}, 'weighted avg': {'precision': 0.9700030074513174, 'recall': 0.9708423326133909, 'f1-score': 0.9695668974385266, 'support': 1852.0}} | 0.0292 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766177270255574, 'recall': 0.9966703662597114, 'f1-score': 0.9865421587475968, 'support': 1802.0}, 'PL': {'precision': 0.5384615384615384, 'recall': 0.14, 'f1-score': 0.2222222222222222, 'support': 50.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.757539632743548, 'recall': 0.5683351831298558, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9647884562759887, 'recall': 0.9735421166306696, 'f1-score': 0.9659071712604106, 'support': 1852.0}} | 0.0265 | {'~TI': {'precision': 0.9742606790799562, 'recall': 0.9910863509749304, 'f1-score': 0.9826014913007457, 'support': 1795.0}, 'TI': {'precision': 0.38461538461538464, 'recall': 0.17543859649122806, 'f1-score': 0.24096385542168675, 'support': 57.0}, 'accuracy': 0.9659827213822895, 'macro avg': {'precision': 0.6794380318476704, 'recall': 0.5832624737330792, 'f1-score': 0.6117826733612162, 'support': 1852.0}, 'weighted avg': {'precision': 0.9561128487427636, 'recall': 0.9659827213822895, 'f1-score': 0.9597757109308178, 'support': 1852.0}} | 0.0340 | {'~PC': {'precision': 0.9859307359307359, 'recall': 0.9978094194961665, 'f1-score': 0.9918345127925966, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9838012958963283, 'macro avg': {'precision': 0.49296536796536794, 'recall': 0.49890470974808326, 'f1-score': 0.4959172563962983, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720893757070862, 'recall': 0.9838012958963283, 'f1-score': 0.9779102701723982, 'support': 1852.0}} | 0.0162 | {'f1-score': 0.6408670890845756, 'hamming': 0.017751079913606912} | -| 0.0002 | 32.0 | 3136 | 0.1311 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820846905537459, 'recall': 0.9972436604189636, 'f1-score': 0.9896061269146609, 'support': 1814.0}, 'SI': {'precision': 0.5, 'recall': 0.13157894736842105, 'f1-score': 0.20833333333333334, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.741042345276873, 'recall': 0.5644113038936923, 'f1-score': 0.5989697301239971, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721931040305049, 'recall': 0.9794816414686826, 'f1-score': 0.9735756916251952, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.9736070381231672, 'recall': 0.9934171154997008, 'f1-score': 0.9834123222748815, 'support': 1671.0}, 'CL': {'precision': 0.9251700680272109, 'recall': 0.7513812154696132, 'f1-score': 0.8292682926829268, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9493885530751891, 'recall': 0.872399165484657, 'f1-score': 0.9063403074789042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688731873740485, 'recall': 0.9697624190064795, 'f1-score': 0.9683474900091451, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766177270255574, 'recall': 0.9966703662597114, 'f1-score': 0.9865421587475968, 'support': 1802.0}, 'PL': {'precision': 0.5384615384615384, 'recall': 0.14, 'f1-score': 0.2222222222222222, 'support': 50.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.757539632743548, 'recall': 0.5683351831298558, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9647884562759887, 'recall': 0.9735421166306696, 'f1-score': 0.9659071712604106, 'support': 1852.0}} | 0.0265 | {'~TI': {'precision': 0.9742747673782156, 'recall': 0.9916434540389972, 'f1-score': 0.9828823854224186, 'support': 1795.0}, 'TI': {'precision': 0.4, 'recall': 0.17543859649122806, 'f1-score': 0.24390243902439024, 'support': 57.0}, 'accuracy': 0.9665226781857451, 'macro avg': {'precision': 0.6871373836891078, 'recall': 0.5835410252651126, 'f1-score': 0.6133924122234045, 'support': 1852.0}, 'weighted avg': {'precision': 0.9566000040193828, 'recall': 0.9665226781857451, 'f1-score': 0.9601384021909458, 'support': 1852.0}} | 0.0335 | {'~PC': {'precision': 0.9859307359307359, 'recall': 0.9978094194961665, 'f1-score': 0.9918345127925966, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9838012958963283, 'macro avg': {'precision': 0.49296536796536794, 'recall': 0.49890470974808326, 'f1-score': 0.4959172563962983, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720893757070862, 'recall': 0.9838012958963283, 'f1-score': 0.9779102701723982, 'support': 1852.0}} | 0.0162 | {'f1-score': 0.6408714228781247, 'hamming': 0.017751079913606912} | -| 0.0002 | 33.0 | 3234 | 0.1304 | {'~LIN': {'precision': 0.9908108108108108, 'recall': 0.9989100817438692, 'f1-score': 0.9948439620081411, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9897408207343412, 'macro avg': {'precision': 0.4954054054054054, 'recall': 0.4994550408719346, 'f1-score': 0.49742198100407053, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817158951608196, 'recall': 0.9897408207343412, 'f1-score': 0.9857120249918677, 'support': 1852.0}} | 0.0103 | {'~SI': {'precision': 0.9820846905537459, 'recall': 0.9972436604189636, 'f1-score': 0.9896061269146609, 'support': 1814.0}, 'SI': {'precision': 0.5, 'recall': 0.13157894736842105, 'f1-score': 0.20833333333333334, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.741042345276873, 'recall': 0.5644113038936923, 'f1-score': 0.5989697301239971, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721931040305049, 'recall': 0.9794816414686826, 'f1-score': 0.9735756916251952, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.9741784037558685, 'recall': 0.9934171154997008, 'f1-score': 0.9837037037037037, 'support': 1671.0}, 'CL': {'precision': 0.9256756756756757, 'recall': 0.7569060773480663, 'f1-score': 0.8328267477203647, 'support': 181.0}, 'accuracy': 0.9703023758099352, 'macro avg': {'precision': 0.9499270397157721, 'recall': 0.8751615964238835, 'f1-score': 0.9082652257120343, 'support': 1852.0}, 'weighted avg': {'precision': 0.9694381263355041, 'recall': 0.9703023758099352, 'f1-score': 0.968958169668615, 'support': 1852.0}} | 0.0297 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766177270255574, 'recall': 0.9966703662597114, 'f1-score': 0.9865421587475968, 'support': 1802.0}, 'PL': {'precision': 0.5384615384615384, 'recall': 0.14, 'f1-score': 0.2222222222222222, 'support': 50.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.757539632743548, 'recall': 0.5683351831298558, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9647884562759887, 'recall': 0.9735421166306696, 'f1-score': 0.9659071712604106, 'support': 1852.0}} | 0.0265 | {'~TI': {'precision': 0.9742747673782156, 'recall': 0.9916434540389972, 'f1-score': 0.9828823854224186, 'support': 1795.0}, 'TI': {'precision': 0.4, 'recall': 0.17543859649122806, 'f1-score': 0.24390243902439024, 'support': 57.0}, 'accuracy': 0.9665226781857451, 'macro avg': {'precision': 0.6871373836891078, 'recall': 0.5835410252651126, 'f1-score': 0.6133924122234045, 'support': 1852.0}, 'weighted avg': {'precision': 0.9566000040193828, 'recall': 0.9665226781857451, 'f1-score': 0.9601384021909458, 'support': 1852.0}} | 0.0335 | {'~PC': {'precision': 0.9859307359307359, 'recall': 0.9978094194961665, 'f1-score': 0.9918345127925966, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9838012958963283, 'macro avg': {'precision': 0.49296536796536794, 'recall': 0.49890470974808326, 'f1-score': 0.4959172563962983, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720893757070862, 'recall': 0.9838012958963283, 'f1-score': 0.9779102701723982, 'support': 1852.0}} | 0.0162 | {'f1-score': 0.6410949941813098, 'hamming': 0.017751079913606912} | -| 0.0002 | 34.0 | 3332 | 0.1314 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820846905537459, 'recall': 0.9972436604189636, 'f1-score': 0.9896061269146609, 'support': 1814.0}, 'SI': {'precision': 0.5, 'recall': 0.13157894736842105, 'f1-score': 0.20833333333333334, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.741042345276873, 'recall': 0.5644113038936923, 'f1-score': 0.5989697301239971, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721931040305049, 'recall': 0.9794816414686826, 'f1-score': 0.9735756916251952, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.9736070381231672, 'recall': 0.9934171154997008, 'f1-score': 0.9834123222748815, 'support': 1671.0}, 'CL': {'precision': 0.9251700680272109, 'recall': 0.7513812154696132, 'f1-score': 0.8292682926829268, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9493885530751891, 'recall': 0.872399165484657, 'f1-score': 0.9063403074789042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688731873740485, 'recall': 0.9697624190064795, 'f1-score': 0.9683474900091451, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766177270255574, 'recall': 0.9966703662597114, 'f1-score': 0.9865421587475968, 'support': 1802.0}, 'PL': {'precision': 0.5384615384615384, 'recall': 0.14, 'f1-score': 0.2222222222222222, 'support': 50.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.757539632743548, 'recall': 0.5683351831298558, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9647884562759887, 'recall': 0.9735421166306696, 'f1-score': 0.9659071712604106, 'support': 1852.0}} | 0.0265 | {'~TI': {'precision': 0.9742747673782156, 'recall': 0.9916434540389972, 'f1-score': 0.9828823854224186, 'support': 1795.0}, 'TI': {'precision': 0.4, 'recall': 0.17543859649122806, 'f1-score': 0.24390243902439024, 'support': 57.0}, 'accuracy': 0.9665226781857451, 'macro avg': {'precision': 0.6871373836891078, 'recall': 0.5835410252651126, 'f1-score': 0.6133924122234045, 'support': 1852.0}, 'weighted avg': {'precision': 0.9566000040193828, 'recall': 0.9665226781857451, 'f1-score': 0.9601384021909458, 'support': 1852.0}} | 0.0335 | {'~PC': {'precision': 0.9859307359307359, 'recall': 0.9978094194961665, 'f1-score': 0.9918345127925966, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9838012958963283, 'macro avg': {'precision': 0.49296536796536794, 'recall': 0.49890470974808326, 'f1-score': 0.4959172563962983, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720893757070862, 'recall': 0.9838012958963283, 'f1-score': 0.9779102701723982, 'support': 1852.0}} | 0.0162 | {'f1-score': 0.6408714228781247, 'hamming': 0.017751079913606912} | -| 0.0002 | 35.0 | 3430 | 0.1326 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820846905537459, 'recall': 0.9972436604189636, 'f1-score': 0.9896061269146609, 'support': 1814.0}, 'SI': {'precision': 0.5, 'recall': 0.13157894736842105, 'f1-score': 0.20833333333333334, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.741042345276873, 'recall': 0.5644113038936923, 'f1-score': 0.5989697301239971, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721931040305049, 'recall': 0.9794816414686826, 'f1-score': 0.9735756916251952, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.9736070381231672, 'recall': 0.9934171154997008, 'f1-score': 0.9834123222748815, 'support': 1671.0}, 'CL': {'precision': 0.9251700680272109, 'recall': 0.7513812154696132, 'f1-score': 0.8292682926829268, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9493885530751891, 'recall': 0.872399165484657, 'f1-score': 0.9063403074789042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688731873740485, 'recall': 0.9697624190064795, 'f1-score': 0.9683474900091451, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766177270255574, 'recall': 0.9966703662597114, 'f1-score': 0.9865421587475968, 'support': 1802.0}, 'PL': {'precision': 0.5384615384615384, 'recall': 0.14, 'f1-score': 0.2222222222222222, 'support': 50.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.757539632743548, 'recall': 0.5683351831298558, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9647884562759887, 'recall': 0.9735421166306696, 'f1-score': 0.9659071712604106, 'support': 1852.0}} | 0.0265 | {'~TI': {'precision': 0.9742747673782156, 'recall': 0.9916434540389972, 'f1-score': 0.9828823854224186, 'support': 1795.0}, 'TI': {'precision': 0.4, 'recall': 0.17543859649122806, 'f1-score': 0.24390243902439024, 'support': 57.0}, 'accuracy': 0.9665226781857451, 'macro avg': {'precision': 0.6871373836891078, 'recall': 0.5835410252651126, 'f1-score': 0.6133924122234045, 'support': 1852.0}, 'weighted avg': {'precision': 0.9566000040193828, 'recall': 0.9665226781857451, 'f1-score': 0.9601384021909458, 'support': 1852.0}} | 0.0335 | {'~PC': {'precision': 0.9859307359307359, 'recall': 0.9978094194961665, 'f1-score': 0.9918345127925966, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9838012958963283, 'macro avg': {'precision': 0.49296536796536794, 'recall': 0.49890470974808326, 'f1-score': 0.4959172563962983, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720893757070862, 'recall': 0.9838012958963283, 'f1-score': 0.9779102701723982, 'support': 1852.0}} | 0.0162 | {'f1-score': 0.6408714228781247, 'hamming': 0.017751079913606912} | -| 0.0002 | 36.0 | 3528 | 0.1316 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820749592612711, 'recall': 0.9966923925027563, 'f1-score': 0.9893296853625171, 'support': 1814.0}, 'SI': {'precision': 0.45454545454545453, 'recall': 0.13157894736842105, 'f1-score': 0.20408163265306123, 'support': 38.0}, 'accuracy': 0.9789416846652268, 'macro avg': {'precision': 0.7183102069033628, 'recall': 0.5641356699355887, 'f1-score': 0.5967056590077892, 'support': 1852.0}, 'weighted avg': {'precision': 0.9712509197476636, 'recall': 0.9789416846652268, 'f1-score': 0.9732176842810056, 'support': 1852.0}} | 0.0211 | {'~CL': {'precision': 0.9736070381231672, 'recall': 0.9934171154997008, 'f1-score': 0.9834123222748815, 'support': 1671.0}, 'CL': {'precision': 0.9251700680272109, 'recall': 0.7513812154696132, 'f1-score': 0.8292682926829268, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9493885530751891, 'recall': 0.872399165484657, 'f1-score': 0.9063403074789042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688731873740485, 'recall': 0.9697624190064795, 'f1-score': 0.9683474900091451, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766050054406964, 'recall': 0.9961154273029966, 'f1-score': 0.9862637362637363, 'support': 1802.0}, 'PL': {'precision': 0.5, 'recall': 0.14, 'f1-score': 0.21875, 'support': 50.0}, 'accuracy': 0.9730021598272138, 'macro avg': {'precision': 0.7383025027203483, 'recall': 0.5680577136514984, 'f1-score': 0.6025068681318682, 'support': 1852.0}, 'weighted avg': {'precision': 0.9637376996782585, 'recall': 0.9730021598272138, 'f1-score': 0.96554252308167, 'support': 1852.0}} | 0.0270 | {'~TI': {'precision': 0.9742747673782156, 'recall': 0.9916434540389972, 'f1-score': 0.9828823854224186, 'support': 1795.0}, 'TI': {'precision': 0.4, 'recall': 0.17543859649122806, 'f1-score': 0.24390243902439024, 'support': 57.0}, 'accuracy': 0.9665226781857451, 'macro avg': {'precision': 0.6871373836891078, 'recall': 0.5835410252651126, 'f1-score': 0.6133924122234045, 'support': 1852.0}, 'weighted avg': {'precision': 0.9566000040193828, 'recall': 0.9665226781857451, 'f1-score': 0.9601384021909458, 'support': 1852.0}} | 0.0335 | {'~PC': {'precision': 0.9859231185706551, 'recall': 0.9972617743702081, 'f1-score': 0.9915600326708413, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9832613390928726, 'macro avg': {'precision': 0.49296155928532753, 'recall': 0.49863088718510407, 'f1-score': 0.4957800163354206, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720818652861858, 'recall': 0.9832613390928726, 'f1-score': 0.9776396434432808, 'support': 1852.0}} | 0.0167 | {'f1-score': 0.6403368436868588, 'hamming': 0.01795356371490281} | -| 0.0002 | 37.0 | 3626 | 0.1328 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9815518176885513, 'recall': 0.9972436604189636, 'f1-score': 0.9893355209187858, 'support': 1814.0}, 'SI': {'precision': 0.4444444444444444, 'recall': 0.10526315789473684, 'f1-score': 0.1702127659574468, 'support': 38.0}, 'accuracy': 0.9789416846652268, 'macro avg': {'precision': 0.7129981310664979, 'recall': 0.5512534091568502, 'f1-score': 0.5797741434381163, 'support': 1852.0}, 'weighted avg': {'precision': 0.9705312560345145, 'recall': 0.9789416846652268, 'f1-score': 0.9725284665513285, 'support': 1852.0}} | 0.0211 | {'~CL': {'precision': 0.9736070381231672, 'recall': 0.9934171154997008, 'f1-score': 0.9834123222748815, 'support': 1671.0}, 'CL': {'precision': 0.9251700680272109, 'recall': 0.7513812154696132, 'f1-score': 0.8292682926829268, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9493885530751891, 'recall': 0.872399165484657, 'f1-score': 0.9063403074789042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688731873740485, 'recall': 0.9697624190064795, 'f1-score': 0.9683474900091451, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766177270255574, 'recall': 0.9966703662597114, 'f1-score': 0.9865421587475968, 'support': 1802.0}, 'PL': {'precision': 0.5384615384615384, 'recall': 0.14, 'f1-score': 0.2222222222222222, 'support': 50.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.757539632743548, 'recall': 0.5683351831298558, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9647884562759887, 'recall': 0.9735421166306696, 'f1-score': 0.9659071712604106, 'support': 1852.0}} | 0.0265 | {'~TI': {'precision': 0.9742888402625821, 'recall': 0.9922005571030641, 'f1-score': 0.9831631244824731, 'support': 1795.0}, 'TI': {'precision': 0.4166666666666667, 'recall': 0.17543859649122806, 'f1-score': 0.24691358024691357, 'support': 57.0}, 'accuracy': 0.9670626349892009, 'macro avg': {'precision': 0.6954777534646244, 'recall': 0.5838195767971461, 'f1-score': 0.6150383523646934, 'support': 1852.0}, 'weighted avg': {'precision': 0.9571266027383017, 'recall': 0.9670626349892009, 'f1-score': 0.9605031763067566, 'support': 1852.0}} | 0.0329 | {'~PC': {'precision': 0.9859231185706551, 'recall': 0.9972617743702081, 'f1-score': 0.9915600326708413, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9832613390928726, 'macro avg': {'precision': 0.49296155928532753, 'recall': 0.49863088718510407, 'f1-score': 0.4957800163354206, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720818652861858, 'recall': 0.9832613390928726, 'f1-score': 0.9776396434432808, 'support': 1852.0}} | 0.0167 | {'f1-score': 0.6386605620524409, 'hamming': 0.017818574514038878} | -| 0.0002 | 38.0 | 3724 | 0.1333 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820846905537459, 'recall': 0.9972436604189636, 'f1-score': 0.9896061269146609, 'support': 1814.0}, 'SI': {'precision': 0.5, 'recall': 0.13157894736842105, 'f1-score': 0.20833333333333334, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.741042345276873, 'recall': 0.5644113038936923, 'f1-score': 0.5989697301239971, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721931040305049, 'recall': 0.9794816414686826, 'f1-score': 0.9735756916251952, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.9736070381231672, 'recall': 0.9934171154997008, 'f1-score': 0.9834123222748815, 'support': 1671.0}, 'CL': {'precision': 0.9251700680272109, 'recall': 0.7513812154696132, 'f1-score': 0.8292682926829268, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9493885530751891, 'recall': 0.872399165484657, 'f1-score': 0.9063403074789042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688731873740485, 'recall': 0.9697624190064795, 'f1-score': 0.9683474900091451, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766304347826087, 'recall': 0.9972253052164262, 'f1-score': 0.9868204283360791, 'support': 1802.0}, 'PL': {'precision': 0.5833333333333334, 'recall': 0.14, 'f1-score': 0.22580645161290322, 'support': 50.0}, 'accuracy': 0.9740820734341252, 'macro avg': {'precision': 0.7799818840579711, 'recall': 0.5686126526082131, 'f1-score': 0.6063134399744912, 'support': 1852.0}, 'weighted avg': {'precision': 0.9660122624972611, 'recall': 0.9740820734341252, 'f1-score': 0.9662746946232503, 'support': 1852.0}} | 0.0259 | {'~TI': {'precision': 0.9742747673782156, 'recall': 0.9916434540389972, 'f1-score': 0.9828823854224186, 'support': 1795.0}, 'TI': {'precision': 0.4, 'recall': 0.17543859649122806, 'f1-score': 0.24390243902439024, 'support': 57.0}, 'accuracy': 0.9665226781857451, 'macro avg': {'precision': 0.6871373836891078, 'recall': 0.5835410252651126, 'f1-score': 0.6133924122234045, 'support': 1852.0}, 'weighted avg': {'precision': 0.9566000040193828, 'recall': 0.9665226781857451, 'f1-score': 0.9601384021909458, 'support': 1852.0}} | 0.0335 | {'~PC': {'precision': 0.9859307359307359, 'recall': 0.9978094194961665, 'f1-score': 0.9918345127925966, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9838012958963283, 'macro avg': {'precision': 0.49296536796536794, 'recall': 0.49890470974808326, 'f1-score': 0.4959172563962983, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720893757070862, 'recall': 0.9838012958963283, 'f1-score': 0.9779102701723982, 'support': 1852.0}} | 0.0162 | {'f1-score': 0.6411128290643224, 'hamming': 0.017683585313174946} | -| 0.0002 | 39.0 | 3822 | 0.1329 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820846905537459, 'recall': 0.9972436604189636, 'f1-score': 0.9896061269146609, 'support': 1814.0}, 'SI': {'precision': 0.5, 'recall': 0.13157894736842105, 'f1-score': 0.20833333333333334, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.741042345276873, 'recall': 0.5644113038936923, 'f1-score': 0.5989697301239971, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721931040305049, 'recall': 0.9794816414686826, 'f1-score': 0.9735756916251952, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.9736070381231672, 'recall': 0.9934171154997008, 'f1-score': 0.9834123222748815, 'support': 1671.0}, 'CL': {'precision': 0.9251700680272109, 'recall': 0.7513812154696132, 'f1-score': 0.8292682926829268, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9493885530751891, 'recall': 0.872399165484657, 'f1-score': 0.9063403074789042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688731873740485, 'recall': 0.9697624190064795, 'f1-score': 0.9683474900091451, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766304347826087, 'recall': 0.9972253052164262, 'f1-score': 0.9868204283360791, 'support': 1802.0}, 'PL': {'precision': 0.5833333333333334, 'recall': 0.14, 'f1-score': 0.22580645161290322, 'support': 50.0}, 'accuracy': 0.9740820734341252, 'macro avg': {'precision': 0.7799818840579711, 'recall': 0.5686126526082131, 'f1-score': 0.6063134399744912, 'support': 1852.0}, 'weighted avg': {'precision': 0.9660122624972611, 'recall': 0.9740820734341252, 'f1-score': 0.9662746946232503, 'support': 1852.0}} | 0.0259 | {'~TI': {'precision': 0.9742747673782156, 'recall': 0.9916434540389972, 'f1-score': 0.9828823854224186, 'support': 1795.0}, 'TI': {'precision': 0.4, 'recall': 0.17543859649122806, 'f1-score': 0.24390243902439024, 'support': 57.0}, 'accuracy': 0.9665226781857451, 'macro avg': {'precision': 0.6871373836891078, 'recall': 0.5835410252651126, 'f1-score': 0.6133924122234045, 'support': 1852.0}, 'weighted avg': {'precision': 0.9566000040193828, 'recall': 0.9665226781857451, 'f1-score': 0.9601384021909458, 'support': 1852.0}} | 0.0335 | {'~PC': {'precision': 0.9859307359307359, 'recall': 0.9978094194961665, 'f1-score': 0.9918345127925966, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9838012958963283, 'macro avg': {'precision': 0.49296536796536794, 'recall': 0.49890470974808326, 'f1-score': 0.4959172563962983, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720893757070862, 'recall': 0.9838012958963283, 'f1-score': 0.9779102701723982, 'support': 1852.0}} | 0.0162 | {'f1-score': 0.6411128290643224, 'hamming': 0.017683585313174946} | -| 0.0002 | 40.0 | 3920 | 0.1330 | {'~LIN': {'precision': 0.9908108108108108, 'recall': 0.9989100817438692, 'f1-score': 0.9948439620081411, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9897408207343412, 'macro avg': {'precision': 0.4954054054054054, 'recall': 0.4994550408719346, 'f1-score': 0.49742198100407053, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817158951608196, 'recall': 0.9897408207343412, 'f1-score': 0.9857120249918677, 'support': 1852.0}} | 0.0103 | {'~SI': {'precision': 0.9820846905537459, 'recall': 0.9972436604189636, 'f1-score': 0.9896061269146609, 'support': 1814.0}, 'SI': {'precision': 0.5, 'recall': 0.13157894736842105, 'f1-score': 0.20833333333333334, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.741042345276873, 'recall': 0.5644113038936923, 'f1-score': 0.5989697301239971, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721931040305049, 'recall': 0.9794816414686826, 'f1-score': 0.9735756916251952, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.9736070381231672, 'recall': 0.9934171154997008, 'f1-score': 0.9834123222748815, 'support': 1671.0}, 'CL': {'precision': 0.9251700680272109, 'recall': 0.7513812154696132, 'f1-score': 0.8292682926829268, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9493885530751891, 'recall': 0.872399165484657, 'f1-score': 0.9063403074789042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688731873740485, 'recall': 0.9697624190064795, 'f1-score': 0.9683474900091451, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766304347826087, 'recall': 0.9972253052164262, 'f1-score': 0.9868204283360791, 'support': 1802.0}, 'PL': {'precision': 0.5833333333333334, 'recall': 0.14, 'f1-score': 0.22580645161290322, 'support': 50.0}, 'accuracy': 0.9740820734341252, 'macro avg': {'precision': 0.7799818840579711, 'recall': 0.5686126526082131, 'f1-score': 0.6063134399744912, 'support': 1852.0}, 'weighted avg': {'precision': 0.9660122624972611, 'recall': 0.9740820734341252, 'f1-score': 0.9662746946232503, 'support': 1852.0}} | 0.0259 | {'~TI': {'precision': 0.9742747673782156, 'recall': 0.9916434540389972, 'f1-score': 0.9828823854224186, 'support': 1795.0}, 'TI': {'precision': 0.4, 'recall': 0.17543859649122806, 'f1-score': 0.24390243902439024, 'support': 57.0}, 'accuracy': 0.9665226781857451, 'macro avg': {'precision': 0.6871373836891078, 'recall': 0.5835410252651126, 'f1-score': 0.6133924122234045, 'support': 1852.0}, 'weighted avg': {'precision': 0.9566000040193828, 'recall': 0.9665226781857451, 'f1-score': 0.9601384021909458, 'support': 1852.0}} | 0.0335 | {'~PC': {'precision': 0.9859307359307359, 'recall': 0.9978094194961665, 'f1-score': 0.9918345127925966, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9838012958963283, 'macro avg': {'precision': 0.49296536796536794, 'recall': 0.49890470974808326, 'f1-score': 0.4959172563962983, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720893757070862, 'recall': 0.9838012958963283, 'f1-score': 0.9779102701723982, 'support': 1852.0}} | 0.0162 | {'f1-score': 0.6410957855883662, 'hamming': 0.017751079913606912} | -| 0.0002 | 41.0 | 4018 | 0.1337 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820846905537459, 'recall': 0.9972436604189636, 'f1-score': 0.9896061269146609, 'support': 1814.0}, 'SI': {'precision': 0.5, 'recall': 0.13157894736842105, 'f1-score': 0.20833333333333334, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.741042345276873, 'recall': 0.5644113038936923, 'f1-score': 0.5989697301239971, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721931040305049, 'recall': 0.9794816414686826, 'f1-score': 0.9735756916251952, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.9736070381231672, 'recall': 0.9934171154997008, 'f1-score': 0.9834123222748815, 'support': 1671.0}, 'CL': {'precision': 0.9251700680272109, 'recall': 0.7513812154696132, 'f1-score': 0.8292682926829268, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9493885530751891, 'recall': 0.872399165484657, 'f1-score': 0.9063403074789042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688731873740485, 'recall': 0.9697624190064795, 'f1-score': 0.9683474900091451, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766304347826087, 'recall': 0.9972253052164262, 'f1-score': 0.9868204283360791, 'support': 1802.0}, 'PL': {'precision': 0.5833333333333334, 'recall': 0.14, 'f1-score': 0.22580645161290322, 'support': 50.0}, 'accuracy': 0.9740820734341252, 'macro avg': {'precision': 0.7799818840579711, 'recall': 0.5686126526082131, 'f1-score': 0.6063134399744912, 'support': 1852.0}, 'weighted avg': {'precision': 0.9660122624972611, 'recall': 0.9740820734341252, 'f1-score': 0.9662746946232503, 'support': 1852.0}} | 0.0259 | {'~TI': {'precision': 0.9742747673782156, 'recall': 0.9916434540389972, 'f1-score': 0.9828823854224186, 'support': 1795.0}, 'TI': {'precision': 0.4, 'recall': 0.17543859649122806, 'f1-score': 0.24390243902439024, 'support': 57.0}, 'accuracy': 0.9665226781857451, 'macro avg': {'precision': 0.6871373836891078, 'recall': 0.5835410252651126, 'f1-score': 0.6133924122234045, 'support': 1852.0}, 'weighted avg': {'precision': 0.9566000040193828, 'recall': 0.9665226781857451, 'f1-score': 0.9601384021909458, 'support': 1852.0}} | 0.0335 | {'~PC': {'precision': 0.9859383450513791, 'recall': 0.9983570646221248, 'f1-score': 0.992108843537415, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.984341252699784, 'macro avg': {'precision': 0.49296917252568956, 'recall': 0.4991785323110624, 'f1-score': 0.4960544217687075, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720968780042215, 'recall': 0.984341252699784, 'f1-score': 0.9781807496216629, 'support': 1852.0}} | 0.0157 | {'f1-score': 0.6411299747358735, 'hamming': 0.01761609071274298} | -| 0.0002 | 42.0 | 4116 | 0.1342 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820846905537459, 'recall': 0.9972436604189636, 'f1-score': 0.9896061269146609, 'support': 1814.0}, 'SI': {'precision': 0.5, 'recall': 0.13157894736842105, 'f1-score': 0.20833333333333334, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.741042345276873, 'recall': 0.5644113038936923, 'f1-score': 0.5989697301239971, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721931040305049, 'recall': 0.9794816414686826, 'f1-score': 0.9735756916251952, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.9736070381231672, 'recall': 0.9934171154997008, 'f1-score': 0.9834123222748815, 'support': 1671.0}, 'CL': {'precision': 0.9251700680272109, 'recall': 0.7513812154696132, 'f1-score': 0.8292682926829268, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9493885530751891, 'recall': 0.872399165484657, 'f1-score': 0.9063403074789042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688731873740485, 'recall': 0.9697624190064795, 'f1-score': 0.9683474900091451, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9760999456816948, 'recall': 0.9972253052164262, 'f1-score': 0.9865495470765853, 'support': 1802.0}, 'PL': {'precision': 0.5454545454545454, 'recall': 0.12, 'f1-score': 0.19672131147540983, 'support': 50.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.7607772455681201, 'recall': 0.5586126526082131, 'f1-score': 0.5916354292759975, 'support': 1852.0}, 'weighted avg': {'precision': 0.9644734499952167, 'recall': 0.9735421166306696, 'f1-score': 0.965225890607871, 'support': 1852.0}} | 0.0265 | {'~TI': {'precision': 0.9742747673782156, 'recall': 0.9916434540389972, 'f1-score': 0.9828823854224186, 'support': 1795.0}, 'TI': {'precision': 0.4, 'recall': 0.17543859649122806, 'f1-score': 0.24390243902439024, 'support': 57.0}, 'accuracy': 0.9665226781857451, 'macro avg': {'precision': 0.6871373836891078, 'recall': 0.5835410252651126, 'f1-score': 0.6133924122234045, 'support': 1852.0}, 'weighted avg': {'precision': 0.9566000040193828, 'recall': 0.9665226781857451, 'f1-score': 0.9601384021909458, 'support': 1852.0}} | 0.0335 | {'~PC': {'precision': 0.9859383450513791, 'recall': 0.9983570646221248, 'f1-score': 0.992108843537415, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.984341252699784, 'macro avg': {'precision': 0.49296917252568956, 'recall': 0.4991785323110624, 'f1-score': 0.4960544217687075, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720968780042215, 'recall': 0.984341252699784, 'f1-score': 0.9781807496216629, 'support': 1852.0}} | 0.0157 | {'f1-score': 0.6392952233985618, 'hamming': 0.017683585313174946} | -| 0.0002 | 43.0 | 4214 | 0.1344 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820846905537459, 'recall': 0.9972436604189636, 'f1-score': 0.9896061269146609, 'support': 1814.0}, 'SI': {'precision': 0.5, 'recall': 0.13157894736842105, 'f1-score': 0.20833333333333334, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.741042345276873, 'recall': 0.5644113038936923, 'f1-score': 0.5989697301239971, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721931040305049, 'recall': 0.9794816414686826, 'f1-score': 0.9735756916251952, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.9736070381231672, 'recall': 0.9934171154997008, 'f1-score': 0.9834123222748815, 'support': 1671.0}, 'CL': {'precision': 0.9251700680272109, 'recall': 0.7513812154696132, 'f1-score': 0.8292682926829268, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9493885530751891, 'recall': 0.872399165484657, 'f1-score': 0.9063403074789042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688731873740485, 'recall': 0.9697624190064795, 'f1-score': 0.9683474900091451, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766177270255574, 'recall': 0.9966703662597114, 'f1-score': 0.9865421587475968, 'support': 1802.0}, 'PL': {'precision': 0.5384615384615384, 'recall': 0.14, 'f1-score': 0.2222222222222222, 'support': 50.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.757539632743548, 'recall': 0.5683351831298558, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9647884562759887, 'recall': 0.9735421166306696, 'f1-score': 0.9659071712604106, 'support': 1852.0}} | 0.0265 | {'~TI': {'precision': 0.9742747673782156, 'recall': 0.9916434540389972, 'f1-score': 0.9828823854224186, 'support': 1795.0}, 'TI': {'precision': 0.4, 'recall': 0.17543859649122806, 'f1-score': 0.24390243902439024, 'support': 57.0}, 'accuracy': 0.9665226781857451, 'macro avg': {'precision': 0.6871373836891078, 'recall': 0.5835410252651126, 'f1-score': 0.6133924122234045, 'support': 1852.0}, 'weighted avg': {'precision': 0.9566000040193828, 'recall': 0.9665226781857451, 'f1-score': 0.9601384021909458, 'support': 1852.0}} | 0.0335 | {'~PC': {'precision': 0.9859383450513791, 'recall': 0.9983570646221248, 'f1-score': 0.992108843537415, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.984341252699784, 'macro avg': {'precision': 0.49296917252568956, 'recall': 0.4991785323110624, 'f1-score': 0.4960544217687075, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720968780042215, 'recall': 0.984341252699784, 'f1-score': 0.9781807496216629, 'support': 1852.0}} | 0.0157 | {'f1-score': 0.6408885685496758, 'hamming': 0.017683585313174946} | -| 0.0002 | 44.0 | 4312 | 0.1345 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9815418023887079, 'recall': 0.9966923925027563, 'f1-score': 0.9890590809628009, 'support': 1814.0}, 'SI': {'precision': 0.4, 'recall': 0.10526315789473684, 'f1-score': 0.16666666666666666, 'support': 38.0}, 'accuracy': 0.978401727861771, 'macro avg': {'precision': 0.6907709011943539, 'recall': 0.5509777751987466, 'f1-score': 0.5778628738147338, 'support': 1852.0}, 'weighted avg': {'precision': 0.9696095191863479, 'recall': 0.978401727861771, 'f1-score': 0.972184938552837, 'support': 1852.0}} | 0.0216 | {'~CL': {'precision': 0.9736070381231672, 'recall': 0.9934171154997008, 'f1-score': 0.9834123222748815, 'support': 1671.0}, 'CL': {'precision': 0.9251700680272109, 'recall': 0.7513812154696132, 'f1-score': 0.8292682926829268, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9493885530751891, 'recall': 0.872399165484657, 'f1-score': 0.9063403074789042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688731873740485, 'recall': 0.9697624190064795, 'f1-score': 0.9683474900091451, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766304347826087, 'recall': 0.9972253052164262, 'f1-score': 0.9868204283360791, 'support': 1802.0}, 'PL': {'precision': 0.5833333333333334, 'recall': 0.14, 'f1-score': 0.22580645161290322, 'support': 50.0}, 'accuracy': 0.9740820734341252, 'macro avg': {'precision': 0.7799818840579711, 'recall': 0.5686126526082131, 'f1-score': 0.6063134399744912, 'support': 1852.0}, 'weighted avg': {'precision': 0.9660122624972611, 'recall': 0.9740820734341252, 'f1-score': 0.9662746946232503, 'support': 1852.0}} | 0.0259 | {'~TI': {'precision': 0.9742747673782156, 'recall': 0.9916434540389972, 'f1-score': 0.9828823854224186, 'support': 1795.0}, 'TI': {'precision': 0.4, 'recall': 0.17543859649122806, 'f1-score': 0.24390243902439024, 'support': 57.0}, 'accuracy': 0.9665226781857451, 'macro avg': {'precision': 0.6871373836891078, 'recall': 0.5835410252651126, 'f1-score': 0.6133924122234045, 'support': 1852.0}, 'weighted avg': {'precision': 0.9566000040193828, 'recall': 0.9665226781857451, 'f1-score': 0.9601384021909458, 'support': 1852.0}} | 0.0335 | {'~PC': {'precision': 0.9859383450513791, 'recall': 0.9983570646221248, 'f1-score': 0.992108843537415, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.984341252699784, 'macro avg': {'precision': 0.49296917252568956, 'recall': 0.4991785323110624, 'f1-score': 0.4960544217687075, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720968780042215, 'recall': 0.984341252699784, 'f1-score': 0.9781807496216629, 'support': 1852.0}} | 0.0157 | {'f1-score': 0.6384916176972155, 'hamming': 0.01775107991360691} | -| 0.0002 | 45.0 | 4410 | 0.1353 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820846905537459, 'recall': 0.9972436604189636, 'f1-score': 0.9896061269146609, 'support': 1814.0}, 'SI': {'precision': 0.5, 'recall': 0.13157894736842105, 'f1-score': 0.20833333333333334, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.741042345276873, 'recall': 0.5644113038936923, 'f1-score': 0.5989697301239971, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721931040305049, 'recall': 0.9794816414686826, 'f1-score': 0.9735756916251952, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.9736070381231672, 'recall': 0.9934171154997008, 'f1-score': 0.9834123222748815, 'support': 1671.0}, 'CL': {'precision': 0.9251700680272109, 'recall': 0.7513812154696132, 'f1-score': 0.8292682926829268, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9493885530751891, 'recall': 0.872399165484657, 'f1-score': 0.9063403074789042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688731873740485, 'recall': 0.9697624190064795, 'f1-score': 0.9683474900091451, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766304347826087, 'recall': 0.9972253052164262, 'f1-score': 0.9868204283360791, 'support': 1802.0}, 'PL': {'precision': 0.5833333333333334, 'recall': 0.14, 'f1-score': 0.22580645161290322, 'support': 50.0}, 'accuracy': 0.9740820734341252, 'macro avg': {'precision': 0.7799818840579711, 'recall': 0.5686126526082131, 'f1-score': 0.6063134399744912, 'support': 1852.0}, 'weighted avg': {'precision': 0.9660122624972611, 'recall': 0.9740820734341252, 'f1-score': 0.9662746946232503, 'support': 1852.0}} | 0.0259 | {'~TI': {'precision': 0.9742747673782156, 'recall': 0.9916434540389972, 'f1-score': 0.9828823854224186, 'support': 1795.0}, 'TI': {'precision': 0.4, 'recall': 0.17543859649122806, 'f1-score': 0.24390243902439024, 'support': 57.0}, 'accuracy': 0.9665226781857451, 'macro avg': {'precision': 0.6871373836891078, 'recall': 0.5835410252651126, 'f1-score': 0.6133924122234045, 'support': 1852.0}, 'weighted avg': {'precision': 0.9566000040193828, 'recall': 0.9665226781857451, 'f1-score': 0.9601384021909458, 'support': 1852.0}} | 0.0335 | {'~PC': {'precision': 0.9859383450513791, 'recall': 0.9983570646221248, 'f1-score': 0.992108843537415, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.984341252699784, 'macro avg': {'precision': 0.49296917252568956, 'recall': 0.4991785323110624, 'f1-score': 0.4960544217687075, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720968780042215, 'recall': 0.984341252699784, 'f1-score': 0.9781807496216629, 'support': 1852.0}} | 0.0157 | {'f1-score': 0.6411299747358735, 'hamming': 0.01761609071274298} | -| 0.0002 | 46.0 | 4508 | 0.1348 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820846905537459, 'recall': 0.9972436604189636, 'f1-score': 0.9896061269146609, 'support': 1814.0}, 'SI': {'precision': 0.5, 'recall': 0.13157894736842105, 'f1-score': 0.20833333333333334, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.741042345276873, 'recall': 0.5644113038936923, 'f1-score': 0.5989697301239971, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721931040305049, 'recall': 0.9794816414686826, 'f1-score': 0.9735756916251952, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.9736070381231672, 'recall': 0.9934171154997008, 'f1-score': 0.9834123222748815, 'support': 1671.0}, 'CL': {'precision': 0.9251700680272109, 'recall': 0.7513812154696132, 'f1-score': 0.8292682926829268, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9493885530751891, 'recall': 0.872399165484657, 'f1-score': 0.9063403074789042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688731873740485, 'recall': 0.9697624190064795, 'f1-score': 0.9683474900091451, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766304347826087, 'recall': 0.9972253052164262, 'f1-score': 0.9868204283360791, 'support': 1802.0}, 'PL': {'precision': 0.5833333333333334, 'recall': 0.14, 'f1-score': 0.22580645161290322, 'support': 50.0}, 'accuracy': 0.9740820734341252, 'macro avg': {'precision': 0.7799818840579711, 'recall': 0.5686126526082131, 'f1-score': 0.6063134399744912, 'support': 1852.0}, 'weighted avg': {'precision': 0.9660122624972611, 'recall': 0.9740820734341252, 'f1-score': 0.9662746946232503, 'support': 1852.0}} | 0.0259 | {'~TI': {'precision': 0.9742747673782156, 'recall': 0.9916434540389972, 'f1-score': 0.9828823854224186, 'support': 1795.0}, 'TI': {'precision': 0.4, 'recall': 0.17543859649122806, 'f1-score': 0.24390243902439024, 'support': 57.0}, 'accuracy': 0.9665226781857451, 'macro avg': {'precision': 0.6871373836891078, 'recall': 0.5835410252651126, 'f1-score': 0.6133924122234045, 'support': 1852.0}, 'weighted avg': {'precision': 0.9566000040193828, 'recall': 0.9665226781857451, 'f1-score': 0.9601384021909458, 'support': 1852.0}} | 0.0335 | {'~PC': {'precision': 0.9859307359307359, 'recall': 0.9978094194961665, 'f1-score': 0.9918345127925966, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9838012958963283, 'macro avg': {'precision': 0.49296536796536794, 'recall': 0.49890470974808326, 'f1-score': 0.4959172563962983, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720893757070862, 'recall': 0.9838012958963283, 'f1-score': 0.9779102701723982, 'support': 1852.0}} | 0.0162 | {'f1-score': 0.6411128290643224, 'hamming': 0.017683585313174946} | -| 0.0002 | 47.0 | 4606 | 0.1352 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820846905537459, 'recall': 0.9972436604189636, 'f1-score': 0.9896061269146609, 'support': 1814.0}, 'SI': {'precision': 0.5, 'recall': 0.13157894736842105, 'f1-score': 0.20833333333333334, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.741042345276873, 'recall': 0.5644113038936923, 'f1-score': 0.5989697301239971, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721931040305049, 'recall': 0.9794816414686826, 'f1-score': 0.9735756916251952, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.9736070381231672, 'recall': 0.9934171154997008, 'f1-score': 0.9834123222748815, 'support': 1671.0}, 'CL': {'precision': 0.9251700680272109, 'recall': 0.7513812154696132, 'f1-score': 0.8292682926829268, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9493885530751891, 'recall': 0.872399165484657, 'f1-score': 0.9063403074789042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688731873740485, 'recall': 0.9697624190064795, 'f1-score': 0.9683474900091451, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766304347826087, 'recall': 0.9972253052164262, 'f1-score': 0.9868204283360791, 'support': 1802.0}, 'PL': {'precision': 0.5833333333333334, 'recall': 0.14, 'f1-score': 0.22580645161290322, 'support': 50.0}, 'accuracy': 0.9740820734341252, 'macro avg': {'precision': 0.7799818840579711, 'recall': 0.5686126526082131, 'f1-score': 0.6063134399744912, 'support': 1852.0}, 'weighted avg': {'precision': 0.9660122624972611, 'recall': 0.9740820734341252, 'f1-score': 0.9662746946232503, 'support': 1852.0}} | 0.0259 | {'~TI': {'precision': 0.9742747673782156, 'recall': 0.9916434540389972, 'f1-score': 0.9828823854224186, 'support': 1795.0}, 'TI': {'precision': 0.4, 'recall': 0.17543859649122806, 'f1-score': 0.24390243902439024, 'support': 57.0}, 'accuracy': 0.9665226781857451, 'macro avg': {'precision': 0.6871373836891078, 'recall': 0.5835410252651126, 'f1-score': 0.6133924122234045, 'support': 1852.0}, 'weighted avg': {'precision': 0.9566000040193828, 'recall': 0.9665226781857451, 'f1-score': 0.9601384021909458, 'support': 1852.0}} | 0.0335 | {'~PC': {'precision': 0.9859307359307359, 'recall': 0.9978094194961665, 'f1-score': 0.9918345127925966, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9838012958963283, 'macro avg': {'precision': 0.49296536796536794, 'recall': 0.49890470974808326, 'f1-score': 0.4959172563962983, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720893757070862, 'recall': 0.9838012958963283, 'f1-score': 0.9779102701723982, 'support': 1852.0}} | 0.0162 | {'f1-score': 0.6411128290643224, 'hamming': 0.017683585313174946} | -| 0.0002 | 48.0 | 4704 | 0.1351 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820846905537459, 'recall': 0.9972436604189636, 'f1-score': 0.9896061269146609, 'support': 1814.0}, 'SI': {'precision': 0.5, 'recall': 0.13157894736842105, 'f1-score': 0.20833333333333334, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.741042345276873, 'recall': 0.5644113038936923, 'f1-score': 0.5989697301239971, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721931040305049, 'recall': 0.9794816414686826, 'f1-score': 0.9735756916251952, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.9736070381231672, 'recall': 0.9934171154997008, 'f1-score': 0.9834123222748815, 'support': 1671.0}, 'CL': {'precision': 0.9251700680272109, 'recall': 0.7513812154696132, 'f1-score': 0.8292682926829268, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9493885530751891, 'recall': 0.872399165484657, 'f1-score': 0.9063403074789042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688731873740485, 'recall': 0.9697624190064795, 'f1-score': 0.9683474900091451, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766304347826087, 'recall': 0.9972253052164262, 'f1-score': 0.9868204283360791, 'support': 1802.0}, 'PL': {'precision': 0.5833333333333334, 'recall': 0.14, 'f1-score': 0.22580645161290322, 'support': 50.0}, 'accuracy': 0.9740820734341252, 'macro avg': {'precision': 0.7799818840579711, 'recall': 0.5686126526082131, 'f1-score': 0.6063134399744912, 'support': 1852.0}, 'weighted avg': {'precision': 0.9660122624972611, 'recall': 0.9740820734341252, 'f1-score': 0.9662746946232503, 'support': 1852.0}} | 0.0259 | {'~TI': {'precision': 0.9742747673782156, 'recall': 0.9916434540389972, 'f1-score': 0.9828823854224186, 'support': 1795.0}, 'TI': {'precision': 0.4, 'recall': 0.17543859649122806, 'f1-score': 0.24390243902439024, 'support': 57.0}, 'accuracy': 0.9665226781857451, 'macro avg': {'precision': 0.6871373836891078, 'recall': 0.5835410252651126, 'f1-score': 0.6133924122234045, 'support': 1852.0}, 'weighted avg': {'precision': 0.9566000040193828, 'recall': 0.9665226781857451, 'f1-score': 0.9601384021909458, 'support': 1852.0}} | 0.0335 | {'~PC': {'precision': 0.9859383450513791, 'recall': 0.9983570646221248, 'f1-score': 0.992108843537415, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.984341252699784, 'macro avg': {'precision': 0.49296917252568956, 'recall': 0.4991785323110624, 'f1-score': 0.4960544217687075, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720968780042215, 'recall': 0.984341252699784, 'f1-score': 0.9781807496216629, 'support': 1852.0}} | 0.0157 | {'f1-score': 0.6411299747358735, 'hamming': 0.01761609071274298} | -| 0.0002 | 49.0 | 4802 | 0.1351 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820846905537459, 'recall': 0.9972436604189636, 'f1-score': 0.9896061269146609, 'support': 1814.0}, 'SI': {'precision': 0.5, 'recall': 0.13157894736842105, 'f1-score': 0.20833333333333334, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.741042345276873, 'recall': 0.5644113038936923, 'f1-score': 0.5989697301239971, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721931040305049, 'recall': 0.9794816414686826, 'f1-score': 0.9735756916251952, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.9736070381231672, 'recall': 0.9934171154997008, 'f1-score': 0.9834123222748815, 'support': 1671.0}, 'CL': {'precision': 0.9251700680272109, 'recall': 0.7513812154696132, 'f1-score': 0.8292682926829268, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9493885530751891, 'recall': 0.872399165484657, 'f1-score': 0.9063403074789042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688731873740485, 'recall': 0.9697624190064795, 'f1-score': 0.9683474900091451, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766304347826087, 'recall': 0.9972253052164262, 'f1-score': 0.9868204283360791, 'support': 1802.0}, 'PL': {'precision': 0.5833333333333334, 'recall': 0.14, 'f1-score': 0.22580645161290322, 'support': 50.0}, 'accuracy': 0.9740820734341252, 'macro avg': {'precision': 0.7799818840579711, 'recall': 0.5686126526082131, 'f1-score': 0.6063134399744912, 'support': 1852.0}, 'weighted avg': {'precision': 0.9660122624972611, 'recall': 0.9740820734341252, 'f1-score': 0.9662746946232503, 'support': 1852.0}} | 0.0259 | {'~TI': {'precision': 0.9748083242059146, 'recall': 0.9916434540389972, 'f1-score': 0.9831538249102458, 'support': 1795.0}, 'TI': {'precision': 0.4230769230769231, 'recall': 0.19298245614035087, 'f1-score': 0.26506024096385544, 'support': 57.0}, 'accuracy': 0.9670626349892009, 'macro avg': {'precision': 0.6989426236414188, 'recall': 0.5923129550896741, 'f1-score': 0.6241070329370506, 'support': 1852.0}, 'weighted avg': {'precision': 0.9578273901538883, 'recall': 0.9670626349892009, 'f1-score': 0.9610526724885697, 'support': 1852.0}} | 0.0329 | {'~PC': {'precision': 0.9859383450513791, 'recall': 0.9983570646221248, 'f1-score': 0.992108843537415, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.984341252699784, 'macro avg': {'precision': 0.49296917252568956, 'recall': 0.4991785323110624, 'f1-score': 0.4960544217687075, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720968780042215, 'recall': 0.984341252699784, 'f1-score': 0.9781807496216629, 'support': 1852.0}} | 0.0157 | {'f1-score': 0.6424693023250794, 'hamming': 0.017548596112311014} | -| 0.0002 | 50.0 | 4900 | 0.1351 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9820846905537459, 'recall': 0.9972436604189636, 'f1-score': 0.9896061269146609, 'support': 1814.0}, 'SI': {'precision': 0.5, 'recall': 0.13157894736842105, 'f1-score': 0.20833333333333334, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.741042345276873, 'recall': 0.5644113038936923, 'f1-score': 0.5989697301239971, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721931040305049, 'recall': 0.9794816414686826, 'f1-score': 0.9735756916251952, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.9736070381231672, 'recall': 0.9934171154997008, 'f1-score': 0.9834123222748815, 'support': 1671.0}, 'CL': {'precision': 0.9251700680272109, 'recall': 0.7513812154696132, 'f1-score': 0.8292682926829268, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9493885530751891, 'recall': 0.872399165484657, 'f1-score': 0.9063403074789042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688731873740485, 'recall': 0.9697624190064795, 'f1-score': 0.9683474900091451, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9766304347826087, 'recall': 0.9972253052164262, 'f1-score': 0.9868204283360791, 'support': 1802.0}, 'PL': {'precision': 0.5833333333333334, 'recall': 0.14, 'f1-score': 0.22580645161290322, 'support': 50.0}, 'accuracy': 0.9740820734341252, 'macro avg': {'precision': 0.7799818840579711, 'recall': 0.5686126526082131, 'f1-score': 0.6063134399744912, 'support': 1852.0}, 'weighted avg': {'precision': 0.9660122624972611, 'recall': 0.9740820734341252, 'f1-score': 0.9662746946232503, 'support': 1852.0}} | 0.0259 | {'~TI': {'precision': 0.9742747673782156, 'recall': 0.9916434540389972, 'f1-score': 0.9828823854224186, 'support': 1795.0}, 'TI': {'precision': 0.4, 'recall': 0.17543859649122806, 'f1-score': 0.24390243902439024, 'support': 57.0}, 'accuracy': 0.9665226781857451, 'macro avg': {'precision': 0.6871373836891078, 'recall': 0.5835410252651126, 'f1-score': 0.6133924122234045, 'support': 1852.0}, 'weighted avg': {'precision': 0.9566000040193828, 'recall': 0.9665226781857451, 'f1-score': 0.9601384021909458, 'support': 1852.0}} | 0.0335 | {'~PC': {'precision': 0.9859383450513791, 'recall': 0.9983570646221248, 'f1-score': 0.992108843537415, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.984341252699784, 'macro avg': {'precision': 0.49296917252568956, 'recall': 0.4991785323110624, 'f1-score': 0.4960544217687075, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720968780042215, 'recall': 0.984341252699784, 'f1-score': 0.9781807496216629, 'support': 1852.0}} | 0.0157 | {'f1-score': 0.6411299747358735, 'hamming': 0.01761609071274298} | +| Training Loss | Epoch | Step | Validation Loss | Classification Report Lin | Hamming Lin | Classification Report Si | Hamming Si | Classification Report Cl | Hamming Cl | Classification Report D | Hamming D | Classification Report Hi | Hamming Hi | Classification Report Pl | Hamming Pl | Classification Report Ti | Hamming Ti | Classification Report Pc | Hamming Pc | Global Avg | +|:-------------:|:-----:|:----:|:---------------:|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:-----------:|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:----------:|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:----------:|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:---------:|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:----------:|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:----------:|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:----------:|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:----------:|:-----------------------------------------------------------------:| +| No log | 1.0 | 98 | 0.0811 | {'~LIN': {'precision': 0.9908207343412527, 'recall': 1.0, 'f1-score': 0.9953892053159751, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.49541036717062636, 'recall': 0.5, 'f1-score': 0.49769460265798754, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817257276005392, 'recall': 0.9908207343412527, 'f1-score': 0.9862522633665304, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.9794816414686826, 'recall': 1.0, 'f1-score': 0.9896344789961812, 'support': 1814.0}, 'SI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.4897408207343413, 'recall': 0.5, 'f1-score': 0.4948172394980906, 'support': 1852.0}, 'weighted avg': {'precision': 0.9593842859741848, 'recall': 0.9794816414686826, 'f1-score': 0.9693288039411839, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.902267818574514, 'recall': 1.0, 'f1-score': 0.94862333238717, 'support': 1671.0}, 'CL': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 181.0}, 'accuracy': 0.902267818574514, 'macro avg': {'precision': 0.451133909287257, 'recall': 0.5, 'f1-score': 0.474311666193585, 'support': 1852.0}, 'weighted avg': {'precision': 0.8140872164352121, 'recall': 0.902267818574514, 'f1-score': 0.855912304761858, 'support': 1852.0}} | 0.0977 | {'~D': {'precision': 0.9946004319654428, 'recall': 1.0, 'f1-score': 0.9972929074174337, 'support': 1842.0}, 'D': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 10.0}, 'accuracy': 0.9946004319654428, 'macro avg': {'precision': 0.4973002159827214, 'recall': 0.5, 'f1-score': 0.49864645370871685, 'support': 1852.0}, 'weighted avg': {'precision': 0.9892300192658454, 'recall': 0.9946004319654428, 'f1-score': 0.9919079565134519, 'support': 1852.0}} | 0.0054 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9730021598272138, 'recall': 1.0, 'f1-score': 0.9863163656267104, 'support': 1802.0}, 'PL': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 50.0}, 'accuracy': 0.9730021598272138, 'macro avg': {'precision': 0.4865010799136069, 'recall': 0.5, 'f1-score': 0.4931581828133552, 'support': 1852.0}, 'weighted avg': {'precision': 0.9467332030284229, 'recall': 0.9730021598272138, 'f1-score': 0.9596879540277172, 'support': 1852.0}} | 0.0270 | {'~TI': {'precision': 0.9692224622030238, 'recall': 1.0, 'f1-score': 0.9843707156567041, 'support': 1795.0}, 'TI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 57.0}, 'accuracy': 0.9692224622030238, 'macro avg': {'precision': 0.4846112311015119, 'recall': 0.5, 'f1-score': 0.49218535782835204, 'support': 1852.0}, 'weighted avg': {'precision': 0.9393921812388919, 'recall': 0.9692224622030238, 'f1-score': 0.9540742087493432, 'support': 1852.0}} | 0.0308 | {'~PC': {'precision': 0.9859611231101512, 'recall': 1.0, 'f1-score': 0.9929309407286568, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9859611231101512, 'macro avg': {'precision': 0.4929805615550756, 'recall': 0.5, 'f1-score': 0.4964654703643284, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721193362846307, 'recall': 0.9859611231101512, 'f1-score': 0.9789913054916455, 'support': 1852.0}} | 0.0140 | {'f1-score': 0.49329153243911095, 'hamming': 0.02605291576673866} | +| No log | 2.0 | 196 | 0.0742 | {'~LIN': {'precision': 0.9908207343412527, 'recall': 1.0, 'f1-score': 0.9953892053159751, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.49541036717062636, 'recall': 0.5, 'f1-score': 0.49769460265798754, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817257276005392, 'recall': 0.9908207343412527, 'f1-score': 0.9862522633665304, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.9794816414686826, 'recall': 1.0, 'f1-score': 0.9896344789961812, 'support': 1814.0}, 'SI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.4897408207343413, 'recall': 0.5, 'f1-score': 0.4948172394980906, 'support': 1852.0}, 'weighted avg': {'precision': 0.9593842859741848, 'recall': 0.9794816414686826, 'f1-score': 0.9693288039411839, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.9802276812462553, 'recall': 0.9790544584081389, 'f1-score': 0.9796407185628743, 'support': 1671.0}, 'CL': {'precision': 0.8087431693989071, 'recall': 0.8176795580110497, 'f1-score': 0.8131868131868132, 'support': 181.0}, 'accuracy': 0.9632829373650108, 'macro avg': {'precision': 0.8944854253225811, 'recall': 0.8983670082095943, 'f1-score': 0.8964137658748437, 'support': 1852.0}, 'weighted avg': {'precision': 0.9634681258227293, 'recall': 0.9632829373650108, 'f1-score': 0.9633728152836804, 'support': 1852.0}} | 0.0367 | {'~D': {'precision': 0.9946004319654428, 'recall': 1.0, 'f1-score': 0.9972929074174337, 'support': 1842.0}, 'D': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 10.0}, 'accuracy': 0.9946004319654428, 'macro avg': {'precision': 0.4973002159827214, 'recall': 0.5, 'f1-score': 0.49864645370871685, 'support': 1852.0}, 'weighted avg': {'precision': 0.9892300192658454, 'recall': 0.9946004319654428, 'f1-score': 0.9919079565134519, 'support': 1852.0}} | 0.0054 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9730021598272138, 'recall': 1.0, 'f1-score': 0.9863163656267104, 'support': 1802.0}, 'PL': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 50.0}, 'accuracy': 0.9730021598272138, 'macro avg': {'precision': 0.4865010799136069, 'recall': 0.5, 'f1-score': 0.4931581828133552, 'support': 1852.0}, 'weighted avg': {'precision': 0.9467332030284229, 'recall': 0.9730021598272138, 'f1-score': 0.9596879540277172, 'support': 1852.0}} | 0.0270 | {'~TI': {'precision': 0.9743028977583379, 'recall': 0.992757660167131, 'f1-score': 0.9834437086092715, 'support': 1795.0}, 'TI': {'precision': 0.43478260869565216, 'recall': 0.17543859649122806, 'f1-score': 0.25, 'support': 57.0}, 'accuracy': 0.9676025917926566, 'macro avg': {'precision': 0.704542753226995, 'recall': 0.5840981283291795, 'f1-score': 0.6167218543046358, 'support': 1852.0}, 'weighted avg': {'precision': 0.9576977916694756, 'recall': 0.9676025917926566, 'f1-score': 0.9608701171455952, 'support': 1852.0}} | 0.0324 | {'~PC': {'precision': 0.9859611231101512, 'recall': 1.0, 'f1-score': 0.9929309407286568, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9859611231101512, 'macro avg': {'precision': 0.4929805615550756, 'recall': 0.5, 'f1-score': 0.4964654703643284, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721193362846307, 'recall': 0.9859611231101512, 'f1-score': 0.9789913054916455, 'support': 1852.0}} | 0.0140 | {'f1-score': 0.5616213569588038, 'hamming': 0.018628509719222464} | +| No log | 3.0 | 294 | 0.0844 | {'~LIN': {'precision': 0.9908207343412527, 'recall': 1.0, 'f1-score': 0.9953892053159751, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.49541036717062636, 'recall': 0.5, 'f1-score': 0.49769460265798754, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817257276005392, 'recall': 0.9908207343412527, 'f1-score': 0.9862522633665304, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.9794816414686826, 'recall': 1.0, 'f1-score': 0.9896344789961812, 'support': 1814.0}, 'SI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.4897408207343413, 'recall': 0.5, 'f1-score': 0.4948172394980906, 'support': 1852.0}, 'weighted avg': {'precision': 0.9593842859741848, 'recall': 0.9794816414686826, 'f1-score': 0.9693288039411839, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.9959839357429718, 'recall': 0.8904847396768402, 'f1-score': 0.9402843601895735, 'support': 1671.0}, 'CL': {'precision': 0.4888268156424581, 'recall': 0.9668508287292817, 'f1-score': 0.6493506493506493, 'support': 181.0}, 'accuracy': 0.8979481641468683, 'macro avg': {'precision': 0.7424053756927149, 'recall': 0.928667784203061, 'f1-score': 0.7948175047701114, 'support': 1852.0}, 'weighted avg': {'precision': 0.9464183640700815, 'recall': 0.8979481641468683, 'f1-score': 0.9118507739790739, 'support': 1852.0}} | 0.1021 | {'~D': {'precision': 0.9946004319654428, 'recall': 1.0, 'f1-score': 0.9972929074174337, 'support': 1842.0}, 'D': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 10.0}, 'accuracy': 0.9946004319654428, 'macro avg': {'precision': 0.4973002159827214, 'recall': 0.5, 'f1-score': 0.49864645370871685, 'support': 1852.0}, 'weighted avg': {'precision': 0.9892300192658454, 'recall': 0.9946004319654428, 'f1-score': 0.9919079565134519, 'support': 1852.0}} | 0.0054 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9788300835654596, 'recall': 0.9750277469478358, 'f1-score': 0.9769252154573256, 'support': 1802.0}, 'PL': {'precision': 0.21052631578947367, 'recall': 0.24, 'f1-score': 0.22429906542056074, 'support': 50.0}, 'accuracy': 0.9551835853131749, 'macro avg': {'precision': 0.5946781996774666, 'recall': 0.6075138734739178, 'f1-score': 0.6006121404389432, 'support': 1852.0}, 'weighted avg': {'precision': 0.9580875412388942, 'recall': 0.9551835853131749, 'f1-score': 0.9566059349487736, 'support': 1852.0}} | 0.0448 | {'~TI': {'precision': 0.9702219815917704, 'recall': 0.9983286908077994, 'f1-score': 0.9840746842394289, 'support': 1795.0}, 'TI': {'precision': 0.4, 'recall': 0.03508771929824561, 'f1-score': 0.06451612903225806, 'support': 57.0}, 'accuracy': 0.968682505399568, 'macro avg': {'precision': 0.6851109907958852, 'recall': 0.5167082050530225, 'f1-score': 0.5242954066358435, 'support': 1852.0}, 'weighted avg': {'precision': 0.952671953000663, 'recall': 0.968682505399568, 'f1-score': 0.9557729360500073, 'support': 1852.0}} | 0.0313 | {'~PC': {'precision': 0.9859611231101512, 'recall': 1.0, 'f1-score': 0.9929309407286568, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9859611231101512, 'macro avg': {'precision': 0.4929805615550756, 'recall': 0.5, 'f1-score': 0.4964654703643284, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721193362846307, 'recall': 0.9859611231101512, 'f1-score': 0.9789913054916455, 'support': 1852.0}} | 0.0140 | {'f1-score': 0.5508002630653117, 'hamming': 0.02888768898488121} | +| No log | 4.0 | 392 | 0.0629 | {'~LIN': {'precision': 0.9908207343412527, 'recall': 1.0, 'f1-score': 0.9953892053159751, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.49541036717062636, 'recall': 0.5, 'f1-score': 0.49769460265798754, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817257276005392, 'recall': 0.9908207343412527, 'f1-score': 0.9862522633665304, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.9794816414686826, 'recall': 1.0, 'f1-score': 0.9896344789961812, 'support': 1814.0}, 'SI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.4897408207343413, 'recall': 0.5, 'f1-score': 0.4948172394980906, 'support': 1852.0}, 'weighted avg': {'precision': 0.9593842859741848, 'recall': 0.9794816414686826, 'f1-score': 0.9693288039411839, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.9514285714285714, 'recall': 0.9964093357271095, 'f1-score': 0.9733995907629348, 'support': 1671.0}, 'CL': {'precision': 0.9411764705882353, 'recall': 0.5303867403314917, 'f1-score': 0.6784452296819788, 'support': 181.0}, 'accuracy': 0.9508639308855291, 'macro avg': {'precision': 0.9463025210084033, 'recall': 0.7633980380293006, 'f1-score': 0.8259224102224568, 'support': 1852.0}, 'weighted avg': {'precision': 0.9504266112492513, 'recall': 0.9508639308855291, 'f1-score': 0.9445730576335325, 'support': 1852.0}} | 0.0491 | {'~D': {'precision': 0.9956756756756757, 'recall': 1.0, 'f1-score': 0.9978331527627302, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.2, 'f1-score': 0.3333333333333333, 'support': 10.0}, 'accuracy': 0.9956803455723542, 'macro avg': {'precision': 0.9978378378378379, 'recall': 0.6, 'f1-score': 0.6655832430480317, 'support': 1852.0}, 'weighted avg': {'precision': 0.9956990251590684, 'recall': 0.9956803455723542, 'f1-score': 0.9942451407787701, 'support': 1852.0}} | 0.0043 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9730021598272138, 'recall': 1.0, 'f1-score': 0.9863163656267104, 'support': 1802.0}, 'PL': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 50.0}, 'accuracy': 0.9730021598272138, 'macro avg': {'precision': 0.4865010799136069, 'recall': 0.5, 'f1-score': 0.4931581828133552, 'support': 1852.0}, 'weighted avg': {'precision': 0.9467332030284229, 'recall': 0.9730021598272138, 'f1-score': 0.9596879540277172, 'support': 1852.0}} | 0.0270 | {'~TI': {'precision': 0.9692224622030238, 'recall': 1.0, 'f1-score': 0.9843707156567041, 'support': 1795.0}, 'TI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 57.0}, 'accuracy': 0.9692224622030238, 'macro avg': {'precision': 0.4846112311015119, 'recall': 0.5, 'f1-score': 0.49218535782835204, 'support': 1852.0}, 'weighted avg': {'precision': 0.9393921812388919, 'recall': 0.9692224622030238, 'f1-score': 0.9540742087493432, 'support': 1852.0}} | 0.0308 | {'~PC': {'precision': 0.9859611231101512, 'recall': 1.0, 'f1-score': 0.9929309407286568, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9859611231101512, 'macro avg': {'precision': 0.4929805615550756, 'recall': 0.5, 'f1-score': 0.4964654703643284, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721193362846307, 'recall': 0.9859611231101512, 'f1-score': 0.9789913054916455, 'support': 1852.0}} | 0.0140 | {'f1-score': 0.5581099741101343, 'hamming': 0.01984341252699784} | +| No log | 5.0 | 490 | 0.0608 | {'~LIN': {'precision': 0.9908207343412527, 'recall': 1.0, 'f1-score': 0.9953892053159751, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.49541036717062636, 'recall': 0.5, 'f1-score': 0.49769460265798754, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817257276005392, 'recall': 0.9908207343412527, 'f1-score': 0.9862522633665304, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.9826086956521739, 'recall': 0.9966923925027563, 'f1-score': 0.9896004378762999, 'support': 1814.0}, 'SI': {'precision': 0.5, 'recall': 0.15789473684210525, 'f1-score': 0.24, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.741304347826087, 'recall': 0.5772935646724308, 'f1-score': 0.61480021893815, 'support': 1852.0}, 'weighted avg': {'precision': 0.9727063574044511, 'recall': 0.9794816414686826, 'f1-score': 0.9742198673367214, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.9730205278592375, 'recall': 0.992818671454219, 'f1-score': 0.9828199052132701, 'support': 1671.0}, 'CL': {'precision': 0.9183673469387755, 'recall': 0.7458563535911602, 'f1-score': 0.823170731707317, 'support': 181.0}, 'accuracy': 0.968682505399568, 'macro avg': {'precision': 0.9456939373990065, 'recall': 0.8693375125226896, 'f1-score': 0.9029953184602936, 'support': 1852.0}, 'weighted avg': {'precision': 0.967679153266039, 'recall': 0.968682505399568, 'f1-score': 0.9672170432237573, 'support': 1852.0}} | 0.0313 | {'~D': {'precision': 0.9946004319654428, 'recall': 1.0, 'f1-score': 0.9972929074174337, 'support': 1842.0}, 'D': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 10.0}, 'accuracy': 0.9946004319654428, 'macro avg': {'precision': 0.4973002159827214, 'recall': 0.5, 'f1-score': 0.49864645370871685, 'support': 1852.0}, 'weighted avg': {'precision': 0.9892300192658454, 'recall': 0.9946004319654428, 'f1-score': 0.9919079565134519, 'support': 1852.0}} | 0.0054 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9730021598272138, 'recall': 1.0, 'f1-score': 0.9863163656267104, 'support': 1802.0}, 'PL': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 50.0}, 'accuracy': 0.9730021598272138, 'macro avg': {'precision': 0.4865010799136069, 'recall': 0.5, 'f1-score': 0.4931581828133552, 'support': 1852.0}, 'weighted avg': {'precision': 0.9467332030284229, 'recall': 0.9730021598272138, 'f1-score': 0.9596879540277172, 'support': 1852.0}} | 0.0270 | {'~TI': {'precision': 0.9702380952380952, 'recall': 0.9988857938718663, 'f1-score': 0.9843535547625584, 'support': 1795.0}, 'TI': {'precision': 0.5, 'recall': 0.03508771929824561, 'f1-score': 0.06557377049180328, 'support': 57.0}, 'accuracy': 0.9692224622030238, 'macro avg': {'precision': 0.7351190476190477, 'recall': 0.5169867565850559, 'f1-score': 0.5249636626271809, 'support': 1852.0}, 'weighted avg': {'precision': 0.9557653244883266, 'recall': 0.9692224622030238, 'f1-score': 0.9560757752250675, 'support': 1852.0}} | 0.0308 | {'~PC': {'precision': 0.9859611231101512, 'recall': 1.0, 'f1-score': 0.9929309407286568, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9859611231101512, 'macro avg': {'precision': 0.4929805615550756, 'recall': 0.5, 'f1-score': 0.4964654703643284, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721193362846307, 'recall': 0.9859611231101512, 'f1-score': 0.9789913054916455, 'support': 1852.0}} | 0.0140 | {'f1-score': 0.5659721495023105, 'hamming': 0.017751079913606912} | +| 0.0716 | 6.0 | 588 | 0.0731 | {'~LIN': {'precision': 0.9908207343412527, 'recall': 1.0, 'f1-score': 0.9953892053159751, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.49541036717062636, 'recall': 0.5, 'f1-score': 0.49769460265798754, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817257276005392, 'recall': 0.9908207343412527, 'f1-score': 0.9862522633665304, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.9794816414686826, 'recall': 1.0, 'f1-score': 0.9896344789961812, 'support': 1814.0}, 'SI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 38.0}, 'accuracy': 0.9794816414686826, 'macro avg': {'precision': 0.4897408207343413, 'recall': 0.5, 'f1-score': 0.4948172394980906, 'support': 1852.0}, 'weighted avg': {'precision': 0.9593842859741848, 'recall': 0.9794816414686826, 'f1-score': 0.9693288039411839, 'support': 1852.0}} | 0.0205 | {'~CL': {'precision': 0.9645966337782936, 'recall': 0.9946140035906643, 'f1-score': 0.9793753682969947, 'support': 1671.0}, 'CL': {'precision': 0.9302325581395349, 'recall': 0.6629834254143646, 'f1-score': 0.7741935483870968, 'support': 181.0}, 'accuracy': 0.9622030237580994, 'macro avg': {'precision': 0.9474145959589142, 'recall': 0.8287987145025144, 'f1-score': 0.8767844583420457, 'support': 1852.0}, 'weighted avg': {'precision': 0.9612381577034473, 'recall': 0.9622030237580994, 'f1-score': 0.9593225014483492, 'support': 1852.0}} | 0.0378 | {'~D': {'precision': 0.9978331527627302, 'recall': 1.0, 'f1-score': 0.9989154013015185, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.6, 'f1-score': 0.75, 'support': 10.0}, 'accuracy': 0.9978401727861771, 'macro avg': {'precision': 0.9989165763813651, 'recall': 0.8, 'f1-score': 0.8744577006507592, 'support': 1852.0}, 'weighted avg': {'precision': 0.9978448528018083, 'recall': 0.9978401727861771, 'f1-score': 0.9975713656573418, 'support': 1852.0}} | 0.0022 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9759956355701036, 'recall': 0.9927857935627081, 'f1-score': 0.9843191196698762, 'support': 1802.0}, 'PL': {'precision': 0.3157894736842105, 'recall': 0.12, 'f1-score': 0.17391304347826086, 'support': 50.0}, 'accuracy': 0.9692224622030238, 'macro avg': {'precision': 0.645892554627157, 'recall': 0.5563928967813541, 'f1-score': 0.5791160815740686, 'support': 1852.0}, 'weighted avg': {'precision': 0.9581714951304198, 'recall': 0.9692224622030238, 'f1-score': 0.9624399059498001, 'support': 1852.0}} | 0.0308 | {'~TI': {'precision': 0.9738134206219312, 'recall': 0.9944289693593314, 'f1-score': 0.984013230429989, 'support': 1795.0}, 'TI': {'precision': 0.47368421052631576, 'recall': 0.15789473684210525, 'f1-score': 0.23684210526315788, 'support': 57.0}, 'accuracy': 0.968682505399568, 'macro avg': {'precision': 0.7237488155741235, 'recall': 0.5761618531007183, 'f1-score': 0.6104276678465734, 'support': 1852.0}, 'weighted avg': {'precision': 0.9584206749548415, 'recall': 0.968682505399568, 'f1-score': 0.9610171428843576, 'support': 1852.0}} | 0.0313 | {'~PC': {'precision': 0.9859078590785908, 'recall': 0.9961664841182913, 'f1-score': 0.9910106238082267, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9821814254859611, 'macro avg': {'precision': 0.4929539295392954, 'recall': 0.49808324205914567, 'f1-score': 0.49550531190411334, 'support': 1852.0}, 'weighted avg': {'precision': 0.9720668200202521, 'recall': 0.9821814254859611, 'f1-score': 0.9770979476640507, 'support': 1852.0}} | 0.0178 | {'f1-score': 0.6159820436152638, 'hamming': 0.019168466522678184} | +| 0.0716 | 7.0 | 686 | 0.0617 | {'~LIN': {'precision': 0.9913466738777718, 'recall': 0.9989100817438692, 'f1-score': 0.995114006514658, 'support': 1835.0}, 'LIN': {'precision': 0.3333333333333333, 'recall': 0.058823529411764705, 'f1-score': 0.1, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.6623400036055526, 'recall': 0.528866805577817, 'f1-score': 0.547557003257329, 'support': 1852.0}, 'weighted avg': {'precision': 0.9853065946179146, 'recall': 0.990280777537797, 'f1-score': 0.9868975172539942, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9794260963724959, 'recall': 0.9972436604189636, 'f1-score': 0.9882545752526632, 'support': 1814.0}, 'SI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 38.0}, 'accuracy': 0.9767818574514039, 'macro avg': {'precision': 0.48971304818624795, 'recall': 0.4986218302094818, 'f1-score': 0.4941272876263316, 'support': 1852.0}, 'weighted avg': {'precision': 0.9593298805721964, 'recall': 0.9767818574514039, 'f1-score': 0.9679772135574142, 'support': 1852.0}} | 0.0232 | {'~CL': {'precision': 0.9792161520190024, 'recall': 0.9868342309994016, 'f1-score': 0.98301043219076, 'support': 1671.0}, 'CL': {'precision': 0.8690476190476191, 'recall': 0.8066298342541437, 'f1-score': 0.836676217765043, 'support': 181.0}, 'accuracy': 0.9692224622030238, 'macro avg': {'precision': 0.9241318855333107, 'recall': 0.8967320326267727, 'f1-score': 0.9098433249779014, 'support': 1852.0}, 'weighted avg': {'precision': 0.9684491409672635, 'recall': 0.9692224622030238, 'f1-score': 0.9687088701977498, 'support': 1852.0}} | 0.0308 | {'~D': {'precision': 0.9989136338946225, 'recall': 0.998371335504886, 'f1-score': 0.9986424110779256, 'support': 1842.0}, 'D': {'precision': 0.7272727272727273, 'recall': 0.8, 'f1-score': 0.7619047619047619, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.8630931805836749, 'recall': 0.899185667752443, 'f1-score': 0.8802735864913438, 'support': 1852.0}, 'weighted avg': {'precision': 0.9974468903383488, 'recall': 0.9973002159827213, 'f1-score': 0.997364130034874, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9796255506607929, 'recall': 0.9872364039955605, 'f1-score': 0.9834162520729685, 'support': 1802.0}, 'PL': {'precision': 0.3611111111111111, 'recall': 0.26, 'f1-score': 0.3023255813953488, 'support': 50.0}, 'accuracy': 0.9676025917926566, 'macro avg': {'precision': 0.670368330885952, 'recall': 0.6236182019977803, 'f1-score': 0.6428709167341586, 'support': 1852.0}, 'weighted avg': {'precision': 0.9629269966772702, 'recall': 0.9676025917926566, 'f1-score': 0.9650282750028383, 'support': 1852.0}} | 0.0324 | {'~TI': {'precision': 0.9691891891891892, 'recall': 0.9988857938718663, 'f1-score': 0.9838134430727024, 'support': 1795.0}, 'TI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 57.0}, 'accuracy': 0.9681425485961123, 'macro avg': {'precision': 0.4845945945945946, 'recall': 0.49944289693593313, 'f1-score': 0.4919067215363512, 'support': 1852.0}, 'weighted avg': {'precision': 0.9393599322864981, 'recall': 0.9681425485961123, 'f1-score': 0.953534087643359, 'support': 1852.0}} | 0.0319 | {'~PC': {'precision': 0.9859535386277688, 'recall': 0.9994523548740416, 'f1-score': 0.9926570573837368, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9854211663066955, 'macro avg': {'precision': 0.4929767693138844, 'recall': 0.4997261774370208, 'f1-score': 0.4963285286918684, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721118582798628, 'recall': 0.9854211663066955, 'f1-score': 0.9787212671612869, 'support': 1852.0}} | 0.0146 | {'f1-score': 0.6202450819704695, 'hamming': 0.018628509719222464} | +| 0.0716 | 8.0 | 784 | 0.0977 | {'~LIN': {'precision': 0.9918122270742358, 'recall': 0.9901907356948229, 'f1-score': 0.9910008181074448, 'support': 1835.0}, 'LIN': {'precision': 0.1, 'recall': 0.11764705882352941, 'f1-score': 0.10810810810810811, 'support': 17.0}, 'accuracy': 0.9821814254859611, 'macro avg': {'precision': 0.5459061135371179, 'recall': 0.5539188972591761, 'f1-score': 0.5495544631077764, 'support': 1852.0}, 'weighted avg': {'precision': 0.9836260457242023, 'recall': 0.9821814254859611, 'f1-score': 0.9828965113741895, 'support': 1852.0}} | 0.0178 | {'~SI': {'precision': 0.987264673311185, 'recall': 0.9829106945975744, 'f1-score': 0.9850828729281768, 'support': 1814.0}, 'SI': {'precision': 0.32608695652173914, 'recall': 0.39473684210526316, 'f1-score': 0.35714285714285715, 'support': 38.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.656675814916462, 'recall': 0.6888237683514188, 'f1-score': 0.6711128650355169, 'support': 1852.0}, 'weighted avg': {'precision': 0.9736983918651811, 'recall': 0.9708423326133909, 'f1-score': 0.9721985745481324, 'support': 1852.0}} | 0.0292 | {'~CL': {'precision': 0.9657573998839234, 'recall': 0.9958108916816277, 'f1-score': 0.9805539186800236, 'support': 1671.0}, 'CL': {'precision': 0.9457364341085271, 'recall': 0.6740331491712708, 'f1-score': 0.7870967741935484, 'support': 181.0}, 'accuracy': 0.9643628509719222, 'macro avg': {'precision': 0.9557469169962253, 'recall': 0.8349220204264493, 'f1-score': 0.883825346436786, 'support': 1852.0}, 'weighted avg': {'precision': 0.9638007072244489, 'recall': 0.9643628509719222, 'f1-score': 0.961646929937015, 'support': 1852.0}} | 0.0356 | {'~D': {'precision': 0.9967532467532467, 'recall': 1.0, 'f1-score': 0.9983739837398374, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.4, 'f1-score': 0.5714285714285714, 'support': 10.0}, 'accuracy': 0.9967602591792657, 'macro avg': {'precision': 0.9983766233766234, 'recall': 0.7, 'f1-score': 0.7849012775842044, 'support': 1852.0}, 'weighted avg': {'precision': 0.996770777818294, 'recall': 0.9967602591792657, 'f1-score': 0.9960686629390206, 'support': 1852.0}} | 0.0032 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9745808545159546, 'recall': 1.0, 'f1-score': 0.9871268145713503, 'support': 1802.0}, 'PL': {'precision': 1.0, 'recall': 0.06, 'f1-score': 0.11320754716981132, 'support': 50.0}, 'accuracy': 0.974622030237581, 'macro avg': {'precision': 0.9872904272579772, 'recall': 0.53, 'f1-score': 0.5501671808705808, 'support': 1852.0}, 'weighted avg': {'precision': 0.9752671165430615, 'recall': 0.974622030237581, 'f1-score': 0.9635328818661253, 'support': 1852.0}} | 0.0254 | {'~TI': {'precision': 0.9712892741061755, 'recall': 0.9988857938718663, 'f1-score': 0.9848942598187311, 'support': 1795.0}, 'TI': {'precision': 0.6666666666666666, 'recall': 0.07017543859649122, 'f1-score': 0.12698412698412698, 'support': 57.0}, 'accuracy': 0.9703023758099352, 'macro avg': {'precision': 0.8189779703864211, 'recall': 0.5345306162341787, 'f1-score': 0.555939193401429, 'support': 1852.0}, 'weighted avg': {'precision': 0.9619137402918925, 'recall': 0.9703023758099352, 'f1-score': 0.9584898982790052, 'support': 1852.0}} | 0.0297 | {'~PC': {'precision': 0.9859611231101512, 'recall': 1.0, 'f1-score': 0.9929309407286568, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9859611231101512, 'macro avg': {'precision': 0.4929805615550756, 'recall': 0.5, 'f1-score': 0.4964654703643284, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721193362846307, 'recall': 0.9859611231101512, 'f1-score': 0.9789913054916455, 'support': 1852.0}} | 0.0140 | {'f1-score': 0.6238773854061367, 'hamming': 0.01984341252699784} | +| 0.0716 | 9.0 | 882 | 0.0822 | {'~LIN': {'precision': 0.9908058409951325, 'recall': 0.9983651226158038, 'f1-score': 0.99457111834962, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9892008639308856, 'macro avg': {'precision': 0.49540292049756623, 'recall': 0.4991825613079019, 'f1-score': 0.49728555917481, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817109709643996, 'recall': 0.9892008639308856, 'f1-score': 0.9854416858377715, 'support': 1852.0}} | 0.0108 | {'~SI': {'precision': 0.9845984598459846, 'recall': 0.9867695700110254, 'f1-score': 0.98568281938326, 'support': 1814.0}, 'SI': {'precision': 0.29411764705882354, 'recall': 0.2631578947368421, 'f1-score': 0.2777777777777778, 'support': 38.0}, 'accuracy': 0.9719222462203023, 'macro avg': {'precision': 0.639358053452404, 'recall': 0.6249637323739338, 'f1-score': 0.6317302985805189, 'support': 1852.0}, 'weighted avg': {'precision': 0.9704309269702222, 'recall': 0.9719222462203023, 'f1-score': 0.9711577699334715, 'support': 1852.0}} | 0.0281 | {'~CL': {'precision': 0.9848116646415553, 'recall': 0.9700777977259126, 'f1-score': 0.9773892071148629, 'support': 1671.0}, 'CL': {'precision': 0.7572815533980582, 'recall': 0.861878453038674, 'f1-score': 0.8062015503875969, 'support': 181.0}, 'accuracy': 0.9595032397408207, 'macro avg': {'precision': 0.8710466090198068, 'recall': 0.9159781253822934, 'f1-score': 0.8917953787512298, 'support': 1852.0}, 'weighted avg': {'precision': 0.9625746505297448, 'recall': 0.9595032397408207, 'f1-score': 0.9606586639897899, 'support': 1852.0}} | 0.0405 | {'~D': {'precision': 0.9978331527627302, 'recall': 1.0, 'f1-score': 0.9989154013015185, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.6, 'f1-score': 0.75, 'support': 10.0}, 'accuracy': 0.9978401727861771, 'macro avg': {'precision': 0.9989165763813651, 'recall': 0.8, 'f1-score': 0.8744577006507592, 'support': 1852.0}, 'weighted avg': {'precision': 0.9978448528018083, 'recall': 0.9978401727861771, 'f1-score': 0.9975713656573418, 'support': 1852.0}} | 0.0022 | {'~HI': {'precision': 0.9967550027041644, 'recall': 0.9989159891598915, 'f1-score': 0.9978343259339469, 'support': 1845.0}, 'HI': {'precision': 0.3333333333333333, 'recall': 0.14285714285714285, 'f1-score': 0.2, 'support': 7.0}, 'accuracy': 0.9956803455723542, 'macro avg': {'precision': 0.6650441680187489, 'recall': 0.5708865660085172, 'f1-score': 0.5989171629669735, 'support': 1852.0}, 'weighted avg': {'precision': 0.9942474693966072, 'recall': 0.9956803455723542, 'f1-score': 0.9948187534277172, 'support': 1852.0}} | 0.0043 | {'~PL': {'precision': 0.9818780889621087, 'recall': 0.9922308546059934, 'f1-score': 0.9870273254209219, 'support': 1802.0}, 'PL': {'precision': 0.5483870967741935, 'recall': 0.34, 'f1-score': 0.41975308641975306, 'support': 50.0}, 'accuracy': 0.974622030237581, 'macro avg': {'precision': 0.7651325928681512, 'recall': 0.6661154273029967, 'f1-score': 0.7033902059203374, 'support': 1852.0}, 'weighted avg': {'precision': 0.9701747684386769, 'recall': 0.974622030237581, 'f1-score': 0.9717121461822295, 'support': 1852.0}} | 0.0254 | {'~TI': {'precision': 0.973224043715847, 'recall': 0.9922005571030641, 'f1-score': 0.9826206896551725, 'support': 1795.0}, 'TI': {'precision': 0.36363636363636365, 'recall': 0.14035087719298245, 'f1-score': 0.20253164556962025, 'support': 57.0}, 'accuracy': 0.9659827213822895, 'macro avg': {'precision': 0.6684302036761054, 'recall': 0.5662757171480233, 'f1-score': 0.5925761676123964, 'support': 1852.0}, 'weighted avg': {'precision': 0.9544624358516297, 'recall': 0.9659827213822895, 'f1-score': 0.9586114696158222, 'support': 1852.0}} | 0.0340 | {'~PC': {'precision': 0.985945945945946, 'recall': 0.9989047097480832, 'f1-score': 0.9923830250272034, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9848812095032398, 'macro avg': {'precision': 0.492972972972973, 'recall': 0.4994523548740416, 'f1-score': 0.4961915125136017, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721043721907653, 'recall': 0.9848812095032398, 'f1-score': 0.9784510819112708, 'support': 1852.0}} | 0.0151 | {'f1-score': 0.6607929982713283, 'hamming': 0.020045896328293736} | +| 0.0716 | 10.0 | 980 | 0.1006 | {'~LIN': {'precision': 0.9908207343412527, 'recall': 1.0, 'f1-score': 0.9953892053159751, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.49541036717062636, 'recall': 0.5, 'f1-score': 0.49769460265798754, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817257276005392, 'recall': 0.9908207343412527, 'f1-score': 0.9862522633665304, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.9846659364731654, 'recall': 0.9911797133406836, 'f1-score': 0.987912087912088, 'support': 1814.0}, 'SI': {'precision': 0.38461538461538464, 'recall': 0.2631578947368421, 'f1-score': 0.3125, 'support': 38.0}, 'accuracy': 0.9762419006479481, 'macro avg': {'precision': 0.684640660544275, 'recall': 0.6271688040387629, 'f1-score': 0.650206043956044, 'support': 1852.0}, 'weighted avg': {'precision': 0.9723538841132325, 'recall': 0.9762419006479481, 'f1-score': 0.974053740535922, 'support': 1852.0}} | 0.0238 | {'~CL': {'precision': 0.9696969696969697, 'recall': 0.9958108916816277, 'f1-score': 0.9825804546796575, 'support': 1671.0}, 'CL': {'precision': 0.9485294117647058, 'recall': 0.712707182320442, 'f1-score': 0.8138801261829653, 'support': 181.0}, 'accuracy': 0.9681425485961123, 'macro avg': {'precision': 0.9591131907308378, 'recall': 0.8542590370010348, 'f1-score': 0.8982302904313114, 'support': 1852.0}, 'weighted avg': {'precision': 0.9676282180847993, 'recall': 0.9681425485961123, 'f1-score': 0.9660930035684797, 'support': 1852.0}} | 0.0319 | {'~D': {'precision': 0.9978331527627302, 'recall': 1.0, 'f1-score': 0.9989154013015185, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.6, 'f1-score': 0.75, 'support': 10.0}, 'accuracy': 0.9978401727861771, 'macro avg': {'precision': 0.9989165763813651, 'recall': 0.8, 'f1-score': 0.8744577006507592, 'support': 1852.0}, 'weighted avg': {'precision': 0.9978448528018083, 'recall': 0.9978401727861771, 'f1-score': 0.9975713656573418, 'support': 1852.0}} | 0.0022 | {'~HI': {'precision': 0.9962182603997839, 'recall': 0.9994579945799458, 'f1-score': 0.9978354978354979, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9956803455723542, 'macro avg': {'precision': 0.49810913019989195, 'recall': 0.4997289972899729, 'f1-score': 0.4989177489177489, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924528566077762, 'recall': 0.9956803455723542, 'f1-score': 0.9940639813749965, 'support': 1852.0}} | 0.0043 | {'~PL': {'precision': 0.9787465940054496, 'recall': 0.9966703662597114, 'f1-score': 0.987627165246082, 'support': 1802.0}, 'PL': {'precision': 0.6470588235294118, 'recall': 0.22, 'f1-score': 0.3283582089552239, 'support': 50.0}, 'accuracy': 0.9757019438444925, 'macro avg': {'precision': 0.8129027087674308, 'recall': 0.6083351831298557, 'f1-score': 0.657992687100653, 'support': 1852.0}, 'weighted avg': {'precision': 0.9697917405908697, 'recall': 0.9757019438444925, 'f1-score': 0.9698283273332619, 'support': 1852.0}} | 0.0243 | {'~TI': {'precision': 0.9788888888888889, 'recall': 0.9816155988857939, 'f1-score': 0.9802503477051461, 'support': 1795.0}, 'TI': {'precision': 0.36538461538461536, 'recall': 0.3333333333333333, 'f1-score': 0.3486238532110092, 'support': 57.0}, 'accuracy': 0.9616630669546437, 'macro avg': {'precision': 0.6721367521367522, 'recall': 0.6574744661095636, 'f1-score': 0.6644371004580776, 'support': 1852.0}, 'weighted avg': {'precision': 0.9600067379225047, 'recall': 0.9616630669546437, 'f1-score': 0.9608104393972813, 'support': 1852.0}} | 0.0383 | {'~PC': {'precision': 0.9859611231101512, 'recall': 1.0, 'f1-score': 0.9929309407286568, 'support': 1826.0}, 'PC': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 26.0}, 'accuracy': 0.9859611231101512, 'macro avg': {'precision': 0.4929805615550756, 'recall': 0.5, 'f1-score': 0.4964654703643284, 'support': 1852.0}, 'weighted avg': {'precision': 0.9721193362846307, 'recall': 0.9859611231101512, 'f1-score': 0.9789913054916455, 'support': 1852.0}} | 0.0140 | {'f1-score': 0.6548002055671138, 'hamming': 0.018493520518358533} | +| 0.0373 | 11.0 | 1078 | 0.0795 | {'~LIN': {'precision': 0.9908108108108108, 'recall': 0.9989100817438692, 'f1-score': 0.9948439620081411, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.9897408207343412, 'macro avg': {'precision': 0.4954054054054054, 'recall': 0.4994550408719346, 'f1-score': 0.49742198100407053, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817158951608196, 'recall': 0.9897408207343412, 'f1-score': 0.9857120249918677, 'support': 1852.0}} | 0.0103 | {'~SI': {'precision': 0.9814915623298857, 'recall': 0.9939360529217199, 'f1-score': 0.9876746096959738, 'support': 1814.0}, 'SI': {'precision': 0.26666666666666666, 'recall': 0.10526315789473684, 'f1-score': 0.1509433962264151, 'support': 38.0}, 'accuracy': 0.9757019438444925, 'macro avg': {'precision': 0.6240791144982761, 'recall': 0.5495996054082284, 'f1-score': 0.5693090029611945, 'support': 1852.0}, 'weighted avg': {'precision': 0.9668245288335562, 'recall': 0.9757019438444925, 'f1-score': 0.970506258663661, 'support': 1852.0}} | 0.0243 | {'~CL': {'precision': 0.9759106933019976, 'recall': 0.9940155595451825, 'f1-score': 0.984879928846724, 'support': 1671.0}, 'CL': {'precision': 0.9333333333333333, 'recall': 0.7734806629834254, 'f1-score': 0.8459214501510574, 'support': 181.0}, 'accuracy': 0.9724622030237581, 'macro avg': {'precision': 0.9546220133176655, 'recall': 0.883748111264304, 'f1-score': 0.9154006894988906, 'support': 1852.0}, 'weighted avg': {'precision': 0.971749515032922, 'recall': 0.9724622030237581, 'f1-score': 0.9712992135962297, 'support': 1852.0}} | 0.0275 | {'~D': {'precision': 0.9978331527627302, 'recall': 1.0, 'f1-score': 0.9989154013015185, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.6, 'f1-score': 0.75, 'support': 10.0}, 'accuracy': 0.9978401727861771, 'macro avg': {'precision': 0.9989165763813651, 'recall': 0.8, 'f1-score': 0.8744577006507592, 'support': 1852.0}, 'weighted avg': {'precision': 0.9978448528018083, 'recall': 0.9978401727861771, 'f1-score': 0.9975713656573418, 'support': 1852.0}} | 0.0022 | {'~HI': {'precision': 0.9962121212121212, 'recall': 0.9978319783197832, 'f1-score': 0.9970213918223666, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.994060475161987, 'macro avg': {'precision': 0.4981060606060606, 'recall': 0.4989159891598916, 'f1-score': 0.4985106959111833, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924467406243864, 'recall': 0.994060475161987, 'f1-score': 0.993252952436429, 'support': 1852.0}} | 0.0059 | {'~PL': {'precision': 0.9793253536452666, 'recall': 0.9988901220865705, 'f1-score': 0.989010989010989, 'support': 1802.0}, 'PL': {'precision': 0.8571428571428571, 'recall': 0.24, 'f1-score': 0.375, 'support': 50.0}, 'accuracy': 0.978401727861771, 'macro avg': {'precision': 0.9182341053940619, 'recall': 0.6194450610432852, 'f1-score': 0.6820054945054945, 'support': 1852.0}, 'weighted avg': {'precision': 0.9760266901327825, 'recall': 0.978401727861771, 'f1-score': 0.972434018465336, 'support': 1852.0}} | 0.0216 | {'~TI': {'precision': 0.9752747252747253, 'recall': 0.9888579387186629, 'f1-score': 0.9820193637621023, 'support': 1795.0}, 'TI': {'precision': 0.375, 'recall': 0.21052631578947367, 'f1-score': 0.2696629213483146, 'support': 57.0}, 'accuracy': 0.964902807775378, 'macro avg': {'precision': 0.6751373626373627, 'recall': 0.5996921272540683, 'f1-score': 0.6258411425552084, 'support': 1852.0}, 'weighted avg': {'precision': 0.9567997472290128, 'recall': 0.964902807775378, 'f1-score': 0.9600947864307925, 'support': 1852.0}} | 0.0351 | {'~PC': {'precision': 0.987027027027027, 'recall': 1.0, 'f1-score': 0.9934711643090316, 'support': 1826.0}, 'PC': {'precision': 1.0, 'recall': 0.07692307692307693, 'f1-score': 0.14285714285714285, 'support': 26.0}, 'accuracy': 0.9870410367170627, 'macro avg': {'precision': 0.9935135135135136, 'recall': 0.5384615384615384, 'f1-score': 0.5681641535830873, 'support': 1852.0}, 'weighted avg': {'precision': 0.9872091529974899, 'recall': 0.9870410367170627, 'f1-score': 0.9815294987810893, 'support': 1852.0}} | 0.0130 | {'f1-score': 0.653888857583736, 'hamming': 0.017481101511879052} | +| 0.0373 | 12.0 | 1176 | 0.0935 | {'~LIN': {'precision': 0.9923371647509579, 'recall': 0.9880108991825614, 'f1-score': 0.9901693063899508, 'support': 1835.0}, 'LIN': {'precision': 0.12, 'recall': 0.17647058823529413, 'f1-score': 0.14285714285714285, 'support': 17.0}, 'accuracy': 0.980561555075594, 'macro avg': {'precision': 0.556168582375479, 'recall': 0.5822407437089278, 'f1-score': 0.5665132246235468, 'support': 1852.0}, 'weighted avg': {'precision': 0.9843297501717104, 'recall': 0.980561555075594, 'f1-score': 0.9823916029449952, 'support': 1852.0}} | 0.0194 | {'~SI': {'precision': 0.9860879243183083, 'recall': 0.9768467475192943, 'f1-score': 0.9814455829410136, 'support': 1814.0}, 'SI': {'precision': 0.23636363636363636, 'recall': 0.34210526315789475, 'f1-score': 0.27956989247311825, 'support': 38.0}, 'accuracy': 0.9638228941684666, 'macro avg': {'precision': 0.6112257803409723, 'recall': 0.6594760053385945, 'f1-score': 0.6305077377070659, 'support': 1852.0}, 'weighted avg': {'precision': 0.9707048125784177, 'recall': 0.9638228941684666, 'f1-score': 0.9670442458795772, 'support': 1852.0}} | 0.0362 | {'~CL': {'precision': 0.9707943925233645, 'recall': 0.9946140035906643, 'f1-score': 0.9825598581141, 'support': 1671.0}, 'CL': {'precision': 0.9357142857142857, 'recall': 0.7237569060773481, 'f1-score': 0.8161993769470405, 'support': 181.0}, 'accuracy': 0.9681425485961123, 'macro avg': {'precision': 0.9532543391188251, 'recall': 0.8591854548340062, 'f1-score': 0.8993796175305702, 'support': 1852.0}, 'weighted avg': {'precision': 0.9673659371602742, 'recall': 0.9681425485961123, 'f1-score': 0.9663010853866497, 'support': 1852.0}} | 0.0319 | {'~D': {'precision': 0.9978331527627302, 'recall': 1.0, 'f1-score': 0.9989154013015185, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.6, 'f1-score': 0.75, 'support': 10.0}, 'accuracy': 0.9978401727861771, 'macro avg': {'precision': 0.9989165763813651, 'recall': 0.8, 'f1-score': 0.8744577006507592, 'support': 1852.0}, 'weighted avg': {'precision': 0.9978448528018083, 'recall': 0.9978401727861771, 'f1-score': 0.9975713656573418, 'support': 1852.0}} | 0.0022 | {'~HI': {'precision': 0.9962100703844071, 'recall': 0.997289972899729, 'f1-score': 0.9967497291440953, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9935205183585313, 'macro avg': {'precision': 0.49810503519220356, 'recall': 0.4986449864498645, 'f1-score': 0.49837486457204766, 'support': 1852.0}, 'weighted avg': {'precision': 0.992444697548181, 'recall': 0.9935205183585313, 'f1-score': 0.9929823165609373, 'support': 1852.0}} | 0.0065 | {'~PL': {'precision': 0.982957669048928, 'recall': 0.9922308546059934, 'f1-score': 0.9875724937862469, 'support': 1802.0}, 'PL': {'precision': 0.5757575757575758, 'recall': 0.38, 'f1-score': 0.4578313253012048, 'support': 50.0}, 'accuracy': 0.9757019438444925, 'macro avg': {'precision': 0.7793576224032519, 'recall': 0.6861154273029967, 'f1-score': 0.7227019095437258, 'support': 1852.0}, 'weighted avg': {'precision': 0.9719641460119045, 'recall': 0.9757019438444925, 'f1-score': 0.9732706263865427, 'support': 1852.0}} | 0.0243 | {'~TI': {'precision': 0.9779005524861878, 'recall': 0.9860724233983287, 'f1-score': 0.9819694868238558, 'support': 1795.0}, 'TI': {'precision': 0.40476190476190477, 'recall': 0.2982456140350877, 'f1-score': 0.3434343434343434, 'support': 57.0}, 'accuracy': 0.964902807775378, 'macro avg': {'precision': 0.6913312286240463, 'recall': 0.6421590187167082, 'f1-score': 0.6627019151290996, 'support': 1852.0}, 'weighted avg': {'precision': 0.9602607560929458, 'recall': 0.964902807775378, 'f1-score': 0.9623169473134874, 'support': 1852.0}} | 0.0351 | {'~PC': {'precision': 0.9870200108166577, 'recall': 0.9994523548740416, 'f1-score': 0.9931972789115646, 'support': 1826.0}, 'PC': {'precision': 0.6666666666666666, 'recall': 0.07692307692307693, 'f1-score': 0.13793103448275862, 'support': 26.0}, 'accuracy': 0.9865010799136069, 'macro avg': {'precision': 0.8268433387416622, 'recall': 0.5381877158985593, 'f1-score': 0.5655641566971616, 'support': 1852.0}, 'weighted avg': {'precision': 0.9825226096568846, 'recall': 0.9865010799136069, 'f1-score': 0.9811903013979852, 'support': 1852.0}} | 0.0135 | {'f1-score': 0.6775251408067471, 'hamming': 0.021125809935205183} | +| 0.0373 | 13.0 | 1274 | 0.0881 | {'~LIN': {'precision': 0.990815775256618, 'recall': 0.9994550408719346, 'f1-score': 0.99511665762344, 'support': 1835.0}, 'LIN': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.495407887628309, 'recall': 0.4997275204359673, 'f1-score': 0.49755832881172, 'support': 1852.0}, 'weighted avg': {'precision': 0.9817208140366599, 'recall': 0.990280777537797, 'f1-score': 0.9859822174616698, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.9804772234273319, 'recall': 0.9966923925027563, 'f1-score': 0.9885183160196829, 'support': 1814.0}, 'SI': {'precision': 0.25, 'recall': 0.05263157894736842, 'f1-score': 0.08695652173913043, 'support': 38.0}, 'accuracy': 0.9773218142548596, 'macro avg': {'precision': 0.6152386117136659, 'recall': 0.5246619857250624, 'f1-score': 0.5377374188794066, 'support': 1852.0}, 'weighted avg': {'precision': 0.9654890298580886, 'recall': 0.9773218142548596, 'f1-score': 0.9700197478864966, 'support': 1852.0}} | 0.0227 | {'~CL': {'precision': 0.9764844209288653, 'recall': 0.9940155595451825, 'f1-score': 0.9851720047449585, 'support': 1671.0}, 'CL': {'precision': 0.9337748344370861, 'recall': 0.7790055248618785, 'f1-score': 0.8493975903614458, 'support': 181.0}, 'accuracy': 0.9730021598272138, 'macro avg': {'precision': 0.9551296276829757, 'recall': 0.8865105422035304, 'f1-score': 0.9172847975532021, 'support': 1852.0}, 'weighted avg': {'precision': 0.9723103198732433, 'recall': 0.9730021598272138, 'f1-score': 0.9719024750454898, 'support': 1852.0}} | 0.0270 | {'~D': {'precision': 0.9978331527627302, 'recall': 1.0, 'f1-score': 0.9989154013015185, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.6, 'f1-score': 0.75, 'support': 10.0}, 'accuracy': 0.9978401727861771, 'macro avg': {'precision': 0.9989165763813651, 'recall': 0.8, 'f1-score': 0.8744577006507592, 'support': 1852.0}, 'weighted avg': {'precision': 0.9978448528018083, 'recall': 0.9978401727861771, 'f1-score': 0.9975713656573418, 'support': 1852.0}} | 0.0022 | {'~HI': {'precision': 0.9967514889009204, 'recall': 0.9978319783197832, 'f1-score': 0.9972914409534128, 'support': 1845.0}, 'HI': {'precision': 0.2, 'recall': 0.14285714285714285, 'f1-score': 0.16666666666666666, 'support': 7.0}, 'accuracy': 0.9946004319654428, 'macro avg': {'precision': 0.5983757444504602, 'recall': 0.5703445605884631, 'f1-score': 0.5819790538100398, 'support': 1852.0}, 'weighted avg': {'precision': 0.9937400091912517, 'recall': 0.9946004319654428, 'f1-score': 0.9941519304674478, 'support': 1852.0}} | 0.0054 | {'~PL': {'precision': 0.9829857299670691, 'recall': 0.9938956714761377, 'f1-score': 0.9884105960264901, 'support': 1802.0}, 'PL': {'precision': 0.6333333333333333, 'recall': 0.38, 'f1-score': 0.475, 'support': 50.0}, 'accuracy': 0.9773218142548596, 'macro avg': {'precision': 0.8081595316502013, 'recall': 0.6869478357380688, 'f1-score': 0.731705298013245, 'support': 1852.0}, 'weighted avg': {'precision': 0.9735458704467199, 'recall': 0.9773218142548596, 'f1-score': 0.974549618811952, 'support': 1852.0}} | 0.0227 | {'~TI': {'precision': 0.9798319327731092, 'recall': 0.9743732590529248, 'f1-score': 0.9770949720670391, 'support': 1795.0}, 'TI': {'precision': 0.31343283582089554, 'recall': 0.3684210526315789, 'f1-score': 0.3387096774193548, 'support': 57.0}, 'accuracy': 0.9557235421166307, 'macro avg': {'precision': 0.6466323842970023, 'recall': 0.6713971558422519, 'f1-score': 0.657902324743197, 'support': 1852.0}, 'weighted avg': {'precision': 0.9593218093787916, 'recall': 0.9557235421166307, 'f1-score': 0.9574470445319861, 'support': 1852.0}} | 0.0443 | {'~PC': {'precision': 0.9869706840390879, 'recall': 0.9956188389923329, 'f1-score': 0.9912758996728462, 'support': 1826.0}, 'PC': {'precision': 0.2, 'recall': 0.07692307692307693, 'f1-score': 0.1111111111111111, 'support': 26.0}, 'accuracy': 0.9827213822894169, 'macro avg': {'precision': 0.593485342019544, 'recall': 0.536270957957705, 'f1-score': 0.5511935053919786, 'support': 1852.0}, 'weighted avg': {'precision': 0.975922499489943, 'recall': 0.9827213822894169, 'f1-score': 0.9789193745634482, 'support': 1852.0}} | 0.0173 | {'f1-score': 0.6687273034816936, 'hamming': 0.018898488120950324} | +| 0.0373 | 14.0 | 1372 | 0.1114 | {'~LIN': {'precision': 0.9913419913419913, 'recall': 0.9983651226158038, 'f1-score': 0.9948411620961173, 'support': 1835.0}, 'LIN': {'precision': 0.25, 'recall': 0.058823529411764705, 'f1-score': 0.09523809523809523, 'support': 17.0}, 'accuracy': 0.9897408207343412, 'macro avg': {'precision': 0.6206709956709957, 'recall': 0.5285943260137842, 'f1-score': 0.5450396286671062, 'support': 1852.0}, 'weighted avg': {'precision': 0.9845370162594784, 'recall': 0.9897408207343412, 'f1-score': 0.9865834665580037, 'support': 1852.0}} | 0.0103 | {'~SI': {'precision': 0.9824849480021893, 'recall': 0.9895259095920618, 'f1-score': 0.9859928591046416, 'support': 1814.0}, 'SI': {'precision': 0.24, 'recall': 0.15789473684210525, 'f1-score': 0.19047619047619047, 'support': 38.0}, 'accuracy': 0.9724622030237581, 'macro avg': {'precision': 0.6112424740010947, 'recall': 0.5737103232170835, 'f1-score': 0.588234524790416, 'support': 1852.0}, 'weighted avg': {'precision': 0.9672503756349737, 'recall': 0.9724622030237581, 'f1-score': 0.9696701628800837, 'support': 1852.0}} | 0.0275 | {'~CL': {'precision': 0.9746909947027663, 'recall': 0.9910233393177738, 'f1-score': 0.9827893175074184, 'support': 1671.0}, 'CL': {'precision': 0.9019607843137255, 'recall': 0.7624309392265194, 'f1-score': 0.8263473053892215, 'support': 181.0}, 'accuracy': 0.968682505399568, 'macro avg': {'precision': 0.9383258895082459, 'recall': 0.8767271392721465, 'f1-score': 0.90456831144832, 'support': 1852.0}, 'weighted avg': {'precision': 0.9675829125859108, 'recall': 0.968682505399568, 'f1-score': 0.9674998983965147, 'support': 1852.0}} | 0.0313 | {'~D': {'precision': 0.9978331527627302, 'recall': 1.0, 'f1-score': 0.9989154013015185, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.6, 'f1-score': 0.75, 'support': 10.0}, 'accuracy': 0.9978401727861771, 'macro avg': {'precision': 0.9989165763813651, 'recall': 0.8, 'f1-score': 0.8744577006507592, 'support': 1852.0}, 'weighted avg': {'precision': 0.9978448528018083, 'recall': 0.9978401727861771, 'f1-score': 0.9975713656573418, 'support': 1852.0}} | 0.0022 | {'~HI': {'precision': 0.9962182603997839, 'recall': 0.9994579945799458, 'f1-score': 0.9978354978354979, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9956803455723542, 'macro avg': {'precision': 0.49810913019989195, 'recall': 0.4997289972899729, 'f1-score': 0.4989177489177489, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924528566077762, 'recall': 0.9956803455723542, 'f1-score': 0.9940639813749965, 'support': 1852.0}} | 0.0043 | {'~PL': {'precision': 0.9787581699346405, 'recall': 0.9972253052164262, 'f1-score': 0.9879054425508521, 'support': 1802.0}, 'PL': {'precision': 0.6875, 'recall': 0.22, 'f1-score': 0.3333333333333333, 'support': 50.0}, 'accuracy': 0.9762419006479481, 'macro avg': {'precision': 0.8331290849673203, 'recall': 0.6086126526082131, 'f1-score': 0.6606193879420927, 'support': 1852.0}, 'weighted avg': {'precision': 0.9708948284137269, 'recall': 0.9762419006479481, 'f1-score': 0.9702334093646341, 'support': 1852.0}} | 0.0238 | {'~TI': {'precision': 0.9841179807146909, 'recall': 0.9665738161559888, 'f1-score': 0.9752670039347948, 'support': 1795.0}, 'TI': {'precision': 0.3258426966292135, 'recall': 0.5087719298245614, 'f1-score': 0.3972602739726027, 'support': 57.0}, 'accuracy': 0.9524838012958964, 'macro avg': {'precision': 0.6549803386719522, 'recall': 0.7376728729902751, 'f1-score': 0.6862636389536988, 'support': 1852.0}, 'weighted avg': {'precision': 0.9638578882779348, 'recall': 0.9524838012958964, 'f1-score': 0.9574773799564767, 'support': 1852.0}} | 0.0475 | {'~PC': {'precision': 0.9869209809264305, 'recall': 0.9917853231106243, 'f1-score': 0.9893471729035782, 'support': 1826.0}, 'PC': {'precision': 0.11764705882352941, 'recall': 0.07692307692307693, 'f1-score': 0.09302325581395349, 'support': 26.0}, 'accuracy': 0.9789416846652268, 'macro avg': {'precision': 0.55228401987498, 'recall': 0.5343542000168506, 'f1-score': 0.5411852143587659, 'support': 1852.0}, 'weighted avg': {'precision': 0.9747173513504719, 'recall': 0.9789416846652268, 'f1-score': 0.9767637917781298, 'support': 1852.0}} | 0.0211 | {'f1-score': 0.6624107694661134, 'hamming': 0.020990820734341255} | +| 0.0373 | 15.0 | 1470 | 0.1028 | {'~LIN': {'precision': 0.9918433931484503, 'recall': 0.9940054495912807, 'f1-score': 0.9929232444202504, 'support': 1835.0}, 'LIN': {'precision': 0.15384615384615385, 'recall': 0.11764705882352941, 'f1-score': 0.13333333333333333, 'support': 17.0}, 'accuracy': 0.9859611231101512, 'macro avg': {'precision': 0.5728447734973021, 'recall': 0.5558262542074051, 'f1-score': 0.5631282888767919, 'support': 1852.0}, 'weighted avg': {'precision': 0.9841511938675976, 'recall': 0.9859611231101512, 'f1-score': 0.9850328402688047, 'support': 1852.0}} | 0.0140 | {'~SI': {'precision': 0.9845899834892681, 'recall': 0.9862183020948181, 'f1-score': 0.9854034701184247, 'support': 1814.0}, 'SI': {'precision': 0.2857142857142857, 'recall': 0.2631578947368421, 'f1-score': 0.273972602739726, 'support': 38.0}, 'accuracy': 0.9713822894168467, 'macro avg': {'precision': 0.6351521346017769, 'recall': 0.6246880984158301, 'f1-score': 0.6296880364290753, 'support': 1852.0}, 'weighted avg': {'precision': 0.9702502013534964, 'recall': 0.9713822894168467, 'f1-score': 0.9708060765113024, 'support': 1852.0}} | 0.0286 | {'~CL': {'precision': 0.978660343805572, 'recall': 0.988031119090365, 'f1-score': 0.9833234067897558, 'support': 1671.0}, 'CL': {'precision': 0.8787878787878788, 'recall': 0.8011049723756906, 'f1-score': 0.838150289017341, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9287241112967254, 'recall': 0.8945680457330278, 'f1-score': 0.9107368479035485, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688995899350523, 'recall': 0.9697624190064795, 'f1-score': 0.9691353213055187, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9989154013015185, 'recall': 1.0, 'f1-score': 0.9994574064026045, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.8, 'f1-score': 0.8888888888888888, 'support': 10.0}, 'accuracy': 0.9989200863930886, 'macro avg': {'precision': 0.9994577006507592, 'recall': 0.9, 'f1-score': 0.9441731476457467, 'support': 1852.0}, 'weighted avg': {'precision': 0.9989212576659812, 'recall': 0.9989200863930886, 'f1-score': 0.998860384169809, 'support': 1852.0}} | 0.0011 | {'~HI': {'precision': 0.9962182603997839, 'recall': 0.9994579945799458, 'f1-score': 0.9978354978354979, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9956803455723542, 'macro avg': {'precision': 0.49810913019989195, 'recall': 0.4997289972899729, 'f1-score': 0.4989177489177489, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924528566077762, 'recall': 0.9956803455723542, 'f1-score': 0.9940639813749965, 'support': 1852.0}} | 0.0043 | {'~PL': {'precision': 0.9834528405956977, 'recall': 0.9894561598224195, 'f1-score': 0.9864453665283541, 'support': 1802.0}, 'PL': {'precision': 0.5128205128205128, 'recall': 0.4, 'f1-score': 0.449438202247191, 'support': 50.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.7481366767081052, 'recall': 0.6947280799112098, 'f1-score': 0.7179417843877726, 'support': 1852.0}, 'weighted avg': {'precision': 0.9707467842302769, 'recall': 0.9735421166306696, 'f1-score': 0.9719473329354502, 'support': 1852.0}} | 0.0265 | {'~TI': {'precision': 0.9831176139561058, 'recall': 0.9732590529247911, 'f1-score': 0.9781634938409854, 'support': 1795.0}, 'TI': {'precision': 0.36, 'recall': 0.47368421052631576, 'f1-score': 0.4090909090909091, 'support': 57.0}, 'accuracy': 0.9578833693304536, 'macro avg': {'precision': 0.6715588069780529, 'recall': 0.7234716317255534, 'f1-score': 0.6936272014659473, 'support': 1852.0}, 'weighted avg': {'precision': 0.96393958804061, 'recall': 0.9578833693304536, 'f1-score': 0.960648840854617, 'support': 1852.0}} | 0.0421 | {'~PC': {'precision': 0.9864572047670639, 'recall': 0.9972617743702081, 'f1-score': 0.9918300653594772, 'support': 1826.0}, 'PC': {'precision': 0.16666666666666666, 'recall': 0.038461538461538464, 'f1-score': 0.0625, 'support': 26.0}, 'accuracy': 0.9838012958963283, 'macro avg': {'precision': 0.5765619357168653, 'recall': 0.5178616564158733, 'f1-score': 0.5271650326797386, 'support': 1852.0}, 'weighted avg': {'precision': 0.9749482663272094, 'recall': 0.9838012958963283, 'f1-score': 0.9787833149818603, 'support': 1852.0}} | 0.0162 | {'f1-score': 0.6856722610382961, 'hamming': 0.020383369330453566} | +| 0.0155 | 16.0 | 1568 | 0.1233 | {'~LIN': {'precision': 0.9913513513513513, 'recall': 0.9994550408719346, 'f1-score': 0.9953867028493895, 'support': 1835.0}, 'LIN': {'precision': 0.5, 'recall': 0.058823529411764705, 'f1-score': 0.10526315789473684, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.7456756756756757, 'recall': 0.5291392851418496, 'f1-score': 0.5503249303720632, 'support': 1852.0}, 'weighted avg': {'precision': 0.9868411067655127, 'recall': 0.9908207343412527, 'f1-score': 0.9872160223611449, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.9870713884204609, 'recall': 0.9680264608599779, 'f1-score': 0.9774561647648204, 'support': 1814.0}, 'SI': {'precision': 0.2054794520547945, 'recall': 0.39473684210526316, 'f1-score': 0.2702702702702703, 'support': 38.0}, 'accuracy': 0.9562634989200864, 'macro avg': {'precision': 0.5962754202376277, 'recall': 0.6813816514826205, 'f1-score': 0.6238632175175454, 'support': 1852.0}, 'weighted avg': {'precision': 0.9710344048449235, 'recall': 0.9562634989200864, 'f1-score': 0.9629458710332907, 'support': 1852.0}} | 0.0437 | {'~CL': {'precision': 0.9764289923394225, 'recall': 0.9916217833632556, 'f1-score': 0.9839667458432304, 'support': 1671.0}, 'CL': {'precision': 0.9096774193548387, 'recall': 0.7790055248618785, 'f1-score': 0.8392857142857143, 'support': 181.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.9430532058471306, 'recall': 0.885313654112567, 'f1-score': 0.9116262300644724, 'support': 1852.0}, 'weighted avg': {'precision': 0.9699052154980566, 'recall': 0.9708423326133909, 'f1-score': 0.9698267530182247, 'support': 1852.0}} | 0.0292 | {'~D': {'precision': 0.9989154013015185, 'recall': 1.0, 'f1-score': 0.9994574064026045, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.8, 'f1-score': 0.8888888888888888, 'support': 10.0}, 'accuracy': 0.9989200863930886, 'macro avg': {'precision': 0.9994577006507592, 'recall': 0.9, 'f1-score': 0.9441731476457467, 'support': 1852.0}, 'weighted avg': {'precision': 0.9989212576659812, 'recall': 0.9989200863930886, 'f1-score': 0.998860384169809, 'support': 1852.0}} | 0.0011 | {'~HI': {'precision': 0.9967497291440953, 'recall': 0.997289972899729, 'f1-score': 0.9970197778379842, 'support': 1845.0}, 'HI': {'precision': 0.16666666666666666, 'recall': 0.14285714285714285, 'f1-score': 0.15384615384615385, 'support': 7.0}, 'accuracy': 0.994060475161987, 'macro avg': {'precision': 0.581708197905381, 'recall': 0.5700735578784359, 'f1-score': 0.575432965842069, 'support': 1852.0}, 'weighted avg': {'precision': 0.993612266164969, 'recall': 0.994060475161987, 'f1-score': 0.9938328364946026, 'support': 1852.0}} | 0.0059 | {'~PL': {'precision': 0.9803171131765992, 'recall': 0.9950055493895672, 'f1-score': 0.98760671991187, 'support': 1802.0}, 'PL': {'precision': 0.6086956521739131, 'recall': 0.28, 'f1-score': 0.3835616438356164, 'support': 50.0}, 'accuracy': 0.9757019438444925, 'macro avg': {'precision': 0.7945063826752561, 'recall': 0.6375027746947837, 'f1-score': 0.6855841818737431, 'support': 1852.0}, 'weighted avg': {'precision': 0.9702841363676714, 'recall': 0.9757019438444925, 'f1-score': 0.9712988074908048, 'support': 1852.0}} | 0.0243 | {'~TI': {'precision': 0.9790055248618784, 'recall': 0.9871866295264624, 'f1-score': 0.9830790568654646, 'support': 1795.0}, 'TI': {'precision': 0.4523809523809524, 'recall': 0.3333333333333333, 'f1-score': 0.3838383838383838, 'support': 57.0}, 'accuracy': 0.9670626349892009, 'macro avg': {'precision': 0.7156932386214154, 'recall': 0.6602599814298978, 'f1-score': 0.6834587203519242, 'support': 1852.0}, 'weighted avg': {'precision': 0.9627973171775303, 'recall': 0.9670626349892009, 'f1-score': 0.9646359044018882, 'support': 1852.0}} | 0.0329 | {'~PC': {'precision': 0.9864130434782609, 'recall': 0.9939759036144579, 'f1-score': 0.9901800327332242, 'support': 1826.0}, 'PC': {'precision': 0.08333333333333333, 'recall': 0.038461538461538464, 'f1-score': 0.05263157894736842, 'support': 26.0}, 'accuracy': 0.980561555075594, 'macro avg': {'precision': 0.5348731884057971, 'recall': 0.5162187210379982, 'f1-score': 0.5214058058402963, 'support': 1852.0}, 'weighted avg': {'precision': 0.9737348186058159, 'recall': 0.980561555075594, 'f1-score': 0.9770179054122564, 'support': 1852.0}} | 0.0194 | {'f1-score': 0.6869836499384826, 'hamming': 0.02072084233261339} | +| 0.0155 | 17.0 | 1666 | 0.1095 | {'~LIN': {'precision': 0.991332611050921, 'recall': 0.997275204359673, 'f1-score': 0.9942950285248574, 'support': 1835.0}, 'LIN': {'precision': 0.16666666666666666, 'recall': 0.058823529411764705, 'f1-score': 0.08695652173913043, 'support': 17.0}, 'accuracy': 0.9886609071274298, 'macro avg': {'precision': 0.5789996388587938, 'recall': 0.5280493668857188, 'f1-score': 0.540625775131994, 'support': 1852.0}, 'weighted avg': {'precision': 0.9837627832676961, 'recall': 0.9886609071274298, 'f1-score': 0.9859663273286601, 'support': 1852.0}} | 0.0113 | {'~SI': {'precision': 0.981359649122807, 'recall': 0.9867695700110254, 'f1-score': 0.9840571742715778, 'support': 1814.0}, 'SI': {'precision': 0.14285714285714285, 'recall': 0.10526315789473684, 'f1-score': 0.12121212121212122, 'support': 38.0}, 'accuracy': 0.968682505399568, 'macro avg': {'precision': 0.562108395989975, 'recall': 0.5460163639528811, 'f1-score': 0.5526346477418496, 'support': 1852.0}, 'weighted avg': {'precision': 0.9641549540698398, 'recall': 0.968682505399568, 'f1-score': 0.9663530101159301, 'support': 1852.0}} | 0.0313 | {'~CL': {'precision': 0.9763872491145218, 'recall': 0.9898264512268103, 'f1-score': 0.9830609212481426, 'support': 1671.0}, 'CL': {'precision': 0.8924050632911392, 'recall': 0.7790055248618785, 'f1-score': 0.831858407079646, 'support': 181.0}, 'accuracy': 0.9692224622030238, 'macro avg': {'precision': 0.9343961562028305, 'recall': 0.8844159880443444, 'f1-score': 0.9074596641638943, 'support': 1852.0}, 'weighted avg': {'precision': 0.968179486893122, 'recall': 0.9692224622030238, 'f1-score': 0.9682835697014375, 'support': 1852.0}} | 0.0308 | {'~D': {'precision': 0.9989154013015185, 'recall': 1.0, 'f1-score': 0.9994574064026045, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.8, 'f1-score': 0.8888888888888888, 'support': 10.0}, 'accuracy': 0.9989200863930886, 'macro avg': {'precision': 0.9994577006507592, 'recall': 0.9, 'f1-score': 0.9441731476457467, 'support': 1852.0}, 'weighted avg': {'precision': 0.9989212576659812, 'recall': 0.9989200863930886, 'f1-score': 0.998860384169809, 'support': 1852.0}} | 0.0011 | {'~HI': {'precision': 0.9962162162162163, 'recall': 0.9989159891598915, 'f1-score': 0.9975642760487144, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9951403887688985, 'macro avg': {'precision': 0.4981081081081081, 'recall': 0.4994579945799458, 'f1-score': 0.4987821380243572, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924508201506043, 'recall': 0.9951403887688985, 'f1-score': 0.9937937847245563, 'support': 1852.0}} | 0.0049 | {'~PL': {'precision': 0.9819376026272578, 'recall': 0.9955604883462819, 'f1-score': 0.9887021217966382, 'support': 1802.0}, 'PL': {'precision': 0.68, 'recall': 0.34, 'f1-score': 0.4533333333333333, 'support': 50.0}, 'accuracy': 0.9778617710583153, 'macro avg': {'precision': 0.8309688013136289, 'recall': 0.667780244173141, 'f1-score': 0.7210177275649857, 'support': 1852.0}, 'weighted avg': {'precision': 0.9737859394893729, 'recall': 0.9778617710583153, 'f1-score': 0.9742483208122078, 'support': 1852.0}} | 0.0221 | {'~TI': {'precision': 0.98, 'recall': 0.9827298050139276, 'f1-score': 0.9813630041724618, 'support': 1795.0}, 'TI': {'precision': 0.40384615384615385, 'recall': 0.3684210526315789, 'f1-score': 0.3853211009174312, 'support': 57.0}, 'accuracy': 0.9638228941684666, 'macro avg': {'precision': 0.6919230769230769, 'recall': 0.6755754288227532, 'f1-score': 0.6833420525449465, 'support': 1852.0}, 'weighted avg': {'precision': 0.9622674032231266, 'recall': 0.9638228941684666, 'f1-score': 0.9630183019664484, 'support': 1852.0}} | 0.0362 | {'~PC': {'precision': 0.9879715691634773, 'recall': 0.9895947426067908, 'f1-score': 0.9887824897400821, 'support': 1826.0}, 'PC': {'precision': 0.17391304347826086, 'recall': 0.15384615384615385, 'f1-score': 0.16326530612244897, 'support': 26.0}, 'accuracy': 0.9778617710583153, 'macro avg': {'precision': 0.5809423063208691, 'recall': 0.5717204482264724, 'f1-score': 0.5760238979312655, 'support': 1852.0}, 'weighted avg': {'precision': 0.9765431017402507, 'recall': 0.9778617710583153, 'f1-score': 0.9771931556288194, 'support': 1852.0}} | 0.0221 | {'f1-score': 0.6780073813436299, 'hamming': 0.01997840172786177} | +| 0.0155 | 18.0 | 1764 | 0.1237 | {'~LIN': {'precision': 0.9913560237709347, 'recall': 1.0, 'f1-score': 0.9956592512208355, 'support': 1835.0}, 'LIN': {'precision': 1.0, 'recall': 0.058823529411764705, 'f1-score': 0.1111111111111111, 'support': 17.0}, 'accuracy': 0.9913606911447084, 'macro avg': {'precision': 0.9956780118854673, 'recall': 0.5294117647058824, 'f1-score': 0.5533851811659733, 'support': 1852.0}, 'weighted avg': {'precision': 0.9914353691250891, 'recall': 0.9913606911447084, 'f1-score': 0.9875397488548175, 'support': 1852.0}} | 0.0086 | {'~SI': {'precision': 0.9835345773874863, 'recall': 0.9878721058434399, 'f1-score': 0.9856985698569857, 'support': 1814.0}, 'SI': {'precision': 0.26666666666666666, 'recall': 0.21052631578947367, 'f1-score': 0.23529411764705882, 'support': 38.0}, 'accuracy': 0.9719222462203023, 'macro avg': {'precision': 0.6251006220270765, 'recall': 0.5991992108164568, 'f1-score': 0.6104963437520222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688256245757201, 'recall': 0.9719222462203023, 'f1-score': 0.9703015022630456, 'support': 1852.0}} | 0.0281 | {'~CL': {'precision': 0.9757683215130024, 'recall': 0.988031119090365, 'f1-score': 0.9818614332441272, 'support': 1671.0}, 'CL': {'precision': 0.875, 'recall': 0.7734806629834254, 'f1-score': 0.8211143695014663, 'support': 181.0}, 'accuracy': 0.9670626349892009, 'macro avg': {'precision': 0.9253841607565012, 'recall': 0.8807558910368952, 'f1-score': 0.9014879013727968, 'support': 1852.0}, 'weighted avg': {'precision': 0.965920013632952, 'recall': 0.9670626349892009, 'f1-score': 0.9661512720468154, 'support': 1852.0}} | 0.0329 | {'~D': {'precision': 0.9989148128052089, 'recall': 0.999457111834962, 'f1-score': 0.9991858887381275, 'support': 1842.0}, 'D': {'precision': 0.8888888888888888, 'recall': 0.8, 'f1-score': 0.8421052631578947, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9439018508470489, 'recall': 0.899728555917481, 'f1-score': 0.9206455759480111, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983207203434578, 'recall': 0.9983801295896328, 'f1-score': 0.9983377212133963, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962121212121212, 'recall': 0.9978319783197832, 'f1-score': 0.9970213918223666, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.994060475161987, 'macro avg': {'precision': 0.4981060606060606, 'recall': 0.4989159891598916, 'f1-score': 0.4985106959111833, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924467406243864, 'recall': 0.994060475161987, 'f1-score': 0.993252952436429, 'support': 1852.0}} | 0.0059 | {'~PL': {'precision': 0.9840308370044053, 'recall': 0.9916759156492786, 'f1-score': 0.9878385848535103, 'support': 1802.0}, 'PL': {'precision': 0.5833333333333334, 'recall': 0.42, 'f1-score': 0.4883720930232558, 'support': 50.0}, 'accuracy': 0.9762419006479481, 'macro avg': {'precision': 0.7836820851688693, 'recall': 0.7058379578246393, 'f1-score': 0.738105338938383, 'support': 1852.0}, 'weighted avg': {'precision': 0.9732128698426593, 'recall': 0.9762419006479481, 'f1-score': 0.9743540683354148, 'support': 1852.0}} | 0.0238 | {'~TI': {'precision': 0.9826135726303982, 'recall': 0.9760445682451253, 'f1-score': 0.9793180547792063, 'support': 1795.0}, 'TI': {'precision': 0.37681159420289856, 'recall': 0.45614035087719296, 'f1-score': 0.4126984126984127, 'support': 57.0}, 'accuracy': 0.9600431965442765, 'macro avg': {'precision': 0.6797125834166484, 'recall': 0.7160924595611591, 'f1-score': 0.6960082337388095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9639684793418628, 'recall': 0.9600431965442765, 'f1-score': 0.9618788973285556, 'support': 1852.0}} | 0.0400 | {'~PC': {'precision': 0.9864864864864865, 'recall': 0.9994523548740416, 'f1-score': 0.9929270946681176, 'support': 1826.0}, 'PC': {'precision': 0.5, 'recall': 0.038461538461538464, 'f1-score': 0.07142857142857142, 'support': 26.0}, 'accuracy': 0.9859611231101512, 'macro avg': {'precision': 0.7432432432432432, 'recall': 0.51895694666779, 'f1-score': 0.5321778330483445, 'support': 1852.0}, 'weighted avg': {'precision': 0.9796567625941276, 'recall': 0.9859611231101512, 'f1-score': 0.97999029034618, 'support': 1852.0}} | 0.0140 | {'f1-score': 0.6813521379844405, 'hamming': 0.01937095032397408} | +| 0.0155 | 19.0 | 1862 | 0.1316 | {'~LIN': {'precision': 0.9913185024416712, 'recall': 0.9956403269754769, 'f1-score': 0.9934747145187602, 'support': 1835.0}, 'LIN': {'precision': 0.1111111111111111, 'recall': 0.058823529411764705, 'f1-score': 0.07692307692307693, 'support': 17.0}, 'accuracy': 0.9870410367170627, 'macro avg': {'precision': 0.5512148067763911, 'recall': 0.5272319281936207, 'f1-score': 0.5351988957209186, 'support': 1852.0}, 'weighted avg': {'precision': 0.9832388449618551, 'recall': 0.9870410367170627, 'f1-score': 0.9850614435473096, 'support': 1852.0}} | 0.0130 | {'~SI': {'precision': 0.9835164835164835, 'recall': 0.9867695700110254, 'f1-score': 0.9851403412217942, 'support': 1814.0}, 'SI': {'precision': 0.25, 'recall': 0.21052631578947367, 'f1-score': 0.22857142857142856, 'support': 38.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.6167582417582418, 'recall': 0.5986479429002496, 'f1-score': 0.6068558848966114, 'support': 1852.0}, 'weighted avg': {'precision': 0.9684659293190611, 'recall': 0.9708423326133909, 'f1-score': 0.969616789018385, 'support': 1852.0}} | 0.0292 | {'~CL': {'precision': 0.9729570840681951, 'recall': 0.990424895272292, 'f1-score': 0.9816132858837485, 'support': 1671.0}, 'CL': {'precision': 0.8940397350993378, 'recall': 0.7458563535911602, 'f1-score': 0.8132530120481928, 'support': 181.0}, 'accuracy': 0.9665226781857451, 'macro avg': {'precision': 0.9334984095837664, 'recall': 0.8681406244317261, 'f1-score': 0.8974331489659706, 'support': 1852.0}, 'weighted avg': {'precision': 0.9652443194011524, 'recall': 0.9665226781857451, 'f1-score': 0.9651590690564076, 'support': 1852.0}} | 0.0335 | {'~D': {'precision': 0.9978331527627302, 'recall': 1.0, 'f1-score': 0.9989154013015185, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.6, 'f1-score': 0.75, 'support': 10.0}, 'accuracy': 0.9978401727861771, 'macro avg': {'precision': 0.9989165763813651, 'recall': 0.8, 'f1-score': 0.8744577006507592, 'support': 1852.0}, 'weighted avg': {'precision': 0.9978448528018083, 'recall': 0.9978401727861771, 'f1-score': 0.9975713656573418, 'support': 1852.0}} | 0.0022 | {'~HI': {'precision': 0.9962182603997839, 'recall': 0.9994579945799458, 'f1-score': 0.9978354978354979, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9956803455723542, 'macro avg': {'precision': 0.49810913019989195, 'recall': 0.4997289972899729, 'f1-score': 0.4989177489177489, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924528566077762, 'recall': 0.9956803455723542, 'f1-score': 0.9940639813749965, 'support': 1852.0}} | 0.0043 | {'~PL': {'precision': 0.9819277108433735, 'recall': 0.9950055493895672, 'f1-score': 0.9884233737596472, 'support': 1802.0}, 'PL': {'precision': 0.6538461538461539, 'recall': 0.34, 'f1-score': 0.4473684210526316, 'support': 50.0}, 'accuracy': 0.9773218142548596, 'macro avg': {'precision': 0.8178869323447637, 'recall': 0.6675027746947836, 'f1-score': 0.7178958974061393, 'support': 1852.0}, 'weighted avg': {'precision': 0.9730702174039236, 'recall': 0.9773218142548596, 'f1-score': 0.9738160586217689, 'support': 1852.0}} | 0.0227 | {'~TI': {'precision': 0.9800111049416991, 'recall': 0.9832869080779945, 'f1-score': 0.9816462736373749, 'support': 1795.0}, 'TI': {'precision': 0.4117647058823529, 'recall': 0.3684210526315789, 'f1-score': 0.3888888888888889, 'support': 57.0}, 'accuracy': 0.9643628509719222, 'macro avg': {'precision': 0.6958879054120259, 'recall': 0.6758539803547867, 'f1-score': 0.6852675812631319, 'support': 1852.0}, 'weighted avg': {'precision': 0.9625218799166544, 'recall': 0.9643628509719222, 'f1-score': 0.9634026608238416, 'support': 1852.0}} | 0.0356 | {'~PC': {'precision': 0.9864351600651112, 'recall': 0.9956188389923329, 'f1-score': 0.9910057236304171, 'support': 1826.0}, 'PC': {'precision': 0.1111111111111111, 'recall': 0.038461538461538464, 'f1-score': 0.05714285714285714, 'support': 26.0}, 'accuracy': 0.9821814254859611, 'macro avg': {'precision': 0.5487731355881111, 'recall': 0.5170401887269357, 'f1-score': 0.5240742903866371, 'support': 1852.0}, 'weighted avg': {'precision': 0.9741465935031219, 'recall': 0.9821814254859611, 'f1-score': 0.9778953378157969, 'support': 1852.0}} | 0.0178 | {'f1-score': 0.6675126435259897, 'hamming': 0.019775917926565877} | +| 0.0155 | 20.0 | 1960 | 0.1537 | {'~LIN': {'precision': 0.991869918699187, 'recall': 0.997275204359673, 'f1-score': 0.9945652173913043, 'support': 1835.0}, 'LIN': {'precision': 0.2857142857142857, 'recall': 0.11764705882352941, 'f1-score': 0.16666666666666666, 'support': 17.0}, 'accuracy': 0.9892008639308856, 'macro avg': {'precision': 0.6387921022067363, 'recall': 0.5574611315916012, 'f1-score': 0.5806159420289855, 'support': 1852.0}, 'weighted avg': {'precision': 0.9853879285475977, 'recall': 0.9892008639308856, 'f1-score': 0.986965716655711, 'support': 1852.0}} | 0.0108 | {'~SI': {'precision': 0.9825517993456925, 'recall': 0.9933847850055126, 'f1-score': 0.9879385964912281, 'support': 1814.0}, 'SI': {'precision': 0.3333333333333333, 'recall': 0.15789473684210525, 'f1-score': 0.21428571428571427, 'support': 38.0}, 'accuracy': 0.9762419006479481, 'macro avg': {'precision': 0.6579425663395129, 'recall': 0.575639760923809, 'f1-score': 0.6011121553884712, 'support': 1852.0}, 'weighted avg': {'precision': 0.9692309020948989, 'recall': 0.9762419006479481, 'f1-score': 0.9720645092753483, 'support': 1852.0}} | 0.0238 | {'~CL': {'precision': 0.9645760743321719, 'recall': 0.9940155595451825, 'f1-score': 0.9790745652814619, 'support': 1671.0}, 'CL': {'precision': 0.9230769230769231, 'recall': 0.6629834254143646, 'f1-score': 0.7717041800643086, 'support': 181.0}, 'accuracy': 0.9616630669546437, 'macro avg': {'precision': 0.9438264987045475, 'recall': 0.8284994924797735, 'f1-score': 0.8753893726728852, 'support': 1852.0}, 'weighted avg': {'precision': 0.9605202717526903, 'recall': 0.9616630669546437, 'f1-score': 0.9588078051711462, 'support': 1852.0}} | 0.0383 | {'~D': {'precision': 0.9978331527627302, 'recall': 1.0, 'f1-score': 0.9989154013015185, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.6, 'f1-score': 0.75, 'support': 10.0}, 'accuracy': 0.9978401727861771, 'macro avg': {'precision': 0.9989165763813651, 'recall': 0.8, 'f1-score': 0.8744577006507592, 'support': 1852.0}, 'weighted avg': {'precision': 0.9978448528018083, 'recall': 0.9978401727861771, 'f1-score': 0.9975713656573418, 'support': 1852.0}} | 0.0022 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9793028322440087, 'recall': 0.9977802441731409, 'f1-score': 0.9884551951621771, 'support': 1802.0}, 'PL': {'precision': 0.75, 'recall': 0.24, 'f1-score': 0.36363636363636365, 'support': 50.0}, 'accuracy': 0.9773218142548596, 'macro avg': {'precision': 0.8646514161220044, 'recall': 0.6188901220865705, 'f1-score': 0.6760457793992704, 'support': 1852.0}, 'weighted avg': {'precision': 0.9731121510279178, 'recall': 0.9773218142548596, 'f1-score': 0.9715864362116962, 'support': 1852.0}} | 0.0227 | {'~TI': {'precision': 0.9790402647545504, 'recall': 0.9888579387186629, 'f1-score': 0.9839246119733924, 'support': 1795.0}, 'TI': {'precision': 0.48717948717948717, 'recall': 0.3333333333333333, 'f1-score': 0.3958333333333333, 'support': 57.0}, 'accuracy': 0.968682505399568, 'macro avg': {'precision': 0.7331098759670188, 'recall': 0.6610956360259981, 'f1-score': 0.6898789726533628, 'support': 1852.0}, 'weighted avg': {'precision': 0.9639020010818837, 'recall': 0.968682505399568, 'f1-score': 0.9658246104169759, 'support': 1852.0}} | 0.0313 | {'~PC': {'precision': 0.9874932028276238, 'recall': 0.9945235487404163, 'f1-score': 0.9909959072305593, 'support': 1826.0}, 'PC': {'precision': 0.23076923076923078, 'recall': 0.11538461538461539, 'f1-score': 0.15384615384615385, 'support': 26.0}, 'accuracy': 0.9821814254859611, 'macro avg': {'precision': 0.6091312167984273, 'recall': 0.5549540820625158, 'f1-score': 0.5724210305383566, 'support': 1852.0}, 'weighted avg': {'precision': 0.9768696481442986, 'recall': 0.9821814254859611, 'f1-score': 0.9792432649044284, 'support': 1852.0}} | 0.0178 | {'f1-score': 0.6711217799725703, 'hamming': 0.01883099352051836} | +| 0.005 | 21.0 | 2058 | 0.1397 | {'~LIN': {'precision': 0.9913560237709347, 'recall': 1.0, 'f1-score': 0.9956592512208355, 'support': 1835.0}, 'LIN': {'precision': 1.0, 'recall': 0.058823529411764705, 'f1-score': 0.1111111111111111, 'support': 17.0}, 'accuracy': 0.9913606911447084, 'macro avg': {'precision': 0.9956780118854673, 'recall': 0.5294117647058824, 'f1-score': 0.5533851811659733, 'support': 1852.0}, 'weighted avg': {'precision': 0.9914353691250891, 'recall': 0.9913606911447084, 'f1-score': 0.9875397488548175, 'support': 1852.0}} | 0.0086 | {'~SI': {'precision': 0.9830878341516639, 'recall': 0.9933847850055126, 'f1-score': 0.9882094872497944, 'support': 1814.0}, 'SI': {'precision': 0.3684210526315789, 'recall': 0.18421052631578946, 'f1-score': 0.24561403508771928, 'support': 38.0}, 'accuracy': 0.9767818574514039, 'macro avg': {'precision': 0.6757544433916214, 'recall': 0.588797655660651, 'f1-score': 0.6169117611687569, 'support': 1852.0}, 'weighted avg': {'precision': 0.9704758807511438, 'recall': 0.9767818574514039, 'f1-score': 0.9729726475186071, 'support': 1852.0}} | 0.0232 | {'~CL': {'precision': 0.9791666666666666, 'recall': 0.9844404548174746, 'f1-score': 0.9817964786630856, 'support': 1671.0}, 'CL': {'precision': 0.8488372093023255, 'recall': 0.8066298342541437, 'f1-score': 0.8271954674220963, 'support': 181.0}, 'accuracy': 0.9670626349892009, 'macro avg': {'precision': 0.9140019379844961, 'recall': 0.8955351445358091, 'f1-score': 0.904495973042591, 'support': 1852.0}, 'weighted avg': {'precision': 0.9664292844944498, 'recall': 0.9670626349892009, 'f1-score': 0.9666869845839176, 'support': 1852.0}} | 0.0329 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962162162162163, 'recall': 0.9989159891598915, 'f1-score': 0.9975642760487144, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9951403887688985, 'macro avg': {'precision': 0.4981081081081081, 'recall': 0.4994579945799458, 'f1-score': 0.4987821380243572, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924508201506043, 'recall': 0.9951403887688985, 'f1-score': 0.9937937847245563, 'support': 1852.0}} | 0.0049 | {'~PL': {'precision': 0.9840571742715778, 'recall': 0.9933407325194229, 'f1-score': 0.9886771610052472, 'support': 1802.0}, 'PL': {'precision': 0.6363636363636364, 'recall': 0.42, 'f1-score': 0.5060240963855421, 'support': 50.0}, 'accuracy': 0.9778617710583153, 'macro avg': {'precision': 0.8102104053176071, 'recall': 0.7066703662597115, 'f1-score': 0.7473506286953946, 'support': 1852.0}, 'weighted avg': {'precision': 0.9746701997060285, 'recall': 0.9778617710583153, 'f1-score': 0.975646570707739, 'support': 1852.0}} | 0.0221 | {'~TI': {'precision': 0.9821528165086447, 'recall': 0.981058495821727, 'f1-score': 0.9816053511705686, 'support': 1795.0}, 'TI': {'precision': 0.423728813559322, 'recall': 0.43859649122807015, 'f1-score': 0.43103448275862066, 'support': 57.0}, 'accuracy': 0.9643628509719222, 'macro avg': {'precision': 0.7029408150339833, 'recall': 0.7098274935248986, 'f1-score': 0.7063199169645946, 'support': 1852.0}, 'weighted avg': {'precision': 0.9649659006511332, 'recall': 0.9643628509719222, 'f1-score': 0.9646601354581058, 'support': 1852.0}} | 0.0356 | {'~PC': {'precision': 0.9869494290375204, 'recall': 0.9939759036144579, 'f1-score': 0.990450204638472, 'support': 1826.0}, 'PC': {'precision': 0.15384615384615385, 'recall': 0.07692307692307693, 'f1-score': 0.10256410256410256, 'support': 26.0}, 'accuracy': 0.9811015118790497, 'macro avg': {'precision': 0.5703977914418371, 'recall': 0.5354494902687674, 'f1-score': 0.5465071536012873, 'support': 1852.0}, 'weighted avg': {'precision': 0.9752535947205789, 'recall': 0.9811015118790497, 'f1-score': 0.9779852809592423, 'support': 1852.0}} | 0.0189 | {'f1-score': 0.6856388279650308, 'hamming': 0.018493520518358533} | +| 0.005 | 22.0 | 2156 | 0.1643 | {'~LIN': {'precision': 0.9913419913419913, 'recall': 0.9983651226158038, 'f1-score': 0.9948411620961173, 'support': 1835.0}, 'LIN': {'precision': 0.25, 'recall': 0.058823529411764705, 'f1-score': 0.09523809523809523, 'support': 17.0}, 'accuracy': 0.9897408207343412, 'macro avg': {'precision': 0.6206709956709957, 'recall': 0.5285943260137842, 'f1-score': 0.5450396286671062, 'support': 1852.0}, 'weighted avg': {'precision': 0.9845370162594784, 'recall': 0.9897408207343412, 'f1-score': 0.9865834665580037, 'support': 1852.0}} | 0.0103 | {'~SI': {'precision': 0.9840834248079035, 'recall': 0.9884233737596472, 'f1-score': 0.9862486248624862, 'support': 1814.0}, 'SI': {'precision': 0.3, 'recall': 0.23684210526315788, 'f1-score': 0.2647058823529412, 'support': 38.0}, 'accuracy': 0.9730021598272138, 'macro avg': {'precision': 0.6420417124039517, 'recall': 0.6126327395114025, 'f1-score': 0.6254772536077137, 'support': 1852.0}, 'weighted avg': {'precision': 0.9700471558323633, 'recall': 0.9730021598272138, 'f1-score': 0.9714437521760052, 'support': 1852.0}} | 0.0270 | {'~CL': {'precision': 0.9752212389380531, 'recall': 0.9892280071813285, 'f1-score': 0.982174688057041, 'support': 1671.0}, 'CL': {'precision': 0.8853503184713376, 'recall': 0.7679558011049724, 'f1-score': 0.8224852071005917, 'support': 181.0}, 'accuracy': 0.9676025917926566, 'macro avg': {'precision': 0.9302857787046954, 'recall': 0.8785919041431505, 'f1-score': 0.9023299475788163, 'support': 1852.0}, 'weighted avg': {'precision': 0.9664379578341247, 'recall': 0.9676025917926566, 'f1-score': 0.9665678867324636, 'support': 1852.0}} | 0.0324 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962162162162163, 'recall': 0.9989159891598915, 'f1-score': 0.9975642760487144, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9951403887688985, 'macro avg': {'precision': 0.4981081081081081, 'recall': 0.4994579945799458, 'f1-score': 0.4987821380243572, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924508201506043, 'recall': 0.9951403887688985, 'f1-score': 0.9937937847245563, 'support': 1852.0}} | 0.0049 | {'~PL': {'precision': 0.9803600654664485, 'recall': 0.9972253052164262, 'f1-score': 0.9887207702888583, 'support': 1802.0}, 'PL': {'precision': 0.7368421052631579, 'recall': 0.28, 'f1-score': 0.4057971014492754, 'support': 50.0}, 'accuracy': 0.9778617710583153, 'macro avg': {'precision': 0.8586010853648032, 'recall': 0.6386126526082131, 'f1-score': 0.6972589358690668, 'support': 1852.0}, 'weighted avg': {'precision': 0.9737856064976772, 'recall': 0.9778617710583153, 'f1-score': 0.9729830902445932, 'support': 1852.0}} | 0.0221 | {'~TI': {'precision': 0.9826330532212885, 'recall': 0.977158774373259, 'f1-score': 0.9798882681564246, 'support': 1795.0}, 'TI': {'precision': 0.3880597014925373, 'recall': 0.45614035087719296, 'f1-score': 0.41935483870967744, 'support': 57.0}, 'accuracy': 0.9611231101511879, 'macro avg': {'precision': 0.6853463773569128, 'recall': 0.716649562625226, 'f1-score': 0.699621553433051, 'support': 1852.0}, 'weighted avg': {'precision': 0.964333549415382, 'recall': 0.9611231101511879, 'f1-score': 0.9626364293451587, 'support': 1852.0}} | 0.0389 | {'~PC': {'precision': 0.9864645370871684, 'recall': 0.9978094194961665, 'f1-score': 0.9921045466920774, 'support': 1826.0}, 'PC': {'precision': 0.2, 'recall': 0.038461538461538464, 'f1-score': 0.06451612903225806, 'support': 26.0}, 'accuracy': 0.984341252699784, 'macro avg': {'precision': 0.5932322685435842, 'recall': 0.5181354789788525, 'f1-score': 0.5283103378621677, 'support': 1852.0}, 'weighted avg': {'precision': 0.9754234582727697, 'recall': 0.984341252699784, 'f1-score': 0.9790822470921016, 'support': 1852.0}} | 0.0157 | {'f1-score': 0.6760222082624463, 'hamming': 0.01910097192224622} | +| 0.005 | 23.0 | 2254 | 0.1615 | {'~LIN': {'precision': 0.9913513513513513, 'recall': 0.9994550408719346, 'f1-score': 0.9953867028493895, 'support': 1835.0}, 'LIN': {'precision': 0.5, 'recall': 0.058823529411764705, 'f1-score': 0.10526315789473684, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.7456756756756757, 'recall': 0.5291392851418496, 'f1-score': 0.5503249303720632, 'support': 1852.0}, 'weighted avg': {'precision': 0.9868411067655127, 'recall': 0.9908207343412527, 'f1-score': 0.9872160223611449, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.9855555555555555, 'recall': 0.9779492833517089, 'f1-score': 0.981737686773658, 'support': 1814.0}, 'SI': {'precision': 0.23076923076923078, 'recall': 0.3157894736842105, 'f1-score': 0.26666666666666666, 'support': 38.0}, 'accuracy': 0.9643628509719222, 'macro avg': {'precision': 0.6081623931623932, 'recall': 0.6468693785179598, 'f1-score': 0.6242021767201623, 'support': 1852.0}, 'weighted avg': {'precision': 0.9700685791290543, 'recall': 0.9643628509719222, 'f1-score': 0.9670656032077479, 'support': 1852.0}} | 0.0356 | {'~CL': {'precision': 0.9735915492957746, 'recall': 0.992818671454219, 'f1-score': 0.9831111111111112, 'support': 1671.0}, 'CL': {'precision': 0.918918918918919, 'recall': 0.7513812154696132, 'f1-score': 0.8267477203647416, 'support': 181.0}, 'accuracy': 0.9692224622030238, 'macro avg': {'precision': 0.9462552341073468, 'recall': 0.8720999434619161, 'f1-score': 0.9049294157379264, 'support': 1852.0}, 'weighted avg': {'precision': 0.9682482738647752, 'recall': 0.9692224622030238, 'f1-score': 0.9678293758383828, 'support': 1852.0}} | 0.0308 | {'~D': {'precision': 0.9978331527627302, 'recall': 1.0, 'f1-score': 0.9989154013015185, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.6, 'f1-score': 0.75, 'support': 10.0}, 'accuracy': 0.9978401727861771, 'macro avg': {'precision': 0.9989165763813651, 'recall': 0.8, 'f1-score': 0.8744577006507592, 'support': 1852.0}, 'weighted avg': {'precision': 0.9978448528018083, 'recall': 0.9978401727861771, 'f1-score': 0.9975713656573418, 'support': 1852.0}} | 0.0022 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9808533916849015, 'recall': 0.9950055493895672, 'f1-score': 0.9878787878787879, 'support': 1802.0}, 'PL': {'precision': 0.625, 'recall': 0.3, 'f1-score': 0.40540540540540543, 'support': 50.0}, 'accuracy': 0.9762419006479481, 'macro avg': {'precision': 0.8029266958424508, 'recall': 0.6475027746947836, 'f1-score': 0.6966420966420966, 'support': 1852.0}, 'weighted avg': {'precision': 0.9712461186912487, 'recall': 0.9762419006479481, 'f1-score': 0.9721532645938693, 'support': 1852.0}} | 0.0238 | {'~TI': {'precision': 0.980544747081712, 'recall': 0.9827298050139276, 'f1-score': 0.9816360601001669, 'support': 1795.0}, 'TI': {'precision': 0.41509433962264153, 'recall': 0.38596491228070173, 'f1-score': 0.4, 'support': 57.0}, 'accuracy': 0.9643628509719222, 'macro avg': {'precision': 0.6978195433521768, 'recall': 0.6843473586473147, 'f1-score': 0.6908180300500835, 'support': 1852.0}, 'weighted avg': {'precision': 0.9631415757938249, 'recall': 0.9643628509719222, 'f1-score': 0.9637347342763497, 'support': 1852.0}} | 0.0356 | {'~PC': {'precision': 0.9864645370871684, 'recall': 0.9978094194961665, 'f1-score': 0.9921045466920774, 'support': 1826.0}, 'PC': {'precision': 0.2, 'recall': 0.038461538461538464, 'f1-score': 0.06451612903225806, 'support': 26.0}, 'accuracy': 0.984341252699784, 'macro avg': {'precision': 0.5932322685435842, 'recall': 0.5181354789788525, 'f1-score': 0.5283103378621677, 'support': 1852.0}, 'weighted avg': {'precision': 0.9754234582727697, 'recall': 0.984341252699784, 'f1-score': 0.9790822470921016, 'support': 1852.0}} | 0.0157 | {'f1-score': 0.6710922468104663, 'hamming': 0.019573434125269976} | +| 0.005 | 24.0 | 2352 | 0.1395 | {'~LIN': {'precision': 0.9913513513513513, 'recall': 0.9994550408719346, 'f1-score': 0.9953867028493895, 'support': 1835.0}, 'LIN': {'precision': 0.5, 'recall': 0.058823529411764705, 'f1-score': 0.10526315789473684, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.7456756756756757, 'recall': 0.5291392851418496, 'f1-score': 0.5503249303720632, 'support': 1852.0}, 'weighted avg': {'precision': 0.9868411067655127, 'recall': 0.9908207343412527, 'f1-score': 0.9872160223611449, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.9820163487738419, 'recall': 0.9933847850055126, 'f1-score': 0.987667854206632, 'support': 1814.0}, 'SI': {'precision': 0.29411764705882354, 'recall': 0.13157894736842105, 'f1-score': 0.18181818181818182, 'support': 38.0}, 'accuracy': 0.9757019438444925, 'macro avg': {'precision': 0.6380669979163327, 'recall': 0.5624818661869668, 'f1-score': 0.5847430180124069, 'support': 1852.0}, 'weighted avg': {'precision': 0.9679017965788254, 'recall': 0.9757019438444925, 'f1-score': 0.971133141706221, 'support': 1852.0}} | 0.0243 | {'~CL': {'precision': 0.9780545670225386, 'recall': 0.9868342309994016, 'f1-score': 0.9824247840333631, 'support': 1671.0}, 'CL': {'precision': 0.8674698795180723, 'recall': 0.7955801104972375, 'f1-score': 0.829971181556196, 'support': 181.0}, 'accuracy': 0.9681425485961123, 'macro avg': {'precision': 0.9227622232703054, 'recall': 0.8912071707483196, 'f1-score': 0.9061979827947795, 'support': 1852.0}, 'weighted avg': {'precision': 0.9672468842804715, 'recall': 0.9681425485961123, 'f1-score': 0.9675251608970956, 'support': 1852.0}} | 0.0319 | {'~D': {'precision': 0.9983739837398374, 'recall': 1.0, 'f1-score': 0.9991863303498779, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.7, 'f1-score': 0.8235294117647058, 'support': 10.0}, 'accuracy': 0.9983801295896328, 'macro avg': {'precision': 0.9991869918699188, 'recall': 0.85, 'f1-score': 0.9113578710572918, 'support': 1852.0}, 'weighted avg': {'precision': 0.9983827635252595, 'recall': 0.9983801295896328, 'f1-score': 0.9982378588672367, 'support': 1852.0}} | 0.0016 | {'~HI': {'precision': 0.9962182603997839, 'recall': 0.9994579945799458, 'f1-score': 0.9978354978354979, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9956803455723542, 'macro avg': {'precision': 0.49810913019989195, 'recall': 0.4997289972899729, 'f1-score': 0.4989177489177489, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924528566077762, 'recall': 0.9956803455723542, 'f1-score': 0.9940639813749965, 'support': 1852.0}} | 0.0043 | {'~PL': {'precision': 0.9818481848184818, 'recall': 0.9905660377358491, 'f1-score': 0.9861878453038674, 'support': 1802.0}, 'PL': {'precision': 0.5, 'recall': 0.34, 'f1-score': 0.40476190476190477, 'support': 50.0}, 'accuracy': 0.9730021598272138, 'macro avg': {'precision': 0.7409240924092408, 'recall': 0.6652830188679245, 'f1-score': 0.6954748750328861, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688393245372052, 'recall': 0.9730021598272138, 'f1-score': 0.9704906006888036, 'support': 1852.0}} | 0.0270 | {'~TI': {'precision': 0.9821727019498607, 'recall': 0.9821727019498607, 'f1-score': 0.9821727019498607, 'support': 1795.0}, 'TI': {'precision': 0.43859649122807015, 'recall': 0.43859649122807015, 'f1-score': 0.43859649122807015, 'support': 57.0}, 'accuracy': 0.9654427645788337, 'macro avg': {'precision': 0.7103845965889655, 'recall': 0.7103845965889655, 'f1-score': 0.7103845965889655, 'support': 1852.0}, 'weighted avg': {'precision': 0.9654427645788337, 'recall': 0.9654427645788337, 'f1-score': 0.9654427645788337, 'support': 1852.0}} | 0.0346 | {'~PC': {'precision': 0.9869494290375204, 'recall': 0.9939759036144579, 'f1-score': 0.990450204638472, 'support': 1826.0}, 'PC': {'precision': 0.15384615384615385, 'recall': 0.07692307692307693, 'f1-score': 0.10256410256410256, 'support': 26.0}, 'accuracy': 0.9811015118790497, 'macro avg': {'precision': 0.5703977914418371, 'recall': 0.5354494902687674, 'f1-score': 0.5465071536012873, 'support': 1852.0}, 'weighted avg': {'precision': 0.9752535947205789, 'recall': 0.9811015118790497, 'f1-score': 0.9779852809592423, 'support': 1852.0}} | 0.0189 | {'f1-score': 0.6754885220471787, 'hamming': 0.01896598272138229} | +| 0.005 | 25.0 | 2450 | 0.1449 | {'~LIN': {'precision': 0.9918300653594772, 'recall': 0.9923705722070845, 'f1-score': 0.9921002451648052, 'support': 1835.0}, 'LIN': {'precision': 0.125, 'recall': 0.11764705882352941, 'f1-score': 0.12121212121212122, 'support': 17.0}, 'accuracy': 0.984341252699784, 'macro avg': {'precision': 0.5584150326797386, 'recall': 0.5550088155153069, 'f1-score': 0.5566561831884632, 'support': 1852.0}, 'weighted avg': {'precision': 0.9838732019085532, 'recall': 0.984341252699784, 'f1-score': 0.9841061317159955, 'support': 1852.0}} | 0.0157 | {'~SI': {'precision': 0.9844703272323905, 'recall': 0.9785005512679162, 'f1-score': 0.9814763616256567, 'support': 1814.0}, 'SI': {'precision': 0.20408163265306123, 'recall': 0.2631578947368421, 'f1-score': 0.22988505747126436, 'support': 38.0}, 'accuracy': 0.9638228941684666, 'macro avg': {'precision': 0.5942759799427259, 'recall': 0.6208292230023792, 'f1-score': 0.6056807095484605, 'support': 1852.0}, 'weighted avg': {'precision': 0.968458032203225, 'recall': 0.9638228941684666, 'f1-score': 0.9660549417779964, 'support': 1852.0}} | 0.0362 | {'~CL': {'precision': 0.9770318021201413, 'recall': 0.992818671454219, 'f1-score': 0.9848619768477292, 'support': 1671.0}, 'CL': {'precision': 0.922077922077922, 'recall': 0.7845303867403315, 'f1-score': 0.8477611940298507, 'support': 181.0}, 'accuracy': 0.9724622030237581, 'macro avg': {'precision': 0.9495548620990317, 'recall': 0.8886745290972753, 'f1-score': 0.91631158543879, 'support': 1852.0}, 'weighted avg': {'precision': 0.9716610395458207, 'recall': 0.9724622030237581, 'f1-score': 0.9714628182677962, 'support': 1852.0}} | 0.0275 | {'~D': {'precision': 0.9978331527627302, 'recall': 1.0, 'f1-score': 0.9989154013015185, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.6, 'f1-score': 0.75, 'support': 10.0}, 'accuracy': 0.9978401727861771, 'macro avg': {'precision': 0.9989165763813651, 'recall': 0.8, 'f1-score': 0.8744577006507592, 'support': 1852.0}, 'weighted avg': {'precision': 0.9978448528018083, 'recall': 0.9978401727861771, 'f1-score': 0.9975713656573418, 'support': 1852.0}} | 0.0022 | {'~HI': {'precision': 0.9962080173347779, 'recall': 0.9967479674796748, 'f1-score': 0.9964779192630724, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9929805615550756, 'macro avg': {'precision': 0.49810400866738896, 'recall': 0.4983739837398374, 'f1-score': 0.4982389596315362, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924426522584585, 'recall': 0.9929805615550756, 'f1-score': 0.9927115340390759, 'support': 1852.0}} | 0.0070 | {'~PL': {'precision': 0.9792802617230099, 'recall': 0.9966703662597114, 'f1-score': 0.9878987898789879, 'support': 1802.0}, 'PL': {'precision': 0.6666666666666666, 'recall': 0.24, 'f1-score': 0.35294117647058826, 'support': 50.0}, 'accuracy': 0.9762419006479481, 'macro avg': {'precision': 0.8229734641948383, 'recall': 0.6183351831298557, 'f1-score': 0.6704199831747881, 'support': 1852.0}, 'weighted avg': {'precision': 0.9708403698478386, 'recall': 0.9762419006479481, 'f1-score': 0.9707563057156943, 'support': 1852.0}} | 0.0238 | {'~TI': {'precision': 0.9842342342342343, 'recall': 0.973816155988858, 'f1-score': 0.9789974796975637, 'support': 1795.0}, 'TI': {'precision': 0.3815789473684211, 'recall': 0.5087719298245614, 'f1-score': 0.43609022556390975, 'support': 57.0}, 'accuracy': 0.9595032397408207, 'macro avg': {'precision': 0.6829065908013277, 'recall': 0.7412940429067096, 'f1-score': 0.7075438526307367, 'support': 1852.0}, 'weighted avg': {'precision': 0.9656859883641741, 'recall': 0.9595032397408207, 'f1-score': 0.9622881311632125, 'support': 1852.0}} | 0.0405 | {'~PC': {'precision': 0.9864425162689805, 'recall': 0.9961664841182913, 'f1-score': 0.9912806539509537, 'support': 1826.0}, 'PC': {'precision': 0.125, 'recall': 0.038461538461538464, 'f1-score': 0.058823529411764705, 'support': 26.0}, 'accuracy': 0.9827213822894169, 'macro avg': {'precision': 0.5557212581344902, 'recall': 0.5173140112899149, 'f1-score': 0.5250520916813591, 'support': 1852.0}, 'weighted avg': {'precision': 0.9743488308353987, 'recall': 0.9827213822894169, 'f1-score': 0.9781900031744856, 'support': 1852.0}} | 0.0173 | {'f1-score': 0.6692951332431116, 'hamming': 0.021260799136069115} | +| 0.002 | 26.0 | 2548 | 0.1435 | {'~LIN': {'precision': 0.9918433931484503, 'recall': 0.9940054495912807, 'f1-score': 0.9929232444202504, 'support': 1835.0}, 'LIN': {'precision': 0.15384615384615385, 'recall': 0.11764705882352941, 'f1-score': 0.13333333333333333, 'support': 17.0}, 'accuracy': 0.9859611231101512, 'macro avg': {'precision': 0.5728447734973021, 'recall': 0.5558262542074051, 'f1-score': 0.5631282888767919, 'support': 1852.0}, 'weighted avg': {'precision': 0.9841511938675976, 'recall': 0.9859611231101512, 'f1-score': 0.9850328402688047, 'support': 1852.0}} | 0.0140 | {'~SI': {'precision': 0.9840484048404841, 'recall': 0.9862183020948181, 'f1-score': 0.9851321585903083, 'support': 1814.0}, 'SI': {'precision': 0.2647058823529412, 'recall': 0.23684210526315788, 'f1-score': 0.25, 'support': 38.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.6243771435967126, 'recall': 0.611530203678988, 'f1-score': 0.6175660792951542, 'support': 1852.0}, 'weighted avg': {'precision': 0.9692886770572623, 'recall': 0.9708423326133909, 'f1-score': 0.970048453392451, 'support': 1852.0}} | 0.0292 | {'~CL': {'precision': 0.9780935464772055, 'recall': 0.9886295631358468, 'f1-score': 0.9833333333333333, 'support': 1671.0}, 'CL': {'precision': 0.8834355828220859, 'recall': 0.7955801104972375, 'f1-score': 0.8372093023255814, 'support': 181.0}, 'accuracy': 0.9697624190064795, 'macro avg': {'precision': 0.9307645646496456, 'recall': 0.8921048368165422, 'f1-score': 0.9102713178294574, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688424171998964, 'recall': 0.9697624190064795, 'f1-score': 0.9690523130242603, 'support': 1852.0}} | 0.0302 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9823982398239824, 'recall': 0.9911209766925638, 'f1-score': 0.9867403314917127, 'support': 1802.0}, 'PL': {'precision': 0.5294117647058824, 'recall': 0.36, 'f1-score': 0.42857142857142855, 'support': 50.0}, 'accuracy': 0.9740820734341252, 'macro avg': {'precision': 0.7559050022649324, 'recall': 0.6755604883462819, 'f1-score': 0.7076558800315706, 'support': 1852.0}, 'weighted avg': {'precision': 0.9701685833683102, 'recall': 0.9740820734341252, 'f1-score': 0.9716709766612514, 'support': 1852.0}} | 0.0259 | {'~TI': {'precision': 0.9826427771556551, 'recall': 0.9777158774373259, 'f1-score': 0.980173135995532, 'support': 1795.0}, 'TI': {'precision': 0.3939393939393939, 'recall': 0.45614035087719296, 'f1-score': 0.42276422764227645, 'support': 57.0}, 'accuracy': 0.9616630669546437, 'macro avg': {'precision': 0.6882910855475245, 'recall': 0.7169281141572594, 'f1-score': 0.7014686818189042, 'support': 1852.0}, 'weighted avg': {'precision': 0.9645239365275089, 'recall': 0.9616630669546437, 'f1-score': 0.9630174622503184, 'support': 1852.0}} | 0.0383 | {'~PC': {'precision': 0.9869067103109657, 'recall': 0.9906900328587076, 'f1-score': 0.9887947526646624, 'support': 1826.0}, 'PC': {'precision': 0.10526315789473684, 'recall': 0.07692307692307693, 'f1-score': 0.08888888888888889, 'support': 26.0}, 'accuracy': 0.9778617710583153, 'macro avg': {'precision': 0.5460849341028513, 'recall': 0.5338065548908922, 'f1-score': 0.5388418207767757, 'support': 1852.0}, 'weighted avg': {'precision': 0.9745294250178652, 'recall': 0.9778617710583153, 'f1-score': 0.9761610850306613, 'support': 1852.0}} | 0.0221 | {'f1-score': 0.671330124747431, 'hamming': 0.020788336933045357} | +| 0.002 | 27.0 | 2646 | 0.1524 | {'~LIN': {'precision': 0.9913560237709347, 'recall': 1.0, 'f1-score': 0.9956592512208355, 'support': 1835.0}, 'LIN': {'precision': 1.0, 'recall': 0.058823529411764705, 'f1-score': 0.1111111111111111, 'support': 17.0}, 'accuracy': 0.9913606911447084, 'macro avg': {'precision': 0.9956780118854673, 'recall': 0.5294117647058824, 'f1-score': 0.5533851811659733, 'support': 1852.0}, 'weighted avg': {'precision': 0.9914353691250891, 'recall': 0.9913606911447084, 'f1-score': 0.9875397488548175, 'support': 1852.0}} | 0.0086 | {'~SI': {'precision': 0.9840396257567419, 'recall': 0.9856670341786108, 'f1-score': 0.9848526576700634, 'support': 1814.0}, 'SI': {'precision': 0.2571428571428571, 'recall': 0.23684210526315788, 'f1-score': 0.2465753424657534, 'support': 38.0}, 'accuracy': 0.9703023758099352, 'macro avg': {'precision': 0.6205912414497995, 'recall': 0.6112545697208843, 'f1-score': 0.6157140000679084, 'support': 1852.0}, 'weighted avg': {'precision': 0.9691248972430659, 'recall': 0.9703023758099352, 'f1-score': 0.9697044190211629, 'support': 1852.0}} | 0.0297 | {'~CL': {'precision': 0.9781194559432289, 'recall': 0.9898264512268103, 'f1-score': 0.9839381320642475, 'support': 1671.0}, 'CL': {'precision': 0.8944099378881988, 'recall': 0.7955801104972375, 'f1-score': 0.8421052631578947, 'support': 181.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.9362646969157138, 'recall': 0.8927032808620239, 'f1-score': 0.9130216976110711, 'support': 1852.0}, 'weighted avg': {'precision': 0.9699383421376347, 'recall': 0.9708423326133909, 'f1-score': 0.9700764963881947, 'support': 1852.0}} | 0.0292 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9808324205914567, 'recall': 0.9938956714761377, 'f1-score': 0.9873208379272327, 'support': 1802.0}, 'PL': {'precision': 0.5769230769230769, 'recall': 0.3, 'f1-score': 0.39473684210526316, 'support': 50.0}, 'accuracy': 0.9751619870410367, 'macro avg': {'precision': 0.7788777487572668, 'recall': 0.6469478357380688, 'f1-score': 0.6910288400162479, 'support': 1852.0}, 'weighted avg': {'precision': 0.9699277406868028, 'recall': 0.9751619870410367, 'f1-score': 0.9713223499190802, 'support': 1852.0}} | 0.0248 | {'~TI': {'precision': 0.983249581239531, 'recall': 0.981058495821727, 'f1-score': 0.9821528165086447, 'support': 1795.0}, 'TI': {'precision': 0.4426229508196721, 'recall': 0.47368421052631576, 'f1-score': 0.4576271186440678, 'support': 57.0}, 'accuracy': 0.9654427645788337, 'macro avg': {'precision': 0.7129362660296016, 'recall': 0.7273713531740214, 'f1-score': 0.7198899675763563, 'support': 1852.0}, 'weighted avg': {'precision': 0.9666104246877318, 'recall': 0.9654427645788337, 'f1-score': 0.9660092070171324, 'support': 1852.0}} | 0.0346 | {'~PC': {'precision': 0.9864645370871684, 'recall': 0.9978094194961665, 'f1-score': 0.9921045466920774, 'support': 1826.0}, 'PC': {'precision': 0.2, 'recall': 0.038461538461538464, 'f1-score': 0.06451612903225806, 'support': 26.0}, 'accuracy': 0.984341252699784, 'macro avg': {'precision': 0.5932322685435842, 'recall': 0.5181354789788525, 'f1-score': 0.5283103378621677, 'support': 1852.0}, 'weighted avg': {'precision': 0.9754234582727697, 'recall': 0.984341252699784, 'f1-score': 0.9790822470921016, 'support': 1852.0}} | 0.0157 | {'f1-score': 0.6691323692063149, 'hamming': 0.01862850971922246} | +| 0.002 | 28.0 | 2744 | 0.1652 | {'~LIN': {'precision': 0.9913560237709347, 'recall': 1.0, 'f1-score': 0.9956592512208355, 'support': 1835.0}, 'LIN': {'precision': 1.0, 'recall': 0.058823529411764705, 'f1-score': 0.1111111111111111, 'support': 17.0}, 'accuracy': 0.9913606911447084, 'macro avg': {'precision': 0.9956780118854673, 'recall': 0.5294117647058824, 'f1-score': 0.5533851811659733, 'support': 1852.0}, 'weighted avg': {'precision': 0.9914353691250891, 'recall': 0.9913606911447084, 'f1-score': 0.9875397488548175, 'support': 1852.0}} | 0.0086 | {'~SI': {'precision': 0.9840834248079035, 'recall': 0.9884233737596472, 'f1-score': 0.9862486248624862, 'support': 1814.0}, 'SI': {'precision': 0.3, 'recall': 0.23684210526315788, 'f1-score': 0.2647058823529412, 'support': 38.0}, 'accuracy': 0.9730021598272138, 'macro avg': {'precision': 0.6420417124039517, 'recall': 0.6126327395114025, 'f1-score': 0.6254772536077137, 'support': 1852.0}, 'weighted avg': {'precision': 0.9700471558323633, 'recall': 0.9730021598272138, 'f1-score': 0.9714437521760052, 'support': 1852.0}} | 0.0270 | {'~CL': {'precision': 0.9775943396226415, 'recall': 0.9922202274087373, 'f1-score': 0.9848529848529849, 'support': 1671.0}, 'CL': {'precision': 0.9166666666666666, 'recall': 0.7900552486187845, 'f1-score': 0.8486646884272997, 'support': 181.0}, 'accuracy': 0.9724622030237581, 'macro avg': {'precision': 0.9471305031446541, 'recall': 0.8911377380137608, 'f1-score': 0.9167588366401422, 'support': 1852.0}, 'weighted avg': {'precision': 0.9716397452354756, 'recall': 0.9724622030237581, 'f1-score': 0.971543005558682, 'support': 1852.0}} | 0.0275 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.979792463134899, 'recall': 0.9955604883462819, 'f1-score': 0.9876135425268373, 'support': 1802.0}, 'PL': {'precision': 0.6190476190476191, 'recall': 0.26, 'f1-score': 0.36619718309859156, 'support': 50.0}, 'accuracy': 0.9757019438444925, 'macro avg': {'precision': 0.7994200410912591, 'recall': 0.6277802441731409, 'f1-score': 0.6769053628127144, 'support': 1852.0}, 'weighted avg': {'precision': 0.9700531314910739, 'recall': 0.9757019438444925, 'f1-score': 0.9708366429742389, 'support': 1852.0}} | 0.0243 | {'~TI': {'precision': 0.9837898267188373, 'recall': 0.9805013927576601, 'f1-score': 0.9821428571428571, 'support': 1795.0}, 'TI': {'precision': 0.4444444444444444, 'recall': 0.49122807017543857, 'f1-score': 0.4666666666666667, 'support': 57.0}, 'accuracy': 0.9654427645788337, 'macro avg': {'precision': 0.7141171355816409, 'recall': 0.7358647314665494, 'f1-score': 0.7244047619047619, 'support': 1852.0}, 'weighted avg': {'precision': 0.9671901038302625, 'recall': 0.9654427645788337, 'f1-score': 0.9662777692070348, 'support': 1852.0}} | 0.0346 | {'~PC': {'precision': 0.9864277958740499, 'recall': 0.9950711938663745, 'f1-score': 0.9907306434023991, 'support': 1826.0}, 'PC': {'precision': 0.1, 'recall': 0.038461538461538464, 'f1-score': 0.05555555555555555, 'support': 26.0}, 'accuracy': 0.9816414686825053, 'macro avg': {'precision': 0.543213897937025, 'recall': 0.5167663661639565, 'f1-score': 0.5231430994789773, 'support': 1852.0}, 'weighted avg': {'precision': 0.973983345176034, 'recall': 0.9816414686825053, 'f1-score': 0.9776018354736636, 'support': 1852.0}} | 0.0184 | {'f1-score': 0.6689729281201345, 'hamming': 0.0183585313174946} | +| 0.002 | 29.0 | 2842 | 0.1685 | {'~LIN': {'precision': 0.991332611050921, 'recall': 0.997275204359673, 'f1-score': 0.9942950285248574, 'support': 1835.0}, 'LIN': {'precision': 0.16666666666666666, 'recall': 0.058823529411764705, 'f1-score': 0.08695652173913043, 'support': 17.0}, 'accuracy': 0.9886609071274298, 'macro avg': {'precision': 0.5789996388587938, 'recall': 0.5280493668857188, 'f1-score': 0.540625775131994, 'support': 1852.0}, 'weighted avg': {'precision': 0.9837627832676961, 'recall': 0.9886609071274298, 'f1-score': 0.9859663273286601, 'support': 1852.0}} | 0.0113 | {'~SI': {'precision': 0.9830415754923414, 'recall': 0.9906284454244763, 'f1-score': 0.9868204283360791, 'support': 1814.0}, 'SI': {'precision': 0.2916666666666667, 'recall': 0.18421052631578946, 'f1-score': 0.22580645161290322, 'support': 38.0}, 'accuracy': 0.9740820734341252, 'macro avg': {'precision': 0.6373541210795041, 'recall': 0.5874194858701328, 'f1-score': 0.6063134399744912, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688556972334992, 'recall': 0.9740820734341252, 'f1-score': 0.9712056707143292, 'support': 1852.0}} | 0.0259 | {'~CL': {'precision': 0.9770182675309369, 'recall': 0.9922202274087373, 'f1-score': 0.9845605700712589, 'support': 1671.0}, 'CL': {'precision': 0.9161290322580645, 'recall': 0.7845303867403315, 'f1-score': 0.8452380952380952, 'support': 181.0}, 'accuracy': 0.9719222462203023, 'macro avg': {'precision': 0.9465736498945008, 'recall': 0.8883753070745344, 'f1-score': 0.914899332654677, 'support': 1852.0}, 'weighted avg': {'precision': 0.9710674297423895, 'recall': 0.9719222462203023, 'f1-score': 0.9709442806842165, 'support': 1852.0}} | 0.0281 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9808219178082191, 'recall': 0.9933407325194229, 'f1-score': 0.9870416322029225, 'support': 1802.0}, 'PL': {'precision': 0.5555555555555556, 'recall': 0.3, 'f1-score': 0.38961038961038963, 'support': 50.0}, 'accuracy': 0.974622030237581, 'macro avg': {'precision': 0.7681887366818874, 'recall': 0.6466703662597114, 'f1-score': 0.688326010906656, 'support': 1852.0}, 'weighted avg': {'precision': 0.9693406445292596, 'recall': 0.974622030237581, 'f1-score': 0.9709122790011803, 'support': 1852.0}} | 0.0254 | {'~TI': {'precision': 0.9837898267188373, 'recall': 0.9805013927576601, 'f1-score': 0.9821428571428571, 'support': 1795.0}, 'TI': {'precision': 0.4444444444444444, 'recall': 0.49122807017543857, 'f1-score': 0.4666666666666667, 'support': 57.0}, 'accuracy': 0.9654427645788337, 'macro avg': {'precision': 0.7141171355816409, 'recall': 0.7358647314665494, 'f1-score': 0.7244047619047619, 'support': 1852.0}, 'weighted avg': {'precision': 0.9671901038302625, 'recall': 0.9654427645788337, 'f1-score': 0.9662777692070348, 'support': 1852.0}} | 0.0346 | {'~PC': {'precision': 0.9864351600651112, 'recall': 0.9956188389923329, 'f1-score': 0.9910057236304171, 'support': 1826.0}, 'PC': {'precision': 0.1111111111111111, 'recall': 0.038461538461538464, 'f1-score': 0.05714285714285714, 'support': 26.0}, 'accuracy': 0.9821814254859611, 'macro avg': {'precision': 0.5487731355881111, 'recall': 0.5170401887269357, 'f1-score': 0.5240742903866371, 'support': 1852.0}, 'weighted avg': {'precision': 0.9741465935031219, 'recall': 0.9821814254859611, 'f1-score': 0.9778953378157969, 'support': 1852.0}} | 0.0178 | {'f1-score': 0.6662940675387514, 'hamming': 0.01869600431965443} | +| 0.002 | 30.0 | 2940 | 0.1735 | {'~LIN': {'precision': 0.9913373037357878, 'recall': 0.9978201634877384, 'f1-score': 0.9945681694731124, 'support': 1835.0}, 'LIN': {'precision': 0.2, 'recall': 0.058823529411764705, 'f1-score': 0.09090909090909091, 'support': 17.0}, 'accuracy': 0.9892008639308856, 'macro avg': {'precision': 0.5956686518678939, 'recall': 0.5283218464497516, 'f1-score': 0.5427386301911017, 'support': 1852.0}, 'weighted avg': {'precision': 0.9840734083991203, 'recall': 0.9892008639308856, 'f1-score': 0.9862732427260344, 'support': 1852.0}} | 0.0108 | {'~SI': {'precision': 0.9830508474576272, 'recall': 0.9911797133406836, 'f1-score': 0.987098545155092, 'support': 1814.0}, 'SI': {'precision': 0.30434782608695654, 'recall': 0.18421052631578946, 'f1-score': 0.22950819672131148, 'support': 38.0}, 'accuracy': 0.974622030237581, 'macro avg': {'precision': 0.6436993367722919, 'recall': 0.5876951198282365, 'f1-score': 0.6083033709382017, 'support': 1852.0}, 'weighted avg': {'precision': 0.9691249755288553, 'recall': 0.974622030237581, 'f1-score': 0.971554034766062, 'support': 1852.0}} | 0.0254 | {'~CL': {'precision': 0.9764428739693758, 'recall': 0.9922202274087373, 'f1-score': 0.9842683288809736, 'support': 1671.0}, 'CL': {'precision': 0.9155844155844156, 'recall': 0.7790055248618785, 'f1-score': 0.8417910447761194, 'support': 181.0}, 'accuracy': 0.9713822894168467, 'macro avg': {'precision': 0.9460136447768956, 'recall': 0.8856128761353079, 'f1-score': 0.9130296868285466, 'support': 1852.0}, 'weighted avg': {'precision': 0.9704950440732214, 'recall': 0.9713822894168467, 'f1-score': 0.9703437131018275, 'support': 1852.0}} | 0.0286 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9813494240263302, 'recall': 0.9927857935627081, 'f1-score': 0.9870344827586207, 'support': 1802.0}, 'PL': {'precision': 0.5517241379310345, 'recall': 0.32, 'f1-score': 0.4050632911392405, 'support': 50.0}, 'accuracy': 0.974622030237581, 'macro avg': {'precision': 0.7665367809786823, 'recall': 0.656392896781354, 'f1-score': 0.6960488869489306, 'support': 1852.0}, 'weighted avg': {'precision': 0.9697504692181418, 'recall': 0.974622030237581, 'f1-score': 0.9713225175421147, 'support': 1852.0}} | 0.0254 | {'~TI': {'precision': 0.9837807606263982, 'recall': 0.9799442896935933, 'f1-score': 0.9818587775607033, 'support': 1795.0}, 'TI': {'precision': 0.4375, 'recall': 0.49122807017543857, 'f1-score': 0.4628099173553719, 'support': 57.0}, 'accuracy': 0.964902807775378, 'macro avg': {'precision': 0.7106403803131991, 'recall': 0.7355861799345159, 'f1-score': 0.7223343474580376, 'support': 1852.0}, 'weighted avg': {'precision': 0.9669675838684583, 'recall': 0.964902807775378, 'f1-score': 0.9658837316472563, 'support': 1852.0}} | 0.0351 | {'~PC': {'precision': 0.9864572047670639, 'recall': 0.9972617743702081, 'f1-score': 0.9918300653594772, 'support': 1826.0}, 'PC': {'precision': 0.16666666666666666, 'recall': 0.038461538461538464, 'f1-score': 0.0625, 'support': 26.0}, 'accuracy': 0.9838012958963283, 'macro avg': {'precision': 0.5765619357168653, 'recall': 0.5178616564158733, 'f1-score': 0.5271650326797386, 'support': 1852.0}, 'weighted avg': {'precision': 0.9749482663272094, 'recall': 0.9838012958963283, 'f1-score': 0.9787833149818603, 'support': 1852.0}} | 0.0162 | {'f1-score': 0.6676661105494188, 'hamming': 0.01849352051835853} | +| 0.0006 | 31.0 | 3038 | 0.1764 | {'~LIN': {'precision': 0.9913373037357878, 'recall': 0.9978201634877384, 'f1-score': 0.9945681694731124, 'support': 1835.0}, 'LIN': {'precision': 0.2, 'recall': 0.058823529411764705, 'f1-score': 0.09090909090909091, 'support': 17.0}, 'accuracy': 0.9892008639308856, 'macro avg': {'precision': 0.5956686518678939, 'recall': 0.5283218464497516, 'f1-score': 0.5427386301911017, 'support': 1852.0}, 'weighted avg': {'precision': 0.9840734083991203, 'recall': 0.9892008639308856, 'f1-score': 0.9862732427260344, 'support': 1852.0}} | 0.0108 | {'~SI': {'precision': 0.983032293377121, 'recall': 0.9900771775082691, 'f1-score': 0.9865421587475968, 'support': 1814.0}, 'SI': {'precision': 0.28, 'recall': 0.18421052631578946, 'f1-score': 0.2222222222222222, 'support': 38.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.6315161466885605, 'recall': 0.5871438519120292, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9686072247225148, 'recall': 0.9735421166306696, 'f1-score': 0.9708595682573352, 'support': 1852.0}} | 0.0265 | {'~CL': {'precision': 0.9758681577398469, 'recall': 0.9922202274087373, 'f1-score': 0.9839762611275964, 'support': 1671.0}, 'CL': {'precision': 0.9150326797385621, 'recall': 0.7734806629834254, 'f1-score': 0.8383233532934131, 'support': 181.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.9454504187392045, 'recall': 0.8828504451960814, 'f1-score': 0.9111498072105048, 'support': 1852.0}, 'weighted avg': {'precision': 0.9699225737667191, 'recall': 0.9708423326133909, 'f1-score': 0.9697412847139963, 'support': 1852.0}} | 0.0292 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9808219178082191, 'recall': 0.9933407325194229, 'f1-score': 0.9870416322029225, 'support': 1802.0}, 'PL': {'precision': 0.5555555555555556, 'recall': 0.3, 'f1-score': 0.38961038961038963, 'support': 50.0}, 'accuracy': 0.974622030237581, 'macro avg': {'precision': 0.7681887366818874, 'recall': 0.6466703662597114, 'f1-score': 0.688326010906656, 'support': 1852.0}, 'weighted avg': {'precision': 0.9693406445292596, 'recall': 0.974622030237581, 'f1-score': 0.9709122790011803, 'support': 1852.0}} | 0.0254 | {'~TI': {'precision': 0.9837898267188373, 'recall': 0.9805013927576601, 'f1-score': 0.9821428571428571, 'support': 1795.0}, 'TI': {'precision': 0.4444444444444444, 'recall': 0.49122807017543857, 'f1-score': 0.4666666666666667, 'support': 57.0}, 'accuracy': 0.9654427645788337, 'macro avg': {'precision': 0.7141171355816409, 'recall': 0.7358647314665494, 'f1-score': 0.7244047619047619, 'support': 1852.0}, 'weighted avg': {'precision': 0.9671901038302625, 'recall': 0.9654427645788337, 'f1-score': 0.9662777692070348, 'support': 1852.0}} | 0.0346 | {'~PC': {'precision': 0.986449864498645, 'recall': 0.9967141292442497, 'f1-score': 0.991555434486516, 'support': 1826.0}, 'PC': {'precision': 0.14285714285714285, 'recall': 0.038461538461538464, 'f1-score': 0.06060606060606061, 'support': 26.0}, 'accuracy': 0.9832613390928726, 'macro avg': {'precision': 0.5646535036778939, 'recall': 0.5175878338528941, 'f1-score': 0.5260807475462883, 'support': 1852.0}, 'weighted avg': {'precision': 0.9746067701343475, 'recall': 0.9832613390928726, 'f1-score': 0.9784859508359264, 'support': 1852.0}} | 0.0167 | {'f1-score': 0.666098884699377, 'hamming': 0.018696004319654427} | +| 0.0006 | 32.0 | 3136 | 0.1783 | {'~LIN': {'precision': 0.9913513513513513, 'recall': 0.9994550408719346, 'f1-score': 0.9953867028493895, 'support': 1835.0}, 'LIN': {'precision': 0.5, 'recall': 0.058823529411764705, 'f1-score': 0.10526315789473684, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.7456756756756757, 'recall': 0.5291392851418496, 'f1-score': 0.5503249303720632, 'support': 1852.0}, 'weighted avg': {'precision': 0.9868411067655127, 'recall': 0.9908207343412527, 'f1-score': 0.9872160223611449, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.9830415754923414, 'recall': 0.9906284454244763, 'f1-score': 0.9868204283360791, 'support': 1814.0}, 'SI': {'precision': 0.2916666666666667, 'recall': 0.18421052631578946, 'f1-score': 0.22580645161290322, 'support': 38.0}, 'accuracy': 0.9740820734341252, 'macro avg': {'precision': 0.6373541210795041, 'recall': 0.5874194858701328, 'f1-score': 0.6063134399744912, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688556972334992, 'recall': 0.9740820734341252, 'f1-score': 0.9712056707143292, 'support': 1852.0}} | 0.0259 | {'~CL': {'precision': 0.9747356051703878, 'recall': 0.992818671454219, 'f1-score': 0.9836940409131337, 'support': 1671.0}, 'CL': {'precision': 0.92, 'recall': 0.7624309392265194, 'f1-score': 0.8338368580060423, 'support': 181.0}, 'accuracy': 0.9703023758099352, 'macro avg': {'precision': 0.9473678025851939, 'recall': 0.8776248053403692, 'f1-score': 0.908765449459588, 'support': 1852.0}, 'weighted avg': {'precision': 0.9693861750754418, 'recall': 0.9703023758099352, 'f1-score': 0.9690481715253456, 'support': 1852.0}} | 0.0297 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9808219178082191, 'recall': 0.9933407325194229, 'f1-score': 0.9870416322029225, 'support': 1802.0}, 'PL': {'precision': 0.5555555555555556, 'recall': 0.3, 'f1-score': 0.38961038961038963, 'support': 50.0}, 'accuracy': 0.974622030237581, 'macro avg': {'precision': 0.7681887366818874, 'recall': 0.6466703662597114, 'f1-score': 0.688326010906656, 'support': 1852.0}, 'weighted avg': {'precision': 0.9693406445292596, 'recall': 0.974622030237581, 'f1-score': 0.9709122790011803, 'support': 1852.0}} | 0.0254 | {'~TI': {'precision': 0.9837988826815642, 'recall': 0.981058495821727, 'f1-score': 0.9824267782426779, 'support': 1795.0}, 'TI': {'precision': 0.45161290322580644, 'recall': 0.49122807017543857, 'f1-score': 0.47058823529411764, 'support': 57.0}, 'accuracy': 0.9659827213822895, 'macro avg': {'precision': 0.7177058929536854, 'recall': 0.7361432829985828, 'f1-score': 0.7265075067683977, 'support': 1852.0}, 'weighted avg': {'precision': 0.9674195085838438, 'recall': 0.9659827213822895, 'f1-score': 0.9666736481411293, 'support': 1852.0}} | 0.0340 | {'~PC': {'precision': 0.986449864498645, 'recall': 0.9967141292442497, 'f1-score': 0.991555434486516, 'support': 1826.0}, 'PC': {'precision': 0.14285714285714285, 'recall': 0.038461538461538464, 'f1-score': 0.06060606060606061, 'support': 26.0}, 'accuracy': 0.9832613390928726, 'macro avg': {'precision': 0.5646535036778939, 'recall': 0.5175878338528941, 'f1-score': 0.5260807475462883, 'support': 1852.0}, 'weighted avg': {'precision': 0.9746067701343475, 'recall': 0.9832613390928726, 'f1-score': 0.9784859508359264, 'support': 1852.0}} | 0.0167 | {'f1-score': 0.6672533767972848, 'hamming': 0.018426025917926567} | +| 0.0006 | 33.0 | 3234 | 0.1793 | {'~LIN': {'precision': 0.9913513513513513, 'recall': 0.9994550408719346, 'f1-score': 0.9953867028493895, 'support': 1835.0}, 'LIN': {'precision': 0.5, 'recall': 0.058823529411764705, 'f1-score': 0.10526315789473684, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.7456756756756757, 'recall': 0.5291392851418496, 'f1-score': 0.5503249303720632, 'support': 1852.0}, 'weighted avg': {'precision': 0.9868411067655127, 'recall': 0.9908207343412527, 'f1-score': 0.9872160223611449, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.9830415754923414, 'recall': 0.9906284454244763, 'f1-score': 0.9868204283360791, 'support': 1814.0}, 'SI': {'precision': 0.2916666666666667, 'recall': 0.18421052631578946, 'f1-score': 0.22580645161290322, 'support': 38.0}, 'accuracy': 0.9740820734341252, 'macro avg': {'precision': 0.6373541210795041, 'recall': 0.5874194858701328, 'f1-score': 0.6063134399744912, 'support': 1852.0}, 'weighted avg': {'precision': 0.9688556972334992, 'recall': 0.9740820734341252, 'f1-score': 0.9712056707143292, 'support': 1852.0}} | 0.0259 | {'~CL': {'precision': 0.9747356051703878, 'recall': 0.992818671454219, 'f1-score': 0.9836940409131337, 'support': 1671.0}, 'CL': {'precision': 0.92, 'recall': 0.7624309392265194, 'f1-score': 0.8338368580060423, 'support': 181.0}, 'accuracy': 0.9703023758099352, 'macro avg': {'precision': 0.9473678025851939, 'recall': 0.8776248053403692, 'f1-score': 0.908765449459588, 'support': 1852.0}, 'weighted avg': {'precision': 0.9693861750754418, 'recall': 0.9703023758099352, 'f1-score': 0.9690481715253456, 'support': 1852.0}} | 0.0297 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9813494240263302, 'recall': 0.9927857935627081, 'f1-score': 0.9870344827586207, 'support': 1802.0}, 'PL': {'precision': 0.5517241379310345, 'recall': 0.32, 'f1-score': 0.4050632911392405, 'support': 50.0}, 'accuracy': 0.974622030237581, 'macro avg': {'precision': 0.7665367809786823, 'recall': 0.656392896781354, 'f1-score': 0.6960488869489306, 'support': 1852.0}, 'weighted avg': {'precision': 0.9697504692181418, 'recall': 0.974622030237581, 'f1-score': 0.9713225175421147, 'support': 1852.0}} | 0.0254 | {'~TI': {'precision': 0.9837988826815642, 'recall': 0.981058495821727, 'f1-score': 0.9824267782426779, 'support': 1795.0}, 'TI': {'precision': 0.45161290322580644, 'recall': 0.49122807017543857, 'f1-score': 0.47058823529411764, 'support': 57.0}, 'accuracy': 0.9659827213822895, 'macro avg': {'precision': 0.7177058929536854, 'recall': 0.7361432829985828, 'f1-score': 0.7265075067683977, 'support': 1852.0}, 'weighted avg': {'precision': 0.9674195085838438, 'recall': 0.9659827213822895, 'f1-score': 0.9666736481411293, 'support': 1852.0}} | 0.0340 | {'~PC': {'precision': 0.986449864498645, 'recall': 0.9967141292442497, 'f1-score': 0.991555434486516, 'support': 1826.0}, 'PC': {'precision': 0.14285714285714285, 'recall': 0.038461538461538464, 'f1-score': 0.06060606060606061, 'support': 26.0}, 'accuracy': 0.9832613390928726, 'macro avg': {'precision': 0.5646535036778939, 'recall': 0.5175878338528941, 'f1-score': 0.5260807475462883, 'support': 1852.0}, 'weighted avg': {'precision': 0.9746067701343475, 'recall': 0.9832613390928726, 'f1-score': 0.9784859508359264, 'support': 1852.0}} | 0.0167 | {'f1-score': 0.6682187363025691, 'hamming': 0.018426025917926567} | +| 0.0006 | 34.0 | 3332 | 0.1805 | {'~LIN': {'precision': 0.9913513513513513, 'recall': 0.9994550408719346, 'f1-score': 0.9953867028493895, 'support': 1835.0}, 'LIN': {'precision': 0.5, 'recall': 0.058823529411764705, 'f1-score': 0.10526315789473684, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.7456756756756757, 'recall': 0.5291392851418496, 'f1-score': 0.5503249303720632, 'support': 1852.0}, 'weighted avg': {'precision': 0.9868411067655127, 'recall': 0.9908207343412527, 'f1-score': 0.9872160223611449, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.983032293377121, 'recall': 0.9900771775082691, 'f1-score': 0.9865421587475968, 'support': 1814.0}, 'SI': {'precision': 0.28, 'recall': 0.18421052631578946, 'f1-score': 0.2222222222222222, 'support': 38.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.6315161466885605, 'recall': 0.5871438519120292, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9686072247225148, 'recall': 0.9735421166306696, 'f1-score': 0.9708595682573352, 'support': 1852.0}} | 0.0265 | {'~CL': {'precision': 0.9753086419753086, 'recall': 0.992818671454219, 'f1-score': 0.9839857651245552, 'support': 1671.0}, 'CL': {'precision': 0.9205298013245033, 'recall': 0.7679558011049724, 'f1-score': 0.8373493975903614, 'support': 181.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.9479192216499059, 'recall': 0.8803872362795957, 'f1-score': 0.9106675813574583, 'support': 1852.0}, 'weighted avg': {'precision': 0.9699549863825463, 'recall': 0.9708423326133909, 'f1-score': 0.9696546730491291, 'support': 1852.0}} | 0.0292 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9813494240263302, 'recall': 0.9927857935627081, 'f1-score': 0.9870344827586207, 'support': 1802.0}, 'PL': {'precision': 0.5517241379310345, 'recall': 0.32, 'f1-score': 0.4050632911392405, 'support': 50.0}, 'accuracy': 0.974622030237581, 'macro avg': {'precision': 0.7665367809786823, 'recall': 0.656392896781354, 'f1-score': 0.6960488869489306, 'support': 1852.0}, 'weighted avg': {'precision': 0.9697504692181418, 'recall': 0.974622030237581, 'f1-score': 0.9713225175421147, 'support': 1852.0}} | 0.0254 | {'~TI': {'precision': 0.9837988826815642, 'recall': 0.981058495821727, 'f1-score': 0.9824267782426779, 'support': 1795.0}, 'TI': {'precision': 0.45161290322580644, 'recall': 0.49122807017543857, 'f1-score': 0.47058823529411764, 'support': 57.0}, 'accuracy': 0.9659827213822895, 'macro avg': {'precision': 0.7177058929536854, 'recall': 0.7361432829985828, 'f1-score': 0.7265075067683977, 'support': 1852.0}, 'weighted avg': {'precision': 0.9674195085838438, 'recall': 0.9659827213822895, 'f1-score': 0.9666736481411293, 'support': 1852.0}} | 0.0340 | {'~PC': {'precision': 0.986449864498645, 'recall': 0.9967141292442497, 'f1-score': 0.991555434486516, 'support': 1826.0}, 'PC': {'precision': 0.14285714285714285, 'recall': 0.038461538461538464, 'f1-score': 0.06060606060606061, 'support': 26.0}, 'accuracy': 0.9832613390928726, 'macro avg': {'precision': 0.5646535036778939, 'recall': 0.5175878338528941, 'f1-score': 0.5260807475462883, 'support': 1852.0}, 'weighted avg': {'precision': 0.9746067701343475, 'recall': 0.9832613390928726, 'f1-score': 0.9784859508359264, 'support': 1852.0}} | 0.0167 | {'f1-score': 0.6682150966036052, 'hamming': 0.018426025917926567} | +| 0.0006 | 35.0 | 3430 | 0.1826 | {'~LIN': {'precision': 0.9913513513513513, 'recall': 0.9994550408719346, 'f1-score': 0.9953867028493895, 'support': 1835.0}, 'LIN': {'precision': 0.5, 'recall': 0.058823529411764705, 'f1-score': 0.10526315789473684, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.7456756756756757, 'recall': 0.5291392851418496, 'f1-score': 0.5503249303720632, 'support': 1852.0}, 'weighted avg': {'precision': 0.9868411067655127, 'recall': 0.9908207343412527, 'f1-score': 0.9872160223611449, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.983032293377121, 'recall': 0.9900771775082691, 'f1-score': 0.9865421587475968, 'support': 1814.0}, 'SI': {'precision': 0.28, 'recall': 0.18421052631578946, 'f1-score': 0.2222222222222222, 'support': 38.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.6315161466885605, 'recall': 0.5871438519120292, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9686072247225148, 'recall': 0.9735421166306696, 'f1-score': 0.9708595682573352, 'support': 1852.0}} | 0.0265 | {'~CL': {'precision': 0.9747504403992954, 'recall': 0.9934171154997008, 'f1-score': 0.983995257854179, 'support': 1671.0}, 'CL': {'precision': 0.9261744966442953, 'recall': 0.7624309392265194, 'f1-score': 0.8363636363636363, 'support': 181.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.9504624685217953, 'recall': 0.8779240273631101, 'f1-score': 0.9101794471089076, 'support': 1852.0}, 'weighted avg': {'precision': 0.9700030074513174, 'recall': 0.9708423326133909, 'f1-score': 0.9695668974385266, 'support': 1852.0}} | 0.0292 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9813494240263302, 'recall': 0.9927857935627081, 'f1-score': 0.9870344827586207, 'support': 1802.0}, 'PL': {'precision': 0.5517241379310345, 'recall': 0.32, 'f1-score': 0.4050632911392405, 'support': 50.0}, 'accuracy': 0.974622030237581, 'macro avg': {'precision': 0.7665367809786823, 'recall': 0.656392896781354, 'f1-score': 0.6960488869489306, 'support': 1852.0}, 'weighted avg': {'precision': 0.9697504692181418, 'recall': 0.974622030237581, 'f1-score': 0.9713225175421147, 'support': 1852.0}} | 0.0254 | {'~TI': {'precision': 0.9837988826815642, 'recall': 0.981058495821727, 'f1-score': 0.9824267782426779, 'support': 1795.0}, 'TI': {'precision': 0.45161290322580644, 'recall': 0.49122807017543857, 'f1-score': 0.47058823529411764, 'support': 57.0}, 'accuracy': 0.9659827213822895, 'macro avg': {'precision': 0.7177058929536854, 'recall': 0.7361432829985828, 'f1-score': 0.7265075067683977, 'support': 1852.0}, 'weighted avg': {'precision': 0.9674195085838438, 'recall': 0.9659827213822895, 'f1-score': 0.9666736481411293, 'support': 1852.0}} | 0.0340 | {'~PC': {'precision': 0.986449864498645, 'recall': 0.9967141292442497, 'f1-score': 0.991555434486516, 'support': 1826.0}, 'PC': {'precision': 0.14285714285714285, 'recall': 0.038461538461538464, 'f1-score': 0.06060606060606061, 'support': 26.0}, 'accuracy': 0.9832613390928726, 'macro avg': {'precision': 0.5646535036778939, 'recall': 0.5175878338528941, 'f1-score': 0.5260807475462883, 'support': 1852.0}, 'weighted avg': {'precision': 0.9746067701343475, 'recall': 0.9832613390928726, 'f1-score': 0.9784859508359264, 'support': 1852.0}} | 0.0167 | {'f1-score': 0.6681540798225364, 'hamming': 0.018426025917926567} | +| 0.0002 | 36.0 | 3528 | 0.1830 | {'~LIN': {'precision': 0.9913513513513513, 'recall': 0.9994550408719346, 'f1-score': 0.9953867028493895, 'support': 1835.0}, 'LIN': {'precision': 0.5, 'recall': 0.058823529411764705, 'f1-score': 0.10526315789473684, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.7456756756756757, 'recall': 0.5291392851418496, 'f1-score': 0.5503249303720632, 'support': 1852.0}, 'weighted avg': {'precision': 0.9868411067655127, 'recall': 0.9908207343412527, 'f1-score': 0.9872160223611449, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.983032293377121, 'recall': 0.9900771775082691, 'f1-score': 0.9865421587475968, 'support': 1814.0}, 'SI': {'precision': 0.28, 'recall': 0.18421052631578946, 'f1-score': 0.2222222222222222, 'support': 38.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.6315161466885605, 'recall': 0.5871438519120292, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9686072247225148, 'recall': 0.9735421166306696, 'f1-score': 0.9708595682573352, 'support': 1852.0}} | 0.0265 | {'~CL': {'precision': 0.9747504403992954, 'recall': 0.9934171154997008, 'f1-score': 0.983995257854179, 'support': 1671.0}, 'CL': {'precision': 0.9261744966442953, 'recall': 0.7624309392265194, 'f1-score': 0.8363636363636363, 'support': 181.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.9504624685217953, 'recall': 0.8779240273631101, 'f1-score': 0.9101794471089076, 'support': 1852.0}, 'weighted avg': {'precision': 0.9700030074513174, 'recall': 0.9708423326133909, 'f1-score': 0.9695668974385266, 'support': 1852.0}} | 0.0292 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9818880351262349, 'recall': 0.9927857935627081, 'f1-score': 0.9873068432671082, 'support': 1802.0}, 'PL': {'precision': 0.5666666666666667, 'recall': 0.34, 'f1-score': 0.425, 'support': 50.0}, 'accuracy': 0.9751619870410367, 'macro avg': {'precision': 0.7742773508964508, 'recall': 0.666392896781354, 'f1-score': 0.7061534216335541, 'support': 1852.0}, 'weighted avg': {'precision': 0.9706779549842379, 'recall': 0.9751619870410367, 'f1-score': 0.9721257729845189, 'support': 1852.0}} | 0.0248 | {'~TI': {'precision': 0.9837807606263982, 'recall': 0.9799442896935933, 'f1-score': 0.9818587775607033, 'support': 1795.0}, 'TI': {'precision': 0.4375, 'recall': 0.49122807017543857, 'f1-score': 0.4628099173553719, 'support': 57.0}, 'accuracy': 0.964902807775378, 'macro avg': {'precision': 0.7106403803131991, 'recall': 0.7355861799345159, 'f1-score': 0.7223343474580376, 'support': 1852.0}, 'weighted avg': {'precision': 0.9669675838684583, 'recall': 0.964902807775378, 'f1-score': 0.9658837316472563, 'support': 1852.0}} | 0.0351 | {'~PC': {'precision': 0.986449864498645, 'recall': 0.9967141292442497, 'f1-score': 0.991555434486516, 'support': 1826.0}, 'PC': {'precision': 0.14285714285714285, 'recall': 0.038461538461538464, 'f1-score': 0.06060606060606061, 'support': 26.0}, 'accuracy': 0.9832613390928726, 'macro avg': {'precision': 0.5646535036778939, 'recall': 0.5175878338528941, 'f1-score': 0.5260807475462883, 'support': 1852.0}, 'weighted avg': {'precision': 0.9746067701343475, 'recall': 0.9832613390928726, 'f1-score': 0.9784859508359264, 'support': 1852.0}} | 0.0167 | {'f1-score': 0.6688955017443192, 'hamming': 0.018493520518358533} | +| 0.0002 | 37.0 | 3626 | 0.1835 | {'~LIN': {'precision': 0.9913513513513513, 'recall': 0.9994550408719346, 'f1-score': 0.9953867028493895, 'support': 1835.0}, 'LIN': {'precision': 0.5, 'recall': 0.058823529411764705, 'f1-score': 0.10526315789473684, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.7456756756756757, 'recall': 0.5291392851418496, 'f1-score': 0.5503249303720632, 'support': 1852.0}, 'weighted avg': {'precision': 0.9868411067655127, 'recall': 0.9908207343412527, 'f1-score': 0.9872160223611449, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.983032293377121, 'recall': 0.9900771775082691, 'f1-score': 0.9865421587475968, 'support': 1814.0}, 'SI': {'precision': 0.28, 'recall': 0.18421052631578946, 'f1-score': 0.2222222222222222, 'support': 38.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.6315161466885605, 'recall': 0.5871438519120292, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9686072247225148, 'recall': 0.9735421166306696, 'f1-score': 0.9708595682573352, 'support': 1852.0}} | 0.0265 | {'~CL': {'precision': 0.9747356051703878, 'recall': 0.992818671454219, 'f1-score': 0.9836940409131337, 'support': 1671.0}, 'CL': {'precision': 0.92, 'recall': 0.7624309392265194, 'f1-score': 0.8338368580060423, 'support': 181.0}, 'accuracy': 0.9703023758099352, 'macro avg': {'precision': 0.9473678025851939, 'recall': 0.8776248053403692, 'f1-score': 0.908765449459588, 'support': 1852.0}, 'weighted avg': {'precision': 0.9693861750754418, 'recall': 0.9703023758099352, 'f1-score': 0.9690481715253456, 'support': 1852.0}} | 0.0297 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9818880351262349, 'recall': 0.9927857935627081, 'f1-score': 0.9873068432671082, 'support': 1802.0}, 'PL': {'precision': 0.5666666666666667, 'recall': 0.34, 'f1-score': 0.425, 'support': 50.0}, 'accuracy': 0.9751619870410367, 'macro avg': {'precision': 0.7742773508964508, 'recall': 0.666392896781354, 'f1-score': 0.7061534216335541, 'support': 1852.0}, 'weighted avg': {'precision': 0.9706779549842379, 'recall': 0.9751619870410367, 'f1-score': 0.9721257729845189, 'support': 1852.0}} | 0.0248 | {'~TI': {'precision': 0.9837807606263982, 'recall': 0.9799442896935933, 'f1-score': 0.9818587775607033, 'support': 1795.0}, 'TI': {'precision': 0.4375, 'recall': 0.49122807017543857, 'f1-score': 0.4628099173553719, 'support': 57.0}, 'accuracy': 0.964902807775378, 'macro avg': {'precision': 0.7106403803131991, 'recall': 0.7355861799345159, 'f1-score': 0.7223343474580376, 'support': 1852.0}, 'weighted avg': {'precision': 0.9669675838684583, 'recall': 0.964902807775378, 'f1-score': 0.9658837316472563, 'support': 1852.0}} | 0.0351 | {'~PC': {'precision': 0.986449864498645, 'recall': 0.9967141292442497, 'f1-score': 0.991555434486516, 'support': 1826.0}, 'PC': {'precision': 0.14285714285714285, 'recall': 0.038461538461538464, 'f1-score': 0.06060606060606061, 'support': 26.0}, 'accuracy': 0.9832613390928726, 'macro avg': {'precision': 0.5646535036778939, 'recall': 0.5175878338528941, 'f1-score': 0.5260807475462883, 'support': 1852.0}, 'weighted avg': {'precision': 0.9746067701343475, 'recall': 0.9832613390928726, 'f1-score': 0.9784859508359264, 'support': 1852.0}} | 0.0167 | {'f1-score': 0.6687187520381543, 'hamming': 0.0185610151187905} | +| 0.0002 | 38.0 | 3724 | 0.1838 | {'~LIN': {'precision': 0.9913513513513513, 'recall': 0.9994550408719346, 'f1-score': 0.9953867028493895, 'support': 1835.0}, 'LIN': {'precision': 0.5, 'recall': 0.058823529411764705, 'f1-score': 0.10526315789473684, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.7456756756756757, 'recall': 0.5291392851418496, 'f1-score': 0.5503249303720632, 'support': 1852.0}, 'weighted avg': {'precision': 0.9868411067655127, 'recall': 0.9908207343412527, 'f1-score': 0.9872160223611449, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.983032293377121, 'recall': 0.9900771775082691, 'f1-score': 0.9865421587475968, 'support': 1814.0}, 'SI': {'precision': 0.28, 'recall': 0.18421052631578946, 'f1-score': 0.2222222222222222, 'support': 38.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.6315161466885605, 'recall': 0.5871438519120292, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9686072247225148, 'recall': 0.9735421166306696, 'f1-score': 0.9708595682573352, 'support': 1852.0}} | 0.0265 | {'~CL': {'precision': 0.9747356051703878, 'recall': 0.992818671454219, 'f1-score': 0.9836940409131337, 'support': 1671.0}, 'CL': {'precision': 0.92, 'recall': 0.7624309392265194, 'f1-score': 0.8338368580060423, 'support': 181.0}, 'accuracy': 0.9703023758099352, 'macro avg': {'precision': 0.9473678025851939, 'recall': 0.8776248053403692, 'f1-score': 0.908765449459588, 'support': 1852.0}, 'weighted avg': {'precision': 0.9693861750754418, 'recall': 0.9703023758099352, 'f1-score': 0.9690481715253456, 'support': 1852.0}} | 0.0297 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9818880351262349, 'recall': 0.9927857935627081, 'f1-score': 0.9873068432671082, 'support': 1802.0}, 'PL': {'precision': 0.5666666666666667, 'recall': 0.34, 'f1-score': 0.425, 'support': 50.0}, 'accuracy': 0.9751619870410367, 'macro avg': {'precision': 0.7742773508964508, 'recall': 0.666392896781354, 'f1-score': 0.7061534216335541, 'support': 1852.0}, 'weighted avg': {'precision': 0.9706779549842379, 'recall': 0.9751619870410367, 'f1-score': 0.9721257729845189, 'support': 1852.0}} | 0.0248 | {'~TI': {'precision': 0.9837807606263982, 'recall': 0.9799442896935933, 'f1-score': 0.9818587775607033, 'support': 1795.0}, 'TI': {'precision': 0.4375, 'recall': 0.49122807017543857, 'f1-score': 0.4628099173553719, 'support': 57.0}, 'accuracy': 0.964902807775378, 'macro avg': {'precision': 0.7106403803131991, 'recall': 0.7355861799345159, 'f1-score': 0.7223343474580376, 'support': 1852.0}, 'weighted avg': {'precision': 0.9669675838684583, 'recall': 0.964902807775378, 'f1-score': 0.9658837316472563, 'support': 1852.0}} | 0.0351 | {'~PC': {'precision': 0.986449864498645, 'recall': 0.9967141292442497, 'f1-score': 0.991555434486516, 'support': 1826.0}, 'PC': {'precision': 0.14285714285714285, 'recall': 0.038461538461538464, 'f1-score': 0.06060606060606061, 'support': 26.0}, 'accuracy': 0.9832613390928726, 'macro avg': {'precision': 0.5646535036778939, 'recall': 0.5175878338528941, 'f1-score': 0.5260807475462883, 'support': 1852.0}, 'weighted avg': {'precision': 0.9746067701343475, 'recall': 0.9832613390928726, 'f1-score': 0.9784859508359264, 'support': 1852.0}} | 0.0167 | {'f1-score': 0.6687187520381543, 'hamming': 0.0185610151187905} | +| 0.0002 | 39.0 | 3822 | 0.1843 | {'~LIN': {'precision': 0.9913513513513513, 'recall': 0.9994550408719346, 'f1-score': 0.9953867028493895, 'support': 1835.0}, 'LIN': {'precision': 0.5, 'recall': 0.058823529411764705, 'f1-score': 0.10526315789473684, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.7456756756756757, 'recall': 0.5291392851418496, 'f1-score': 0.5503249303720632, 'support': 1852.0}, 'weighted avg': {'precision': 0.9868411067655127, 'recall': 0.9908207343412527, 'f1-score': 0.9872160223611449, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.983032293377121, 'recall': 0.9900771775082691, 'f1-score': 0.9865421587475968, 'support': 1814.0}, 'SI': {'precision': 0.28, 'recall': 0.18421052631578946, 'f1-score': 0.2222222222222222, 'support': 38.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.6315161466885605, 'recall': 0.5871438519120292, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9686072247225148, 'recall': 0.9735421166306696, 'f1-score': 0.9708595682573352, 'support': 1852.0}} | 0.0265 | {'~CL': {'precision': 0.9747504403992954, 'recall': 0.9934171154997008, 'f1-score': 0.983995257854179, 'support': 1671.0}, 'CL': {'precision': 0.9261744966442953, 'recall': 0.7624309392265194, 'f1-score': 0.8363636363636363, 'support': 181.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.9504624685217953, 'recall': 0.8779240273631101, 'f1-score': 0.9101794471089076, 'support': 1852.0}, 'weighted avg': {'precision': 0.9700030074513174, 'recall': 0.9708423326133909, 'f1-score': 0.9695668974385266, 'support': 1852.0}} | 0.0292 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9818880351262349, 'recall': 0.9927857935627081, 'f1-score': 0.9873068432671082, 'support': 1802.0}, 'PL': {'precision': 0.5666666666666667, 'recall': 0.34, 'f1-score': 0.425, 'support': 50.0}, 'accuracy': 0.9751619870410367, 'macro avg': {'precision': 0.7742773508964508, 'recall': 0.666392896781354, 'f1-score': 0.7061534216335541, 'support': 1852.0}, 'weighted avg': {'precision': 0.9706779549842379, 'recall': 0.9751619870410367, 'f1-score': 0.9721257729845189, 'support': 1852.0}} | 0.0248 | {'~TI': {'precision': 0.9837807606263982, 'recall': 0.9799442896935933, 'f1-score': 0.9818587775607033, 'support': 1795.0}, 'TI': {'precision': 0.4375, 'recall': 0.49122807017543857, 'f1-score': 0.4628099173553719, 'support': 57.0}, 'accuracy': 0.964902807775378, 'macro avg': {'precision': 0.7106403803131991, 'recall': 0.7355861799345159, 'f1-score': 0.7223343474580376, 'support': 1852.0}, 'weighted avg': {'precision': 0.9669675838684583, 'recall': 0.964902807775378, 'f1-score': 0.9658837316472563, 'support': 1852.0}} | 0.0351 | {'~PC': {'precision': 0.986449864498645, 'recall': 0.9967141292442497, 'f1-score': 0.991555434486516, 'support': 1826.0}, 'PC': {'precision': 0.14285714285714285, 'recall': 0.038461538461538464, 'f1-score': 0.06060606060606061, 'support': 26.0}, 'accuracy': 0.9832613390928726, 'macro avg': {'precision': 0.5646535036778939, 'recall': 0.5175878338528941, 'f1-score': 0.5260807475462883, 'support': 1852.0}, 'weighted avg': {'precision': 0.9746067701343475, 'recall': 0.9832613390928726, 'f1-score': 0.9784859508359264, 'support': 1852.0}} | 0.0167 | {'f1-score': 0.6688955017443192, 'hamming': 0.018493520518358533} | +| 0.0002 | 40.0 | 3920 | 0.1854 | {'~LIN': {'precision': 0.9913466738777718, 'recall': 0.9989100817438692, 'f1-score': 0.995114006514658, 'support': 1835.0}, 'LIN': {'precision': 0.3333333333333333, 'recall': 0.058823529411764705, 'f1-score': 0.1, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.6623400036055526, 'recall': 0.528866805577817, 'f1-score': 0.547557003257329, 'support': 1852.0}, 'weighted avg': {'precision': 0.9853065946179146, 'recall': 0.990280777537797, 'f1-score': 0.9868975172539942, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.983032293377121, 'recall': 0.9900771775082691, 'f1-score': 0.9865421587475968, 'support': 1814.0}, 'SI': {'precision': 0.28, 'recall': 0.18421052631578946, 'f1-score': 0.2222222222222222, 'support': 38.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.6315161466885605, 'recall': 0.5871438519120292, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9686072247225148, 'recall': 0.9735421166306696, 'f1-score': 0.9708595682573352, 'support': 1852.0}} | 0.0265 | {'~CL': {'precision': 0.9747356051703878, 'recall': 0.992818671454219, 'f1-score': 0.9836940409131337, 'support': 1671.0}, 'CL': {'precision': 0.92, 'recall': 0.7624309392265194, 'f1-score': 0.8338368580060423, 'support': 181.0}, 'accuracy': 0.9703023758099352, 'macro avg': {'precision': 0.9473678025851939, 'recall': 0.8776248053403692, 'f1-score': 0.908765449459588, 'support': 1852.0}, 'weighted avg': {'precision': 0.9693861750754418, 'recall': 0.9703023758099352, 'f1-score': 0.9690481715253456, 'support': 1852.0}} | 0.0297 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9818880351262349, 'recall': 0.9927857935627081, 'f1-score': 0.9873068432671082, 'support': 1802.0}, 'PL': {'precision': 0.5666666666666667, 'recall': 0.34, 'f1-score': 0.425, 'support': 50.0}, 'accuracy': 0.9751619870410367, 'macro avg': {'precision': 0.7742773508964508, 'recall': 0.666392896781354, 'f1-score': 0.7061534216335541, 'support': 1852.0}, 'weighted avg': {'precision': 0.9706779549842379, 'recall': 0.9751619870410367, 'f1-score': 0.9721257729845189, 'support': 1852.0}} | 0.0248 | {'~TI': {'precision': 0.9837716843872412, 'recall': 0.9793871866295265, 'f1-score': 0.981574539363484, 'support': 1795.0}, 'TI': {'precision': 0.4307692307692308, 'recall': 0.49122807017543857, 'f1-score': 0.45901639344262296, 'support': 57.0}, 'accuracy': 0.9643628509719222, 'macro avg': {'precision': 0.707270457578236, 'recall': 0.7353076284024825, 'f1-score': 0.7202954664030535, 'support': 1852.0}, 'weighted avg': {'precision': 0.9667516304691922, 'recall': 0.9643628509719222, 'f1-score': 0.965491486276287, 'support': 1852.0}} | 0.0356 | {'~PC': {'precision': 0.986449864498645, 'recall': 0.9967141292442497, 'f1-score': 0.991555434486516, 'support': 1826.0}, 'PC': {'precision': 0.14285714285714285, 'recall': 0.038461538461538464, 'f1-score': 0.06060606060606061, 'support': 26.0}, 'accuracy': 0.9832613390928726, 'macro avg': {'precision': 0.5646535036778939, 'recall': 0.5175878338528941, 'f1-score': 0.5260807475462883, 'support': 1852.0}, 'weighted avg': {'precision': 0.9746067701343475, 'recall': 0.9832613390928726, 'f1-score': 0.9784859508359264, 'support': 1852.0}} | 0.0167 | {'f1-score': 0.6681179010169396, 'hamming': 0.01869600431965443} | +| 0.0001 | 41.0 | 4018 | 0.1868 | {'~LIN': {'precision': 0.9913513513513513, 'recall': 0.9994550408719346, 'f1-score': 0.9953867028493895, 'support': 1835.0}, 'LIN': {'precision': 0.5, 'recall': 0.058823529411764705, 'f1-score': 0.10526315789473684, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.7456756756756757, 'recall': 0.5291392851418496, 'f1-score': 0.5503249303720632, 'support': 1852.0}, 'weighted avg': {'precision': 0.9868411067655127, 'recall': 0.9908207343412527, 'f1-score': 0.9872160223611449, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.983032293377121, 'recall': 0.9900771775082691, 'f1-score': 0.9865421587475968, 'support': 1814.0}, 'SI': {'precision': 0.28, 'recall': 0.18421052631578946, 'f1-score': 0.2222222222222222, 'support': 38.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.6315161466885605, 'recall': 0.5871438519120292, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9686072247225148, 'recall': 0.9735421166306696, 'f1-score': 0.9708595682573352, 'support': 1852.0}} | 0.0265 | {'~CL': {'precision': 0.9741935483870968, 'recall': 0.9940155595451825, 'f1-score': 0.9840047393364929, 'support': 1671.0}, 'CL': {'precision': 0.9319727891156463, 'recall': 0.7569060773480663, 'f1-score': 0.8353658536585366, 'support': 181.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.9530831687513716, 'recall': 0.8754608184466244, 'f1-score': 0.9096852964975147, 'support': 1852.0}, 'weighted avg': {'precision': 0.9700672214820577, 'recall': 0.9708423326133909, 'f1-score': 0.9694779367945329, 'support': 1852.0}} | 0.0292 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9824272377814388, 'recall': 0.9927857935627081, 'f1-score': 0.9875793541264146, 'support': 1802.0}, 'PL': {'precision': 0.5806451612903226, 'recall': 0.36, 'f1-score': 0.4444444444444444, 'support': 50.0}, 'accuracy': 0.9757019438444925, 'macro avg': {'precision': 0.7815361995358807, 'recall': 0.6763928967813541, 'f1-score': 0.7160118992854295, 'support': 1852.0}, 'weighted avg': {'precision': 0.9715799894960415, 'recall': 0.9757019438444925, 'f1-score': 0.9729158846425601, 'support': 1852.0}} | 0.0243 | {'~TI': {'precision': 0.9837807606263982, 'recall': 0.9799442896935933, 'f1-score': 0.9818587775607033, 'support': 1795.0}, 'TI': {'precision': 0.4375, 'recall': 0.49122807017543857, 'f1-score': 0.4628099173553719, 'support': 57.0}, 'accuracy': 0.964902807775378, 'macro avg': {'precision': 0.7106403803131991, 'recall': 0.7355861799345159, 'f1-score': 0.7223343474580376, 'support': 1852.0}, 'weighted avg': {'precision': 0.9669675838684583, 'recall': 0.964902807775378, 'f1-score': 0.9658837316472563, 'support': 1852.0}} | 0.0351 | {'~PC': {'precision': 0.986449864498645, 'recall': 0.9967141292442497, 'f1-score': 0.991555434486516, 'support': 1826.0}, 'PC': {'precision': 0.14285714285714285, 'recall': 0.038461538461538464, 'f1-score': 0.06060606060606061, 'support': 26.0}, 'accuracy': 0.9832613390928726, 'macro avg': {'precision': 0.5646535036778939, 'recall': 0.5175878338528941, 'f1-score': 0.5260807475462883, 'support': 1852.0}, 'weighted avg': {'precision': 0.9746067701343475, 'recall': 0.9832613390928726, 'f1-score': 0.9784859508359264, 'support': 1852.0}} | 0.0167 | {'f1-score': 0.6700660426243796, 'hamming': 0.018426025917926567} | +| 0.0001 | 42.0 | 4116 | 0.1868 | {'~LIN': {'precision': 0.9913513513513513, 'recall': 0.9994550408719346, 'f1-score': 0.9953867028493895, 'support': 1835.0}, 'LIN': {'precision': 0.5, 'recall': 0.058823529411764705, 'f1-score': 0.10526315789473684, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.7456756756756757, 'recall': 0.5291392851418496, 'f1-score': 0.5503249303720632, 'support': 1852.0}, 'weighted avg': {'precision': 0.9868411067655127, 'recall': 0.9908207343412527, 'f1-score': 0.9872160223611449, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.983032293377121, 'recall': 0.9900771775082691, 'f1-score': 0.9865421587475968, 'support': 1814.0}, 'SI': {'precision': 0.28, 'recall': 0.18421052631578946, 'f1-score': 0.2222222222222222, 'support': 38.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.6315161466885605, 'recall': 0.5871438519120292, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9686072247225148, 'recall': 0.9735421166306696, 'f1-score': 0.9708595682573352, 'support': 1852.0}} | 0.0265 | {'~CL': {'precision': 0.9747504403992954, 'recall': 0.9934171154997008, 'f1-score': 0.983995257854179, 'support': 1671.0}, 'CL': {'precision': 0.9261744966442953, 'recall': 0.7624309392265194, 'f1-score': 0.8363636363636363, 'support': 181.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.9504624685217953, 'recall': 0.8779240273631101, 'f1-score': 0.9101794471089076, 'support': 1852.0}, 'weighted avg': {'precision': 0.9700030074513174, 'recall': 0.9708423326133909, 'f1-score': 0.9695668974385266, 'support': 1852.0}} | 0.0292 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9824272377814388, 'recall': 0.9927857935627081, 'f1-score': 0.9875793541264146, 'support': 1802.0}, 'PL': {'precision': 0.5806451612903226, 'recall': 0.36, 'f1-score': 0.4444444444444444, 'support': 50.0}, 'accuracy': 0.9757019438444925, 'macro avg': {'precision': 0.7815361995358807, 'recall': 0.6763928967813541, 'f1-score': 0.7160118992854295, 'support': 1852.0}, 'weighted avg': {'precision': 0.9715799894960415, 'recall': 0.9757019438444925, 'f1-score': 0.9729158846425601, 'support': 1852.0}} | 0.0243 | {'~TI': {'precision': 0.9837807606263982, 'recall': 0.9799442896935933, 'f1-score': 0.9818587775607033, 'support': 1795.0}, 'TI': {'precision': 0.4375, 'recall': 0.49122807017543857, 'f1-score': 0.4628099173553719, 'support': 57.0}, 'accuracy': 0.964902807775378, 'macro avg': {'precision': 0.7106403803131991, 'recall': 0.7355861799345159, 'f1-score': 0.7223343474580376, 'support': 1852.0}, 'weighted avg': {'precision': 0.9669675838684583, 'recall': 0.964902807775378, 'f1-score': 0.9658837316472563, 'support': 1852.0}} | 0.0351 | {'~PC': {'precision': 0.986449864498645, 'recall': 0.9967141292442497, 'f1-score': 0.991555434486516, 'support': 1826.0}, 'PC': {'precision': 0.14285714285714285, 'recall': 0.038461538461538464, 'f1-score': 0.06060606060606061, 'support': 26.0}, 'accuracy': 0.9832613390928726, 'macro avg': {'precision': 0.5646535036778939, 'recall': 0.5175878338528941, 'f1-score': 0.5260807475462883, 'support': 1852.0}, 'weighted avg': {'precision': 0.9746067701343475, 'recall': 0.9832613390928726, 'f1-score': 0.9784859508359264, 'support': 1852.0}} | 0.0167 | {'f1-score': 0.6701278114508037, 'hamming': 0.018426025917926567} | +| 0.0001 | 43.0 | 4214 | 0.1864 | {'~LIN': {'precision': 0.9913513513513513, 'recall': 0.9994550408719346, 'f1-score': 0.9953867028493895, 'support': 1835.0}, 'LIN': {'precision': 0.5, 'recall': 0.058823529411764705, 'f1-score': 0.10526315789473684, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.7456756756756757, 'recall': 0.5291392851418496, 'f1-score': 0.5503249303720632, 'support': 1852.0}, 'weighted avg': {'precision': 0.9868411067655127, 'recall': 0.9908207343412527, 'f1-score': 0.9872160223611449, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.983032293377121, 'recall': 0.9900771775082691, 'f1-score': 0.9865421587475968, 'support': 1814.0}, 'SI': {'precision': 0.28, 'recall': 0.18421052631578946, 'f1-score': 0.2222222222222222, 'support': 38.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.6315161466885605, 'recall': 0.5871438519120292, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9686072247225148, 'recall': 0.9735421166306696, 'f1-score': 0.9708595682573352, 'support': 1852.0}} | 0.0265 | {'~CL': {'precision': 0.9747504403992954, 'recall': 0.9934171154997008, 'f1-score': 0.983995257854179, 'support': 1671.0}, 'CL': {'precision': 0.9261744966442953, 'recall': 0.7624309392265194, 'f1-score': 0.8363636363636363, 'support': 181.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.9504624685217953, 'recall': 0.8779240273631101, 'f1-score': 0.9101794471089076, 'support': 1852.0}, 'weighted avg': {'precision': 0.9700030074513174, 'recall': 0.9708423326133909, 'f1-score': 0.9695668974385266, 'support': 1852.0}} | 0.0292 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9818880351262349, 'recall': 0.9927857935627081, 'f1-score': 0.9873068432671082, 'support': 1802.0}, 'PL': {'precision': 0.5666666666666667, 'recall': 0.34, 'f1-score': 0.425, 'support': 50.0}, 'accuracy': 0.9751619870410367, 'macro avg': {'precision': 0.7742773508964508, 'recall': 0.666392896781354, 'f1-score': 0.7061534216335541, 'support': 1852.0}, 'weighted avg': {'precision': 0.9706779549842379, 'recall': 0.9751619870410367, 'f1-score': 0.9721257729845189, 'support': 1852.0}} | 0.0248 | {'~TI': {'precision': 0.9837807606263982, 'recall': 0.9799442896935933, 'f1-score': 0.9818587775607033, 'support': 1795.0}, 'TI': {'precision': 0.4375, 'recall': 0.49122807017543857, 'f1-score': 0.4628099173553719, 'support': 57.0}, 'accuracy': 0.964902807775378, 'macro avg': {'precision': 0.7106403803131991, 'recall': 0.7355861799345159, 'f1-score': 0.7223343474580376, 'support': 1852.0}, 'weighted avg': {'precision': 0.9669675838684583, 'recall': 0.964902807775378, 'f1-score': 0.9658837316472563, 'support': 1852.0}} | 0.0351 | {'~PC': {'precision': 0.9864425162689805, 'recall': 0.9961664841182913, 'f1-score': 0.9912806539509537, 'support': 1826.0}, 'PC': {'precision': 0.125, 'recall': 0.038461538461538464, 'f1-score': 0.058823529411764705, 'support': 26.0}, 'accuracy': 0.9827213822894169, 'macro avg': {'precision': 0.5557212581344902, 'recall': 0.5173140112899149, 'f1-score': 0.5250520916813591, 'support': 1852.0}, 'weighted avg': {'precision': 0.9743488308353987, 'recall': 0.9827213822894169, 'f1-score': 0.9781900031744856, 'support': 1852.0}} | 0.0173 | {'f1-score': 0.6687669197612032, 'hamming': 0.0185610151187905} | +| 0.0001 | 44.0 | 4312 | 0.1868 | {'~LIN': {'precision': 0.9913513513513513, 'recall': 0.9994550408719346, 'f1-score': 0.9953867028493895, 'support': 1835.0}, 'LIN': {'precision': 0.5, 'recall': 0.058823529411764705, 'f1-score': 0.10526315789473684, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.7456756756756757, 'recall': 0.5291392851418496, 'f1-score': 0.5503249303720632, 'support': 1852.0}, 'weighted avg': {'precision': 0.9868411067655127, 'recall': 0.9908207343412527, 'f1-score': 0.9872160223611449, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.983032293377121, 'recall': 0.9900771775082691, 'f1-score': 0.9865421587475968, 'support': 1814.0}, 'SI': {'precision': 0.28, 'recall': 0.18421052631578946, 'f1-score': 0.2222222222222222, 'support': 38.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.6315161466885605, 'recall': 0.5871438519120292, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9686072247225148, 'recall': 0.9735421166306696, 'f1-score': 0.9708595682573352, 'support': 1852.0}} | 0.0265 | {'~CL': {'precision': 0.9747504403992954, 'recall': 0.9934171154997008, 'f1-score': 0.983995257854179, 'support': 1671.0}, 'CL': {'precision': 0.9261744966442953, 'recall': 0.7624309392265194, 'f1-score': 0.8363636363636363, 'support': 181.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.9504624685217953, 'recall': 0.8779240273631101, 'f1-score': 0.9101794471089076, 'support': 1852.0}, 'weighted avg': {'precision': 0.9700030074513174, 'recall': 0.9708423326133909, 'f1-score': 0.9695668974385266, 'support': 1852.0}} | 0.0292 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9818880351262349, 'recall': 0.9927857935627081, 'f1-score': 0.9873068432671082, 'support': 1802.0}, 'PL': {'precision': 0.5666666666666667, 'recall': 0.34, 'f1-score': 0.425, 'support': 50.0}, 'accuracy': 0.9751619870410367, 'macro avg': {'precision': 0.7742773508964508, 'recall': 0.666392896781354, 'f1-score': 0.7061534216335541, 'support': 1852.0}, 'weighted avg': {'precision': 0.9706779549842379, 'recall': 0.9751619870410367, 'f1-score': 0.9721257729845189, 'support': 1852.0}} | 0.0248 | {'~TI': {'precision': 0.9837716843872412, 'recall': 0.9793871866295265, 'f1-score': 0.981574539363484, 'support': 1795.0}, 'TI': {'precision': 0.4307692307692308, 'recall': 0.49122807017543857, 'f1-score': 0.45901639344262296, 'support': 57.0}, 'accuracy': 0.9643628509719222, 'macro avg': {'precision': 0.707270457578236, 'recall': 0.7353076284024825, 'f1-score': 0.7202954664030535, 'support': 1852.0}, 'weighted avg': {'precision': 0.9667516304691922, 'recall': 0.9643628509719222, 'f1-score': 0.965491486276287, 'support': 1852.0}} | 0.0356 | {'~PC': {'precision': 0.9864425162689805, 'recall': 0.9961664841182913, 'f1-score': 0.9912806539509537, 'support': 1826.0}, 'PC': {'precision': 0.125, 'recall': 0.038461538461538464, 'f1-score': 0.058823529411764705, 'support': 26.0}, 'accuracy': 0.9827213822894169, 'macro avg': {'precision': 0.5557212581344902, 'recall': 0.5173140112899149, 'f1-score': 0.5250520916813591, 'support': 1852.0}, 'weighted avg': {'precision': 0.9743488308353987, 'recall': 0.9827213822894169, 'f1-score': 0.9781900031744856, 'support': 1852.0}} | 0.0173 | {'f1-score': 0.6685120596293301, 'hamming': 0.018628509719222464} | +| 0.0001 | 45.0 | 4410 | 0.1873 | {'~LIN': {'precision': 0.9913466738777718, 'recall': 0.9989100817438692, 'f1-score': 0.995114006514658, 'support': 1835.0}, 'LIN': {'precision': 0.3333333333333333, 'recall': 0.058823529411764705, 'f1-score': 0.1, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.6623400036055526, 'recall': 0.528866805577817, 'f1-score': 0.547557003257329, 'support': 1852.0}, 'weighted avg': {'precision': 0.9853065946179146, 'recall': 0.990280777537797, 'f1-score': 0.9868975172539942, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.983032293377121, 'recall': 0.9900771775082691, 'f1-score': 0.9865421587475968, 'support': 1814.0}, 'SI': {'precision': 0.28, 'recall': 0.18421052631578946, 'f1-score': 0.2222222222222222, 'support': 38.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.6315161466885605, 'recall': 0.5871438519120292, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9686072247225148, 'recall': 0.9735421166306696, 'f1-score': 0.9708595682573352, 'support': 1852.0}} | 0.0265 | {'~CL': {'precision': 0.9747504403992954, 'recall': 0.9934171154997008, 'f1-score': 0.983995257854179, 'support': 1671.0}, 'CL': {'precision': 0.9261744966442953, 'recall': 0.7624309392265194, 'f1-score': 0.8363636363636363, 'support': 181.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.9504624685217953, 'recall': 0.8779240273631101, 'f1-score': 0.9101794471089076, 'support': 1852.0}, 'weighted avg': {'precision': 0.9700030074513174, 'recall': 0.9708423326133909, 'f1-score': 0.9695668974385266, 'support': 1852.0}} | 0.0292 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9818880351262349, 'recall': 0.9927857935627081, 'f1-score': 0.9873068432671082, 'support': 1802.0}, 'PL': {'precision': 0.5666666666666667, 'recall': 0.34, 'f1-score': 0.425, 'support': 50.0}, 'accuracy': 0.9751619870410367, 'macro avg': {'precision': 0.7742773508964508, 'recall': 0.666392896781354, 'f1-score': 0.7061534216335541, 'support': 1852.0}, 'weighted avg': {'precision': 0.9706779549842379, 'recall': 0.9751619870410367, 'f1-score': 0.9721257729845189, 'support': 1852.0}} | 0.0248 | {'~TI': {'precision': 0.9837716843872412, 'recall': 0.9793871866295265, 'f1-score': 0.981574539363484, 'support': 1795.0}, 'TI': {'precision': 0.4307692307692308, 'recall': 0.49122807017543857, 'f1-score': 0.45901639344262296, 'support': 57.0}, 'accuracy': 0.9643628509719222, 'macro avg': {'precision': 0.707270457578236, 'recall': 0.7353076284024825, 'f1-score': 0.7202954664030535, 'support': 1852.0}, 'weighted avg': {'precision': 0.9667516304691922, 'recall': 0.9643628509719222, 'f1-score': 0.965491486276287, 'support': 1852.0}} | 0.0356 | {'~PC': {'precision': 0.9864425162689805, 'recall': 0.9961664841182913, 'f1-score': 0.9912806539509537, 'support': 1826.0}, 'PC': {'precision': 0.125, 'recall': 0.038461538461538464, 'f1-score': 0.058823529411764705, 'support': 26.0}, 'accuracy': 0.9827213822894169, 'macro avg': {'precision': 0.5557212581344902, 'recall': 0.5173140112899149, 'f1-score': 0.5250520916813591, 'support': 1852.0}, 'weighted avg': {'precision': 0.9743488308353987, 'recall': 0.9827213822894169, 'f1-score': 0.9781900031744856, 'support': 1852.0}} | 0.0173 | {'f1-score': 0.6681660687399884, 'hamming': 0.01869600431965443} | +| 0.0001 | 46.0 | 4508 | 0.1875 | {'~LIN': {'precision': 0.9913466738777718, 'recall': 0.9989100817438692, 'f1-score': 0.995114006514658, 'support': 1835.0}, 'LIN': {'precision': 0.3333333333333333, 'recall': 0.058823529411764705, 'f1-score': 0.1, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.6623400036055526, 'recall': 0.528866805577817, 'f1-score': 0.547557003257329, 'support': 1852.0}, 'weighted avg': {'precision': 0.9853065946179146, 'recall': 0.990280777537797, 'f1-score': 0.9868975172539942, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.983032293377121, 'recall': 0.9900771775082691, 'f1-score': 0.9865421587475968, 'support': 1814.0}, 'SI': {'precision': 0.28, 'recall': 0.18421052631578946, 'f1-score': 0.2222222222222222, 'support': 38.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.6315161466885605, 'recall': 0.5871438519120292, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9686072247225148, 'recall': 0.9735421166306696, 'f1-score': 0.9708595682573352, 'support': 1852.0}} | 0.0265 | {'~CL': {'precision': 0.9747504403992954, 'recall': 0.9934171154997008, 'f1-score': 0.983995257854179, 'support': 1671.0}, 'CL': {'precision': 0.9261744966442953, 'recall': 0.7624309392265194, 'f1-score': 0.8363636363636363, 'support': 181.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.9504624685217953, 'recall': 0.8779240273631101, 'f1-score': 0.9101794471089076, 'support': 1852.0}, 'weighted avg': {'precision': 0.9700030074513174, 'recall': 0.9708423326133909, 'f1-score': 0.9695668974385266, 'support': 1852.0}} | 0.0292 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9818880351262349, 'recall': 0.9927857935627081, 'f1-score': 0.9873068432671082, 'support': 1802.0}, 'PL': {'precision': 0.5666666666666667, 'recall': 0.34, 'f1-score': 0.425, 'support': 50.0}, 'accuracy': 0.9751619870410367, 'macro avg': {'precision': 0.7742773508964508, 'recall': 0.666392896781354, 'f1-score': 0.7061534216335541, 'support': 1852.0}, 'weighted avg': {'precision': 0.9706779549842379, 'recall': 0.9751619870410367, 'f1-score': 0.9721257729845189, 'support': 1852.0}} | 0.0248 | {'~TI': {'precision': 0.9837716843872412, 'recall': 0.9793871866295265, 'f1-score': 0.981574539363484, 'support': 1795.0}, 'TI': {'precision': 0.4307692307692308, 'recall': 0.49122807017543857, 'f1-score': 0.45901639344262296, 'support': 57.0}, 'accuracy': 0.9643628509719222, 'macro avg': {'precision': 0.707270457578236, 'recall': 0.7353076284024825, 'f1-score': 0.7202954664030535, 'support': 1852.0}, 'weighted avg': {'precision': 0.9667516304691922, 'recall': 0.9643628509719222, 'f1-score': 0.965491486276287, 'support': 1852.0}} | 0.0356 | {'~PC': {'precision': 0.9864425162689805, 'recall': 0.9961664841182913, 'f1-score': 0.9912806539509537, 'support': 1826.0}, 'PC': {'precision': 0.125, 'recall': 0.038461538461538464, 'f1-score': 0.058823529411764705, 'support': 26.0}, 'accuracy': 0.9827213822894169, 'macro avg': {'precision': 0.5557212581344902, 'recall': 0.5173140112899149, 'f1-score': 0.5250520916813591, 'support': 1852.0}, 'weighted avg': {'precision': 0.9743488308353987, 'recall': 0.9827213822894169, 'f1-score': 0.9781900031744856, 'support': 1852.0}} | 0.0173 | {'f1-score': 0.6681660687399884, 'hamming': 0.01869600431965443} | +| 0.0001 | 47.0 | 4606 | 0.1877 | {'~LIN': {'precision': 0.9913466738777718, 'recall': 0.9989100817438692, 'f1-score': 0.995114006514658, 'support': 1835.0}, 'LIN': {'precision': 0.3333333333333333, 'recall': 0.058823529411764705, 'f1-score': 0.1, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.6623400036055526, 'recall': 0.528866805577817, 'f1-score': 0.547557003257329, 'support': 1852.0}, 'weighted avg': {'precision': 0.9853065946179146, 'recall': 0.990280777537797, 'f1-score': 0.9868975172539942, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.983032293377121, 'recall': 0.9900771775082691, 'f1-score': 0.9865421587475968, 'support': 1814.0}, 'SI': {'precision': 0.28, 'recall': 0.18421052631578946, 'f1-score': 0.2222222222222222, 'support': 38.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.6315161466885605, 'recall': 0.5871438519120292, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9686072247225148, 'recall': 0.9735421166306696, 'f1-score': 0.9708595682573352, 'support': 1852.0}} | 0.0265 | {'~CL': {'precision': 0.9747652582159625, 'recall': 0.9940155595451825, 'f1-score': 0.9842962962962963, 'support': 1671.0}, 'CL': {'precision': 0.9324324324324325, 'recall': 0.7624309392265194, 'f1-score': 0.8389057750759878, 'support': 181.0}, 'accuracy': 0.9713822894168467, 'macro avg': {'precision': 0.9535988453241975, 'recall': 0.878223249385851, 'f1-score': 0.9116010356861421, 'support': 1852.0}, 'weighted avg': {'precision': 0.970627978806233, 'recall': 0.9713822894168467, 'f1-score': 0.9700869634988472, 'support': 1852.0}} | 0.0286 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9818880351262349, 'recall': 0.9927857935627081, 'f1-score': 0.9873068432671082, 'support': 1802.0}, 'PL': {'precision': 0.5666666666666667, 'recall': 0.34, 'f1-score': 0.425, 'support': 50.0}, 'accuracy': 0.9751619870410367, 'macro avg': {'precision': 0.7742773508964508, 'recall': 0.666392896781354, 'f1-score': 0.7061534216335541, 'support': 1852.0}, 'weighted avg': {'precision': 0.9706779549842379, 'recall': 0.9751619870410367, 'f1-score': 0.9721257729845189, 'support': 1852.0}} | 0.0248 | {'~TI': {'precision': 0.9837716843872412, 'recall': 0.9793871866295265, 'f1-score': 0.981574539363484, 'support': 1795.0}, 'TI': {'precision': 0.4307692307692308, 'recall': 0.49122807017543857, 'f1-score': 0.45901639344262296, 'support': 57.0}, 'accuracy': 0.9643628509719222, 'macro avg': {'precision': 0.707270457578236, 'recall': 0.7353076284024825, 'f1-score': 0.7202954664030535, 'support': 1852.0}, 'weighted avg': {'precision': 0.9667516304691922, 'recall': 0.9643628509719222, 'f1-score': 0.965491486276287, 'support': 1852.0}} | 0.0356 | {'~PC': {'precision': 0.9864425162689805, 'recall': 0.9961664841182913, 'f1-score': 0.9912806539509537, 'support': 1826.0}, 'PC': {'precision': 0.125, 'recall': 0.038461538461538464, 'f1-score': 0.058823529411764705, 'support': 26.0}, 'accuracy': 0.9827213822894169, 'macro avg': {'precision': 0.5557212581344902, 'recall': 0.5173140112899149, 'f1-score': 0.5250520916813591, 'support': 1852.0}, 'weighted avg': {'precision': 0.9743488308353987, 'recall': 0.9827213822894169, 'f1-score': 0.9781900031744856, 'support': 1852.0}} | 0.0173 | {'f1-score': 0.6683437673121426, 'hamming': 0.01862850971922246} | +| 0.0001 | 48.0 | 4704 | 0.1883 | {'~LIN': {'precision': 0.9913513513513513, 'recall': 0.9994550408719346, 'f1-score': 0.9953867028493895, 'support': 1835.0}, 'LIN': {'precision': 0.5, 'recall': 0.058823529411764705, 'f1-score': 0.10526315789473684, 'support': 17.0}, 'accuracy': 0.9908207343412527, 'macro avg': {'precision': 0.7456756756756757, 'recall': 0.5291392851418496, 'f1-score': 0.5503249303720632, 'support': 1852.0}, 'weighted avg': {'precision': 0.9868411067655127, 'recall': 0.9908207343412527, 'f1-score': 0.9872160223611449, 'support': 1852.0}} | 0.0092 | {'~SI': {'precision': 0.983032293377121, 'recall': 0.9900771775082691, 'f1-score': 0.9865421587475968, 'support': 1814.0}, 'SI': {'precision': 0.28, 'recall': 0.18421052631578946, 'f1-score': 0.2222222222222222, 'support': 38.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.6315161466885605, 'recall': 0.5871438519120292, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9686072247225148, 'recall': 0.9735421166306696, 'f1-score': 0.9708595682573352, 'support': 1852.0}} | 0.0265 | {'~CL': {'precision': 0.9747504403992954, 'recall': 0.9934171154997008, 'f1-score': 0.983995257854179, 'support': 1671.0}, 'CL': {'precision': 0.9261744966442953, 'recall': 0.7624309392265194, 'f1-score': 0.8363636363636363, 'support': 181.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.9504624685217953, 'recall': 0.8779240273631101, 'f1-score': 0.9101794471089076, 'support': 1852.0}, 'weighted avg': {'precision': 0.9700030074513174, 'recall': 0.9708423326133909, 'f1-score': 0.9695668974385266, 'support': 1852.0}} | 0.0292 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9818880351262349, 'recall': 0.9927857935627081, 'f1-score': 0.9873068432671082, 'support': 1802.0}, 'PL': {'precision': 0.5666666666666667, 'recall': 0.34, 'f1-score': 0.425, 'support': 50.0}, 'accuracy': 0.9751619870410367, 'macro avg': {'precision': 0.7742773508964508, 'recall': 0.666392896781354, 'f1-score': 0.7061534216335541, 'support': 1852.0}, 'weighted avg': {'precision': 0.9706779549842379, 'recall': 0.9751619870410367, 'f1-score': 0.9721257729845189, 'support': 1852.0}} | 0.0248 | {'~TI': {'precision': 0.9837716843872412, 'recall': 0.9793871866295265, 'f1-score': 0.981574539363484, 'support': 1795.0}, 'TI': {'precision': 0.4307692307692308, 'recall': 0.49122807017543857, 'f1-score': 0.45901639344262296, 'support': 57.0}, 'accuracy': 0.9643628509719222, 'macro avg': {'precision': 0.707270457578236, 'recall': 0.7353076284024825, 'f1-score': 0.7202954664030535, 'support': 1852.0}, 'weighted avg': {'precision': 0.9667516304691922, 'recall': 0.9643628509719222, 'f1-score': 0.965491486276287, 'support': 1852.0}} | 0.0356 | {'~PC': {'precision': 0.9864425162689805, 'recall': 0.9961664841182913, 'f1-score': 0.9912806539509537, 'support': 1826.0}, 'PC': {'precision': 0.125, 'recall': 0.038461538461538464, 'f1-score': 0.058823529411764705, 'support': 26.0}, 'accuracy': 0.9827213822894169, 'macro avg': {'precision': 0.5557212581344902, 'recall': 0.5173140112899149, 'f1-score': 0.5250520916813591, 'support': 1852.0}, 'weighted avg': {'precision': 0.9743488308353987, 'recall': 0.9827213822894169, 'f1-score': 0.9781900031744856, 'support': 1852.0}} | 0.0173 | {'f1-score': 0.6685120596293301, 'hamming': 0.018628509719222464} | +| 0.0001 | 49.0 | 4802 | 0.1884 | {'~LIN': {'precision': 0.9913466738777718, 'recall': 0.9989100817438692, 'f1-score': 0.995114006514658, 'support': 1835.0}, 'LIN': {'precision': 0.3333333333333333, 'recall': 0.058823529411764705, 'f1-score': 0.1, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.6623400036055526, 'recall': 0.528866805577817, 'f1-score': 0.547557003257329, 'support': 1852.0}, 'weighted avg': {'precision': 0.9853065946179146, 'recall': 0.990280777537797, 'f1-score': 0.9868975172539942, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.983032293377121, 'recall': 0.9900771775082691, 'f1-score': 0.9865421587475968, 'support': 1814.0}, 'SI': {'precision': 0.28, 'recall': 0.18421052631578946, 'f1-score': 0.2222222222222222, 'support': 38.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.6315161466885605, 'recall': 0.5871438519120292, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9686072247225148, 'recall': 0.9735421166306696, 'f1-score': 0.9708595682573352, 'support': 1852.0}} | 0.0265 | {'~CL': {'precision': 0.9747504403992954, 'recall': 0.9934171154997008, 'f1-score': 0.983995257854179, 'support': 1671.0}, 'CL': {'precision': 0.9261744966442953, 'recall': 0.7624309392265194, 'f1-score': 0.8363636363636363, 'support': 181.0}, 'accuracy': 0.9708423326133909, 'macro avg': {'precision': 0.9504624685217953, 'recall': 0.8779240273631101, 'f1-score': 0.9101794471089076, 'support': 1852.0}, 'weighted avg': {'precision': 0.9700030074513174, 'recall': 0.9708423326133909, 'f1-score': 0.9695668974385266, 'support': 1852.0}} | 0.0292 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9824272377814388, 'recall': 0.9927857935627081, 'f1-score': 0.9875793541264146, 'support': 1802.0}, 'PL': {'precision': 0.5806451612903226, 'recall': 0.36, 'f1-score': 0.4444444444444444, 'support': 50.0}, 'accuracy': 0.9757019438444925, 'macro avg': {'precision': 0.7815361995358807, 'recall': 0.6763928967813541, 'f1-score': 0.7160118992854295, 'support': 1852.0}, 'weighted avg': {'precision': 0.9715799894960415, 'recall': 0.9757019438444925, 'f1-score': 0.9729158846425601, 'support': 1852.0}} | 0.0243 | {'~TI': {'precision': 0.9837716843872412, 'recall': 0.9793871866295265, 'f1-score': 0.981574539363484, 'support': 1795.0}, 'TI': {'precision': 0.4307692307692308, 'recall': 0.49122807017543857, 'f1-score': 0.45901639344262296, 'support': 57.0}, 'accuracy': 0.9643628509719222, 'macro avg': {'precision': 0.707270457578236, 'recall': 0.7353076284024825, 'f1-score': 0.7202954664030535, 'support': 1852.0}, 'weighted avg': {'precision': 0.9667516304691922, 'recall': 0.9643628509719222, 'f1-score': 0.965491486276287, 'support': 1852.0}} | 0.0356 | {'~PC': {'precision': 0.9864425162689805, 'recall': 0.9961664841182913, 'f1-score': 0.9912806539509537, 'support': 1826.0}, 'PC': {'precision': 0.125, 'recall': 0.038461538461538464, 'f1-score': 0.058823529411764705, 'support': 26.0}, 'accuracy': 0.9827213822894169, 'macro avg': {'precision': 0.5557212581344902, 'recall': 0.5173140112899149, 'f1-score': 0.5250520916813591, 'support': 1852.0}, 'weighted avg': {'precision': 0.9743488308353987, 'recall': 0.9827213822894169, 'f1-score': 0.9781900031744856, 'support': 1852.0}} | 0.0173 | {'f1-score': 0.6693983784464728, 'hamming': 0.01862850971922246} | +| 0.0001 | 50.0 | 4900 | 0.1883 | {'~LIN': {'precision': 0.9913466738777718, 'recall': 0.9989100817438692, 'f1-score': 0.995114006514658, 'support': 1835.0}, 'LIN': {'precision': 0.3333333333333333, 'recall': 0.058823529411764705, 'f1-score': 0.1, 'support': 17.0}, 'accuracy': 0.990280777537797, 'macro avg': {'precision': 0.6623400036055526, 'recall': 0.528866805577817, 'f1-score': 0.547557003257329, 'support': 1852.0}, 'weighted avg': {'precision': 0.9853065946179146, 'recall': 0.990280777537797, 'f1-score': 0.9868975172539942, 'support': 1852.0}} | 0.0097 | {'~SI': {'precision': 0.983032293377121, 'recall': 0.9900771775082691, 'f1-score': 0.9865421587475968, 'support': 1814.0}, 'SI': {'precision': 0.28, 'recall': 0.18421052631578946, 'f1-score': 0.2222222222222222, 'support': 38.0}, 'accuracy': 0.9735421166306696, 'macro avg': {'precision': 0.6315161466885605, 'recall': 0.5871438519120292, 'f1-score': 0.6043821904849095, 'support': 1852.0}, 'weighted avg': {'precision': 0.9686072247225148, 'recall': 0.9735421166306696, 'f1-score': 0.9708595682573352, 'support': 1852.0}} | 0.0265 | {'~CL': {'precision': 0.9747652582159625, 'recall': 0.9940155595451825, 'f1-score': 0.9842962962962963, 'support': 1671.0}, 'CL': {'precision': 0.9324324324324325, 'recall': 0.7624309392265194, 'f1-score': 0.8389057750759878, 'support': 181.0}, 'accuracy': 0.9713822894168467, 'macro avg': {'precision': 0.9535988453241975, 'recall': 0.878223249385851, 'f1-score': 0.9116010356861421, 'support': 1852.0}, 'weighted avg': {'precision': 0.970627978806233, 'recall': 0.9713822894168467, 'f1-score': 0.9700869634988472, 'support': 1852.0}} | 0.0286 | {'~D': {'precision': 0.9972929074174337, 'recall': 1.0, 'f1-score': 0.9986446191379778, 'support': 1842.0}, 'D': {'precision': 1.0, 'recall': 0.5, 'f1-score': 0.6666666666666666, 'support': 10.0}, 'accuracy': 0.9973002159827213, 'macro avg': {'precision': 0.9986464537087169, 'recall': 0.75, 'f1-score': 0.8326556429023222, 'support': 1852.0}, 'weighted avg': {'precision': 0.9973075245480091, 'recall': 0.9973002159827213, 'f1-score': 0.9968520815976359, 'support': 1852.0}} | 0.0027 | {'~HI': {'precision': 0.9962203023758099, 'recall': 1.0, 'f1-score': 0.9981065728969435, 'support': 1845.0}, 'HI': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 7.0}, 'accuracy': 0.9962203023758099, 'macro avg': {'precision': 0.49811015118790497, 'recall': 0.5, 'f1-score': 0.49905328644847174, 'support': 1852.0}, 'weighted avg': {'precision': 0.9924548908657502, 'recall': 0.9962203023758099, 'f1-score': 0.9943340318546764, 'support': 1852.0}} | 0.0038 | {'~PL': {'precision': 0.9818880351262349, 'recall': 0.9927857935627081, 'f1-score': 0.9873068432671082, 'support': 1802.0}, 'PL': {'precision': 0.5666666666666667, 'recall': 0.34, 'f1-score': 0.425, 'support': 50.0}, 'accuracy': 0.9751619870410367, 'macro avg': {'precision': 0.7742773508964508, 'recall': 0.666392896781354, 'f1-score': 0.7061534216335541, 'support': 1852.0}, 'weighted avg': {'precision': 0.9706779549842379, 'recall': 0.9751619870410367, 'f1-score': 0.9721257729845189, 'support': 1852.0}} | 0.0248 | {'~TI': {'precision': 0.9837716843872412, 'recall': 0.9793871866295265, 'f1-score': 0.981574539363484, 'support': 1795.0}, 'TI': {'precision': 0.4307692307692308, 'recall': 0.49122807017543857, 'f1-score': 0.45901639344262296, 'support': 57.0}, 'accuracy': 0.9643628509719222, 'macro avg': {'precision': 0.707270457578236, 'recall': 0.7353076284024825, 'f1-score': 0.7202954664030535, 'support': 1852.0}, 'weighted avg': {'precision': 0.9667516304691922, 'recall': 0.9643628509719222, 'f1-score': 0.965491486276287, 'support': 1852.0}} | 0.0356 | {'~PC': {'precision': 0.986449864498645, 'recall': 0.9967141292442497, 'f1-score': 0.991555434486516, 'support': 1826.0}, 'PC': {'precision': 0.14285714285714285, 'recall': 0.038461538461538464, 'f1-score': 0.06060606060606061, 'support': 26.0}, 'accuracy': 0.9832613390928726, 'macro avg': {'precision': 0.5646535036778939, 'recall': 0.5175878338528941, 'f1-score': 0.5260807475462883, 'support': 1852.0}, 'weighted avg': {'precision': 0.9746067701343475, 'recall': 0.9832613390928726, 'f1-score': 0.9784859508359264, 'support': 1852.0}} | 0.0167 | {'f1-score': 0.6684723492952589, 'hamming': 0.0185610151187905} | ### Framework versions