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model_comparison_results.csv

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+model,target,test_r2,test_mae,test_rmse,train_r2
+Random Forest,pectin_yield,0.9783481748527402,0.5496368575360744,0.7065841573155089,0.9949651224958452
+Random Forest,galacturonic_acid,0.9344511654031955,1.6846828703138557,2.2097686999858706,0.9886881257789019
+Random Forest,molecular_weight,0.9740969286818969,3907.851350375691,4851.804739309457,0.9942857641796519
+Random Forest,esterification_degree,0.8167491604981008,1.9404771513961037,2.4444012300048064,0.9652297977323661
+Gradient Boosting,pectin_yield,0.9838913380720012,0.46807150388887037,0.6094616366703175,0.9845130571109144
+Gradient Boosting,galacturonic_acid,0.9438323479703934,1.6181324312351817,2.0455375918964793,0.9698591524915611
+Gradient Boosting,molecular_weight,0.9797262641557758,3470.0001334720623,4292.344546676471,0.9838785529088406
+Gradient Boosting,esterification_degree,0.8634958300518396,1.6747465419890182,2.109708566647133,0.9033853286147782
+XGBoost,pectin_yield,0.9772971682590534,0.581260606956482,0.7235301868161248,0.995745587506398
+XGBoost,galacturonic_acid,0.9264642147836467,1.812989456787109,2.3405272266413424,0.9905356829428501
+XGBoost,molecular_weight,0.9690538319352008,4292.5368340625,5303.115959647856,0.9958094926342136
+XGBoost,esterification_degree,0.8082058125898686,1.9927951193237312,2.500732438886154,0.9732193800842064
+Linear Regression,pectin_yield,0.6191766069119233,2.3039275108168713,2.9633192972435016,0.6158281666425336
+Linear Regression,galacturonic_acid,0.8299024947693533,2.7652697954821055,3.5596992117478723,0.8170549036587111
+Linear Regression,molecular_weight,0.5916061001628099,14915.594836138967,19264.924305686847,0.5910321166577346
+Linear Regression,esterification_degree,0.7453299106333409,2.355881160806432,2.8816317294339484,0.7883782063073498
+Ridge Regression,pectin_yield,0.48751069464442753,3.0208106905878096,3.4376293096112875,0.477854128480001
+Ridge Regression,galacturonic_acid,0.6027266019737199,4.635474681745471,5.440127432313848,0.5804798289150876
+Ridge Regression,molecular_weight,0.5863155311478225,14650.383466742054,19389.307214228596,0.5880420059866125
+Ridge Regression,esterification_degree,0.5445011022199007,3.2005650600707933,3.8538354944293776,0.5540380695970741
+Lasso Regression,pectin_yield,0.2548941166739034,3.6020250281604613,4.1450105126316865,0.245151387172433
+Lasso Regression,galacturonic_acid,0.4518764784024236,5.52028947403909,6.390039607775332,0.4367639394922007
+Lasso Regression,molecular_weight,0.5901769127694405,14794.894251583917,19298.603972186233,0.5905602457582245
+Lasso Regression,esterification_degree,0.24156965862433566,4.113473148471389,4.972872867592401,0.2454747844804065
+Support Vector Regression,pectin_yield,0.5689831023767866,2.172786824598961,3.15256310312224,0.5865327167363604
+Support Vector Regression,galacturonic_acid,0.7840930135266566,2.9075192757833457,4.010492221100842,0.7891985727714927
+Support Vector Regression,molecular_weight,-0.10919048609625182,26441.268945314605,31749.0512326988,-0.10085603577894653
+Support Vector Regression,esterification_degree,0.6889696854129447,2.59474155775404,3.184570494225253,0.7718549601865999
+K-Neighbors,pectin_yield,0.896034909448192,0.7756809999999998,1.548318874973757,0.9429936783753272
+K-Neighbors,galacturonic_acid,0.8746137666548939,2.028117,3.056252688538695,0.9464245313149346
+K-Neighbors,molecular_weight,0.9125786615760862,5145.258566,8913.256599019163,0.9488466922296881
+K-Neighbors,esterification_degree,0.7901757433246694,1.9880959999999999,2.6156362871010947,0.8868851553530392
+MultiLayer Perceptron,pectin_yield,0.9826535843864683,0.49805549557353396,0.6324431803297164,0.9826180418760805
+MultiLayer Perceptron,galacturonic_acid,0.9467052149197656,1.588536176486801,1.9925383457737365,0.9627164683231774
+MultiLayer Perceptron,molecular_weight,0.4699666511431737,17011.346375874073,21947.208097755494,0.4731912594750317
+MultiLayer Perceptron,esterification_degree,0.8192353049105706,1.9395810704722196,2.4277631413316705,0.8808848147690269
+Extra Trees,pectin_yield,0.9768235216724611,0.5551216774999984,0.7310386905486872,0.997616968462466
+Extra Trees,galacturonic_acid,0.923071198184551,1.8420359350000017,2.393915488141555,0.9937640560378754
+Extra Trees,molecular_weight,0.9696362101480056,4236.209763658333,5252.9790923246865,0.997044267197292
+Extra Trees,esterification_degree,0.7844888038270802,2.0894458483333342,2.65084555790447,0.9827441773215041