cor(white[,12],white[,1:11]) fixed.acidity volatile.acidity citric.acid residual.sugar chlorides free.sulfur.dioxide total.sulfur.dioxide density pH sulphates alcohol [1,] -0.1136628 -0.194723 -0.009209091 -0.09757683 -0.2099344 0.008158067 -0.1747372 -0.3071233 0.09942725 0.05367788 0.4355747 > cor(red[,12],red[,1:11]) fixed.acidity volatile.acidity citric.acid residual.sugar chlorides free.sulfur.dioxide total.sulfur.dioxide density pH sulphates alcohol [1,] 0.1240516 -0.3905578 0.2263725 0.01373164 -0.1289066 -0.05065606 -0.1851003 -0.1749192 -0.05773139 0.2513971 0.4761663 > summary(red) fixed.acidity volatile.acidity citric.acid residual.sugar chlorides free.sulfur.dioxide total.sulfur.dioxide density pH sulphates alcohol quality Min. : 4.60 Min. :0.1200 Min. :0.000 Min. : 0.900 Min. :0.01200 Min. : 1.00 Min. : 6.00 Min. :0.9901 Min. :2.740 Min. :0.3300 Min. : 8.40 Min. :3.000 1st Qu.: 7.10 1st Qu.:0.3900 1st Qu.:0.090 1st Qu.: 1.900 1st Qu.:0.07000 1st Qu.: 7.00 1st Qu.: 22.00 1st Qu.:0.9956 1st Qu.:3.210 1st Qu.:0.5500 1st Qu.: 9.50 1st Qu.:5.000 Median : 7.90 Median :0.5200 Median :0.260 Median : 2.200 Median :0.07900 Median :14.00 Median : 38.00 Median :0.9968 Median :3.310 Median :0.6200 Median :10.20 Median :6.000 Mean : 8.32 Mean :0.5278 Mean :0.271 Mean : 2.539 Mean :0.08747 Mean :15.87 Mean : 46.47 Mean :0.9967 Mean :3.311 Mean :0.6581 Mean :10.42 Mean :5.636 3rd Qu.: 9.20 3rd Qu.:0.6400 3rd Qu.:0.420 3rd Qu.: 2.600 3rd Qu.:0.09000 3rd Qu.:21.00 3rd Qu.: 62.00 3rd Qu.:0.9978 3rd Qu.:3.400 3rd Qu.:0.7300 3rd Qu.:11.10 3rd Qu.:6.000 Max. :15.90 Max. :1.5800 Max. :1.000 Max. :15.500 Max. :0.61100 Max. :72.00 Max. :289.00 Max. :1.0037 Max. :4.010 Max. :2.0000 Max. :14.90 Max. :8.000 >summary(white) fixed.acidity volatile.acidity citric.acid residual.sugar chlorides free.sulfur.dioxide total.sulfur.dioxide density pH sulphates alcohol quality Min. : 3.800 Min. :0.0800 Min. :0.0000 Min. : 0.600 Min. :0.00900 Min. : 2.00 Min. : 9.0 Min. :0.9871 Min. :2.720 Min. :0.2200 Min. : 8.00 Min. :3.000 1st Qu.: 6.300 1st Qu.:0.2100 1st Qu.:0.2700 1st Qu.: 1.700 1st Qu.:0.03600 1st Qu.: 23.00 1st Qu.:108.0 1st Qu.:0.9917 1st Qu.:3.090 1st Qu.:0.4100 1st Qu.: 9.50 1st Qu.:5.000 Median : 6.800 Median :0.2600 Median :0.3200 Median : 5.200 Median :0.04300 Median : 34.00 Median :134.0 Median :0.9937 Median :3.180 Median :0.4700 Median :10.40 Median :6.000 Mean : 6.855 Mean :0.2782 Mean :0.3342 Mean : 6.391 Mean :0.04577 Mean : 35.31 Mean :138.4 Mean :0.9940 Mean :3.188 Mean :0.4898 Mean :10.51 Mean :5.878 3rd Qu.: 7.300 3rd Qu.:0.3200 3rd Qu.:0.3900 3rd Qu.: 9.900 3rd Qu.:0.05000 3rd Qu.: 46.00 3rd Qu.:167.0 3rd Qu.:0.9961 3rd Qu.:3.280 3rd Qu.:0.5500 3rd Qu.:11.40 3rd Qu.:6.000 Max. :14.200 Max. :1.1000 Max. :1.6600 Max. :65.800 Max. :0.34600 Max. :289.00 Max. :440.0 Max. :1.0390 Max. :3.820 Max. :1.0800 Max. :14.20 Max. :9.000 cor(white[,1:12],white[,1:12] + ) fixed.acidity volatile.acidity citric.acid residual.sugar chlorides free.sulfur.dioxide total.sulfur.dioxide density pH sulphates alcohol quality fixed.acidity 1.00000000 -0.02269729 0.289180698 0.08902070 0.02308564 -0.0493958591 0.091069756 0.26533101 -0.4258582910 -0.01714299 -0.12088112 -0.113662831 volatile.acidity -0.02269729 1.00000000 -0.149471811 0.06428606 0.07051157 -0.0970119393 0.089260504 0.02711385 -0.0319153683 -0.03572815 0.06771794 -0.194722969 citric.acid 0.28918070 -0.14947181 1.000000000 0.09421162 0.11436445 0.0940772210 0.121130798 0.14950257 -0.1637482114 0.06233094 -0.07572873 -0.009209091 residual.sugar 0.08902070 0.06428606 0.094211624 1.00000000 0.08868454 0.2990983537 0.401439311 0.83896645 -0.1941334540 -0.02666437 -0.45063122 -0.097576829 chlorides 0.02308564 0.07051157 0.114364448 0.08868454 1.00000000 0.1013923521 0.198910300 0.25721132 -0.0904394560 0.01676288 -0.36018871 -0.209934411 free.sulfur.dioxide -0.04939586 -0.09701194 0.094077221 0.29909835 0.10139235 1.0000000000 0.615500965 0.29421041 -0.0006177961 0.05921725 -0.25010394 0.008158067 total.sulfur.dioxide 0.09106976 0.08926050 0.121130798 0.40143931 0.19891030 0.6155009650 1.000000000 0.52988132 0.0023209718 0.13456237 -0.44889210 -0.174737218 density 0.26533101 0.02711385 0.149502571 0.83896645 0.25721132 0.2942104109 0.529881324 1.00000000 -0.0935914935 0.07449315 -0.78013762 -0.307123313 pH -0.42585829 -0.03191537 -0.163748211 -0.19413345 -0.09043946 -0.0006177961 0.002320972 -0.09359149 1.0000000000 0.15595150 0.12143210 0.099427246 sulphates -0.01714299 -0.03572815 0.062330940 -0.02666437 0.01676288 0.0592172458 0.134562367 0.07449315 0.1559514973 1.00000000 -0.01743277 0.053677877 alcohol -0.12088112 0.06771794 -0.075728730 -0.45063122 -0.36018871 -0.2501039415 -0.448892102 -0.78013762 0.1214320987 -0.01743277 1.00000000 0.435574715 quality -0.11366283 -0.19472297 -0.009209091 -0.09757683 -0.20993441 0.0081580671 -0.174737218 -0.30712331 0.0994272457 0.05367788 0.43557472 1.000000000 > > cor(red[,1:12],red[,1:12]) fixed.acidity volatile.acidity citric.acid residual.sugar chlorides free.sulfur.dioxide total.sulfur.dioxide density pH sulphates alcohol quality fixed.acidity 1.00000000 -0.256130895 0.67170343 0.114776724 0.093705186 -0.153794193 -0.11318144 0.66804729 -0.68297819 0.183005664 -0.06166827 0.12405165 volatile.acidity -0.25613089 1.000000000 -0.55249568 0.001917882 0.061297772 -0.010503827 0.07647000 0.02202623 0.23493729 -0.260986685 -0.20228803 -0.39055778 citric.acid 0.67170343 -0.552495685 1.00000000 0.143577162 0.203822914 -0.060978129 0.03553302 0.36494718 -0.54190414 0.312770044 0.10990325 0.22637251 residual.sugar 0.11477672 0.001917882 0.14357716 1.000000000 0.055609535 0.187048995 0.20302788 0.35528337 -0.08565242 0.005527121 0.04207544 0.01373164 chlorides 0.09370519 0.061297772 0.20382291 0.055609535 1.000000000 0.005562147 0.04740047 0.20063233 -0.26502613 0.371260481 -0.22114054 -0.12890656 free.sulfur.dioxide -0.15379419 -0.010503827 -0.06097813 0.187048995 0.005562147 1.000000000 0.66766645 -0.02194583 0.07037750 0.051657572 -0.06940835 -0.05065606 total.sulfur.dioxide -0.11318144 0.076470005 0.03553302 0.203027882 0.047400468 0.667666450 1.00000000 0.07126948 -0.06649456 0.042946836 -0.20565394 -0.18510029 density 0.66804729 0.022026232 0.36494718 0.355283371 0.200632327 -0.021945831 0.07126948 1.00000000 -0.34169933 0.148506412 -0.49617977 -0.17491923 pH -0.68297819 0.234937294 -0.54190414 -0.085652422 -0.265026131 0.070377499 -0.06649456 -0.34169933 1.00000000 -0.196647602 0.20563251 -0.05773139 sulphates 0.18300566 -0.260986685 0.31277004 0.005527121 0.371260481 0.051657572 0.04294684 0.14850641 -0.19664760 1.000000000 0.09359475 0.25139708 alcohol -0.06166827 -0.202288027 0.10990325 0.042075437 -0.221140545 -0.069408354 -0.20565394 -0.49617977 0.20563251 0.093594750 1.00000000 0.47616632 quality 0.12405165 -0.390557780 0.22637251 0.013731637 -0.128906560 -0.050656057 -0.18510029 -0.17491923 -0.05773139 0.251397079 0.47616632 1.00000000 > cor(wine2[,1:12],wine2[,1:12]) fixed.acidity volatile.acidity citric.acid residual.sugar chlorides free.sulfur.dioxide total.sulfur.dioxide density pH sulphates alcohol quality fixed.acidity 1.00000000 0.21900826 0.32443573 -0.11198128 0.29819477 -0.28273543 -0.32905390 0.45890998 -0.25270047 0.299567744 -0.095451523 -0.07674321 volatile.acidity 0.21900826 1.00000000 -0.37798132 -0.19601117 0.37712428 -0.35255731 -0.41447619 0.27129565 0.26145440 0.225983680 -0.037640386 -0.26569948 citric.acid 0.32443573 -0.37798132 1.00000000 0.14245123 0.03899801 0.13312581 0.19524198 0.09615393 -0.32980819 0.056197300 -0.010493492 0.08553172 residual.sugar -0.11198128 -0.19601117 0.14245123 1.00000000 -0.12894050 0.40287064 0.49548159 0.55251695 -0.26731984 -0.185927405 -0.359414771 -0.03698048 chlorides 0.29819477 0.37712428 0.03899801 -0.12894050 1.00000000 -0.19504479 -0.27963045 0.36261466 0.04470798 0.395593307 -0.256915580 -0.20066550 free.sulfur.dioxide -0.28273543 -0.35255731 0.13312581 0.40287064 -0.19504479 1.00000000 0.72093408 0.02571684 -0.14585390 -0.188457249 -0.179838435 0.05546306 total.sulfur.dioxide -0.32905390 -0.41447619 0.19524198 0.49548159 -0.27963045 0.72093408 1.00000000 0.03239451 -0.23841310 -0.275726820 -0.265739639 -0.04138545 density 0.45890998 0.27129565 0.09615393 0.55251695 0.36261466 0.02571684 0.03239451 1.00000000 0.01168608 0.259478495 -0.686745422 -0.30585791 pH -0.25270047 0.26145440 -0.32980819 -0.26731984 0.04470798 -0.14585390 -0.23841310 0.01168608 1.00000000 0.192123407 0.121248467 0.01950570 sulphates 0.29956774 0.22598368 0.05619730 -0.18592741 0.39559331 -0.18845725 -0.27572682 0.25947850 0.19212341 1.000000000 -0.003029195 0.03848545 alcohol -0.09545152 -0.03764039 -0.01049349 -0.35941477 -0.25691558 -0.17983843 -0.26573964 -0.68674542 0.12124847 -0.003029195 1.000000000 0.44431852 quality -0.07674321 -0.26569948 0.08553172 -0.03698048 -0.20066550 0.05546306 -0.04138545 -0.30585791 0.01950570 0.038485446 0.444318520 1.00000000 > Weka logistic regression results based on all 12 attributes to predict classification of red vs. white wine: === Run information === Scheme:weka.classifiers.functions.Logistic -R 1.0E-8 -M -1 Relation: wines Instances: 6497 Attributes: 13 fixed.acidity volatile.acidity citric.acid residual.sugar chlorides free.sulfur.dioxide total.sulfur.dioxide density pH sulphates alcohol quality kind Test mode:10-fold cross-validation === Classifier model (full training set) === Logistic Regression with ridge parameter of 1.0E-8 Coefficients... Class Variable red ======================================= fixed.acidity -0.4005 volatile.acidity 6.722 citric.acid -2.6172 residual.sugar -0.9562 chlorides 22.0115 free.sulfur.dioxide 0.0608 total.sulfur.dioxide -0.0523 density 1875.0433 pH -1.9593 sulphates 2.6927 alcohol 1.7921 quality 0.4339 Intercept -1875.9582 Odds Ratios... Class Variable red ======================================= fixed.acidity 0.67 volatile.acidity 830.4536 citric.acid 0.073 residual.sugar 0.3843 chlorides 3626349994.9526 free.sulfur.dioxide 1.0627 total.sulfur.dioxide 0.9491 density Infinity pH 0.141 sulphates 14.7716 alcohol 6.0023 quality 1.5432 Time taken to build model: 0.48 seconds === Stratified cross-validation === === Summary === Correctly Classified Instances 6458 99.3997 % Incorrectly Classified Instances 39 0.6003 % Kappa statistic 0.9838 Mean absolute error 0.0129 Root mean squared error 0.0718 Relative absolute error 3.4637 % Root relative squared error 16.6574 % Total Number of Instances 6497 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.003 0.991 0.985 0.988 0.996 red 0.997 0.015 0.995 0.997 0.996 0.996 white Weighted Avg. 0.994 0.012 0.994 0.994 0.994 0.996 === Confusion Matrix === a b <-- classified as 1575 24 | a = red 15 4883 | b = white Feature selection: in this logistic regression classification task, I used: 1.volatile acidicity 2.residual sugar 3.chlorides 4.free sulfur dioxide 5.total sulfur dioxide 6.sulphates and we have: === Run information === Scheme:weka.classifiers.functions.Logistic -R 1.0E-8 -M -1 Relation: wines-weka.filters.unsupervised.attribute.Remove-R1,3,8-9,11-12 Instances: 6497 Attributes: 7 volatile.acidity residual.sugar chlorides free.sulfur.dioxide total.sulfur.dioxide sulphates kind Test mode:10-fold cross-validation === Classifier model (full training set) === Logistic Regression with ridge parameter of 1.0E-8 Coefficients... Class Variable red ============================================= volatile.acidity 12.9462 residual.sugar -0.1777 chlorides 38.5093 free.sulfur.dioxide 0.0419 total.sulfur.dioxide -0.0673 sulphates 10.2436 Intercept -8.753 Odds Ratios... Class Variable red ============================================= volatile.acidity 419227.9842 residual.sugar 0.8372 chlorides 5.3009704743056816E16 free.sulfur.dioxide 1.0427 total.sulfur.dioxide 0.9349 sulphates 28101.7054 Time taken to build model: 0.1 seconds === Stratified cross-validation === === Summary === Correctly Classified Instances 6354 97.799 % Incorrectly Classified Instances 143 2.201 % Kappa statistic 0.9405 Mean absolute error 0.0359 Root mean squared error 0.1302 Relative absolute error 9.6607 % Root relative squared error 30.2378 % Total Number of Instances 6497 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.951 0.013 0.959 0.951 0.955 0.994 red 0.987 0.049 0.984 0.987 0.985 0.994 white Weighted Avg. 0.978 0.04 0.978 0.978 0.978 0.994 === Confusion Matrix === a b <-- classified as 1521 78 | a = red 65 4833 | b = white If we use only three attributes: 1.volatile acidity 2.free sulfur dioxide 3.total sulfur dioxide we have: === Run information === Scheme:weka.classifiers.functions.Logistic -R 1.0E-8 -M -1 Relation: wines-weka.filters.unsupervised.attribute.Remove-R1,3,8-9,11-12-weka.filters.unsupervised.attribute.Remove-R2-3,6 Instances: 6497 Attributes: 4 volatile.acidity free.sulfur.dioxide total.sulfur.dioxide kind Test mode:10-fold cross-validation === Classifier model (full training set) === Logistic Regression with ridge parameter of 1.0E-8 Coefficients... Class Variable red =================================== volatile.acidity 13.6726 free.sulfur.dioxide 0.0579 total.sulfur.dioxide -0.0765 Intercept -0.9228 Odds Ratios... Class Variable red =================================== volatile.acidity 866788.3405 free.sulfur.dioxide 1.0597 total.sulfur.dioxide 0.9263 Time taken to build model: 0.08 seconds === Stratified cross-validation === === Summary === Correctly Classified Instances 6212 95.6134 % Incorrectly Classified Instances 285 4.3866 % Kappa statistic 0.8807 Mean absolute error 0.069 Root mean squared error 0.1818 Relative absolute error 18.5942 % Root relative squared error 42.2064 % Total Number of Instances 6497 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.897 0.024 0.923 0.897 0.91 0.985 red 0.976 0.103 0.967 0.976 0.971 0.985 white Weighted Avg. 0.956 0.084 0.956 0.956 0.956 0.985 === Confusion Matrix === a b <-- classified as 1434 165 | a = red 120 4778 | b = white J48 decision tree: === Run information === Scheme:weka.classifiers.trees.J48 -C 0.25 -M 2 Relation: wines Instances: 6497 Attributes: 13 fixed.acidity volatile.acidity citric.acid residual.sugar chlorides free.sulfur.dioxide total.sulfur.dioxide density pH sulphates alcohol quality kind Test mode:10-fold cross-validation === Classifier model (full training set) === J48 pruned tree ------------------ total.sulfur.dioxide <= 67 | chlorides <= 0.049 | | sulphates <= 0.55 | | | density <= 0.99455: white (108.0/1.0) | | | density > 0.99455 | | | | residual.sugar <= 2.65: red (5.0) | | | | residual.sugar > 2.65: white (7.0) | | sulphates > 0.55 | | | chlorides <= 0.037: white (15.0/1.0) | | | chlorides > 0.037 | | | | alcohol <= 10.6: white (4.0/1.0) | | | | alcohol > 10.6: red (22.0) | chlorides > 0.049 | | density <= 0.99442 | | | pH <= 3.19 | | | | total.sulfur.dioxide <= 36: red (6.0) | | | | total.sulfur.dioxide > 36: white (10.0) | | | pH > 3.19: red (98.0/1.0) | | density > 0.99442: red (1129.0) total.sulfur.dioxide > 67 | chlorides <= 0.067 | | citric.acid <= 0.11 | | | pH <= 3.49: white (80.0/1.0) | | | pH > 3.49 | | | | total.sulfur.dioxide <= 100: red (11.0) | | | | total.sulfur.dioxide > 100: white (7.0/1.0) | | citric.acid > 0.11 | | | chlorides <= 0.059 | | | | volatile.acidity <= 0.575: white (4254.0/14.0) | | | | volatile.acidity > 0.575 | | | | | pH <= 3.45: white (37.0) | | | | | pH > 3.45: red (5.0/1.0) | | | chlorides > 0.059 | | | | total.sulfur.dioxide <= 89 | | | | | fixed.acidity <= 8.4: white (5.0/1.0) | | | | | fixed.acidity > 8.4: red (4.0) | | | | total.sulfur.dioxide > 89 | | | | | sulphates <= 0.53: white (123.0) | | | | | sulphates > 0.53 | | | | | | volatile.acidity <= 0.47 | | | | | | | fixed.acidity <= 6.15: red (3.0/1.0) | | | | | | | fixed.acidity > 6.15: white (35.0) | | | | | | volatile.acidity > 0.47: red (2.0) | chlorides > 0.067 | | total.sulfur.dioxide <= 153 | | | density <= 0.99498 | | | | alcohol <= 11.1: white (75.0/1.0) | | | | alcohol > 11.1 | | | | | density <= 0.992: white (11.0) | | | | | density > 0.992: red (5.0) | | | density > 0.99498 | | | | volatile.acidity <= 0.305 | | | | | fixed.acidity <= 7.8: white (16.0) | | | | | fixed.acidity > 7.8: red (3.0) | | | | volatile.acidity > 0.305 | | | | | residual.sugar <= 8.2: red (282.0/1.0) | | | | | residual.sugar > 8.2 | | | | | | pH <= 3.14: white (11.0) | | | | | | pH > 3.14: red (6.0) | | total.sulfur.dioxide > 153: white (118.0/1.0) Number of Leaves : 31 Size of the tree : 61 Time taken to build model: 0.27 seconds === Stratified cross-validation === === Summary === Correctly Classified Instances 6413 98.7071 % Incorrectly Classified Instances 84 1.2929 % Kappa statistic 0.965 Mean absolute error 0.0161 Root mean squared error 0.1115 Relative absolute error 4.3318 % Root relative squared error 25.8786 % Total Number of Instances 6497 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.967 0.006 0.98 0.967 0.974 0.98 red 0.994 0.033 0.989 0.994 0.991 0.98 white Weighted Avg. 0.987 0.027 0.987 0.987 0.987 0.98 === Confusion Matrix === a b <-- classified as 1546 53 | a = red 31 4867 | b = white MultilayerPerception -Neural Network Algorithm predict quality based on all the other 11 numeric attributes results: === Run information === Scheme:weka.classifiers.functions.MultilayerPerceptron -L 0.3 -M 0.2 -N 500 -V 0 -S 0 -E 20 -H a Relation: wines-weka.filters.unsupervised.attribute.Remove-R13 Instances: 6497 Attributes: 12 fixed.acidity volatile.acidity citric.acid residual.sugar chlorides free.sulfur.dioxide total.sulfur.dioxide density pH sulphates alcohol quality Test mode:split 66.0% train, remainder test === Classifier model (full training set) === Linear Node 0 Inputs Weights Threshold -0.13470794768709404 Node 1 -0.8140425984378524 Node 2 -2.394775652369456 Node 3 -1.7922786003971802 Node 4 -1.0309204050164782 Node 5 0.8217613123223525 Node 6 1.5634436794396531 Sigmoid Node 1 Inputs Weights Threshold -2.5372312615004424 Attrib fixed.acidity -3.4353467292260036 Attrib volatile.acidity 2.717209195700648 Attrib citric.acid -2.3978764301884197 Attrib residual.sugar -1.928582051888088 Attrib chlorides 0.18196242045553662 Attrib free.sulfur.dioxide 2.729737794562536 Attrib total.sulfur.dioxide 1.4672477882217736 Attrib density 0.6698982953138056 Attrib pH -0.4250756736900811 Attrib sulphates 1.419881219456906 Attrib alcohol -2.365406796363297 Sigmoid Node 2 Inputs Weights Threshold -2.9540032636371887 Attrib fixed.acidity 1.444655529338462 Attrib volatile.acidity 1.0720267437480975 Attrib citric.acid 2.0678211809386693 Attrib residual.sugar -1.7492369522338007 Attrib chlorides 0.4836577211374656 Attrib free.sulfur.dioxide 1.3912541723820466 Attrib total.sulfur.dioxide 0.3622304083189112 Attrib density -0.14216651391825935 Attrib pH 2.208019022047694 Attrib sulphates -1.0433295506302074 Attrib alcohol -2.890972498912086 Sigmoid Node 3 Inputs Weights Threshold 0.9397785090267137 Attrib fixed.acidity 2.3994201223849076 Attrib volatile.acidity 1.6509987633234384 Attrib citric.acid 1.8078757061713477 Attrib residual.sugar 3.5974360089631032 Attrib chlorides 1.3144704228740733 Attrib free.sulfur.dioxide 0.9821112841288827 Attrib total.sulfur.dioxide 3.302828453870828 Attrib density -3.5797337225171852 Attrib pH -2.6315771619170936 Attrib sulphates 0.14200993874911458 Attrib alcohol 1.0509774828999707 Sigmoid Node 4 Inputs Weights Threshold -21.091508781148768 Attrib fixed.acidity -1.2235538693667747 Attrib volatile.acidity 1.0421147316442396 Attrib citric.acid 0.35789387132071787 Attrib residual.sugar -2.585249258480032 Attrib chlorides -2.55665174513596 Attrib free.sulfur.dioxide -15.02253081198439 Attrib total.sulfur.dioxide 1.0203033989684784 Attrib density 1.7931901319122088 Attrib pH -0.8867705129716686 Attrib sulphates -4.2628659401066695 Attrib alcohol -0.1030344483238834 Sigmoid Node 5 Inputs Weights Threshold -3.5110189790049926 Attrib fixed.acidity 3.1738733330075504 Attrib volatile.acidity -1.0883962273956123 Attrib citric.acid 0.44879356812949545 Attrib residual.sugar 3.998387291298288 Attrib chlorides -4.6484852232824485 Attrib free.sulfur.dioxide 4.178324937053386 Attrib total.sulfur.dioxide -2.5830063987352294 Attrib density -9.065487315887633 Attrib pH 2.4068933372539587 Attrib sulphates 3.258347683307487 Attrib alcohol 0.8769012870181575 Sigmoid Node 6 Inputs Weights Threshold -14.46389372659305 Attrib fixed.acidity -0.995520607280129 Attrib volatile.acidity -0.41045503783485293 Attrib citric.acid 1.012175326523596 Attrib residual.sugar 5.081872436816134 Attrib chlorides -3.918155011611399 Attrib free.sulfur.dioxide -4.356085037655535 Attrib total.sulfur.dioxide 3.3837266116895828 Attrib density -8.156370700362535 Attrib pH -0.876014967097169 Attrib sulphates -3.700771306885877 Attrib alcohol 1.1044057571537886 Class Input Node 0 Time taken to build model: 7.1 seconds === Predictions on test split === inst#, actual, predicted, error 1 6 6.257 0.257 2 5 5.716 0.716 3 8 7.26 -0.74 4 6 6.136 0.136 5 4 5.482 1.482 6 3 6.568 3.568 7 7 7.368 0.368 8 6 6.621 0.621 9 7 6.565 -0.435 10 5 5.939 0.939 11 6 7.043 1.043 12 6 5.435 -0.565 13 6 5.972 -0.028 14 7 8.281 1.281 15 6 6.473 0.473 16 5 5.89 0.89 17 5 6.251 1.251 18 7 6.444 -0.556 19 5 6.03 1.03 20 5 5.97 0.97 21 7 6.793 -0.207 22 3 7.123 4.123 23 6 6.589 0.589 24 7 8.006 1.006 25 7 6.844 -0.156 26 7 6.964 -0.036 27 6 5.488 -0.512 28 6 6.888 0.888 29 5 6.074 1.074 30 7 7.317 0.317 31 6 6.013 0.013 32 6 6.071 0.071 33 5 6.109 1.109 34 5 6.277 1.277 35 5 6.04 1.04 36 5 5.898 0.898 37 5 6.251 1.251 38 5 6.08 1.08 39 5 6.083 1.083 40 6 5.76 -0.24 41 4 6.248 2.248 42 5 5.877 0.877 43 7 7.764 0.764 44 6 6.418 0.418 45 7 6.008 -0.992 46 6 6.394 0.394 47 6 5.545 -0.455 48 6 6.087 0.087 49 6 6.352 0.352 50 6 5.917 -0.083 51 5 6.05 1.05 52 5 7.316 2.316 53 6 6.268 0.268 54 6 6.095 0.095 55 5 5.847 0.847 56 6 6.515 0.515 57 5 6.053 1.053 58 6 6.088 0.088 59 4 5.759 1.759 60 7 7.35 0.35 61 7 6.278 -0.722 62 5 6.042 1.042 63 6 5.756 -0.244 64 6 5.569 -0.431 65 7 6.989 -0.011 66 5 6.21 1.21 67 4 6.014 2.014 68 5 5.709 0.709 69 5 6.104 1.104 70 6 5.735 -0.265 71 5 6.497 1.497 72 6 6.825 0.825 73 5 6.153 1.153 74 5 6.212 1.212 75 5 6.01 1.01 76 6 6.518 0.518 77 5 5.949 0.949 78 7 6.721 -0.279 79 6 5.77 -0.23 80 6 6.452 0.452 81 7 8.042 1.042 82 5 6.034 1.034 83 5 6.167 1.167 84 6 6.386 0.386 85 6 6.096 0.096 86 5 5.823 0.823 87 6 6.758 0.758 88 5 6.043 1.043 89 6 5.701 -0.299 90 7 7.365 0.365 91 8 6.973 -1.027 92 7 6.577 -0.423 93 7 6.683 -0.317 94 6 6.694 0.694 95 8 6.099 -1.901 96 6 6.834 0.834 97 5 5.883 0.883 98 6 7.182 1.182 99 5 5.499 0.499 100 5 6.03 1.03 101 5 5.688 0.688 102 6 6.446 0.446 103 6 5.732 -0.268 104 6 6.523 0.523 105 6 6.654 0.654 106 7 7.083 0.083 107 6 6.778 0.778 108 5 6.268 1.268 109 6 6.042 0.042 110 6 6.054 0.054 111 6 6.84 0.84 112 5 6.426 1.426 113 5 6.042 1.042 114 5 5.901 0.901 115 5 6.069 1.069 116 6 6.102 0.102 117 6 6.554 0.554 118 5 6.29 1.29 119 6 6.108 0.108 120 6 5.882 -0.118 121 5 6.509 1.509 122 6 6.912 0.912 123 6 6.137 0.137 124 7 7.143 0.143 125 6 6.523 0.523 126 6 6.113 0.113 127 5 5.736 0.736 128 6 6.029 0.029 129 6 6.144 0.144 130 5 6.075 1.075 131 6 6.116 0.116 132 6 5.544 -0.456 133 5 5.7 0.7 134 7 7.968 0.968 135 6 6.66 0.66 136 5 5.485 0.485 137 5 6.187 1.187 138 6 6.05 0.05 139 7 6.595 -0.405 140 4 5.764 1.764 141 7 6.526 -0.474 142 5 6.066 1.066 143 6 7.594 1.594 144 7 5.928 -1.072 145 5 5.825 0.825 146 6 7.115 1.115 147 6 6.54 0.54 148 4 5.851 1.851 149 5 5.866 0.866 150 5 5.836 0.836 151 5 5.594 0.594 152 6 6.582 0.582 153 6 6.668 0.668 154 7 6.197 -0.803 155 4 5.882 1.882 156 6 6.305 0.305 157 5 5.754 0.754 158 6 5.867 -0.133 159 5 6.08 1.08 160 7 7.323 0.323 161 6 6.125 0.125 162 6 6.578 0.578 163 4 5.697 1.697 164 6 6.347 0.347 165 5 5.6 0.6 166 6 6.016 0.016 167 6 6.302 0.302 168 6 6.21 0.21 169 7 6.223 -0.777 170 6 7.11 1.11 171 5 6.078 1.078 172 6 5.84 -0.16 173 6 5.707 -0.293 174 6 5.632 -0.368 175 8 7.426 -0.574 176 7 7.034 0.034 177 7 6.771 -0.229 178 6 6.189 0.189 179 6 6.387 0.387 180 6 6.573 0.573 181 5 5.841 0.841 182 6 6.989 0.989 183 5 5.782 0.782 184 5 5.855 0.855 185 6 6.431 0.431 186 6 6.601 0.601 187 4 6.121 2.121 188 5 5.426 0.426 189 6 6.708 0.708 190 6 6.745 0.745 191 6 6.274 0.274 192 6 7.317 1.317 193 7 6.31 -0.69 194 4 4.567 0.567 195 6 7.534 1.534 196 7 7.368 0.368 197 7 7.202 0.202 198 7 6.963 -0.037 199 6 6.252 0.252 200 6 6.508 0.508 201 7 8.141 1.141 202 5 6.502 1.502 203 7 6.538 -0.462 204 6 5.607 -0.393 205 5 6.188 1.188 206 8 6.413 -1.587 207 6 6.652 0.652 208 6 5.996 -0.004 209 7 7.231 0.231 210 6 5.834 -0.166 211 7 7.304 0.304 212 8 6.614 -1.386 213 5 6.482 1.482 214 5 6.086 1.086 215 6 6.341 0.341 216 6 6.794 0.794 217 6 6.121 0.121 218 3 5.188 2.188 219 5 6.948 1.948 220 6 5.912 -0.088 221 6 5.805 -0.195 222 6 6.355 0.355 223 5 6.072 1.072 224 6 6.163 0.163 225 5 6.865 1.865 226 7 6.393 -0.607 227 6 6.127 0.127 228 5 5.66 0.66 229 7 6.549 -0.451 230 7 6.799 -0.201 231 6 6.105 0.105 232 5 5.958 0.958 233 7 7.502 0.502 234 7 6.479 -0.521 235 6 6.359 0.359 236 5 5.705 0.705 237 5 6.083 1.083 238 7 7.809 0.809 239 5 5.871 0.871 240 6 6.196 0.196 241 5 5.962 0.962 242 6 7.376 1.376 243 7 6.975 -0.025 244 5 6.11 1.11 245 5 6.232 1.232 246 5 6.079 1.079 247 5 6.052 1.052 248 6 6.167 0.167 249 5 6.097 1.097 250 5 5.479 0.479 251 7 6.496 -0.504 252 5 5.728 0.728 253 4 5.931 1.931 254 8 7.13 -0.87 255 5 6.415 1.415 256 5 5.935 0.935 257 5 6.159 1.159 258 7 7.68 0.68 259 6 5.941 -0.059 260 5 5.926 0.926 261 6 6.601 0.601 262 4 5.51 1.51 263 5 5.827 0.827 264 6 6.601 0.601 265 6 5.954 -0.046 266 6 6.069 0.069 267 8 6.306 -1.694 268 7 6.548 -0.452 269 4 5.99 1.99 270 6 6.315 0.315 271 7 6.041 -0.959 272 6 6.216 0.216 273 6 7.273 1.273 274 5 5.885 0.885 275 7 6.566 -0.434 276 5 5.749 0.749 277 6 5.982 -0.018 278 5 6.048 1.048 279 6 6.544 0.544 280 6 6.389 0.389 281 5 5.763 0.763 282 7 6.756 -0.244 283 5 6.08 1.08 284 6 6.028 0.028 285 5 5.728 0.728 286 7 6.671 -0.329 287 7 7.66 0.66 288 5 6.352 1.352 289 6 6.727 0.727 290 5 5.978 0.978 291 5 5.436 0.436 292 3 6.664 3.664 293 6 6.519 0.519 294 8 6.384 -1.616 295 6 5.927 -0.073 296 6 7.451 1.451 297 5 6.132 1.132 298 6 6.06 0.06 299 7 6.938 -0.062 300 5 6.075 1.075 301 5 6.003 1.003 302 5 6.622 1.622 303 6 6.306 0.306 304 5 6.568 1.568 305 5 6.086 1.086 306 5 5.864 0.864 307 5 6.359 1.359 308 6 6.749 0.749 309 6 6.143 0.143 310 6 7.15 1.15 311 6 6.258 0.258 312 5 5.337 0.337 313 5 5.897 0.897 314 6 6.128 0.128 315 5 6.613 1.613 316 5 6.223 1.223 317 6 7.237 1.237 318 7 6.421 -0.579 319 5 6.554 1.554 320 8 6.774 -1.226 321 6 6.258 0.258 322 5 5.844 0.844 323 5 5.891 0.891 324 5 6.194 1.194 325 8 6.386 -1.614 326 7 6.958 -0.042 327 4 5.96 1.96 328 5 5.758 0.758 329 6 5.871 -0.129 330 7 6.385 -0.615 331 6 6.139 0.139 332 5 6.028 1.028 333 5 6.173 1.173 334 8 6.742 -1.258 335 6 5.914 -0.086 336 6 5.933 -0.067 337 7 7.058 0.058 338 6 5.93 -0.07 339 5 6.05 1.05 340 6 6.101 0.101 341 6 6.269 0.269 342 5 6.211 1.211 343 5 6.079 1.079 344 6 6.456 0.456 345 7 6.084 -0.916 346 7 6.778 -0.222 347 7 6.878 -0.122 348 6 6.068 0.068 349 5 5.66 0.66 350 6 6.057 0.057 351 4 5.934 1.934 352 5 5.881 0.881 353 7 6.517 -0.483 354 5 6.048 1.048 355 6 6.882 0.882 356 5 5.802 0.802 357 5 6.757 1.757 358 6 5.983 -0.017 359 6 6.27 0.27 360 6 6.212 0.212 361 5 6.299 1.299 362 5 5.94 0.94 363 7 6.111 -0.889 364 5 6.008 1.008 365 6 6.151 0.151 366 6 6.109 0.109 367 7 6.973 -0.027 368 5 6.526 1.526 369 5 5.511 0.511 370 5 6.05 1.05 371 5 5.689 0.689 372 6 7.058 1.058 373 6 6.238 0.238 374 5 5.839 0.839 375 6 6.918 0.918 376 5 5.747 0.747 377 7 6.361 -0.639 378 8 7.238 -0.762 379 6 6.302 0.302 380 7 6.306 -0.694 381 8 6.44 -1.56 382 6 6.501 0.501 383 6 7.734 1.734 384 5 6.269 1.269 385 5 5.862 0.862 386 6 5.991 -0.009 387 5 7.098 2.098 388 5 6.532 1.532 389 6 6.091 0.091 390 6 6.164 0.164 391 6 7.28 1.28 392 4 5.992 1.992 393 6 6.976 0.976 394 5 6.009 1.009 395 6 7.12 1.12 396 5 5.666 0.666 397 7 6.115 -0.885 398 5 6.095 1.095 399 7 6.101 -0.899 400 6 5.829 -0.171 401 6 6.035 0.035 402 5 5.689 0.689 403 6 7.492 1.492 404 5 5.849 0.849 405 7 6.423 -0.577 406 4 5.662 1.662 407 5 5.973 0.973 408 7 7.544 0.544 409 5 6.595 1.595 410 6 8.143 2.143 411 5 5.622 0.622 412 8 6.47 -1.53 413 6 6.608 0.608 414 5 6.094 1.094 415 6 5.948 -0.052 416 5 5.723 0.723 417 5 5.698 0.698 418 5 5.594 0.594 419 5 5.777 0.777 420 6 5.963 -0.037 421 5 6.347 1.347 422 4 6.143 2.143 423 6 6.911 0.911 424 5 5.649 0.649 425 8 6.099 -1.901 426 5 5.855 0.855 427 6 6.102 0.102 428 6 6.866 0.866 429 7 6.664 -0.336 430 6 6.156 0.156 431 6 6.372 0.372 432 6 6.794 0.794 433 7 7.308 0.308 434 6 6.934 0.934 435 5 5.999 0.999 436 7 6.087 -0.913 437 5 5.546 0.546 438 5 6.147 1.147 439 6 6.087 0.087 440 5 5.968 0.968 441 5 5.952 0.952 442 6 6.932 0.932 443 7 7.304 0.304 444 5 6.148 1.148 445 7 7.003 0.003 446 5 5.132 0.132 447 6 6.241 0.241 448 7 8.234 1.234 449 6 6.387 0.387 450 6 6.334 0.334 451 6 5.936 -0.064 452 6 6.725 0.725 453 6 6.464 0.464 454 5 5.592 0.592 455 5 5.698 0.698 456 6 5.952 -0.048 457 5 5.909 0.909 458 5 5.931 0.931 459 7 6.177 -0.823 460 6 6.261 0.261 461 5 5.787 0.787 462 5 5.418 0.418 463 6 7.104 1.104 464 6 6.84 0.84 465 5 6.014 1.014 466 6 6.266 0.266 467 6 6.277 0.277 468 6 6.128 0.128 469 5 6.324 1.324 470 6 6.174 0.174 471 5 5.95 0.95 472 7 6.665 -0.335 473 5 5.834 0.834 474 6 6.004 0.004 475 6 6.037 0.037 476 6 6.475 0.475 477 6 5.847 -0.153 478 6 5.85 -0.15 479 5 5.628 0.628 480 6 6.083 0.083 481 6 6.391 0.391 482 6 6.377 0.377 483 5 5.963 0.963 484 5 5.503 0.503 485 6 6.687 0.687 486 6 5.943 -0.057 487 5 5.786 0.786 488 6 5.864 -0.136 489 6 5.416 -0.584 490 6 6.779 0.779 491 6 6.496 0.496 492 6 6.528 0.528 493 6 5.536 -0.464 494 4 5.343 1.343 495 7 6.461 -0.539 496 5 6.009 1.009 497 5 5.948 0.948 498 4 6.483 2.483 499 6 8.106 2.106 500 5 5.46 0.46 501 6 6.252 0.252 502 6 6.026 0.026 503 6 5.632 -0.368 504 5 6.226 1.226 505 7 6.748 -0.252 506 5 6.419 1.419 507 6 6.852 0.852 508 5 6.088 1.088 509 5 6.056 1.056 510 8 6.68 -1.32 511 5 5.904 0.904 512 5 5.779 0.779 513 6 6.896 0.896 514 6 6.23 0.23 515 6 6.164 0.164 516 5 5.942 0.942 517 5 6.511 1.511 518 6 6.036 0.036 519 5 7.648 2.648 520 6 5.918 -0.082 521 5 5.745 0.745 522 7 6.789 -0.211 523 6 5.968 -0.032 524 5 6.21 1.21 525 5 5.632 0.632 526 5 5.961 0.961 527 7 7.369 0.369 528 6 5.844 -0.156 529 6 6.153 0.153 530 6 6.388 0.388 531 6 6.591 0.591 532 6 6.093 0.093 533 6 6.257 0.257 534 6 5.954 -0.046 535 7 6.529 -0.471 536 6 6.225 0.225 537 6 6.236 0.236 538 5 5.667 0.667 539 5 5.844 0.844 540 5 5.855 0.855 541 6 5.956 -0.044 542 7 7.588 0.588 543 6 6.151 0.151 544 7 6.831 -0.169 545 6 5.949 -0.051 546 7 6.592 -0.408 547 5 6.205 1.205 548 6 6.86 0.86 549 6 5.995 -0.005 550 6 6.116 0.116 551 6 5.857 -0.143 552 6 6.167 0.167 553 7 6.745 -0.255 554 4 5.412 1.412 555 6 5.862 -0.138 556 6 6.793 0.793 557 6 6.155 0.155 558 6 6.309 0.309 559 4 5.88 1.88 560 6 6.05 0.05 561 5 6.89 1.89 562 7 7.934 0.934 563 6 6.02 0.02 564 5 5.242 0.242 565 6 7.169 1.169 566 5 5.943 0.943 567 5 6.386 1.386 568 6 6.813 0.813 569 6 6.708 0.708 570 6 6.378 0.378 571 6 6.415 0.415 572 6 6.497 0.497 573 6 7.564 1.564 574 6 5.886 -0.114 575 6 5.654 -0.346 576 6 6.025 0.025 577 6 6.07 0.07 578 5 5.366 0.366 579 4 6.04 2.04 580 7 7.228 0.228 581 6 6.477 0.477 582 6 5.969 -0.031 583 6 6.362 0.362 584 6 6.665 0.665 585 6 7.678 1.678 586 6 6.489 0.489 587 6 6.041 0.041 588 6 6.349 0.349 589 6 6.412 0.412 590 5 5.88 0.88 591 5 5.879 0.879 592 6 6.377 0.377 593 5 6.178 1.178 594 6 5.928 -0.072 595 5 5.905 0.905 596 5 6.148 1.148 597 5 6.478 1.478 598 7 6.574 -0.426 599 6 6.124 0.124 600 6 6.476 0.476 601 6 6.24 0.24 602 7 5.783 -1.217 603 5 5.938 0.938 604 7 7.353 0.353 605 5 6.319 1.319 606 5 5.86 0.86 607 4 6.13 2.13 608 6 5.846 -0.154 609 7 6.117 -0.883 610 6 5.876 -0.124 611 5 6.037 1.037 612 7 7.053 0.053 613 7 6.559 -0.441 614 6 5.954 -0.046 615 6 5.968 -0.032 616 6 6.646 0.646 617 5 5.72 0.72 618 7 6.437 -0.563 619 6 6.312 0.312 620 6 6.261 0.261 621 5 6.016 1.016 622 5 6.089 1.089 623 5 5.735 0.735 624 6 5.958 -0.042 625 8 7.19 -0.81 626 6 6.24 0.24 627 5 5.922 0.922 628 6 6.647 0.647 629 4 5.198 1.198 630 5 6.086 1.086 631 7 7.536 0.536 632 3 6.343 3.343 633 7 7.457 0.457 634 5 6.896 1.896 635 5 6.202 1.202 636 5 6.061 1.061 637 6 6.385 0.385 638 6 5.82 -0.18 639 6 5.702 -0.298 640 6 6.729 0.729 641 7 7.438 0.438 642 4 6.005 2.005 643 7 7.54 0.54 644 7 6.28 -0.72 645 6 7.2 1.2 646 6 6.022 0.022 647 6 6.905 0.905 648 7 6.849 -0.151 649 4 4.985 0.985 650 6 7.133 1.133 651 5 6.778 1.778 652 6 5.895 -0.105 653 6 6.06 0.06 654 7 7.743 0.743 655 5 6.051 1.051 656 7 6.635 -0.365 657 5 6.76 1.76 658 5 5.633 0.633 659 5 5.897 0.897 660 7 6.76 -0.24 661 7 7.533 0.533 662 6 6.555 0.555 663 6 6.127 0.127 664 7 6.113 -0.887 665 6 7.119 1.119 666 6 6.531 0.531 667 5 6.411 1.411 668 7 6.788 -0.212 669 6 6.875 0.875 670 6 7.055 1.055 671 5 7.838 2.838 672 5 6.165 1.165 673 5 6.03 1.03 674 6 6.995 0.995 675 7 6.05 -0.95 676 5 5.532 0.532 677 7 6.301 -0.699 678 6 6.142 0.142 679 5 5.683 0.683 680 6 7.466 1.466 681 6 7.954 1.954 682 7 7.442 0.442 683 6 6.359 0.359 684 5 6.162 1.162 685 5 5.637 0.637 686 6 6.199 0.199 687 6 6.067 0.067 688 6 6.573 0.573 689 6 7.435 1.435 690 6 6.448 0.448 691 7 7.109 0.109 692 8 6.144 -1.856 693 6 5.887 -0.113 694 5 6.028 1.028 695 5 5.427 0.427 696 7 7.57 0.57 697 7 7.949 0.949 698 7 7.181 0.181 699 7 6.084 -0.916 700 5 6.03 1.03 701 6 6.566 0.566 702 7 6.825 -0.175 703 6 5.76 -0.24 704 6 5.976 -0.024 705 6 7.2 1.2 706 6 6.035 0.035 707 6 6.111 0.111 708 6 6.067 0.067 709 6 6.176 0.176 710 7 6.277 -0.723 711 7 7.342 0.342 712 7 6.447 -0.553 713 6 6.271 0.271 714 7 6.426 -0.574 715 5 5.359 0.359 716 5 6.027 1.027 717 7 6.908 -0.092 718 6 6.121 0.121 719 6 6.029 0.029 720 6 6.045 0.045 721 7 6.032 -0.968 722 7 6.34 -0.66 723 6 6.357 0.357 724 5 5.858 0.858 725 6 6.845 0.845 726 6 6.288 0.288 727 6 6.042 0.042 728 7 6.509 -0.491 729 6 6.261 0.261 730 7 6.039 -0.961 731 6 5.73 -0.27 732 5 6.329 1.329 733 5 6.082 1.082 734 7 5.806 -1.194 735 6 5.983 -0.017 736 6 6.859 0.859 737 5 6.063 1.063 738 6 5.826 -0.174 739 6 6.22 0.22 740 7 6.186 -0.814 741 6 6.301 0.301 742 6 6.624 0.624 743 5 5.828 0.828 744 5 5.929 0.929 745 6 6.768 0.768 746 6 6.166 0.166 747 6 6.248 0.248 748 5 5.834 0.834 749 5 6.177 1.177 750 6 5.9 -0.1 751 7 6.33 -0.67 752 5 6.005 1.005 753 7 6.689 -0.311 754 5 5.337 0.337 755 6 6.462 0.462 756 6 6.303 0.303 757 8 7.322 -0.678 758 5 5.343 0.343 759 6 5.944 -0.056 760 5 6.043 1.043 761 5 6.166 1.166 762 6 5.985 -0.015 763 6 5.958 -0.042 764 5 6.757 1.757 765 6 7.258 1.258 766 7 5.987 -1.013 767 5 6.187 1.187 768 5 5.788 0.788 769 6 5.681 -0.319 770 8 6.306 -1.694 771 6 5.863 -0.137 772 7 6.686 -0.314 773 6 6.883 0.883 774 6 6.438 0.438 775 6 5.922 -0.078 776 6 6.178 0.178 777 4 6.189 2.189 778 6 7.174 1.174 779 7 6.407 -0.593 780 6 6.408 0.408 781 5 5.982 0.982 782 7 6.792 -0.208 783 4 5.912 1.912 784 5 6.546 1.546 785 5 5.94 0.94 786 6 5.988 -0.012 787 7 6.974 -0.026 788 6 6.2 0.2 789 6 6.345 0.345 790 6 5.544 -0.456 791 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6.119 0.119 959 5 5.534 0.534 960 6 7.086 1.086 961 6 6.228 0.228 962 7 6.294 -0.706 963 6 6.447 0.447 964 6 6.331 0.331 965 5 5.527 0.527 966 5 5.958 0.958 967 6 6.136 0.136 968 4 6.491 2.491 969 6 6.025 0.025 970 5 5.926 0.926 971 7 7.372 0.372 972 5 5.884 0.884 973 5 4.65 -0.35 974 4 5.853 1.853 975 5 5.285 0.285 976 5 5.814 0.814 977 6 6.133 0.133 978 7 7.443 0.443 979 6 6.26 0.26 980 7 7.236 0.236 981 7 6.683 -0.317 982 5 5.923 0.923 983 7 6.931 -0.069 984 5 6.77 1.77 985 6 5.925 -0.075 986 6 6.281 0.281 987 6 6.16 0.16 988 7 6.689 -0.311 989 6 6.673 0.673 990 6 5.886 -0.114 991 5 5.559 0.559 992 6 6.699 0.699 993 8 7.446 -0.554 994 5 6.019 1.019 995 4 7.736 3.736 996 5 6.046 1.046 997 7 6.147 -0.853 998 5 5.93 0.93 999 6 6.173 0.173 1000 6 5.959 -0.041 1001 6 5.988 -0.012 1002 6 5.744 -0.256 1003 7 6.676 -0.324 1004 6 6.067 0.067 1005 6 6.617 0.617 1006 5 6.017 1.017 1007 6 7.111 1.111 1008 6 6.182 0.182 1009 6 6.254 0.254 1010 6 5.731 -0.269 1011 6 6.843 0.843 1012 5 5.753 0.753 1013 6 6.395 0.395 1014 6 6.151 0.151 1015 6 6.729 0.729 1016 5 6.194 1.194 1017 6 6.969 0.969 1018 6 6.312 0.312 1019 7 7.568 0.568 1020 5 6.049 1.049 1021 7 6.115 -0.885 1022 5 5.767 0.767 1023 9 7.645 -1.355 1024 7 6.187 -0.813 1025 7 5.791 -1.209 1026 5 5.822 0.822 1027 6 6.573 0.573 1028 6 6.142 0.142 1029 5 5.967 0.967 1030 8 8.013 0.013 1031 6 6.264 0.264 1032 5 5.906 0.906 1033 5 6.239 1.239 1034 8 6.713 -1.287 1035 5 6.593 1.593 1036 8 7.649 -0.351 1037 6 6.15 0.15 1038 5 5.738 0.738 1039 7 6.31 -0.69 1040 5 6.047 1.047 1041 6 6.976 0.976 1042 7 6.919 -0.081 1043 6 6.266 0.266 1044 5 5.849 0.849 1045 6 6.842 0.842 1046 5 5.893 0.893 1047 6 6.993 0.993 1048 5 5.895 0.895 1049 3 5.7 2.7 1050 5 5.818 0.818 1051 5 6.302 1.302 1052 5 6.27 1.27 1053 6 6.077 0.077 1054 6 6.604 0.604 1055 6 6.195 0.195 1056 5 5.821 0.821 1057 6 6.376 0.376 1058 5 5.737 0.737 1059 5 5.805 0.805 1060 5 5.755 0.755 1061 6 6.354 0.354 1062 7 6.947 -0.053 1063 6 6.032 0.032 1064 7 6.202 -0.798 1065 5 5.694 0.694 1066 5 5.99 0.99 1067 7 6.663 -0.337 1068 5 6.373 1.373 1069 6 7.137 1.137 1070 7 6.94 -0.06 1071 6 6.466 0.466 1072 6 6.173 0.173 1073 8 6.363 -1.637 1074 7 7.349 0.349 1075 6 5.838 -0.162 1076 5 5.543 0.543 1077 6 6.934 0.934 1078 6 6.554 0.554 1079 6 7.031 1.031 1080 7 6.557 -0.443 1081 6 6.529 0.529 1082 5 5.808 0.808 1083 5 5.482 0.482 1084 5 5.906 0.906 1085 9 6.347 -2.653 1086 5 6.199 1.199 1087 6 6.816 0.816 1088 5 6.132 1.132 1089 5 5.889 0.889 1090 6 6.13 0.13 1091 6 6.346 0.346 1092 6 6.976 0.976 1093 7 7.723 0.723 1094 5 5.856 0.856 1095 6 6.303 0.303 1096 5 5.736 0.736 1097 7 6.583 -0.417 1098 5 5.969 0.969 1099 5 5.737 0.737 1100 6 6.35 0.35 1101 5 5.669 0.669 1102 5 6.181 1.181 1103 5 5.808 0.808 1104 5 6.119 1.119 1105 6 6.61 0.61 1106 5 6.186 1.186 1107 6 6.44 0.44 1108 6 6.249 0.249 1109 6 5.753 -0.247 1110 7 6.475 -0.525 1111 7 6.039 -0.961 1112 5 5.916 0.916 1113 6 6.424 0.424 1114 7 6.117 -0.883 1115 6 6.799 0.799 1116 5 6.235 1.235 1117 6 6.271 0.271 1118 6 5.912 -0.088 1119 5 5.811 0.811 1120 5 5.538 0.538 1121 6 6.357 0.357 1122 6 5.935 -0.065 1123 6 7.094 1.094 1124 7 6.186 -0.814 1125 6 6.078 0.078 1126 6 7.7 1.7 1127 6 5.979 -0.021 1128 6 6.069 0.069 1129 5 5.944 0.944 1130 5 5.402 0.402 1131 7 6.863 -0.137 1132 4 6.06 2.06 1133 7 6.656 -0.344 1134 6 5.909 -0.091 1135 5 5.282 0.282 1136 7 7.043 0.043 1137 6 6.035 0.035 1138 5 6.03 1.03 1139 6 5.831 -0.169 1140 6 6.434 0.434 1141 6 6.137 0.137 1142 7 6.181 -0.819 1143 6 6.134 0.134 1144 6 6.221 0.221 1145 7 6.748 -0.252 1146 7 6.308 -0.692 1147 5 5.98 0.98 1148 6 5.966 -0.034 1149 6 6.134 0.134 1150 5 5.519 0.519 1151 5 5.982 0.982 1152 6 5.551 -0.449 1153 5 5.866 0.866 1154 5 6.37 1.37 1155 7 7.336 0.336 1156 6 6.405 0.405 1157 5 6.069 1.069 1158 6 6.62 0.62 1159 6 6.19 0.19 1160 6 6.422 0.422 1161 8 6.207 -1.793 1162 6 6.137 0.137 1163 5 6.472 1.472 1164 6 5.884 -0.116 1165 6 6.278 0.278 1166 6 5.738 -0.262 1167 5 5.4 0.4 1168 5 6.08 1.08 1169 6 5.618 -0.382 1170 6 6.089 0.089 1171 6 5.999 -0.001 1172 6 6.565 0.565 1173 6 6.328 0.328 1174 7 7.467 0.467 1175 6 6.765 0.765 1176 5 6.071 1.071 1177 5 7.434 2.434 1178 6 6.519 0.519 1179 6 6.217 0.217 1180 7 7.239 0.239 1181 6 6.928 0.928 1182 6 6.24 0.24 1183 7 6.475 -0.525 1184 7 6.152 -0.848 1185 5 6.158 1.158 1186 7 7.108 0.108 1187 6 6.06 0.06 1188 5 5.633 0.633 1189 5 5.865 0.865 1190 8 6.099 -1.901 1191 6 6.707 0.707 1192 7 6.583 -0.417 1193 7 6.291 -0.709 1194 6 5.994 -0.006 1195 6 5.973 -0.027 1196 6 5.487 -0.513 1197 5 6.106 1.106 1198 7 6.495 -0.505 1199 6 6.284 0.284 1200 7 7.212 0.212 1201 6 6.226 0.226 1202 8 6.554 -1.446 1203 7 7.321 0.321 1204 5 6.14 1.14 1205 6 6.219 0.219 1206 7 6.553 -0.447 1207 6 5.666 -0.334 1208 6 6.04 0.04 1209 5 5.592 0.592 1210 6 6.016 0.016 1211 5 6.635 1.635 1212 6 6.663 0.663 1213 5 5.963 0.963 1214 6 6.945 0.945 1215 6 5.731 -0.269 1216 5 5.848 0.848 1217 5 5.882 0.882 1218 5 6.178 1.178 1219 5 5.689 0.689 1220 8 7.025 -0.975 1221 6 7.016 1.016 1222 6 6.106 0.106 1223 5 5.814 0.814 1224 5 5.417 0.417 1225 6 6.083 0.083 1226 6 6.546 0.546 1227 7 6.504 -0.496 1228 6 6.994 0.994 1229 8 6.554 -1.446 1230 7 7.179 0.179 1231 6 5.732 -0.268 1232 4 5.63 1.63 1233 6 6.033 0.033 1234 7 6.353 -0.647 1235 6 5.78 -0.22 1236 6 6.225 0.225 1237 5 5.802 0.802 1238 5 6.055 1.055 1239 6 6.21 0.21 1240 6 6.189 0.189 1241 6 5.984 -0.016 1242 6 6.754 0.754 1243 7 6.529 -0.471 1244 6 5.858 -0.142 1245 6 7.492 1.492 1246 4 5.433 1.433 1247 5 4.561 -0.439 1248 6 5.724 -0.276 1249 7 7.449 0.449 1250 6 6.256 0.256 1251 6 6.173 0.173 1252 5 6.245 1.245 1253 5 5.818 0.818 1254 5 5.895 0.895 1255 5 5.984 0.984 1256 5 6.68 1.68 1257 7 6.417 -0.583 1258 6 6.165 0.165 1259 6 7.571 1.571 1260 6 6.309 0.309 1261 5 6.107 1.107 1262 5 5.623 0.623 1263 5 5.686 0.686 1264 5 5.656 0.656 1265 6 7.993 1.993 1266 4 5.831 1.831 1267 6 6.133 0.133 1268 6 6.129 0.129 1269 5 5.513 0.513 1270 7 7.109 0.109 1271 7 6.357 -0.643 1272 5 5.862 0.862 1273 6 7.237 1.237 1274 5 6.29 1.29 1275 6 6.039 0.039 1276 7 6.983 -0.017 1277 7 6.338 -0.662 1278 6 6.092 0.092 1279 5 6.192 1.192 1280 5 6.082 1.082 1281 5 5.481 0.481 1282 6 7.091 1.091 1283 6 7.002 1.002 1284 6 7.064 1.064 1285 5 5.803 0.803 1286 6 6.016 0.016 1287 5 6.121 1.121 1288 5 6.575 1.575 1289 5 5.947 0.947 1290 5 6.009 1.009 1291 7 6 -1 1292 5 6.809 1.809 1293 6 6.106 0.106 1294 5 6.12 1.12 1295 6 6.619 0.619 1296 6 6.376 0.376 1297 5 5.534 0.534 1298 5 6.117 1.117 1299 5 5.923 0.923 1300 6 6.403 0.403 1301 6 6.247 0.247 1302 7 6.257 -0.743 1303 6 6.007 0.007 1304 6 6.424 0.424 1305 7 6.334 -0.666 1306 6 6.945 0.945 1307 7 6.612 -0.388 1308 5 5.831 0.831 1309 7 6.763 -0.237 1310 7 7.064 0.064 1311 5 6.128 1.128 1312 7 7.42 0.42 1313 6 6.185 0.185 1314 7 6.63 -0.37 1315 5 5.885 0.885 1316 6 6.097 0.097 1317 6 6.539 0.539 1318 6 6.486 0.486 1319 5 6.112 1.112 1320 7 6.473 -0.527 1321 4 4.927 0.927 1322 6 6.647 0.647 1323 5 5.152 0.152 1324 7 6.499 -0.501 1325 4 5.717 1.717 1326 6 6.176 0.176 1327 5 6.051 1.051 1328 8 7.808 -0.192 1329 6 6.293 0.293 1330 5 5.58 0.58 1331 5 6.037 1.037 1332 6 5.94 -0.06 1333 6 5.816 -0.184 1334 6 6.914 0.914 1335 5 6.113 1.113 1336 6 7.027 1.027 1337 5 5.966 0.966 1338 6 6.156 0.156 1339 6 6.238 0.238 1340 5 5.73 0.73 1341 5 5.721 0.721 1342 5 5.924 0.924 1343 5 6.379 1.379 1344 5 5.014 0.014 1345 5 6.462 1.462 1346 5 5.385 0.385 1347 5 5.973 0.973 1348 5 5.607 0.607 1349 6 6.488 0.488 1350 5 6.154 1.154 1351 6 6.255 0.255 1352 6 6.632 0.632 1353 6 7.083 1.083 1354 7 6.484 -0.516 1355 5 5.854 0.854 1356 5 6.01 1.01 1357 6 6.23 0.23 1358 6 6.475 0.475 1359 5 6.017 1.017 1360 7 6.62 -0.38 1361 5 6.463 1.463 1362 7 6.566 -0.434 1363 6 6.429 0.429 1364 5 5.905 0.905 1365 5 5.903 0.903 1366 7 6.748 -0.252 1367 7 7.018 0.018 1368 7 6.522 -0.478 1369 5 6.201 1.201 1370 7 6.438 -0.562 1371 7 6.294 -0.706 1372 5 5.878 0.878 1373 5 5.852 0.852 1374 7 6.735 -0.265 1375 5 5.606 0.606 1376 6 6.987 0.987 1377 6 7.143 1.143 1378 5 5.639 0.639 1379 7 7.736 0.736 1380 6 6.013 0.013 1381 7 6.557 -0.443 1382 5 6.281 1.281 1383 5 5.508 0.508 1384 6 6.299 0.299 1385 7 7.774 0.774 1386 5 6.099 1.099 1387 5 6.581 1.581 1388 6 6.631 0.631 1389 6 6.201 0.201 1390 6 6.012 0.012 1391 5 6.102 1.102 1392 6 6.228 0.228 1393 6 6.344 0.344 1394 5 6.118 1.118 1395 5 6.008 1.008 1396 7 7.491 0.491 1397 7 6.703 -0.297 1398 5 5.508 0.508 1399 5 6.103 1.103 1400 6 6.372 0.372 1401 7 6.033 -0.967 1402 6 5.914 -0.086 1403 7 6.178 -0.822 1404 5 4.951 -0.049 1405 5 6.221 1.221 1406 5 6.01 1.01 1407 6 6.38 0.38 1408 6 6.325 0.325 1409 6 6.563 0.563 1410 5 6.169 1.169 1411 5 5.7 0.7 1412 6 6.593 0.593 1413 5 6.328 1.328 1414 7 6.856 -0.144 1415 7 7.548 0.548 1416 5 5.804 0.804 1417 5 5.888 0.888 1418 4 7.3 3.3 1419 7 6.573 -0.427 1420 6 8.233 2.233 1421 6 6.266 0.266 1422 5 5.863 0.863 1423 5 6.598 1.598 1424 6 7.061 1.061 1425 7 6.399 -0.601 1426 4 5.816 1.816 1427 6 7.363 1.363 1428 6 6.403 0.403 1429 6 6.11 0.11 1430 6 5.899 -0.101 1431 6 6.359 0.359 1432 6 6.2 0.2 1433 5 5.461 0.461 1434 5 4.756 -0.244 1435 6 5.998 -0.002 1436 6 6.68 0.68 1437 6 6.151 0.151 1438 6 5.788 -0.212 1439 5 6.215 1.215 1440 6 6.035 0.035 1441 4 5.584 1.584 1442 5 5.756 0.756 1443 7 6.361 -0.639 1444 5 5.664 0.664 1445 5 6.026 1.026 1446 8 6.811 -1.189 1447 6 6.545 0.545 1448 6 6.148 0.148 1449 6 6.961 0.961 1450 5 5.924 0.924 1451 8 7.369 -0.631 1452 5 6.901 1.901 1453 6 6.235 0.235 1454 6 6.778 0.778 1455 6 6.327 0.327 1456 5 6.202 1.202 1457 6 5.99 -0.01 1458 5 5.737 0.737 1459 6 6.431 0.431 1460 6 7.015 1.015 1461 6 6.149 0.149 1462 5 5.488 0.488 1463 8 7.629 -0.371 1464 6 6.391 0.391 1465 6 5.984 -0.016 1466 5 6.256 1.256 1467 6 6.864 0.864 1468 5 5.963 0.963 1469 4 6.493 2.493 1470 6 6.251 0.251 1471 7 7.007 0.007 1472 5 5.627 0.627 1473 7 6.389 -0.611 1474 7 6.769 -0.231 1475 6 5.776 -0.224 1476 7 6.76 -0.24 1477 6 6.514 0.514 1478 7 7.212 0.212 1479 7 6.973 -0.027 1480 8 7.076 -0.924 1481 5 6.014 1.014 1482 6 6.083 0.083 1483 6 6.325 0.325 1484 6 6.065 0.065 1485 6 5.966 -0.034 1486 6 6.41 0.41 1487 5 5.965 0.965 1488 6 6.554 0.554 1489 6 6.203 0.203 1490 6 7.266 1.266 1491 6 5.746 -0.254 1492 6 7.002 1.002 1493 6 6.095 0.095 1494 5 5.98 0.98 1495 7 7.05 0.05 1496 5 6.428 1.428 1497 6 6.249 0.249 1498 6 6.906 0.906 1499 5 5.548 0.548 1500 6 6.067 0.067 1501 6 6.407 0.407 1502 6 7.214 1.214 1503 7 6.905 -0.095 1504 6 6.372 0.372 1505 5 5.897 0.897 1506 6 5.571 -0.429 1507 5 6.534 1.534 1508 6 6.615 0.615 1509 5 5.979 0.979 1510 6 6.359 0.359 1511 6 6.515 0.515 1512 5 5.993 0.993 1513 6 5.977 -0.023 1514 6 5.723 -0.277 1515 6 6.362 0.362 1516 6 6.133 0.133 1517 6 6.311 0.311 1518 4 5.878 1.878 1519 6 6.034 0.034 1520 6 6.408 0.408 1521 7 6.075 -0.925 1522 6 6.226 0.226 1523 7 7.066 0.066 1524 5 6.049 1.049 1525 6 6.335 0.335 1526 6 5.82 -0.18 1527 6 7.432 1.432 1528 5 6.212 1.212 1529 6 6.942 0.942 1530 6 6.529 0.529 1531 5 5.777 0.777 1532 8 7.12 -0.88 1533 6 6.611 0.611 1534 7 6.498 -0.502 1535 6 7.35 1.35 1536 7 6.728 -0.272 1537 6 6.348 0.348 1538 5 5.922 0.922 1539 5 5.756 0.756 1540 6 6.29 0.29 1541 6 6.308 0.308 1542 7 7.678 0.678 1543 7 7.246 0.246 1544 6 6.112 0.112 1545 6 6.446 0.446 1546 5 6.116 1.116 1547 6 7.147 1.147 1548 5 6.566 1.566 1549 5 5.812 0.812 1550 7 6.745 -0.255 1551 5 5.568 0.568 1552 5 6.4 1.4 1553 6 6.109 0.109 1554 5 5.743 0.743 1555 7 7.126 0.126 1556 6 6.386 0.386 1557 5 5.362 0.362 1558 6 5.682 -0.318 1559 6 5.909 -0.091 1560 5 5.985 0.985 1561 5 6.011 1.011 1562 7 7.136 0.136 1563 3 5.736 2.736 1564 4 5.596 1.596 1565 6 5.489 -0.511 1566 7 6.921 -0.079 1567 6 6.447 0.447 1568 7 7.8 0.8 1569 5 5.54 0.54 1570 4 5.5 1.5 1571 7 6.109 -0.891 1572 6 6.88 0.88 1573 5 6.21 1.21 1574 5 6.002 1.002 1575 6 6.546 0.546 1576 6 6.463 0.463 1577 6 6.891 0.891 1578 3 5.51 2.51 1579 5 6.118 1.118 1580 6 6.271 0.271 1581 5 5.001 0.001 1582 6 5.864 -0.136 1583 7 7.032 0.032 1584 5 5.999 0.999 1585 8 6.172 -1.828 1586 4 5.841 1.841 1587 5 6.061 1.061 1588 8 6.742 -1.258 1589 7 7.406 0.406 1590 6 5.882 -0.118 1591 7 6.238 -0.762 1592 5 5.667 0.667 1593 5 6.285 1.285 1594 5 6.091 1.091 1595 4 6.258 2.258 1596 5 6.029 1.029 1597 7 6.084 -0.916 1598 6 5.477 -0.523 1599 5 5.905 0.905 1600 5 6.102 1.102 1601 6 5.732 -0.268 1602 5 6.245 1.245 1603 7 6.302 -0.698 1604 5 6.172 1.172 1605 7 7.333 0.333 1606 6 6.562 0.562 1607 5 6.283 1.283 1608 5 5.927 0.927 1609 6 6.427 0.427 1610 6 6.023 0.023 1611 7 8.193 1.193 1612 5 6.441 1.441 1613 7 7.189 0.189 1614 5 5.883 0.883 1615 6 6.262 0.262 1616 6 5.907 -0.093 1617 6 6.856 0.856 1618 5 6.089 1.089 1619 5 5.882 0.882 1620 5 5.67 0.67 1621 6 6.362 0.362 1622 6 6.085 0.085 1623 6 5.886 -0.114 1624 7 6.408 -0.592 1625 4 6.214 2.214 1626 6 6.363 0.363 1627 5 6.383 1.383 1628 6 6.202 0.202 1629 5 6.238 1.238 1630 5 5.946 0.946 1631 6 6.873 0.873 1632 5 5.836 0.836 1633 5 6.128 1.128 1634 5 5.834 0.834 1635 5 5.768 0.768 1636 4 5.829 1.829 1637 6 6.205 0.205 1638 6 6.314 0.314 1639 6 8.085 2.085 1640 6 5.298 -0.702 1641 6 6.5 0.5 1642 6 7.006 1.006 1643 4 5.972 1.972 1644 5 5.426 0.426 1645 5 6.047 1.047 1646 5 5.85 0.85 1647 7 6.479 -0.521 1648 5 7.055 2.055 1649 5 6.076 1.076 1650 5 5.881 0.881 1651 7 7.884 0.884 1652 7 6.679 -0.321 1653 6 6.163 0.163 1654 6 7.102 1.102 1655 6 5.995 -0.005 1656 5 6.076 1.076 1657 5 5.705 0.705 1658 6 6.122 0.122 1659 7 6.342 -0.658 1660 5 6.695 1.695 1661 7 7.942 0.942 1662 7 6.051 -0.949 1663 5 6.428 1.428 1664 6 6.235 0.235 1665 6 6.69 0.69 1666 5 5.88 0.88 1667 7 6.273 -0.727 1668 6 5.976 -0.024 1669 5 6.021 1.021 1670 7 7.429 0.429 1671 5 6.445 1.445 1672 6 7.052 1.052 1673 6 6.014 0.014 1674 6 6.12 0.12 1675 5 5.412 0.412 1676 6 6.834 0.834 1677 5 6.306 1.306 1678 6 6.565 0.565 1679 5 6.064 1.064 1680 6 7.067 1.067 1681 8 6.099 -1.901 1682 7 6.186 -0.814 1683 6 6.146 0.146 1684 5 5.921 0.921 1685 6 6.162 0.162 1686 6 6.5 0.5 1687 6 5.947 -0.053 1688 6 6.294 0.294 1689 5 5.671 0.671 1690 7 6.462 -0.538 1691 5 6.089 1.089 1692 4 5.952 1.952 1693 5 6.118 1.118 1694 7 7.414 0.414 1695 6 6.765 0.765 1696 7 5.68 -1.32 1697 6 6.469 0.469 1698 6 6.961 0.961 1699 5 5.967 0.967 1700 5 6.321 1.321 1701 5 5.423 0.423 1702 5 6.063 1.063 1703 7 6.992 -0.008 1704 8 7.072 -0.928 1705 6 6.203 0.203 1706 6 5.815 -0.185 1707 5 5.98 0.98 1708 4 6.227 2.227 1709 6 5.762 -0.238 1710 6 5.911 -0.089 1711 7 7.285 0.285 1712 8 7.037 -0.963 1713 6 6.337 0.337 1714 6 6.255 0.255 1715 5 5.607 0.607 1716 6 6.041 0.041 1717 6 6.602 0.602 1718 6 6.66 0.66 1719 8 6.704 -1.296 1720 6 5.984 -0.016 1721 7 7.822 0.822 1722 5 5.822 0.822 1723 7 7.013 0.013 1724 6 6.766 0.766 1725 5 5.616 0.616 1726 5 5.953 0.953 1727 6 6.375 0.375 1728 5 6.39 1.39 1729 7 7.197 0.197 1730 5 5.797 0.797 1731 7 7.837 0.837 1732 5 5.871 0.871 1733 5 6.064 1.064 1734 5 6.677 1.677 1735 6 7.05 1.05 1736 5 6.313 1.313 1737 6 5.866 -0.134 1738 5 6.042 1.042 1739 5 6.292 1.292 1740 5 5.592 0.592 1741 7 7.247 0.247 1742 6 5.968 -0.032 1743 5 5.94 0.94 1744 5 5.99 0.99 1745 6 5.796 -0.204 1746 5 5.966 0.966 1747 6 6.687 0.687 1748 5 6.068 1.068 1749 6 6.605 0.605 1750 6 5.998 -0.002 1751 5 5.783 0.783 1752 6 6.184 0.184 1753 7 7.462 0.462 1754 4 5.395 1.395 1755 6 6.208 0.208 1756 6 6.499 0.499 1757 7 6.804 -0.196 1758 6 5.814 -0.186 1759 5 6.309 1.309 1760 7 6.051 -0.949 1761 7 6.413 -0.587 1762 7 6.574 -0.426 1763 7 6.964 -0.036 1764 6 5.914 -0.086 1765 6 6.21 0.21 1766 7 6.617 -0.383 1767 7 7.414 0.414 1768 6 7.089 1.089 1769 6 6.358 0.358 1770 7 6.608 -0.392 1771 6 6.121 0.121 1772 7 7.553 0.553 1773 6 7.033 1.033 1774 8 7.056 -0.944 1775 6 6.343 0.343 1776 8 6.073 -1.927 1777 4 6.105 2.105 1778 6 6.842 0.842 1779 6 7.268 1.268 1780 6 6.529 0.529 1781 6 6.96 0.96 1782 6 5.751 -0.249 1783 6 6.297 0.297 1784 5 6.355 1.355 1785 5 5.988 0.988 1786 5 5.885 0.885 1787 7 6.542 -0.458 1788 5 5.883 0.883 1789 6 5.927 -0.073 1790 5 5.665 0.665 1791 5 5.859 0.859 1792 6 5.92 -0.08 1793 6 6.375 0.375 1794 5 5.972 0.972 1795 6 5.995 -0.005 1796 5 6.492 1.492 1797 6 6.233 0.233 1798 6 7.089 1.089 1799 4 5.776 1.776 1800 7 6.497 -0.503 1801 6 7.192 1.192 1802 6 6.287 0.287 1803 5 5.452 0.452 1804 6 7.16 1.16 1805 5 6.033 1.033 1806 6 6.057 0.057 1807 7 6.293 -0.707 1808 7 6.44 -0.56 1809 6 6.257 0.257 1810 7 8.202 1.202 1811 6 6.678 0.678 1812 6 7.124 1.124 1813 5 5.715 0.715 1814 7 6.45 -0.55 1815 6 5.58 -0.42 1816 6 6.717 0.717 1817 5 6.466 1.466 1818 6 6.492 0.492 1819 5 6.069 1.069 1820 6 6.726 0.726 1821 7 8.134 1.134 1822 5 5.688 0.688 1823 5 6.042 1.042 1824 6 6.076 0.076 1825 6 5.812 -0.188 1826 6 5.886 -0.114 1827 6 6.221 0.221 1828 5 6.334 1.334 1829 7 6.263 -0.737 1830 6 6.13 0.13 1831 5 5.822 0.822 1832 6 6.134 0.134 1833 6 6.335 0.335 1834 5 5.837 0.837 1835 7 7.192 0.192 1836 7 6.728 -0.272 1837 7 7.101 0.101 1838 6 6.129 0.129 1839 6 7.01 1.01 1840 4 5.885 1.885 1841 7 6.124 -0.876 1842 7 6.242 -0.758 1843 5 6.076 1.076 1844 6 6.252 0.252 1845 5 6.379 1.379 1846 5 6.155 1.155 1847 6 6.433 0.433 1848 5 5.982 0.982 1849 6 6.453 0.453 1850 6 7.237 1.237 1851 6 7.69 1.69 1852 7 7.193 0.193 1853 6 6.314 0.314 1854 7 6.735 -0.265 1855 5 6.004 1.004 1856 5 5.509 0.509 1857 6 6.213 0.213 1858 5 5.973 0.973 1859 7 8.168 1.168 1860 7 7.578 0.578 1861 5 5.517 0.517 1862 8 7.683 -0.317 1863 6 6.567 0.567 1864 7 7.154 0.154 1865 5 5.919 0.919 1866 7 7.17 0.17 1867 5 6.087 1.087 1868 6 7.52 1.52 1869 6 6.07 0.07 1870 6 6.589 0.589 1871 5 5.18 0.18 1872 7 5.963 -1.037 1873 5 5.801 0.801 1874 7 6.2 -0.8 1875 7 6.201 -0.799 1876 6 5.847 -0.153 1877 5 5.505 0.505 1878 5 5.934 0.934 1879 5 6.563 1.563 1880 7 6.566 -0.434 1881 7 7.036 0.036 1882 7 7.197 0.197 1883 7 6.495 -0.505 1884 5 6.285 1.285 1885 5 6.598 1.598 1886 5 5.597 0.597 1887 7 6.533 -0.467 1888 7 6.705 -0.295 1889 6 6.444 0.444 1890 5 5.704 0.704 1891 6 6.189 0.189 1892 6 6.033 0.033 1893 6 6.215 0.215 1894 6 6.569 0.569 1895 5 5.926 0.926 1896 5 6.23 1.23 1897 6 6.122 0.122 1898 6 5.972 -0.028 1899 5 5.986 0.986 1900 5 5.669 0.669 1901 7 6.118 -0.882 1902 7 6.276 -0.724 1903 6 6.491 0.491 1904 5 5.626 0.626 1905 6 6.012 0.012 1906 7 8.186 1.186 1907 4 5.88 1.88 1908 7 6.463 -0.537 1909 6 6.179 0.179 1910 6 5.829 -0.171 1911 5 5.435 0.435 1912 5 6.096 1.096 1913 6 6.193 0.193 1914 7 7.325 0.325 1915 6 6.884 0.884 1916 5 6.016 1.016 1917 4 5.667 1.667 1918 6 5.876 -0.124 1919 6 6.149 0.149 1920 6 6.361 0.361 1921 5 6.135 1.135 1922 6 6.649 0.649 1923 7 6.753 -0.247 1924 6 6.187 0.187 1925 6 7.343 1.343 1926 6 6.674 0.674 1927 6 6.199 0.199 1928 6 5.886 -0.114 1929 6 7.424 1.424 1930 6 6.659 0.659 1931 6 6.262 0.262 1932 7 5.965 -1.035 1933 6 6.253 0.253 1934 6 6.09 0.09 1935 6 6.268 0.268 1936 5 5.841 0.841 1937 6 5.816 -0.184 1938 8 7.515 -0.485 1939 5 6.349 1.349 1940 7 6.619 -0.381 1941 7 7.966 0.966 1942 6 6.241 0.241 1943 5 6.036 1.036 1944 5 6.018 1.018 1945 6 5.855 -0.145 1946 6 6.467 0.467 1947 6 6.328 0.328 1948 6 7.088 1.088 1949 5 6.123 1.123 1950 6 5.779 -0.221 1951 6 7.556 1.556 1952 4 5.261 1.261 1953 5 6.142 1.142 1954 6 6.786 0.786 1955 6 6.554 0.554 1956 5 6.016 1.016 1957 4 6.195 2.195 1958 6 6.169 0.169 1959 6 6.305 0.305 1960 6 6.159 0.159 1961 6 7.027 1.027 1962 6 6.708 0.708 1963 6 6.395 0.395 1964 7 6.954 -0.046 1965 5 5.533 0.533 1966 6 5.936 -0.064 1967 6 6.328 0.328 1968 6 5.971 -0.029 1969 7 6 -1 1970 8 7.297 -0.703 1971 6 6.197 0.197 1972 6 6.026 0.026 1973 5 5.266 0.266 1974 5 6.566 1.566 1975 7 6.733 -0.267 1976 7 6.896 -0.104 1977 5 6.044 1.044 1978 5 6.083 1.083 1979 5 6.227 1.227 1980 6 5.955 -0.045 1981 4 6.066 2.066 1982 5 5.879 0.879 1983 5 6.048 1.048 1984 6 6.73 0.73 1985 6 6.784 0.784 1986 7 6.454 -0.546 1987 7 6.312 -0.688 1988 4 6.06 2.06 1989 7 7.104 0.104 1990 6 6.355 0.355 1991 6 6.231 0.231 1992 5 5.422 0.422 1993 5 5.99 0.99 1994 7 7.516 0.516 1995 5 6.19 1.19 1996 5 5.594 0.594 1997 7 6.326 -0.674 1998 6 7.1 1.1 1999 5 5.973 0.973 2000 6 5.913 -0.087 2001 6 6.589 0.589 2002 6 5.823 -0.177 2003 6 6.323 0.323 2004 7 6.602 -0.398 2005 5 6.248 1.248 2006 6 6.421 0.421 2007 5 5.844 0.844 2008 5 6.269 1.269 2009 6 6.114 0.114 2010 5 5.594 0.594 2011 6 7.249 1.249 2012 6 6.106 0.106 2013 7 8.147 1.147 2014 6 5.854 -0.146 2015 6 5.643 -0.357 2016 5 5.939 0.939 2017 5 6.194 1.194 2018 5 5.618 0.618 2019 6 6.342 0.342 2020 6 6.416 0.416 2021 5 4.547 -0.453 2022 5 5.552 0.552 2023 5 5.68 0.68 2024 6 6.543 0.543 2025 7 6.451 -0.549 2026 7 6.248 -0.752 2027 6 5.937 -0.063 2028 5 5.787 0.787 2029 5 5.735 0.735 2030 3 5.147 2.147 2031 5 6.515 1.515 2032 7 6.847 -0.153 2033 6 6.136 0.136 2034 6 6.694 0.694 2035 6 7.143 1.143 2036 5 5.957 0.957 2037 6 6.414 0.414 2038 6 6.082 0.082 2039 7 7.85 0.85 2040 5 3.676 -1.324 2041 6 6.09 0.09 2042 5 6.095 1.095 2043 8 8.279 0.279 2044 6 6.688 0.688 2045 7 6.539 -0.461 2046 8 6.384 -1.616 2047 7 5.965 -1.035 2048 6 6.212 0.212 2049 6 6.402 0.402 2050 5 6.128 1.128 2051 6 6.436 0.436 2052 6 6.958 0.958 2053 8 6.099 -1.901 2054 5 5.229 0.229 2055 6 7.052 1.052 2056 5 5.92 0.92 2057 7 6.193 -0.807 2058 5 6.08 1.08 2059 6 6.065 0.065 2060 7 7.189 0.189 2061 6 7.007 1.007 2062 5 6.223 1.223 2063 4 5.325 1.325 2064 5 6.297 1.297 2065 7 6.328 -0.672 2066 6 6.842 0.842 2067 5 7.137 2.137 2068 6 6.378 0.378 2069 6 6.512 0.512 2070 5 5.714 0.714 2071 5 6.034 1.034 2072 5 5.799 0.799 2073 6 7.577 1.577 2074 6 5.898 -0.102 2075 6 6.292 0.292 2076 6 6.072 0.072 2077 5 5.773 0.773 2078 7 6.158 -0.842 2079 5 5.964 0.964 2080 4 6.291 2.291 2081 6 6.294 0.294 2082 6 6.509 0.509 2083 5 5.499 0.499 2084 5 6.004 1.004 2085 6 6.249 0.249 2086 5 5.929 0.929 2087 6 6.326 0.326 2088 7 6.745 -0.255 2089 7 7.465 0.465 2090 7 5.829 -1.171 2091 6 6.076 0.076 2092 6 5.908 -0.092 2093 7 6.447 -0.553 2094 7 6.478 -0.522 2095 7 6.41 -0.59 2096 5 5.736 0.736 2097 6 7.139 1.139 2098 7 6.593 -0.407 2099 5 5.922 0.922 2100 4 5.924 1.924 2101 5 5.613 0.613 2102 6 6.054 0.054 2103 6 6.092 0.092 2104 6 6.797 0.797 2105 6 7.624 1.624 2106 6 6.034 0.034 2107 6 6.27 0.27 2108 7 7.271 0.271 2109 6 6.41 0.41 2110 5 5.701 0.701 2111 5 6.325 1.325 2112 6 6.487 0.487 2113 7 6.643 -0.357 2114 5 5.623 0.623 2115 5 5.709 0.709 2116 6 6.586 0.586 2117 5 6.033 1.033 2118 7 6.219 -0.781 2119 7 6.568 -0.432 2120 7 6.473 -0.527 2121 5 5.82 0.82 2122 6 6.241 0.241 2123 5 5.937 0.937 2124 6 6.513 0.513 2125 7 6.881 -0.119 2126 6 6.302 0.302 2127 6 6.115 0.115 2128 5 5.904 0.904 2129 6 6.27 0.27 2130 6 5.848 -0.152 2131 5 6.411 1.411 2132 7 6.127 -0.873 2133 6 6.042 0.042 2134 6 6.142 0.142 2135 5 5.877 0.877 2136 5 5.917 0.917 2137 6 5.732 -0.268 2138 6 6.704 0.704 2139 7 6.817 -0.183 2140 7 6.048 -0.952 2141 5 5.58 0.58 2142 7 7.017 0.017 2143 5 5.861 0.861 2144 4 5.56 1.56 2145 5 5.977 0.977 2146 5 5.712 0.712 2147 5 6.065 1.065 2148 5 5.721 0.721 2149 5 6.071 1.071 2150 6 6.571 0.571 2151 6 5.958 -0.042 2152 4 5.497 1.497 2153 7 6.291 -0.709 2154 6 6.64 0.64 2155 5 6.164 1.164 2156 6 7.184 1.184 2157 6 7.1 1.1 2158 8 7.038 -0.962 2159 6 7.011 1.011 2160 7 6.075 -0.925 2161 6 6.109 0.109 2162 6 6.022 0.022 2163 5 5.902 0.902 2164 5 5.695 0.695 2165 6 6.273 0.273 2166 7 6.69 -0.31 2167 5 5.423 0.423 2168 6 7.303 1.303 2169 6 6.926 0.926 2170 5 5.633 0.633 2171 6 5.654 -0.346 2172 5 5.774 0.774 2173 6 6.572 0.572 2174 6 6.928 0.928 2175 6 6.498 0.498 2176 6 7.298 1.298 2177 6 5.694 -0.306 2178 7 6.789 -0.211 2179 7 6.924 -0.076 2180 5 5.637 0.637 2181 6 6.215 0.215 2182 7 6.179 -0.821 2183 5 6.021 1.021 2184 7 6.689 -0.311 2185 6 7.734 1.734 2186 5 5.85 0.85 2187 6 6.106 0.106 2188 6 6.07 0.07 2189 6 6.282 0.282 2190 5 5.896 0.896 2191 5 5.917 0.917 2192 6 6.354 0.354 2193 6 5.923 -0.077 2194 6 7.284 1.284 2195 5 5.711 0.711 2196 8 7.383 -0.617 2197 6 7.088 1.088 2198 7 6.595 -0.405 2199 5 5.774 0.774 2200 5 5.584 0.584 2201 6 6.345 0.345 2202 5 5.995 0.995 2203 5 5.936 0.936 2204 6 6.143 0.143 2205 7 6.585 -0.415 2206 5 6.235 1.235 2207 5 6.225 1.225 2208 5 6.024 1.024 2209 6 6.585 0.585 === Evaluation on test split === === Summary === Correlation coefficient 0.5461 Mean absolute error 0.6984 Root mean squared error 0.8741 Relative absolute error 101.804 % Root relative squared error 100.5812 % Total Number of Instances 2209