_PROBLEM CoEPrA-2006_Classification_002 _GROUP_NAME Fatih Amasyali _GROUP_MEMBERS Fatih Amasyali _ADDRESS YILDIZ TECHNICAL UNIVERSITY COMPUTER ENG. DEPT. 34349 BESIKTAS- ISTANBUL- TURKEY _MODELING_PROCEDURE WEKA's CfsSubsetEval was used for feature selection. In CfsSubsetEval, subsets of features that are highly correlated with the class while having low intercorrelation are preferred. The selected 63 out of 5145 features are 23 144 230 237 250 258 260 285 301 403 546 561 597 609 617 619 649 651 658 737 1219 1556 1635 1662 1665 1682 1710 1808 1867 1941 1949 1952 1954 2133 2160 2266 2301 2316 2332 2349 2473 2479 2696 2873 3865 3896 4024 4046 4120 4154 4244 4455 4517 4526 4664 4752 4801 4827 4870 4906 4921 5051 5075 In classification stage, these 63 features were given to WEKA's NNge classifier. Nearest-neighbor-like algorithm (NNge) uses non-nested generalized exemplars (which are hyperrectangles that can be viewed as if-then rules). numAttemptsOfGeneOption = 5 numFoldersMIOption =5 Rules generated by NNge: class 1 IF : 1.06<=oz23<=2.06 ^ 0.914<=oz144<=0.932 ^ 1.02<=oz230<=1.06 ^ 0.37<=oz237<=0.9 ^ 0.104<=oz250<=0.14 ^ 0.01<=oz258<=0.05 ^ -0.03<=oz260<=0.33 ^ 0.07<=oz285<=0.09 ^ 0.98<=oz301<=1.0 ^ 1.06<=oz403<=1.19 ^ 0.85<=oz546<=0.93 ^ 0.8<=oz561<=0.99 ^ -1.0<=oz597<=-0.58 ^ 0.841<=oz609<=2.51 ^ 0.61<=oz617<=0.67 ^ -0.16<=oz619<=-0.01 ^ 0.55<=oz649<=0.65 ^ 0.497<=oz651<=0.544 ^ 0.558<=oz658<=0.632 ^ 0.7<=oz737<=0.8 ^ -0.04<=oz1219<=-0.03 ^ -0.28<=oz1556<=0.29 ^ -3.7<=oz1635<=5.9 ^ 0.01<=oz1662<=0.296 ^ 0.0<=oz1665<=0.1263 ^ 0.0<=oz1682<=19.01 ^ -0.77<=oz1710<=0.0 ^ 3.15<=oz1808<=3.56 ^ -0.02<=oz1867<=0.31 ^ -7.1<=oz1941<=19.2 ^ 0.231<=oz1949<=0.495 ^ -2.24<=oz1952<=4.91 ^ -0.245<=oz1954<=0.513 ^ 1.68<=oz2133<=7.41 ^ 0.64<=oz2160<=1.37 ^ 0.1<=oz2266<=1.9 ^ 0.0<=oz2301<=4.259 ^ -0.8<=oz2316<=0.4 ^ 0.87<=oz2332<=1.41 ^ 0.74<=oz2349<=1.27 ^ 1.18<=oz2473<=1.66 ^ 0.72<=oz2479<=1.33 ^ oz2696=0.27 ^ oz2873=0.66 ^ oz3865=0.53 ^ 1.13<=oz3896<=1.21 ^ 0.08<=oz4024<=0.19 ^ 0.58<=oz4046<=0.63 ^ 0.06<=oz4120<=0.61 ^ 0.24<=oz4154<=0.34 ^ 0.06<=oz4244<=1.18 ^ -0.58<=oz4455<=-0.24 ^ 8.195<=oz4517<=8.747 ^ 0.23<=oz4526<=0.513 ^ 0.93<=oz4664<=0.95 ^ 0.489<=oz4752<=0.564 ^ 0.67<=oz4801<=0.89 ^ 0.6<=oz4827<=0.7 ^ 0.603<=oz4870<=0.659 ^ 0.62<=oz4906<=0.95 ^ 0.74<=oz4921<=1.14 ^ 0.9<=oz5051<=0.99 ^ -0.03<=oz5075<=-0.01 (29) class 1 IF : oz23=1.06 ^ oz144=0.914 ^ oz230=1.02 ^ oz237=0.37 ^ oz250=0.104 ^ oz258=0.05 ^ oz260=-0.03 ^ oz285=0.07 ^ oz301=1.0 ^ oz403=1.06 ^ oz546=0.85 ^ oz561=0.99 ^ oz597=-0.58 ^ oz609=0.841 ^ oz617=0.61 ^ oz619=-0.16 ^ oz649=0.55 ^ oz651=0.497 ^ oz658=0.632 ^ oz737=0.7 ^ oz1219=-0.04 ^ oz1556=0.07 ^ oz1635=1.5 ^ oz1662=0.01 ^ oz1665=0.08292 ^ oz1682=18.06 ^ oz1710=-0.35 ^ oz1808=3.31 ^ oz1867=0.01 ^ oz1941=0.8 ^ oz1949=0.388 ^ oz1952=0.0 ^ oz1954=0.166 ^ oz2133=7.41 ^ oz2160=0.97 ^ oz2266=0.8 ^ oz2301=0.218 ^ oz2316=0.09 ^ oz2332=0.87 ^ oz2349=0.84 ^ oz2473=1.18 ^ oz2479=0.72 ^ 0.77<=oz2696<=1.78 ^ 0.88<=oz2873<=1.58 ^ oz3865=0.53 ^ oz3896=1.21 ^ oz4024=0.19 ^ oz4046=0.63 ^ oz4120=0.61 ^ oz4154=0.24 ^ oz4244=0.06 ^ oz4455=-0.24 ^ oz4517=8.195 ^ oz4526=0.23 ^ oz4664=0.93 ^ oz4752=0.564 ^ oz4801=0.67 ^ oz4827=0.7 ^ oz4870=0.603 ^ oz4906=0.95 ^ oz4921=1.14 ^ oz5051=0.99 ^ oz5075=-0.03 (7) class 1 IF : oz23=1.07 ^ oz144=0.921 ^ oz230=1.39 ^ oz237=0.77 ^ oz250=0.104 ^ oz258=0.05 ^ oz260=0.41 ^ oz285=0.34 ^ oz301=1.21 ^ oz403=0.95 ^ oz546=0.92 ^ oz561=0.89 ^ oz597=-0.24 ^ oz609=0.879 ^ oz617=0.07 ^ oz619=-0.8 ^ oz649=0.55 ^ oz651=0.497 ^ oz658=0.632 ^ oz737=0.7 ^ oz1219=-0.04 ^ oz1556=-0.01 ^ oz1635=-0.5 ^ oz1662=0.173 ^ oz1665=0.0 ^ oz1682=19.21 ^ oz1710=-0.23 ^ oz1808=3.08 ^ oz1867=-0.03 ^ oz1941=20.0 ^ oz1949=0.4 ^ oz1952=1.07 ^ oz1954=-0.052 ^ oz2133=8.11 ^ oz2160=1.22 ^ oz2266=0.9 ^ oz2301=0.0 ^ oz2316=-0.17 ^ oz2332=0.95 ^ oz2349=1.16 ^ oz2473=1.48 ^ oz2479=1.21 ^ oz2696=0.88 ^ oz2873=0.77 ^ oz3865=0.53 ^ oz3896=1.51 ^ oz4024=0.08 ^ oz4046=0.75 ^ oz4120=0.44 ^ oz4154=0.36 ^ oz4244=0.14 ^ oz4455=-0.99 ^ oz4517=8.195 ^ oz4526=0.23 ^ oz4664=0.93 ^ oz4752=0.564 ^ oz4801=0.67 ^ oz4827=0.7 ^ oz4870=0.603 ^ oz4906=0.95 ^ oz4921=1.14 ^ oz5051=0.99 ^ oz5075=-0.03 (1) class -1 IF : oz23=1.06 ^ oz144=0.914 ^ oz230=1.02 ^ oz237=0.37 ^ oz250=0.104 ^ oz258=0.05 ^ oz260=-0.03 ^ oz285=0.07 ^ oz301=1.0 ^ oz403=1.06 ^ oz546=0.85 ^ oz561=0.99 ^ oz597=-0.58 ^ oz609=0.841 ^ oz617=0.61 ^ oz619=-0.16 ^ oz649=0.55 ^ oz651=0.497 ^ oz658=0.632 ^ oz737=0.7 ^ oz1219=-0.04 ^ oz1556=0.07 ^ oz1635=1.5 ^ oz1662=0.01 ^ oz1665=0.08292 ^ oz1682=18.06 ^ oz1710=-0.35 ^ oz1808=3.31 ^ oz1867=0.01 ^ oz1941=0.8 ^ oz1949=0.388 ^ oz1952=0.0 ^ oz1954=0.166 ^ oz2133=7.41 ^ oz2160=0.97 ^ oz2266=0.8 ^ oz2301=0.218 ^ oz2316=0.09 ^ oz2332=0.87 ^ oz2349=0.84 ^ oz2473=1.18 ^ oz2479=0.72 ^ oz2696=0.27 ^ oz2873=0.66 ^ oz3865=0.53 ^ oz3896=1.21 ^ oz4024=0.19 ^ oz4046=0.63 ^ oz4120=0.61 ^ oz4154=0.24 ^ oz4244=0.06 ^ oz4455=-0.24 ^ 8.094<=oz4517<=8.418 ^ -0.258<=oz4526<=0.225 ^ 0.61<=oz4664<=1.39 ^ 0.328<=oz4752<=0.692 ^ 0.83<=oz4801<=2.02 ^ 0.7<=oz4827<=2.6 ^ 0.452<=oz4870<=1.444 ^ 0.81<=oz4906<=1.43 ^ 0.71<=oz4921<=1.4 ^ 0.77<=oz5051<=1.27 ^ -0.01<=oz5075<=0.08 (9) class -1 IF : -2.24<=oz23<=1.6 ^ 0.803<=oz144<=1.057 ^ 0.47<=oz230<=1.34 ^ 0.36<=oz237<=1.62 ^ 0.054<=oz250<=0.201 ^ -0.19<=oz258<=0.26 ^ -0.43<=oz260<=0.64 ^ -0.38<=oz285<=0.45 ^ 0.66<=oz301<=1.58 ^ 0.69<=oz403<=1.18 ^ 0.88<=oz546<=1.96 ^ 0.79<=oz561<=1.83 ^ -0.47<=oz597<=1.0 ^ 0.395<=oz609<=2.4 ^ -1.53<=oz617<=2.06 ^ -1.91<=oz619<=2.28 ^ 0.55<=oz649<=0.83 ^ 0.444<=oz651<=0.497 ^ 0.632<=oz658<=0.655 ^ 0.7<=oz737<=1.0 ^ -0.04<=oz1219<=-0.01 ^ 0.0<=oz1556<=0.45 ^ 1.3<=oz1635<=1.6 ^ 0.01<=oz1662<=0.17 ^ 0.0371<=oz1665<=0.0946 ^ 17.95<=oz1682<=18.36 ^ -0.65<=oz1710<=-0.35 ^ 3.27<=oz1808<=3.48 ^ 0.0<=oz1867<=0.01 ^ -4.1<=oz1941<=3.5 ^ 0.354<=oz1949<=0.495 ^ -0.524<=oz1952<=0.401 ^ 0.166<=oz1954<=0.513 ^ 7.0<=oz2133<=8.04 ^ 0.82<=oz2160<=0.97 ^ 0.6<=oz2266<=0.8 ^ 0.16<=oz2301<=0.218 ^ -0.11<=oz2316<=0.09 ^ 0.69<=oz2332<=0.9 ^ 0.71<=oz2349<=0.84 ^ 1.18<=oz2473<=1.36 ^ 0.72<=oz2479<=0.91 ^ 0.27<=oz2696<=0.8 ^ 0.66<=oz2873<=1.0 ^ 0.53<=oz3865<=0.97 ^ 0.7<=oz3896<=1.21 ^ 0.19<=oz4024<=0.73 ^ 0.63<=oz4046<=1.04 ^ -0.15<=oz4120<=0.61 ^ 0.04<=oz4154<=0.37 ^ -0.22<=oz4244<=0.06 ^ -1.0<=oz4455<=0.19 ^ oz4517=8.195 ^ oz4526=0.23 ^ oz4664=0.93 ^ oz4752=0.564 ^ oz4801=0.67 ^ oz4827=0.7 ^ oz4870=0.603 ^ oz4906=0.95 ^ oz4921=1.14 ^ oz5051=0.99 ^ oz5075=-0.03 (14) class -1 IF : oz23=1.06 ^ oz144=0.914 ^ oz230=1.02 ^ oz237=0.37 ^ oz250=0.104 ^ oz258=0.05 ^ oz260=-0.03 ^ oz285=0.07 ^ oz301=1.0 ^ oz403=1.06 ^ oz546=0.85 ^ oz561=0.99 ^ oz597=-0.58 ^ oz609=0.841 ^ oz617=0.61 ^ oz619=-0.16 ^ oz649=0.55 ^ oz651=0.497 ^ oz658=0.632 ^ oz737=0.7 ^ oz1219=-0.04 ^ oz1556=0.07 ^ oz1635=1.5 ^ oz1662=0.01 ^ oz1665=0.08292 ^ oz1682=18.06 ^ oz1710=-0.35 ^ oz1808=3.31 ^ oz1867=0.01 ^ oz1941=0.8 ^ oz1949=0.388 ^ oz1952=0.0 ^ oz1954=0.166 ^ oz2133=7.41 ^ oz2160=0.97 ^ oz2266=0.8 ^ oz2301=0.218 ^ oz2316=0.09 ^ oz2332=0.87 ^ oz2349=0.84 ^ oz2473=1.18 ^ oz2479=0.72 ^ oz2696=0.88 ^ oz2873=0.77 ^ oz3865=0.53 ^ oz3896=1.21 ^ oz4024=0.19 ^ oz4046=0.63 ^ oz4120=0.61 ^ oz4154=0.24 ^ oz4244=0.06 ^ oz4455=-0.24 ^ oz4517=8.195 ^ oz4526=0.23 ^ oz4664=0.93 ^ oz4752=0.564 ^ oz4801=0.67 ^ oz4827=0.7 ^ oz4870=0.603 ^ oz4906=0.95 ^ oz4921=1.14 ^ oz5051=0.99 ^ oz5075=-0.03 (1) class -1 IF : oz23=1.06 ^ oz144=0.914 ^ oz230=1.02 ^ oz237=0.37 ^ oz250=0.104 ^ oz258=0.05 ^ oz260=-0.03 ^ oz285=0.07 ^ oz301=1.0 ^ oz403=1.06 ^ oz546=0.85 ^ oz561=0.99 ^ oz597=-0.58 ^ oz609=0.841 ^ oz617=0.61 ^ oz619=-0.16 ^ oz649=0.55 ^ oz651=0.497 ^ oz658=0.632 ^ oz737=0.7 ^ oz1219=-0.04 ^ oz1556=0.07 ^ oz1635=1.5 ^ oz1662=0.01 ^ oz1665=0.08292 ^ oz1682=18.06 ^ oz1710=-0.35 ^ oz1808=3.31 ^ oz1867=0.01 ^ oz1941=0.8 ^ oz1949=0.388 ^ oz1952=0.0 ^ oz1954=0.166 ^ oz2133=7.41 ^ oz2160=0.97 ^ oz2266=0.8 ^ oz2301=0.218 ^ oz2316=0.09 ^ oz2332=0.87 ^ oz2349=0.84 ^ oz2473=1.18 ^ oz2479=0.72 ^ oz2696=0.27 ^ oz2873=0.66 ^ oz3865=0.75 ^ oz3896=1.0 ^ oz4024=0.14 ^ oz4046=0.76 ^ oz4120=-0.14 ^ oz4154=-0.45 ^ oz4244=-0.25 ^ oz4455=0.37 ^ oz4517=8.195 ^ oz4526=0.23 ^ oz4664=0.93 ^ oz4752=0.564 ^ oz4801=0.67 ^ oz4827=0.7 ^ oz4870=0.603 ^ oz4906=0.95 ^ oz4921=1.14 ^ oz5051=0.99 ^ oz5075=-0.03 (1) class -1 IF : oz23=1.06 ^ oz144=0.914 ^ oz230=1.02 ^ oz237=0.37 ^ oz250=0.104 ^ oz258=0.05 ^ oz260=-0.03 ^ oz285=0.07 ^ oz301=1.0 ^ oz403=1.06 ^ oz546=0.85 ^ oz561=0.99 ^ oz597=-0.58 ^ oz609=0.841 ^ oz617=0.61 ^ oz619=-0.16 ^ oz649=0.55 ^ oz651=0.497 ^ oz658=0.632 ^ oz737=0.7 ^ oz1219=-0.04 ^ oz1556=0.07 ^ oz1635=1.5 ^ oz1662=0.01 ^ oz1665=0.08292 ^ oz1682=18.06 ^ oz1710=-0.35 ^ oz1808=3.31 ^ oz1867=0.01 ^ oz1941=0.8 ^ oz1949=0.388 ^ oz1952=0.0 ^ oz1954=0.166 ^ oz2133=7.41 ^ oz2160=0.97 ^ oz2266=0.8 ^ oz2301=0.218 ^ oz2316=0.09 ^ oz2332=0.87 ^ oz2349=0.84 ^ oz2473=1.18 ^ oz2479=0.72 ^ oz2696=0.27 ^ oz2873=0.66 ^ oz3865=0.64 ^ oz3896=1.11 ^ oz4024=0.26 ^ oz4046=0.81 ^ oz4120=-0.15 ^ oz4154=0.48 ^ oz4244=-0.06 ^ oz4455=-0.38 ^ oz4517=8.195 ^ oz4526=0.23 ^ oz4664=0.93 ^ oz4752=0.564 ^ oz4801=0.67 ^ oz4827=0.7 ^ oz4870=0.603 ^ oz4906=0.95 ^ oz4921=1.14 ^ oz5051=0.99 ^ oz5075=-0.03 (1) class -1 IF : oz23=1.06 ^ oz144=0.914 ^ oz230=1.02 ^ oz237=0.37 ^ oz250=0.104 ^ oz258=0.05 ^ oz260=-0.03 ^ oz285=0.07 ^ oz301=1.0 ^ oz403=1.06 ^ oz546=0.85 ^ oz561=0.99 ^ oz597=-0.58 ^ oz609=0.841 ^ oz617=0.61 ^ oz619=-0.16 ^ oz649=0.55 ^ oz651=0.497 ^ oz658=0.632 ^ oz737=0.7 ^ oz1219=-0.04 ^ oz1556=0.07 ^ oz1635=1.5 ^ oz1662=0.01 ^ oz1665=0.08292 ^ oz1682=18.06 ^ oz1710=-0.35 ^ oz1808=3.31 ^ oz1867=0.01 ^ oz1941=0.8 ^ oz1949=0.388 ^ oz1952=0.0 ^ oz1954=0.166 ^ oz2133=7.41 ^ oz2160=0.97 ^ oz2266=0.8 ^ oz2301=0.218 ^ oz2316=0.09 ^ oz2332=0.87 ^ oz2349=0.84 ^ oz2473=1.18 ^ oz2479=0.72 ^ oz2696=0.27 ^ oz2873=0.66 ^ oz3865=0.37 ^ oz3896=1.08 ^ oz4024=0.22 ^ oz4046=0.8 ^ oz4120=-0.08 ^ oz4154=0.09 ^ oz4244=0.02 ^ oz4455=-0.18 ^ oz4517=8.195 ^ oz4526=0.23 ^ oz4664=0.93 ^ oz4752=0.564 ^ oz4801=0.67 ^ oz4827=0.7 ^ oz4870=0.603 ^ oz4906=0.95 ^ oz4921=1.14 ^ oz5051=0.99 ^ oz5075=-0.03 (1) class -1 IF : oz23=1.06 ^ oz144=0.914 ^ oz230=1.02 ^ oz237=0.37 ^ oz250=0.104 ^ oz258=0.05 ^ oz260=-0.03 ^ oz285=0.07 ^ oz301=1.0 ^ oz403=1.06 ^ oz546=0.85 ^ oz561=0.99 ^ oz597=-0.58 ^ oz609=0.841 ^ oz617=0.61 ^ oz619=-0.16 ^ oz649=0.55 ^ oz651=0.497 ^ oz658=0.632 ^ oz737=0.7 ^ oz1219=-0.04 ^ oz1556=0.07 ^ oz1635=1.5 ^ oz1662=0.01 ^ oz1665=0.08292 ^ oz1682=18.06 ^ oz1710=-0.35 ^ oz1808=3.31 ^ oz1867=0.01 ^ oz1941=0.8 ^ oz1949=0.388 ^ oz1952=0.0 ^ oz1954=0.166 ^ oz2133=7.41 ^ oz2160=0.97 ^ oz2266=0.8 ^ oz2301=0.218 ^ oz2316=0.09 ^ oz2332=0.87 ^ oz2349=0.84 ^ oz2473=1.18 ^ oz2479=0.72 ^ oz2696=0.27 ^ oz2873=0.66 ^ oz3865=0.53 ^ oz3896=1.51 ^ oz4024=0.08 ^ oz4046=0.75 ^ oz4120=0.44 ^ oz4154=0.36 ^ oz4244=0.14 ^ oz4455=-0.99 ^ oz4517=8.195 ^ oz4526=0.23 ^ oz4664=0.93 ^ oz4752=0.564 ^ oz4801=0.67 ^ oz4827=0.7 ^ oz4870=0.603 ^ oz4906=0.95 ^ oz4921=1.14 ^ oz5051=0.99 ^ oz5075=-0.03 (1) class -1 IF : oz23=1.06 ^ oz144=0.914 ^ oz230=1.02 ^ oz237=0.37 ^ oz250=0.104 ^ oz258=0.05 ^ oz260=-0.03 ^ oz285=0.07 ^ oz301=1.0 ^ oz403=1.06 ^ oz546=0.85 ^ oz561=0.99 ^ oz597=-0.58 ^ oz609=0.841 ^ oz617=0.61 ^ oz619=-0.16 ^ oz649=0.55 ^ oz651=0.497 ^ oz658=0.632 ^ oz737=0.7 ^ oz1219=-0.04 ^ oz1556=0.07 ^ oz1635=1.5 ^ oz1662=0.01 ^ oz1665=0.08292 ^ oz1682=18.06 ^ oz1710=-0.35 ^ oz1808=3.31 ^ oz1867=0.01 ^ oz1941=0.8 ^ oz1949=0.388 ^ oz1952=0.0 ^ oz1954=0.166 ^ oz2133=7.41 ^ oz2160=0.97 ^ oz2266=0.8 ^ oz2301=0.218 ^ oz2316=0.09 ^ oz2332=0.87 ^ oz2349=0.84 ^ oz2473=1.18 ^ oz2479=0.72 ^ oz2696=0.27 ^ oz2873=0.66 ^ oz3865=0.97 ^ oz3896=0.67 ^ oz4024=0.42 ^ oz4046=1.38 ^ oz4120=-0.09 ^ oz4154=-0.06 ^ oz4244=0.69 ^ oz4455=0.02 ^ oz4517=8.195 ^ oz4526=0.23 ^ oz4664=0.93 ^ oz4752=0.564 ^ oz4801=0.67 ^ oz4827=0.7 ^ oz4870=0.603 ^ oz4906=0.95 ^ oz4921=1.14 ^ oz5051=0.99 ^ oz5075=-0.03 (1) class -1 IF : oz23=1.06 ^ oz144=0.914 ^ oz230=1.02 ^ oz237=0.37 ^ oz250=0.104 ^ oz258=0.05 ^ oz260=-0.03 ^ oz285=0.07 ^ oz301=1.0 ^ oz403=1.06 ^ oz546=0.85 ^ oz561=0.99 ^ oz597=-0.58 ^ oz609=0.841 ^ oz617=0.61 ^ oz619=-0.16 ^ oz649=0.55 ^ oz651=0.497 ^ oz658=0.632 ^ oz737=0.7 ^ oz1219=-0.04 ^ oz1556=0.07 ^ oz1635=1.5 ^ oz1662=0.01 ^ oz1665=0.08292 ^ oz1682=18.06 ^ oz1710=-0.35 ^ oz1808=3.31 ^ oz1867=0.01 ^ oz1941=0.8 ^ oz1949=0.388 ^ oz1952=0.0 ^ oz1954=0.166 ^ oz2133=7.41 ^ oz2160=0.97 ^ oz2266=0.8 ^ oz2301=0.218 ^ oz2316=0.09 ^ oz2332=0.87 ^ oz2349=0.84 ^ oz2473=1.18 ^ oz2479=0.72 ^ oz2696=0.27 ^ oz2873=0.66 ^ oz3865=0.97 ^ oz3896=0.57 ^ oz4024=0.46 ^ oz4046=1.43 ^ oz4120=-0.76 ^ oz4154=0.16 ^ oz4244=0.11 ^ oz4455=-0.07 ^ oz4517=8.195 ^ oz4526=0.23 ^ oz4664=0.93 ^ oz4752=0.564 ^ oz4801=0.67 ^ oz4827=0.7 ^ oz4870=0.603 ^ oz4906=0.95 ^ oz4921=1.14 ^ oz5051=0.99 ^ oz5075=-0.03 (1) class -1 IF : oz23=1.06 ^ oz144=0.914 ^ oz230=1.02 ^ oz237=0.37 ^ oz250=0.104 ^ oz258=0.05 ^ oz260=-0.03 ^ oz285=0.07 ^ oz301=1.0 ^ oz403=1.06 ^ oz546=0.85 ^ oz561=0.99 ^ oz597=-0.58 ^ oz609=0.841 ^ oz617=0.61 ^ oz619=-0.16 ^ oz649=0.55 ^ oz651=0.497 ^ oz658=0.632 ^ oz737=0.7 ^ oz1219=-0.04 ^ oz1556=0.07 ^ oz1635=1.5 ^ oz1662=0.01 ^ oz1665=0.08292 ^ oz1682=18.06 ^ oz1710=-0.35 ^ oz1808=3.31 ^ oz1867=0.01 ^ oz1941=0.8 ^ oz1949=0.388 ^ oz1952=0.0 ^ oz1954=0.166 ^ oz2133=7.41 ^ oz2160=0.97 ^ oz2266=0.8 ^ oz2301=0.218 ^ oz2316=0.09 ^ oz2332=0.87 ^ oz2349=0.84 ^ oz2473=1.18 ^ oz2479=0.72 ^ oz2696=0.27 ^ oz2873=0.66 ^ oz3865=0.97 ^ oz3896=1.01 ^ oz4024=0.73 ^ oz4046=1.04 ^ oz4120=-0.02 ^ oz4154=0.04 ^ oz4244=-0.22 ^ oz4455=-1.0 ^ oz4517=8.195 ^ oz4526=0.23 ^ oz4664=0.93 ^ oz4752=0.564 ^ oz4801=0.67 ^ oz4827=0.7 ^ oz4870=0.603 ^ oz4906=0.95 ^ oz4921=1.14 ^ oz5051=0.99 ^ oz5075=-0.03 (1) class -1 IF : oz23=1.06 ^ oz144=0.914 ^ oz230=1.02 ^ oz237=0.37 ^ oz250=0.104 ^ oz258=0.05 ^ oz260=-0.03 ^ oz285=0.07 ^ oz301=1.0 ^ oz403=1.06 ^ oz546=0.85 ^ oz561=0.99 ^ oz597=-0.58 ^ oz609=0.841 ^ oz617=0.61 ^ oz619=-0.16 ^ oz649=0.55 ^ oz651=0.497 ^ oz658=0.632 ^ oz737=0.7 ^ oz1219=-0.04 ^ oz1556=0.07 ^ oz1635=1.5 ^ oz1662=0.01 ^ oz1665=0.08292 ^ oz1682=18.06 ^ oz1710=-0.35 ^ oz1808=3.31 ^ oz1867=0.01 ^ oz1941=0.8 ^ oz1949=0.388 ^ oz1952=0.0 ^ oz1954=0.166 ^ oz2133=7.41 ^ oz2160=0.97 ^ oz2266=0.8 ^ oz2301=0.218 ^ oz2316=0.09 ^ oz2332=0.87 ^ oz2349=0.84 ^ oz2473=1.18 ^ oz2479=0.72 ^ oz2696=0.27 ^ oz2873=0.66 ^ oz3865=0.75 ^ oz3896=1.16 ^ oz4024=0.27 ^ oz4046=0.84 ^ oz4120=0.03 ^ oz4154=-0.27 ^ oz4244=-0.16 ^ oz4455=1.0 ^ oz4517=8.195 ^ oz4526=0.23 ^ oz4664=0.93 ^ oz4752=0.564 ^ oz4801=0.67 ^ oz4827=0.7 ^ oz4870=0.603 ^ oz4906=0.95 ^ oz4921=1.14 ^ oz5051=0.99 ^ oz5075=-0.03 (1) class -1 IF : oz23=1.06 ^ oz144=0.914 ^ oz230=1.02 ^ oz237=0.37 ^ oz250=0.104 ^ oz258=0.05 ^ oz260=-0.03 ^ oz285=0.07 ^ oz301=1.0 ^ oz403=1.06 ^ oz546=0.85 ^ oz561=0.99 ^ oz597=-0.58 ^ oz609=0.841 ^ oz617=0.61 ^ oz619=-0.16 ^ oz649=0.83 ^ oz651=0.365 ^ oz658=0.842 ^ oz737=1.0 ^ oz1219=0.06 ^ oz1556=0.07 ^ oz1635=1.5 ^ oz1662=0.01 ^ oz1665=0.08292 ^ oz1682=18.06 ^ oz1710=-0.35 ^ oz1808=3.31 ^ oz1867=0.01 ^ oz1941=0.8 ^ oz1949=0.388 ^ oz1952=0.0 ^ oz1954=0.166 ^ oz2133=7.41 ^ oz2160=0.97 ^ oz2266=0.8 ^ oz2301=0.218 ^ oz2316=0.09 ^ oz2332=0.87 ^ oz2349=0.84 ^ oz2473=1.18 ^ oz2479=0.72 ^ oz2696=0.27 ^ oz2873=0.66 ^ oz3865=0.53 ^ oz3896=1.21 ^ oz4024=0.19 ^ oz4046=0.63 ^ oz4120=0.61 ^ oz4154=0.24 ^ oz4244=0.06 ^ oz4455=-0.24 ^ oz4517=8.195 ^ oz4526=0.23 ^ oz4664=0.93 ^ oz4752=0.564 ^ oz4801=0.67 ^ oz4827=0.7 ^ oz4870=0.603 ^ oz4906=0.95 ^ oz4921=1.14 ^ oz5051=0.99 ^ oz5075=-0.03 (1) class -1 IF : oz23=1.06 ^ oz144=0.914 ^ oz230=1.02 ^ oz237=0.37 ^ oz250=0.104 ^ oz258=0.05 ^ oz260=-0.03 ^ oz285=0.07 ^ oz301=1.0 ^ oz403=1.06 ^ oz546=0.85 ^ oz561=0.99 ^ oz597=-0.58 ^ oz609=0.841 ^ oz617=0.61 ^ oz619=-0.16 ^ oz649=0.72 ^ oz651=0.493 ^ oz658=0.649 ^ oz737=1.0 ^ oz1219=0.0 ^ oz1556=0.07 ^ oz1635=1.5 ^ oz1662=0.01 ^ oz1665=0.08292 ^ oz1682=18.06 ^ oz1710=-0.35 ^ oz1808=3.31 ^ oz1867=0.01 ^ oz1941=0.8 ^ oz1949=0.388 ^ oz1952=0.0 ^ oz1954=0.166 ^ oz2133=7.41 ^ oz2160=0.97 ^ oz2266=0.8 ^ oz2301=0.218 ^ oz2316=0.09 ^ oz2332=0.87 ^ oz2349=0.84 ^ oz2473=1.18 ^ oz2479=0.72 ^ oz2696=0.27 ^ oz2873=0.66 ^ oz3865=0.53 ^ oz3896=1.21 ^ oz4024=0.19 ^ oz4046=0.63 ^ oz4120=0.61 ^ oz4154=0.24 ^ oz4244=0.06 ^ oz4455=-0.24 ^ oz4517=8.195 ^ oz4526=0.23 ^ oz4664=0.93 ^ oz4752=0.564 ^ oz4801=0.67 ^ oz4827=0.7 ^ oz4870=0.603 ^ oz4906=0.95 ^ oz4921=1.14 ^ oz5051=0.99 ^ oz5075=-0.03 (1) class -1 IF : oz23=1.06 ^ oz144=0.914 ^ oz230=1.02 ^ oz237=0.37 ^ oz250=0.104 ^ oz258=0.05 ^ oz260=-0.03 ^ oz285=0.07 ^ oz301=1.0 ^ oz403=1.06 ^ oz546=0.85 ^ oz561=0.99 ^ oz597=-0.58 ^ oz609=0.841 ^ oz617=0.61 ^ oz619=-0.16 ^ oz649=0.98 ^ oz651=0.462 ^ oz658=0.809 ^ oz737=0.8 ^ oz1219=0.07 ^ oz1556=0.07 ^ oz1635=1.5 ^ oz1662=0.01 ^ oz1665=0.08292 ^ oz1682=18.06 ^ oz1710=-0.35 ^ oz1808=3.31 ^ oz1867=0.01 ^ oz1941=0.8 ^ oz1949=0.388 ^ oz1952=0.0 ^ oz1954=0.166 ^ oz2133=7.41 ^ oz2160=0.97 ^ oz2266=0.8 ^ oz2301=0.218 ^ oz2316=0.09 ^ oz2332=0.87 ^ oz2349=0.84 ^ oz2473=1.18 ^ oz2479=0.72 ^ oz2696=0.27 ^ oz2873=0.66 ^ oz3865=0.53 ^ oz3896=1.21 ^ oz4024=0.19 ^ oz4046=0.63 ^ oz4120=0.61 ^ oz4154=0.24 ^ oz4244=0.06 ^ oz4455=-0.24 ^ oz4517=8.195 ^ oz4526=0.23 ^ oz4664=0.93 ^ oz4752=0.564 ^ oz4801=0.67 ^ oz4827=0.7 ^ oz4870=0.603 ^ oz4906=0.95 ^ oz4921=1.14 ^ oz5051=0.99 ^ oz5075=-0.03 (1) class -1 IF : oz23=1.06 ^ oz144=0.914 ^ oz230=1.02 ^ oz237=0.37 ^ oz250=0.104 ^ oz258=0.05 ^ oz260=-0.03 ^ oz285=0.07 ^ oz301=1.0 ^ oz403=1.06 ^ oz546=0.85 ^ oz561=0.99 ^ oz597=-0.58 ^ oz609=0.841 ^ oz617=0.61 ^ oz619=-0.16 ^ oz649=0.98 ^ oz651=0.314 ^ oz658=0.756 ^ oz737=1.0 ^ oz1219=0.04 ^ oz1556=0.07 ^ oz1635=1.5 ^ oz1662=0.01 ^ oz1665=0.08292 ^ oz1682=18.06 ^ oz1710=-0.35 ^ oz1808=3.31 ^ oz1867=0.01 ^ oz1941=0.8 ^ oz1949=0.388 ^ oz1952=0.0 ^ oz1954=0.166 ^ oz2133=7.41 ^ oz2160=0.97 ^ oz2266=0.8 ^ oz2301=0.218 ^ oz2316=0.09 ^ oz2332=0.87 ^ oz2349=0.84 ^ oz2473=1.18 ^ oz2479=0.72 ^ oz2696=0.27 ^ oz2873=0.66 ^ oz3865=0.53 ^ oz3896=1.21 ^ oz4024=0.19 ^ oz4046=0.63 ^ oz4120=0.61 ^ oz4154=0.24 ^ oz4244=0.06 ^ oz4455=-0.24 ^ oz4517=8.195 ^ oz4526=0.23 ^ oz4664=0.93 ^ oz4752=0.564 ^ oz4801=0.67 ^ oz4827=0.7 ^ oz4870=0.603 ^ oz4906=0.95 ^ oz4921=1.14 ^ oz5051=0.99 ^ oz5075=-0.03 (1) class -1 IF : oz23=1.06 ^ oz144=0.914 ^ oz230=1.02 ^ oz237=0.37 ^ oz250=0.104 ^ oz258=0.05 ^ oz260=-0.03 ^ oz285=0.07 ^ oz301=1.0 ^ oz403=1.06 ^ oz546=0.85 ^ oz561=0.99 ^ oz597=-0.58 ^ oz609=0.841 ^ oz617=0.61 ^ oz619=-0.16 ^ oz649=0.55 ^ oz651=0.466 ^ oz658=0.767 ^ oz737=1.7 ^ oz1219=-0.02 ^ oz1556=0.07 ^ oz1635=1.5 ^ oz1662=0.01 ^ oz1665=0.08292 ^ oz1682=18.06 ^ oz1710=-0.35 ^ oz1808=3.31 ^ oz1867=0.01 ^ oz1941=0.8 ^ oz1949=0.388 ^ oz1952=0.0 ^ oz1954=0.166 ^ oz2133=7.41 ^ oz2160=0.97 ^ oz2266=0.8 ^ oz2301=0.218 ^ oz2316=0.09 ^ oz2332=0.87 ^ oz2349=0.84 ^ oz2473=1.18 ^ oz2479=0.72 ^ oz2696=0.27 ^ oz2873=0.66 ^ oz3865=0.53 ^ oz3896=1.21 ^ oz4024=0.19 ^ oz4046=0.63 ^ oz4120=0.61 ^ oz4154=0.24 ^ oz4244=0.06 ^ oz4455=-0.24 ^ oz4517=8.195 ^ oz4526=0.23 ^ oz4664=0.93 ^ oz4752=0.564 ^ oz4801=0.67 ^ oz4827=0.7 ^ oz4870=0.603 ^ oz4906=0.95 ^ oz4921=1.14 ^ oz5051=0.99 ^ oz5075=-0.03 (1) _PREDICTION Obj_00001 +1 Obj_00002 +1 Obj_00003 -1 Obj_00004 +1 Obj_00005 +1 Obj_00006 -1 Obj_00007 +1 Obj_00008 +1 Obj_00009 +1 Obj_00010 -1 Obj_00011 -1 Obj_00012 +1 Obj_00013 +1 Obj_00014 +1 Obj_00015 +1 Obj_00016 -1 Obj_00017 +1 Obj_00018 -1 Obj_00019 +1 Obj_00020 -1 Obj_00021 -1 Obj_00022 -1 Obj_00023 +1 Obj_00024 -1 Obj_00025 -1 Obj_00026 -1 Obj_00027 +1 Obj_00028 +1 Obj_00029 -1 Obj_00030 +1 Obj_00031 -1 Obj_00032 +1 Obj_00033 +1 Obj_00034 -1 Obj_00035 -1 Obj_00036 +1 Obj_00037 -1 Obj_00038 +1 Obj_00039 +1 Obj_00040 +1 Obj_00041 -1 Obj_00042 -1 Obj_00043 -1 Obj_00044 -1 Obj_00045 +1 Obj_00046 -1 Obj_00047 -1 Obj_00048 +1 Obj_00049 +1 Obj_00050 -1 Obj_00051 +1 Obj_00052 +1 Obj_00053 +1 Obj_00054 +1 Obj_00055 +1 Obj_00056 -1 Obj_00057 -1 Obj_00058 +1 Obj_00059 +1 Obj_00060 +1 Obj_00061 -1 Obj_00062 +1 Obj_00063 +1 Obj_00064 +1 Obj_00065 -1 Obj_00066 -1 Obj_00067 -1 Obj_00068 +1 Obj_00069 -1 Obj_00070 +1 Obj_00071 +1 Obj_00072 +1 Obj_00073 +1 Obj_00074 -1 Obj_00075 +1 Obj_00076 -1