# ============================================================================ # From the UCI Repository Of Machine Learning Databases and Domain Theories # 7 July 1993 # ics.uci.edu: pub/machine-learning-databases # ============================================================================ # # # # 1. Title of Database: Wine recognition data # 2. Sources: # (a) Forina, M. et al, PARVUS - An Extendible Package for Data # Exploration, Classification and Correlation. Institute of Pharmaceutical # and Food Analysis and Technologies, Via Brigata Salerno, # 16147 Genoa, Italy. # # (b) Stefan Aeberhard, email: stefan@coral.cs.jcu.edu.au # (c) July 1991 # 3. Past Usage: # # (1) # S. Aeberhard, D. Coomans and O. de Vel, # Comparison of Classifiers in High Dimensional Settings, # Tech. Rep. no. 92-02, (1992), Dept. of Computer Science and Dept. of # Mathematics and Statistics, James Cook University of North Queensland. # (Also submitted to Technometrics). # # The data was used with many others for comparing various # classifiers. The classes are separable, though only RDA # has achieved 100% correct classification. # (RDA : 100%, QDA 99.4%, LDA 98.9%, 1NN 96.1% (z-transformed data)) # (All results using the leave-one-out technique) # # In a classification context, this is a well posed problem # with "well behaved" class structures. A good data set # for first testing of a new classifier, but not very # challenging. # # (2) # S. Aeberhard, D. Coomans and O. de Vel, # "THE CLASSIFICATION PERFORMANCE OF RDA" # Tech. Rep. no. 92-01, (1992), Dept. of Computer Science and Dept. of # Mathematics and Statistics, James Cook University of North Queensland. # (Also submitted to Journal of Chemometrics). # # Here, the data was used to illustrate the superior performance of # the use of a new appreciation function with RDA. # # 4. Relevant Information: # # -- These data are the results of a chemical analysis of # wines grown in the same region in Italy but derived from three # different cultivars. # The analysis determined the quantities of 13 constituents # found in each of the three types of wines. # # -- I think that the initial data set had around 30 variables, but # for some reason I only have the 13 dimensional version. # I had a list of what the 30 or so variables were, but a.) # I lost it, and b.), I would not know which 13 variables # are included in the set. # # 5. Number of Instances # # class 1 59 # class 2 71 # class 3 48 # # 6. Number of Attributes # # 13 # # 7. For Each Attribute: # # All attributes are continuous # # No statistics available, but suggest to standardise # variables for certain uses (e.g. for us with classifiers # which are NOT scale invariant) # # NOTE: 1st attribute is class identifier (1-3) # # 8. Missing Attribute Values: # # None # # 9. Class Distribution: number of instances per class # # class 1 59 # class 2 71 # class 3 48 # # # # ------ DATA BEGINS HERE ------------ # 13 14.23 1.71 2.43 15.60 127.00 2.80 3.06 0.28 2.29 5.64 1.04 3.92 1065 c1 13.20 1.78 2.14 11.20 100.00 2.65 2.76 0.26 1.28 4.38 1.05 3.40 1050 c1 13.16 2.36 2.67 18.60 101.00 2.80 3.24 0.30 2.81 5.68 1.03 3.17 1185 c1 14.37 1.95 2.50 16.80 113.00 3.85 3.49 0.24 2.18 7.80 0.86 3.45 1480 c1 13.24 2.59 2.87 21.00 118.00 2.80 2.69 0.39 1.82 4.32 1.04 2.93 735 c1 14.20 1.76 2.45 15.20 112.00 3.27 3.39 0.34 1.97 6.75 1.05 2.85 1450 c1 14.39 1.87 2.45 14.60 96.00 2.50 2.52 0.30 1.98 5.25 1.02 3.58 1290 c1 14.06 2.15 2.61 17.60 121.00 2.60 2.51 0.31 1.25 5.05 1.06 3.58 1295 c1 14.83 1.64 2.17 14.00 97.00 2.80 2.98 0.29 1.98 5.20 1.08 2.85 1045 c1 13.86 1.35 2.27 16.00 98.00 2.98 3.15 0.22 1.85 7.22 1.01 3.55 1045 c1 14.10 2.16 2.30 18.00 105.00 2.95 3.32 0.22 2.38 5.75 1.25 3.17 1510 c1 14.12 1.48 2.32 16.80 95.00 2.20 2.43 0.26 1.57 5.00 1.17 2.82 1280 c1 13.75 1.73 2.41 16.00 89.00 2.60 2.76 0.29 1.81 5.60 1.15 2.90 1320 c1 14.75 1.73 2.39 11.40 91.00 3.10 3.69 0.43 2.81 5.40 1.25 2.73 1150 c1 14.38 1.87 2.38 12.00 102.00 3.30 3.64 0.29 2.96 7.50 1.20 3.00 1547 c1 13.63 1.81 2.70 17.20 112.00 2.85 2.91 0.30 1.46 7.30 1.28 2.88 1310 c1 14.30 1.92 2.72 20.00 120.00 2.80 3.14 0.33 1.97 6.20 1.07 2.65 1280 c1 13.83 1.57 2.62 20.00 115.00 2.95 3.40 0.40 1.72 6.60 1.13 2.57 1130 c1 14.19 1.59 2.48 16.50 108.00 3.30 3.93 0.32 1.86 8.70 1.23 2.82 1680 c1 13.64 3.10 2.56 15.20 116.00 2.70 3.03 0.17 1.66 5.10 0.96 3.36 845 c1 14.06 1.63 2.28 16.00 126.00 3.00 3.17 0.24 2.10 5.65 1.09 3.71 780 c1 12.93 3.80 2.65 18.60 102.00 2.41 2.41 0.25 1.98 4.50 1.03 3.52 770 c1 13.71 1.86 2.36 16.60 101.00 2.61 2.88 0.27 1.69 3.80 1.11 4.00 1035 c1 12.85 1.60 2.52 17.80 95.00 2.48 2.37 0.26 1.46 3.93 1.09 3.63 1015 c1 13.50 1.81 2.61 20.00 96.00 2.53 2.61 0.28 1.66 3.52 1.12 3.82 845 c1 13.05 2.05 3.22 25.00 124.00 2.63 2.68 0.47 1.92 3.58 1.13 3.20 830 c1 13.39 1.77 2.62 16.10 93.00 2.85 2.94 0.34 1.45 4.80 0.92 3.22 1195 c1 13.30 1.72 2.14 17.00 94.00 2.40 2.19 0.27 1.35 3.95 1.02 2.77 1285 c1 13.87 1.90 2.80 19.40 107.00 2.95 2.97 0.37 1.76 4.50 1.25 3.40 915 c1 14.02 1.68 2.21 16.00 96.00 2.65 2.33 0.26 1.98 4.70 1.04 3.59 1035 c1 13.73 1.50 2.70 22.50 101.00 3.00 3.25 0.29 2.38 5.70 1.19 2.71 1285 c1 13.58 1.66 2.36 19.10 106.00 2.86 3.19 0.22 1.95 6.90 1.09 2.88 1515 c1 13.68 1.83 2.36 17.20 104.00 2.42 2.69 0.42 1.97 3.84 1.23 2.87 990 c1 13.76 1.53 2.70 19.50 132.00 2.95 2.74 0.50 1.35 5.40 1.25 3.00 1235 c1 13.51 1.80 2.65 19.00 110.00 2.35 2.53 0.29 1.54 4.20 1.10 2.87 1095 c1 13.48 1.81 2.41 20.50 100.00 2.70 2.98 0.26 1.86 5.10 1.04 3.47 920 c1 13.28 1.64 2.84 15.50 110.00 2.60 2.68 0.34 1.36 4.60 1.09 2.78 880 c1 13.05 1.65 2.55 18.00 98.00 2.45 2.43 0.29 1.44 4.25 1.12 2.51 1105 c1 13.07 1.50 2.10 15.50 98.00 2.40 2.64 0.28 1.37 3.70 1.18 2.69 1020 c1 14.22 3.99 2.51 13.20 128.00 3.00 3.04 0.20 2.08 5.10 0.89 3.53 760 c1 13.56 1.71 2.31 16.20 117.00 3.15 3.29 0.34 2.34 6.13 0.95 3.38 795 c1 13.41 3.84 2.12 18.80 90.00 2.45 2.68 0.27 1.48 4.28 0.91 3.00 1035 c1 13.88 1.89 2.59 15.00 101.00 3.25 3.56 0.17 1.70 5.43 0.88 3.56 1095 c1 13.24 3.98 2.29 17.50 103.00 2.64 2.63 0.32 1.66 4.36 0.82 3.00 680 c1 13.05 1.77 2.10 17.00 107.00 3.00 3.00 0.28 2.03 5.04 0.88 3.35 885 c1 14.21 4.04 2.44 18.90 111.00 2.85 2.65 0.30 1.25 5.24 0.87 3.33 1080 c1 14.38 3.59 2.28 16.00 102.00 3.25 3.17 0.27 2.19 4.90 1.04 3.44 1065 c1 13.90 1.68 2.12 16.00 101.00 3.10 3.39 0.21 2.14 6.10 0.91 3.33 985 c1 14.10 2.02 2.40 18.80 103.00 2.75 2.92 0.32 2.38 6.20 1.07 2.75 1060 c1 13.94 1.73 2.27 17.40 108.00 2.88 3.54 0.32 2.08 8.90 1.12 3.10 1260 c1 13.05 1.73 2.04 12.40 92.00 2.72 3.27 0.17 2.91 7.20 1.12 2.91 1150 c1 13.83 1.65 2.60 17.20 94.00 2.45 2.99 0.22 2.29 5.60 1.24 3.37 1265 c1 13.82 1.75 2.42 14.00 111.00 3.88 3.74 0.32 1.87 7.05 1.01 3.26 1190 c1 13.77 1.90 2.68 17.10 115.00 3.00 2.79 0.39 1.68 6.30 1.13 2.93 1375 c1 13.74 1.67 2.25 16.40 118.00 2.60 2.90 0.21 1.62 5.85 0.92 3.20 1060 c1 13.56 1.73 2.46 20.50 116.00 2.96 2.78 0.20 2.45 6.25 0.98 3.03 1120 c1 14.22 1.70 2.30 16.30 118.00 3.20 3.00 0.26 2.03 6.38 0.94 3.31 970 c1 13.29 1.97 2.68 16.80 102.00 3.00 3.23 0.31 1.66 6.00 1.07 2.84 1270 c1 13.72 1.43 2.50 16.70 108.00 3.40 3.67 0.19 2.04 6.80 0.89 2.87 1285 c1 12.37 0.94 1.36 10.60 88.00 1.98 0.57 0.28 0.42 1.95 1.05 1.82 520 c2 12.33 1.10 2.28 16.00 101.00 2.05 1.09 0.63 0.41 3.27 1.25 1.67 680 c2 12.64 1.36 2.02 16.80 100.00 2.02 1.41 0.53 0.62 5.75 0.98 1.59 450 c2 13.67 1.25 1.92 18.00 94.00 2.10 1.79 0.32 0.73 3.80 1.23 2.46 630 c2 12.37 1.13 2.16 19.00 87.00 3.50 3.10 0.19 1.87 4.45 1.22 2.87 420 c2 12.17 1.45 2.53 19.00 104.00 1.89 1.75 0.45 1.03 2.95 1.45 2.23 355 c2 12.37 1.21 2.56 18.10 98.00 2.42 2.65 0.37 2.08 4.60 1.19 2.30 678 c2 13.11 1.01 1.70 15.00 78.00 2.98 3.18 0.26 2.28 5.30 1.12 3.18 502 c2 12.37 1.17 1.92 19.60 78.00 2.11 2.00 0.27 1.04 4.68 1.12 3.48 510 c2 13.34 0.94 2.36 17.00 110.00 2.53 1.30 0.55 0.42 3.17 1.02 1.93 750 c2 12.21 1.19 1.75 16.80 151.00 1.85 1.28 0.14 2.50 2.85 1.28 3.07 718 c2 12.29 1.61 2.21 20.40 103.00 1.10 1.02 0.37 1.46 3.05 0.91 1.82 870 c2 13.86 1.51 2.67 25.00 86.00 2.95 2.86 0.21 1.87 3.38 1.36 3.16 410 c2 13.49 1.66 2.24 24.00 87.00 1.88 1.84 0.27 1.03 3.74 0.98 2.78 472 c2 12.99 1.67 2.60 30.00 139.00 3.30 2.89 0.21 1.96 3.35 1.31 3.50 985 c2 11.96 1.09 2.30 21.00 101.00 3.38 2.14 0.13 1.65 3.21 0.99 3.13 886 c2 11.66 1.88 1.92 16.00 97.00 1.61 1.57 0.34 1.15 3.80 1.23 2.14 428 c2 13.03 0.90 1.71 16.00 86.00 1.95 2.03 0.24 1.46 4.60 1.19 2.48 392 c2 11.84 2.89 2.23 18.00 112.00 1.72 1.32 0.43 0.95 2.65 0.96 2.52 500 c2 12.33 0.99 1.95 14.80 136.00 1.90 1.85 0.35 2.76 3.40 1.06 2.31 750 c2 12.70 3.87 2.40 23.00 101.00 2.83 2.55 0.43 1.95 2.57 1.19 3.13 463 c2 12.00 0.92 2.00 19.00 86.00 2.42 2.26 0.30 1.43 2.50 1.38 3.12 278 c2 12.72 1.81 2.20 18.80 86.00 2.20 2.53 0.26 1.77 3.90 1.16 3.14 714 c2 12.08 1.13 2.51 24.00 78.00 2.00 1.58 0.40 1.40 2.20 1.31 2.72 630 c2 13.05 3.86 2.32 22.50 85.00 1.65 1.59 0.61 1.62 4.80 0.84 2.01 515 c2 11.84 0.89 2.58 18.00 94.00 2.20 2.21 0.22 2.35 3.05 0.79 3.08 520 c2 12.67 0.98 2.24 18.00 99.00 2.20 1.94 0.30 1.46 2.62 1.23 3.16 450 c2 12.16 1.61 2.31 22.80 90.00 1.78 1.69 0.43 1.56 2.45 1.33 2.26 495 c2 11.65 1.67 2.62 26.00 88.00 1.92 1.61 0.40 1.34 2.60 1.36 3.21 562 c2 11.64 2.06 2.46 21.60 84.00 1.95 1.69 0.48 1.35 2.80 1.00 2.75 680 c2 12.08 1.33 2.30 23.60 70.00 2.20 1.59 0.42 1.38 1.74 1.07 3.21 625 c2 12.08 1.83 2.32 18.50 81.00 1.60 1.50 0.52 1.64 2.40 1.08 2.27 480 c2 12.00 1.51 2.42 22.00 86.00 1.45 1.25 0.50 1.63 3.60 1.05 2.65 450 c2 12.69 1.53 2.26 20.70 80.00 1.38 1.46 0.58 1.62 3.05 0.96 2.06 495 c2 12.29 2.83 2.22 18.00 88.00 2.45 2.25 0.25 1.99 2.15 1.15 3.30 290 c2 11.62 1.99 2.28 18.00 98.00 3.02 2.26 0.17 1.35 3.25 1.16 2.96 345 c2 12.47 1.52 2.20 19.00 162.00 2.50 2.27 0.32 3.28 2.60 1.16 2.63 937 c2 11.81 2.12 2.74 21.50 134.00 1.60 0.99 0.14 1.56 2.50 0.95 2.26 625 c2 12.29 1.41 1.98 16.00 85.00 2.55 2.50 0.29 1.77 2.90 1.23 2.74 428 c2 12.37 1.07 2.10 18.50 88.00 3.52 3.75 0.24 1.95 4.50 1.04 2.77 660 c2 12.29 3.17 2.21 18.00 88.00 2.85 2.99 0.45 2.81 2.30 1.42 2.83 406 c2 12.08 2.08 1.70 17.50 97.00 2.23 2.17 0.26 1.40 3.30 1.27 2.96 710 c2 12.60 1.34 1.90 18.50 88.00 1.45 1.36 0.29 1.35 2.45 1.04 2.77 562 c2 12.34 2.45 2.46 21.00 98.00 2.56 2.11 0.34 1.31 2.80 0.80 3.38 438 c2 11.82 1.72 1.88 19.50 86.00 2.50 1.64 0.37 1.42 2.06 0.94 2.44 415 c2 12.51 1.73 1.98 20.50 85.00 2.20 1.92 0.32 1.48 2.94 1.04 3.57 672 c2 12.42 2.55 2.27 22.00 90.00 1.68 1.84 0.66 1.42 2.70 0.86 3.30 315 c2 12.25 1.73 2.12 19.00 80.00 1.65 2.03 0.37 1.63 3.40 1.00 3.17 510 c2 12.72 1.75 2.28 22.50 84.00 1.38 1.76 0.48 1.63 3.30 0.88 2.42 488 c2 12.22 1.29 1.94 19.00 92.00 2.36 2.04 0.39 2.08 2.70 0.86 3.02 312 c2 11.61 1.35 2.70 20.00 94.00 2.74 2.92 0.29 2.49 2.65 0.96 3.26 680 c2 11.46 3.74 1.82 19.50 107.00 3.18 2.58 0.24 3.58 2.90 0.75 2.81 562 c2 12.52 2.43 2.17 21.00 88.00 2.55 2.27 0.26 1.22 2.00 0.90 2.78 325 c2 11.76 2.68 2.92 20.00 103.00 1.75 2.03 0.60 1.05 3.80 1.23 2.50 607 c2 11.41 0.74 2.50 21.00 88.00 2.48 2.01 0.42 1.44 3.08 1.10 2.31 434 c2 12.08 1.39 2.50 22.50 84.00 2.56 2.29 0.43 1.04 2.90 0.93 3.19 385 c2 11.03 1.51 2.20 21.50 85.00 2.46 2.17 0.52 2.01 1.90 1.71 2.87 407 c2 11.82 1.47 1.99 20.80 86.00 1.98 1.60 0.30 1.53 1.95 0.95 3.33 495 c2 12.42 1.61 2.19 22.50 108.00 2.00 2.09 0.34 1.61 2.06 1.06 2.96 345 c2 12.77 3.43 1.98 16.00 80.00 1.63 1.25 0.43 0.83 3.40 0.70 2.12 372 c2 12.00 3.43 2.00 19.00 87.00 2.00 1.64 0.37 1.87 1.28 0.93 3.05 564 c2 11.45 2.40 2.42 20.00 96.00 2.90 2.79 0.32 1.83 3.25 0.80 3.39 625 c2 11.56 2.05 3.23 28.50 119.00 3.18 5.08 0.47 1.87 6.00 0.93 3.69 465 c2 12.42 4.43 2.73 26.50 102.00 2.20 2.13 0.43 1.71 2.08 0.92 3.12 365 c2 13.05 5.80 2.13 21.50 86.00 2.62 2.65 0.30 2.01 2.60 0.73 3.10 380 c2 11.87 4.31 2.39 21.00 82.00 2.86 3.03 0.21 2.91 2.80 0.75 3.64 380 c2 12.07 2.16 2.17 21.00 85.00 2.60 2.65 0.37 1.35 2.76 0.86 3.28 378 c2 12.43 1.53 2.29 21.50 86.00 2.74 3.15 0.39 1.77 3.94 0.69 2.84 352 c2 11.79 2.13 2.78 28.50 92.00 2.13 2.24 0.58 1.76 3.00 0.97 2.44 466 c2 12.37 1.63 2.30 24.50 88.00 2.22 2.45 0.40 1.90 2.12 0.89 2.78 342 c2 12.04 4.30 2.38 22.00 80.00 2.10 1.75 0.42 1.35 2.60 0.79 2.57 580 c2 12.86 1.35 2.32 18.00 122.00 1.51 1.25 0.21 0.94 4.10 0.76 1.29 630 c3 12.88 2.99 2.40 20.00 104.00 1.30 1.22 0.24 0.83 5.40 0.74 1.42 530 c3 12.81 2.31 2.40 24.00 98.00 1.15 1.09 0.27 0.83 5.70 0.66 1.36 560 c3 12.70 3.55 2.36 21.50 106.00 1.70 1.20 0.17 0.84 5.00 0.78 1.29 600 c3 12.51 1.24 2.25 17.50 85.00 2.00 0.58 0.60 1.25 5.45 0.75 1.51 650 c3 12.60 2.46 2.20 18.50 94.00 1.62 0.66 0.63 0.94 7.10 0.73 1.58 695 c3 12.25 4.72 2.54 21.00 89.00 1.38 0.47 0.53 0.80 3.85 0.75 1.27 720 c3 12.53 5.51 2.64 25.00 96.00 1.79 0.60 0.63 1.10 5.00 0.82 1.69 515 c3 13.49 3.59 2.19 19.50 88.00 1.62 0.48 0.58 0.88 5.70 0.81 1.82 580 c3 12.84 2.96 2.61 24.00 101.00 2.32 0.60 0.53 0.81 4.92 0.89 2.15 590 c3 12.93 2.81 2.70 21.00 96.00 1.54 0.50 0.53 0.75 4.60 0.77 2.31 600 c3 13.36 2.56 2.35 20.00 89.00 1.40 0.50 0.37 0.64 5.60 0.70 2.47 780 c3 13.52 3.17 2.72 23.50 97.00 1.55 0.52 0.50 0.55 4.35 0.89 2.06 520 c3 13.62 4.95 2.35 20.00 92.00 2.00 0.80 0.47 1.02 4.40 0.91 2.05 550 c3 12.25 3.88 2.20 18.50 112.00 1.38 0.78 0.29 1.14 8.21 0.65 2.00 855 c3 13.16 3.57 2.15 21.00 102.00 1.50 0.55 0.43 1.30 4.00 0.60 1.68 830 c3 13.88 5.04 2.23 20.00 80.00 0.98 0.34 0.40 0.68 4.90 0.58 1.33 415 c3 12.87 4.61 2.48 21.50 86.00 1.70 0.65 0.47 0.86 7.65 0.54 1.86 625 c3 13.32 3.24 2.38 21.50 92.00 1.93 0.76 0.45 1.25 8.42 0.55 1.62 650 c3 13.08 3.90 2.36 21.50 113.00 1.41 1.39 0.34 1.14 9.40 0.57 1.33 550 c3 13.50 3.12 2.62 24.00 123.00 1.40 1.57 0.22 1.25 8.60 0.59 1.30 500 c3 12.79 2.67 2.48 22.00 112.00 1.48 1.36 0.24 1.26 10.80 0.48 1.47 480 c3 13.11 1.90 2.75 25.50 116.00 2.20 1.28 0.26 1.56 7.10 0.61 1.33 425 c3 13.23 3.30 2.28 18.50 98.00 1.80 0.83 0.61 1.87 10.52 0.56 1.51 675 c3 12.58 1.29 2.10 20.00 103.00 1.48 0.58 0.53 1.40 7.60 0.58 1.55 640 c3 13.17 5.19 2.32 22.00 93.00 1.74 0.63 0.61 1.55 7.90 0.60 1.48 725 c3 13.84 4.12 2.38 19.50 89.00 1.80 0.83 0.48 1.56 9.01 0.57 1.64 480 c3 12.45 3.03 2.64 27.00 97.00 1.90 0.58 0.63 1.14 7.50 0.67 1.73 880 c3 14.34 1.68 2.70 25.00 98.00 2.80 1.31 0.53 2.70 13.00 0.57 1.96 660 c3 13.48 1.67 2.64 22.50 89.00 2.60 1.10 0.52 2.29 11.75 0.57 1.78 620 c3 12.36 3.83 2.38 21.00 88.00 2.30 0.92 0.50 1.04 7.65 0.56 1.58 520 c3 13.69 3.26 2.54 20.00 107.00 1.83 0.56 0.50 0.80 5.88 0.96 1.82 680 c3 12.85 3.27 2.58 22.00 106.00 1.65 0.60 0.60 0.96 5.58 0.87 2.11 570 c3 12.96 3.45 2.35 18.50 106.00 1.39 0.70 0.40 0.94 5.28 0.68 1.75 675 c3 13.78 2.76 2.30 22.00 90.00 1.35 0.68 0.41 1.03 9.58 0.70 1.68 615 c3 13.73 4.36 2.26 22.50 88.00 1.28 0.47 0.52 1.15 6.62 0.78 1.75 520 c3 13.45 3.70 2.60 23.00 111.00 1.70 0.92 0.43 1.46 10.68 0.85 1.56 695 c3 12.82 3.37 2.30 19.50 88.00 1.48 0.66 0.40 0.97 10.26 0.72 1.75 685 c3 13.58 2.58 2.69 24.50 105.00 1.55 0.84 0.39 1.54 8.66 0.74 1.80 750 c3 13.40 4.60 2.86 25.00 112.00 1.98 0.96 0.27 1.11 8.50 0.67 1.92 630 c3 12.20 3.03 2.32 19.00 96.00 1.25 0.49 0.40 0.73 5.50 0.66 1.83 510 c3 12.77 2.39 2.28 19.50 86.00 1.39 0.51 0.48 0.64 9.90 0.57 1.63 470 c3 14.16 2.51 2.48 20.00 91.00 1.68 0.70 0.44 1.24 9.70 0.62 1.71 660 c3 13.71 5.65 2.45 20.50 95.00 1.68 0.61 0.52 1.06 7.70 0.64 1.74 740 c3 13.40 3.91 2.48 23.00 102.00 1.80 0.75 0.43 1.41 7.30 0.70 1.56 750 c3 13.27 4.28 2.26 20.00 120.00 1.59 0.69 0.43 1.35 10.20 0.59 1.56 835 c3 13.17 2.59 2.37 20.00 120.00 1.65 0.68 0.53 1.46 9.30 0.60 1.62 840 c3 14.13 4.10 2.74 24.50 96.00 2.05 0.76 0.56 1.35 9.20 0.61 1.60 560.00 c3