% % !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! % % Horsepower treated as the class attribute. % % As used by Kilpatrick, D. & Cameron-Jones, M. (1998). Numeric prediction % using instance-based learning with encoding length selection. In Progress % in Connectionist-Based Information Systems. Singapore: Springer-Verlag. % % !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! % % 1. Title: 1985 Auto Imports Database % % 2. Source Information: % -- Creator/Donor: Jeffrey C. Schlimmer (Jeffrey.Schlimmer@a.gp.cs.cmu.edu) % -- Date: 19 May 1987 % -- Sources: % 1) 1985 Model Import Car and Truck Specifications, 1985 Ward's % Automotive Yearbook. % 2) Personal Auto Manuals, Insurance Services Office, 160 Water % Street, New York, NY 10038 % 3) Insurance Collision Report, Insurance Institute for Highway % Safety, Watergate 600, Washington, DC 20037 % % 3. Past Usage: % -- Kibler,~D., Aha,~D.~W., \& Albert,~M. (1989). Instance-based prediction % of real-valued attributes. {\it Computational Intelligence}, {\it 5}, % 51--57. % -- Predicted price of car using all numeric and Boolean attributes % -- Method: an instance-based learning (IBL) algorithm derived from a % localized k-nearest neighbor algorithm. Compared with a % linear regression prediction...so all instances % with missing attribute values were discarded. This resulted with % a training set of 159 instances, which was also used as a test % set (minus the actual instance during testing). % -- Results: Percent Average Deviation Error of Prediction from Actual % -- 11.84% for the IBL algorithm % -- 14.12% for the resulting linear regression equation % % 4. Relevant Information: % -- Description % This data set consists of three types of entities: (a) the % specification of an auto in terms of various characteristics, (b) % its assigned insurance risk rating, (c) its normalized losses in use % as compared to other cars. The second rating corresponds to the % degree to which the auto is more risky than its price indicates. % Cars are initially assigned a risk factor symbol associated with its % price. Then, if it is more risky (or less), this symbol is % adjusted by moving it up (or down) the scale. Actuarians call this % process "symboling". A value of +3 indicates that the auto is % risky, -3 that it is probably pretty safe. % % The third factor is the relative average loss payment per insured % vehicle year. This value is normalized for all autos within a % particular size classification (two-door small, station wagons, % sports/speciality, etc...), and represents the average loss per car % per year. % % -- Note: Several of the attributes in the database could be used as a % "class" attribute. % % 5. Number of Instances: 205 % % 6. Number of Attributes: 26 total % -- 15 continuous % -- 1 integer % -- 10 nominal % % 7. Attribute Information: % Attribute: Attribute Range: % ------------------ ----------------------------------------------- % 1. symboling: -3, -2, -1, 0, 1, 2, 3. % 2. normalized-losses: continuous from 65 to 256. % 3. make: alfa-romero, audi, bmw, chevrolet, dodge, honda, % isuzu, jaguar, mazda, mercedes-benz, mercury, % mitsubishi, nissan, peugot, plymouth, porsche, % renault, saab, subaru, toyota, volkswagen, volvo % 4. fuel-type: diesel, gas. % 5. aspiration: std, turbo. % 6. num-of-doors: four, two. % 7. body-style: hardtop, wagon, sedan, hatchback, convertible. % 8. drive-wheels: 4wd, fwd, rwd. % 9. engine-location: front, rear. % 10. wheel-base: continuous from 86.6 120.9. % 11. length: continuous from 141.1 to 208.1. % 12. width: continuous from 60.3 to 72.3. % 13. height: continuous from 47.8 to 59.8. % 14. curb-weight: continuous from 1488 to 4066. % 15. engine-type: dohc, dohcv, l, ohc, ohcf, ohcv, rotor. % 16. num-of-cylinders: eight, five, four, six, three, twelve, two. % 17. engine-size: continuous from 61 to 326. % 18. fuel-system: 1bbl, 2bbl, 4bbl, idi, mfi, mpfi, spdi, spfi. % 19. bore: continuous from 2.54 to 3.94. % 20. stroke: continuous from 2.07 to 4.17. % 21. compression-ratio: continuous from 7 to 23. % 22. horsepower: continuous from 48 to 288. % 23. peak-rpm: continuous from 4150 to 6600. % 24. city-mpg: continuous from 13 to 49. % 25. highway-mpg: continuous from 16 to 54. % 26. price: continuous from 5118 to 45400. % % 8. Missing Attribute Values: (denoted by "?") % Attribute #: Number of instances missing a value: % 2. 41 % 6. 2 % 19. 4 % 20. 4 % 22. 2 % 23. 2 % 26. 4% % @relation 'autoHorse.names' @attribute 'symboling' real @attribute 'normalized-losses' real @attribute 'make' { alfa-romero, audi, bmw, chevrolet, dodge, honda, isuzu, jaguar, mazda, mercedes-benz, mercury, mitsubishi, nissan, peugot, plymouth, porsche, renault, saab, subaru, toyota, volkswagen, volvo} @attribute 'fuel-type' { gas, diesel} @attribute 'aspiration' { std, turbo} @attribute 'num-of-doors' real @attribute 'body-style' { convertible, hatchback, sedan, wagon, hardtop} @attribute 'drive-wheels' { rwd, fwd, 4wd} @attribute 'engine-location' { front, rear} @attribute 'wheel-base' real @attribute 'length' real @attribute 'width' real @attribute 'height' real @attribute 'curb-weight' real @attribute 'engine-type' { dohc, ohcv, ohc, l, rotor, ohcf, dohcv} @attribute 'num-of-cylinders' real @attribute 'engine-size' real @attribute 'fuel-system' { mpfi, 2bbl, mfi, 1bbl, spfi, 4bbl, idi, spdi} @attribute 'bore' real @attribute 'stroke' real @attribute 'compression-ratio' real @attribute 'peak-rpm' real @attribute 'city-mpg' real @attribute 'highway-mpg' real @attribute 'price' real @attribute 'class' real @data 3,?,alfa-romero,gas,std,2,convertible,rwd,front,88.6,168.8,64.1,48.8,2548,dohc,4,130,mpfi,3.47,2.68,9,5000,21,27,13495,111 3,?,alfa-romero,gas,std,2,convertible,rwd,front,88.6,168.8,64.1,48.8,2548,dohc,4,130,mpfi,3.47,2.68,9,5000,21,27,16500,111 1,?,alfa-romero,gas,std,2,hatchback,rwd,front,94.5,171.2,65.5,52.4,2823,ohcv,6,152,mpfi,2.68,3.47,9,5000,19,26,16500,154 2,164,audi,gas,std,4,sedan,fwd,front,99.8,176.6,66.2,54.3,2337,ohc,4,109,mpfi,3.19,3.4,10,5500,24,30,13950,102 2,164,audi,gas,std,4,sedan,4wd,front,99.4,176.6,66.4,54.3,2824,ohc,5,136,mpfi,3.19,3.4,8,5500,18,22,17450,115 2,?,audi,gas,std,2,sedan,fwd,front,99.8,177.3,66.3,53.1,2507,ohc,5,136,mpfi,3.19,3.4,8.5,5500,19,25,15250,110 1,158,audi,gas,std,4,sedan,fwd,front,105.8,192.7,71.4,55.7,2844,ohc,5,136,mpfi,3.19,3.4,8.5,5500,19,25,17710,110 1,?,audi,gas,std,4,wagon,fwd,front,105.8,192.7,71.4,55.7,2954,ohc,5,136,mpfi,3.19,3.4,8.5,5500,19,25,18920,110 1,158,audi,gas,turbo,4,sedan,fwd,front,105.8,192.7,71.4,55.9,3086,ohc,5,131,mpfi,3.13,3.4,8.3,5500,17,20,23875,140 0,?,audi,gas,turbo,2,hatchback,4wd,front,99.5,178.2,67.9,52,3053,ohc,5,131,mpfi,3.13,3.4,7,5500,16,22,?,160 2,192,bmw,gas,std,2,sedan,rwd,front,101.2,176.8,64.8,54.3,2395,ohc,4,108,mpfi,3.5,2.8,8.8,5800,23,29,16430,101 0,192,bmw,gas,std,4,sedan,rwd,front,101.2,176.8,64.8,54.3,2395,ohc,4,108,mpfi,3.5,2.8,8.8,5800,23,29,16925,101 0,188,bmw,gas,std,2,sedan,rwd,front,101.2,176.8,64.8,54.3,2710,ohc,6,164,mpfi,3.31,3.19,9,4250,21,28,20970,121 0,188,bmw,gas,std,4,sedan,rwd,front,101.2,176.8,64.8,54.3,2765,ohc,6,164,mpfi,3.31,3.19,9,4250,21,28,21105,121 1,?,bmw,gas,std,4,sedan,rwd,front,103.5,189,66.9,55.7,3055,ohc,6,164,mpfi,3.31,3.19,9,4250,20,25,24565,121 0,?,bmw,gas,std,4,sedan,rwd,front,103.5,189,66.9,55.7,3230,ohc,6,209,mpfi,3.62,3.39,8,5400,16,22,30760,182 0,?,bmw,gas,std,2,sedan,rwd,front,103.5,193.8,67.9,53.7,3380,ohc,6,209,mpfi,3.62,3.39,8,5400,16,22,41315,182 0,?,bmw,gas,std,4,sedan,rwd,front,110,197,70.9,56.3,3505,ohc,6,209,mpfi,3.62,3.39,8,5400,15,20,36880,182 2,121,chevrolet,gas,std,2,hatchback,fwd,front,88.4,141.1,60.3,53.2,1488,l,3,61,2bbl,2.91,3.03,9.5,5100,47,53,5151,48 1,98,chevrolet,gas,std,2,hatchback,fwd,front,94.5,155.9,63.6,52,1874,ohc,4,90,2bbl,3.03,3.11,9.6,5400,38,43,6295,70 0,81,chevrolet,gas,std,4,sedan,fwd,front,94.5,158.8,63.6,52,1909,ohc,4,90,2bbl,3.03,3.11,9.6,5400,38,43,6575,70 1,118,dodge,gas,std,2,hatchback,fwd,front,93.7,157.3,63.8,50.8,1876,ohc,4,90,2bbl,2.97,3.23,9.41,5500,37,41,5572,68 1,118,dodge,gas,std,2,hatchback,fwd,front,93.7,157.3,63.8,50.8,1876,ohc,4,90,2bbl,2.97,3.23,9.4,5500,31,38,6377,68 1,118,dodge,gas,turbo,2,hatchback,fwd,front,93.7,157.3,63.8,50.8,2128,ohc,4,98,mpfi,3.03,3.39,7.6,5500,24,30,7957,102 1,148,dodge,gas,std,4,hatchback,fwd,front,93.7,157.3,63.8,50.6,1967,ohc,4,90,2bbl,2.97,3.23,9.4,5500,31,38,6229,68 1,148,dodge,gas,std,4,sedan,fwd,front,93.7,157.3,63.8,50.6,1989,ohc,4,90,2bbl,2.97,3.23,9.4,5500,31,38,6692,68 1,148,dodge,gas,std,4,sedan,fwd,front,93.7,157.3,63.8,50.6,1989,ohc,4,90,2bbl,2.97,3.23,9.4,5500,31,38,7609,68 1,148,dodge,gas,turbo,?,sedan,fwd,front,93.7,157.3,63.8,50.6,2191,ohc,4,98,mpfi,3.03,3.39,7.6,5500,24,30,8558,102 -1,110,dodge,gas,std,4,wagon,fwd,front,103.3,174.6,64.6,59.8,2535,ohc,4,122,2bbl,3.34,3.46,8.5,5000,24,30,8921,88 3,145,dodge,gas,turbo,2,hatchback,fwd,front,95.9,173.2,66.3,50.2,2811,ohc,4,156,mfi,3.6,3.9,7,5000,19,24,12964,145 2,137,honda,gas,std,2,hatchback,fwd,front,86.6,144.6,63.9,50.8,1713,ohc,4,92,1bbl,2.91,3.41,9.6,4800,49,54,6479,58 2,137,honda,gas,std,2,hatchback,fwd,front,86.6,144.6,63.9,50.8,1819,ohc,4,92,1bbl,2.91,3.41,9.2,6000,31,38,6855,76 1,101,honda,gas,std,2,hatchback,fwd,front,93.7,150,64,52.6,1837,ohc,4,79,1bbl,2.91,3.07,10.1,5500,38,42,5399,60 1,101,honda,gas,std,2,hatchback,fwd,front,93.7,150,64,52.6,1940,ohc,4,92,1bbl,2.91,3.41,9.2,6000,30,34,6529,76 1,101,honda,gas,std,2,hatchback,fwd,front,93.7,150,64,52.6,1956,ohc,4,92,1bbl,2.91,3.41,9.2,6000,30,34,7129,76 0,110,honda,gas,std,4,sedan,fwd,front,96.5,163.4,64,54.5,2010,ohc,4,92,1bbl,2.91,3.41,9.2,6000,30,34,7295,76 0,78,honda,gas,std,4,wagon,fwd,front,96.5,157.1,63.9,58.3,2024,ohc,4,92,1bbl,2.92,3.41,9.2,6000,30,34,7295,76 0,106,honda,gas,std,2,hatchback,fwd,front,96.5,167.5,65.2,53.3,2236,ohc,4,110,1bbl,3.15,3.58,9,5800,27,33,7895,86 0,106,honda,gas,std,2,hatchback,fwd,front,96.5,167.5,65.2,53.3,2289,ohc,4,110,1bbl,3.15,3.58,9,5800,27,33,9095,86 0,85,honda,gas,std,4,sedan,fwd,front,96.5,175.4,65.2,54.1,2304,ohc,4,110,1bbl,3.15,3.58,9,5800,27,33,8845,86 0,85,honda,gas,std,4,sedan,fwd,front,96.5,175.4,62.5,54.1,2372,ohc,4,110,1bbl,3.15,3.58,9,5800,27,33,10295,86 0,85,honda,gas,std,4,sedan,fwd,front,96.5,175.4,65.2,54.1,2465,ohc,4,110,mpfi,3.15,3.58,9,5800,24,28,12945,101 1,107,honda,gas,std,2,sedan,fwd,front,96.5,169.1,66,51,2293,ohc,4,110,2bbl,3.15,3.58,9.1,5500,25,31,10345,100 0,?,isuzu,gas,std,4,sedan,rwd,front,94.3,170.7,61.8,53.5,2337,ohc,4,111,2bbl,3.31,3.23,8.5,4800,24,29,6785,78 1,?,isuzu,gas,std,2,sedan,fwd,front,94.5,155.9,63.6,52,1874,ohc,4,90,2bbl,3.03,3.11,9.6,5400,38,43,?,70 0,?,isuzu,gas,std,4,sedan,fwd,front,94.5,155.9,63.6,52,1909,ohc,4,90,2bbl,3.03,3.11,9.6,5400,38,43,?,70 2,?,isuzu,gas,std,2,hatchback,rwd,front,96,172.6,65.2,51.4,2734,ohc,4,119,spfi,3.43,3.23,9.2,5000,24,29,11048,90 0,145,jaguar,gas,std,4,sedan,rwd,front,113,199.6,69.6,52.8,4066,dohc,6,258,mpfi,3.63,4.17,8.1,4750,15,19,32250,176 0,?,jaguar,gas,std,4,sedan,rwd,front,113,199.6,69.6,52.8,4066,dohc,6,258,mpfi,3.63,4.17,8.1,4750,15,19,35550,176 0,?,jaguar,gas,std,2,sedan,rwd,front,102,191.7,70.6,47.8,3950,ohcv,12,326,mpfi,3.54,2.76,11.5,5000,13,17,36000,262 1,104,mazda,gas,std,2,hatchback,fwd,front,93.1,159.1,64.2,54.1,1890,ohc,4,91,2bbl,3.03,3.15,9,5000,30,31,5195,68 1,104,mazda,gas,std,2,hatchback,fwd,front,93.1,159.1,64.2,54.1,1900,ohc,4,91,2bbl,3.03,3.15,9,5000,31,38,6095,68 1,104,mazda,gas,std,2,hatchback,fwd,front,93.1,159.1,64.2,54.1,1905,ohc,4,91,2bbl,3.03,3.15,9,5000,31,38,6795,68 1,113,mazda,gas,std,4,sedan,fwd,front,93.1,166.8,64.2,54.1,1945,ohc,4,91,2bbl,3.03,3.15,9,5000,31,38,6695,68 1,113,mazda,gas,std,4,sedan,fwd,front,93.1,166.8,64.2,54.1,1950,ohc,4,91,2bbl,3.08,3.15,9,5000,31,38,7395,68 3,150,mazda,gas,std,2,hatchback,rwd,front,95.3,169,65.7,49.6,2380,rotor,2,70,4bbl,?,?,9.4,6000,17,23,10945,101 3,150,mazda,gas,std,2,hatchback,rwd,front,95.3,169,65.7,49.6,2380,rotor,2,70,4bbl,?,?,9.4,6000,17,23,11845,101 3,150,mazda,gas,std,2,hatchback,rwd,front,95.3,169,65.7,49.6,2385,rotor,2,70,4bbl,?,?,9.4,6000,17,23,13645,101 3,150,mazda,gas,std,2,hatchback,rwd,front,95.3,169,65.7,49.6,2500,rotor,2,80,mpfi,?,?,9.4,6000,16,23,15645,135 1,129,mazda,gas,std,2,hatchback,fwd,front,98.8,177.8,66.5,53.7,2385,ohc,4,122,2bbl,3.39,3.39,8.6,4800,26,32,8845,84 0,115,mazda,gas,std,4,sedan,fwd,front,98.8,177.8,66.5,55.5,2410,ohc,4,122,2bbl,3.39,3.39,8.6,4800,26,32,8495,84 1,129,mazda,gas,std,2,hatchback,fwd,front,98.8,177.8,66.5,53.7,2385,ohc,4,122,2bbl,3.39,3.39,8.6,4800,26,32,10595,84 0,115,mazda,gas,std,4,sedan,fwd,front,98.8,177.8,66.5,55.5,2410,ohc,4,122,2bbl,3.39,3.39,8.6,4800,26,32,10245,84 0,?,mazda,diesel,std,?,sedan,fwd,front,98.8,177.8,66.5,55.5,2443,ohc,4,122,idi,3.39,3.39,22.7,4650,36,42,10795,64 0,115,mazda,gas,std,4,hatchback,fwd,front,98.8,177.8,66.5,55.5,2425,ohc,4,122,2bbl,3.39,3.39,8.6,4800,26,32,11245,84 0,118,mazda,gas,std,4,sedan,rwd,front,104.9,175,66.1,54.4,2670,ohc,4,140,mpfi,3.76,3.16,8,5000,19,27,18280,120 0,?,mazda,diesel,std,4,sedan,rwd,front,104.9,175,66.1,54.4,2700,ohc,4,134,idi,3.43,3.64,22,4200,31,39,18344,72 -1,93,mercedes-benz,diesel,turbo,4,sedan,rwd,front,110,190.9,70.3,56.5,3515,ohc,5,183,idi,3.58,3.64,21.5,4350,22,25,25552,123 -1,93,mercedes-benz,diesel,turbo,4,wagon,rwd,front,110,190.9,70.3,58.7,3750,ohc,5,183,idi,3.58,3.64,21.5,4350,22,25,28248,123 0,93,mercedes-benz,diesel,turbo,2,hardtop,rwd,front,106.7,187.5,70.3,54.9,3495,ohc,5,183,idi,3.58,3.64,21.5,4350,22,25,28176,123 -1,93,mercedes-benz,diesel,turbo,4,sedan,rwd,front,115.6,202.6,71.7,56.3,3770,ohc,5,183,idi,3.58,3.64,21.5,4350,22,25,31600,123 -1,?,mercedes-benz,gas,std,4,sedan,rwd,front,115.6,202.6,71.7,56.5,3740,ohcv,8,234,mpfi,3.46,3.1,8.3,4750,16,18,34184,155 3,142,mercedes-benz,gas,std,2,convertible,rwd,front,96.6,180.3,70.5,50.8,3685,ohcv,8,234,mpfi,3.46,3.1,8.3,4750,16,18,35056,155 0,?,mercedes-benz,gas,std,4,sedan,rwd,front,120.9,208.1,71.7,56.7,3900,ohcv,8,308,mpfi,3.8,3.35,8,4500,14,16,40960,184 1,?,mercedes-benz,gas,std,2,hardtop,rwd,front,112,199.2,72,55.4,3715,ohcv,8,304,mpfi,3.8,3.35,8,4500,14,16,45400,184 1,?,mercury,gas,turbo,2,hatchback,rwd,front,102.7,178.4,68,54.8,2910,ohc,4,140,mpfi,3.78,3.12,8,5000,19,24,16503,175 2,161,mitsubishi,gas,std,2,hatchback,fwd,front,93.7,157.3,64.4,50.8,1918,ohc,4,92,2bbl,2.97,3.23,9.4,5500,37,41,5389,68 2,161,mitsubishi,gas,std,2,hatchback,fwd,front,93.7,157.3,64.4,50.8,1944,ohc,4,92,2bbl,2.97,3.23,9.4,5500,31,38,6189,68 2,161,mitsubishi,gas,std,2,hatchback,fwd,front,93.7,157.3,64.4,50.8,2004,ohc,4,92,2bbl,2.97,3.23,9.4,5500,31,38,6669,68 1,161,mitsubishi,gas,turbo,2,hatchback,fwd,front,93,157.3,63.8,50.8,2145,ohc,4,98,spdi,3.03,3.39,7.6,5500,24,30,7689,102 3,153,mitsubishi,gas,turbo,2,hatchback,fwd,front,96.3,173,65.4,49.4,2370,ohc,4,110,spdi,3.17,3.46,7.5,5500,23,30,9959,116 3,153,mitsubishi,gas,std,2,hatchback,fwd,front,96.3,173,65.4,49.4,2328,ohc,4,122,2bbl,3.35,3.46,8.5,5000,25,32,8499,88 3,?,mitsubishi,gas,turbo,2,hatchback,fwd,front,95.9,173.2,66.3,50.2,2833,ohc,4,156,spdi,3.58,3.86,7,5000,19,24,12629,145 3,?,mitsubishi,gas,turbo,2,hatchback,fwd,front,95.9,173.2,66.3,50.2,2921,ohc,4,156,spdi,3.59,3.86,7,5000,19,24,14869,145 3,?,mitsubishi,gas,turbo,2,hatchback,fwd,front,95.9,173.2,66.3,50.2,2926,ohc,4,156,spdi,3.59,3.86,7,5000,19,24,14489,145 1,125,mitsubishi,gas,std,4,sedan,fwd,front,96.3,172.4,65.4,51.6,2365,ohc,4,122,2bbl,3.35,3.46,8.5,5000,25,32,6989,88 1,125,mitsubishi,gas,std,4,sedan,fwd,front,96.3,172.4,65.4,51.6,2405,ohc,4,122,2bbl,3.35,3.46,8.5,5000,25,32,8189,88 1,125,mitsubishi,gas,turbo,4,sedan,fwd,front,96.3,172.4,65.4,51.6,2403,ohc,4,110,spdi,3.17,3.46,7.5,5500,23,30,9279,116 -1,137,mitsubishi,gas,std,4,sedan,fwd,front,96.3,172.4,65.4,51.6,2403,ohc,4,110,spdi,3.17,3.46,7.5,5500,23,30,9279,116 1,128,nissan,gas,std,2,sedan,fwd,front,94.5,165.3,63.8,54.5,1889,ohc,4,97,2bbl,3.15,3.29,9.4,5200,31,37,5499,69 1,128,nissan,diesel,std,2,sedan,fwd,front,94.5,165.3,63.8,54.5,2017,ohc,4,103,idi,2.99,3.47,21.9,4800,45,50,7099,55 1,128,nissan,gas,std,2,sedan,fwd,front,94.5,165.3,63.8,54.5,1918,ohc,4,97,2bbl,3.15,3.29,9.4,5200,31,37,6649,69 1,122,nissan,gas,std,4,sedan,fwd,front,94.5,165.3,63.8,54.5,1938,ohc,4,97,2bbl,3.15,3.29,9.4,5200,31,37,6849,69 1,103,nissan,gas,std,4,wagon,fwd,front,94.5,170.2,63.8,53.5,2024,ohc,4,97,2bbl,3.15,3.29,9.4,5200,31,37,7349,69 1,128,nissan,gas,std,2,sedan,fwd,front,94.5,165.3,63.8,54.5,1951,ohc,4,97,2bbl,3.15,3.29,9.4,5200,31,37,7299,69 1,128,nissan,gas,std,2,hatchback,fwd,front,94.5,165.6,63.8,53.3,2028,ohc,4,97,2bbl,3.15,3.29,9.4,5200,31,37,7799,69 1,122,nissan,gas,std,4,sedan,fwd,front,94.5,165.3,63.8,54.5,1971,ohc,4,97,2bbl,3.15,3.29,9.4,5200,31,37,7499,69 1,103,nissan,gas,std,4,wagon,fwd,front,94.5,170.2,63.8,53.5,2037,ohc,4,97,2bbl,3.15,3.29,9.4,5200,31,37,7999,69 2,168,nissan,gas,std,2,hardtop,fwd,front,95.1,162.4,63.8,53.3,2008,ohc,4,97,2bbl,3.15,3.29,9.4,5200,31,37,8249,69 0,106,nissan,gas,std,4,hatchback,fwd,front,97.2,173.4,65.2,54.7,2324,ohc,4,120,2bbl,3.33,3.47,8.5,5200,27,34,8949,97 0,106,nissan,gas,std,4,sedan,fwd,front,97.2,173.4,65.2,54.7,2302,ohc,4,120,2bbl,3.33,3.47,8.5,5200,27,34,9549,97 0,128,nissan,gas,std,4,sedan,fwd,front,100.4,181.7,66.5,55.1,3095,ohcv,6,181,mpfi,3.43,3.27,9,5200,17,22,13499,152 0,108,nissan,gas,std,4,wagon,fwd,front,100.4,184.6,66.5,56.1,3296,ohcv,6,181,mpfi,3.43,3.27,9,5200,17,22,14399,152 0,108,nissan,gas,std,4,sedan,fwd,front,100.4,184.6,66.5,55.1,3060,ohcv,6,181,mpfi,3.43,3.27,9,5200,19,25,13499,152 3,194,nissan,gas,std,2,hatchback,rwd,front,91.3,170.7,67.9,49.7,3071,ohcv,6,181,mpfi,3.43,3.27,9,5200,19,25,17199,160 3,194,nissan,gas,turbo,2,hatchback,rwd,front,91.3,170.7,67.9,49.7,3139,ohcv,6,181,mpfi,3.43,3.27,7.8,5200,17,23,19699,200 1,231,nissan,gas,std,2,hatchback,rwd,front,99.2,178.5,67.9,49.7,3139,ohcv,6,181,mpfi,3.43,3.27,9,5200,19,25,18399,160 0,161,peugot,gas,std,4,sedan,rwd,front,107.9,186.7,68.4,56.7,3020,l,4,120,mpfi,3.46,3.19,8.4,5000,19,24,11900,97 0,161,peugot,diesel,turbo,4,sedan,rwd,front,107.9,186.7,68.4,56.7,3197,l,4,152,idi,3.7,3.52,21,4150,28,33,13200,95 0,?,peugot,gas,std,4,wagon,rwd,front,114.2,198.9,68.4,58.7,3230,l,4,120,mpfi,3.46,3.19,8.4,5000,19,24,12440,97 0,?,peugot,diesel,turbo,4,wagon,rwd,front,114.2,198.9,68.4,58.7,3430,l,4,152,idi,3.7,3.52,21,4150,25,25,13860,95 0,161,peugot,gas,std,4,sedan,rwd,front,107.9,186.7,68.4,56.7,3075,l,4,120,mpfi,3.46,2.19,8.4,5000,19,24,15580,95 0,161,peugot,diesel,turbo,4,sedan,rwd,front,107.9,186.7,68.4,56.7,3252,l,4,152,idi,3.7,3.52,21,4150,28,33,16900,95 0,?,peugot,gas,std,4,wagon,rwd,front,114.2,198.9,68.4,56.7,3285,l,4,120,mpfi,3.46,2.19,8.4,5000,19,24,16695,95 0,?,peugot,diesel,turbo,4,wagon,rwd,front,114.2,198.9,68.4,58.7,3485,l,4,152,idi,3.7,3.52,21,4150,25,25,17075,95 0,161,peugot,gas,std,4,sedan,rwd,front,107.9,186.7,68.4,56.7,3075,l,4,120,mpfi,3.46,3.19,8.4,5000,19,24,16630,97 0,161,peugot,diesel,turbo,4,sedan,rwd,front,107.9,186.7,68.4,56.7,3252,l,4,152,idi,3.7,3.52,21,4150,28,33,17950,95 0,161,peugot,gas,turbo,4,sedan,rwd,front,108,186.7,68.3,56,3130,l,4,134,mpfi,3.61,3.21,7,5600,18,24,18150,142 1,119,plymouth,gas,std,2,hatchback,fwd,front,93.7,157.3,63.8,50.8,1918,ohc,4,90,2bbl,2.97,3.23,9.4,5500,37,41,5572,68 1,119,plymouth,gas,turbo,2,hatchback,fwd,front,93.7,157.3,63.8,50.8,2128,ohc,4,98,spdi,3.03,3.39,7.6,5500,24,30,7957,102 1,154,plymouth,gas,std,4,hatchback,fwd,front,93.7,157.3,63.8,50.6,1967,ohc,4,90,2bbl,2.97,3.23,9.4,5500,31,38,6229,68 1,154,plymouth,gas,std,4,sedan,fwd,front,93.7,167.3,63.8,50.8,1989,ohc,4,90,2bbl,2.97,3.23,9.4,5500,31,38,6692,68 1,154,plymouth,gas,std,4,sedan,fwd,front,93.7,167.3,63.8,50.8,2191,ohc,4,98,2bbl,2.97,3.23,9.4,5500,31,38,7609,68 -1,74,plymouth,gas,std,4,wagon,fwd,front,103.3,174.6,64.6,59.8,2535,ohc,4,122,2bbl,3.35,3.46,8.5,5000,24,30,8921,88 3,?,plymouth,gas,turbo,2,hatchback,rwd,front,95.9,173.2,66.3,50.2,2818,ohc,4,156,spdi,3.59,3.86,7,5000,19,24,12764,145 3,186,porsche,gas,std,2,hatchback,rwd,front,94.5,168.9,68.3,50.2,2778,ohc,4,151,mpfi,3.94,3.11,9.5,5500,19,27,22018,143 3,?,porsche,gas,std,2,hardtop,rwd,rear,89.5,168.9,65,51.6,2756,ohcf,6,194,mpfi,3.74,2.9,9.5,5900,17,25,32528,207 3,?,porsche,gas,std,2,hardtop,rwd,rear,89.5,168.9,65,51.6,2756,ohcf,6,194,mpfi,3.74,2.9,9.5,5900,17,25,34028,207 3,?,porsche,gas,std,2,convertible,rwd,rear,89.5,168.9,65,51.6,2800,ohcf,6,194,mpfi,3.74,2.9,9.5,5900,17,25,37028,207 1,?,porsche,gas,std,2,hatchback,rwd,front,98.4,175.7,72.3,50.5,3366,dohcv,8,203,mpfi,3.94,3.11,10,5750,17,28,?,288 0,?,renault,gas,std,4,wagon,fwd,front,96.1,181.5,66.5,55.2,2579,ohc,4,132,mpfi,3.46,3.9,8.7,?,23,31,9295,? 2,?,renault,gas,std,2,hatchback,fwd,front,96.1,176.8,66.6,50.5,2460,ohc,4,132,mpfi,3.46,3.9,8.7,?,23,31,9895,? 3,150,saab,gas,std,2,hatchback,fwd,front,99.1,186.6,66.5,56.1,2658,ohc,4,121,mpfi,3.54,3.07,9.31,5250,21,28,11850,110 2,104,saab,gas,std,4,sedan,fwd,front,99.1,186.6,66.5,56.1,2695,ohc,4,121,mpfi,3.54,3.07,9.3,5250,21,28,12170,110 3,150,saab,gas,std,2,hatchback,fwd,front,99.1,186.6,66.5,56.1,2707,ohc,4,121,mpfi,2.54,2.07,9.3,5250,21,28,15040,110 2,104,saab,gas,std,4,sedan,fwd,front,99.1,186.6,66.5,56.1,2758,ohc,4,121,mpfi,3.54,3.07,9.3,5250,21,28,15510,110 3,150,saab,gas,turbo,2,hatchback,fwd,front,99.1,186.6,66.5,56.1,2808,dohc,4,121,mpfi,3.54,3.07,9,5500,19,26,18150,160 2,104,saab,gas,turbo,4,sedan,fwd,front,99.1,186.6,66.5,56.1,2847,dohc,4,121,mpfi,3.54,3.07,9,5500,19,26,18620,160 2,83,subaru,gas,std,2,hatchback,fwd,front,93.7,156.9,63.4,53.7,2050,ohcf,4,97,2bbl,3.62,2.36,9,4900,31,36,5118,69 2,83,subaru,gas,std,2,hatchback,fwd,front,93.7,157.9,63.6,53.7,2120,ohcf,4,108,2bbl,3.62,2.64,8.7,4400,26,31,7053,73 2,83,subaru,gas,std,2,hatchback,4wd,front,93.3,157.3,63.8,55.7,2240,ohcf,4,108,2bbl,3.62,2.64,8.7,4400,26,31,7603,73 0,102,subaru,gas,std,4,sedan,fwd,front,97.2,172,65.4,52.5,2145,ohcf,4,108,2bbl,3.62,2.64,9.5,4800,32,37,7126,82 0,102,subaru,gas,std,4,sedan,fwd,front,97.2,172,65.4,52.5,2190,ohcf,4,108,2bbl,3.62,2.64,9.5,4400,28,33,7775,82 0,102,subaru,gas,std,4,sedan,fwd,front,97.2,172,65.4,52.5,2340,ohcf,4,108,mpfi,3.62,2.64,9,5200,26,32,9960,94 0,102,subaru,gas,std,4,sedan,4wd,front,97,172,65.4,54.3,2385,ohcf,4,108,2bbl,3.62,2.64,9,4800,24,25,9233,82 0,102,subaru,gas,turbo,4,sedan,4wd,front,97,172,65.4,54.3,2510,ohcf,4,108,mpfi,3.62,2.64,7.7,4800,24,29,11259,111 0,89,subaru,gas,std,4,wagon,fwd,front,97,173.5,65.4,53,2290,ohcf,4,108,2bbl,3.62,2.64,9,4800,28,32,7463,82 0,89,subaru,gas,std,4,wagon,fwd,front,97,173.5,65.4,53,2455,ohcf,4,108,mpfi,3.62,2.64,9,5200,25,31,10198,94 0,85,subaru,gas,std,4,wagon,4wd,front,96.9,173.6,65.4,54.9,2420,ohcf,4,108,2bbl,3.62,2.64,9,4800,23,29,8013,82 0,85,subaru,gas,turbo,4,wagon,4wd,front,96.9,173.6,65.4,54.9,2650,ohcf,4,108,mpfi,3.62,2.64,7.7,4800,23,23,11694,111 1,87,toyota,gas,std,2,hatchback,fwd,front,95.7,158.7,63.6,54.5,1985,ohc,4,92,2bbl,3.05,3.03,9,4800,35,39,5348,62 1,87,toyota,gas,std,2,hatchback,fwd,front,95.7,158.7,63.6,54.5,2040,ohc,4,92,2bbl,3.05,3.03,9,4800,31,38,6338,62 1,74,toyota,gas,std,4,hatchback,fwd,front,95.7,158.7,63.6,54.5,2015,ohc,4,92,2bbl,3.05,3.03,9,4800,31,38,6488,62 0,77,toyota,gas,std,4,wagon,fwd,front,95.7,169.7,63.6,59.1,2280,ohc,4,92,2bbl,3.05,3.03,9,4800,31,37,6918,62 0,81,toyota,gas,std,4,wagon,4wd,front,95.7,169.7,63.6,59.1,2290,ohc,4,92,2bbl,3.05,3.03,9,4800,27,32,7898,62 0,91,toyota,gas,std,4,wagon,4wd,front,95.7,169.7,63.6,59.1,3110,ohc,4,92,2bbl,3.05,3.03,9,4800,27,32,8778,62 0,91,toyota,gas,std,4,sedan,fwd,front,95.7,166.3,64.4,53,2081,ohc,4,98,2bbl,3.19,3.03,9,4800,30,37,6938,70 0,91,toyota,gas,std,4,hatchback,fwd,front,95.7,166.3,64.4,52.8,2109,ohc,4,98,2bbl,3.19,3.03,9,4800,30,37,7198,70 0,91,toyota,diesel,std,4,sedan,fwd,front,95.7,166.3,64.4,53,2275,ohc,4,110,idi,3.27,3.35,22.5,4500,34,36,7898,56 0,91,toyota,diesel,std,4,hatchback,fwd,front,95.7,166.3,64.4,52.8,2275,ohc,4,110,idi,3.27,3.35,22.5,4500,38,47,7788,56 0,91,toyota,gas,std,4,sedan,fwd,front,95.7,166.3,64.4,53,2094,ohc,4,98,2bbl,3.19,3.03,9,4800,38,47,7738,70 0,91,toyota,gas,std,4,hatchback,fwd,front,95.7,166.3,64.4,52.8,2122,ohc,4,98,2bbl,3.19,3.03,9,4800,28,34,8358,70 0,91,toyota,gas,std,4,sedan,fwd,front,95.7,166.3,64.4,52.8,2140,ohc,4,98,2bbl,3.19,3.03,9,4800,28,34,9258,70 1,168,toyota,gas,std,2,sedan,rwd,front,94.5,168.7,64,52.6,2169,ohc,4,98,2bbl,3.19,3.03,9,4800,29,34,8058,70 1,168,toyota,gas,std,2,hatchback,rwd,front,94.5,168.7,64,52.6,2204,ohc,4,98,2bbl,3.19,3.03,9,4800,29,34,8238,70 1,168,toyota,gas,std,2,sedan,rwd,front,94.5,168.7,64,52.6,2265,dohc,4,98,mpfi,3.24,3.08,9.4,6600,26,29,9298,112 1,168,toyota,gas,std,2,hatchback,rwd,front,94.5,168.7,64,52.6,2300,dohc,4,98,mpfi,3.24,3.08,9.4,6600,26,29,9538,112 2,134,toyota,gas,std,2,hardtop,rwd,front,98.4,176.2,65.6,52,2540,ohc,4,146,mpfi,3.62,3.5,9.3,4800,24,30,8449,116 2,134,toyota,gas,std,2,hardtop,rwd,front,98.4,176.2,65.6,52,2536,ohc,4,146,mpfi,3.62,3.5,9.3,4800,24,30,9639,116 2,134,toyota,gas,std,2,hatchback,rwd,front,98.4,176.2,65.6,52,2551,ohc,4,146,mpfi,3.62,3.5,9.3,4800,24,30,9989,116 2,134,toyota,gas,std,2,hardtop,rwd,front,98.4,176.2,65.6,52,2679,ohc,4,146,mpfi,3.62,3.5,9.3,4800,24,30,11199,116 2,134,toyota,gas,std,2,hatchback,rwd,front,98.4,176.2,65.6,52,2714,ohc,4,146,mpfi,3.62,3.5,9.3,4800,24,30,11549,116 2,134,toyota,gas,std,2,convertible,rwd,front,98.4,176.2,65.6,53,2975,ohc,4,146,mpfi,3.62,3.5,9.3,4800,24,30,17669,116 -1,65,toyota,gas,std,4,sedan,fwd,front,102.4,175.6,66.5,54.9,2326,ohc,4,122,mpfi,3.31,3.54,8.7,4200,29,34,8948,92 -1,65,toyota,diesel,turbo,4,sedan,fwd,front,102.4,175.6,66.5,54.9,2480,ohc,4,110,idi,3.27,3.35,22.5,4500,30,33,10698,73 -1,65,toyota,gas,std,4,hatchback,fwd,front,102.4,175.6,66.5,53.9,2414,ohc,4,122,mpfi,3.31,3.54,8.7,4200,27,32,9988,92 -1,65,toyota,gas,std,4,sedan,fwd,front,102.4,175.6,66.5,54.9,2414,ohc,4,122,mpfi,3.31,3.54,8.7,4200,27,32,10898,92 -1,65,toyota,gas,std,4,hatchback,fwd,front,102.4,175.6,66.5,53.9,2458,ohc,4,122,mpfi,3.31,3.54,8.7,4200,27,32,11248,92 3,197,toyota,gas,std,2,hatchback,rwd,front,102.9,183.5,67.7,52,2976,dohc,6,171,mpfi,3.27,3.35,9.3,5200,20,24,16558,161 3,197,toyota,gas,std,2,hatchback,rwd,front,102.9,183.5,67.7,52,3016,dohc,6,171,mpfi,3.27,3.35,9.3,5200,19,24,15998,161 -1,90,toyota,gas,std,4,sedan,rwd,front,104.5,187.8,66.5,54.1,3131,dohc,6,171,mpfi,3.27,3.35,9.2,5200,20,24,15690,156 -1,?,toyota,gas,std,4,wagon,rwd,front,104.5,187.8,66.5,54.1,3151,dohc,6,161,mpfi,3.27,3.35,9.2,5200,19,24,15750,156 2,122,volkswagen,diesel,std,2,sedan,fwd,front,97.3,171.7,65.5,55.7,2261,ohc,4,97,idi,3.01,3.4,23,4800,37,46,7775,52 2,122,volkswagen,gas,std,2,sedan,fwd,front,97.3,171.7,65.5,55.7,2209,ohc,4,109,mpfi,3.19,3.4,9,5250,27,34,7975,85 2,94,volkswagen,diesel,std,4,sedan,fwd,front,97.3,171.7,65.5,55.7,2264,ohc,4,97,idi,3.01,3.4,23,4800,37,46,7995,52 2,94,volkswagen,gas,std,4,sedan,fwd,front,97.3,171.7,65.5,55.7,2212,ohc,4,109,mpfi,3.19,3.4,9,5250,27,34,8195,85 2,94,volkswagen,gas,std,4,sedan,fwd,front,97.3,171.7,65.5,55.7,2275,ohc,4,109,mpfi,3.19,3.4,9,5250,27,34,8495,85 2,94,volkswagen,diesel,turbo,4,sedan,fwd,front,97.3,171.7,65.5,55.7,2319,ohc,4,97,idi,3.01,3.4,23,4500,37,42,9495,68 2,94,volkswagen,gas,std,4,sedan,fwd,front,97.3,171.7,65.5,55.7,2300,ohc,4,109,mpfi,3.19,3.4,10,5500,26,32,9995,100 3,?,volkswagen,gas,std,2,convertible,fwd,front,94.5,159.3,64.2,55.6,2254,ohc,4,109,mpfi,3.19,3.4,8.5,5500,24,29,11595,90 3,256,volkswagen,gas,std,2,hatchback,fwd,front,94.5,165.7,64,51.4,2221,ohc,4,109,mpfi,3.19,3.4,8.5,5500,24,29,9980,90 0,?,volkswagen,gas,std,4,sedan,fwd,front,100.4,180.2,66.9,55.1,2661,ohc,5,136,mpfi,3.19,3.4,8.5,5500,19,24,13295,110 0,?,volkswagen,diesel,turbo,4,sedan,fwd,front,100.4,180.2,66.9,55.1,2579,ohc,4,97,idi,3.01,3.4,23,4500,33,38,13845,68 0,?,volkswagen,gas,std,4,wagon,fwd,front,100.4,183.1,66.9,55.1,2563,ohc,4,109,mpfi,3.19,3.4,9,5500,25,31,12290,88 -2,103,volvo,gas,std,4,sedan,rwd,front,104.3,188.8,67.2,56.2,2912,ohc,4,141,mpfi,3.78,3.15,9.5,5400,23,28,12940,114 -1,74,volvo,gas,std,4,wagon,rwd,front,104.3,188.8,67.2,57.5,3034,ohc,4,141,mpfi,3.78,3.15,9.5,5400,23,28,13415,114 -2,103,volvo,gas,std,4,sedan,rwd,front,104.3,188.8,67.2,56.2,2935,ohc,4,141,mpfi,3.78,3.15,9.5,5400,24,28,15985,114 -1,74,volvo,gas,std,4,wagon,rwd,front,104.3,188.8,67.2,57.5,3042,ohc,4,141,mpfi,3.78,3.15,9.5,5400,24,28,16515,114 -2,103,volvo,gas,turbo,4,sedan,rwd,front,104.3,188.8,67.2,56.2,3045,ohc,4,130,mpfi,3.62,3.15,7.5,5100,17,22,18420,162 -1,74,volvo,gas,turbo,4,wagon,rwd,front,104.3,188.8,67.2,57.5,3157,ohc,4,130,mpfi,3.62,3.15,7.5,5100,17,22,18950,162 -1,95,volvo,gas,std,4,sedan,rwd,front,109.1,188.8,68.9,55.5,2952,ohc,4,141,mpfi,3.78,3.15,9.5,5400,23,28,16845,114 -1,95,volvo,gas,turbo,4,sedan,rwd,front,109.1,188.8,68.8,55.5,3049,ohc,4,141,mpfi,3.78,3.15,8.7,5300,19,25,19045,160 -1,95,volvo,gas,std,4,sedan,rwd,front,109.1,188.8,68.9,55.5,3012,ohcv,6,173,mpfi,3.58,2.87,8.8,5500,18,23,21485,134 -1,95,volvo,diesel,turbo,4,sedan,rwd,front,109.1,188.8,68.9,55.5,3217,ohc,6,145,idi,3.01,3.4,23,4800,26,27,22470,106 -1,95,volvo,gas,turbo,4,sedan,rwd,front,109.1,188.8,68.9,55.5,3062,ohc,4,141,mpfi,3.78,3.15,9.5,5400,19,25,22625,114