some new features
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ilgazca
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"symbol","loss","make","fuel","aspir","doors","style","drive","eng_loc","wb","length","width","height","weight","eng_type","cylinders","eng_cc","fuel.sys","bore","stroke","comp.ratio","hp","rpm","city_mpg","hw_mpg","price"
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3,,"alfa-romero","gas","std","two","convertible","rwd","front",88.6,168.8,64.1,48.8,2548,"dohc","four",130,"mpfi",3.47,2.68,9,111,5000,21,27,13495
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3,,"alfa-romero","gas","std","two","convertible","rwd","front",88.6,168.8,64.1,48.8,2548,"dohc","four",130,"mpfi",3.47,2.68,9,111,5000,21,27,16500
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1,,"alfa-romero","gas","std","two","hatchback","rwd","front",94.5,171.2,65.5,52.4,2823,"ohcv","six",152,"mpfi",2.68,3.47,9,154,5000,19,26,16500
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2,164,"audi","gas","std","four","sedan","fwd","front",99.8,176.6,66.2,54.3,2337,"ohc","four",109,"mpfi",3.19,3.4,10,102,5500,24,30,13950
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2,164,"audi","gas","std","four","sedan","4wd","front",99.4,176.6,66.4,54.3,2824,"ohc","five",136,"mpfi",3.19,3.4,8,115,5500,18,22,17450
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2,,"audi","gas","std","two","sedan","fwd","front",99.8,177.3,66.3,53.1,2507,"ohc","five",136,"mpfi",3.19,3.4,8.5,110,5500,19,25,15250
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1,158,"audi","gas","std","four","sedan","fwd","front",105.8,192.7,71.4,55.7,2844,"ohc","five",136,"mpfi",3.19,3.4,8.5,110,5500,19,25,17710
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1,,"audi","gas","std","four","wagon","fwd","front",105.8,192.7,71.4,55.7,2954,"ohc","five",136,"mpfi",3.19,3.4,8.5,110,5500,19,25,18920
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1,158,"audi","gas","turbo","four","sedan","fwd","front",105.8,192.7,71.4,55.9,3086,"ohc","five",131,"mpfi",3.13,3.4,8.3,140,5500,17,20,23875
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0,,"audi","gas","turbo","two","hatchback","4wd","front",99.5,178.2,67.9,52,3053,"ohc","five",131,"mpfi",3.13,3.4,7,160,5500,16,22,
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2,192,"bmw","gas","std","two","sedan","rwd","front",101.2,176.8,64.8,54.3,2395,"ohc","four",108,"mpfi",3.5,2.8,8.8,101,5800,23,29,16430
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0,192,"bmw","gas","std","four","sedan","rwd","front",101.2,176.8,64.8,54.3,2395,"ohc","four",108,"mpfi",3.5,2.8,8.8,101,5800,23,29,16925
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0,188,"bmw","gas","std","two","sedan","rwd","front",101.2,176.8,64.8,54.3,2710,"ohc","six",164,"mpfi",3.31,3.19,9,121,4250,21,28,20970
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0,188,"bmw","gas","std","four","sedan","rwd","front",101.2,176.8,64.8,54.3,2765,"ohc","six",164,"mpfi",3.31,3.19,9,121,4250,21,28,21105
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1,,"bmw","gas","std","four","sedan","rwd","front",103.5,189,66.9,55.7,3055,"ohc","six",164,"mpfi",3.31,3.19,9,121,4250,20,25,24565
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0,,"bmw","gas","std","four","sedan","rwd","front",103.5,189,66.9,55.7,3230,"ohc","six",209,"mpfi",3.62,3.39,8,182,5400,16,22,30760
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0,,"bmw","gas","std","two","sedan","rwd","front",103.5,193.8,67.9,53.7,3380,"ohc","six",209,"mpfi",3.62,3.39,8,182,5400,16,22,41315
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0,,"bmw","gas","std","four","sedan","rwd","front",110,197,70.9,56.3,3505,"ohc","six",209,"mpfi",3.62,3.39,8,182,5400,15,20,36880
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2,121,"chevrolet","gas","std","two","hatchback","fwd","front",88.4,141.1,60.3,53.2,1488,"l","three",61,"2bbl",2.91,3.03,9.5,48,5100,47,53,5151
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1,98,"chevrolet","gas","std","two","hatchback","fwd","front",94.5,155.9,63.6,52,1874,"ohc","four",90,"2bbl",3.03,3.11,9.6,70,5400,38,43,6295
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0,81,"chevrolet","gas","std","four","sedan","fwd","front",94.5,158.8,63.6,52,1909,"ohc","four",90,"2bbl",3.03,3.11,9.6,70,5400,38,43,6575
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1,118,"dodge","gas","std","two","hatchback","fwd","front",93.7,157.3,63.8,50.8,1876,"ohc","four",90,"2bbl",2.97,3.23,9.41,68,5500,37,41,5572
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1,118,"dodge","gas","std","two","hatchback","fwd","front",93.7,157.3,63.8,50.8,1876,"ohc","four",90,"2bbl",2.97,3.23,9.4,68,5500,31,38,6377
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1,118,"dodge","gas","turbo","two","hatchback","fwd","front",93.7,157.3,63.8,50.8,2128,"ohc","four",98,"mpfi",3.03,3.39,7.6,102,5500,24,30,7957
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1,148,"dodge","gas","std","four","hatchback","fwd","front",93.7,157.3,63.8,50.6,1967,"ohc","four",90,"2bbl",2.97,3.23,9.4,68,5500,31,38,6229
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1,148,"dodge","gas","std","four","sedan","fwd","front",93.7,157.3,63.8,50.6,1989,"ohc","four",90,"2bbl",2.97,3.23,9.4,68,5500,31,38,6692
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1,148,"dodge","gas","std","four","sedan","fwd","front",93.7,157.3,63.8,50.6,1989,"ohc","four",90,"2bbl",2.97,3.23,9.4,68,5500,31,38,7609
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1,148,"dodge","gas","turbo",,"sedan","fwd","front",93.7,157.3,63.8,50.6,2191,"ohc","four",98,"mpfi",3.03,3.39,7.6,102,5500,24,30,8558
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-1,110,"dodge","gas","std","four","wagon","fwd","front",103.3,174.6,64.6,59.8,2535,"ohc","four",122,"2bbl",3.34,3.46,8.5,88,5000,24,30,8921
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3,145,"dodge","gas","turbo","two","hatchback","fwd","front",95.9,173.2,66.3,50.2,2811,"ohc","four",156,"mfi",3.6,3.9,7,145,5000,19,24,12964
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2,137,"honda","gas","std","two","hatchback","fwd","front",86.6,144.6,63.9,50.8,1713,"ohc","four",92,"1bbl",2.91,3.41,9.6,58,4800,49,54,6479
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2,137,"honda","gas","std","two","hatchback","fwd","front",86.6,144.6,63.9,50.8,1819,"ohc","four",92,"1bbl",2.91,3.41,9.2,76,6000,31,38,6855
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1,101,"honda","gas","std","two","hatchback","fwd","front",93.7,150,64,52.6,1837,"ohc","four",79,"1bbl",2.91,3.07,10.1,60,5500,38,42,5399
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1,101,"honda","gas","std","two","hatchback","fwd","front",93.7,150,64,52.6,1940,"ohc","four",92,"1bbl",2.91,3.41,9.2,76,6000,30,34,6529
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1,101,"honda","gas","std","two","hatchback","fwd","front",93.7,150,64,52.6,1956,"ohc","four",92,"1bbl",2.91,3.41,9.2,76,6000,30,34,7129
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0,110,"honda","gas","std","four","sedan","fwd","front",96.5,163.4,64,54.5,2010,"ohc","four",92,"1bbl",2.91,3.41,9.2,76,6000,30,34,7295
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0,78,"honda","gas","std","four","wagon","fwd","front",96.5,157.1,63.9,58.3,2024,"ohc","four",92,"1bbl",2.92,3.41,9.2,76,6000,30,34,7295
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0,106,"honda","gas","std","two","hatchback","fwd","front",96.5,167.5,65.2,53.3,2236,"ohc","four",110,"1bbl",3.15,3.58,9,86,5800,27,33,7895
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0,106,"honda","gas","std","two","hatchback","fwd","front",96.5,167.5,65.2,53.3,2289,"ohc","four",110,"1bbl",3.15,3.58,9,86,5800,27,33,9095
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0,85,"honda","gas","std","four","sedan","fwd","front",96.5,175.4,65.2,54.1,2304,"ohc","four",110,"1bbl",3.15,3.58,9,86,5800,27,33,8845
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0,85,"honda","gas","std","four","sedan","fwd","front",96.5,175.4,62.5,54.1,2372,"ohc","four",110,"1bbl",3.15,3.58,9,86,5800,27,33,10295
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0,85,"honda","gas","std","four","sedan","fwd","front",96.5,175.4,65.2,54.1,2465,"ohc","four",110,"mpfi",3.15,3.58,9,101,5800,24,28,12945
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1,107,"honda","gas","std","two","sedan","fwd","front",96.5,169.1,66,51,2293,"ohc","four",110,"2bbl",3.15,3.58,9.1,100,5500,25,31,10345
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0,,"isuzu","gas","std","four","sedan","rwd","front",94.3,170.7,61.8,53.5,2337,"ohc","four",111,"2bbl",3.31,3.23,8.5,78,4800,24,29,6785
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1,,"isuzu","gas","std","two","sedan","fwd","front",94.5,155.9,63.6,52,1874,"ohc","four",90,"2bbl",3.03,3.11,9.6,70,5400,38,43,
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0,,"isuzu","gas","std","four","sedan","fwd","front",94.5,155.9,63.6,52,1909,"ohc","four",90,"2bbl",3.03,3.11,9.6,70,5400,38,43,
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2,,"isuzu","gas","std","two","hatchback","rwd","front",96,172.6,65.2,51.4,2734,"ohc","four",119,"spfi",3.43,3.23,9.2,90,5000,24,29,11048
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0,145,"jaguar","gas","std","four","sedan","rwd","front",113,199.6,69.6,52.8,4066,"dohc","six",258,"mpfi",3.63,4.17,8.1,176,4750,15,19,32250
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0,,"jaguar","gas","std","four","sedan","rwd","front",113,199.6,69.6,52.8,4066,"dohc","six",258,"mpfi",3.63,4.17,8.1,176,4750,15,19,35550
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0,,"jaguar","gas","std","two","sedan","rwd","front",102,191.7,70.6,47.8,3950,"ohcv","twelve",326,"mpfi",3.54,2.76,11.5,262,5000,13,17,36000
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1,104,"mazda","gas","std","two","hatchback","fwd","front",93.1,159.1,64.2,54.1,1890,"ohc","four",91,"2bbl",3.03,3.15,9,68,5000,30,31,5195
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1,104,"mazda","gas","std","two","hatchback","fwd","front",93.1,159.1,64.2,54.1,1900,"ohc","four",91,"2bbl",3.03,3.15,9,68,5000,31,38,6095
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1,104,"mazda","gas","std","two","hatchback","fwd","front",93.1,159.1,64.2,54.1,1905,"ohc","four",91,"2bbl",3.03,3.15,9,68,5000,31,38,6795
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1,113,"mazda","gas","std","four","sedan","fwd","front",93.1,166.8,64.2,54.1,1945,"ohc","four",91,"2bbl",3.03,3.15,9,68,5000,31,38,6695
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1,113,"mazda","gas","std","four","sedan","fwd","front",93.1,166.8,64.2,54.1,1950,"ohc","four",91,"2bbl",3.08,3.15,9,68,5000,31,38,7395
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3,150,"mazda","gas","std","two","hatchback","rwd","front",95.3,169,65.7,49.6,2380,"rotor","two",70,"4bbl",,,9.4,101,6000,17,23,10945
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3,150,"mazda","gas","std","two","hatchback","rwd","front",95.3,169,65.7,49.6,2380,"rotor","two",70,"4bbl",,,9.4,101,6000,17,23,11845
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3,150,"mazda","gas","std","two","hatchback","rwd","front",95.3,169,65.7,49.6,2385,"rotor","two",70,"4bbl",,,9.4,101,6000,17,23,13645
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3,150,"mazda","gas","std","two","hatchback","rwd","front",95.3,169,65.7,49.6,2500,"rotor","two",80,"mpfi",,,9.4,135,6000,16,23,15645
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1,129,"mazda","gas","std","two","hatchback","fwd","front",98.8,177.8,66.5,53.7,2385,"ohc","four",122,"2bbl",3.39,3.39,8.6,84,4800,26,32,8845
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0,115,"mazda","gas","std","four","sedan","fwd","front",98.8,177.8,66.5,55.5,2410,"ohc","four",122,"2bbl",3.39,3.39,8.6,84,4800,26,32,8495
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1,129,"mazda","gas","std","two","hatchback","fwd","front",98.8,177.8,66.5,53.7,2385,"ohc","four",122,"2bbl",3.39,3.39,8.6,84,4800,26,32,10595
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0,115,"mazda","gas","std","four","sedan","fwd","front",98.8,177.8,66.5,55.5,2410,"ohc","four",122,"2bbl",3.39,3.39,8.6,84,4800,26,32,10245
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0,,"mazda","diesel","std",,"sedan","fwd","front",98.8,177.8,66.5,55.5,2443,"ohc","four",122,"idi",3.39,3.39,22.7,64,4650,36,42,10795
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0,115,"mazda","gas","std","four","hatchback","fwd","front",98.8,177.8,66.5,55.5,2425,"ohc","four",122,"2bbl",3.39,3.39,8.6,84,4800,26,32,11245
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0,118,"mazda","gas","std","four","sedan","rwd","front",104.9,175,66.1,54.4,2670,"ohc","four",140,"mpfi",3.76,3.16,8,120,5000,19,27,18280
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0,,"mazda","diesel","std","four","sedan","rwd","front",104.9,175,66.1,54.4,2700,"ohc","four",134,"idi",3.43,3.64,22,72,4200,31,39,18344
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-1,93,"mercedes-benz","diesel","turbo","four","sedan","rwd","front",110,190.9,70.3,56.5,3515,"ohc","five",183,"idi",3.58,3.64,21.5,123,4350,22,25,25552
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-1,93,"mercedes-benz","diesel","turbo","four","wagon","rwd","front",110,190.9,70.3,58.7,3750,"ohc","five",183,"idi",3.58,3.64,21.5,123,4350,22,25,28248
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0,93,"mercedes-benz","diesel","turbo","two","hardtop","rwd","front",106.7,187.5,70.3,54.9,3495,"ohc","five",183,"idi",3.58,3.64,21.5,123,4350,22,25,28176
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-1,93,"mercedes-benz","diesel","turbo","four","sedan","rwd","front",115.6,202.6,71.7,56.3,3770,"ohc","five",183,"idi",3.58,3.64,21.5,123,4350,22,25,31600
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-1,,"mercedes-benz","gas","std","four","sedan","rwd","front",115.6,202.6,71.7,56.5,3740,"ohcv","eight",234,"mpfi",3.46,3.1,8.3,155,4750,16,18,34184
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3,142,"mercedes-benz","gas","std","two","convertible","rwd","front",96.6,180.3,70.5,50.8,3685,"ohcv","eight",234,"mpfi",3.46,3.1,8.3,155,4750,16,18,35056
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0,,"mercedes-benz","gas","std","four","sedan","rwd","front",120.9,208.1,71.7,56.7,3900,"ohcv","eight",308,"mpfi",3.8,3.35,8,184,4500,14,16,40960
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1,,"mercedes-benz","gas","std","two","hardtop","rwd","front",112,199.2,72,55.4,3715,"ohcv","eight",304,"mpfi",3.8,3.35,8,184,4500,14,16,45400
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1,,"mercury","gas","turbo","two","hatchback","rwd","front",102.7,178.4,68,54.8,2910,"ohc","four",140,"mpfi",3.78,3.12,8,175,5000,19,24,16503
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2,161,"mitsubishi","gas","std","two","hatchback","fwd","front",93.7,157.3,64.4,50.8,1918,"ohc","four",92,"2bbl",2.97,3.23,9.4,68,5500,37,41,5389
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2,161,"mitsubishi","gas","std","two","hatchback","fwd","front",93.7,157.3,64.4,50.8,1944,"ohc","four",92,"2bbl",2.97,3.23,9.4,68,5500,31,38,6189
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2,161,"mitsubishi","gas","std","two","hatchback","fwd","front",93.7,157.3,64.4,50.8,2004,"ohc","four",92,"2bbl",2.97,3.23,9.4,68,5500,31,38,6669
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1,161,"mitsubishi","gas","turbo","two","hatchback","fwd","front",93,157.3,63.8,50.8,2145,"ohc","four",98,"spdi",3.03,3.39,7.6,102,5500,24,30,7689
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3,153,"mitsubishi","gas","turbo","two","hatchback","fwd","front",96.3,173,65.4,49.4,2370,"ohc","four",110,"spdi",3.17,3.46,7.5,116,5500,23,30,9959
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3,153,"mitsubishi","gas","std","two","hatchback","fwd","front",96.3,173,65.4,49.4,2328,"ohc","four",122,"2bbl",3.35,3.46,8.5,88,5000,25,32,8499
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3,,"mitsubishi","gas","turbo","two","hatchback","fwd","front",95.9,173.2,66.3,50.2,2833,"ohc","four",156,"spdi",3.58,3.86,7,145,5000,19,24,12629
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3,,"mitsubishi","gas","turbo","two","hatchback","fwd","front",95.9,173.2,66.3,50.2,2921,"ohc","four",156,"spdi",3.59,3.86,7,145,5000,19,24,14869
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3,,"mitsubishi","gas","turbo","two","hatchback","fwd","front",95.9,173.2,66.3,50.2,2926,"ohc","four",156,"spdi",3.59,3.86,7,145,5000,19,24,14489
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1,125,"mitsubishi","gas","std","four","sedan","fwd","front",96.3,172.4,65.4,51.6,2365,"ohc","four",122,"2bbl",3.35,3.46,8.5,88,5000,25,32,6989
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1,125,"mitsubishi","gas","std","four","sedan","fwd","front",96.3,172.4,65.4,51.6,2405,"ohc","four",122,"2bbl",3.35,3.46,8.5,88,5000,25,32,8189
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1,125,"mitsubishi","gas","turbo","four","sedan","fwd","front",96.3,172.4,65.4,51.6,2403,"ohc","four",110,"spdi",3.17,3.46,7.5,116,5500,23,30,9279
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-1,137,"mitsubishi","gas","std","four","sedan","fwd","front",96.3,172.4,65.4,51.6,2403,"ohc","four",110,"spdi",3.17,3.46,7.5,116,5500,23,30,9279
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1,128,"nissan","gas","std","two","sedan","fwd","front",94.5,165.3,63.8,54.5,1889,"ohc","four",97,"2bbl",3.15,3.29,9.4,69,5200,31,37,5499
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1,128,"nissan","diesel","std","two","sedan","fwd","front",94.5,165.3,63.8,54.5,2017,"ohc","four",103,"idi",2.99,3.47,21.9,55,4800,45,50,7099
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1,128,"nissan","gas","std","two","sedan","fwd","front",94.5,165.3,63.8,54.5,1918,"ohc","four",97,"2bbl",3.15,3.29,9.4,69,5200,31,37,6649
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1,122,"nissan","gas","std","four","sedan","fwd","front",94.5,165.3,63.8,54.5,1938,"ohc","four",97,"2bbl",3.15,3.29,9.4,69,5200,31,37,6849
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1,103,"nissan","gas","std","four","wagon","fwd","front",94.5,170.2,63.8,53.5,2024,"ohc","four",97,"2bbl",3.15,3.29,9.4,69,5200,31,37,7349
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1,128,"nissan","gas","std","two","sedan","fwd","front",94.5,165.3,63.8,54.5,1951,"ohc","four",97,"2bbl",3.15,3.29,9.4,69,5200,31,37,7299
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1,128,"nissan","gas","std","two","hatchback","fwd","front",94.5,165.6,63.8,53.3,2028,"ohc","four",97,"2bbl",3.15,3.29,9.4,69,5200,31,37,7799
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1,122,"nissan","gas","std","four","sedan","fwd","front",94.5,165.3,63.8,54.5,1971,"ohc","four",97,"2bbl",3.15,3.29,9.4,69,5200,31,37,7499
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1,103,"nissan","gas","std","four","wagon","fwd","front",94.5,170.2,63.8,53.5,2037,"ohc","four",97,"2bbl",3.15,3.29,9.4,69,5200,31,37,7999
|
||||
2,168,"nissan","gas","std","two","hardtop","fwd","front",95.1,162.4,63.8,53.3,2008,"ohc","four",97,"2bbl",3.15,3.29,9.4,69,5200,31,37,8249
|
||||
0,106,"nissan","gas","std","four","hatchback","fwd","front",97.2,173.4,65.2,54.7,2324,"ohc","four",120,"2bbl",3.33,3.47,8.5,97,5200,27,34,8949
|
||||
0,106,"nissan","gas","std","four","sedan","fwd","front",97.2,173.4,65.2,54.7,2302,"ohc","four",120,"2bbl",3.33,3.47,8.5,97,5200,27,34,9549
|
||||
0,128,"nissan","gas","std","four","sedan","fwd","front",100.4,181.7,66.5,55.1,3095,"ohcv","six",181,"mpfi",3.43,3.27,9,152,5200,17,22,13499
|
||||
0,108,"nissan","gas","std","four","wagon","fwd","front",100.4,184.6,66.5,56.1,3296,"ohcv","six",181,"mpfi",3.43,3.27,9,152,5200,17,22,14399
|
||||
0,108,"nissan","gas","std","four","sedan","fwd","front",100.4,184.6,66.5,55.1,3060,"ohcv","six",181,"mpfi",3.43,3.27,9,152,5200,19,25,13499
|
||||
3,194,"nissan","gas","std","two","hatchback","rwd","front",91.3,170.7,67.9,49.7,3071,"ohcv","six",181,"mpfi",3.43,3.27,9,160,5200,19,25,17199
|
||||
3,194,"nissan","gas","turbo","two","hatchback","rwd","front",91.3,170.7,67.9,49.7,3139,"ohcv","six",181,"mpfi",3.43,3.27,7.8,200,5200,17,23,19699
|
||||
1,231,"nissan","gas","std","two","hatchback","rwd","front",99.2,178.5,67.9,49.7,3139,"ohcv","six",181,"mpfi",3.43,3.27,9,160,5200,19,25,18399
|
||||
0,161,"peugot","gas","std","four","sedan","rwd","front",107.9,186.7,68.4,56.7,3020,"l","four",120,"mpfi",3.46,3.19,8.4,97,5000,19,24,11900
|
||||
0,161,"peugot","diesel","turbo","four","sedan","rwd","front",107.9,186.7,68.4,56.7,3197,"l","four",152,"idi",3.7,3.52,21,95,4150,28,33,13200
|
||||
0,,"peugot","gas","std","four","wagon","rwd","front",114.2,198.9,68.4,58.7,3230,"l","four",120,"mpfi",3.46,3.19,8.4,97,5000,19,24,12440
|
||||
0,,"peugot","diesel","turbo","four","wagon","rwd","front",114.2,198.9,68.4,58.7,3430,"l","four",152,"idi",3.7,3.52,21,95,4150,25,25,13860
|
||||
0,161,"peugot","gas","std","four","sedan","rwd","front",107.9,186.7,68.4,56.7,3075,"l","four",120,"mpfi",3.46,2.19,8.4,95,5000,19,24,15580
|
||||
0,161,"peugot","diesel","turbo","four","sedan","rwd","front",107.9,186.7,68.4,56.7,3252,"l","four",152,"idi",3.7,3.52,21,95,4150,28,33,16900
|
||||
0,,"peugot","gas","std","four","wagon","rwd","front",114.2,198.9,68.4,56.7,3285,"l","four",120,"mpfi",3.46,2.19,8.4,95,5000,19,24,16695
|
||||
0,,"peugot","diesel","turbo","four","wagon","rwd","front",114.2,198.9,68.4,58.7,3485,"l","four",152,"idi",3.7,3.52,21,95,4150,25,25,17075
|
||||
0,161,"peugot","gas","std","four","sedan","rwd","front",107.9,186.7,68.4,56.7,3075,"l","four",120,"mpfi",3.46,3.19,8.4,97,5000,19,24,16630
|
||||
0,161,"peugot","diesel","turbo","four","sedan","rwd","front",107.9,186.7,68.4,56.7,3252,"l","four",152,"idi",3.7,3.52,21,95,4150,28,33,17950
|
||||
0,161,"peugot","gas","turbo","four","sedan","rwd","front",108,186.7,68.3,56,3130,"l","four",134,"mpfi",3.61,3.21,7,142,5600,18,24,18150
|
||||
1,119,"plymouth","gas","std","two","hatchback","fwd","front",93.7,157.3,63.8,50.8,1918,"ohc","four",90,"2bbl",2.97,3.23,9.4,68,5500,37,41,5572
|
||||
1,119,"plymouth","gas","turbo","two","hatchback","fwd","front",93.7,157.3,63.8,50.8,2128,"ohc","four",98,"spdi",3.03,3.39,7.6,102,5500,24,30,7957
|
||||
1,154,"plymouth","gas","std","four","hatchback","fwd","front",93.7,157.3,63.8,50.6,1967,"ohc","four",90,"2bbl",2.97,3.23,9.4,68,5500,31,38,6229
|
||||
1,154,"plymouth","gas","std","four","sedan","fwd","front",93.7,167.3,63.8,50.8,1989,"ohc","four",90,"2bbl",2.97,3.23,9.4,68,5500,31,38,6692
|
||||
1,154,"plymouth","gas","std","four","sedan","fwd","front",93.7,167.3,63.8,50.8,2191,"ohc","four",98,"2bbl",2.97,3.23,9.4,68,5500,31,38,7609
|
||||
-1,74,"plymouth","gas","std","four","wagon","fwd","front",103.3,174.6,64.6,59.8,2535,"ohc","four",122,"2bbl",3.35,3.46,8.5,88,5000,24,30,8921
|
||||
3,,"plymouth","gas","turbo","two","hatchback","rwd","front",95.9,173.2,66.3,50.2,2818,"ohc","four",156,"spdi",3.59,3.86,7,145,5000,19,24,12764
|
||||
3,186,"porsche","gas","std","two","hatchback","rwd","front",94.5,168.9,68.3,50.2,2778,"ohc","four",151,"mpfi",3.94,3.11,9.5,143,5500,19,27,22018
|
||||
3,,"porsche","gas","std","two","hardtop","rwd","rear",89.5,168.9,65,51.6,2756,"ohcf","six",194,"mpfi",3.74,2.9,9.5,207,5900,17,25,32528
|
||||
3,,"porsche","gas","std","two","hardtop","rwd","rear",89.5,168.9,65,51.6,2756,"ohcf","six",194,"mpfi",3.74,2.9,9.5,207,5900,17,25,34028
|
||||
3,,"porsche","gas","std","two","convertible","rwd","rear",89.5,168.9,65,51.6,2800,"ohcf","six",194,"mpfi",3.74,2.9,9.5,207,5900,17,25,37028
|
||||
1,,"porsche","gas","std","two","hatchback","rwd","front",98.4,175.7,72.3,50.5,3366,"dohcv","eight",203,"mpfi",3.94,3.11,10,288,5750,17,28,
|
||||
0,,"renault","gas","std","four","wagon","fwd","front",96.1,181.5,66.5,55.2,2579,"ohc","four",132,"mpfi",3.46,3.9,8.7,,,23,31,9295
|
||||
2,,"renault","gas","std","two","hatchback","fwd","front",96.1,176.8,66.6,50.5,2460,"ohc","four",132,"mpfi",3.46,3.9,8.7,,,23,31,9895
|
||||
3,150,"saab","gas","std","two","hatchback","fwd","front",99.1,186.6,66.5,56.1,2658,"ohc","four",121,"mpfi",3.54,3.07,9.31,110,5250,21,28,11850
|
||||
2,104,"saab","gas","std","four","sedan","fwd","front",99.1,186.6,66.5,56.1,2695,"ohc","four",121,"mpfi",3.54,3.07,9.3,110,5250,21,28,12170
|
||||
3,150,"saab","gas","std","two","hatchback","fwd","front",99.1,186.6,66.5,56.1,2707,"ohc","four",121,"mpfi",2.54,2.07,9.3,110,5250,21,28,15040
|
||||
2,104,"saab","gas","std","four","sedan","fwd","front",99.1,186.6,66.5,56.1,2758,"ohc","four",121,"mpfi",3.54,3.07,9.3,110,5250,21,28,15510
|
||||
3,150,"saab","gas","turbo","two","hatchback","fwd","front",99.1,186.6,66.5,56.1,2808,"dohc","four",121,"mpfi",3.54,3.07,9,160,5500,19,26,18150
|
||||
2,104,"saab","gas","turbo","four","sedan","fwd","front",99.1,186.6,66.5,56.1,2847,"dohc","four",121,"mpfi",3.54,3.07,9,160,5500,19,26,18620
|
||||
2,83,"subaru","gas","std","two","hatchback","fwd","front",93.7,156.9,63.4,53.7,2050,"ohcf","four",97,"2bbl",3.62,2.36,9,69,4900,31,36,5118
|
||||
2,83,"subaru","gas","std","two","hatchback","fwd","front",93.7,157.9,63.6,53.7,2120,"ohcf","four",108,"2bbl",3.62,2.64,8.7,73,4400,26,31,7053
|
||||
2,83,"subaru","gas","std","two","hatchback","4wd","front",93.3,157.3,63.8,55.7,2240,"ohcf","four",108,"2bbl",3.62,2.64,8.7,73,4400,26,31,7603
|
||||
0,102,"subaru","gas","std","four","sedan","fwd","front",97.2,172,65.4,52.5,2145,"ohcf","four",108,"2bbl",3.62,2.64,9.5,82,4800,32,37,7126
|
||||
0,102,"subaru","gas","std","four","sedan","fwd","front",97.2,172,65.4,52.5,2190,"ohcf","four",108,"2bbl",3.62,2.64,9.5,82,4400,28,33,7775
|
||||
0,102,"subaru","gas","std","four","sedan","fwd","front",97.2,172,65.4,52.5,2340,"ohcf","four",108,"mpfi",3.62,2.64,9,94,5200,26,32,9960
|
||||
0,102,"subaru","gas","std","four","sedan","4wd","front",97,172,65.4,54.3,2385,"ohcf","four",108,"2bbl",3.62,2.64,9,82,4800,24,25,9233
|
||||
0,102,"subaru","gas","turbo","four","sedan","4wd","front",97,172,65.4,54.3,2510,"ohcf","four",108,"mpfi",3.62,2.64,7.7,111,4800,24,29,11259
|
||||
0,89,"subaru","gas","std","four","wagon","fwd","front",97,173.5,65.4,53,2290,"ohcf","four",108,"2bbl",3.62,2.64,9,82,4800,28,32,7463
|
||||
0,89,"subaru","gas","std","four","wagon","fwd","front",97,173.5,65.4,53,2455,"ohcf","four",108,"mpfi",3.62,2.64,9,94,5200,25,31,10198
|
||||
0,85,"subaru","gas","std","four","wagon","4wd","front",96.9,173.6,65.4,54.9,2420,"ohcf","four",108,"2bbl",3.62,2.64,9,82,4800,23,29,8013
|
||||
0,85,"subaru","gas","turbo","four","wagon","4wd","front",96.9,173.6,65.4,54.9,2650,"ohcf","four",108,"mpfi",3.62,2.64,7.7,111,4800,23,23,11694
|
||||
1,87,"toyota","gas","std","two","hatchback","fwd","front",95.7,158.7,63.6,54.5,1985,"ohc","four",92,"2bbl",3.05,3.03,9,62,4800,35,39,5348
|
||||
1,87,"toyota","gas","std","two","hatchback","fwd","front",95.7,158.7,63.6,54.5,2040,"ohc","four",92,"2bbl",3.05,3.03,9,62,4800,31,38,6338
|
||||
1,74,"toyota","gas","std","four","hatchback","fwd","front",95.7,158.7,63.6,54.5,2015,"ohc","four",92,"2bbl",3.05,3.03,9,62,4800,31,38,6488
|
||||
0,77,"toyota","gas","std","four","wagon","fwd","front",95.7,169.7,63.6,59.1,2280,"ohc","four",92,"2bbl",3.05,3.03,9,62,4800,31,37,6918
|
||||
0,81,"toyota","gas","std","four","wagon","4wd","front",95.7,169.7,63.6,59.1,2290,"ohc","four",92,"2bbl",3.05,3.03,9,62,4800,27,32,7898
|
||||
0,91,"toyota","gas","std","four","wagon","4wd","front",95.7,169.7,63.6,59.1,3110,"ohc","four",92,"2bbl",3.05,3.03,9,62,4800,27,32,8778
|
||||
0,91,"toyota","gas","std","four","sedan","fwd","front",95.7,166.3,64.4,53,2081,"ohc","four",98,"2bbl",3.19,3.03,9,70,4800,30,37,6938
|
||||
0,91,"toyota","gas","std","four","hatchback","fwd","front",95.7,166.3,64.4,52.8,2109,"ohc","four",98,"2bbl",3.19,3.03,9,70,4800,30,37,7198
|
||||
0,91,"toyota","diesel","std","four","sedan","fwd","front",95.7,166.3,64.4,53,2275,"ohc","four",110,"idi",3.27,3.35,22.5,56,4500,34,36,7898
|
||||
0,91,"toyota","diesel","std","four","hatchback","fwd","front",95.7,166.3,64.4,52.8,2275,"ohc","four",110,"idi",3.27,3.35,22.5,56,4500,38,47,7788
|
||||
0,91,"toyota","gas","std","four","sedan","fwd","front",95.7,166.3,64.4,53,2094,"ohc","four",98,"2bbl",3.19,3.03,9,70,4800,38,47,7738
|
||||
0,91,"toyota","gas","std","four","hatchback","fwd","front",95.7,166.3,64.4,52.8,2122,"ohc","four",98,"2bbl",3.19,3.03,9,70,4800,28,34,8358
|
||||
0,91,"toyota","gas","std","four","sedan","fwd","front",95.7,166.3,64.4,52.8,2140,"ohc","four",98,"2bbl",3.19,3.03,9,70,4800,28,34,9258
|
||||
1,168,"toyota","gas","std","two","sedan","rwd","front",94.5,168.7,64,52.6,2169,"ohc","four",98,"2bbl",3.19,3.03,9,70,4800,29,34,8058
|
||||
1,168,"toyota","gas","std","two","hatchback","rwd","front",94.5,168.7,64,52.6,2204,"ohc","four",98,"2bbl",3.19,3.03,9,70,4800,29,34,8238
|
||||
1,168,"toyota","gas","std","two","sedan","rwd","front",94.5,168.7,64,52.6,2265,"dohc","four",98,"mpfi",3.24,3.08,9.4,112,6600,26,29,9298
|
||||
1,168,"toyota","gas","std","two","hatchback","rwd","front",94.5,168.7,64,52.6,2300,"dohc","four",98,"mpfi",3.24,3.08,9.4,112,6600,26,29,9538
|
||||
2,134,"toyota","gas","std","two","hardtop","rwd","front",98.4,176.2,65.6,52,2540,"ohc","four",146,"mpfi",3.62,3.5,9.3,116,4800,24,30,8449
|
||||
2,134,"toyota","gas","std","two","hardtop","rwd","front",98.4,176.2,65.6,52,2536,"ohc","four",146,"mpfi",3.62,3.5,9.3,116,4800,24,30,9639
|
||||
2,134,"toyota","gas","std","two","hatchback","rwd","front",98.4,176.2,65.6,52,2551,"ohc","four",146,"mpfi",3.62,3.5,9.3,116,4800,24,30,9989
|
||||
2,134,"toyota","gas","std","two","hardtop","rwd","front",98.4,176.2,65.6,52,2679,"ohc","four",146,"mpfi",3.62,3.5,9.3,116,4800,24,30,11199
|
||||
2,134,"toyota","gas","std","two","hatchback","rwd","front",98.4,176.2,65.6,52,2714,"ohc","four",146,"mpfi",3.62,3.5,9.3,116,4800,24,30,11549
|
||||
2,134,"toyota","gas","std","two","convertible","rwd","front",98.4,176.2,65.6,53,2975,"ohc","four",146,"mpfi",3.62,3.5,9.3,116,4800,24,30,17669
|
||||
-1,65,"toyota","gas","std","four","sedan","fwd","front",102.4,175.6,66.5,54.9,2326,"ohc","four",122,"mpfi",3.31,3.54,8.7,92,4200,29,34,8948
|
||||
-1,65,"toyota","diesel","turbo","four","sedan","fwd","front",102.4,175.6,66.5,54.9,2480,"ohc","four",110,"idi",3.27,3.35,22.5,73,4500,30,33,10698
|
||||
-1,65,"toyota","gas","std","four","hatchback","fwd","front",102.4,175.6,66.5,53.9,2414,"ohc","four",122,"mpfi",3.31,3.54,8.7,92,4200,27,32,9988
|
||||
-1,65,"toyota","gas","std","four","sedan","fwd","front",102.4,175.6,66.5,54.9,2414,"ohc","four",122,"mpfi",3.31,3.54,8.7,92,4200,27,32,10898
|
||||
-1,65,"toyota","gas","std","four","hatchback","fwd","front",102.4,175.6,66.5,53.9,2458,"ohc","four",122,"mpfi",3.31,3.54,8.7,92,4200,27,32,11248
|
||||
3,197,"toyota","gas","std","two","hatchback","rwd","front",102.9,183.5,67.7,52,2976,"dohc","six",171,"mpfi",3.27,3.35,9.3,161,5200,20,24,16558
|
||||
3,197,"toyota","gas","std","two","hatchback","rwd","front",102.9,183.5,67.7,52,3016,"dohc","six",171,"mpfi",3.27,3.35,9.3,161,5200,19,24,15998
|
||||
-1,90,"toyota","gas","std","four","sedan","rwd","front",104.5,187.8,66.5,54.1,3131,"dohc","six",171,"mpfi",3.27,3.35,9.2,156,5200,20,24,15690
|
||||
-1,,"toyota","gas","std","four","wagon","rwd","front",104.5,187.8,66.5,54.1,3151,"dohc","six",161,"mpfi",3.27,3.35,9.2,156,5200,19,24,15750
|
||||
2,122,"volkswagen","diesel","std","two","sedan","fwd","front",97.3,171.7,65.5,55.7,2261,"ohc","four",97,"idi",3.01,3.4,23,52,4800,37,46,7775
|
||||
2,122,"volkswagen","gas","std","two","sedan","fwd","front",97.3,171.7,65.5,55.7,2209,"ohc","four",109,"mpfi",3.19,3.4,9,85,5250,27,34,7975
|
||||
2,94,"volkswagen","diesel","std","four","sedan","fwd","front",97.3,171.7,65.5,55.7,2264,"ohc","four",97,"idi",3.01,3.4,23,52,4800,37,46,7995
|
||||
2,94,"volkswagen","gas","std","four","sedan","fwd","front",97.3,171.7,65.5,55.7,2212,"ohc","four",109,"mpfi",3.19,3.4,9,85,5250,27,34,8195
|
||||
2,94,"volkswagen","gas","std","four","sedan","fwd","front",97.3,171.7,65.5,55.7,2275,"ohc","four",109,"mpfi",3.19,3.4,9,85,5250,27,34,8495
|
||||
2,94,"volkswagen","diesel","turbo","four","sedan","fwd","front",97.3,171.7,65.5,55.7,2319,"ohc","four",97,"idi",3.01,3.4,23,68,4500,37,42,9495
|
||||
2,94,"volkswagen","gas","std","four","sedan","fwd","front",97.3,171.7,65.5,55.7,2300,"ohc","four",109,"mpfi",3.19,3.4,10,100,5500,26,32,9995
|
||||
3,,"volkswagen","gas","std","two","convertible","fwd","front",94.5,159.3,64.2,55.6,2254,"ohc","four",109,"mpfi",3.19,3.4,8.5,90,5500,24,29,11595
|
||||
3,256,"volkswagen","gas","std","two","hatchback","fwd","front",94.5,165.7,64,51.4,2221,"ohc","four",109,"mpfi",3.19,3.4,8.5,90,5500,24,29,9980
|
||||
0,,"volkswagen","gas","std","four","sedan","fwd","front",100.4,180.2,66.9,55.1,2661,"ohc","five",136,"mpfi",3.19,3.4,8.5,110,5500,19,24,13295
|
||||
0,,"volkswagen","diesel","turbo","four","sedan","fwd","front",100.4,180.2,66.9,55.1,2579,"ohc","four",97,"idi",3.01,3.4,23,68,4500,33,38,13845
|
||||
0,,"volkswagen","gas","std","four","wagon","fwd","front",100.4,183.1,66.9,55.1,2563,"ohc","four",109,"mpfi",3.19,3.4,9,88,5500,25,31,12290
|
||||
-2,103,"volvo","gas","std","four","sedan","rwd","front",104.3,188.8,67.2,56.2,2912,"ohc","four",141,"mpfi",3.78,3.15,9.5,114,5400,23,28,12940
|
||||
-1,74,"volvo","gas","std","four","wagon","rwd","front",104.3,188.8,67.2,57.5,3034,"ohc","four",141,"mpfi",3.78,3.15,9.5,114,5400,23,28,13415
|
||||
-2,103,"volvo","gas","std","four","sedan","rwd","front",104.3,188.8,67.2,56.2,2935,"ohc","four",141,"mpfi",3.78,3.15,9.5,114,5400,24,28,15985
|
||||
-1,74,"volvo","gas","std","four","wagon","rwd","front",104.3,188.8,67.2,57.5,3042,"ohc","four",141,"mpfi",3.78,3.15,9.5,114,5400,24,28,16515
|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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@ -0,0 +1,204 @@
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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||||
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||||
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|
||||
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|
||||
"191",9.09547738693468,1,1.04602093040287
|
||||
"192",9.19597989949749,1,1.04529902356396
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"200",10,1,1.03390636877231
|
||||
|
@ -0,0 +1,134 @@
|
||||
"times","accel"
|
||||
2.4,0
|
||||
2.6,-1.3
|
||||
3.2,-2.7
|
||||
3.6,0
|
||||
4,-2.7
|
||||
6.2,-2.7
|
||||
6.6,-2.7
|
||||
6.8,-1.3
|
||||
7.8,-2.7
|
||||
8.2,-2.7
|
||||
8.8,-1.3
|
||||
8.8,-2.7
|
||||
9.6,-2.7
|
||||
10,-2.7
|
||||
10.2,-5.4
|
||||
10.6,-2.7
|
||||
11,-5.4
|
||||
11.4,0
|
||||
13.2,-2.7
|
||||
13.6,-2.7
|
||||
13.8,0
|
||||
14.6,-13.3
|
||||
14.6,-5.4
|
||||
14.6,-5.4
|
||||
14.6,-9.3
|
||||
14.6,-16
|
||||
14.6,-22.8
|
||||
14.8,-2.7
|
||||
15.4,-22.8
|
||||
15.4,-32.1
|
||||
15.4,-53.5
|
||||
15.4,-54.9
|
||||
15.6,-40.2
|
||||
15.6,-21.5
|
||||
15.8,-21.5
|
||||
15.8,-50.8
|
||||
16,-42.9
|
||||
16,-26.8
|
||||
16.2,-21.5
|
||||
16.2,-50.8
|
||||
16.2,-61.7
|
||||
16.4,-5.4
|
||||
16.4,-80.4
|
||||
16.6,-59
|
||||
16.8,-71
|
||||
16.8,-91.1
|
||||
16.8,-77.7
|
||||
17.6,-37.5
|
||||
17.6,-85.6
|
||||
17.6,-123.1
|
||||
17.6,-101.9
|
||||
17.8,-99.1
|
||||
17.8,-104.4
|
||||
18.6,-112.5
|
||||
18.6,-50.8
|
||||
19.2,-123.1
|
||||
19.4,-85.6
|
||||
19.4,-72.3
|
||||
19.6,-127.2
|
||||
20.2,-123.1
|
||||
20.4,-117.9
|
||||
21.2,-134
|
||||
21.4,-101.9
|
||||
21.8,-108.4
|
||||
22,-123.1
|
||||
23.2,-123.1
|
||||
23.4,-128.5
|
||||
24,-112.5
|
||||
24.2,-95.1
|
||||
24.2,-81.8
|
||||
24.6,-53.5
|
||||
25,-64.4
|
||||
25,-57.6
|
||||
25.4,-72.3
|
||||
25.4,-44.3
|
||||
25.6,-26.8
|
||||
26,-5.4
|
||||
26.2,-107.1
|
||||
26.2,-21.5
|
||||
26.4,-65.6
|
||||
27,-16
|
||||
27.2,-45.6
|
||||
27.2,-24.2
|
||||
27.2,9.5
|
||||
27.6,4
|
||||
28.2,12
|
||||
28.4,-21.5
|
||||
28.4,37.5
|
||||
28.6,46.9
|
||||
29.4,-17.4
|
||||
30.2,36.2
|
||||
31,75
|
||||
31.2,8.1
|
||||
32,54.9
|
||||
32,48.2
|
||||
32.8,46.9
|
||||
33.4,16
|
||||
33.8,45.6
|
||||
34.4,1.3
|
||||
34.8,75
|
||||
35.2,-16
|
||||
35.2,-54.9
|
||||
35.4,69.6
|
||||
35.6,34.8
|
||||
35.6,32.1
|
||||
36.2,-37.5
|
||||
36.2,22.8
|
||||
38,46.9
|
||||
38,10.7
|
||||
39.2,5.4
|
||||
39.4,-1.3
|
||||
40,-21.5
|
||||
40.4,-13.3
|
||||
41.6,30.8
|
||||
41.6,-10.7
|
||||
42.4,29.4
|
||||
42.8,0
|
||||
42.8,-10.7
|
||||
43,14.7
|
||||
44,-1.3
|
||||
44.4,0
|
||||
45,10.7
|
||||
46.6,10.7
|
||||
47.8,-26.8
|
||||
47.8,-14.7
|
||||
48.8,-13.3
|
||||
50.6,0
|
||||
52,10.7
|
||||
53.2,-14.7
|
||||
55,-2.7
|
||||
55,10.7
|
||||
55.4,-2.7
|
||||
57.6,10.7
|
||||
|
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
@ -0,0 +1,417 @@
|
||||
import numpy as np
|
||||
|
||||
from statsmodels.tools.tools import Bunch
|
||||
|
||||
|
||||
pls5 = Bunch()
|
||||
|
||||
pls5.smooth = Bunch()
|
||||
pls5.smooth.term = 'times'
|
||||
pls5.smooth.bs_dim = 7
|
||||
pls5.smooth.dim = 1
|
||||
pls5.smooth.by = 'NA'
|
||||
pls5.smooth.label = 's(times)'
|
||||
pls5.smooth.sp = 1
|
||||
pls5.smooth.BD = np.array([
|
||||
-0.0322305472050642, 0.0332895629742452, -0.00907144581575865,
|
||||
0.00386174436551668, -0.00624916066961505, 0.0181385348730838,
|
||||
0.0292384327901831, -0.0717740723184547, 0.054914261809955,
|
||||
-0.0158383049768667, 0.00626042823599089, -0.0103543594891998,
|
||||
-0.011074996356557, 0.0526128870346165, -0.0930190975208449,
|
||||
0.0595200902721069, -0.0135721686724522, 0.00600098849448633,
|
||||
0.00625687187895293, -0.0145166841858048, 0.0594020303618183,
|
||||
-0.0946831790103269, 0.0511018949689336, -0.0114519440129956,
|
||||
-0.00994300967116444, 0.00619931821053046, -0.0156728054209229,
|
||||
0.0550549724656574, -0.0669161912708059, 0.0271416199423184,
|
||||
0.0177532485636497, -0.00581101171513275, 0.00344705658575325,
|
||||
-0.00791532311608746, 0.0293751974079486, -0.0294748398076931
|
||||
]).reshape(6, 6, order='F')
|
||||
|
||||
pls5.smooth.xp = np.array([
|
||||
2.4, 11.2, 17.8, 24.8, 31.2, 41, 57.6
|
||||
])
|
||||
pls5.smooth.rank = 5
|
||||
pls5.smooth.df = 5
|
||||
pls5.smooth.null_space_dim = 0
|
||||
pls5.smooth.S_scale = 0.0263073404164214
|
||||
pls5.smooth.vn = 'times'
|
||||
pls5.smooth.first_para = 1
|
||||
pls5.smooth.last_para = 5
|
||||
pls5.smooth.S = np.array([
|
||||
1.63230340200229, -0.830028815742871, 0.901802118895566,
|
||||
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||||
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||||
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||||
1.99828270457965, -1.0130803218067, 0.537502835084835,
|
||||
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|
||||
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|
||||
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|
||||
0.53026887882367
|
||||
]).reshape(5, 5, order='F')
|
||||
|
||||
pls5.coefficients = np.array([
|
||||
20.036025308233, -62.6817097954891, -51.0985219408637,
|
||||
42.0072653496657, 22.0294169083686
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||||
])
|
||||
pls5.residuals = np.array([
|
||||
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||||
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||||
])
|
||||
pls5.fitted_values = np.array([
|
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||||
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||||
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||||
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||||
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||||
55.784830576711, 59.9853931943938, 61.7920300180993, 62.4154499346668,
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||||
62.5575969312418, 62.1695120512782, 61.4317921021069, 61.4317921021069,
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||||
60.9416344853907, 60.3758467119592, 60.3758467119592, 58.2639644866625,
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||||
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||||
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||||
27.6891170362285, 23.9302944205558, 22.2450916690901, 22.2450916690901,
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||||
21.4499728420109, 17.9369803024212, 16.7419595489538, 15.1669773395835,
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||||
12.1850445709859, 11.0385180985158, 11.0385180985158, 10.7434946415046,
|
||||
11.5970529121364, 13.3718934319111, 15.5794900717192, 19.9274495550672,
|
||||
19.9274495550672, 21.0435355032739, 27.9959461270327
|
||||
])
|
||||
pls5.linear_predictors = np.array([
|
||||
27.9959461270327, 28.6873153013088, 30.7871658551864, 32.1806279683964,
|
||||
33.5429080803179, 39.4809749693548, 40.0967018255375, 40.3315122829302,
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||||
40.6634717352437, 40.3512160670889, 39.3362776289091, 39.3362776289091,
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||||
36.8456492135197, 35.0626842421689, 34.0270272919089, 31.6534190712615,
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||||
28.8581579025003, 25.620485822405, 6.50474188594053, 1.55666047069376,
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
-47.0618305244081, -48.9252176390611, -48.9252176390611,
|
||||
-55.3533972598403, -55.3533972598403, -59.0684985904528,
|
||||
-60.0913440540408, -60.0913440540408, -61.0049135002874,
|
||||
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|
||||
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|
||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
-8.65390222958812, -2.0922444071392, 7.77329826332311,
|
||||
11.0314729126827, 11.0314729126827, 14.2592745150041, 26.6843113342156,
|
||||
37.8936229220499, 47.303404095494, 49.3062580917222, 55.784830576711,
|
||||
55.784830576711, 59.9853931943938, 61.7920300180993, 62.4154499346668,
|
||||
62.5575969312418, 62.1695120512782, 61.4317921021069, 61.4317921021069,
|
||||
60.9416344853907, 60.3758467119592, 60.3758467119592, 58.2639644866625,
|
||||
58.2639644866625, 49.1163792915167, 49.1163792915167, 41.7347820148442,
|
||||
40.4779999343159, 36.740721990024, 34.3160223101961, 27.6891170362285,
|
||||
27.6891170362285, 23.9302944205558, 22.2450916690901, 22.2450916690901,
|
||||
21.4499728420109, 17.9369803024212, 16.7419595489538, 15.1669773395835,
|
||||
12.1850445709859, 11.0385180985158, 11.0385180985158, 10.7434946415046,
|
||||
11.5970529121364, 13.3718934319111, 15.5794900717192, 19.9274495550672,
|
||||
19.9274495550672, 21.0435355032739, 27.9959461270327
|
||||
])
|
||||
pls5.deviance = 180391.104352065
|
||||
pls5.null_deviance = 395017.34
|
||||
pls5.iter = 1
|
||||
pls5.weights = np.array([
|
||||
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
|
||||
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
|
||||
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
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||||
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
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||||
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
|
||||
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1
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||||
])
|
||||
pls5.prior_weights = np.array([
|
||||
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
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|
||||
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
|
||||
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
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||||
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
|
||||
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1
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||||
])
|
||||
pls5.df_null = 133
|
||||
pls5.y = np.array([
|
||||
0, -1.3, -2.7, 0, -2.7, -2.7, -2.7, -1.3, -2.7, -2.7, -1.3, -2.7, -2.7,
|
||||
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|
||||
-22.8, -2.7, -22.8, -32.1, -53.5, -54.9, -40.2, -21.5, -21.5, -50.8,
|
||||
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|
||||
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|
||||
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|
||||
-123.1, -128.5, -112.5, -95.1, -81.8, -53.5, -64.4, -57.6, -72.3,
|
||||
-44.3, -26.8, -5.4, -107.1, -21.5, -65.6, -16, -45.6, -24.2, 9.5, 4,
|
||||
12, -21.5, 37.5, 46.9, -17.4, 36.2, 75, 8.1, 54.9, 48.2, 46.9, 16,
|
||||
45.6, 1.3, 75, -16, -54.9, 69.6, 34.8, 32.1, -37.5, 22.8, 46.9, 10.7,
|
||||
5.4, -1.3, -21.5, -13.3, 30.8, -10.7, 29.4, 0, -10.7, 14.7, -1.3, 0,
|
||||
10.7, 10.7, -26.8, -14.7, -13.3, 0, 10.7, -14.7, -2.7, 10.7, -2.7, 10.7
|
||||
])
|
||||
pls5.sig2 = 1405.72589061551
|
||||
pls5.edf = np.array([
|
||||
0.893973446261888, 0.964904681210716, 0.910197466057859,
|
||||
0.951689945168155, 0.953288730104318
|
||||
])
|
||||
pls5.edf1 = np.array([
|
||||
0.981711944544246, 0.996264240571943, 0.982938111847731,
|
||||
0.994003453703398, 0.993140527833467
|
||||
])
|
||||
pls5.hat = np.array([
|
||||
0.0648926406262456, 0.0631966900584761, 0.0577531173208777,
|
||||
0.054095436609033, 0.050646403216983, 0.0414030519922767,
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||||
0.0419393714799485, 0.0424407004729246, 0.0466884028411439,
|
||||
0.0488322930145467, 0.0519315914083648, 0.0519315914083648,
|
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0.0547480920171652, 0.0551378158184696, 0.055000499312335,
|
||||
0.0539763060097797, 0.0518779851195461, 0.0486811707669425,
|
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0.0278002106937094, 0.0236664981666194, 0.0218678587405494,
|
||||
0.0168702076728429, 0.0168702076728429, 0.0168702076728429,
|
||||
0.0168702076728429, 0.0168702076728429, 0.0168702076728429,
|
||||
0.0162099114442375, 0.0155969292014215, 0.0155969292014215,
|
||||
0.0155969292014215, 0.0155969292014215, 0.0158045134149012,
|
||||
0.0158045134149012, 0.0161857205884225, 0.0161857205884225,
|
||||
0.016715730291764, 0.016715730291764, 0.0173667434517008,
|
||||
0.0173667434517008, 0.0173667434517008, 0.0181085269560167,
|
||||
0.0181085269560167, 0.01890902644145, 0.0197350472655703,
|
||||
0.0197350472655703, 0.0197350472655703, 0.0226344032048916,
|
||||
0.0226344032048916, 0.0226344032048916, 0.0226344032048916,
|
||||
0.0231064605220144, 0.0231064605220144, 0.0236010474476975,
|
||||
0.0236010474476975, 0.0229362836765587, 0.0226341946832984,
|
||||
0.0226341946832984, 0.022331993508414, 0.0216507968090011,
|
||||
0.0215654072946402, 0.022307353392817, 0.0227976525538385,
|
||||
0.0241408042749582, 0.0249779152827976, 0.0312910194327127,
|
||||
0.0323419434967748, 0.0349400511510723, 0.0355272516690269,
|
||||
0.0355272516690269, 0.0361324218251331, 0.0358606650811796,
|
||||
0.0358606650811796, 0.0347553939582878, 0.0347553939582878,
|
||||
0.0339600300427633, 0.0320525342614235, 0.0310119683533198,
|
||||
0.0310119683533198, 0.0299615237560085, 0.0270931967217139,
|
||||
0.0263353031813311, 0.0263353031813311, 0.0263353031813311,
|
||||
0.0252733837531764, 0.0250806228807981, 0.0254302543661375,
|
||||
0.0254302543661375, 0.0259902742331093, 0.0301636177707758,
|
||||
0.0364915828338694, 0.0429804641044596, 0.044338813283762,
|
||||
0.0478470725808693, 0.0478470725808693, 0.0481431076555552,
|
||||
0.0465422084456883, 0.0448254504760713, 0.0416389240869886,
|
||||
0.0393309802887003, 0.0370523590709184, 0.0370523590709184,
|
||||
0.0359684768956268, 0.0349434963301099, 0.0349434963301099,
|
||||
0.0323665679080144, 0.0323665679080144, 0.0312847023217674,
|
||||
0.0312847023217674, 0.0364198732168461, 0.037600534161656,
|
||||
0.0414170598382483, 0.0440177673095073, 0.0505139848525673,
|
||||
0.0505139848525673, 0.0529266400408666, 0.0535167237447347,
|
||||
0.0535167237447347, 0.0536669701648488, 0.0531784414477218,
|
||||
0.0525292698619672, 0.0512621693606931, 0.0477153739370841,
|
||||
0.04661692338803, 0.04661692338803, 0.0475945362276516,
|
||||
0.054093097958197, 0.0620671413133406, 0.0689518115696408,
|
||||
0.0748549607794503, 0.0748549607794503, 0.0749105486240515,
|
||||
0.0648926406262456
|
||||
])
|
||||
pls5.R = np.array([
|
||||
0.419812589435278, -0.402017675646454, 0.488999441150794,
|
||||
3.98552866496736, 0, 4.86284047828201, 0, 0, 0, 0, -0.642048459345638,
|
||||
4.51912765154044, 0, 0, 0, -0.287016774143419, 0.0590176744049711,
|
||||
4.48152596952222, 0, 0, -0.881192283208667, -0.721748467517155,
|
||||
0.141530733755857, -0.975518963486962, 3.68675964176163
|
||||
]).reshape(5, 5, order='F')
|
||||
|
||||
pls5.sp = None
|
||||
pls5.nsdf = 0
|
||||
pls5.Ve = np.array([
|
||||
72.3041357618152, 1.66913532916499, 0.502555357170923,
|
||||
-6.08025176950849, 12.003156582929, 1.66913532916499, 60.8548565958852,
|
||||
15.0519202741408, 3.17016170151452, 18.3724060596875,
|
||||
0.502555357170922, 15.0519202741408, 59.9017269122546,
|
||||
5.31826437849191, 9.33171431050043, -6.08025176950849,
|
||||
3.17016170151452, 5.31826437849191, 64.066598433814, 0.697025995194202,
|
||||
12.003156582929, 18.3724060596875, 9.33171431050043, 0.697025995194202,
|
||||
90.4171907271362
|
||||
]).reshape(5, 5, order='F')
|
||||
|
||||
pls5.Vp = np.array([
|
||||
82.3434717904795, -0.200148537531833, 5.72440590880333,
|
||||
-8.16239095841476, 17.8905796109278, -0.200148537531833,
|
||||
62.7551455396847, 13.6184531397824, 3.34367783462779, 18.6689815079065,
|
||||
5.72440590880333, 13.6184531397824, 65.7343350358227, 1.64716527529062,
|
||||
13.483565756752, -8.16239095841476, 3.34367783462779, 1.64716527529062,
|
||||
67.4465665922581, -2.30098498787076, 17.8905796109278,
|
||||
18.6689815079065, 13.483565756752, -2.30098498787076, 96.3416133118078
|
||||
]).reshape(5, 5, order='F')
|
||||
|
||||
pls5.rV = np.array([
|
||||
-0.0392296145497642, -0.148679582608057, 0.0918117471236096,
|
||||
0.00695938411477142, 0.0468995189236096, -0.00179994351487469,
|
||||
0.056193728117226, 0.144936306168724, -0.104973822562831,
|
||||
-0.0915159363023183, -0.112299188421777, 0.00531211090361532,
|
||||
-0.0656150416863762, -0.150002132732638, 0.073614883684395,
|
||||
0.168793284880097, -0.101999375560153, -0.0661656482881794,
|
||||
-0.11825783453015, -0.035090842164745, 0.126224824188388,
|
||||
0.0945889794789336, 0.0929660567115005, -0.020649293225403,
|
||||
0.226516853583393
|
||||
]).reshape(5, 5, order='F')
|
||||
|
||||
pls5.gcv_ubre = 1456.9270648002
|
||||
pls5.aic = 1348.0527067527
|
||||
pls5.rank = 5
|
||||
pls5.gcv_ubre_dev = 1456.92706480021
|
||||
pls5.method = 'GCV'
|
||||
pls5.full_sp = 1
|
||||
pls5.cmX = np.array([
|
||||
0, 0, 0, 0, 0
|
||||
])
|
||||
pls5.model = np.array([
|
||||
0, -1.3, -2.7, 0, -2.7, -2.7, -2.7, -1.3, -2.7, -2.7, -1.3, -2.7, -2.7,
|
||||
-2.7, -5.4, -2.7, -5.4, 0, -2.7, -2.7, 0, -13.3, -5.4, -5.4, -9.3, -16,
|
||||
-22.8, -2.7, -22.8, -32.1, -53.5, -54.9, -40.2, -21.5, -21.5, -50.8,
|
||||
-42.9, -26.8, -21.5, -50.8, -61.7, -5.4, -80.4, -59, -71, -91.1, -77.7,
|
||||
-37.5, -85.6, -123.1, -101.9, -99.1, -104.4, -112.5, -50.8, -123.1,
|
||||
-85.6, -72.3, -127.2, -123.1, -117.9, -134, -101.9, -108.4, -123.1,
|
||||
-123.1, -128.5, -112.5, -95.1, -81.8, -53.5, -64.4, -57.6, -72.3,
|
||||
-44.3, -26.8, -5.4, -107.1, -21.5, -65.6, -16, -45.6, -24.2, 9.5, 4,
|
||||
12, -21.5, 37.5, 46.9, -17.4, 36.2, 75, 8.1, 54.9, 48.2, 46.9, 16,
|
||||
45.6, 1.3, 75, -16, -54.9, 69.6, 34.8, 32.1, -37.5, 22.8, 46.9, 10.7,
|
||||
5.4, -1.3, -21.5, -13.3, 30.8, -10.7, 29.4, 0, -10.7, 14.7, -1.3, 0,
|
||||
10.7, 10.7, -26.8, -14.7, -13.3, 0, 10.7, -14.7, -2.7, 10.7, -2.7,
|
||||
10.7, 2.4, 2.6, 3.2, 3.6, 4, 6.2, 6.6, 6.8, 7.8, 8.2, 8.8, 8.8, 9.6,
|
||||
10, 10.2, 10.6, 11, 11.4, 13.2, 13.6, 13.8, 14.6, 14.6, 14.6, 14.6,
|
||||
14.6, 14.6, 14.8, 15.4, 15.4, 15.4, 15.4, 15.6, 15.6, 15.8, 15.8, 16,
|
||||
16, 16.2, 16.2, 16.2, 16.4, 16.4, 16.6, 16.8, 16.8, 16.8, 17.6, 17.6,
|
||||
17.6, 17.6, 17.8, 17.8, 18.6, 18.6, 19.2, 19.4, 19.4, 19.6, 20.2, 20.4,
|
||||
21.2, 21.4, 21.8, 22, 23.2, 23.4, 24, 24.2, 24.2, 24.6, 25, 25, 25.4,
|
||||
25.4, 25.6, 26, 26.2, 26.2, 26.4, 27, 27.2, 27.2, 27.2, 27.6, 28.2,
|
||||
28.4, 28.4, 28.6, 29.4, 30.2, 31, 31.2, 32, 32, 32.8, 33.4, 33.8, 34.4,
|
||||
34.8, 35.2, 35.2, 35.4, 35.6, 35.6, 36.2, 36.2, 38, 38, 39.2, 39.4, 40,
|
||||
40.4, 41.6, 41.6, 42.4, 42.8, 42.8, 43, 44, 44.4, 45, 46.6, 47.8, 47.8,
|
||||
48.8, 50.6, 52, 53.2, 55, 55, 55.4, 57.6
|
||||
]).reshape(133, 2, order='F')
|
||||
|
||||
pls5.assign = None
|
||||
pls5.offset = np.array([
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0
|
||||
])
|
||||
pls5.df_residual = 128.325945731197
|
||||
pls5.min_edf = 0
|
||||
pls5.optimizer = 'magic'
|
||||
pls5.p_coeff = None
|
||||
pls5.se = np.array([
|
||||
9.07433037697435, 7.92181453580458, 8.10767136950078, 8.21258586513761,
|
||||
9.81537637137811
|
||||
])
|
||||
pls5.p_t = None
|
||||
pls5.p_pv = None
|
||||
pls5.residual_df = 128.325945731197
|
||||
pls5.m = 1
|
||||
pls5.chi_sq = 147.917821150898
|
||||
pls5.s_pv = 8.54761661656479e-25
|
||||
pls5.scale = 1405.72589061551
|
||||
pls5.r_sq = 0.687640791604775
|
||||
pls5.n = 133
|
||||
pls5.dev_expl = 0.543333706940396
|
||||
pls5.edf = 4.67405426880294
|
||||
pls5.dispersion = 1405.72589061551
|
||||
pls5.pTerms_pv = None
|
||||
pls5.pTerms_chi_sq = None
|
||||
pls5.pTerms_df = None
|
||||
pls5.cov_unscaled = np.array([
|
||||
0.0585771894365725, -0.000142380914279238, 0.00407220635759709,
|
||||
-0.0058065309979037, 0.0127269332736656, -0.000142380914279238,
|
||||
0.0446425195399984, 0.00968784400337069, 0.00237861296924945,
|
||||
0.0132806698891575, 0.00407220635759709, 0.00968784400337069,
|
||||
0.0467618441651097, 0.00117175424190942, 0.00959188832386668,
|
||||
-0.0058065309979037, 0.00237861296924945, 0.00117175424190942,
|
||||
0.0479798850135184, -0.00163686605136315, 0.0127269332736656,
|
||||
0.0132806698891575, 0.00959188832386668, -0.00163686605136315,
|
||||
0.0685351347335742
|
||||
]).reshape(5, 5, order='F')
|
||||
|
||||
pls5.cov_scaled = np.array([
|
||||
82.3434717904795, -0.200148537531833, 5.72440590880333,
|
||||
-8.16239095841476, 17.8905796109278, -0.200148537531833,
|
||||
62.7551455396847, 13.6184531397824, 3.34367783462779, 18.6689815079065,
|
||||
5.72440590880333, 13.6184531397824, 65.7343350358227, 1.64716527529062,
|
||||
13.483565756752, -8.16239095841476, 3.34367783462779, 1.64716527529062,
|
||||
67.4465665922581, -2.30098498787076, 17.8905796109278,
|
||||
18.6689815079065, 13.483565756752, -2.30098498787076, 96.3416133118078
|
||||
]).reshape(5, 5, order='F')
|
||||
|
||||
pls5.s_table = np.array([
|
||||
4.67405426880294, 5, 29.5835642301796, 8.54761661656479e-25
|
||||
]).reshape(1, 4, order='F')
|
||||
|
||||
pls5.method = 'GCV'
|
||||
pls5.sp_criterion = 1456.9270648002
|
||||
pls5.rank = 5
|
||||
pls5.np = 5
|
||||
pls5.params = np.array([
|
||||
20.036025308233, -62.6817097954891, -51.0985219408637,
|
||||
42.0072653496657, 22.0294169083686
|
||||
])
|
||||
Reference in New Issue
Block a user