Berack/upo-ml
0
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity

Refactor

Browse Source 
- renamed many variables
- results better displayed
- fixed log(0) error with 1e-15
This commit is contained in:
Giacomo Bertolazzi
2024-06-11 16:30:59 +02:00
parent 17a7ea9435
commit f800fd1a60
7 changed files with 164 additions and 71 deletions
Download Patch File Download Diff File Expand all files Collapse all files

399
datasets/regression/auto-mpg.csv Normal file
View File

@@ -0,0 +1,399 @@
Cylinders,Displacement,HP,Weight,Acceleration,Year,Origin,MPG
8,307,130,3504,12,70,1,18
8,350,165,3693,11.5,70,1,15
8,318,150,3436,11,70,1,18
8,304,150,3433,12,70,1,16
8,302,140,3449,10.5,70,1,17
8,429,198,4341,10,70,1,15
8,454,220,4354,9,70,1,14
8,440,215,4312,8.5,70,1,14
8,455,225,4425,10,70,1,14
8,390,190,3850,8.5,70,1,15
8,383,170,3563,10,70,1,15
8,340,160,3609,8,70,1,14
8,400,150,3761,9.5,70,1,15
8,455,225,3086,10,70,1,14
4,113,95,2372,15,70,3,24
6,198,95,2833,15.5,70,1,22
6,199,97,2774,15.5,70,1,18
6,200,85,2587,16,70,1,21
4,97,88,2130,14.5,70,3,27
4,97,46,1835,20.5,70,2,26
4,110,87,2672,17.5,70,2,25
4,107,90,2430,14.5,70,2,24
4,104,95,2375,17.5,70,2,25
4,121,113,2234,12.5,70,2,26
6,199,90,2648,15,70,1,21
8,360,215,4615,14,70,1,10
8,307,200,4376,15,70,1,10
8,318,210,4382,13.5,70,1,11
8,304,193,4732,18.5,70,1,9
4,97,88,2130,14.5,71,3,27
4,140,90,2264,15.5,71,1,28
4,113,95,2228,14,71,3,25
4,98,?,2046,19,71,1,25
6,232,100,2634,13,71,1,19
6,225,105,3439,15.5,71,1,16
6,250,100,3329,15.5,71,1,17
6,250,88,3302,15.5,71,1,19
6,232,100,3288,15.5,71,1,18
8,350,165,4209,12,71,1,14
8,400,175,4464,11.5,71,1,14
8,351,153,4154,13.5,71,1,14
8,318,150,4096,13,71,1,14
8,383,180,4955,11.5,71,1,12
8,400,170,4746,12,71,1,13
8,400,175,5140,12,71,1,13
6,258,110,2962,13.5,71,1,18
4,140,72,2408,19,71,1,22
6,250,100,3282,15,71,1,19
6,250,88,3139,14.5,71,1,18
4,122,86,2220,14,71,1,23
4,116,90,2123,14,71,2,28
4,79,70,2074,19.5,71,2,30
4,88,76,2065,14.5,71,2,30
4,71,65,1773,19,71,3,31
4,72,69,1613,18,71,3,35
4,97,60,1834,19,71,2,27
4,91,70,1955,20.5,71,1,26
4,113,95,2278,15.5,72,3,24
4,97.5,80,2126,17,72,1,25
4,97,54,2254,23.5,72,2,23
4,140,90,2408,19.5,72,1,20
4,122,86,2226,16.5,72,1,21
8,350,165,4274,12,72,1,13
8,400,175,4385,12,72,1,14
8,318,150,4135,13.5,72,1,15
8,351,153,4129,13,72,1,14
8,304,150,3672,11.5,72,1,17
8,429,208,4633,11,72,1,11
8,350,155,4502,13.5,72,1,13
8,350,160,4456,13.5,72,1,12
8,400,190,4422,12.5,72,1,13
3,70,97,2330,13.5,72,3,19
8,304,150,3892,12.5,72,1,15
8,307,130,4098,14,72,1,13
8,302,140,4294,16,72,1,13
8,318,150,4077,14,72,1,14
4,121,112,2933,14.5,72,2,18
4,121,76,2511,18,72,2,22
4,120,87,2979,19.5,72,2,21
4,96,69,2189,18,72,2,26
4,122,86,2395,16,72,1,22
4,97,92,2288,17,72,3,28
4,120,97,2506,14.5,72,3,23
4,98,80,2164,15,72,1,28
4,97,88,2100,16.5,72,3,27
8,350,175,4100,13,73,1,13
8,304,150,3672,11.5,73,1,14
8,350,145,3988,13,73,1,13
8,302,137,4042,14.5,73,1,14
8,318,150,3777,12.5,73,1,15
8,429,198,4952,11.5,73,1,12
8,400,150,4464,12,73,1,13
8,351,158,4363,13,73,1,13
8,318,150,4237,14.5,73,1,14
8,440,215,4735,11,73,1,13
8,455,225,4951,11,73,1,12
8,360,175,3821,11,73,1,13
6,225,105,3121,16.5,73,1,18
6,250,100,3278,18,73,1,16
6,232,100,2945,16,73,1,18
6,250,88,3021,16.5,73,1,18
6,198,95,2904,16,73,1,23
4,97,46,1950,21,73,2,26
8,400,150,4997,14,73,1,11
8,400,167,4906,12.5,73,1,12
8,360,170,4654,13,73,1,13
8,350,180,4499,12.5,73,1,12
6,232,100,2789,15,73,1,18
4,97,88,2279,19,73,3,20
4,140,72,2401,19.5,73,1,21
4,108,94,2379,16.5,73,3,22
3,70,90,2124,13.5,73,3,18
4,122,85,2310,18.5,73,1,19
6,155,107,2472,14,73,1,21
4,98,90,2265,15.5,73,2,26
8,350,145,4082,13,73,1,15
8,400,230,4278,9.5,73,1,16
4,68,49,1867,19.5,73,2,29
4,116,75,2158,15.5,73,2,24
4,114,91,2582,14,73,2,20
4,121,112,2868,15.5,73,2,19
8,318,150,3399,11,73,1,15
4,121,110,2660,14,73,2,24
6,156,122,2807,13.5,73,3,20
8,350,180,3664,11,73,1,11
6,198,95,3102,16.5,74,1,20
6,200,?,2875,17,74,1,21
6,232,100,2901,16,74,1,19
6,250,100,3336,17,74,1,15
4,79,67,1950,19,74,3,31
4,122,80,2451,16.5,74,1,26
4,71,65,1836,21,74,3,32
4,140,75,2542,17,74,1,25
6,250,100,3781,17,74,1,16
6,258,110,3632,18,74,1,16
6,225,105,3613,16.5,74,1,18
8,302,140,4141,14,74,1,16
8,350,150,4699,14.5,74,1,13
8,318,150,4457,13.5,74,1,14
8,302,140,4638,16,74,1,14
8,304,150,4257,15.5,74,1,14
4,98,83,2219,16.5,74,2,29
4,79,67,1963,15.5,74,2,26
4,97,78,2300,14.5,74,2,26
4,76,52,1649,16.5,74,3,31
4,83,61,2003,19,74,3,32
4,90,75,2125,14.5,74,1,28
4,90,75,2108,15.5,74,2,24
4,116,75,2246,14,74,2,26
4,120,97,2489,15,74,3,24
4,108,93,2391,15.5,74,3,26
4,79,67,2000,16,74,2,31
6,225,95,3264,16,75,1,19
6,250,105,3459,16,75,1,18
6,250,72,3432,21,75,1,15
6,250,72,3158,19.5,75,1,15
8,400,170,4668,11.5,75,1,16
8,350,145,4440,14,75,1,15
8,318,150,4498,14.5,75,1,16
8,351,148,4657,13.5,75,1,14
6,231,110,3907,21,75,1,17
6,250,105,3897,18.5,75,1,16
6,258,110,3730,19,75,1,15
6,225,95,3785,19,75,1,18
6,231,110,3039,15,75,1,21
8,262,110,3221,13.5,75,1,20
8,302,129,3169,12,75,1,13
4,97,75,2171,16,75,3,29
4,140,83,2639,17,75,1,23
6,232,100,2914,16,75,1,20
4,140,78,2592,18.5,75,1,23
4,134,96,2702,13.5,75,3,24
4,90,71,2223,16.5,75,2,25
4,119,97,2545,17,75,3,24
6,171,97,2984,14.5,75,1,18
4,90,70,1937,14,75,2,29
6,232,90,3211,17,75,1,19
4,115,95,2694,15,75,2,23
4,120,88,2957,17,75,2,23
4,121,98,2945,14.5,75,2,22
4,121,115,2671,13.5,75,2,25
4,91,53,1795,17.5,75,3,33
4,107,86,2464,15.5,76,2,28
4,116,81,2220,16.9,76,2,25
4,140,92,2572,14.9,76,1,25
4,98,79,2255,17.7,76,1,26
4,101,83,2202,15.3,76,2,27
8,305,140,4215,13,76,1,17.5
8,318,150,4190,13,76,1,16
8,304,120,3962,13.9,76,1,15.5
8,351,152,4215,12.8,76,1,14.5
6,225,100,3233,15.4,76,1,22
6,250,105,3353,14.5,76,1,22
6,200,81,3012,17.6,76,1,24
6,232,90,3085,17.6,76,1,22.5
4,85,52,2035,22.2,76,1,29
4,98,60,2164,22.1,76,1,24.5
4,90,70,1937,14.2,76,2,29
4,91,53,1795,17.4,76,3,33
6,225,100,3651,17.7,76,1,20
6,250,78,3574,21,76,1,18
6,250,110,3645,16.2,76,1,18.5
6,258,95,3193,17.8,76,1,17.5
4,97,71,1825,12.2,76,2,29.5
4,85,70,1990,17,76,3,32
4,97,75,2155,16.4,76,3,28
4,140,72,2565,13.6,76,1,26.5
4,130,102,3150,15.7,76,2,20
8,318,150,3940,13.2,76,1,13
4,120,88,3270,21.9,76,2,19
6,156,108,2930,15.5,76,3,19
6,168,120,3820,16.7,76,2,16.5
8,350,180,4380,12.1,76,1,16.5
8,350,145,4055,12,76,1,13
8,302,130,3870,15,76,1,13
8,318,150,3755,14,76,1,13
4,98,68,2045,18.5,77,3,31.5
4,111,80,2155,14.8,77,1,30
4,79,58,1825,18.6,77,2,36
4,122,96,2300,15.5,77,1,25.5
4,85,70,1945,16.8,77,3,33.5
8,305,145,3880,12.5,77,1,17.5
8,260,110,4060,19,77,1,17
8,318,145,4140,13.7,77,1,15.5
8,302,130,4295,14.9,77,1,15
6,250,110,3520,16.4,77,1,17.5
6,231,105,3425,16.9,77,1,20.5
6,225,100,3630,17.7,77,1,19
6,250,98,3525,19,77,1,18.5
8,400,180,4220,11.1,77,1,16
8,350,170,4165,11.4,77,1,15.5
8,400,190,4325,12.2,77,1,15.5
8,351,149,4335,14.5,77,1,16
4,97,78,1940,14.5,77,2,29
4,151,88,2740,16,77,1,24.5
4,97,75,2265,18.2,77,3,26
4,140,89,2755,15.8,77,1,25.5
4,98,63,2051,17,77,1,30.5
4,98,83,2075,15.9,77,1,33.5
4,97,67,1985,16.4,77,3,30
4,97,78,2190,14.1,77,2,30.5
6,146,97,2815,14.5,77,3,22
4,121,110,2600,12.8,77,2,21.5
3,80,110,2720,13.5,77,3,21.5
4,90,48,1985,21.5,78,2,43.1
4,98,66,1800,14.4,78,1,36.1
4,78,52,1985,19.4,78,3,32.8
4,85,70,2070,18.6,78,3,39.4
4,91,60,1800,16.4,78,3,36.1
8,260,110,3365,15.5,78,1,19.9
8,318,140,3735,13.2,78,1,19.4
8,302,139,3570,12.8,78,1,20.2
6,231,105,3535,19.2,78,1,19.2
6,200,95,3155,18.2,78,1,20.5
6,200,85,2965,15.8,78,1,20.2
4,140,88,2720,15.4,78,1,25.1
6,225,100,3430,17.2,78,1,20.5
6,232,90,3210,17.2,78,1,19.4
6,231,105,3380,15.8,78,1,20.6
6,200,85,3070,16.7,78,1,20.8
6,225,110,3620,18.7,78,1,18.6
6,258,120,3410,15.1,78,1,18.1
8,305,145,3425,13.2,78,1,19.2
6,231,165,3445,13.4,78,1,17.7
8,302,139,3205,11.2,78,1,18.1
8,318,140,4080,13.7,78,1,17.5
4,98,68,2155,16.5,78,1,30
4,134,95,2560,14.2,78,3,27.5
4,119,97,2300,14.7,78,3,27.2
4,105,75,2230,14.5,78,1,30.9
4,134,95,2515,14.8,78,3,21.1
4,156,105,2745,16.7,78,1,23.2
4,151,85,2855,17.6,78,1,23.8
4,119,97,2405,14.9,78,3,23.9
5,131,103,2830,15.9,78,2,20.3
6,163,125,3140,13.6,78,2,17
4,121,115,2795,15.7,78,2,21.6
6,163,133,3410,15.8,78,2,16.2
4,89,71,1990,14.9,78,2,31.5
4,98,68,2135,16.6,78,3,29.5
6,231,115,3245,15.4,79,1,21.5
6,200,85,2990,18.2,79,1,19.8
4,140,88,2890,17.3,79,1,22.3
6,232,90,3265,18.2,79,1,20.2
6,225,110,3360,16.6,79,1,20.6
8,305,130,3840,15.4,79,1,17
8,302,129,3725,13.4,79,1,17.6
8,351,138,3955,13.2,79,1,16.5
8,318,135,3830,15.2,79,1,18.2
8,350,155,4360,14.9,79,1,16.9
8,351,142,4054,14.3,79,1,15.5
8,267,125,3605,15,79,1,19.2
8,360,150,3940,13,79,1,18.5
4,89,71,1925,14,79,2,31.9
4,86,65,1975,15.2,79,3,34.1
4,98,80,1915,14.4,79,1,35.7
4,121,80,2670,15,79,1,27.4
5,183,77,3530,20.1,79,2,25.4
8,350,125,3900,17.4,79,1,23
4,141,71,3190,24.8,79,2,27.2
8,260,90,3420,22.2,79,1,23.9
4,105,70,2200,13.2,79,1,34.2
4,105,70,2150,14.9,79,1,34.5
4,85,65,2020,19.2,79,3,31.8
4,91,69,2130,14.7,79,2,37.3
4,151,90,2670,16,79,1,28.4
6,173,115,2595,11.3,79,1,28.8
6,173,115,2700,12.9,79,1,26.8
4,151,90,2556,13.2,79,1,33.5
4,98,76,2144,14.7,80,2,41.5
4,89,60,1968,18.8,80,3,38.1
4,98,70,2120,15.5,80,1,32.1
4,86,65,2019,16.4,80,3,37.2
4,151,90,2678,16.5,80,1,28
4,140,88,2870,18.1,80,1,26.4
4,151,90,3003,20.1,80,1,24.3
6,225,90,3381,18.7,80,1,19.1
4,97,78,2188,15.8,80,2,34.3
4,134,90,2711,15.5,80,3,29.8
4,120,75,2542,17.5,80,3,31.3
4,119,92,2434,15,80,3,37
4,108,75,2265,15.2,80,3,32.2
4,86,65,2110,17.9,80,3,46.6
4,156,105,2800,14.4,80,1,27.9
4,85,65,2110,19.2,80,3,40.8
4,90,48,2085,21.7,80,2,44.3
4,90,48,2335,23.7,80,2,43.4
5,121,67,2950,19.9,80,2,36.4
4,146,67,3250,21.8,80,2,30
4,91,67,1850,13.8,80,3,44.6
4,85,?,1835,17.3,80,2,40.9
4,97,67,2145,18,80,3,33.8
4,89,62,1845,15.3,80,2,29.8
6,168,132,2910,11.4,80,3,32.7
3,70,100,2420,12.5,80,3,23.7
4,122,88,2500,15.1,80,2,35
4,140,?,2905,14.3,80,1,23.6
4,107,72,2290,17,80,3,32.4
4,135,84,2490,15.7,81,1,27.2
4,151,84,2635,16.4,81,1,26.6
4,156,92,2620,14.4,81,1,25.8
6,173,110,2725,12.6,81,1,23.5
4,135,84,2385,12.9,81,1,30
4,79,58,1755,16.9,81,3,39.1
4,86,64,1875,16.4,81,1,39
4,81,60,1760,16.1,81,3,35.1
4,97,67,2065,17.8,81,3,32.3
4,85,65,1975,19.4,81,3,37
4,89,62,2050,17.3,81,3,37.7
4,91,68,1985,16,81,3,34.1
4,105,63,2215,14.9,81,1,34.7
4,98,65,2045,16.2,81,1,34.4
4,98,65,2380,20.7,81,1,29.9
4,105,74,2190,14.2,81,2,33
4,100,?,2320,15.8,81,2,34.5
4,107,75,2210,14.4,81,3,33.7
4,108,75,2350,16.8,81,3,32.4
4,119,100,2615,14.8,81,3,32.9
4,120,74,2635,18.3,81,3,31.6
4,141,80,3230,20.4,81,2,28.1
6,145,76,3160,19.6,81,2,30.7
6,168,116,2900,12.6,81,3,25.4
6,146,120,2930,13.8,81,3,24.2
6,231,110,3415,15.8,81,1,22.4
8,350,105,3725,19,81,1,26.6
6,200,88,3060,17.1,81,1,20.2
6,225,85,3465,16.6,81,1,17.6
4,112,88,2605,19.6,82,1,28
4,112,88,2640,18.6,82,1,27
4,112,88,2395,18,82,1,34
4,112,85,2575,16.2,82,1,31
4,135,84,2525,16,82,1,29
4,151,90,2735,18,82,1,27
4,140,92,2865,16.4,82,1,24
4,151,?,3035,20.5,82,1,23
4,105,74,1980,15.3,82,2,36
4,91,68,2025,18.2,82,3,37
4,91,68,1970,17.6,82,3,31
4,105,63,2125,14.7,82,1,38
4,98,70,2125,17.3,82,1,36
4,120,88,2160,14.5,82,3,36
4,107,75,2205,14.5,82,3,36
4,108,70,2245,16.9,82,3,34
4,91,67,1965,15,82,3,38
4,91,67,1965,15.7,82,3,32
4,91,67,1995,16.2,82,3,38
6,181,110,2945,16.4,82,1,25
6,262,85,3015,17,82,1,38
4,156,92,2585,14.5,82,1,26
6,232,112,2835,14.7,82,1,22
4,144,96,2665,13.9,82,3,32
4,135,84,2370,13,82,1,36
4,151,90,2950,17.3,82,1,27
4,140,86,2790,15.6,82,1,27
4,97,52,2130,24.6,82,2,44
4,135,84,2295,11.6,82,1,32
4,120,79,2625,18.6,82,1,28
4,119,82,2720,19.4,82,1,31
1 Cylinders Displacement HP Weight Acceleration Year Origin MPG
2 8 307 130 3504 12 70 1 18
3 8 350 165 3693 11.5 70 1 15
4 8 318 150 3436 11 70 1 18
5 8 304 150 3433 12 70 1 16
6 8 302 140 3449 10.5 70 1 17
7 8 429 198 4341 10 70 1 15
8 8 454 220 4354 9 70 1 14
9 8 440 215 4312 8.5 70 1 14
10 8 455 225 4425 10 70 1 14
11 8 390 190 3850 8.5 70 1 15
12 8 383 170 3563 10 70 1 15
13 8 340 160 3609 8 70 1 14
14 8 400 150 3761 9.5 70 1 15
15 8 455 225 3086 10 70 1 14
16 4 113 95 2372 15 70 3 24
17 6 198 95 2833 15.5 70 1 22
18 6 199 97 2774 15.5 70 1 18
19 6 200 85 2587 16 70 1 21
20 4 97 88 2130 14.5 70 3 27
21 4 97 46 1835 20.5 70 2 26
22 4 110 87 2672 17.5 70 2 25
23 4 107 90 2430 14.5 70 2 24
24 4 104 95 2375 17.5 70 2 25
25 4 121 113 2234 12.5 70 2 26
26 6 199 90 2648 15 70 1 21
27 8 360 215 4615 14 70 1 10
28 8 307 200 4376 15 70 1 10
29 8 318 210 4382 13.5 70 1 11
30 8 304 193 4732 18.5 70 1 9
31 4 97 88 2130 14.5 71 3 27
32 4 140 90 2264 15.5 71 1 28
33 4 113 95 2228 14 71 3 25
34 4 98 ? 2046 19 71 1 25
35 6 232 100 2634 13 71 1 19
36 6 225 105 3439 15.5 71 1 16
37 6 250 100 3329 15.5 71 1 17
38 6 250 88 3302 15.5 71 1 19
39 6 232 100 3288 15.5 71 1 18
40 8 350 165 4209 12 71 1 14
41 8 400 175 4464 11.5 71 1 14
42 8 351 153 4154 13.5 71 1 14
43 8 318 150 4096 13 71 1 14
44 8 383 180 4955 11.5 71 1 12
45 8 400 170 4746 12 71 1 13
46 8 400 175 5140 12 71 1 13
47 6 258 110 2962 13.5 71 1 18
48 4 140 72 2408 19 71 1 22
49 6 250 100 3282 15 71 1 19
50 6 250 88 3139 14.5 71 1 18
51 4 122 86 2220 14 71 1 23
52 4 116 90 2123 14 71 2 28
53 4 79 70 2074 19.5 71 2 30
54 4 88 76 2065 14.5 71 2 30
55 4 71 65 1773 19 71 3 31
56 4 72 69 1613 18 71 3 35
57 4 97 60 1834 19 71 2 27
58 4 91 70 1955 20.5 71 1 26
59 4 113 95 2278 15.5 72 3 24
60 4 97.5 80 2126 17 72 1 25
61 4 97 54 2254 23.5 72 2 23
62 4 140 90 2408 19.5 72 1 20
63 4 122 86 2226 16.5 72 1 21
64 8 350 165 4274 12 72 1 13
65 8 400 175 4385 12 72 1 14
66 8 318 150 4135 13.5 72 1 15
67 8 351 153 4129 13 72 1 14
68 8 304 150 3672 11.5 72 1 17
69 8 429 208 4633 11 72 1 11
70 8 350 155 4502 13.5 72 1 13
71 8 350 160 4456 13.5 72 1 12
72 8 400 190 4422 12.5 72 1 13
73 3 70 97 2330 13.5 72 3 19
74 8 304 150 3892 12.5 72 1 15
75 8 307 130 4098 14 72 1 13
76 8 302 140 4294 16 72 1 13
77 8 318 150 4077 14 72 1 14
78 4 121 112 2933 14.5 72 2 18
79 4 121 76 2511 18 72 2 22
80 4 120 87 2979 19.5 72 2 21
81 4 96 69 2189 18 72 2 26
82 4 122 86 2395 16 72 1 22
83 4 97 92 2288 17 72 3 28
84 4 120 97 2506 14.5 72 3 23
85 4 98 80 2164 15 72 1 28
86 4 97 88 2100 16.5 72 3 27
87 8 350 175 4100 13 73 1 13
88 8 304 150 3672 11.5 73 1 14
89 8 350 145 3988 13 73 1 13
90 8 302 137 4042 14.5 73 1 14
91 8 318 150 3777 12.5 73 1 15
92 8 429 198 4952 11.5 73 1 12
93 8 400 150 4464 12 73 1 13
94 8 351 158 4363 13 73 1 13
95 8 318 150 4237 14.5 73 1 14
96 8 440 215 4735 11 73 1 13
97 8 455 225 4951 11 73 1 12
98 8 360 175 3821 11 73 1 13
99 6 225 105 3121 16.5 73 1 18
100 6 250 100 3278 18 73 1 16
101 6 232 100 2945 16 73 1 18
102 6 250 88 3021 16.5 73 1 18
103 6 198 95 2904 16 73 1 23
104 4 97 46 1950 21 73 2 26
105 8 400 150 4997 14 73 1 11
106 8 400 167 4906 12.5 73 1 12
107 8 360 170 4654 13 73 1 13
108 8 350 180 4499 12.5 73 1 12
109 6 232 100 2789 15 73 1 18
110 4 97 88 2279 19 73 3 20
111 4 140 72 2401 19.5 73 1 21
112 4 108 94 2379 16.5 73 3 22
113 3 70 90 2124 13.5 73 3 18
114 4 122 85 2310 18.5 73 1 19
115 6 155 107 2472 14 73 1 21
116 4 98 90 2265 15.5 73 2 26
117 8 350 145 4082 13 73 1 15
118 8 400 230 4278 9.5 73 1 16
119 4 68 49 1867 19.5 73 2 29
120 4 116 75 2158 15.5 73 2 24
121 4 114 91 2582 14 73 2 20
122 4 121 112 2868 15.5 73 2 19
123 8 318 150 3399 11 73 1 15
124 4 121 110 2660 14 73 2 24
125 6 156 122 2807 13.5 73 3 20
126 8 350 180 3664 11 73 1 11
127 6 198 95 3102 16.5 74 1 20
128 6 200 ? 2875 17 74 1 21
129 6 232 100 2901 16 74 1 19
130 6 250 100 3336 17 74 1 15
131 4 79 67 1950 19 74 3 31
132 4 122 80 2451 16.5 74 1 26
133 4 71 65 1836 21 74 3 32
134 4 140 75 2542 17 74 1 25
135 6 250 100 3781 17 74 1 16
136 6 258 110 3632 18 74 1 16
137 6 225 105 3613 16.5 74 1 18
138 8 302 140 4141 14 74 1 16
139 8 350 150 4699 14.5 74 1 13
140 8 318 150 4457 13.5 74 1 14
141 8 302 140 4638 16 74 1 14
142 8 304 150 4257 15.5 74 1 14
143 4 98 83 2219 16.5 74 2 29
144 4 79 67 1963 15.5 74 2 26
145 4 97 78 2300 14.5 74 2 26
146 4 76 52 1649 16.5 74 3 31
147 4 83 61 2003 19 74 3 32
148 4 90 75 2125 14.5 74 1 28
149 4 90 75 2108 15.5 74 2 24
150 4 116 75 2246 14 74 2 26
151 4 120 97 2489 15 74 3 24
152 4 108 93 2391 15.5 74 3 26
153 4 79 67 2000 16 74 2 31
154 6 225 95 3264 16 75 1 19
155 6 250 105 3459 16 75 1 18
156 6 250 72 3432 21 75 1 15
157 6 250 72 3158 19.5 75 1 15
158 8 400 170 4668 11.5 75 1 16
159 8 350 145 4440 14 75 1 15
160 8 318 150 4498 14.5 75 1 16
161 8 351 148 4657 13.5 75 1 14
162 6 231 110 3907 21 75 1 17
163 6 250 105 3897 18.5 75 1 16
164 6 258 110 3730 19 75 1 15
165 6 225 95 3785 19 75 1 18
166 6 231 110 3039 15 75 1 21
167 8 262 110 3221 13.5 75 1 20
168 8 302 129 3169 12 75 1 13
169 4 97 75 2171 16 75 3 29
170 4 140 83 2639 17 75 1 23
171 6 232 100 2914 16 75 1 20
172 4 140 78 2592 18.5 75 1 23
173 4 134 96 2702 13.5 75 3 24
174 4 90 71 2223 16.5 75 2 25
175 4 119 97 2545 17 75 3 24
176 6 171 97 2984 14.5 75 1 18
177 4 90 70 1937 14 75 2 29
178 6 232 90 3211 17 75 1 19
179 4 115 95 2694 15 75 2 23
180 4 120 88 2957 17 75 2 23
181 4 121 98 2945 14.5 75 2 22
182 4 121 115 2671 13.5 75 2 25
183 4 91 53 1795 17.5 75 3 33
184 4 107 86 2464 15.5 76 2 28
185 4 116 81 2220 16.9 76 2 25
186 4 140 92 2572 14.9 76 1 25
187 4 98 79 2255 17.7 76 1 26
188 4 101 83 2202 15.3 76 2 27
189 8 305 140 4215 13 76 1 17.5
190 8 318 150 4190 13 76 1 16
191 8 304 120 3962 13.9 76 1 15.5
192 8 351 152 4215 12.8 76 1 14.5
193 6 225 100 3233 15.4 76 1 22
194 6 250 105 3353 14.5 76 1 22
195 6 200 81 3012 17.6 76 1 24
196 6 232 90 3085 17.6 76 1 22.5
197 4 85 52 2035 22.2 76 1 29
198 4 98 60 2164 22.1 76 1 24.5
199 4 90 70 1937 14.2 76 2 29
200 4 91 53 1795 17.4 76 3 33
201 6 225 100 3651 17.7 76 1 20
202 6 250 78 3574 21 76 1 18
203 6 250 110 3645 16.2 76 1 18.5
204 6 258 95 3193 17.8 76 1 17.5
205 4 97 71 1825 12.2 76 2 29.5
206 4 85 70 1990 17 76 3 32
207 4 97 75 2155 16.4 76 3 28
208 4 140 72 2565 13.6 76 1 26.5
209 4 130 102 3150 15.7 76 2 20
210 8 318 150 3940 13.2 76 1 13
211 4 120 88 3270 21.9 76 2 19
212 6 156 108 2930 15.5 76 3 19
213 6 168 120 3820 16.7 76 2 16.5
214 8 350 180 4380 12.1 76 1 16.5
215 8 350 145 4055 12 76 1 13
216 8 302 130 3870 15 76 1 13
217 8 318 150 3755 14 76 1 13
218 4 98 68 2045 18.5 77 3 31.5
219 4 111 80 2155 14.8 77 1 30
220 4 79 58 1825 18.6 77 2 36
221 4 122 96 2300 15.5 77 1 25.5
222 4 85 70 1945 16.8 77 3 33.5
223 8 305 145 3880 12.5 77 1 17.5
224 8 260 110 4060 19 77 1 17
225 8 318 145 4140 13.7 77 1 15.5
226 8 302 130 4295 14.9 77 1 15
227 6 250 110 3520 16.4 77 1 17.5
228 6 231 105 3425 16.9 77 1 20.5
229 6 225 100 3630 17.7 77 1 19
230 6 250 98 3525 19 77 1 18.5
231 8 400 180 4220 11.1 77 1 16
232 8 350 170 4165 11.4 77 1 15.5
233 8 400 190 4325 12.2 77 1 15.5
234 8 351 149 4335 14.5 77 1 16
235 4 97 78 1940 14.5 77 2 29
236 4 151 88 2740 16 77 1 24.5
237 4 97 75 2265 18.2 77 3 26
238 4 140 89 2755 15.8 77 1 25.5
239 4 98 63 2051 17 77 1 30.5
240 4 98 83 2075 15.9 77 1 33.5
241 4 97 67 1985 16.4 77 3 30
242 4 97 78 2190 14.1 77 2 30.5
243 6 146 97 2815 14.5 77 3 22
244 4 121 110 2600 12.8 77 2 21.5
245 3 80 110 2720 13.5 77 3 21.5
246 4 90 48 1985 21.5 78 2 43.1
247 4 98 66 1800 14.4 78 1 36.1
248 4 78 52 1985 19.4 78 3 32.8
249 4 85 70 2070 18.6 78 3 39.4
250 4 91 60 1800 16.4 78 3 36.1
251 8 260 110 3365 15.5 78 1 19.9
252 8 318 140 3735 13.2 78 1 19.4
253 8 302 139 3570 12.8 78 1 20.2
254 6 231 105 3535 19.2 78 1 19.2
255 6 200 95 3155 18.2 78 1 20.5
256 6 200 85 2965 15.8 78 1 20.2
257 4 140 88 2720 15.4 78 1 25.1
258 6 225 100 3430 17.2 78 1 20.5
259 6 232 90 3210 17.2 78 1 19.4
260 6 231 105 3380 15.8 78 1 20.6
261 6 200 85 3070 16.7 78 1 20.8
262 6 225 110 3620 18.7 78 1 18.6
263 6 258 120 3410 15.1 78 1 18.1
264 8 305 145 3425 13.2 78 1 19.2
265 6 231 165 3445 13.4 78 1 17.7
266 8 302 139 3205 11.2 78 1 18.1
267 8 318 140 4080 13.7 78 1 17.5
268 4 98 68 2155 16.5 78 1 30
269 4 134 95 2560 14.2 78 3 27.5
270 4 119 97 2300 14.7 78 3 27.2
271 4 105 75 2230 14.5 78 1 30.9
272 4 134 95 2515 14.8 78 3 21.1
273 4 156 105 2745 16.7 78 1 23.2
274 4 151 85 2855 17.6 78 1 23.8
275 4 119 97 2405 14.9 78 3 23.9
276 5 131 103 2830 15.9 78 2 20.3
277 6 163 125 3140 13.6 78 2 17
278 4 121 115 2795 15.7 78 2 21.6
279 6 163 133 3410 15.8 78 2 16.2
280 4 89 71 1990 14.9 78 2 31.5
281 4 98 68 2135 16.6 78 3 29.5
282 6 231 115 3245 15.4 79 1 21.5
283 6 200 85 2990 18.2 79 1 19.8
284 4 140 88 2890 17.3 79 1 22.3
285 6 232 90 3265 18.2 79 1 20.2
286 6 225 110 3360 16.6 79 1 20.6
287 8 305 130 3840 15.4 79 1 17
288 8 302 129 3725 13.4 79 1 17.6
289 8 351 138 3955 13.2 79 1 16.5
290 8 318 135 3830 15.2 79 1 18.2
291 8 350 155 4360 14.9 79 1 16.9
292 8 351 142 4054 14.3 79 1 15.5
293 8 267 125 3605 15 79 1 19.2
294 8 360 150 3940 13 79 1 18.5
295 4 89 71 1925 14 79 2 31.9
296 4 86 65 1975 15.2 79 3 34.1
297 4 98 80 1915 14.4 79 1 35.7
298 4 121 80 2670 15 79 1 27.4
299 5 183 77 3530 20.1 79 2 25.4
300 8 350 125 3900 17.4 79 1 23
301 4 141 71 3190 24.8 79 2 27.2
302 8 260 90 3420 22.2 79 1 23.9
303 4 105 70 2200 13.2 79 1 34.2
304 4 105 70 2150 14.9 79 1 34.5
305 4 85 65 2020 19.2 79 3 31.8
306 4 91 69 2130 14.7 79 2 37.3
307 4 151 90 2670 16 79 1 28.4
308 6 173 115 2595 11.3 79 1 28.8
309 6 173 115 2700 12.9 79 1 26.8
310 4 151 90 2556 13.2 79 1 33.5
311 4 98 76 2144 14.7 80 2 41.5
312 4 89 60 1968 18.8 80 3 38.1
313 4 98 70 2120 15.5 80 1 32.1
314 4 86 65 2019 16.4 80 3 37.2
315 4 151 90 2678 16.5 80 1 28
316 4 140 88 2870 18.1 80 1 26.4
317 4 151 90 3003 20.1 80 1 24.3
318 6 225 90 3381 18.7 80 1 19.1
319 4 97 78 2188 15.8 80 2 34.3
320 4 134 90 2711 15.5 80 3 29.8
321 4 120 75 2542 17.5 80 3 31.3
322 4 119 92 2434 15 80 3 37
323 4 108 75 2265 15.2 80 3 32.2
324 4 86 65 2110 17.9 80 3 46.6
325 4 156 105 2800 14.4 80 1 27.9
326 4 85 65 2110 19.2 80 3 40.8
327 4 90 48 2085 21.7 80 2 44.3
328 4 90 48 2335 23.7 80 2 43.4
329 5 121 67 2950 19.9 80 2 36.4
330 4 146 67 3250 21.8 80 2 30
331 4 91 67 1850 13.8 80 3 44.6
332 4 85 ? 1835 17.3 80 2 40.9
333 4 97 67 2145 18 80 3 33.8
334 4 89 62 1845 15.3 80 2 29.8
335 6 168 132 2910 11.4 80 3 32.7
336 3 70 100 2420 12.5 80 3 23.7
337 4 122 88 2500 15.1 80 2 35
338 4 140 ? 2905 14.3 80 1 23.6
339 4 107 72 2290 17 80 3 32.4
340 4 135 84 2490 15.7 81 1 27.2
341 4 151 84 2635 16.4 81 1 26.6
342 4 156 92 2620 14.4 81 1 25.8
343 6 173 110 2725 12.6 81 1 23.5
344 4 135 84 2385 12.9 81 1 30
345 4 79 58 1755 16.9 81 3 39.1
346 4 86 64 1875 16.4 81 1 39
347 4 81 60 1760 16.1 81 3 35.1
348 4 97 67 2065 17.8 81 3 32.3
349 4 85 65 1975 19.4 81 3 37
350 4 89 62 2050 17.3 81 3 37.7
351 4 91 68 1985 16 81 3 34.1
352 4 105 63 2215 14.9 81 1 34.7
353 4 98 65 2045 16.2 81 1 34.4
354 4 98 65 2380 20.7 81 1 29.9
355 4 105 74 2190 14.2 81 2 33
356 4 100 ? 2320 15.8 81 2 34.5
357 4 107 75 2210 14.4 81 3 33.7
358 4 108 75 2350 16.8 81 3 32.4
359 4 119 100 2615 14.8 81 3 32.9
360 4 120 74 2635 18.3 81 3 31.6
361 4 141 80 3230 20.4 81 2 28.1
362 6 145 76 3160 19.6 81 2 30.7
363 6 168 116 2900 12.6 81 3 25.4
364 6 146 120 2930 13.8 81 3 24.2
365 6 231 110 3415 15.8 81 1 22.4
366 8 350 105 3725 19 81 1 26.6
367 6 200 88 3060 17.1 81 1 20.2
368 6 225 85 3465 16.6 81 1 17.6
369 4 112 88 2605 19.6 82 1 28
370 4 112 88 2640 18.6 82 1 27
371 4 112 88 2395 18 82 1 34
372 4 112 85 2575 16.2 82 1 31
373 4 135 84 2525 16 82 1 29
374 4 151 90 2735 18 82 1 27
375 4 140 92 2865 16.4 82 1 24
376 4 151 ? 3035 20.5 82 1 23
377 4 105 74 1980 15.3 82 2 36
378 4 91 68 2025 18.2 82 3 37
379 4 91 68 1970 17.6 82 3 31
380 4 105 63 2125 14.7 82 1 38
381 4 98 70 2125 17.3 82 1 36
382 4 120 88 2160 14.5 82 3 36
383 4 107 75 2205 14.5 82 3 36
384 4 108 70 2245 16.9 82 3 34
385 4 91 67 1965 15 82 3 38
386 4 91 67 1965 15.7 82 3 32
387 4 91 67 1995 16.2 82 3 38
388 6 181 110 2945 16.4 82 1 25
389 6 262 85 3015 17 82 1 38
390 4 156 92 2585 14.5 82 1 26
391 6 232 112 2835 14.7 82 1 22
392 4 144 96 2665 13.9 82 3 32
393 4 135 84 2370 13 82 1 36
394 4 151 90 2950 17.3 82 1 27
395 4 140 86 2790 15.6 82 1 27
396 4 97 52 2130 24.6 82 2 44
397 4 135 84 2295 11.6 82 1 32
398 4 120 79 2625 18.6 82 1 28
399 4 119 82 2720 19.4 82 1 31