From 8c78dba14e34e5b4f498484b6e9398b14ab3677f Mon Sep 17 00:00:00 2001 From: Harold-Ran <56714856+Harold-Ran@users.noreply.github.com> Date: Tue, 26 Jan 2021 16:48:23 +0800 Subject: [PATCH] Add PCA file --- PCA/PCA.ipynb | 289 +++++++++++++++++++++++++++++++++++++ PCA/cars.csv | 388 ++++++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 677 insertions(+) create mode 100644 PCA/PCA.ipynb create mode 100644 PCA/cars.csv diff --git a/PCA/PCA.ipynb b/PCA/PCA.ipynb new file mode 100644 index 0000000..f8de52c --- /dev/null +++ b/PCA/PCA.ipynb @@ -0,0 +1,289 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time: 0.14439177513122559\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import time \n", + "\n", + "\n", + "#定义加载数据的函数\n", + "def load_data(file):\n", + " '''\n", + " INPUT:\n", + " file - (str) 数据文件的路径\n", + " \n", + " OUTPUT:\n", + " df - (dataframe) 读取的数据表格\n", + " X - (array) 特征数据数组\n", + " \n", + " '''\n", + " df = pd.read_csv(file) #读取csv文件\n", + " df.drop('Sports', axis=1, inplace=True) #去掉类别数据\n", + " X = np.asarray(df.values).T #将数据转换成数组\n", + " return df, X\n", + "\n", + "\n", + "#定义规范化函数，对每一列特征进行规范化处理，使其成为期望为0方差为1的标准分布\n", + "def Normalize(X):\n", + " '''\n", + " INPUT:\n", + " X - (array) 特征数据数组\n", + " \n", + " OUTPUT:\n", + " X - (array) 规范化处理后的特征数据数组\n", + " \n", + " '''\n", + " m, n = X.shape\n", + " for i in range(m):\n", + " E_xi = np.mean(X[i]) #第i列特征的期望\n", + " Var_xi = np.var(X[i], ddof=1) #第i列特征的方差\n", + " for j in range(n):\n", + " X[i][j] = (X[i][j] - E_xi) / np.sqrt(Var_xi) #对第i列特征的第j条数据进行规范化处理\n", + " return X\n", + "\n", + "\n", + "#定义奇异值分解函数，计算V矩阵和特征值\n", + "def cal_V(X):\n", + " '''\n", + " INPUT:\n", + " X - (array) 特征数据数组\n", + " \n", + " OUTPUT:\n", + " eigvalues - (list) 特征值列表，其中特征值按从大到小排列\n", + " V - (array) V矩阵\n", + " \n", + " '''\n", + " newX = X.T / np.sqrt(X.shape[1]-1) #构造新矩阵X'\n", + " Sx = np.matmul(newX.T, newX) #计算X的协方差矩阵Sx = X'.T * X'\n", + " V_T = [] #用于保存V的转置\n", + " w, v = np.linalg.eig(Sx) #计算Sx的特征值和对应的特征向量，即为X’的奇异值和奇异向量\n", + " tmp = {} #定义一个字典用于保存特征值和特征向量，字典的键为特征值，值为对应的特征向量\n", + " for i in range(len(w)):\n", + " tmp[w[i]] = v[i]\n", + " eigvalues = sorted(tmp, reverse=True) #将特征值逆序排列后保存到eigvalues列表中\n", + " for i in eigvalues:\n", + " d = 0\n", + " for j in range(len(tmp[i])):\n", + " d += tmp[i][j] ** 2\n", + " V_T.append(tmp[i] / np.sqrt(d)) #计算特征值i的单位特征向量，即为V矩阵的列向量，将其保存到V_T中\n", + " V = np.array(V_T).T #对V_T进行转置得到V矩阵\n", + " return eigvalues, V\n", + "\n", + "\n", + "#定义主成分分析函数\n", + "def do_pca(X, k):\n", + " '''\n", + " INPUT:\n", + " X - (array) 特征数据数组\n", + " k - (int) 设定的主成分个数\n", + " \n", + " OUTPUT:\n", + " fac_load - (array) 因子负荷量数组\n", + " dimrates - (list) 可解释偏差列表\n", + " Y - (array) 主成分矩阵\n", + " \n", + " '''\n", + " eigvalues, V = cal_V(X) #计算特征值和V矩阵\n", + " Vk = V[:, :k] #取V矩阵的前k列\n", + " Y = np.matmul(Vk.T, X) #计算主成分矩阵，将m*n的样本矩阵X转换成k*n的样本主成分矩阵\n", + " dimrates = [i / sum(eigvalues) for i in eigvalues[:k]] #计算可解释偏差，即前k个奇异值中每个奇异值占奇异值总和的比例，这个比例表示主成分i可解释原始数据中的可变性的比例\n", + " fac_load = np.zeros((k, X.shape[0])) #用来保存主成分的因子负荷量\n", + " for i in range(k): \n", + " for j in range(X.shape[0]):\n", + " fac_load[i][j] = np.sqrt(eigvalues[i]) * Vk[j][i] / np.sqrt(np.var(X[j])) #计算主成分i对应原始特征j的因子负荷量，保存到fac_load中\n", + " return fac_load, dimrates, Y\n", + "\n", + "\n", + "if __name__ == \"__main__\":\n", + " df, X = load_data('cars.csv') #加载数据\n", + " start = time.time() #保存开始时间\n", + " X = Normalize(X) #对样本数据进行规范化处理\n", + " k = 3 #设定主成分个数为3\n", + " fac_load, dimrates, Y = do_pca(X, k) #进行主成分分析\n", + " pca_result = pd.DataFrame(fac_load, index=['Dimension1', 'Dimension2', 'Dimension3'], columns=df.columns) #将结果保存为dataframe格式\n", + " pca_result['Explained Variance'] = dimrates #将可解释偏差保存到pca_result的'Explained Variance'列\n", + " end = time.time() #保存结束时间\n", + " print('Time:', end-start)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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SUVWagonMinivanPickupAWDRWDRetailDealerEngineCylindersHorsepowerCityMPGHighwayMPGWeightWheelbaseLengthWidthExplained Variance
Dimension10.093402-1.203972-0.2384520.744765-0.8177940.628960-1.410562-0.913081-0.3540610.306548-0.718787-0.0120870.7761560.3065250.024460-0.1657100.0049590.435236
Dimension20.2188850.381160-0.8257740.2881590.3514360.299775-0.5313480.8514090.3885870.181236-0.198039-0.0064270.286177-0.519626-0.205063-0.214403-0.0094510.166736
Dimension3-0.0383480.014097-0.065819-1.162422-0.4582300.171052-0.3346200.0875110.181597-0.024812-0.0540030.0012390.060208-0.069595-0.023274-0.027595-0.0261040.103441
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" + ], + "text/plain": [ + " SUV Wagon Minivan Pickup AWD RWD \\\n", + "Dimension1 0.093402 -1.203972 -0.238452 0.744765 -0.817794 0.628960 \n", + "Dimension2 0.218885 0.381160 -0.825774 0.288159 0.351436 0.299775 \n", + "Dimension3 -0.038348 0.014097 -0.065819 -1.162422 -0.458230 0.171052 \n", + "\n", + " Retail Dealer Engine Cylinders Horsepower CityMPG \\\n", + "Dimension1 -1.410562 -0.913081 -0.354061 0.306548 -0.718787 -0.012087 \n", + "Dimension2 -0.531348 0.851409 0.388587 0.181236 -0.198039 -0.006427 \n", + "Dimension3 -0.334620 0.087511 0.181597 -0.024812 -0.054003 0.001239 \n", + "\n", + " HighwayMPG Weight Wheelbase Length Width \\\n", + "Dimension1 0.776156 0.306525 0.024460 -0.165710 0.004959 \n", + "Dimension2 0.286177 -0.519626 -0.205063 -0.214403 -0.009451 \n", + "Dimension3 0.060208 -0.069595 -0.023274 -0.027595 -0.026104 \n", + "\n", + " Explained Variance \n", + "Dimension1 0.435236 \n", + "Dimension2 0.166736 \n", + "Dimension3 0.103441 " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pca_result" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/PCA/cars.csv b/PCA/cars.csv new file mode 100644 index 0000000..4ec64a1 --- /dev/null +++ b/PCA/cars.csv @@ -0,0 +1,388 @@ +Sports,SUV,Wagon,Minivan,Pickup,AWD,RWD,Retail,Dealer,Engine,Cylinders,Horsepower,CityMPG,HighwayMPG,Weight,Wheelbase,Length,Width +Acura 3.5 RL,0,0,0,0,0,0,0,43755,39014,3.5,6,225,18,24,3880,115,197,72 +Acura 3.5 RL Navigation,0,0,0,0,0,0,0,46100,41100,3.5,6,225,18,24,3893,115,197,72 +Acura MDX,0,1,0,0,0,1,0,36945,33337,3.5,6,265,17,23,4451,106,189,77 +Acura NSX S,1,0,0,0,0,0,1,89765,79978,3.2,6,290,17,24,3153,100,174,71 +Acura RSX,0,0,0,0,0,0,0,23820,21761,2.0,4,200,24,31,2778,101,172,68 +Acura TL,0,0,0,0,0,0,0,33195,30299,3.2,6,270,20,28,3575,108,186,72 +Acura TSX,0,0,0,0,0,0,0,26990,24647,2.4,4,200,22,29,3230,105,183,69 +Audi A4 1.8T,0,0,0,0,0,0,0,25940,23508,1.8,4,170,22,31,3252,104,179,70 +Audi A4 1.8T convertible,0,0,0,0,0,0,0,35940,32506,1.8,4,170,23,30,3638,105,180,70 +Audi A4 3.0 convertible,0,0,0,0,0,0,0,42490,38325,3.0,6,220,20,27,3814,105,180,70 +Audi A4 3.0,0,0,0,0,0,0,0,31840,28846,3.0,6,220,20,28,3462,104,179,70 +Audi A4 3.0 Quattro manual,0,0,0,0,0,1,0,33430,30366,3.0,6,220,17,26,3583,104,179,70 +Audi A4 3.0 Quattro auto,0,0,0,0,0,1,0,34480,31388,3.0,6,220,18,25,3627,104,179,70 +Audi A4 3.0 Quattro convertible,0,0,0,0,0,1,0,44240,40075,3.0,6,220,18,25,4013,105,180,70 +Audi A6 2.7 Turbo Quattro four-door,0,0,0,0,0,1,0,42840,38840,2.7,6,250,18,25,3836,109,192,71 +Audi A6 3.0,0,0,0,0,0,0,0,36640,33129,3.0,6,220,20,27,3561,109,192,71 +Audi A6 3.0 Avant Quattro,0,0,1,0,0,1,0,40840,37060,3.0,6,220,18,25,4035,109,192,71 +Audi A6 3.0 Quattro,0,0,0,0,0,1,0,39640,35992,3.0,6,220,18,25,3880,109,192,71 +Audi A6 4.2 Quattro,0,0,0,0,0,1,0,49690,44936,4.2,8,300,17,24,4024,109,193,71 +Audi A8 L Quattro,0,0,0,0,0,1,0,69190,64740,4.2,8,330,17,24,4399,121,204,75 +Audi S4 Avant Quattro,0,0,1,0,0,1,0,49090,44446,4.2,8,340,15,21,3936,104,179,70 +Audi S4 Quattro,0,0,0,0,0,1,0,48040,43556,4.2,8,340,14,20,3825,104,179,70 +Audi RS 6,1,0,0,0,0,0,0,84600,76417,4.2,8,450,15,22,4024,109,191,78 +Audi TT 1.8,1,0,0,0,0,0,0,35940,32512,1.8,4,180,20,28,3131,95,159,73 +Audi TT 1.8 Quattro,1,0,0,0,0,1,0,37390,33891,1.8,4,225,20,28,2921,96,159,73 +Audi TT 3.2,1,0,0,0,0,1,0,40590,36739,3.2,6,250,21,29,3351,96,159,73 +BMW 325i,0,0,0,0,0,0,1,28495,26155,2.5,6,184,20,29,3219,107,176,69 +BMW 325Ci,0,0,0,0,0,0,1,30795,28245,2.5,6,184,20,29,3197,107,177,69 +BMW 325Ci convertible,0,0,0,0,0,0,1,37995,34800,2.5,6,184,19,27,3560,107,177,69 +BMW 325xi,0,0,0,0,0,1,0,30245,27745,2.5,6,184,19,27,3461,107,176,69 +BMW 325xi Sport,0,0,1,0,0,1,0,32845,30110,2.5,6,184,19,26,3594,107,176,69 +BMW 330Ci,0,0,0,0,0,0,1,36995,33890,3.0,6,225,20,30,3285,107,176,69 +BMW 330Ci convertible,0,0,0,0,0,0,1,44295,40530,3.0,6,225,19,28,3616,107,177,69 +BMW 330i,0,0,0,0,0,0,1,35495,32525,3.0,6,225,20,30,3285,107,176,69 +BMW 330xi,0,0,0,0,0,1,0,37245,34115,3.0,6,225,20,29,3483,107,176,69 +BMW 525i four-door,0,0,0,0,0,0,1,39995,36620,2.5,6,184,19,28,3428,114,191,73 +BMW 530i four-door,0,0,0,0,0,0,1,44995,41170,3.0,6,225,20,30,3472,114,191,73 +BMW 545iA four-door,0,0,0,0,0,0,1,54995,50270,4.4,8,325,18,26,3814,114,191,73 +BMW 745i four-door,0,0,0,0,0,0,1,69195,63190,4.4,8,325,18,26,4376,118,198,75 +BMW 745Li four-door,0,0,0,0,0,0,1,73195,66830,4.4,8,325,18,26,4464,123,204,75 +BMW M3,1,0,0,0,0,0,1,48195,44170,3.2,6,333,16,24,3415,108,177,70 +BMW M3 convertible,1,0,0,0,0,0,1,56595,51815,3.2,6,333,16,23,3781,108,177,70 +BMW X3 3.0i,0,1,0,0,0,1,0,37000,33873,3.0,6,225,16,23,4023,110,180,73 +BMW X5 4.4i,0,1,0,0,0,1,0,52195,47720,4.4,8,325,16,22,4824,111,184,74 +BMW Z4 convertible 2.5i two-door,1,0,0,0,0,0,1,33895,31065,2.5,6,184,20,28,2932,98,161,70 +BMW Z4 convertible 3.0i two-door,1,0,0,0,0,0,1,41045,37575,3.0,6,225,21,29,2998,98,161,70 +Buick Century Custom,0,0,0,0,0,0,0,22180,20351,3.1,6,175,20,30,3353,109,195,73 +Buick LeSabre Custom four-door,0,0,0,0,0,0,0,26470,24282,3.8,6,205,20,29,3567,112,200,74 +Buick LeSabre Limited,0,0,0,0,0,0,0,32245,29566,3.8,6,205,20,29,3591,112,200,74 +Buick Park Avenue,0,0,0,0,0,0,0,35545,32244,3.8,6,205,20,29,3778,114,207,75 +Buick Park Avenue Ultra,0,0,0,0,0,0,0,40720,36927,3.8,6,240,18,28,3909,114,207,75 +Buick Rainier,0,1,0,0,0,1,0,37895,34357,4.2,6,275,15,21,4600,113,193,75 +Buick Regal GS,0,0,0,0,0,0,0,28345,26047,3.8,6,240,18,28,3536,109,196,73 +Buick Regal LS,0,0,0,0,0,0,0,24895,22835,3.8,6,200,20,30,3461,109,196,73 +Buick Rendezvous CX,0,1,0,0,0,0,0,26545,24085,3.4,6,185,19,26,4024,112,187,74 +Cadillac CTS VVT,0,0,0,0,0,0,1,30835,28575,3.6,6,255,18,25,3694,113,190,71 +Cadillac Deville,0,0,0,0,0,0,0,45445,41650,4.6,8,275,18,26,3984,115,207,74 +Cadillac Deville DTS,0,0,0,0,0,0,0,50595,46362,4.6,8,300,18,26,4044,115,207,74 +Cadillac Escaladet,0,1,0,0,0,0,0,52795,48377,5.3,8,295,14,18,5367,116,199,79 +Cadillac Seville,0,0,0,0,0,0,0,47955,43841,4.6,8,275,18,26,3992,112,201,75 +Cadillac SRX V8,0,1,0,0,0,0,0,46995,43523,4.6,8,320,16,21,4302,116,195,73 +Cadillac XLR,1,0,0,0,0,0,1,76200,70546,4.6,8,320,17,25,3647,106,178,72 +Chevrolet Aveo,0,0,0,0,0,0,0,11690,10965,1.6,4,103,28,34,2370,98,167,66 +Chevrolet Astro,0,0,0,1,0,1,0,26395,23954,4.3,6,190,14,17,4605,111,190,78 +Chevrolet Aveo LS,0,0,0,0,0,0,0,12585,11802,1.6,4,103,28,34,2348,98,153,66 +Chevrolet Cavalier two-door,0,0,0,0,0,0,0,14610,13697,2.2,4,140,26,37,2617,104,183,69 +Chevrolet Cavalier four-door,0,0,0,0,0,0,0,14810,13884,2.2,4,140,26,37,2676,104,183,68 +Chevrolet Cavalier LS,0,0,0,0,0,0,0,16385,15357,2.2,4,140,26,37,2617,104,183,69 +Chevrolet Corvette,1,0,0,0,0,0,1,44535,39068,5.7,8,350,18,25,3246,105,180,74 +Chevrolet Corvette convertible,1,0,0,0,0,0,1,51535,45193,5.7,8,350,18,25,3248,105,180,74 +Chevrolet Impala,0,0,0,0,0,0,0,21900,20095,3.4,6,180,21,32,3465,111,200,73 +Chevrolet Impala LS,0,0,0,0,0,0,0,25000,22931,3.8,6,200,20,30,3476,111,200,73 +Chevrolet Impala SS,0,0,0,0,0,0,0,27995,25672,3.8,6,240,18,28,3606,111,200,73 +Chevrolet Malibu,0,0,0,0,0,0,0,18995,17434,2.2,4,145,24,34,3174,106,188,70 +Chevrolet Malibu LS,0,0,0,0,0,0,0,20370,18639,3.5,6,200,22,30,3297,106,188,70 +Chevrolet Malibu LT,0,0,0,0,0,0,0,23495,21551,3.5,6,200,23,32,3315,106,188,70 +Chevrolet Malibu Maxx,0,0,1,0,0,0,0,22225,20394,3.5,6,200,22,30,3458,112,188,70 +Chevrolet Monte Carlo LS,0,0,0,0,0,0,0,21825,20026,3.4,6,180,21,32,3340,111,198,73 +Chevrolet Monte Carlo SS,0,0,0,0,0,0,0,24225,22222,3.8,6,200,18,28,3434,111,198,73 +Chevrolet Suburban 1500 LT,0,1,0,0,0,0,0,42735,37422,5.3,8,295,14,18,4947,130,219,79 +Chevrolet Tahoe LT,0,1,0,0,0,1,0,41465,36287,5.3,8,295,14,18,5050,116,197,79 +Chevrolet Tracker,0,1,0,0,0,0,0,20255,19108,2.5,6,165,19,22,2866,98,163,67 +Chevrolet TrailBlazer LT,0,1,0,0,0,0,0,30295,27479,4.2,6,275,16,21,4425,113,192,75 +Chevrolet Venture LS,0,0,0,1,0,0,0,27020,24518,3.4,6,185,19,26,3699,112,187,72 +Chrysler 300M,0,0,0,0,0,0,0,29865,27797,3.5,6,250,18,27,3581,113,198,74 +Chrysler 300M Special Edition,0,0,0,0,0,0,0,33295,30884,3.5,6,255,18,27,3650,113,198,74 +Chrysler Concorde LX,0,0,0,0,0,0,0,24130,22452,2.7,6,200,21,29,3479,113,208,74 +Chrysler Concorde LXi,0,0,0,0,0,0,0,26860,24909,3.5,6,232,19,27,3548,113,208,74 +Chrysler Crossfire,1,0,0,0,0,0,1,34495,32033,3.2,6,215,17,25,3060,95,160,70 +Chrysler Pacifica,0,0,1,0,0,0,1,31230,28725,3.5,6,250,17,23,4675,116,199,79 +Chrysler PT Cruiser,0,0,0,0,0,0,0,17985,16919,2.4,4,150,22,29,3101,103,169,67 +Chrysler PT Cruiser GT,0,0,0,0,0,0,0,25955,24172,2.4,4,220,21,27,3217,103,169,67 +Chrysler PT Cruiser Limited,0,0,0,0,0,0,0,22000,20573,2.4,4,150,22,29,3105,103,169,67 +Chrysler Sebring,0,0,0,0,0,0,0,19090,17805,2.4,4,150,22,30,3173,108,191,71 +Chrysler Sebring Touring,0,0,0,0,0,0,0,21840,20284,2.7,6,200,21,28,3222,108,191,71 +Chrysler Sebring convertible,0,0,0,0,0,0,0,25215,23451,2.4,4,150,22,30,3357,106,194,64 +Chrysler Sebring Limited convertible,0,0,0,0,0,0,0,30950,28613,2.7,6,200,21,28,3448,106,194,69 +Chrysler Town and Country LX,0,0,0,1,0,0,0,27490,25371,3.3,6,180,19,26,4068,119,201,79 +Chrysler Town and Country Limited,0,0,0,1,0,0,0,38380,35063,3.8,6,215,18,25,4331,119,201,79 +Dodge Caravan SE,0,0,0,1,0,0,0,21795,20508,2.4,4,150,20,26,3862,113,189,79 +Dodge Durango SLT,0,1,0,0,0,1,0,32235,29472,4.7,8,230,15,21,4987,119,201,76 +Dodge Grand Caravan SXT,0,0,0,1,0,1,0,32660,29812,3.8,6,215,18,25,4440,119,201,79 +Dodge Intrepid ES,0,0,0,0,0,0,0,24885,23058,3.5,6,232,18,27,3487,113,204,75 +Dodge Intrepid SE,0,0,0,0,0,0,0,22035,20502,2.7,6,200,21,29,3469,113,204,75 +Dodge Neon SE,0,0,0,0,0,0,0,13670,12849,2.0,4,132,29,36,2581,105,174,67 +Dodge Neon SXT,0,0,0,0,0,0,0,15040,14086,2.0,4,132,29,36,2626,105,174,67 +Dodge Stratus SXT,0,0,0,0,0,0,0,18820,17512,2.4,4,150,21,28,3182,108,191,71 +Dodge Stratus SE,0,0,0,0,0,0,0,20220,18821,2.4,4,150,21,28,3175,108,191,71 +Ford Crown Victoria,0,0,0,0,0,0,1,24345,22856,4.6,8,224,17,25,4057,115,212,78 +Ford Crown Victoria LX,0,0,0,0,0,0,1,27370,25105,4.6,8,224,17,25,4057,115,212,78 +Ford Crown Victoria LX Sport,0,0,0,0,0,0,1,30315,27756,4.6,8,239,17,25,4057,115,212,78 +Ford Escape XLS,0,1,0,0,0,1,0,22515,20907,3.0,6,201,18,23,3346,103,173,70 +Ford Expedition 4.6 XLT,0,1,0,0,0,0,0,34560,30468,4.6,8,232,15,19,5000,119,206,79 +Ford Explorer XLT V6,0,1,0,0,0,1,0,29670,26983,4.0,6,210,15,20,4463,114,190,72 +Ford Focus LX,0,0,0,0,0,0,0,13730,12906,2.0,4,110,27,36,2606,103,168,67 +Ford Focus SE,0,0,0,0,0,0,0,15460,14496,2.0,4,130,26,33,2606,103,168,67 +Ford Focus SVT,0,0,0,0,0,0,0,19135,17878,2.0,4,170,21,28,2750,103,168,67 +Ford Focus ZTW,0,0,1,0,0,0,0,17475,16375,2.0,4,130,26,33,2702,103,178,67 +Ford Focus ZX5,0,0,0,0,0,0,0,15580,14607,2.0,4,130,26,33,2691,103,168,67 +Ford Focus ZX3,0,0,0,0,0,0,0,13270,12482,2.0,4,130,26,33,2612,103,168,67 +Ford Freestar SE,0,0,0,1,0,0,0,26930,24498,3.9,6,193,17,23,4275,121,201,77 +Ford Mustang,1,0,0,0,0,0,1,18345,16943,3.8,6,193,20,29,3290,101,183,73 +Ford Mustang GT Premium,1,0,0,0,0,0,1,29380,26875,4.6,8,260,17,25,3347,101,183,73 +Ford Taurus LX,0,0,0,0,0,0,0,20320,18881,3.0,6,155,20,27,3306,109,198,73 +Ford Taurus SE,0,0,1,0,0,0,0,22290,20457,3.0,6,155,19,26,3497,109,198,73 +Ford Taurus SES Duratec,0,0,0,0,0,0,0,22735,20857,3.0,6,201,19,26,3313,109,198,73 +Ford Thunderbird Deluxe,1,0,0,0,0,0,0,37530,34483,3.9,8,280,17,24,3780,107,186,72 +GMC Envoy XUV SLE,0,1,0,0,0,0,0,31890,28922,4.2,6,275,15,19,4945,129,208,75 +GMC Safari SLE,0,0,0,1,0,0,1,25640,23215,4.3,6,190,16,20,4309,111,190,78 +GMC Yukon 1500 SLE,0,1,0,0,0,0,0,35725,31361,4.8,8,285,16,19,5042,116,199,79 +GMC Yukon XL 2500 SLT,0,1,0,0,0,1,0,46265,40534,6.0,8,325,13,17,6133,130,219,79 +Honda Accord EX,0,0,0,0,0,0,0,22260,20080,2.4,4,160,26,34,3047,105,188,71 +Honda Accord EX V6,0,0,0,0,0,0,0,26960,24304,3.0,6,240,21,30,3294,105,188,71 +Honda Accord LX,0,0,0,0,0,0,0,19860,17924,2.4,4,160,26,34,2994,105,188,71 +Honda Accord LX V6,0,0,0,0,0,0,0,23760,21428,3.0,6,240,21,30,3349,108,190,72 +Honda Civic EX,0,0,0,0,0,0,0,17750,16265,1.7,4,127,32,37,2601,103,175,68 +Honda Civic DX,0,0,0,0,0,0,0,13270,12175,1.7,4,115,32,38,2432,103,175,67 +Honda Civic HX,0,0,0,0,0,0,0,14170,12996,1.7,4,117,36,44,2500,103,175,67 +Honda Civic LX,0,0,0,0,0,0,0,15850,14531,1.7,4,115,32,38,2513,103,175,68 +Honda Civic Si,0,0,0,0,0,0,0,19490,17849,2.0,4,160,26,30,2782,101,166,67 +Honda Civic Hybrid,0,0,0,0,0,0,0,20140,18451,1.4,4,93,46,51,2732,103,175,68 +Honda CR-V LX,0,1,0,0,0,1,0,19860,18419,2.4,4,160,21,25,3258,103,179,70 +Honda Element LX,0,1,0,0,0,1,0,18690,17334,2.4,4,160,21,24,3468,101,167,72 +Honda Insight,0,0,0,0,0,0,0,19110,17911,2.0,3,73,60,66,1850,95,155,67 +Honda Odyssey EX,0,0,0,1,0,0,0,27450,24744,3.5,6,240,18,25,4365,118,201,76 +Honda Odyssey LX,0,0,0,1,0,0,0,24950,22498,3.5,6,240,18,25,4310,118,201,76 +Honda Pilot LX,0,1,0,0,0,1,0,27560,24843,3.5,6,240,17,22,4387,106,188,77 +Honda S2000,1,0,0,0,0,0,1,33260,29965,2.2,4,240,20,25,2835,95,162,69 +Hummer H2,0,1,0,0,0,1,0,49995,45815,6.0,8,316,10,12,6400,123,190,81 +Hyundai Accent,0,0,0,0,0,0,0,10539,10107,1.6,4,103,29,33,2255,96,167,66 +Hyundai Accent GL,0,0,0,0,0,0,0,11839,11116,1.6,4,103,29,33,2290,96,167,66 +Hyundai Accent GT,0,0,0,0,0,0,0,11939,11209,1.6,4,103,29,33,2339,96,167,66 +Hyundai Elantra GLS,0,0,0,0,0,0,0,13839,12781,2.0,4,138,26,34,2635,103,178,68 +Hyundai Elantra GT,0,0,0,0,0,0,0,15389,14207,2.0,4,138,26,34,2635,103,178,68 +Hyundai Elantra GT hatch,0,0,0,0,0,0,0,15389,14207,2.0,4,138,26,34,2698,103,178,68 +Hyundai Santa Fe GLS,0,1,0,0,0,0,0,21589,20201,2.7,6,173,20,26,3549,103,177,73 +Hyundai Sonata GLS,0,0,0,0,0,0,0,19339,17574,2.7,6,170,19,27,3217,106,187,72 +Hyundai Sonata LX,0,0,0,0,0,0,0,20339,18380,2.7,6,170,19,27,3217,106,187,72 +Hyundai Tiburon GT V6,1,0,0,0,0,0,0,18739,17101,2.7,6,172,19,26,3023,100,173,69 +Hyundai XG350,0,0,0,0,0,0,0,24589,22055,3.5,6,194,17,26,3651,108,192,72 +Hyundai XG350 L,0,0,0,0,0,0,0,26189,23486,3.5,6,194,17,26,3651,108,192,72 +Infiniti FX35,0,0,1,0,0,0,1,34895,31756,3.5,6,280,16,22,4056,112,189,76 +Infiniti FX45,0,0,1,0,0,1,0,36395,33121,4.5,8,315,15,19,4309,112,189,76 +Infiniti G35,0,0,0,0,0,0,1,28495,26157,3.5,6,260,18,26,3336,112,187,69 +Infiniti G35 Sport Coupe,0,0,0,0,0,0,1,29795,27536,3.5,6,280,18,26,3416,112,182,72 +Infiniti G35 AWD,0,0,0,0,0,1,0,32445,29783,3.5,6,260,18,26,3677,112,187,69 +Infiniti I35,0,0,0,0,0,0,0,31145,28320,3.5,6,255,19,26,3306,108,194,70 +Infiniti M45,0,0,0,0,0,0,1,42845,38792,4.5,8,340,17,23,3851,110,197,70 +Infiniti Q45 Luxury,0,0,0,0,0,0,1,52545,47575,4.5,8,340,17,23,3977,113,200,73 +Isuzu Ascender S,0,1,0,0,0,1,0,31849,29977,4.2,6,275,15,20,4967,129,208,76 +Isuzu Rodeo S,0,1,0,0,0,0,0,20449,19261,3.2,6,193,17,21,3836,106,178,70 +Jaguar S-Type 3.0,0,0,0,0,0,0,1,43895,40004,3.0,6,235,18,26,3777,115,192,72 +Jaguar S-Type 4.2,0,0,0,0,0,0,1,49995,45556,4.2,8,294,18,28,3874,115,192,72 +Jaguar S-Type R,0,0,0,0,0,0,1,63120,57499,4.2,8,390,17,24,4046,115,192,72 +Jaguar Vanden Plas,0,0,0,0,0,0,1,68995,62846,4.2,8,294,18,28,3803,119,200,73 +Jaguar X-Type 2.5,0,0,0,0,0,1,0,29995,27355,2.5,6,192,18,26,3428,107,184,70 +Jaguar X-Type 3.0,0,0,0,0,0,1,0,33995,30995,3.0,6,227,18,25,3516,107,184,70 +Jaguar XJ8,0,0,0,0,0,0,1,59995,54656,4.2,8,294,18,28,3803,119,200,73 +Jaguar XJR,0,0,0,0,0,0,1,74995,68306,4.2,8,390,17,24,3948,119,200,73 +Jaguar XK8 coupe,1,0,0,0,0,0,1,69995,63756,4.2,8,294,18,26,3779,102,187,71 +Jaguar XK8 convertible,1,0,0,0,0,0,1,74995,68306,4.2,8,294,18,26,3980,102,187,71 +Jaguar XKR coupe,1,0,0,0,0,0,1,81995,74676,4.2,8,390,16,23,3865,102,187,71 +Jaguar XKR convertible,1,0,0,0,0,0,1,86995,79226,4.2,8,390,16,23,4042,102,187,71 +Jeep Grand Cherokee Laredo,0,1,0,0,0,0,0,27905,25686,4.0,6,195,16,21,3790,106,181,72 +Jeep Liberty Sport,0,1,0,0,0,1,0,20130,18973,2.4,4,150,20,24,3826,104,174,72 +Jeep Wrangler Sahara,0,1,0,0,0,1,0,25520,23275,4.0,6,190,16,19,3575,93,150,67 +Kia Optima LX,0,0,0,0,0,0,0,16040,14910,2.4,4,138,23,30,3281,106,186,72 +Kia Optima LX V6,0,0,0,0,0,0,0,18435,16850,2.7,6,170,20,27,3279,106,186,72 +Kia Rio auto,0,0,0,0,0,0,0,11155,10705,1.6,4,104,25,32,2458,95,167,66 +Kia Rio manual,0,0,0,0,0,0,0,10280,9875,1.6,4,104,26,33,2403,95,167,66 +Kia Rio Cinco,0,0,1,0,0,0,0,11905,11410,1.6,4,104,26,33,2447,95,167,66 +Kia Sedona LX,0,0,0,1,0,0,0,20615,19400,3.5,6,195,16,22,4802,115,194,75 +Kia Sorento LX,0,1,0,0,0,0,0,19635,18630,3.5,6,192,16,19,4112,107,180,73 +Kia Spectra,0,0,0,0,0,0,0,12360,11630,1.8,4,124,24,32,2661,101,178,68 +Kia Spectra GS,0,0,0,0,0,0,0,13580,12830,1.8,4,124,24,32,2686,101,178,68 +Kia Spectra GSX,0,0,0,0,0,0,0,14630,13790,1.8,4,124,24,32,2697,101,178,68 +Land Rover Discovery SE,0,1,0,0,0,1,0,39250,35777,4.6,8,217,12,16,4576,100,185,74 +Land Rover Freelander SE,0,1,0,0,0,1,0,25995,23969,2.5,6,174,18,21,3577,101,175,71 +Land Rover Range Rover HSE,0,1,0,0,0,1,0,72250,65807,4.4,8,282,12,16,5379,113,195,76 +Lexus ES 330,0,0,0,0,0,0,0,32350,28755,3.3,6,225,20,29,3460,107,191,71 +Lexus GS 300,0,0,0,0,0,0,1,41010,36196,3.0,6,220,18,25,3649,110,189,71 +Lexus GS 430,0,0,0,0,0,0,1,48450,42232,4.3,8,300,18,23,3715,110,189,71 +Lexus GX 470,0,1,0,0,0,1,0,45700,39838,4.7,8,235,15,19,4740,110,188,74 +Lexus IS 300 manual,0,0,0,0,0,0,1,31045,27404,3.0,6,215,18,25,3255,105,177,68 +Lexus IS 300 auto,0,0,0,0,0,0,1,32415,28611,3.0,6,215,18,24,3285,105,177,68 +Lexus IS 300 SportCross,0,0,1,0,0,0,1,32455,28647,3.0,6,215,18,24,3410,105,177,68 +Lexus LS 430,0,0,0,0,0,0,1,55750,48583,4.3,8,290,18,25,3990,115,197,72 +Lexus LX 470,0,1,0,0,0,1,0,64800,56455,4.7,8,235,13,17,5590,112,193,76 +Lexus SC 430,1,0,0,0,0,0,1,63200,55063,4.3,8,300,18,23,3840,103,178,72 +Lexus RX 330,0,1,0,0,0,1,0,39195,34576,3.3,6,230,18,24,4065,107,186,73 +Lincoln Aviator Ultimate,0,1,0,0,0,0,0,42915,39443,4.6,8,302,13,18,4834,114,193,76 +Lincoln LS V6 Luxury,0,0,0,0,0,0,1,32495,29969,3.0,6,232,20,26,3681,115,194,73 +Lincoln LS V6 Premium,0,0,0,0,0,0,1,36895,33929,3.0,6,232,20,26,3681,115,194,73 +Lincoln LS V8 Sport,0,0,0,0,0,0,1,40095,36809,3.9,8,280,17,24,3768,115,194,73 +Lincoln LS V8 Ultimate,0,0,0,0,0,0,1,43495,39869,3.9,8,280,17,24,3768,115,194,73 +Lincoln Navigator Luxury,0,1,0,0,0,1,0,52775,46360,5.4,8,300,13,18,5969,119,206,80 +Lincoln Town Car Signature,0,0,0,0,0,0,1,41815,38418,4.6,8,239,17,25,4369,118,215,78 +Lincoln Town Car Ultimate,0,0,0,0,0,0,1,44925,41217,4.6,8,239,17,25,4369,118,215,78 +Lincoln Town Car Ultimate L,0,0,0,0,0,0,1,50470,46208,4.6,8,239,17,25,4474,124,221,78 +Mazda6 i,0,0,0,0,0,0,0,19270,17817,2.3,4,160,24,32,3042,105,187,70 +Mazda MPV ES,0,0,0,1,0,0,0,28750,26600,3.0,6,200,18,25,3812,112,188,72 +Mazda MX-5 Miata,1,0,0,0,0,0,1,22388,20701,1.8,4,142,23,28,2387,89,156,66 +Mazda MX-5 Miata LS,1,0,0,0,0,0,1,25193,23285,1.8,4,142,23,28,2387,89,156,66 +Mazda Tribute DX 2.0,0,1,0,0,0,1,0,21087,19742,2.0,4,130,22,25,3091,103,173,72 +Mercedes-Benz C32 AMG,0,0,0,0,0,0,1,52120,48522,3.2,6,349,16,21,3540,107,178,68 +Mercedes-Benz C230 Sport,0,0,0,0,0,0,1,26060,24249,1.8,4,189,22,30,3250,107,178,68 +Mercedes-Benz C240,0,0,1,0,0,0,1,33780,31466,2.6,6,168,19,25,3470,107,179,68 +Mercedes-Benz C240 RWD,0,0,0,0,0,0,1,32280,30071,2.6,6,168,20,25,3360,107,178,68 +Mercedes-Benz C240 AWD,0,0,0,0,0,1,0,33480,31187,2.6,6,168,19,25,3360,107,178,68 +Mercedes-Benz C320,0,0,0,0,0,0,1,37630,35046,3.2,6,215,20,26,3450,107,178,68 +Mercedes-Benz C320 Sport two-door,0,0,0,0,0,0,1,28370,26435,3.2,6,215,19,26,3430,107,178,68 +Mercedes-Benz C320 Sport four-door,0,0,0,0,0,0,1,35920,33456,3.2,6,215,19,26,3430,107,178,68 +Mercedes-Benz CL500,0,0,0,0,0,0,1,94820,88324,5.0,8,302,16,24,4085,114,196,73 +Mercedes-Benz CL600,0,0,0,0,0,0,1,128420,119600,5.5,12,493,13,19,4473,114,196,73 +Mercedes-Benz CLK320,0,0,0,0,0,0,1,45707,41966,3.2,6,215,20,26,3770,107,183,69 +Mercedes-Benz CLK500,0,0,0,0,0,0,1,52800,49104,5.0,8,302,17,22,3585,107,183,69 +Mercedes-Benz E320,0,0,1,0,0,0,1,50670,47174,3.2,6,221,19,27,3966,112,190,71 +Mercedes-Benz E320 four-door,0,0,0,0,0,0,1,48170,44849,3.2,6,221,19,27,3635,112,190,71 +Mercedes-Benz E500,0,0,1,0,0,1,0,60670,56474,5.0,8,302,16,24,4230,112,190,71 +Mercedes-Benz E500 four-door,0,0,0,0,0,0,1,57270,53382,5.0,8,302,16,20,3815,112,190,71 +Mercedes-Benz G500,0,1,0,0,0,1,0,76870,71540,5.0,8,292,13,14,5423,112,186,71 +Mercedes-Benz ML500,0,1,0,0,0,1,0,46470,43268,5.0,8,288,14,17,4874,111,183,72 +Mercedes-Benz S430,0,0,0,0,0,0,1,74320,69168,4.3,8,275,18,26,4160,122,203,73 +Mercedes-Benz S500,0,0,0,0,0,1,0,86970,80939,5.0,8,302,16,24,4390,122,203,73 +Mercedes-Benz SL500,1,0,0,0,0,0,1,90520,84325,5.0,8,302,16,23,4065,101,179,72 +Mercedes-Benz SL55 AMG,1,0,0,0,0,0,1,121770,113388,5.5,8,493,14,21,4235,101,179,72 +Mercedes-Benz SL600,1,0,0,0,0,0,1,126670,117854,5.5,12,493,13,19,4429,101,179,72 +Mercedes-Benz SLK230,1,0,0,0,0,0,1,40320,37548,2.3,4,192,21,29,3055,95,158,68 +Mercedes-Benz SLK32 AMG,1,0,0,0,0,0,1,56170,52289,3.2,6,349,17,22,3220,95,158,68 +Mercury Grand Marquis GS,0,0,0,0,0,0,1,24695,23217,4.6,8,224,17,25,4052,115,212,78 +Mercury Grand Marquis LS Premium,0,0,0,0,0,0,1,29595,27148,4.6,8,224,17,25,4052,115,212,78 +Mercury Grand Marquis LS Ultimate,0,0,0,0,0,0,1,30895,28318,4.6,8,224,17,25,4052,115,212,78 +Mercury Marauder,0,0,0,0,0,0,1,34495,31558,4.6,8,302,17,23,4195,115,212,78 +Mercury Monterey Luxury,0,0,0,1,0,0,0,33995,30846,4.2,6,201,16,23,4340,121,202,77 +Mercury Mountaineer,0,1,0,0,0,0,0,29995,27317,4.0,6,210,16,21,4374,114,190,72 +Mercury Sable GS,0,0,1,0,0,0,0,22595,20748,3.0,6,155,19,26,3488,109,198,73 +Mercury Sable GS four-door,0,0,0,0,0,0,0,21595,19848,3.0,6,155,20,27,3308,109,200,73 +Mercury Sable LS Premium,0,0,0,0,0,0,0,23895,21918,3.0,6,201,19,26,3315,109,200,73 +Mini Cooper,0,0,0,0,0,0,0,16999,15437,1.6,4,115,28,37,2524,97,143,67 +Mini Cooper S,0,0,0,0,0,0,0,19999,18137,1.6,4,163,25,34,2678,97,144,67 +Mitsubishi Diamante LS,0,0,0,0,0,0,0,29282,27250,3.5,6,205,18,25,3549,107,194,70 +Mitsubishi Eclipse GTS,1,0,0,0,0,0,0,25092,23456,3.0,6,210,21,28,3241,101,177,69 +Mitsubishi Eclipse Spyder GT,1,0,0,0,0,0,0,26992,25218,3.0,6,210,21,28,3296,101,177,69 +Mitsubishi Endeavor,0,1,0,0,0,1,0,30492,28330,3.8,6,215,17,21,4134,109,190,74 +Mitsubishi Galant,0,0,0,0,0,0,0,25700,23883,3.8,6,230,18,26,3649,108,191,72 +Mitsubishi Lancer Evolution,1,0,0,0,0,0,0,29562,27466,2.0,4,271,18,26,3263,103,179,70 +Mitsubishi Montero,0,1,0,0,0,1,0,33112,30763,3.8,6,215,15,19,4718,110,190,75 +Mitsubishi Outlander,0,1,0,0,0,0,0,18892,17569,2.4,4,160,21,27,3240,103,179,69 +Nissan 350Z,1,0,0,0,0,0,1,26910,25203,3.5,6,287,20,26,3188,104,169,72 +Nissan 350Z Enthusiast,1,0,0,0,0,0,1,34390,31845,3.5,6,287,20,26,3428,104,169,72 +Nissan Altima S,0,0,0,0,0,0,0,19240,18030,2.5,4,175,21,26,3039,110,192,70 +Nissan Altima SE,0,0,0,0,0,0,0,23290,21580,3.5,6,245,21,26,3197,110,192,70 +Nissan Maxima SE,0,0,0,0,0,0,0,27490,25182,3.5,6,265,20,28,3473,111,194,72 +Nissan Maxima SL,0,0,0,0,0,0,0,29440,26966,3.5,6,265,20,28,3476,111,194,72 +Nissan Murano,0,0,1,0,0,0,1,28739,27300,3.5,6,245,20,25,3801,111,188,74 +Nissan Pathfinder SE,0,1,0,0,0,0,0,27339,25972,3.5,6,240,16,21,3871,106,183,72 +Nissan Pathfinder Armada SE,0,1,0,0,0,0,0,33840,30815,5.6,8,305,13,19,5013,123,207,79 +Nissan Quest S,0,0,0,1,0,0,0,24780,22958,3.5,6,240,19,26,4012,124,204,78 +Nissan Quest SE,0,0,0,1,0,0,0,32780,30019,3.5,6,240,18,25,4175,124,204,78 +Nissan Sentra 1.8,0,0,0,0,0,0,0,12740,12205,1.8,4,126,28,35,2513,100,178,67 +Nissan Sentra 1.8 S,0,0,0,0,0,0,0,14740,13747,1.8,4,126,28,35,2581,100,178,67 +Nissan Sentra SE-R,0,0,0,0,0,0,0,17640,16444,2.5,4,165,23,28,2761,100,178,67 +Nissan Xterra XE,0,1,0,0,0,0,0,20939,19512,3.3,6,180,17,20,3760,104,178,70 +Oldsmobile Alero GLS,0,0,0,0,0,0,0,23675,21485,3.4,6,170,20,29,3085,107,187,70 +Oldsmobile Alero GX,0,0,0,0,0,0,0,18825,17642,2.2,4,140,24,32,2946,107,187,70 +Oldsmobile Silhouette GL,0,0,0,1,0,0,0,28790,26120,3.4,6,185,19,26,3948,120,201,72 +Pontiac Aztekt,0,1,0,0,0,0,0,21595,19810,3.4,6,185,19,26,3779,108,182,74 +Porsche Cayenne S,0,1,0,0,0,1,0,56665,49865,4.5,8,340,14,18,4950,112,188,76 +Pontiac Grand Am GT,0,0,0,0,0,0,0,22450,20595,3.4,6,175,20,29,3118,107,186,70 +Pontiac Grand Prix GT1,0,0,0,0,0,0,0,22395,20545,3.8,6,200,20,30,3477,111,198,74 +Pontiac Grand Prix GT2,0,0,0,0,0,0,0,24295,22284,3.8,6,200,20,30,3484,111,198,74 +Pontiac Montana,0,0,0,1,0,0,0,23845,21644,3.4,6,185,19,26,3803,112,187,72 +Pontiac Montana EWB,0,0,0,1,0,1,0,31370,28454,3.4,6,185,18,24,4431,121,201,72 +Pontiac Sunfire 1SA,0,0,0,0,0,0,0,15495,14375,2.2,4,140,24,33,2771,104,182,68 +Pontiac Sunfire 1SC,0,0,0,0,0,0,0,17735,16369,2.2,4,140,24,33,2771,104,182,68 +Pontiac Vibe,0,0,1,0,0,0,1,17045,15973,1.8,4,130,29,36,2701,102,172,70 +Porsche 911 Carrera,1,0,0,0,0,0,1,79165,69229,3.6,6,315,18,26,3135,93,175,70 +Porsche 911 Carrera 4S,1,0,0,0,0,1,0,84165,72206,3.6,6,315,17,24,3240,93,175,72 +Porsche 911 Targa,1,0,0,0,0,0,1,76765,67128,3.6,6,315,18,26,3119,93,175,70 +Porsche 911 GT2,1,0,0,0,0,0,1,192465,173560,3.6,6,477,17,24,3131,93,175,72 +Porsche Boxster,1,0,0,0,0,0,1,43365,37886,2.7,6,228,20,29,2811,95,170,70 +Porsche Boxster S,1,0,0,0,0,0,1,52365,45766,3.2,6,258,18,26,2911,95,170,70 +Saab 9-3 Arc,0,0,0,0,0,0,0,40670,38520,2.0,4,210,21,29,3480,105,182,69 +Saab 9-3 Arc Sport,0,0,0,0,0,0,0,30860,29269,2.0,4,210,20,28,3175,105,183,69 +Saab 9-3 Aero,0,0,0,0,0,0,0,33360,31562,2.0,4,210,20,28,3175,105,183,69 +Saab 9-3 Aero convertible,0,0,0,0,0,0,0,43175,40883,2.0,4,210,21,30,3700,105,182,69 +Saab 9-5 Arc,0,0,0,0,0,0,0,35105,33011,2.3,4,220,21,29,3470,106,190,71 +Saab 9-5 Aero,0,0,1,0,0,0,0,40845,38376,2.3,4,250,19,29,3620,106,190,71 +Saab 9-5 Aero four-door,0,0,0,0,0,0,0,39465,37721,2.3,4,250,21,29,3470,106,190,71 +Saturn Ion1,0,0,0,0,0,0,0,10995,10319,2.2,4,140,26,35,2692,103,185,67 +Saturn Ion2, 0,0,0,0,0,0,0,14300,13393,2.2,4,140,26,35,2692,103,185,67 +Saturn Ion2 quad coupe,0,0,0,0,0,0,0,14850,13904,2.2,4,140,26,35,2751,103,185,68 +Saturn Ion3, 0,0,0,0,0,0,0,15825,14811,2.2,4,140,26,35,2692,103,185,67 +Saturn Ion3 quad coupe,0,0,0,0,0,0,0,16350,15299,2.2,4,140,26,35,2751,103,185,68 +Saturn L300, 0,0,0,1,0,0,0,23560,21779,2.2,4,140,24,34,3109,107,190,69 +Saturn L300-2,0,0,0,0,0,0,0,21410,19801,3.0,6,182,20,28,3197,107,190,69 +Saturn VUE,0,1,0,0,0,1,0,20585,19238,2.2,4,143,21,26,3381,107,181,72 +Scion xA,0,0,0,0,0,0,0,12965,12340,1.5,4,108,32,38,2340,93,154,67 +Scion xB,0,0,1,0,0,0,0,14165,13480,1.5,4,108,31,35,2425,98,155,67 +Subaru Forester,0,0,1,0,0,1,0,21445,19646,2.5,4,165,21,28,3090,99,175,68 +Subaru Impreza 2.5 RS,0,0,0,0,0,1,0,19945,18399,2.5,4,165,22,28,2965,99,174,69 +Subaru Impreza WRX,1,0,0,0,0,1,0,25045,23022,2.0,4,227,20,27,3085,99,174,69 +Subaru Impreza WRX STi,1,0,0,0,0,1,0,31545,29130,2.5,4,300,18,24,3263,100,174,69 +Subaru Legacy GT,0,0,0,0,0,1,0,25645,23336,2.5,4,165,21,28,3395,104,184,69 +Subaru Legacy L,0,0,0,0,0,1,0,20445,18713,2.5,4,165,21,28,3285,104,184,69 +Subaru Outback,0,0,1,0,0,1,0,23895,21773,2.5,4,165,21,28,3430,104,187,69 +Subaru Outback Limited Sedan,0,0,0,0,0,1,0,27145,24687,2.5,4,165,20,27,3495,104,184,69 +Subaru Outback H6,0,0,0,0,0,1,0,29345,26660,3.0,6,212,19,26,3610,104,184,69 +Subaru Outback H-6 VDC,0,0,0,0,0,1,0,31545,28603,3.0,6,212,19,26,3630,104,184,69 +Suzuki Aeno S,0,0,0,0,0,0,0,12884,12719,2.3,4,155,25,31,2676,98,171,68 +Suzuki Aerio LX,0,0,0,0,0,0,0,14500,14317,2.3,4,155,25,31,2676,98,171,68 +Suzuki Aerio SX,0,0,1,0,0,1,0,16497,16291,2.3,4,155,24,29,2932,98,167,68 +Suzuki Forenza S,0,0,0,0,0,0,0,12269,12116,2.0,4,119,24,31,2701,102,177,68 +Suzuki Forenza EX,0,0,0,0,0,0,0,15568,15378,2.0,4,119,22,30,2756,102,177,68 +Suzuki Verona LX,0,0,0,0,0,0,0,17262,17053,2.5,6,155,20,27,3380,106,188,72 +Suzuki Vitara LX,0,1,0,0,0,1,0,17163,16949,2.5,6,165,19,22,3020,98,163,67 +Suzuki XL-7 EX,0,1,0,0,0,0,0,23699,22307,2.7,6,185,18,22,3682,110,187,70 +Toyota 4Runner SR5 V6,0,1,0,0,0,0,0,27710,24801,4.0,6,245,18,21,4035,110,189,74 +Toyota Avalon XL,0,0,0,0,0,0,0,26560,23693,3.0,6,210,21,29,3417,107,192,72 +Toyota Avalon XLS,0,0,0,0,0,0,0,30920,27271,3.0,6,210,21,29,3439,107,192,72 +Toyota Camry LE,0,0,0,0,0,0,0,19560,17558,2.4,4,157,24,33,3086,107,189,71 +Toyota Camry LE V6,0,0,0,0,0,0,0,22775,20325,3.0,6,210,21,29,3296,107,189,71 +Toyota Camry XLE V6,0,0,0,0,0,0,0,25920,23125,3.0,6,210,21,29,3362,107,189,71 +Toyota Camry Solara SE,0,0,0,0,0,0,0,19635,17722,2.4,4,157,24,33,3175,107,193,72 +Toyota Camry Solara SE V6,0,0,0,0,0,0,0,21965,19819,3.3,6,225,20,29,3417,107,193,72 +Toyota Camry Solara SLE V6 two-door,0,0,0,0,0,0,0,26510,23908,3.3,6,225,20,29,3439,107,193,72 +Toyota Celica,1,0,0,0,0,0,0,22570,20363,1.8,4,180,24,33,2500,102,171,68 +Toyota Corolla CE,0,0,0,0,0,0,0,14085,13065,1.8,4,130,32,40,2502,102,178,67 +Toyota Corolla S,0,0,0,0,0,0,0,15030,13650,1.8,4,130,32,40,2524,102,178,67 +Toyota Corolla LE,0,0,0,0,0,0,0,15295,13889,1.8,4,130,32,40,2524,102,178,67 +Toyota Echo two-door manual,0,0,0,0,0,0,0,10760,10144,1.5,4,108,35,43,2035,93,163,65 +Toyota Echo two-door auto,0,0,0,0,0,0,0,11560,10896,1.5,4,108,33,39,2085,93,163,65 +Toyota Echo four-door,0,0,0,0,0,0,0,11290,10642,1.5,4,108,35,43,2055,93,163,65 +Toyota Highlander V6,0,1,0,0,0,1,0,27930,24915,3.3,6,230,18,24,3935,107,185,72 +Toyota Land Cruiser,0,1,0,0,0,1,0,54765,47986,4.7,8,325,13,17,5390,112,193,76 +Toyota Matrix,0,0,1,0,0,0,0,16695,15156,1.8,4,130,29,36,2679,102,171,70 +Toyota MR2 Spyder,1,0,0,0,0,0,1,25130,22787,1.8,4,138,26,32,2195,97,153,67 +Toyota Prius,0,0,0,0,0,0,0,20510,18926,1.5,4,110,59,51,2890,106,175,68 +Toyota RAV4,0,1,0,0,0,1,0,20290,18553,2.4,4,161,22,27,3119,98,167,68 +Toyota Sequoia SR5,0,1,0,0,0,1,0,35695,31827,4.7,8,240,14,17,5270,118,204,78 +Toyota Sienna CE,0,0,0,1,0,0,0,23495,21198,3.3,6,230,19,27,4120,119,200,77 +Toyota Sienna XLE,0,0,0,1,0,0,0,28800,25690,3.3,6,230,19,27,4165,119,200,77 +Volkswagen Golf,0,0,0,0,0,0,0,18715,17478,2.0,4,115,24,31,2897,99,165,68 +Volkswagen GTI,0,0,0,0,0,0,0,19825,18109,1.8,4,180,24,31,2934,99,168,68 +Volkswagen Jetta GL,0,0,1,0,0,0,0,19005,17427,2.0,4,115,24,30,3034,99,174,68 +Volkswagen Jetta GLI,0,0,0,0,0,0,0,23785,21686,2.8,6,200,21,30,3179,99,172,68 +Volkswagen Jetta GLS,0,0,0,0,0,0,0,21055,19638,1.9,4,100,38,46,3003,99,172,68 +Volkswagen New Beetle GLS 1.8T,0,0,0,0,0,0,0,21055,19638,1.8,4,150,24,31,2820,99,161,68 +Volkswagen New Beetle GLS convertible,0,0,0,0,0,0,0,23215,21689,2.0,4,115,24,30,3082,99,161,68 +Volkswagen Passat GLS,0,0,1,0,0,0,0,24955,22801,1.8,4,170,22,31,3338,106,184,69 +Volkswagen Passat GLS four-door,0,0,0,0,0,0,0,23955,21898,1.8,4,170,22,31,3241,106,185,69 +Volkswagen Passat GLX V6 4MOTION four-door,0,0,0,0,0,0,0,33180,30583,2.8,6,190,19,26,3721,106,185,69 +Volkswagen Passat W8,0,0,1,0,0,0,0,40235,36956,4.0,8,270,18,25,4067,106,184,69 +Volkswagen Passat W8 4MOTION,0,0,0,0,0,0,0,39235,36052,4.0,8,270,18,25,3953,106,185,69 +Volkswagen Touareg V6,0,1,0,0,0,1,0,35515,32243,3.2,6,220,15,20,5086,112,187,76 +Volvo C70 LPT,0,0,0,0,0,0,0,40565,38203,2.4,5,197,21,28,3450,105,186,72 +Volvo C70 HPT,0,0,0,0,0,0,0,42565,40083,2.3,5,242,20,26,3450,105,186,72 +Volvo S40,0,0,0,0,0,0,0,25135,23701,1.9,4,170,22,29,2767,101,178,68 +Volvo S60 2.5,0,0,0,0,0,1,0,31745,29916,2.5,5,208,20,27,3903,107,180,71 +Volvo S60 T5,0,0,0,0,0,0,0,34845,32902,2.3,5,247,20,28,3766,107,180,71 +Volvo S60 R,0,0,0,0,0,1,0,37560,35382,2.5,5,300,18,25,3571,107,181,71 +Volvo S80 2.5T,0,0,0,0,0,1,0,37885,35688,2.5,5,194,20,27,3691,110,190,72 +Volvo S80 2.9,0,0,0,0,0,0,0,37730,35542,2.9,6,208,20,28,3576,110,190,72 +Volvo S80 T6,0,0,0,0,0,0,0,45210,42573,2.9,6,268,19,26,3653,110,190,72 +Volvo V40,0,0,1,0,0,0,0,26135,24641,1.9,4,170,22,29,2822,101,180,68 +Volvo XC70,0,0,1,0,0,1,0,35145,33112,2.5,5,208,20,27,3823,109,186,73 +Volvo XC90 T6,0,1,0,0,0,1,0,41250,38851,2.9,6,268,15,20,4638,113,189,75