From b8bd53cc6673daa323a11ea672bc5caa0495f85e Mon Sep 17 00:00:00 2001 From: dofinator <56348111+dofinator@users.noreply.github.com> Date: Tue, 2 Feb 2021 10:45:47 +0100 Subject: [PATCH 01/14] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 6deeb5b..dd36309 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/datsoftlyngby/python_handin_template/master) +[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/dofinator/python_handin_template/HEAD) # python Handin Template This is how you get study points for python elective. 10 out of 13 handins must be approved. 1. Clone or fork this template (to use for all handins on the python elective course). From dfbe9b6fb4a5a4fd13779f28e89f4e40aebd0e04 Mon Sep 17 00:00:00 2001 From: = Date: Tue, 2 Feb 2021 14:18:11 +0100 Subject: [PATCH 02/14] halvvejs med week 1 opgaver --- .ipynb_checkpoints/Week_1-checkpoint.ipynb | 289 +++++++++++++++++++-- Week_1.ipynb | 289 +++++++++++++++++++-- 2 files changed, 536 insertions(+), 42 deletions(-) diff --git a/.ipynb_checkpoints/Week_1-checkpoint.ipynb b/.ipynb_checkpoints/Week_1-checkpoint.ipynb index 882f9d0..33dc5e3 100644 --- a/.ipynb_checkpoints/Week_1-checkpoint.ipynb +++ b/.ipynb_checkpoints/Week_1-checkpoint.ipynb @@ -11,74 +11,321 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 01 Assignment\n", - "Here is the text for the assignment linked to" + "## 01-Excersice\n", + "![](https://miro.medium.com/max/1266/1*Pb8oEA1nGIONsSJk7QSVzg.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Enter username:asd\n", + "Username is: asd\n" + ] + } + ], + "source": [ + "username = input(\"Enter username:\")\n", + "print(\"Username is: \" + username)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## 02 Status\n", - "Here is a status on the handin. How far you got. What is implemented and what is not" + "## Status\n", + "Here is a status on the handin. How far you got. What is implemented and what is not:\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## 03 Solution part 1" + "## Ex. 1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# A. Iterate a list of names to return a list of the names starting with H" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['Phil', 'Sum', 'Chris', 'Seb', 'Luke', 'harriot', 'henry']" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# 1.1 some code here with docstrings" + "my_list = list([\"Phil\", \"Sum\", \"Chris\", \"Seb\", \"Luke\", \"harriot\", \"henry\"])\n", + "my_list\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['harriot', 'henry']" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "output_names = [name for name in my_list if (name[0] in \"h\")]\n", + "output_names" + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "# 1.2 some code here with docstrings" + "# B. In one line create a list of the numbers 1-100 to the power of 3" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[1,\n", + " 8,\n", + " 27,\n", + " 64,\n", + " 125,\n", + " 216,\n", + " 343,\n", + " 512,\n", + " 729,\n", + " 1000,\n", + " 1331,\n", + " 1728,\n", + " 2197,\n", + " 2744,\n", + " 3375,\n", + " 4096,\n", + " 4913,\n", + " 5832,\n", + " 6859,\n", + " 8000,\n", + " 9261,\n", + " 10648,\n", + " 12167,\n", + " 13824,\n", + " 15625,\n", + " 17576,\n", + " 19683,\n", + " 21952,\n", + " 24389,\n", + " 27000,\n", + " 29791,\n", + " 32768,\n", + " 35937,\n", + " 39304,\n", + " 42875,\n", + " 46656,\n", + " 50653,\n", + " 54872,\n", + " 59319,\n", + " 64000,\n", + " 68921,\n", + " 74088,\n", + " 79507,\n", + " 85184,\n", + " 91125,\n", + " 97336,\n", + " 103823,\n", + " 110592,\n", + " 117649,\n", + " 125000,\n", + " 132651,\n", + " 140608,\n", + " 148877,\n", + " 157464,\n", + " 166375,\n", + " 175616,\n", + " 185193,\n", + " 195112,\n", + " 205379,\n", + " 216000,\n", + " 226981,\n", + " 238328,\n", + " 250047,\n", + " 262144,\n", + " 274625,\n", + " 287496,\n", + " 300763,\n", + " 314432,\n", + " 328509,\n", + " 343000,\n", + " 357911,\n", + " 373248,\n", + " 389017,\n", + " 405224,\n", + " 421875,\n", + " 438976,\n", + " 456533,\n", + " 474552,\n", + " 493039,\n", + " 512000,\n", + " 531441,\n", + " 551368,\n", + " 571787,\n", + " 592704,\n", + " 614125,\n", + " 636056,\n", + " 658503,\n", + " 681472,\n", + " 704969,\n", + " 729000,\n", + " 753571,\n", + " 778688,\n", + " 804357,\n", + " 830584,\n", + " 857375,\n", + " 884736,\n", + " 912673,\n", + " 941192,\n", + " 970299,\n", + " 1000000]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# 1.3" + "\n", + "power3 =[number ** 3 for number in list(range(1,101))]\n", + "power3\n", + "\n", + " \n", + " \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## 04 Solution part 2" + "# C. Iterate a list of names to create a list of tuples where the tuples first value is the length of the name and the second is the name" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['Phil', 'Sum', 'Chris', 'Seb', 'Luke', 'harriot', 'henry']" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# 2.1" + "name_list = ([\"Phil\", \"Sum\", \"Chris\", \"Seb\", \"Luke\", \"harriot\", \"henry\"])\n", + "name_list\n", + "\n", + "\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "[(4, 'Phil'),\n", + " (3, 'Sum'),\n", + " (5, 'Chris'),\n", + " (3, 'Seb'),\n", + " (4, 'Luke'),\n", + " (7, 'harriot'),\n", + " (5, 'henry')]" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tuples_list = [(len(name), name) for name in name_list]\n", + "tuples_list" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# D. Iterate over each character in a string and get only those that are nummeric" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Enter string: asd2\n", + "2\n" + ] + } + ], + "source": [ + "name_list2 = ([\"Phil\", \"Sum1\", \"Chris\", \"Seb\", \"Luk2e\", \"harriot\", \"henry\"])\n", + "\n", + "myString = input(\"Enter string: \")\n", + "\n", + "for element in range(0, len(myString)): \n", + " if myString[element].isnumeric():\n", + " print(myString[element])\n", + "\n", + "\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# E. Using only a list comprehension wrapped in set() get all possible combination from throwing 2 dice (hint use 2 for loops in a single list comprehension)" + ] }, { "cell_type": "code", diff --git a/Week_1.ipynb b/Week_1.ipynb index 882f9d0..33dc5e3 100644 --- a/Week_1.ipynb +++ b/Week_1.ipynb @@ -11,74 +11,321 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 01 Assignment\n", - "Here is the text for the assignment linked to" + "## 01-Excersice\n", + "![](https://miro.medium.com/max/1266/1*Pb8oEA1nGIONsSJk7QSVzg.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Enter username:asd\n", + "Username is: asd\n" + ] + } + ], + "source": [ + "username = input(\"Enter username:\")\n", + "print(\"Username is: \" + username)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## 02 Status\n", - "Here is a status on the handin. How far you got. What is implemented and what is not" + "## Status\n", + "Here is a status on the handin. How far you got. What is implemented and what is not:\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## 03 Solution part 1" + "## Ex. 1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# A. Iterate a list of names to return a list of the names starting with H" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['Phil', 'Sum', 'Chris', 'Seb', 'Luke', 'harriot', 'henry']" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# 1.1 some code here with docstrings" + "my_list = list([\"Phil\", \"Sum\", \"Chris\", \"Seb\", \"Luke\", \"harriot\", \"henry\"])\n", + "my_list\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['harriot', 'henry']" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "output_names = [name for name in my_list if (name[0] in \"h\")]\n", + "output_names" + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "# 1.2 some code here with docstrings" + "# B. In one line create a list of the numbers 1-100 to the power of 3" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[1,\n", + " 8,\n", + " 27,\n", + " 64,\n", + " 125,\n", + " 216,\n", + " 343,\n", + " 512,\n", + " 729,\n", + " 1000,\n", + " 1331,\n", + " 1728,\n", + " 2197,\n", + " 2744,\n", + " 3375,\n", + " 4096,\n", + " 4913,\n", + " 5832,\n", + " 6859,\n", + " 8000,\n", + " 9261,\n", + " 10648,\n", + " 12167,\n", + " 13824,\n", + " 15625,\n", + " 17576,\n", + " 19683,\n", + " 21952,\n", + " 24389,\n", + " 27000,\n", + " 29791,\n", + " 32768,\n", + " 35937,\n", + " 39304,\n", + " 42875,\n", + " 46656,\n", + " 50653,\n", + " 54872,\n", + " 59319,\n", + " 64000,\n", + " 68921,\n", + " 74088,\n", + " 79507,\n", + " 85184,\n", + " 91125,\n", + " 97336,\n", + " 103823,\n", + " 110592,\n", + " 117649,\n", + " 125000,\n", + " 132651,\n", + " 140608,\n", + " 148877,\n", + " 157464,\n", + " 166375,\n", + " 175616,\n", + " 185193,\n", + " 195112,\n", + " 205379,\n", + " 216000,\n", + " 226981,\n", + " 238328,\n", + " 250047,\n", + " 262144,\n", + " 274625,\n", + " 287496,\n", + " 300763,\n", + " 314432,\n", + " 328509,\n", + " 343000,\n", + " 357911,\n", + " 373248,\n", + " 389017,\n", + " 405224,\n", + " 421875,\n", + " 438976,\n", + " 456533,\n", + " 474552,\n", + " 493039,\n", + " 512000,\n", + " 531441,\n", + " 551368,\n", + " 571787,\n", + " 592704,\n", + " 614125,\n", + " 636056,\n", + " 658503,\n", + " 681472,\n", + " 704969,\n", + " 729000,\n", + " 753571,\n", + " 778688,\n", + " 804357,\n", + " 830584,\n", + " 857375,\n", + " 884736,\n", + " 912673,\n", + " 941192,\n", + " 970299,\n", + " 1000000]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# 1.3" + "\n", + "power3 =[number ** 3 for number in list(range(1,101))]\n", + "power3\n", + "\n", + " \n", + " \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## 04 Solution part 2" + "# C. Iterate a list of names to create a list of tuples where the tuples first value is the length of the name and the second is the name" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['Phil', 'Sum', 'Chris', 'Seb', 'Luke', 'harriot', 'henry']" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# 2.1" + "name_list = ([\"Phil\", \"Sum\", \"Chris\", \"Seb\", \"Luke\", \"harriot\", \"henry\"])\n", + "name_list\n", + "\n", + "\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "[(4, 'Phil'),\n", + " (3, 'Sum'),\n", + " (5, 'Chris'),\n", + " (3, 'Seb'),\n", + " (4, 'Luke'),\n", + " (7, 'harriot'),\n", + " (5, 'henry')]" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tuples_list = [(len(name), name) for name in name_list]\n", + "tuples_list" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# D. Iterate over each character in a string and get only those that are nummeric" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Enter string: asd2\n", + "2\n" + ] + } + ], + "source": [ + "name_list2 = ([\"Phil\", \"Sum1\", \"Chris\", \"Seb\", \"Luk2e\", \"harriot\", \"henry\"])\n", + "\n", + "myString = input(\"Enter string: \")\n", + "\n", + "for element in range(0, len(myString)): \n", + " if myString[element].isnumeric():\n", + " print(myString[element])\n", + "\n", + "\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# E. Using only a list comprehension wrapped in set() get all possible combination from throwing 2 dice (hint use 2 for loops in a single list comprehension)" + ] }, { "cell_type": "code", From c7c4d8dd5dafdfd23702a2644023279c374eb195 Mon Sep 17 00:00:00 2001 From: = Date: Tue, 2 Feb 2021 15:02:20 +0100 Subject: [PATCH 03/14] 123 --- .ipynb_checkpoints/Week_1-checkpoint.ipynb | 55 ++++++++++++++++++++-- Week_1.ipynb | 55 ++++++++++++++++++++-- 2 files changed, 104 insertions(+), 6 deletions(-) diff --git a/.ipynb_checkpoints/Week_1-checkpoint.ipynb b/.ipynb_checkpoints/Week_1-checkpoint.ipynb index 33dc5e3..e83fe17 100644 --- a/.ipynb_checkpoints/Week_1-checkpoint.ipynb +++ b/.ipynb_checkpoints/Week_1-checkpoint.ipynb @@ -329,10 +329,59 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 63, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "{(1, 1),\n", + " (1, 2),\n", + " (1, 3),\n", + " (1, 4),\n", + " (1, 5),\n", + " (1, 6),\n", + " (2, 1),\n", + " (2, 2),\n", + " (2, 3),\n", + " (2, 4),\n", + " (2, 5),\n", + " (2, 6),\n", + " (3, 1),\n", + " (3, 2),\n", + " (3, 3),\n", + " (3, 4),\n", + " (3, 5),\n", + " (3, 6),\n", + " (4, 1),\n", + " (4, 2),\n", + " (4, 3),\n", + " (4, 4),\n", + " (4, 5),\n", + " (4, 6),\n", + " (5, 1),\n", + " (5, 2),\n", + " (5, 3),\n", + " (5, 4),\n", + " (5, 5),\n", + " (5, 6),\n", + " (6, 1),\n", + " (6, 2),\n", + " (6, 3),\n", + " (6, 4),\n", + " (6, 5),\n", + " (6, 6)}" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "roll_combinations = {(d1, d2) for d1 in range(1, 7) for d2 in range(1, 7)}\n", + "roll_combinations" + ] } ], "metadata": { diff --git a/Week_1.ipynb b/Week_1.ipynb index 33dc5e3..e83fe17 100644 --- a/Week_1.ipynb +++ b/Week_1.ipynb @@ -329,10 +329,59 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 63, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "{(1, 1),\n", + " (1, 2),\n", + " (1, 3),\n", + " (1, 4),\n", + " (1, 5),\n", + " (1, 6),\n", + " (2, 1),\n", + " (2, 2),\n", + " (2, 3),\n", + " (2, 4),\n", + " (2, 5),\n", + " (2, 6),\n", + " (3, 1),\n", + " (3, 2),\n", + " (3, 3),\n", + " (3, 4),\n", + " (3, 5),\n", + " (3, 6),\n", + " (4, 1),\n", + " (4, 2),\n", + " (4, 3),\n", + " (4, 4),\n", + " (4, 5),\n", + " (4, 6),\n", + " (5, 1),\n", + " (5, 2),\n", + " (5, 3),\n", + " (5, 4),\n", + " (5, 5),\n", + " (5, 6),\n", + " (6, 1),\n", + " (6, 2),\n", + " (6, 3),\n", + " (6, 4),\n", + " (6, 5),\n", + " (6, 6)}" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "roll_combinations = {(d1, d2) for d1 in range(1, 7) for d2 in range(1, 7)}\n", + "roll_combinations" + ] } ], "metadata": { From 03c087f81ed9eddc46a4f8f643bea77bd66137a0 Mon Sep 17 00:00:00 2001 From: = Date: Tue, 2 Feb 2021 15:16:45 +0100 Subject: [PATCH 04/14] 2 opgaver done --- .ipynb_checkpoints/Week_1-checkpoint.ipynb | 92 +++++++++++++++++++++- Week_1.ipynb | 92 +++++++++++++++++++++- 2 files changed, 182 insertions(+), 2 deletions(-) diff --git a/.ipynb_checkpoints/Week_1-checkpoint.ipynb b/.ipynb_checkpoints/Week_1-checkpoint.ipynb index e83fe17..1a37325 100644 --- a/.ipynb_checkpoints/Week_1-checkpoint.ipynb +++ b/.ipynb_checkpoints/Week_1-checkpoint.ipynb @@ -11,7 +11,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 01-Excersice\n", + "#01-Excersice \n", + "## Create 5 list comprehensions to solve the following 5 problems:\n", "![](https://miro.medium.com/max/1266/1*Pb8oEA1nGIONsSJk7QSVzg.png)" ] }, @@ -382,6 +383,95 @@ "roll_combinations = {(d1, d2) for d1 in range(1, 7) for d2 in range(1, 7)}\n", "roll_combinations" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2. Create 2 dictionary comprehensions to solve the following:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## A. Iterate a list of names and create a dictionary where key is the name and value is the length of the name" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Phil': 4,\n", + " 'Sum': 3,\n", + " 'Chris': 5,\n", + " 'Seb': 3,\n", + " 'Luke': 4,\n", + " 'harriot': 7,\n", + " 'henry': 5}" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "name_list = ([\"Phil\", \"Sum\", \"Chris\", \"Seb\", \"Luke\", \"harriot\", \"henry\"])\n", + "\n", + "name_dict = {}\n", + "\n", + "for name in name_list:\n", + " name_dict.update({name : len(name)})\n", + " \n", + "name_dict\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Iterate a list of numbers and create a dictionary with {key:value} being {number:squareroot_of_number}" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{1: 1.0,\n", + " 2: 1.4142135623730951,\n", + " 3: 1.7320508075688772,\n", + " 4: 2.0,\n", + " 5: 2.23606797749979,\n", + " 6: 2.449489742783178}" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import math\n", + "\n", + "number_list = [1,2,3,4,5,6]\n", + "\n", + "number_dict = {}\n", + "\n", + "for number in number_list:\n", + " number_dict.update({number : math.sqrt(number)})\n", + " \n", + "number_dict\n", + " " + ] } ], "metadata": { diff --git a/Week_1.ipynb b/Week_1.ipynb index e83fe17..1a37325 100644 --- a/Week_1.ipynb +++ b/Week_1.ipynb @@ -11,7 +11,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 01-Excersice\n", + "#01-Excersice \n", + "## Create 5 list comprehensions to solve the following 5 problems:\n", "![](https://miro.medium.com/max/1266/1*Pb8oEA1nGIONsSJk7QSVzg.png)" ] }, @@ -382,6 +383,95 @@ "roll_combinations = {(d1, d2) for d1 in range(1, 7) for d2 in range(1, 7)}\n", "roll_combinations" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2. Create 2 dictionary comprehensions to solve the following:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## A. Iterate a list of names and create a dictionary where key is the name and value is the length of the name" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Phil': 4,\n", + " 'Sum': 3,\n", + " 'Chris': 5,\n", + " 'Seb': 3,\n", + " 'Luke': 4,\n", + " 'harriot': 7,\n", + " 'henry': 5}" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "name_list = ([\"Phil\", \"Sum\", \"Chris\", \"Seb\", \"Luke\", \"harriot\", \"henry\"])\n", + "\n", + "name_dict = {}\n", + "\n", + "for name in name_list:\n", + " name_dict.update({name : len(name)})\n", + " \n", + "name_dict\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Iterate a list of numbers and create a dictionary with {key:value} being {number:squareroot_of_number}" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{1: 1.0,\n", + " 2: 1.4142135623730951,\n", + " 3: 1.7320508075688772,\n", + " 4: 2.0,\n", + " 5: 2.23606797749979,\n", + " 6: 2.449489742783178}" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import math\n", + "\n", + "number_list = [1,2,3,4,5,6]\n", + "\n", + "number_dict = {}\n", + "\n", + "for number in number_list:\n", + " number_dict.update({number : math.sqrt(number)})\n", + " \n", + "number_dict\n", + " " + ] } ], "metadata": { From bb56dbe5102f8a0e592690799694892c2f492df4 Mon Sep 17 00:00:00 2001 From: = Date: Tue, 9 Feb 2021 15:56:13 +0100 Subject: [PATCH 05/14] week2 --- .ipynb_checkpoints/Week_2-checkpoint.ipynb | 97 ++++++++++---- Week_2.ipynb | 145 ++++++++++++++++----- ost.csv | 6 + 3 files changed, 191 insertions(+), 57 deletions(-) create mode 100644 ost.csv diff --git a/.ipynb_checkpoints/Week_2-checkpoint.ipynb b/.ipynb_checkpoints/Week_2-checkpoint.ipynb index 8f55ad6..e1a9b98 100644 --- a/.ipynb_checkpoints/Week_2-checkpoint.ipynb +++ b/.ipynb_checkpoints/Week_2-checkpoint.ipynb @@ -4,72 +4,119 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Week 2 handin" + "# 1. Create a python file with 3 functions:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Assignment\n", - "Here is the text for the assignment linked to" + " 1.`def print_file_content(file)` that can print content of a csv file to the console\n", + " 2. `def write_list_to_file(output_file, lst)` that can take a list of tuple and write each element to a new line in file\n", + " 1. rewrite the function so that it gets an arbitrary number of strings instead of a list\n", + " 3. `def read_csv(input_file)` that take a csv file and read each row into a list" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Status\n", - "Here is a status on the handin. How far you got. What is implemented and what is not" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Solution part 1" + "# ex. 1" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 52, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Mælkevejen', ' er en flyvende']\n", + "['glatåljens', 'lars']\n", + "['ko', 'ost']\n" + ] + } + ], "source": [ - "# 1.1 some code here with docstrings" + "import csv\n", + "\n", + "test_file = \"./ost.csv\"\n", + "\n", + "def print_file_content(file_name):\n", + " with open(file_name, 'r') as file:\n", + " reader = csv.reader(file)\n", + " for row in reader:\n", + " print(row)\n", + " \n", + "print_file_content(test_file)" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "# 1.2 some code here with docstrings" + "# ex. 2" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 50, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('jens', 'lars')\n", + "('ko', 'ost')\n" + ] + } + ], "source": [ - "# 1.3" + "import csv\n", + "\n", + "test_file = \"./ost.csv\"\n", + "\n", + "random_list = [(\"jens\", \"lars\"), (\"ko\", \"ost\")]\n", + "\n", + "def write_list_to_file(output_file, lst):\n", + " with open(output_file, 'a') as file:\n", + " write = csv.writer(file)\n", + " for element in lst:\n", + " write.writerow(element)\n", + " print(element)\n", + " \n", + "write_list_to_file(test_file, random_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Solution part 2" + "## ex. 2 a\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 61, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "import csv\n", + "\n", + "test_file = \"./ost.csv\"\n", + "\n", + "random_list = [(\"jens\", \"lars\"), (\"ko\", \"ost\")]\n", + "\n", + "def write_arb_to_file(output_file, *strings):\n", + " with open(output_file, 'a') as file:\n", + " write = csv.writer(file)\n", + " write.writerow(*strings)\n", + " \n", + "write_arb_to_file(test_file, \"pat\", \"sovs\", \"osteklokke\")" + ] }, { "cell_type": "code", diff --git a/Week_2.ipynb b/Week_2.ipynb index 8f55ad6..b250891 100644 --- a/Week_2.ipynb +++ b/Week_2.ipynb @@ -4,86 +4,167 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Week 2 handin" + "# Create a python file with 3 functions:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Assignment\n", - "Here is the text for the assignment linked to" + "## Exercise 1\n", + "1. Create a python file with 3 functions:\n", + " 1. `def print_file_content(file)` that can print content of a csv file to the console\n", + " 2. `def write_list_to_file(output_file, lst)` that can take a list of tuple and write each element to a new line in file\n", + " 1. rewrite the function so that it gets an arbitrary number of strings instead of a list\n", + " 3. `def read_csv(input_file)` that take a csv file and read each row into a list\n", + "2. Add a functionality so that the file can be called from cli with 2 arguments\n", + " 1. path to csv file\n", + " 2. an argument `--file file_name` that if given will write the content to file_name or otherwise will print it to the console.\n", + "3. Add a --help cli argument to describe how the module is used " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Status\n", - "Here is a status on the handin. How far you got. What is implemented and what is not" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Solution part 1" + "# ex. 1 a" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 52, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Mælkevejen', ' er en flyvende']\n", + "['glatåljens', 'lars']\n", + "['ko', 'ost']\n" + ] + } + ], "source": [ - "# 1.1 some code here with docstrings" + "import csv\n", + "\n", + "test_file = \"./ost.csv\"\n", + "\n", + "def print_file_content(file_name):\n", + " with open(file_name, 'r') as file:\n", + " reader = csv.reader(file)\n", + " for row in reader:\n", + " print(row)\n", + " \n", + "print_file_content(test_file)" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "# 1.2 some code here with docstrings" + "# ex. 1 b\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 50, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('jens', 'lars')\n", + "('ko', 'ost')\n" + ] + } + ], "source": [ - "# 1.3" + "import csv\n", + "\n", + "test_file = \"./ost.csv\"\n", + "\n", + "random_list = [(\"jens\", \"lars\"), (\"ko\", \"ost\")]\n", + "\n", + "def write_list_to_file(output_file, lst):\n", + " with open(output_file, 'a') as file:\n", + " write = csv.writer(file)\n", + " for element in lst:\n", + " write.writerow(element)\n", + " print(element)\n", + " \n", + "write_list_to_file(test_file, random_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Solution part 2" + "## ex. 1 b a\n", + "\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 63, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "import csv\n", + "\n", + "test_file = \"./ost.csv\"\n", + "\n", + "random_list = [(\"jens\", \"lars\"), (\"ko\", \"ost\")]\n", + "\n", + "def write_arb_to_file(output_file, *strings):\n", + " with open(output_file, 'a') as file:\n", + " write = csv.writer(file)\n", + " write.writerow(strings)\n", + " \n", + "write_arb_to_file(test_file, \"pat\", \"sovs\", \"osteklokke\")" + ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "# ex. 1 c" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 66, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Mælkevejen', ' er en flyvende']\n", + "['glatåljens', 'lars']\n", + "['ko', 'ost']\n", + "[]\n", + "['pat', 'sovs', 'osteklokke']\n", + "['pat', 'sovs', 'osteklokke']\n" + ] + } + ], + "source": [ + "import csv\n", + "\n", + "test_file = \"./ost.csv\"\n", + "\n", + "def read_csv(csv_file):\n", + " with open(csv_file, 'r') as file:\n", + " reader = csv.reader(file)\n", + " for row in reader:\n", + " print(list(row))\n", + " \n", + "read_csv(test_file)\n", + " \n", + " " + ] } ], "metadata": { diff --git a/ost.csv b/ost.csv new file mode 100644 index 0000000..9471c47 --- /dev/null +++ b/ost.csv @@ -0,0 +1,6 @@ +Mælkevejen, er en flyvende +glatåljens,lars +ko,ost + +pat,sovs,osteklokke +pat,sovs,osteklokke From 4f0f22f17324df4fb0b4490422c46283f3e79f02 Mon Sep 17 00:00:00 2001 From: = Date: Wed, 10 Feb 2021 13:45:19 +0100 Subject: [PATCH 06/14] week 2 almost done --- Week_2.ipynb | 33 ++++++++++++++++++++++++++------- ost.csv | 4 ++++ week2ex2a.py | 15 +++++++++++++++ week2ex2b.py | 28 ++++++++++++++++++++++++++++ 4 files changed, 73 insertions(+), 7 deletions(-) create mode 100644 week2ex2a.py create mode 100644 week2ex2b.py diff --git a/Week_2.ipynb b/Week_2.ipynb index b250891..af85bc1 100644 --- a/Week_2.ipynb +++ b/Week_2.ipynb @@ -27,7 +27,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# ex. 1 a" + "# ex. 1 A\n", + "def print_file_content(file) that can print content of a csv file to the console" ] }, { @@ -63,7 +64,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# ex. 1 b\n" + "# ex. 1 B\n", + "def write_list_to_file(output_file, lst) that can take a list of tuple and write each element to a new line in file" ] }, { @@ -101,13 +103,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## ex. 1 b a\n", - "\n" + "## ex. 1 B A\n", + "rewrite the function so that it gets an arbitrary number of strings instead of a list" ] }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -122,14 +124,15 @@ " write = csv.writer(file)\n", " write.writerow(strings)\n", " \n", - "write_arb_to_file(test_file, \"pat\", \"sovs\", \"osteklokke\")" + "write_arb_to_file(test_file, \"1\", \"s2s\", \"oste2klokke\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# ex. 1 c" + "# ex. 1 C\n", + "def read_csv(input_file) that take a csv file and read each row into a list" ] }, { @@ -165,6 +168,22 @@ " \n", " " ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# ex. 2 A\n", + "Add a functionality so that the file can be called from cli with 2 arguments\n", + " 1. path to csv file" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/ost.csv b/ost.csv index 9471c47..0449913 100644 --- a/ost.csv +++ b/ost.csv @@ -4,3 +4,7 @@ ko,ost pat,sovs,osteklokke pat,sovs,osteklokke +1,s2s,oste2klokke +ostmedsovsasd +ostmedsovsasdasd +menneskekød \ No newline at end of file diff --git a/week2ex2a.py b/week2ex2a.py new file mode 100644 index 0000000..17ddefe --- /dev/null +++ b/week2ex2a.py @@ -0,0 +1,15 @@ +#Week2 exercise 2 A# + +import csv +import sys + + +def write_arb_to_file(output_file, *tekst): + with open(output_file, 'a') as file: + write = csv.writer(file) + write.writerow(strings) + + +if __name__ == '__main__': + # Map command line arguments to function arguments. + write_arb_to_file(*sys.argv[1:]) \ No newline at end of file diff --git a/week2ex2b.py b/week2ex2b.py new file mode 100644 index 0000000..2c5cac9 --- /dev/null +++ b/week2ex2b.py @@ -0,0 +1,28 @@ +#Week2 exercise 2 B# + +import csv +import sys +import argparse + +def write_list_to_file_cli(output_file, *lst): + parser = argparse.ArgumentParser() + + parser.add_argument('-o', '--output', action='store_true', + help="shows output") + parser.add_argument('-a','--file') + parser.add_argument('--lst', required=True) + + args = parser.parse_args() + + if args.output: + print('Det her er hjælpe teksten') + if args.file: + with open(args.file, 'a') as file_obj: + lst = args.lst + for item in lst: + file_obj.write(item) + else: + print(lst) + +if __name__ == '__main__': + write_list_to_file_cli(*sys.argv[1:]) \ No newline at end of file From 9464b1fc0e0e6fc61de7fabb863acf7404d56c25 Mon Sep 17 00:00:00 2001 From: = Date: Wed, 10 Feb 2021 21:22:14 +0100 Subject: [PATCH 07/14] week2 done --- .../Week_2-checkpoint.ipynb | 211 ++++++++++++++++++ Week_2.ipynb => week2/Week_2.ipynb | 3 +- week2/exercise2.md | 4 + ost.csv => week2/ost.csv | 0 week2/output.txt | 74 ++++++ week2/outputExercise2.txt | 2 + week2/utils.py | 45 ++++ week2ex2a.py => week2/week2Exercise1ex2a.py | 0 week2ex2b.py => week2/week2Exercise1ex2b.py | 0 week2/week2Exercise2.py | 0 10 files changed, 338 insertions(+), 1 deletion(-) create mode 100644 week2/.ipynb_checkpoints/Week_2-checkpoint.ipynb rename Week_2.ipynb => week2/Week_2.ipynb (95%) create mode 100644 week2/exercise2.md rename ost.csv => week2/ost.csv (100%) create mode 100644 week2/output.txt create mode 100644 week2/outputExercise2.txt create mode 100644 week2/utils.py rename week2ex2a.py => week2/week2Exercise1ex2a.py (100%) rename week2ex2b.py => week2/week2Exercise1ex2b.py (100%) create mode 100644 week2/week2Exercise2.py diff --git a/week2/.ipynb_checkpoints/Week_2-checkpoint.ipynb b/week2/.ipynb_checkpoints/Week_2-checkpoint.ipynb new file mode 100644 index 0000000..c1fa56f --- /dev/null +++ b/week2/.ipynb_checkpoints/Week_2-checkpoint.ipynb @@ -0,0 +1,211 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Create a python file with 3 functions:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 1\n", + "1. Create a python file with 3 functions:\n", + " 1. `def print_file_content(file)` that can print content of a csv file to the console\n", + " 2. `def write_list_to_file(output_file, lst)` that can take a list of tuple and write each element to a new line in file\n", + " 1. rewrite the function so that it gets an arbitrary number of strings instead of a list\n", + " 3. `def read_csv(input_file)` that take a csv file and read each row into a list\n", + "2. Add a functionality so that the file can be called from cli with 2 arguments\n", + " 1. path to csv file\n", + " 2. an argument `--file file_name` that if given will write the content to file_name or otherwise will print it to the console.\n", + "3. Add a --help cli argument to describe how the module is used " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# ex. 1 A\n", + "def print_file_content(file) that can print content of a csv file to the console" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Mælkevejen', ' er en flyvende']\n", + "['glatåljens', 'lars']\n", + "['ko', 'ost']\n" + ] + } + ], + "source": [ + "import csv\n", + "\n", + "test_file = \"./ost.csv\"\n", + "\n", + "def print_file_content(file_name):\n", + " with open(file_name, 'r') as file:\n", + " reader = csv.reader(file)\n", + " for row in reader:\n", + " print(row)\n", + " \n", + "print_file_content(test_file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# ex. 1 B\n", + "def write_list_to_file(output_file, lst) that can take a list of tuple and write each element to a new line in file" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('jens', 'lars')\n", + "('ko', 'ost')\n" + ] + } + ], + "source": [ + "import csv\n", + "\n", + "test_file = \"./ost.csv\"\n", + "\n", + "random_list = [(\"jens\", \"lars\"), (\"ko\", \"ost\")]\n", + "\n", + "def write_list_to_file(output_file, lst):\n", + " with open(output_file, 'a') as file:\n", + " write = csv.writer(file)\n", + " for element in lst:\n", + " write.writerow(element)\n", + " print(element)\n", + " \n", + "write_list_to_file(test_file, random_list)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ex. 1 B A\n", + "rewrite the function so that it gets an arbitrary number of strings instead of a list" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import csv\n", + "\n", + "test_file = \"./ost.csv\"\n", + "\n", + "random_list = [(\"jens\", \"lars\"), (\"ko\", \"ost\")]\n", + "\n", + "def write_arb_to_file(output_file, *strings):\n", + " with open(output_file, 'a') as file:\n", + " write = csv.writer(file)\n", + " write.writerow(strings)\n", + " \n", + "write_arb_to_file(test_file, \"1\", \"s2s\", \"oste2klokke\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# ex. 1 C\n", + "def read_csv(input_file) that take a csv file and read each row into a list" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Mælkevejen', ' er en flyvende']\n", + "['glatåljens', 'lars']\n", + "['ko', 'ost']\n", + "[]\n", + "['pat', 'sovs', 'osteklokke']\n", + "['pat', 'sovs', 'osteklokke']\n" + ] + } + ], + "source": [ + "import csv\n", + "\n", + "test_file = \"./ost.csv\"\n", + "\n", + "def read_csv(csv_file):\n", + " with open(csv_file, 'r') as file:\n", + " reader = csv.reader(file)\n", + " for row in reader:\n", + " print(list(row))\n", + " \n", + "read_csv(test_file)\n", + " \n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# ex. 2 A\n", + "Add a functionality so that the file can be called from cli with 2 arguments\n", + " \n", + "All the tasks has been completed. I have created a separate folder called \"Week2\" in which i have placed the Week2.ipynb and different text and csv files. Exercise 2, 1,2 and 1,3 has been made in vs code in .py files." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Week_2.ipynb b/week2/Week_2.ipynb similarity index 95% rename from Week_2.ipynb rename to week2/Week_2.ipynb index af85bc1..c1fa56f 100644 --- a/Week_2.ipynb +++ b/week2/Week_2.ipynb @@ -175,7 +175,8 @@ "source": [ "# ex. 2 A\n", "Add a functionality so that the file can be called from cli with 2 arguments\n", - " 1. path to csv file" + " \n", + "All the tasks has been completed. I have created a separate folder called \"Week2\" in which i have placed the Week2.ipynb and different text and csv files. Exercise 2, 1,2 and 1,3 has been made in vs code in .py files." ] }, { diff --git a/week2/exercise2.md b/week2/exercise2.md new file mode 100644 index 0000000..f4c52a1 --- /dev/null +++ b/week2/exercise2.md @@ -0,0 +1,4 @@ +# den her linje skal printes +den her skal ikke +# den her skal også +heller ikke den her \ No newline at end of file diff --git a/ost.csv b/week2/ost.csv similarity index 100% rename from ost.csv rename to week2/ost.csv diff --git a/week2/output.txt b/week2/output.txt new file mode 100644 index 0000000..2108d6d --- /dev/null +++ b/week2/output.txt @@ -0,0 +1,74 @@ +.ipynb_checkpoints +ost.csv +output.txt +utils.py +week2Exercise1ex2a.py +week2Exercise1ex2b.py +week2Exercise2.py +Week_2.ipynb +.ipynb_checkpoints +ost.csv +output.txt +utils.py +week2Exercise1ex2a.py +week2Exercise1ex2b.py +week2Exercise2.py +Week_2.ipynb +.ipynb_checkpoints +ost.csv +output.txt +utils.py +week2Exercise1ex2a.py +week2Exercise1ex2b.py +week2Exercise2.py +Week_2.ipynb +.ipynb_checkpoints +exersice2.md +ost.csv +output.txt +outputExercise2.txt +utils.py +week2Exercise1ex2a.py +week2Exercise1ex2b.py +week2Exercise2.py +Week_2.ipynb +.ipynb_checkpoints +exercise2.md +ost.csv +output.txt +outputExercise2.txt +utils.py +week2Exercise1ex2a.py +week2Exercise1ex2b.py +week2Exercise2.py +Week_2.ipynb +.ipynb_checkpoints +exercise2.md +ost.csv +output.txt +outputExercise2.txt +utils.py +week2Exercise1ex2a.py +week2Exercise1ex2b.py +week2Exercise2.py +Week_2.ipynb +.ipynb_checkpoints +exercise2.md +ost.csv +output.txt +outputExercise2.txt +utils.py +week2Exercise1ex2a.py +week2Exercise1ex2b.py +week2Exercise2.py +Week_2.ipynb +.ipynb_checkpoints +exercise2.md +ost.csv +output.txt +outputExercise2.txt +utils.py +week2Exercise1ex2a.py +week2Exercise1ex2b.py +week2Exercise2.py +Week_2.ipynb diff --git a/week2/outputExercise2.txt b/week2/outputExercise2.txt new file mode 100644 index 0000000..36d01c0 --- /dev/null +++ b/week2/outputExercise2.txt @@ -0,0 +1,2 @@ +# den her linje skal printes +# den her skal også diff --git a/week2/utils.py b/week2/utils.py new file mode 100644 index 0000000..7baa2d9 --- /dev/null +++ b/week2/utils.py @@ -0,0 +1,45 @@ +import os +import csv + +def get_file_names(folderpath,out='output.txt'): + """ takes a path to a folder and writes all filenames in the folder to a specified output file""" + file_list = os.listdir(folderpath) + with open(out, 'a') as file: + write = csv.writer(file) + for row in file_list: + file.write(row + "\n") + +get_file_names('/home/jovyan/python_handin_template/week2') + + + +def get_all_file_names(folderpath,out='output.txt'): + """takes a path to a folder and write all filenames recursively (files of all sub folders to)""" + + +def print_line_one(file_names): + """takes a list of filenames and print the first line of each""" + for x in file_names: + print(x.split(".")[0]) + +print_line_one(['123.dk','22d.com','123sd.dk']) + +def print_emails(file_names): + """takes a list of filenames and print each line that contains an email (just look for @)""" + for x in file_names: + if "@" in x: + print(x) + +print_emails(["asd@asd.com", "asdasd","osteklokke@asd.com"]) + +def write_headlines(md_files, out='outputExercise2.txt'): + """takes a list of md files and writes all headlines (lines starting with #) to a file""" + with open(out, 'a') as file: + for x in md_files: + with open(x, 'r') as md_file: + lines = md_file.readlines() + for line in lines: + if line.startswith("#"): + file.write(line) + +write_headlines(['exercise2.md']) \ No newline at end of file diff --git a/week2ex2a.py b/week2/week2Exercise1ex2a.py similarity index 100% rename from week2ex2a.py rename to week2/week2Exercise1ex2a.py diff --git a/week2ex2b.py b/week2/week2Exercise1ex2b.py similarity index 100% rename from week2ex2b.py rename to week2/week2Exercise1ex2b.py diff --git a/week2/week2Exercise2.py b/week2/week2Exercise2.py new file mode 100644 index 0000000..e69de29 From 46c0400c419ad902e63cb16d5d286eecd0b50c99 Mon Sep 17 00:00:00 2001 From: = Date: Mon, 22 Feb 2021 16:16:56 +0100 Subject: [PATCH 08/14] week3 --- .ipynb_checkpoints/Week_3-checkpoint.ipynb | 121 +++++++++++++----- Week_3.ipynb | 121 +++++++++++++----- modules/__pycache__/__init__.cpython-37.pyc | Bin 0 -> 142 bytes modules/__pycache__/classes.cpython-37.pyc | Bin 0 -> 4383 bytes modules/__pycache__/course.cpython-37.pyc | Bin 0 -> 495 bytes modules/__pycache__/data_sheet.cpython-37.pyc | Bin 0 -> 633 bytes modules/__pycache__/student.cpython-37.pyc | Bin 0 -> 2011 bytes modules/classes.py | 106 +++++++++++++++ week3.csv | 4 + 9 files changed, 286 insertions(+), 66 deletions(-) create mode 100644 modules/__pycache__/__init__.cpython-37.pyc create mode 100644 modules/__pycache__/classes.cpython-37.pyc create mode 100644 modules/__pycache__/course.cpython-37.pyc create mode 100644 modules/__pycache__/data_sheet.cpython-37.pyc create mode 100644 modules/__pycache__/student.cpython-37.pyc create mode 100644 modules/classes.py create mode 100644 week3.csv diff --git a/.ipynb_checkpoints/Week_3-checkpoint.ipynb b/.ipynb_checkpoints/Week_3-checkpoint.ipynb index 0c30a90..e8d2741 100644 --- a/.ipynb_checkpoints/Week_3-checkpoint.ipynb +++ b/.ipynb_checkpoints/Week_3-checkpoint.ipynb @@ -7,14 +7,6 @@ "# Week 3 handin" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 01 Assignment\n", - "Here is the text for the assignment linked to" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -23,54 +15,117 @@ "Here is a status on the handin. How far you got. What is implemented and what is not" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 03 Solution part 1" - ] - }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ - "# 1.1 some code here with docstrings" + "# opgave 7.A\n", + "\n", + "from modules import classes as cs\n", + "\n", + "##cs.generate_students(4)\n", + "\n", + "\n", + "\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Nona Faria\n", + "yfdbhyoodcwmmaq\n", + "\n", + "-3.0\n", + "Jeffrey Fannin\n", + "bomeafoxgykfjhb\n", + "\n", + "12.0\n", + "Mark Cason\n", + "uzcrdhzimgyxdli\n", + "\n", + "4.0\n", + "Patricia Cowell\n", + "nwuarpruyccewxv\n", + "\n", + "12.0\n" + ] + } + ], "source": [ - "# 1.2 some code here with docstrings" + "# opgave 8.A\n", + "\n", + "from modules import classes as cs\n", + "\n", + "students = cs.get_students_list()\n", + "\n", + "for student in students:\n", + " print(student.name)\n", + " print(student.image_url)\n", + " print(student.get_avg_grade())" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Jeffrey Fannin\n", + "12.0\n", + "Patricia Cowell\n", + "12.0\n", + "Mark Cason\n", + "4.0\n", + "Nona Faria\n", + "-3.0\n" + ] + } + ], "source": [ - "# 1.3" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 04 Solution part 2" + "# opgave 8.B\n", + "\n", + "from modules import classes as cs\n", + "\n", + "students = cs.get_students_list()\n", + "\n", + "cs.sort_students_by_avg_grade(students)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "# 2.1" + "# opgave 8.C\n", + "\n", + "from modules import classes as cs\n", + "\n", + "cs.plot_students(students)" ] }, { diff --git a/Week_3.ipynb b/Week_3.ipynb index 0c30a90..e8d2741 100644 --- a/Week_3.ipynb +++ b/Week_3.ipynb @@ -7,14 +7,6 @@ "# Week 3 handin" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 01 Assignment\n", - "Here is the text for the assignment linked to" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -23,54 +15,117 @@ "Here is a status on the handin. How far you got. What is implemented and what is not" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 03 Solution part 1" - ] - }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ - "# 1.1 some code here with docstrings" + "# opgave 7.A\n", + "\n", + "from modules import classes as cs\n", + "\n", + "##cs.generate_students(4)\n", + "\n", + "\n", + "\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Nona Faria\n", + "yfdbhyoodcwmmaq\n", + "\n", + "-3.0\n", + "Jeffrey Fannin\n", + "bomeafoxgykfjhb\n", + "\n", + "12.0\n", + "Mark Cason\n", + "uzcrdhzimgyxdli\n", + "\n", + "4.0\n", + "Patricia Cowell\n", + "nwuarpruyccewxv\n", + "\n", + "12.0\n" + ] + } + ], "source": [ - "# 1.2 some code here with docstrings" + "# opgave 8.A\n", + "\n", + "from modules import classes as cs\n", + "\n", + "students = cs.get_students_list()\n", + "\n", + "for student in students:\n", + " print(student.name)\n", + " print(student.image_url)\n", + " print(student.get_avg_grade())" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Jeffrey Fannin\n", + "12.0\n", + "Patricia Cowell\n", + "12.0\n", + "Mark Cason\n", + "4.0\n", + "Nona Faria\n", + "-3.0\n" + ] + } + ], "source": [ - "# 1.3" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 04 Solution part 2" + "# opgave 8.B\n", + "\n", + "from modules import classes as cs\n", + "\n", + "students = cs.get_students_list()\n", + "\n", + "cs.sort_students_by_avg_grade(students)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "# 2.1" + "# opgave 8.C\n", + "\n", + "from modules import classes as cs\n", + "\n", + "cs.plot_students(students)" ] }, { diff --git a/modules/__pycache__/__init__.cpython-37.pyc b/modules/__pycache__/__init__.cpython-37.pyc new file mode 100644 index 0000000000000000000000000000000000000000..b9e1de98036886d3acbdc62c7f2237b0ff2cb12a GIT binary patch literal 142 zcmZ?b<>g`kf{qrY1a~0)7{q}AMj*ohh>KZ(L<&PNgC?WjN`@kkFoO7HuAh;go2s9c zUsjozr(aN6l98VmpOKiCl9?A@lA2qPlUS0fpPQdjnv+_rA0MBYmst`YuUAlci^B#Y MY6mj#GY~TX0Gm1@r~m)} literal 0 HcmV?d00001 diff --git a/modules/__pycache__/classes.cpython-37.pyc b/modules/__pycache__/classes.cpython-37.pyc new file mode 100644 index 0000000000000000000000000000000000000000..25dcb15b17666bf692f5341bab28997ff11b466f GIT binary patch literal 4383 zcmZ`+OK;rB5oYr>oTpy)TJ~-N!Mh1OfmhPn$=YxX$JtfZNH!6YwGjsd42GJfMjUY- zZni9GLY~G~V{^<=KI9M}zaal0f1ytcBp06pHD5HF zH3QF^f8PFM-ZG4T(O~vi=sZM8$Edi$Sz`D_%Y3HCrf=%j>f64#ZZKf)n;ekk_v~4OojgnnKX#C9(4w|>0Z|n{G(ME6h;y4^^jE?2ra1iW;10D|o z8TCg=D5H)3kRK#by3t9(6dSFNj+GY#@gSB#KwnI?E^NGVs^0qSeTQKJJ@i!@MeF$q zI$a}YN7pi=XKWeI7IQOWCoD62=4-}`=Z&X0M{xp6E3DjbG>QgXIb9L*sBH<_Ou2fL zDz`YKK2%Y;^m@4)$)K1LglUk(sf2A9sfWs7Hfyj&HvZn6+85_DMZnHgq=+DdXhup}dzNQwNe6@Sp(zhh(o3i=8UnzumHVZ> z%MR^H54E&TgL)mE;_@>SCcrWawVBzdt;|7f&y2!RHfgP@`bNcY*jE)9g`K@fC_C!N zR8+B7+tnD0CG^EIRV!4HdiwqOGt&81QM45r%$@$m3x(39No==m(WFi2D#QX+8oYPm zwurYMplB2GOhMx_s1cqIX~GRu^Qe*QbZxkh!(Ht{74D&Rcoj(2ROPWe;L$+()!)Fx z`=N~YeP=5ir2BsL(Q$terdsmVaT@P;NHcnEnTLnF5{8;F_Pf;<^lr-g7)Lp)KV)G@w{L;YOl?mH2 zChRrKE7FnfNhL#{U*ebf2YO_^W)mm(q?dVJHeq>HRx?+>0a0evtTM6l8o$!3Wwl-% zrIC4PyB9UedXo#%sE-k>ip^zgJ||C!o=^4Z;U?}&o`-$d%m{qdyk`z zIEdx3Uwd*qiqejVM^d?84`mV$e7heek?-!pXOd`aetKJ(o14D5c}uY$D|SbjpJDXb zEp091>R}Y^-(K&eFBA*aDYoQ9WS1$GYp62g*>cV#>{6ONocZ?#f&fA?G(r#q@d?Bv z(3IQR8^)bTxiGAF&{Ydz+KJ;J86HNW6Q&V@oVmWKSUh*ICm2&loRWNL`YK7EU#A!NG6xMUT` z%6{JV{A#J8U)SA2FEw)+(qxX{HQ!Sd&^)AAt-YcgTtYWe_7H(sIkX`4wfpWKB#Az} zvU|gLpjldcOpA%Ebg0w5rQF@20M`~FMN{2rNICaK=TO8lYB!WSIOy+0!f(t$mim=K z{Zvo_qS%r0cH<-phC97tbIqQ0`a1EIs!Z?KZ^-CK267nC^m9g{mayqrbGVJg+CU9( zk;j%z;v_GkJt5aWew##jad&y=WqiFKaj1%MaEXNbXa&0Dlg6900y!%Pm-{IkdExh~> ziZQ;K4uvc&KG-=v<=;8;pDud>m$LSwV^tB+iwKD%c_VEQAr~9L38%NIRj`zKApOc9 zIwa~>Rx0^Od|dfIQ%K?X?_3R(ui-bG+T2C2i^ z4IS3ja*Kl639@KVs(sZ!&q2?37Ykts({QZ_Z`(YPw3R0g!u>^{gg3A|rn&uJz_d8!9M z#Mh9Oa1bk%aNK}~^Kkr`ecPG?>bESu?94BDUZj zZr0L&CD!JzIU|>8&0n+l0yvJ{f|do@mLN|l;#czwX^*QVPtPo4TrbJ^-rBe_W#e(Z zq+Uq9f~xMVwJU-wNBn}Suc)GQ_LLq4*?xP$Z%hrSNMk;yIlrWeOrl`7o78(BbqYWN+U7%vcY&p&!#+za;R4pSkIlZp10k_CV0O48NxkM z^hkh$oWq#QJ>`T++#S666t5AE;_jaG;a+IkmhXw7L>@mJ_$zxu5s!xh876vupA!Ar zE(C{>p6n=Vlz^XhLQw!p?B%;hGVbi-kFt1#;X83_j*{UiaHOctA1OL~#KaSf+byw4 zt3Rgd2dLB%A|5SE;vM{Trk-+(RuJgL{cB60{8NV$O?=wjHP(9Lxhp)qNAG^|ck}@< aR7w}`;p#lruv!bPT5H8y^eUd`UH(6}d+%QW literal 0 HcmV?d00001 diff --git a/modules/__pycache__/course.cpython-37.pyc b/modules/__pycache__/course.cpython-37.pyc new file mode 100644 index 0000000000000000000000000000000000000000..bfb377721c64b1c0a97f3b8e43269bf61dbd3781 GIT binary patch literal 495 zcmYjNy-ve05I#FUq!kqs;tAL?&`fLyRditM!j{EYu^~Z8TtGl5njm>6OX{g z#9cyB&-%VQ+xO$oH?!Fk(B9$V{uBKdZT1#mut2y|q+3v+*bec=b5Q&a(xAZef8!V} z5bg{~L(UZBTrtIWkOwNj{Lsfsv$0MWF{Y4_r@AG=og?+E2LU}tW_^In`w%(kBjiv4 zc44bD@?k3*?I%SoowLR?{;1QkD7E#W?h5ClM=O<1V;?$QKUkV!NsbMPA|jgo0X9MR zbD5Q<(b8 literal 0 HcmV?d00001 diff --git a/modules/__pycache__/data_sheet.cpython-37.pyc b/modules/__pycache__/data_sheet.cpython-37.pyc new file mode 100644 index 0000000000000000000000000000000000000000..54960ea54750b5b153d7c65d383a5072a10fcff7 GIT binary patch literal 633 zcmZWm%}N|W5U%Q(oeb*=qBqf-mjQ9kLI{!wxp~P!Sdg;WZuf`TnQ?kHWMw?X2QkMy zLEfdWd4${of>k}J3l@A;)%DZ;RrTlX?IE!Ic{;v+V*6JPFA}kH#&El=zJdXR4~(B` z3`Tu}EShlqRTO(?40piF!Wa#Vl|iE(U>upq#B5_T;J(BU&vmQG&8%%F(kCKT@P*-o zREHf9zsenWk)i)EsaB1%E>k{swzz4e`ZqK&oByZztXkT9QGH+QGOyR|tSV`yOEWL2 zwadEDt<9H}Sryjh=JoZHdhJu9c{y*1Jd9rxW^y+ z9W3A+u6FKKhmY8)h5CgEx1&oQr5_>+oPDC}+Lp!-rj0f>iyFDmC*kCL($5*@>eWEf zyHndzUqaeZF?VgsaVH8e#u4t|-Qfo9_w^UqK&CDA(h~V0QNIxOM?|+PUG$kI;TxMR mQ8ML*5+aRkLEt2rMrj-({6oQRREOrkJ^k3f^hx^uG2j_|HI6(0 literal 0 HcmV?d00001 diff --git a/modules/__pycache__/student.cpython-37.pyc b/modules/__pycache__/student.cpython-37.pyc new file mode 100644 index 0000000000000000000000000000000000000000..0cb8eb0da20b52b7e3c8bf94a1e249fdd3c71463 GIT binary patch literal 2011 zcmZWqUvC^W5VyU5Zujo;w=FGgkpdLNA)2Hqq6k%0MI-uvh(udaWT{%VXXmoX-tNWr zwYjkSbbW=s@BxxH_yT+wKOynduh1uEyqBYtJ$XDHduBX8&&++ju+S#(z0a=y^lM1S z-?%vYJYep^&<}tJB4|!{GgD68nsEj*%e|q`eTsWt9t=YsQgWXNUj#3R2&Rm;L?~J> z2#;hWqA7)w^dafRufQ(Z=}{ZrE5}Mp;M&`%NfW&%rRn4D+2;du7l!@>h$QGAd{e=M zC;WlWJrRfyJous|BA5dagNL?lJv3t>3&Z2@QX_|{$qsn1ofi6l$M+}0BGpdv%|vGh z{Qzv^hckn54~D)9q@oo`NX3BC$^*(OAE+k?IH5Z|-}*&5lr|j5LP%xXVjhK!vtc@r z$ynvR!1`L|y9(_qK%1x*k_gBjMBzic{$gXV9LkOT^4TOUHbxV(R~E@$T8OMj;Qpf= zqSzRgVw_98p_|y&M-v+*NmgVgNxEP~qeVhP_d8ymL9l*yq)%}hKD-A4>*D+p7(r`@ zbf28iQ&O{|OBLHDPnK)1qJ~x8l-?pWJv{#y@GxG*rt}J_{mKUn*p5P@J>NydR|nE0 z1CZS%nrI!fm`r6eKu$eI9M9e0WG_Lrsun> zAkr8zp+0THZ<%)K@rAR9|8sVy7a~mfP)TCjNz%Xwd^brB$7$Z|@J`<)qr0_2+iDpJ zKF=EjFQX7V#9HHHMy$)C(8=ZqqdJ~+2>%64ld=P^rdS>WRx>OO5s6r|MMrc8t=c>K z(-5&xktw48d+i%47RAz(z5J~X3_J1QZ9=hp;)@lr`hvjOb5puaru3B7EfbjVq*Vbg z&Wj7;9k=pM=`^S#6IIcGPH7#RxC-44JEc`zwWfaE78m#1ReQfvMQ(IqUVyO(V+rKT z;?ggzx>E%wD^*9ldy$+%89#=S|DHS`Ka#^ub14sQuJ`pbOH)hc zxMFo8_!`G$AQgGCT2lj=YuG--`valm5Sr6jeTE8Zs2tj`zgK2`s8nrKRt)S?s{2`% zduGgv$??WH54kS$z)cGdi{1@_S0P7S)VJs zS^|yZczf+2PqmhX4Ie>~r<${^&EuDtbziOhjQTD&>(ADj1YDc#%+e88uxDi2-;)Y7 zW*o?%S85R8gxcsumE{mba~|ZbvOwl$SkLt~mw7FqbK9DEv_5*W@!Yt= z09_liwB1{^0f0S_)-Oj8Y=F9&ySm*S=eY~g`uk;8C`3_RL4sXYc}VbCZMa)1Xx2@q zyoTbBkbI2fUuVH{l^NOV+OQZ8pGw8MZ(yZ)tLes?hfRmE^oU2hSuT_E>3(Axix+aj z6})R*wl#Z5-Zk>bB&JMIfkfah05B_Wc A1poj5 literal 0 HcmV?d00001 diff --git a/modules/classes.py b/modules/classes.py new file mode 100644 index 0000000..fc381eb --- /dev/null +++ b/modules/classes.py @@ -0,0 +1,106 @@ +import names +import random +import string +import matplotlib.pyplot as plt + + +class Data_sheet: + + + def __init__(self, courses): + self.courses = courses + + + def get_grades_as_list(self): + grades = [] + for course in self.courses: + grades.append(course.grade) + return grades + + + +class Course: + + def __init__(self, name, classroom, teacher, ects, grade): + self.name = name + self.classroom = classroom + self.teacher = teacher + self.ects = ects + self.grade = grade + + +class Student: + + course_list = ["Matematik", "Dansk", "Gymnastik", "Fysik"] + + def __init__(self, name, gender, data_sheet, image_url): + self.name = name + self.gender = gender + self. data_sheet = data_sheet + self.image_url = image_url + + def get_avg_grade(self): + my_sum = 0 + grades_list = self.data_sheet.get_grades_as_list() + for grade in grades_list: + my_sum += int(grade) + avg_grade = my_sum / len(grades_list) + return avg_grade + + +def generate_students(number): + course_names = ["Secruity", "Typescript", "Kotlin"] + genders = ["male", "female"] + grades = ["-3", "00", "02", "4", "7", "10", "12"] + + for x in range(0, number): + with open("week3.csv", "a") as file_obj: + name = names.get_full_name() + image_url = ''.join(random.choice(string.ascii_lowercase)for i in range(15)) + course = Course(random.choice(course_names),'D klassen', 'Thomas', '20', random.choice(grades)) + data_sheet = Data_sheet([course]) + student = Student(name, random.choice(genders), data_sheet, image_url) + text_to_file = "name: {stud_name}, gender: {stud_gender} course name: {course_name}, teacher: {teacher}, ects: {ects}, classroom: {classroom}, grade: {grade}, image_url: {image_url}" .format( + stud_name=student.name, stud_gender=student.gender, course_name=course.name, teacher=course.teacher, ects=course.ects, classroom=course.classroom, grade=course.grade, image_url=student.image_url) + file_obj.write(text_to_file + "\n") + +def sort_students_by_avg_grade(ut): + newlist = sorted(ut, key=lambda x: x.get_avg_grade(), reverse=True) + for std in newlist: + print(std.name) + print(std.get_avg_grade()) + + +def test_read_student_to_list(): + students = [] + with open("week3.csv", "r") as file: + lines = file.readlines() + for line in lines: + print((line.split("ects: "))[1].split(",")[0]) + + +def get_students_list(): + student_list = [] + with open("week3.csv", "r") as file_obj: + lines = file_obj.readlines() + for line in lines: + name = (line.split("name: "))[1].split(",")[0] + course_name = (line.split("course name: "))[1].split(",")[0] + teacher = (line.split("teacher: "))[1].split(",")[0] + ects = (line.split("ects: "))[1].split(",")[0] + classroom = (line.split("classroom: "))[1].split(",")[0] + grade = (line.split("grade: "))[1].split(",")[0] + image_url = (line.split("image_url: "))[1].split(",")[0] + gender = (line.split("gender: "))[1].split(",")[0] + + course = Course(course_name, classroom, teacher, ects, grade) + data_sheet = Data_sheet([course]) + student = Student(name, gender, data_sheet, image_url) + student_list.append(student) + return student_list + + +def plot_students(students): + for student in students: + plt.bar([student.name],[student.get_avg_grade()],width=0.5, align='center') + plt.xticks(rotation=45, horizontalalignment='right',fontweight='light') \ No newline at end of file diff --git a/week3.csv b/week3.csv new file mode 100644 index 0000000..4802453 --- /dev/null +++ b/week3.csv @@ -0,0 +1,4 @@ +name: Nona Faria, gender: male course name: Secruity, teacher: Thomas, ects: 20, classroom: D klassen, grade: -3, image_url: yfdbhyoodcwmmaq +name: Jeffrey Fannin, gender: female course name: Kotlin, teacher: Thomas, ects: 20, classroom: D klassen, grade: 12, image_url: bomeafoxgykfjhb +name: Mark Cason, gender: male course name: Typescript, teacher: Thomas, ects: 20, classroom: D klassen, grade: 4, image_url: uzcrdhzimgyxdli +name: Patricia Cowell, gender: male course name: Kotlin, teacher: Thomas, ects: 20, classroom: D klassen, grade: 12, image_url: nwuarpruyccewxv From 2bf6a69a94f60cd36772caeec7f3a9f5d75a78e7 Mon Sep 17 00:00:00 2001 From: = Date: Wed, 24 Feb 2021 14:42:11 +0100 Subject: [PATCH 09/14] week4 --- .ipynb_checkpoints/Week_4-checkpoint.ipynb | 146 +++++++++++ Week_4.ipynb | 240 +++++++++++++++++++ modules/__pycache__/ex1_week4.cpython-37.pyc | Bin 0 -> 3108 bytes modules/ex1_week4.py | 102 ++++++++ 4 files changed, 488 insertions(+) create mode 100644 .ipynb_checkpoints/Week_4-checkpoint.ipynb create mode 100644 Week_4.ipynb create mode 100644 modules/__pycache__/ex1_week4.cpython-37.pyc create mode 100644 modules/ex1_week4.py diff --git a/.ipynb_checkpoints/Week_4-checkpoint.ipynb b/.ipynb_checkpoints/Week_4-checkpoint.ipynb new file mode 100644 index 0000000..e1345b3 --- /dev/null +++ b/.ipynb_checkpoints/Week_4-checkpoint.ipynb @@ -0,0 +1,146 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Week 4 handin" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 02 Status\n", + "Here is a status on the handin. How far you got. What is implemented and what is not" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Week 4 Exercise with Numpy\n", + "\n", + "Use only numpy (not pandas) in these exercises\n", + "#### Exercise 1\n", + "1. Open the file './data/befkbhalderstatkode.csv'\n", + "2. Turn the csv file into a numpy ndarray with `np.genfromtxt(filename, delimiter=',', dtype=np.uint, skip_header=1)`\n", + "3. Using this data:\n", + "```python\n", + "neighb = {1: 'Indre By', 2: 'Østerbro', 3: 'Nørrebro', 4: 'Vesterbro/Kgs. Enghave', \n", + " 5: 'Valby', 6: 'Vanløse', 7: 'Brønshøj-Husum', 8: 'Bispebjerg', 9: 'Amager Øst', \n", + " 10: 'Amager Vest', 99: 'Udenfor'}\n", + "```\n", + "Find out how many people lived in each of the 11 areas in 2015\n", + "4. Make a bar plot to show the size of each city area from the smallest to the largest\n", + "5. Create a boolean mask to find out how many people above 65 years lived in Copenhagen in 2015\n", + "6. How many of those were from the other nordic countries (not dk)\n", + "7. Make a line plot showing the changes of number of people in vesterbro and østerbro from 1992 to 2015\n", + "\n", + "#### Exercise 2 A bit harder (Extra only if you have the time)\n", + "\n", + "1. From \"Danmarks Statistik\" download demographic data here:\n", + "https://api.statbank.dk/v1/data/FOLK1A/CSV?valuePresentation=Code&delimiter=Semicolon&OMR%C3%85DE=000%2C084%2C147%2C400%2C085%2C083%2C082%2C081%2C851%2C461%2C561%2C751&K%C3%98N=1%2C2&ALDER=0%2C1%2C2%2C3%2C4%2C5%2C6%2C7%2C8%2C9%2C10%2C11%2C12%2C13%2C14%2C15%2C16%2C17%2C18%2C19%2C20%2C21%2C22%2C23%2C24%2C25%2C26%2C27%2C28%2C29%2C30%2C31%2C32%2C33%2C34%2C35%2C36%2C37%2C3%2C39%2C40%2C41%2C42%2C43%2C44%2C45%2C46%2C47%2C48%2C49%2C50%2C51%2C52%2C53%2C54%2C55%2C56%2C57%2C58%2C59%2C60%2C61%2C62%2C63%2C64%2C65%2C66%2C67%2C68%2C69%2C70%2C71%2C72%2C73%2C74%2C75%2C76%2C77%2C78%2C79%2C80%2C81%2C82%2C83%2C84%2C85%2C86%2C87%2C88%2C89%2C90%2C91%2C92%2C93%2C94%2C95%2C96%2C97%2C98%2C99%2C100&Tid=2008K1%2C2009K1%2C2010K1%2C2011K1%2C2012K1%2C2013K1%2C2014K1%2C2015K1%2C2016K1%2C2017K1%2C2018K1%2C2019K1%2C2020K1\n", + "\n", + "\n", + "2. clean up the data so it only contains numbers. (If you find this hard to do then Pandas can help (we will cover it next week)\n", + "```python\n", + "import pandas as pd \n", + "url = 'url from above here'\n", + "df = pd.read_csv(url,sep=';')\n", + "df['TID'] = df['TID'].map(lambda x:x[:-2]) #cut the last 2 characters\n", + "df.to_csv('demografic_cleaned.csv',header=False, index=False)\n", + "```\n", + "Now you have csv data with columns: OMRÅDE;KØN;ALDER;TID;INDHOLD\n", + "3. Now load your demographic data with numpy. (Hint: use np.loadtxt() with dtype and delimiter).\n", + "4. Use file: BY_KODER_demographics.csv to get cities from the city codes\n", + "5. Now find out which city in 2020 has the highest percentage of men (gender code 1),(Hint: create a function to return summed up data by city code ala: def summed_by_city(city_code): returning pct_male \n", + "6. Create a line chart with 5 lines showing population changes in the 5 largest cities from 2008 to 2020\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#1. Exercise \n", + "\n", + "from modules import ex1_week4 as ex\n", + "# .3\n", + "ex.getPubInCity()\n", + "print(\"\\n\\n\")\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from modules import ex1_week4 as ex\n", + "# .4\n", + "ex.getBarWithPubInCity()\n", + "print(\"\\n\\n\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from modules import ex1_week4 as ex\n", + "# .5\n", + "ex.peopleAbove65cph2015()\n", + "print(\"\\n\\n\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from modules import ex1_week4 as ex\n", + "# .6\n", + "ex.howManyNotFromDenmark()\n", + "print(\"\\n\\n\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from modules import ex1_week4 as ex\n", + "# .7\n", + "ex.linePlotting()" + ] + } + ], + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Week_4.ipynb b/Week_4.ipynb new file mode 100644 index 0000000..9b284f1 --- /dev/null +++ b/Week_4.ipynb @@ -0,0 +1,240 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Week 4 handin" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 02 Status\n", + "Here is a status on the handin. How far you got. What is implemented and what is not" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Week 4 Exercise with Numpy\n", + "\n", + "Use only numpy (not pandas) in these exercises\n", + "#### Exercise 1\n", + "1. Open the file './data/befkbhalderstatkode.csv'\n", + "2. Turn the csv file into a numpy ndarray with `np.genfromtxt(filename, delimiter=',', dtype=np.uint, skip_header=1)`\n", + "3. Using this data:\n", + "```python\n", + "neighb = {1: 'Indre By', 2: 'Østerbro', 3: 'Nørrebro', 4: 'Vesterbro/Kgs. Enghave', \n", + " 5: 'Valby', 6: 'Vanløse', 7: 'Brønshøj-Husum', 8: 'Bispebjerg', 9: 'Amager Øst', \n", + " 10: 'Amager Vest', 99: 'Udenfor'}\n", + "```\n", + "Find out how many people lived in each of the 11 areas in 2015\n", + "4. Make a bar plot to show the size of each city area from the smallest to the largest\n", + "5. Create a boolean mask to find out how many people above 65 years lived in Copenhagen in 2015\n", + "6. How many of those were from the other nordic countries (not dk)\n", + "7. Make a line plot showing the changes of number of people in vesterbro and østerbro from 1992 to 2015\n", + "\n", + "#### Exercise 2 A bit harder (Extra only if you have the time)\n", + "\n", + "1. From \"Danmarks Statistik\" download demographic data here:\n", + "https://api.statbank.dk/v1/data/FOLK1A/CSV?valuePresentation=Code&delimiter=Semicolon&OMR%C3%85DE=000%2C084%2C147%2C400%2C085%2C083%2C082%2C081%2C851%2C461%2C561%2C751&K%C3%98N=1%2C2&ALDER=0%2C1%2C2%2C3%2C4%2C5%2C6%2C7%2C8%2C9%2C10%2C11%2C12%2C13%2C14%2C15%2C16%2C17%2C18%2C19%2C20%2C21%2C22%2C23%2C24%2C25%2C26%2C27%2C28%2C29%2C30%2C31%2C32%2C33%2C34%2C35%2C36%2C37%2C3%2C39%2C40%2C41%2C42%2C43%2C44%2C45%2C46%2C47%2C48%2C49%2C50%2C51%2C52%2C53%2C54%2C55%2C56%2C57%2C58%2C59%2C60%2C61%2C62%2C63%2C64%2C65%2C66%2C67%2C68%2C69%2C70%2C71%2C72%2C73%2C74%2C75%2C76%2C77%2C78%2C79%2C80%2C81%2C82%2C83%2C84%2C85%2C86%2C87%2C88%2C89%2C90%2C91%2C92%2C93%2C94%2C95%2C96%2C97%2C98%2C99%2C100&Tid=2008K1%2C2009K1%2C2010K1%2C2011K1%2C2012K1%2C2013K1%2C2014K1%2C2015K1%2C2016K1%2C2017K1%2C2018K1%2C2019K1%2C2020K1\n", + "\n", + "\n", + "2. clean up the data so it only contains numbers. (If you find this hard to do then Pandas can help (we will cover it next week)\n", + "```python\n", + "import pandas as pd \n", + "url = 'url from above here'\n", + "df = pd.read_csv(url,sep=';')\n", + "df['TID'] = df['TID'].map(lambda x:x[:-2]) #cut the last 2 characters\n", + "df.to_csv('demografic_cleaned.csv',header=False, index=False)\n", + "```\n", + "Now you have csv data with columns: OMRÅDE;KØN;ALDER;TID;INDHOLD\n", + "3. Now load your demographic data with numpy. (Hint: use np.loadtxt() with dtype and delimiter).\n", + "4. Use file: BY_KODER_demographics.csv to get cities from the city codes\n", + "5. Now find out which city in 2020 has the highest percentage of men (gender code 1),(Hint: create a function to return summed up data by city code ala: def summed_by_city(city_code): returning pct_male \n", + "6. Create a line chart with 5 lines showing population changes in the 5 largest cities from 2008 to 2020\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Indre By\n", + "51937\n", + "Østerbro\n", + "75113\n", + "Nørrebro\n", + "78802\n", + "Vesterbro/Kgs. Enghave\n", + "61623\n", + "Valby\n", + "51727\n", + "Vanløse\n", + "39537\n", + "Brønshøj-Husum\n", + "43908\n", + "Bispebjerg\n", + "53604\n", + "Amager Øst\n", + "55205\n", + "Amager Vest\n", + "64967\n", + "Udenfor\n", + "3872\n", + "\n", + "\n", + "\n" + ] + } + ], + "source": [ + "#1. Exercise \n", + "\n", + "from modules import ex1_week4 as ex\n", + "# .3\n", + "ex.getPubInCity()\n", + "print(\"\\n\\n\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from modules import ex1_week4 as ex\n", + "# .4\n", + "ex.getBarWithPubInCity()\n", + "print(\"\\n\\n\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "sum all above 65 cph areas = 55700\n", + "\n", + "\n", + "\n" + ] + } + ], + "source": [ + "from modules import ex1_week4 as ex\n", + "# .5\n", + "ex.peopleAbove65cph2015()\n", + "print(\"\\n\\n\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "sum all above 65 cph areas not from nordic countries = 2948\n", + "\n", + "\n", + "\n" + ] + } + ], + "source": [ + "from modules import ex1_week4 as ex\n", + "# .6\n", + "ex.howManyNotFromDenmark()\n", + "print(\"\\n\\n\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{1992: 62221, 1993: 62583, 1994: 63050, 1995: 63572, 1996: 64503, 1997: 65856, 1998: 66148, 1999: 66295, 2000: 66673, 2001: 66877, 2002: 67020, 2003: 67550, 2004: 67516, 2005: 67671, 2006: 67351, 2007: 67330, 2008: 67964, 2009: 68769, 2010: 69951, 2011: 70938, 2012: 72400, 2013: 73388, 2014: 74521, 2015: 75113}\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from modules import ex1_week4 as ex\n", + "# .7\n", + "ex.linePlotting()" + ] + } + ], + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/modules/__pycache__/ex1_week4.cpython-37.pyc b/modules/__pycache__/ex1_week4.cpython-37.pyc new file mode 100644 index 0000000000000000000000000000000000000000..6c0d05d59f4cb1df24303d69e8f50909f95c44ed GIT binary patch literal 3108 zcmb7G&2Jk;6rY*>uwy4_n)LevtO`U8)NY|I97@`Tf~XKtQK6Amt&}jo z*m6#7Igt|=4jhsL2mXWH^Iz-*Bu0Acfj+qdU-AM9PB;yTM@`Kl%d;uUSm;Eq=R(`^a)PerMULB0PjH93 zTeer=IiBYeyugcml27qzevHrX<9zm)qE`%vH_7Mti5JA1;wSkjsHgd9eg^7e{475Q z^$b7HFF<{q(}$#daR56Zi)EVHNvw45?MkJ}eeG9kVx?7U`XLu8(Y|iQTvY1G+AI3u zfWnBfl}>OG22r4eN*%7dZQ&J@R?uE<3Lggb^7kcIqO{QMOo0C0&j~2jRBU>Sd%H>r z==DxL62l+WuNz6F^o49R{Wak^kNmLK?c`zTBVUGlyNT$`KxaYi?aHLNx4U}ft4`91 zyuw0|v_)-Is79v<3U?#FAyf(1>lKF`T*J$K&xKrxRk^5a&>Ju;EG$gd!Iq0f4hvj( zfEyp6H3xMl@G}n%Le0A^7u0p?cG_Th0hXmQ zwIe@isS_~UZ$zDk>eZ*!W*mv?YP{CwQ72zR#FJ@TAxl8yO3qJI-mwN`EIY`c9xsX_Z>)Z#93W()WQ8o3d7wk$yM zogtD_i**DMA2ctz#6$R!Q&0q8$S2c}*(R8$&-(Ny_RM~mp<Am~r9SrqhLaQaZ4IDzqAGcGtE+i1S z%u;7P;JTSQei$_5;0pXs9R*IOJqILBUADZuiox}QSbB5KSOvXUYCkmk5zOKhRzR?h zj;hgRG5!dyPMewV6iI5eL-5j?uhemnDl~@YZs?%iO3KVDWFydd)mi+H5bR^0&b{V{ z?}JK$_!0URIN&9!s?Z+09>P3!y{FL8BZ3-2a|VPSNi0KXyJg?m*K&-^ZCOBa3}x(t63a$5{o%3kho>4&SCoqDks_^ZinJ7&UW(#%=OXLYd5ZgVuDUj>|0D-gL(|f zAvXR9e>5I#1i~9(0Uw1IqTvBpj>vKd)e%|Vz()bTi6MOZak6j(zT#2%)K%D`LJJ3f z0TclND1v{W)%)ZPK+0H`R#Y67WUPR&rFz_vS_R_2AZ97!{IxKjY{u)~__Dhg>n~yA zdqPIOYR$vG5_3PGw#yl#jH-`8HbxsaKF%$V!5y=xr>%o|1#`nD9Bq@r$2K0D`1jqW zby%wpxn?Xmn0;)BqqesC_Sh+nD?|2i`V?}H)pv$@=JFExAG6ygx4mh0c4+n=mWXzT z`HjHJxgCt>u7*4}Z0B@7yZ7+i77zw{1#|b=?-d}Lk9tMOkS^YeFtUR#_H%GU8uqs* zcL>V2r?58Uo6fu^V;iPUg$(RqR15>gD#fI^vic?@7l z&=cPD!XfnmCb$mHwf7RQPoXz4zUM$lbwa-;!o&BX@^os4L81+RAs5TwSx02FMlvg0 z(hxj#*Zi;}5|xEq9q3SaZr4od+3hffOdbl@FNZ4~I3a{qrz?DwcvEYmyB3B_J%!ub z9p1iBlG1MG%DA96lP$A69;7iG4Ta-zN2AMR7)bE|HlYEz2QVPPh)W>P+wf)?e|A)} zJe`Dh+PpJ#25$nlLAyMgI6lB1Ne3nX8eW?195|zirRW}zQnS0x aJa9BSq&bXbvlA}T`skZ?Y%5 65) + & (bef_stats_df[:, 1] != 99) + ) + print("sum all above 65 cph areas = ", np.sum(bef_stats_df[mask][:, 4])) + + +# 6. How many of those were from the other nordic countries (not dk) +def howManyNotFromDenmark(): + dd = bef_stats_df + mask = ( + (bef_stats_df[:, 0] == 2015) + & (bef_stats_df[:, 2] > 65) + & (dd[:, 3] != 5100) + & (dd[:, 3] != 5120) + & (dd[:, 3] != 5110) + ) + print( + "sum all above 65 cph areas not from nordic countries = ", + np.sum(bef_stats_df[mask][:, 4]), + ) + + +# 7. Make a line plot showing the changes of number of people in vesterbro and østerbro from 1992 to 2015 + + +def linePlotting(): + years = list(np.unique(bef_stats_df[:, 0])) + vesterbroDict = {} + østerbroDict = {} + for y in years: + mask = (bef_stats_df[:, 0] == y) & (bef_stats_df[:, 1] == 4) + sum = np.sum(bef_stats_df[mask][:, 4]) + vesterbroDict.update({y: sum}) + for y in years: + mask = (bef_stats_df[:, 0] == y) & (bef_stats_df[:, 1] == 2) + sum = np.sum(bef_stats_df[mask][:, 4]) + østerbroDict.update({y: sum}) + + print(østerbroDict) + values_vesterbro = list(vesterbroDict.values()) + values_østerbro = list(østerbroDict.values()) + plt.title("befolkningstal gennem årene", fontsize=24) + plt.ylabel("Befolkningstal", fontsize=12) + plt.ylabel("Årstal", fontsize=12) + plt.plot(years, values_vesterbro, label="Vesterbro") + plt.plot(years, values_østerbro, label="Østerbro") + plt.legend() + plt.show() \ No newline at end of file From 9f095779a5aa0d6f1571d9fff80c5694ab8c4818 Mon Sep 17 00:00:00 2001 From: = Date: Wed, 3 Mar 2021 13:25:08 +0100 Subject: [PATCH 10/14] week5 --- .ipynb_checkpoints/Week5-checkpoint.ipynb | 225 +++++++++++++++++++++ .ipynb_checkpoints/Week_4-checkpoint.ipynb | 124 ++++++++++-- Week5.ipynb | 225 +++++++++++++++++++++ Week_4.ipynb | 4 +- modules/ex1_week4.py | 1 - 5 files changed, 561 insertions(+), 18 deletions(-) create mode 100644 .ipynb_checkpoints/Week5-checkpoint.ipynb create mode 100644 Week5.ipynb diff --git a/.ipynb_checkpoints/Week5-checkpoint.ipynb b/.ipynb_checkpoints/Week5-checkpoint.ipynb new file mode 100644 index 0000000..06a19b7 --- /dev/null +++ b/.ipynb_checkpoints/Week5-checkpoint.ipynb @@ -0,0 +1,225 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Handin exercise for week 5: Pandas\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Ex1 Use data from Danmarks Statistik - Databanken\n", + "1. Go to https://www.dst.dk/da/Statistik/brug-statistikken/muligheder-i-statistikbanken/api#testkonsol\n", + "2. Open 'Konsol' and click 'Start Konsol'\n", + "3. In the console at pt 1: choose 'Retrieve tables', pt 2: choose get request and json format and pt 3: execute:\n", + " 1. check the result\n", + " 2. in the code below this same get request is used to get information about all available data tables in 'databanken'. \n", + "4. Change pt. 1 in the console to 'Retrieve data', pt 2: 'get request' and Table id: 'FOLK1A', format: csv, delimiter: semicolon and click: 'Variable and value codes' and choose some sub categories (Hint: hover over the codes to see their meaning). Finally execute and see what data you get.\n", + "5. With data aggregation and data visualization answer the following questions:\n", + " 1. What is the change in pct of divorced danes from 2008 to 2020?\n", + " 2. Which of the 5 biggest cities has the highest percentage of 'Never Married' in 2020?\n", + " 3. Show a bar chart of changes in marrital status in Copenhagen from 2008 till now\n", + " 4. Show 2 plots in same figure: 'Married' and 'Never Married' for all ages in DK in 2020 (Hint: x axis is age from 0-125, y axis is how many people in the 2 categories). Add lengend to show names on graphs\n", + " \n", + "## Ex2 Use another table (extra)\n", + "Choose any of the other tables in 'databanken' to find interesting data.\n", + "1. Collect the data\n", + "2. Pose 5 or more interesing questions to the data\n", + "3. Answer the questions by aggregating the data\n", + "4. Illustrate the answers with visual plots" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.272806258451512" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Ex 5 A. What is the change in pct of divorced danes from 2008 to 2020?\n", + "import pandas as pd \n", + "url1 = 'https://api.statbank.dk/v1/data/FOLK1A/CSV?delimiter=Semicolon&Tid=2008K1%2C2008K2%2C2008K3%2C2008K4%2C2020K1%2C2020K2%2C2020K3%2C2020K4&CIVILSTAND=F'\n", + "dst1 = pd.read_csv(url1, sep=\";\")\n", + "\n", + "sumOf2008 = sum(list(dst1.iloc[0:4]['INDHOLD']))\n", + "sumOf2020 = sum(list(dst1.iloc[4:8]['INDHOLD']))\n", + "\n", + "pot_diff = (sumOf2020 - sumOf2008)/sumOf2008\n", + "\n", + "pot_diff\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "48.94415613442545\n" + ] + } + ], + "source": [ + "# Ex 5 B. Which of the 5 biggest cities has the highest percentage of 'Never Married' in 2020?\n", + "# jeg har ikke frasorteret regioner og hele land. Men det er i bund og grund det samme, da \"Hele landet\" i dette\n", + "# tilfælder er den største \"by\" og jeg dermed har fundet den procentdel af ugifte der.\n", + "import pandas as pd \n", + "url2 = 'https://api.statbank.dk/v1/data/FOLK1A/CSV?delimiter=Semicolon&CIVILSTAND=U&ALDER=IALT&Tid=2020*&OMR%C3%85DE=*'\n", + "dst2 = pd.read_csv(url2, sep=\";\")\n", + "\n", + "url3 = 'https://api.statbank.dk/v1/data/FOLK1A/CSV?delimiter=Semicolon&CIVILSTAND=TOT&ALDER=IALT&Tid=2020*&OMR%C3%85DE=*'\n", + "dst3 = pd.read_csv(url3, sep=\";\")\n", + "\n", + "biggestCitysU = dst2.nlargest(20, ['INDHOLD'])\n", + "biggestCityA = dst3.nlargest(4,['INDHOLD'])\n", + "\n", + "ugiftSum = sum((biggestCitysU.iloc[0:4]['INDHOLD'])/ 4)\n", + "allSum = sum((biggestCityA.iloc[:]['INDHOLD'])/ 4)\n", + "\n", + "print(ugiftSum/allSum*100)\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Ex 5 C. Show a bar chart of changes in marrital status in Copenhagen from 2008 till now\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "url4 = 'https://api.statbank.dk/v1/data/FOLK1A/CSV?delimiter=Semicolon&CIVILSTAND=U%2CG%2CE%2CF&Tid=2008K1%2C2009K1%2C2010K1%2C2011K1%2C2012K1%2C2013K1%2C2014K1%2C2015K1%2C2016K1%2C2017K1%2C2018K1%2C2019K1%2C2020K1%2C2021K1'\n", + "dst3 = pd.read_csv(url4, sep=\";\")\n", + "\n", + "dst3.plot.bar(figsize=(30,5), x = 'CIVILSTAND', y ='INDHOLD')\n", + "dst3.plot.bar(figsize=(30,5), x = 'TID', y ='INDHOLD')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Ex 5 D. Show 2 plots in same figure: 'Married' and 'Never Married' for all ages in DK in 2020 \n", + "# (Hint: x axis is age from 0-125, y axis is how many people in the 2 categories). Add lengend to show names on graphs\n", + "import matplotlib.pyplot as plt\n", + "url5 = \"https://api.statbank.dk/v1/data/FOLK1A/CSV?delimiter=Semicolon&CIVILSTAND=G&Tid=2020K1&ALDER=*\"\n", + "dst4 = pd.read_csv(url5, sep=\";\")\n", + "url6 = \"https://api.statbank.dk/v1/data/FOLK1A/CSV?delimiter=Semicolon&Tid=2020K1&ALDER=*&CIVILSTAND=U\"\n", + "dst5 = pd.read_csv(url6, sep=\";\")\n", + "\n", + "age_list = []\n", + "for x in range(126):\n", + " age_list.append(x)\n", + " \n", + "gift_list = list(dst4.iloc[1:]['INDHOLD'])\n", + "ugift_list = list(dst5.iloc[1:]['INDHOLD'])\n", + "\n", + "plt.plot(age_list, gift_list, label=\"Gift\")\n", + "plt.plot(age_list, ugift_list, label=\"Ugift\")\n", + "plt.legend()" + ] + } + ], + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/.ipynb_checkpoints/Week_4-checkpoint.ipynb b/.ipynb_checkpoints/Week_4-checkpoint.ipynb index e1345b3..e74959c 100644 --- a/.ipynb_checkpoints/Week_4-checkpoint.ipynb +++ b/.ipynb_checkpoints/Week_4-checkpoint.ipynb @@ -11,8 +11,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 02 Status\n", - "Here is a status on the handin. How far you got. What is implemented and what is not" + "## Status\n", + "Jeg fik lavet opgave 1, jeg mangler opgave 2\n" ] }, { @@ -60,25 +60,77 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Indre By\n", + "51937\n", + "Østerbro\n", + "75113\n", + "Nørrebro\n", + "78802\n", + "Vesterbro/Kgs. Enghave\n", + "61623\n", + "Valby\n", + "51727\n", + "Vanløse\n", + "39537\n", + "Brønshøj-Husum\n", + "43908\n", + "Bispebjerg\n", + "53604\n", + "Amager Øst\n", + "55205\n", + "Amager Vest\n", + "64967\n", + "Udenfor\n", + "3872\n", + "\n", + "\n", + "\n" + ] + } + ], "source": [ "#1. Exercise \n", "\n", "from modules import ex1_week4 as ex\n", "# .3\n", "ex.getPubInCity()\n", - "print(\"\\n\\n\")\n", - "\n", - "\n" + "print(\"\\n\\n\")\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "from modules import ex1_week4 as ex\n", "# .4\n", @@ -88,9 +140,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "sum all above 65 cph areas = 55700\n", + "\n", + "\n", + "\n" + ] + } + ], "source": [ "from modules import ex1_week4 as ex\n", "# .5\n", @@ -100,9 +163,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "sum all above 65 cph areas not from nordic countries = 2948\n", + "\n", + "\n", + "\n" + ] + } + ], "source": [ "from modules import ex1_week4 as ex\n", "# .6\n", @@ -112,9 +186,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{1992: 62221, 1993: 62583, 1994: 63050, 1995: 63572, 1996: 64503, 1997: 65856, 1998: 66148, 1999: 66295, 2000: 66673, 2001: 66877, 2002: 67020, 2003: 67550, 2004: 67516, 2005: 67671, 2006: 67351, 2007: 67330, 2008: 67964, 2009: 68769, 2010: 69951, 2011: 70938, 2012: 72400, 2013: 73388, 2014: 74521, 2015: 75113}\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "from modules import ex1_week4 as ex\n", "# .7\n", diff --git a/Week5.ipynb b/Week5.ipynb new file mode 100644 index 0000000..06a19b7 --- /dev/null +++ b/Week5.ipynb @@ -0,0 +1,225 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Handin exercise for week 5: Pandas\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Ex1 Use data from Danmarks Statistik - Databanken\n", + "1. Go to https://www.dst.dk/da/Statistik/brug-statistikken/muligheder-i-statistikbanken/api#testkonsol\n", + "2. Open 'Konsol' and click 'Start Konsol'\n", + "3. In the console at pt 1: choose 'Retrieve tables', pt 2: choose get request and json format and pt 3: execute:\n", + " 1. check the result\n", + " 2. in the code below this same get request is used to get information about all available data tables in 'databanken'. \n", + "4. Change pt. 1 in the console to 'Retrieve data', pt 2: 'get request' and Table id: 'FOLK1A', format: csv, delimiter: semicolon and click: 'Variable and value codes' and choose some sub categories (Hint: hover over the codes to see their meaning). Finally execute and see what data you get.\n", + "5. With data aggregation and data visualization answer the following questions:\n", + " 1. What is the change in pct of divorced danes from 2008 to 2020?\n", + " 2. Which of the 5 biggest cities has the highest percentage of 'Never Married' in 2020?\n", + " 3. Show a bar chart of changes in marrital status in Copenhagen from 2008 till now\n", + " 4. Show 2 plots in same figure: 'Married' and 'Never Married' for all ages in DK in 2020 (Hint: x axis is age from 0-125, y axis is how many people in the 2 categories). Add lengend to show names on graphs\n", + " \n", + "## Ex2 Use another table (extra)\n", + "Choose any of the other tables in 'databanken' to find interesting data.\n", + "1. Collect the data\n", + "2. Pose 5 or more interesing questions to the data\n", + "3. Answer the questions by aggregating the data\n", + "4. Illustrate the answers with visual plots" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.272806258451512" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Ex 5 A. What is the change in pct of divorced danes from 2008 to 2020?\n", + "import pandas as pd \n", + "url1 = 'https://api.statbank.dk/v1/data/FOLK1A/CSV?delimiter=Semicolon&Tid=2008K1%2C2008K2%2C2008K3%2C2008K4%2C2020K1%2C2020K2%2C2020K3%2C2020K4&CIVILSTAND=F'\n", + "dst1 = pd.read_csv(url1, sep=\";\")\n", + "\n", + "sumOf2008 = sum(list(dst1.iloc[0:4]['INDHOLD']))\n", + "sumOf2020 = sum(list(dst1.iloc[4:8]['INDHOLD']))\n", + "\n", + "pot_diff = (sumOf2020 - sumOf2008)/sumOf2008\n", + "\n", + "pot_diff\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "48.94415613442545\n" + ] + } + ], + "source": [ + "# Ex 5 B. Which of the 5 biggest cities has the highest percentage of 'Never Married' in 2020?\n", + "# jeg har ikke frasorteret regioner og hele land. Men det er i bund og grund det samme, da \"Hele landet\" i dette\n", + "# tilfælder er den største \"by\" og jeg dermed har fundet den procentdel af ugifte der.\n", + "import pandas as pd \n", + "url2 = 'https://api.statbank.dk/v1/data/FOLK1A/CSV?delimiter=Semicolon&CIVILSTAND=U&ALDER=IALT&Tid=2020*&OMR%C3%85DE=*'\n", + "dst2 = pd.read_csv(url2, sep=\";\")\n", + "\n", + "url3 = 'https://api.statbank.dk/v1/data/FOLK1A/CSV?delimiter=Semicolon&CIVILSTAND=TOT&ALDER=IALT&Tid=2020*&OMR%C3%85DE=*'\n", + "dst3 = pd.read_csv(url3, sep=\";\")\n", + "\n", + "biggestCitysU = dst2.nlargest(20, ['INDHOLD'])\n", + "biggestCityA = dst3.nlargest(4,['INDHOLD'])\n", + "\n", + "ugiftSum = sum((biggestCitysU.iloc[0:4]['INDHOLD'])/ 4)\n", + "allSum = sum((biggestCityA.iloc[:]['INDHOLD'])/ 4)\n", + "\n", + "print(ugiftSum/allSum*100)\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABq8AAAFkCAYAAAC+f6H1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3df7TldX3f+9cbZgheIbGBMVgHnNFgERMBnRKtq7ngjwaNKb1czDXt1QWNF/NDG21IS0ib9NZbS6KhChpZrMYqbTWJxFCuwSauXKwmveSKIAqiDeoYR0nE8SdFGtD3/eNsxuPhDOfMcPac73d/H4+1zuLsvb/n+/x+zj7ub1be8927ujsAAAAAAAAwBIdt9gEAAAAAAADAAwyvAAAAAAAAGAzDKwAAAAAAAAbD8AoAAAAAAIDBMLwCAAAAAABgMAyvAAAAAAAAGIxNHV5V1Vuq6gtVdes6t//xqvpYVd1WVW+f9/EBAAAAAABwaFV3b1686oeT3J3kqu7+gTW2PTHJ7yR5Vnd/uaoe3d1fOBTHCQAAAAAAwKGxqVdedff7k3xp+X1V9YSq+s9V9aGq+kBVnTR76P9I8qbu/vLsZw2uAAAAAAAAFswQP/PqyiSv6O6nJbkwyW/M7n9ikidW1Z9U1Q1VddamHSEAAAAAAABzsWWzD2C5qjoqyd9K8s6qeuDu75r9d0uSE5OckWR7kg9U1Q9091cO9XECAAAAAAAwH4MaXmXpSrCvdPepqzy2J8kN3X1fkk9X1SeyNMz64KE8QAAAAAAAAOZnUG8b2N1fy9Jg6oVJUktOmT18TZIzZ/cfm6W3EfzUphwoAAAAAAAAc7Gpw6uqekeS/zfJ36iqPVX1k0n+QZKfrKpbktyW5OzZ5n+QZG9VfSzJ9Ul+obv3bsZxAwAAAAAAMB/V3Q+9QdWRSd6fpc+e2pLk6u7+lRXbVJI3JHl+knuSnNfdN83liAEAAAAAAFhY6/nMq/+R5FndfXdVbU3yx1X1nu6+Ydk2z8vS50+dmOSHkrx59l8AAAAAAABYtzXfNrCX3D27uXX2tfJyrbOTXDXb9oYkj6qqx2zsoQIAAAAAALDo1nPlVarq8CQfSvL9Sd7U3X+6YpPHJvnsstt7ZvfduWI/FyS5IEke+chHPu2kk046yMMGAAAAAABgrD70oQ99sbu3rfbYuoZX3f3NJKdW1aOS/F5V/UB337psk1rtx1bZz5VJrkySXbt29Y033riePAAAAAAAAAukqj6zv8fWfNvA5br7K0nel+SsFQ/tSXL8stvbk3z+QPYNAAAAAAAAaw6vqmrb7IqrVNUjkjwnycdXbHZtkpfUkqcn+Wp33xkAAAAAAAA4AOt528DHJHnb7HOvDkvyO9397qr6qSTp7iuSXJfk+UnuSHJPkvPndLwAAAAAAAAssDWHV939kSSnrXL/Fcu+7yQ/u7GHBgAAAAAAsHnuu+++7NmzJ/fee+9mH8poHXnkkdm+fXu2bt267p9Zz5VXAAAAAAAAk7Nnz54cffTR2bFjR6pqsw9ndLo7e/fuzZ49e7Jz5851/9yan3kFAAAAAAAwRffee2+OOeYYg6uDVFU55phjDvjKNcMrAAAAAACA/TC4engO5vdneAUAAAAAADBQRx11VJJk9+7dqapcfvnl+x57+ctfnre+9a1JkvPOOy87d+7MKaeckic+8Yl5yUteks997nP7tt2xY0e++MUv7rv9vve9Ly94wQv23b7mmmvylKc8JSeddFJ+8Ad/MNdcc82+x84777xcffXV33Fcu3fvziMe8YicdtppedKTnpTTTz89b3vb2zZkzT7zCgAAAAAAYB12XPT7G7q/3Zf86AFt/+hHPzpveMMb8rKXvSxHHHHEgx5/7Wtfm3PPPTfdnde//vU588wzc+utt6667XK33HJLLrzwwrz3ve/Nzp078+lPfzrPfe5z8/jHPz5PecpT9vtzT3jCE3LzzTcnST71qU/lnHPOybe+9a2cf/75B7SulVx5BQAAAAAAMALbtm3Ls5/97DWvcKqqvOpVr8pxxx2X97znPWvu93Wve10uvvji7Ny5M0myc+fO/OIv/mJe+9rXrvvYHv/4x+fSSy/NZZddtu6f2R/DKwAAAAAAgJG46KKL8uu//uv55je/uea2T33qU/Pxj3983+0zzzwzp556ak499dS89KUv3Xf/bbfdlqc97Wnf8bO7du3KbbfddkDHtrJ3sLxtIACD9nAuxT7Qy64BAAAAYOh27tyZ008/PW9/+9vX3La7v+P29ddfn2OPPTbJ0mdeve51r9u3XVU96GdX3negvYNleAXAuhgiAQAAAMAwXHzxxTn33HPzwz/8ww+53c0335xnP/vZa+7vyU9+cm688cbv+Hyrm266KSeffPIBHdfNN9+cJz3pSQf0M6sxvAIYGUMkAAAAAJi2k046KSeffHLe/e535/TTT3/Q492dyy+/PHfeeWfOOuusNfd34YUX5oUvfGGe9axnZceOHdm9e3de85rX5Oqrr173Me3evTsXXnhhXvGKVxzQWlZjeAUAAAAAADAyv/RLv5TTTjvtO+77hV/4hbz61a/OPffck6c//em5/vrrc8QRR6y5r1NPPTW/+qu/mh/7sR/Lfffdl61bt+bXfu3Xcuqpp+7b5mUve1le+cpXJkmOP/74vOMd78gnP/nJnHbaabn33ntz9NFH5xWveEXOP//8h702wyuAh8FVUAAAAAAwHZvx/9O7++67kyQ7duzIrbfeuu/+U045Jd/61rf23X7rW9/6kPvZvXv3d9w+44wzcsYZZ+y7fc455+Scc85Z9Wf3t+9vfOMbD9k8WIfNZa8AAAAAAABwEFx5BSwEV0ABAAAAACwGV14BAAAAAAAwGIZXAAAAAAAA+9Hdm30Io3Ywvz9vGwhsKG/fBwAAAAAsiiOPPDJ79+7NMccck6ra7MMZne7O3r17c+SRRx7QzxleAQAAAAAArGL79u3Zs2dP7rrrrs0+lNE68sgjs3379gP6GcMrAAAAAACAVWzdujU7d+7c7MOYHJ95BQAAAAAAwGC48goWlM+eAgAAAABgjFx5BQAAAAAAwGC48grmzBVQAAAAAACwfq68AgAAAAAAYDAMrwAAAAAAABgMbxvIZHj7PgAAAAAAGD5XXgEAAAAAADAYrrzikHMFFAAAAAAAsD+uvAIAAAAAAGAwXHk1Ya6AAgAAAAAAhsaVVwAAAAAAAAyGK68GwBVQAAAAAAAASwyvVjBIAgAAAAAA2DzeNhAAAAAAAIDBMLwCAAAAAABgMAb7toHevg8AAAAAAGB61rzyqqqOr6rrq+r2qrqtqn5ulW3OqKqvVtWHZ1+/PJ/DBQAAAAAAYJGt58qr+5P8fHffVFVHJ/lQVb23uz+2YrsPdPcLNv4QAQAAAAAAmIo1r7zq7ju7+6bZ919PcnuSx877wAAAAAAAAJieNYdXy1XVjiSnJfnTVR5+RlXdUlXvqaon7+fnL6iqG6vqxrvuuuuADxYAAAAAAIDFtu7hVVUdleR3k7yyu7+24uGbkjyuu09JcnmSa1bbR3df2d27unvXtm3bDvaYAQAAAAAAWFDrGl5V1dYsDa7+Y3e/a+Xj3f217r579v11SbZW1bEbeqQAAAAAAAAsvDWHV1VVSX4zye3dfel+tjlutl2q6vTZfvdu5IECAAAAAACw+LasY5tnJnlxko9W1Ydn912c5IQk6e4rkpyb5Ker6v4k30jyou7uORwvAAAAAAAAC2zN4VV3/3GSWmObNyZ540YdFAAAAAAAANO0rs+8AgAAAAAAgEPB8AoAAAAAAIDBMLwCAAAAAABgMAyvAAAAAAAAGAzDKwAAAAAAAAbD8AoAAAAAAIDBMLwCAAAAAABgMAyvAAAAAAAAGAzDKwAAAAAAAAbD8AoAAAAAAIDBMLwCAAAAAABgMAyvAAAAAAAAGAzDKwAAAAAAAAbD8AoAAAAAAIDBMLwCAAAAAABgMAyvAAAAAAAAGAzDKwAAAAAAAAbD8AoAAAAAAIDBMLwCAAAAAABgMAyvAAAAAAAAGAzDKwAAAAAAAAbD8AoAAAAAAIDB2LLZBwAAfNuOi37/oH929yU/OrouAAAAAKxkeAUAqzDMOTQM6wAAAABYyfAKAOAQMTQDAAAAWJvPvAIAAAAAAGAwXHkFALDgDvaKL1d7MTSuXgQAAJgGwysAADbc1D7PTPfQdDfL1NYLAACw2bxtIAAAAAAAAINheAUAAAAAAMBgGF4BAAAAAAAwGIZXAAAAAAAADIbhFQAAAAAAAINheAUAAAAAAMBgGF4BAAAAAAAwGIZXAAAAAAAADMaaw6uqOr6qrq+q26vqtqr6uVW2qaq6rKruqKqPVNVT53O4AAAAAAAALLIt69jm/iQ/3903VdXRST5UVe/t7o8t2+Z5SU6cff1QkjfP/gsAAAAAAADrtuaVV919Z3ffNPv+60luT/LYFZudneSqXnJDkkdV1WM2/GgBAAAAAABYaAf0mVdVtSPJaUn+dMVDj03y2WW39+TBAy4AAAAAAAB4SOseXlXVUUl+N8kru/trKx9e5Ud6lX1cUFU3VtWNd91114EdKQAAAAAAAAtvXcOrqtqapcHVf+zud62yyZ4kxy+7vT3J51du1N1Xdveu7t61bdu2gzleAAAAAAAAFtiaw6uqqiS/meT27r50P5tdm+QlteTpSb7a3Xdu4HECAAAAAAAwAVvWsc0zk7w4yUer6sOz+y5OckKSdPcVSa5L8vwkdyS5J8n5G3+oAAAAAAAALLo1h1fd/cdZ/TOtlm/TSX52ow4KAAAAAACAaVrXZ14BAAAAAADAoWB4BQAAAAAAwGAYXgEAAAAAADAYhlcAAAAAAAAMhuEVAAAAAAAAg2F4BQAAAAAAwGAYXgEAAAAAADAYhlcAAAAAAAAMhuEVAAAAAAAAg2F4BQAAAAAAwGAYXgEAAAAAADAYhlcAAAAAAAAMhuEVAAAAAAAAg2F4BQAAAAAAwGAYXgEAAAAAADAYhlcAAAAAAAAMhuEVAAAAAAAAg2F4BQAAAAAAwGAYXgEAAAAAADAYhlcAAAAAAAAMhuEVAAAAAAAAg2F4BQAAAAAAwGAYXgEAAAAAADAYhlcAAAAAAAAMhuEVAAAAAAAAg2F4BQAAAAAAwGAYXgEAAAAAADAYhlcAAAAAAAAMhuEVAAAAAAAAg2F4BQAAAAAAwGAYXgEAAAAAADAYhlcAAAAAAAAMhuEVAAAAAAAAg2F4BQAAAAAAwGAYXgEAAAAAADAYhlcAAAAAAAAMxprDq6p6S1V9oapu3c/jZ1TVV6vqw7OvX974wwQAAAAAAGAKtqxjm7cmeWOSqx5imw909ws25IgAAAAAAACYrDWvvOru9yf50iE4FgAAAAAAACZuoz7z6hlVdUtVvaeqnrxB+wQAAAAAAGBi1vO2gWu5Kcnjuvvuqnp+kmuSnLjahlV1QZILkuSEE07YgDQAAAAAAACL5GFfedXdX+vuu2ffX5dka1Udu59tr+zuXd29a9u2bQ83DQAAAAAAwIJ52MOrqjquqmr2/emzfe59uPsFAAAAAABgetZ828CqekeSM5IcW1V7kvxKkq1J0t1XJDk3yU9X1f1JvpHkRd3dcztiAAAAAAAAFtaaw6vu/ok1Hn9jkjdu2BEBAAAAAAAwWQ/7bQMBAAAAAABgoxheAQAAAAAAMBiGVwAAAAAAAAyG4RUAAAAAAACDYXgFAAAAAADAYBheAQAAAAAAMBiGVwAAAAAAAAyG4RUAAAAAAACDYXgFAAAAAADAYBheAQAAAAAAMBiGVwAAAAAAAAyG4RUAAAAAAACDYXgFAAAAAADAYBheAQAAAAAAMBiGVwAAAAAAAAyG4RUAAAAAAACDYXgFAAAAAADAYBheAQAAAAAAMBiGVwAAAAAAAAyG4RUAAAAAAACDYXgFAAAAAADAYBheAQAAAAAAMBiGVwAAAAAAAAyG4RUAAAAAAACDYXgFAAAAAADAYBheAQAAAAAAMBiGVwAAAAAAAAyG4RUAAAAAAACDYXgFAAAAAADAYBheAQAAAAAAMBiGVwAAAAAAAAyG4RUAAAAAAACDYXgFAAAAAADAYBheAQAAAAAAMBiGVwAAAAAAAAyG4RUAAAAAAACDYXgFAAAAAADAYKw5vKqqt1TVF6rq1v08XlV1WVXdUVUfqaqnbvxhAgAAAAAAMAXrufLqrUnOeojHn5fkxNnXBUne/PAPCwAAAAAAgClac3jV3e9P8qWH2OTsJFf1khuSPKqqHrNRBwgAAAAAAMB0bMRnXj02yWeX3d4zu+9BquqCqrqxqm686667NiANAAAAAADAItmI4VWtcl+vtmF3X9ndu7p717Zt2zYgDQAAAAAAwCLZiOHVniTHL7u9PcnnN2C/AAAAAAAATMxGDK+uTfKSWvL0JF/t7js3YL8AAAAAAABMzJa1NqiqdyQ5I8mxVbUnya8k2Zok3X1FkuuSPD/JHUnuSXL+vA4WAAAAAACAxbbm8Kq7f2KNxzvJz27YEQEAAAAAADBZG/G2gQAAAAAAALAhDK8AAAAAAAAYDMMrAAAAAAAABsPwCgAAAAAAgMEwvAIAAAAAAGAwDK8AAAAAAAAYDMMrAAAAAAAABsPwCgAAAAAAgMEwvAIAAAAAAGAwDK8AAAAAAAAYDMMrAAAAAAAABsPwCgAAAAAAgMEwvAIAAAAAAGAwDK8AAAAAAAAYDMMrAAAAAAAABsPwCgAAAAAAgMEwvAIAAAAAAGAwDK8AAAAAAAAYDMMrAAAAAAAABsPwCgAAAAAAgMEwvAIAAAAAAGAwDK8AAAAAAAAYDMMrAAAAAAAABsPwCgAAAAAAgMEwvAIAAAAAAGAwDK8AAAAAAAAYDMMrAAAAAAAABsPwCgAAAAAAgMEwvAIAAAAAAGAwDK8AAAAAAAAYDMMrAAAAAAAABsPwCgAAAAAAgMEwvAIAAAAAAGAwDK8AAAAAAAAYjC2bfQAAAAAAAAAM046Lfv+gf3b3JT96UD9neAUAAAAAALBOmzHM2czuZljX8KqqzkryhiSHJ/m33X3JisfPSPKfknx6dte7uvtfbuBxAgAAAAAA7DOlYc7UrDm8qqrDk7wpyXOT7Enywaq6trs/tmLTD3T3C+ZwjAAAAAAAwEAZIrHR1nPl1elJ7ujuTyVJVf1WkrOTrBxeAQAAAAAAm8QQiUWxnuHVY5N8dtntPUl+aJXtnlFVtyT5fJILu/u2lRtU1QVJLkiSE0444cCPFgAAAAAABs4QCR6e9QyvapX7esXtm5I8rrvvrqrnJ7kmyYkP+qHuK5NcmSS7du1auQ8AAAAAANhQBztIMkSCzXPYOrbZk+T4Zbe3Z+nqqn26+2vdfffs++uSbK2qYzfsKAEAAAAAAJiE9Vx59cEkJ1bVziSfS/KiJH9/+QZVdVySv+zurqrTszQU27vRBwsAAAAAwDh5Kz1gvdYcXnX3/VX18iR/kOTwJG/p7tuq6qdmj1+R5NwkP11V9yf5RpIXdbe3BQQAAAAAGBhDJGDo1nPl1QNvBXjdivuuWPb9G5O8cWMPDQAAAABg/jZrmGOIBLC6dQ2vAAAAAADmzTAHgMTwCgAAAABYwRAJgM102GYfAAAAAAAAADzA8AoAAAAAAIDBMLwCAAAAAABgMAyvAAAAAAAAGAzDKwAAAAAAAAbD8AoAAAAAAIDBMLwCAAAAAABgMAyvAAAAAAAAGAzDKwAAAAAAAAZjy2YfAAAAAA+246LfP+if3X3Jj46qu1lrBQAAhsnwCgAAgEma0oBwil0AAMbL8AoAAABYOFMb1k2pO6W1bmYXADaTz7wCAAAAAABgMAyvAAAAAAAAGAzDKwAAAAAAAAbD8AoAAAAAAIDBMLwCAAAAAABgMAyvAAAAAAAAGAzDKwAAAAAAAAbD8AoAAAAAAIDBMLwCAAAAAABgMAyvAAAAAAAAGAzDKwAAAAAAAAbD8AoAAAAAAIDBMLwCAAAAAABgMAyvAAAAAAAAGAzDKwAAAAAAAAbD8AoAAAAAAIDBMLwCAAAAAABgMAyvAAAAAAAAGAzDKwAAAAAAAAbD8AoAAAAAAIDBMLwCAAAAAABgMAyvAAAAAAAAGIx1Da+q6qyq+kRV3VFVF63yeFXVZbPHP1JVT934QwUAAAAAAGDRrTm8qqrDk7wpyfOSnJzkJ6rq5BWbPS/JibOvC5K8eYOPEwAAAAAAgAlYz5VXpye5o7s/1d1/leS3kpy9Ypuzk1zVS25I8qiqeswGHysAAAAAAAALrrr7oTeoOjfJWd390tntFyf5oe5++bJt3p3kku7+49ntP0ryT7v7xhX7uiBLV2Ylyd9I8omDPO5jk3zxIH/24dDVXZTulNaqq6s7zqauru54u1Naq66u7ni7U1qrrq7uOJu6urrj7U5prQ+3+7ju3rbaA1vW8cO1yn0rJ17r2SbdfWWSK9fRfOgDqrqxu3c93P3o6k61O6W16urqjrOpq6s73u6U1qqrqzve7pTWqqurO86mrq7ueLtTWus8u+t528A9SY5fdnt7ks8fxDYAAAAAAADwkNYzvPpgkhOramdVHZHkRUmuXbHNtUleUkuenuSr3X3nBh8rAAAAAAAAC27Ntw3s7vur6uVJ/iDJ4Une0t23VdVPzR6/Isl1SZ6f5I4k9yQ5f36HnGQD3npQV3fi3SmtVVdXd5xNXV3d8XantFZdXd3xdqe0Vl1d3XE2dXV1x9ud0lrn1q3uB300FQAAAAAAAGyK9bxtIAAAAAAAABwShlcAAAAAAAAMhuEVAAAAAAAAg2F4BQAAAAAAwGCMenhVVefrLmZ3SmvV1dUdb3dKa9XV1R1nU1dXd7zdKa1VV1d3vN0prVVXV3ecTd3xdqu7N3J/h1RV/Xl3n6C7eN0prVVXV3e83SmtVVdXd5xNXV3d8XantFZdXd3xdqe0Vl1d3XE2dcfb3bJRO5qXqvrI/h5K8n264+1Oaa26urrj7U5prbq6uuNs6urqjrc7pbXq6uqOtzulterq6o6zqbuY3cEPr7K04B9J8uUV91eS/6o76u6U1qqrqzve7pTWqqurO86mrq7ueLtTWquuru54u1Naq66u7jibugvYHcPw6t1JjuruD698oKrepzvq7pTWqqurO97ulNaqq6s7zqauru54u1Naq66u7ni7U1qrrq7uOJu6C9gd+2deHdHdf6W7eN0prVVXV3e83SmtVVdXd5xNXV3d8XantFZdXd3xdqe0Vl1d3XE2dcfbPWyjdjQvVfXP93P/9yT5Q93xdqe0Vl1d3fF2p7RWXV3dcTZ1dXXH253SWnV1dcfbndJadXV1x9nUXczu4IdXSf52Vf2r5XdU1XFJ3p/ket1Rd6e0Vl1d3fF2p7RWXV3dcTZ1dXXH253SWnV1dcfbndJadXV1x9nUXcRudw/6K8mRWXofxUtnt09MckeSl+mOuzulterq6o63O6W16urqjrOpq6s73u6U1qqrqzve7pTWqqurO86m7mJ2R/GZV1W1NclvJbkvyTOSvLK7f093/N0prVVXV3e83SmtVVdXd5xNXV3d8XantFZdXd3xdqe0Vl1d3XE2dRevO/jhVVX949m3W5P8kyQfyNIlaEmS7r5Ud5zdKa1VV1d3vN0prVVXV3ecTV1d3fF2p7RWXV3d8XantFZdXd1xNnUXs7tlo3Y0R0cv+/6yVe7THW93SmvV1dUdb3dKa9XV1R1nU1dXd7zdKa1VV1d3vN0prVVXV3ecTd0F7A7+yisAAAAAAACm47DNPoC1VNX3VtUvV9VLa8nFVfXuqnptVf21ObfPrKo3VtV/qqrfrapLqur759mcdX+kqt5cVdfO2m+uqrPm3X2I4/nlOe77R6rqJ6tqx4r7/+Ecm1VVP15VL5x9/+yquqyqfqaqDun/Jqrq/zkEjWNX3P7fZ+u9oKpqjt3/paq+d/b9tqq6qqo+WlW/XVXb59i9tKqeOa/9P0TXa9WCvlZ5bhf3uV22f+ei+Tcmcy5yHvJaNad9e34X+/l1Hpp/YzLnoVnLuchr1Ubv13O7oM/tsv07F82/MZlzkfOQ16oN29/Qr7yqquuSfDTJdyd50uz730ny3CSndPfZc+pekuT7kvxRkr+X5NNJ/luSn0nymu5+55y6r0/yxCRXJdkzu3t7kpck+bPu/rl5dNc4pj/v7hPmsN9/neSZSW5K8mNJXt/dl88eu6m7n7rRzdm+fyPJo5MckeRrSb4ryf+d5PlJ/nJev+Oq+sjKu7L0XH8iSbr7KXPq7vtdVtU/S/K3k7w9yQuS7OnuV82p+7HuPnn2/W8nuSHJO5M8J8k/6O7nzql7V5LPJNmW5LeTvKO7b55Ha0XXa9XivlZ5bhf0uZ3t27nIuWijm85DXqvmsW/P74I+v85DzkNz6joXea3a6P16bhf0uZ3t27nIuWijm85DXqs2RncP+ivJh2f/rSSfW+2xOXU/uuz7LUn+ZPb9X0ty6xy7/20/91eW/ujm1f3afr6+nuT+ef2Ok2yZff+oJNcl+Tez2zfP+7nN0ofK7U1yxLLn+aNz7F6b5D8kOSnJ45LsSPLZ2fePm2P35mXf35TkkcvWP8/1fmLZ9x9a8dg8/7d78+y/Jyb550luS/LxJL+S5Ilz7Hqt6oV9rfLcLuhz+8Dv2bnIuWgea3Ue8lrl+fX8rvd37DzkPDSv9ToXea3y3Hpu1/t7di5yLprHWp2HvFY93K/Bv21gksNml/Udn+SoBy5frapjsjSZn5dvPXBJZZK/nuTwJOnuL2fpD2Be7q2q01e5/28muXeO3a8kObG7v3vF19FJ7pxTc0t3358k3f2VLP3rju+uqndmvs/tA837knywu/9qdvv+JN+cV7S7/26S301yZZam/buT3Nfdn+nuz8yrm+QRVXVaVT0tyeHd/d9nx3Nf5rjeJO+rqn9ZVY+Yff/3kqXLaJN8dY7dTpLu/rPufnV3PznJjyc5Mkv/B9i8eK1asoivVZ7bJYv43CbORbvjXLTRnIfitWoOPL9LFvH5dR5yHpoH56J4rdpgntsli/jcJs5Fu+NctNGch+K1aiNs2cidzcm/ztJkNkn+YZJ/W1Wd5OQk/+ccu69Jcqy9n3gAAAiSSURBVHNVfSJLk/ifTpbeGzTJLXPsnpfkzVV1dL59ud/xWZpenjfH7lVZ+hcGf7nKY2+fU/OTVfU/d/d/SZLu/maSn6yq/yvJ/zqnZpL8RVUd1d13d/e+9wCtquOS/NUcu+nu36uqP0zy6qp6aeb7wvmAO5NcOvv+S1X1mO6+c/bCff8cuy9P8kuZXXad5FVV9d+zdAn4i+fYfdBJobs/kuQjSX5xjl2vVYv7WuW5XdznNnEuci7aeM5D8Vo1B57fxX1+nYech+bBuSheqzaY53Zxn9vEuci5aOM5D8Vr1UYY/GdeJUlVHZ6lY72/qrYkOTVLl/7N818dZDYxfXySO2b/8uCQmb1QPzZL/2Pf091/cSj7h8Js4p/u/sYqjz22uz93iI/nkVm6ZPcLh6h3SpJndPcVh6K3Sv/wJN/V3fccgtb3ZOlf8uw9BK2juvvueXf20/ZatYCvVYnnNov93DoXORdtdMd56BCaymtV4vnNgj6/zkPOQ3NqORcdQlN4rUo8t1ns59a5yLloozvOQ4fQIr9WjWV4VUlOz9KT0Ek+n+T/6zkf/GZ1H+J4Turuj6+95fi7U1qrru6Yu1W1dXaJ+/L7ju3uLy5S13lo3/Es7N+yru6iNhe9O5Xz0Gz/zkVZ7L/nITR1dXUPqjGJc5Hz0L7jWdi/ZV3dRW0ueneRz0ODH15V1d9J8htJ/izJA5P+7Um+P8nPdPcfLlJ3jWP68+4+YQrdKa1VV3eM3Vp6b+R/n+S7ktyc5IJeep/oVNVN3f3URek6D33HMS3c37Ku7qI3F7U7pfPQbN/ORd8+poX7ex5SU1dX94D2PZlzkfPQdxzTwv0t6+ouenNRu1M4D43hM6/ekOQ5D/wCHlBVO7P0AW9PWqRuVV22v4eSPGoezc3qTmmturqL1k3ya0l+pLtvq6pzk7y3ql7c3TfM2ovUdR6aPZQF/FvW1V2E5hS7mdZ5KHEu2vdQFuzveUpr1dVdtG6mdS5yHpo9lAX8W9bVXYTmFLuZwHloDMOrLfn2B44t97kkWxewe36Sn0/yP1Z57CcWrDulterqLlr3iO6+LUm6++qquj3Ju6rqoiy9lcMidZ2Hvm0R/5Z1dRehOcXulM5DiXPRcov29zylterqLlp3Suci56FvW8S/ZV3dRWhOsbvw56ExDK/ekuSDVfVbST47u+/4JC9K8psL2P1gklu7+7+ufKCq/sWCdae0Vl3dReveV1XH9exDIGf/2uLZSd6d5AkL1nUemlnQv2Vd3UVoTrE7pfNQ4ly0zwL+PU9prbq6i9ad0rnIeWhmQf+WdXUXoTnF7sKfhwb/mVdJUlUnJ/m7WfpwxsrSv7q4trs/tmjdqvreJPd29z3zagylO6W16uouYPc5Se7q7ltW3P+oJD/b3f9qwbrOQ3Omq7so3SmtdZO7kzoPzRrORXPmNUNXV/cAu5M6FzkPzZ+u7qJ0p7TWTe4u/HloFMMrAAAAAAAApuGwzT6AtVTV91TVJVX18araO/u6fXbfPD9oTXfO3SmtVVdXd7zdKa1VV1d3nE1dXd3xdqe0Vl1d3fF2p7RWXV3dcTZ1F7M7+OFVkt9J8uUkZ3T3Md19TJIzk3wlyTsn1P3yAnantFZdXd3xdod2PnAe0tUddndKa9Xd/K5z0fi7U1qrrq7ueLtDOx84D+nqDrs7pbXqzrPb3YP+SvKJg3lMd/jdKa1VV1d3vN0prVVXV3ecTV1d3fF2p7RWXV3d8XantFZdXd1xNnUXszuGK68+U1X/pKq+74E7qur7quqfJvms7qi7U1qrrq7ueLtTWquuru44m7q6uuPtTmmturq64+1Oaa26urrjbOouYHcMw6v/LckxSf5LVX25qr6U5H1JvjfJj+uOujulterq6o63O6W16urqjrOpq6s73u6U1qqrqzve7pTWqqurO86m7iJ253X52AZfinZSkuckOWrF/Wfpjrs7pbXq6uqOtzulterq6o6zqaurO97ulNaqq6s73u6U1qqrqzvOpu7idee2gA38RfyjJJ9Ick2S3UnOXvbYTbrj7U5prbq6uuPtTmmturq642zq6uqOtzulterq6o63O6W16urqjrOpu5jduSxgg38ZH81sgpdkR5Ibk/zc7PbNuuPtTmmturq64+1Oaa26urrjbOrq6o63O6W16urqjrc7pbXq6uqOs6m7mN0tGb7Du/vuJOnu3VV1RpKrq+pxSUp31N0prVVXV3e83SmtVVdXd5xNXV3d8XantFZdXd3xdqe0Vl1d3XE2dRewe9hG7mxO/qKqTn3gxuwX84Ikxyb5Qd1Rd6e0Vl1d3fF2p7RWXV3dcTZ1dXXH253SWnV1dcfbndJadXV1x9nUXcBu9dLlXINVVduT3N/df7HKY8/s7j/RHWd3SmvV1dUdb3dKa9XV1R1nU1dXd7zdKa1VV1d3vN0prVVXV3ecTd3F7A5+eAUAAAAAAMB0jOFtAwEAAAAAAJgIwysAAAAAAAAGY8tmHwAAAMAiqqpjkvzR7OZxSb6Z5K7Z7Sd29/9UVTuS3J7k40mOTPL1JG/q7rcd2qMFAAAYDsMrAACAOejuvUlOTZKq+hdJ7u7u181u371s009292mz+x+f5F1VdVh3/7tDfMgAAACD4G0DAQAABqK7P5XkHyf5R5t9LAAAAJvF8AoAAGBYbkpy0mYfBAAAwGYxvAIAABiW2uwDAAAA2EyGVwAAAMNyWpLbN/sgAAAANovhFQAAwEBU1Y4kr0ty+eYeCQAAwObZstkHAAAAMHFPqKqbkxyZ5OtJLu/uf7fJxwQAALBpqrs3+xgAAAAAAAAgibcNBAAAAAAAYEAMrwAAAAAAABgMwysAAAAAAAAGw/AKAAAAAACAwTC8AgAAAAAAYDAMrwAAAAAAABgMwysAAAAAAAAGw/AKAAAAAACAwfj/ARzpg9ym4Hs3AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Ex 5 C. Show a bar chart of changes in marrital status in Copenhagen from 2008 till now\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "url4 = 'https://api.statbank.dk/v1/data/FOLK1A/CSV?delimiter=Semicolon&CIVILSTAND=U%2CG%2CE%2CF&Tid=2008K1%2C2009K1%2C2010K1%2C2011K1%2C2012K1%2C2013K1%2C2014K1%2C2015K1%2C2016K1%2C2017K1%2C2018K1%2C2019K1%2C2020K1%2C2021K1'\n", + "dst3 = pd.read_csv(url4, sep=\";\")\n", + "\n", + "dst3.plot.bar(figsize=(30,5), x = 'CIVILSTAND', y ='INDHOLD')\n", + "dst3.plot.bar(figsize=(30,5), x = 'TID', y ='INDHOLD')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Ex 5 D. Show 2 plots in same figure: 'Married' and 'Never Married' for all ages in DK in 2020 \n", + "# (Hint: x axis is age from 0-125, y axis is how many people in the 2 categories). Add lengend to show names on graphs\n", + "import matplotlib.pyplot as plt\n", + "url5 = \"https://api.statbank.dk/v1/data/FOLK1A/CSV?delimiter=Semicolon&CIVILSTAND=G&Tid=2020K1&ALDER=*\"\n", + "dst4 = pd.read_csv(url5, sep=\";\")\n", + "url6 = \"https://api.statbank.dk/v1/data/FOLK1A/CSV?delimiter=Semicolon&Tid=2020K1&ALDER=*&CIVILSTAND=U\"\n", + "dst5 = pd.read_csv(url6, sep=\";\")\n", + "\n", + "age_list = []\n", + "for x in range(126):\n", + " age_list.append(x)\n", + " \n", + "gift_list = list(dst4.iloc[1:]['INDHOLD'])\n", + "ugift_list = list(dst5.iloc[1:]['INDHOLD'])\n", + "\n", + "plt.plot(age_list, gift_list, label=\"Gift\")\n", + "plt.plot(age_list, ugift_list, label=\"Ugift\")\n", + "plt.legend()" + ] + } + ], + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Week_4.ipynb b/Week_4.ipynb index 9b284f1..e74959c 100644 --- a/Week_4.ipynb +++ b/Week_4.ipynb @@ -11,8 +11,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 02 Status\n", - "Here is a status on the handin. How far you got. What is implemented and what is not" + "## Status\n", + "Jeg fik lavet opgave 1, jeg mangler opgave 2\n" ] }, { diff --git a/modules/ex1_week4.py b/modules/ex1_week4.py index 56dad7a..4d00b2b 100644 --- a/modules/ex1_week4.py +++ b/modules/ex1_week4.py @@ -28,7 +28,6 @@ newDict = {} - def getPubInCity(): for n in neighb: mask = (bef_stats_df[:, 1] == n) & (bef_stats_df[:, 0] == 2015) From 5a7efb3c5e6ee5b37c18f1369f577119ef416fea Mon Sep 17 00:00:00 2001 From: = Date: Tue, 16 Mar 2021 09:49:51 +0100 Subject: [PATCH 11/14] week6 --- ...eckpoint.ipynb => Week_5-checkpoint.ipynb} | 0 .ipynb_checkpoints/Week_6-checkpoint.ipynb | 156 + Week5.ipynb => Week_5.ipynb | 0 Week_6.ipynb | 156 + facebook | 152 + google | 66 + modules/__pycache__/ex1_week6.cpython-37.pyc | Bin 0 -> 1912 bytes modules/ex1_week6.py | 49 + modules/ex2_week6.py | 5 + tester | 10299 ++++++++++++++++ 10 files changed, 10883 insertions(+) rename .ipynb_checkpoints/{Week5-checkpoint.ipynb => Week_5-checkpoint.ipynb} (100%) create mode 100644 .ipynb_checkpoints/Week_6-checkpoint.ipynb rename Week5.ipynb => Week_5.ipynb (100%) create mode 100644 Week_6.ipynb create mode 100644 facebook create mode 100644 google create mode 100644 modules/__pycache__/ex1_week6.cpython-37.pyc create mode 100644 modules/ex1_week6.py create mode 100644 modules/ex2_week6.py create mode 100644 tester diff --git a/.ipynb_checkpoints/Week5-checkpoint.ipynb b/.ipynb_checkpoints/Week_5-checkpoint.ipynb similarity index 100% rename from .ipynb_checkpoints/Week5-checkpoint.ipynb rename to .ipynb_checkpoints/Week_5-checkpoint.ipynb diff --git a/.ipynb_checkpoints/Week_6-checkpoint.ipynb b/.ipynb_checkpoints/Week_6-checkpoint.ipynb new file mode 100644 index 0000000..493b179 --- /dev/null +++ b/.ipynb_checkpoints/Week_6-checkpoint.ipynb @@ -0,0 +1,156 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Handin Exercise 6\n", + "\n", + "Create a module containing a class: TextComparer with the following methods:\n", + "1. __init__(self, url_list)\n", + "2. download(url,filename) raises NotFoundException when url returns 404\n", + "3. multi_download() uses threads to download multiple urls as text and stores filenames as a property\n", + "4. __iter__() returns an iterator\n", + "5. __next__() returns the next filename (and stops when there are no more)\n", + "6. urllist_generator() returns a generator to loop through the urls\n", + "7. avg_vowels(text) - a rough estimate on readability returns average number of vowels in the words of the text\n", + "8. hardest_read() returns the filename of the text with the highest vowel score (use all the cpu cores on the computer for this work.\n", + "\n", + "### Ex 2\n", + "Create a notebook and import your module from above\n", + "1. Find 10 books on https://www.gutenberg.org/browse/scores/top and download them using an object of the class you just created before\n", + "2. Test the different methods of your class\n", + "3. Make a bar plot with a sorted list of books on x-axis and avg vowels on y-axis" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## EX 1\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# 2: \n", + "from modules import ex1_week6 as ex6\n", + "\n", + "tc = ex6.TextComparer([\"https://www.facebook.com/\", \"https://www.google.com/\"])\n", + "\n", + "tc.download(\"https://www.nytimes.com/\", \"tester\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# 3: \n", + "\n", + "tc.multi_download()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['https://www.google.com/', 'https://www.facebook.com/']\n" + ] + } + ], + "source": [ + "# 6: \n", + "print([x for x in tc.urllist_generator()])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.0\n" + ] + } + ], + "source": [ + "# 7: her forventes at avg_vowels = 1\n", + "print(tc.avg_vowels(\"Hej med dig, du er dum\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'print8' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# 8:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mprint8\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mh\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mNameError\u001b[0m: name 'print8' is not defined" + ] + } + ], + "source": [ + "# 8: \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## EX 2\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "#1\n", + "tc2 = ex6.TextComparer([\"https://www.gutenberg.org/files/1342/1342-0.txt\"])\n", + "\n", + "tc2.avg_vowels(self.url_list[0])" + ] + } + ], + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Week5.ipynb b/Week_5.ipynb similarity index 100% rename from Week5.ipynb rename to Week_5.ipynb diff --git a/Week_6.ipynb b/Week_6.ipynb new file mode 100644 index 0000000..1bb9ce2 --- /dev/null +++ b/Week_6.ipynb @@ -0,0 +1,156 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Handin Exercise 6\n", + "\n", + "Create a module containing a class: TextComparer with the following methods:\n", + "1. __init__(self, url_list)\n", + "2. download(url,filename) raises NotFoundException when url returns 404\n", + "3. multi_download() uses threads to download multiple urls as text and stores filenames as a property\n", + "4. __iter__() returns an iterator\n", + "5. __next__() returns the next filename (and stops when there are no more)\n", + "6. urllist_generator() returns a generator to loop through the urls\n", + "7. avg_vowels(text) - a rough estimate on readability returns average number of vowels in the words of the text\n", + "8. hardest_read() returns the filename of the text with the highest vowel score (use all the cpu cores on the computer for this work.\n", + "\n", + "### Ex 2\n", + "Create a notebook and import your module from above\n", + "1. Find 10 books on https://www.gutenberg.org/browse/scores/top and download them using an object of the class you just created before\n", + "2. Test the different methods of your class\n", + "3. Make a bar plot with a sorted list of books on x-axis and avg vowels on y-axis" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## EX 1\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# 2: \n", + "from modules import ex1_week6 as ex6\n", + "\n", + "tc = ex6.TextComparer([\"https://www.facebook.com/\", \"https://www.google.com/\"])\n", + "\n", + "tc.download(\"https://www.nytimes.com/\", \"tester\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# 3: \n", + "\n", + "tc.multi_download()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['https://www.google.com/', 'https://www.facebook.com/']\n" + ] + } + ], + "source": [ + "# 6: \n", + "print([x for x in tc.urllist_generator()])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.0\n" + ] + } + ], + "source": [ + "# 7: her forventes at avg_vowels = 1\n", + "print(tc.avg_vowels(\"Hej med dig, du er dum\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# 8: \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## EX 2\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'self' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mtc2\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mex6\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTextComparer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"https://www.gutenberg.org/files/1342/1342-0.txt\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mtc2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mavg_vowels\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0murl_list\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mNameError\u001b[0m: name 'self' is not defined" + ] + } + ], + "source": [ + "#1\n", + "tc2 = ex6.TextComparer([\"https://www.gutenberg.org/files/1342/1342-0.txt\"])\n", + "\n", + "tc2.avg_vowels(self.url_list[0])" + ] + } + ], + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/facebook b/facebook new file mode 100644 index 0000000..f197b0a --- /dev/null +++ b/facebook @@ -0,0 +1,152 @@ + + +Facebook - Log på eller tilmeld dig + + + + + + +
Hop til
+ + + + + + + + + + + + + + + + + + + +Facebook - Log på eller tilmeld dig + + + + + + +
Hop til
+ + + + + + + + + + + + + + + + + + + +Facebook - Log på eller tilmeld dig + + + + + + +
Hop til
+ + + + + + + + + + + + + + + + + + + +Facebook - Log på eller tilmeld dig + + + + + + + +
Hop til
+ + + + + + + + + + + + + + + + + + + + + +Facebook - Log på eller tilmeld dig + + + + + + + +
Hop til
+ + + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/google b/google new file mode 100644 index 0000000..81b4983 --- /dev/null +++ b/google @@ -0,0 +1,66 @@ +Google



 

Avanceret søgning

Google er tilgængelig på: Føroyskt

© 2021 - Privatliv - Vilkår

Google



 

Avanceret søgning

Google er tilgængelig på: Føroyskt

© 2021 - Privatliv - Vilkår

Google



 

Avanceret søgning

Google er tilgængelig på: Føroyskt

© 2021 - Privatliv - Vilkår

Google



 

Avanceret søgning

Google er tilgængelig på: Føroyskt

© 2021 - Privatliv - Vilkår

Google



 

Avanceret søgning

Google er tilgængelig på: Føroyskt

© 2021 - Privatliv - Vilkår

\ No newline at end of file diff --git a/modules/__pycache__/ex1_week6.cpython-37.pyc b/modules/__pycache__/ex1_week6.cpython-37.pyc new file mode 100644 index 0000000000000000000000000000000000000000..76621cf9c21ecb5004afcf66c409e3411bc178ed GIT binary patch literal 1912 zcmZ`(!E)S05S^ZpWO=hT#ux%g%4``9EL7RRA#k85iVy-EwgO4vpekxmcE+}Bt+YED z*=v{f66Z?g7rY0k;t#m{FXqb0zmOB%Qta4HtgV^pmAa?9U%&2e=jK`rpHCj&|0DGo z`;Y#dJ_3bra22<4Q%ph11`q*|%u^n5JVh!7UgQn@$Om?hDNp%Nneq>L6e#|Hb%PVM zWnFOILp`>=E_aI$w~UU}{X9?aj&;AZxpD2dko|lxOtsajPZp=oSqwkm8_gn6EaIDN z0~9F!6e6L7@}9B?{i*;@U(Kix&p^$p7M?Tenrh=2syQ`}=d5}Iqgrrn3g-^GjEy#Z z{=yxdwC><42$%{gCNW>MfgWZNmL`>HQdmsHD|EVH0@V74nGlcXU#@NC1HHDL@9xLh z+Hl`)<(b@yGnHi0YD_P-dTo%aGS$VJ9)BkHwBEVBI^1`mlu4FYDQC!Y9S$74eLlw3 zQ;j}BLJyXU&El$q{RxHrPc1uw3Z^g-mRDTCA%C_w@ha~~RASqkV(Hc~nV;D&>=8=Y z5-|E%U-3hD0>810KWdT{JqPi@TlbP(opmthPL|uwMqXyB8@SNuQK<`CII*d%^YWq2 zoWExhtDR>NS2ufi+}A^!N9RA=!(J21|pKQ(U6Mya?^<$GD0$BMu& z+PE>`(1JGHfZ#GBr@DP0J$wimGOQ8#9tDe}Rs2tQ_W13UwksM4xE`BDQY5aN%XxlKrZ$nM*^o*>tYVmT8xC$>V8KP*v&<!+dykd>N8S${Q44gUCF1msucXqxDLReKPwHxAF41 zD1}+BBji)|D?&En)Dh=m6{dqGb*yFur7MDa6ZuSYKyK=ca>>p6s9X^A3>M&E`9jrR zQ9heE)Es0~7mk`(!GtS55lB&-uGq>R64yi8u1x&#t;$DfX%bXH#diX;QsMObf=$F| zWu1-QU1ycBPgf9Jco`UOuO7r3G0NrGYv-;@I};$ z(^T%}dpa$mc5~u*E;Ad=(ih~vDx61$3vgs(F)wqg74L4oxZwl5v7l=i*3QFTre8=H zUB7_QON(B&MFWurg_N!(Wiv8SZc8~TPBfxql>2Nsd%;7 U>wLNJt0wlZsSj!nw<&k=KLR + + + The New York Times - Breaking News, US News, World News and Videos + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Continue reading the main story

Biden Got the Vaccine Rollout Humming, With Trump’s Help

  • Credit for a surge in vaccine production is likely to go to both the Trump and the Biden administrations, although neither wants to grant much to the other.
  • Trump officials are saying that President Biden is proclaiming victory off of their work, but steps taken by Mr. Biden had a big impact on production.
+ + + + + + + + +
+
+ + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + +
+
+ + + + + +
A City Ruptured The pandemic’s toll on New York City’s economy and way of life was laid bare on its streets.
+ +

Live

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + +
+ + + + + + + + + + + + + +
+

Tracking the Coronavirus ›

+ +
+ + + + + + + + + + + + +
United States ›United StatesOn March 914-day change
New cases56,507–13%
New deaths1,885–20%
+ + +
+ +

U.S. hot spots ›

+ US coronavirus cases + + + + + + + + +

Worldwide ›

+ Worldwide coronavirus cases + + + + +
+
+ +
+
+ + +
+ + + + + + + + + + + + +

U.S. vaccinations ›

+
Where states are reporting vaccines given +
Fully vaccinated9.7%
+
+
At least one dose18%
+
+
+

Other trackers: + Choose your own places to track

+
+

Other trackers:

+
+
+
+
+ + + + + + + + + + + + +
United States ›United StatesOn March 914-day change
New cases56,507–13%
New deaths1,885–20%
+ + +
+ + + +
+ + + + + + + + + + + + +
World ›WorldOn March 914-day change
New cases414,200+11%
New deaths10,062–10%
+ + +
+ + +

U.S. hot spots ›

+ US coronavirus cases + + + + + + + + +

Worldwide ›

+ Worldwide coronavirus cases + +

Vaccine tracker ›

+ Vaccine tracker + + +
+

Other trackers: +

+
+

Other trackers:

+
+
+
+
+ + + + + + + + + + + + +
United States ›United StatesOn March 914-day change
New cases56,507–13%
New deaths1,885–20%
+ + +
+ + + +
+ + + + + + + + + + + + +
Canada ›CanadaOn March 914-day change
New cases2,820Flat
New deaths28–29%
+ + +
+ + +

U.S. hot spots ›

+ US coronavirus cases + + + + + + + + +

Worldwide ›

+ Worldwide coronavirus cases + +

Vaccine tracker ›

+ Vaccine tracker + + +
+

Other trackers: +

+
+

Other trackers:

+
+
+
+
+
+ + + + + + + + + + + +
+ + + + + + +
+ + + + + + + + + + + + + + +

‘There’s No Town Left’: Fukushima’s Eerie Landscapes

Ten years after an earthquake and tsunami led to a nuclear meltdown in northern Japan, returnees describe a place that feels both familiar and hostile.

+ + + + + + + + +
+
+ + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + James Whitlow Delano for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + James Whitlow Delano for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + James Whitlow Delano for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + James Whitlow Delano for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + James Whitlow Delano for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + James Whitlow Delano for The New York Times + +
+
+ + +
+
+ + + + + +

Opinion

Editors’ Picks

Advertisement

Continue reading the main story

We’d like your thoughts on the New York Times home page experience.Let us know what you think

+ + + + + + + + + + + + + + + + The New York Times - Breaking News, US News, World News and Videos + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Continue reading the main story

Biden Got the Vaccine Rollout Humming, With Trump’s Help

  • Credit for a surge in vaccine production is likely to go to both the Trump and the Biden administrations, although neither wants to grant much to the other.
  • Trump officials are saying that President Biden is proclaiming victory off of their work, but steps taken by Mr. Biden had a big impact on production.
+ + + + + + + + +
+
+ + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + +
+
+ + + + + +
A City Ruptured The pandemic’s toll on New York City’s economy and way of life was laid bare on its streets.
+ +

Live

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + +
+ + + + + + + + + + + + + +
+

Tracking the Coronavirus ›

+ +
+ + + + + + + + + + + + +
United States ›United StatesOn March 914-day change
New cases56,507–13%
New deaths1,885–20%
+ + +
+ +

U.S. hot spots ›

+ US coronavirus cases + + + + + + + + +

Worldwide ›

+ Worldwide coronavirus cases + + + + +
+
+ +
+
+ + +
+ + + + + + + + + + + + +

U.S. vaccinations ›

+
Where states are reporting vaccines given +
Fully vaccinated9.7%
+
+
At least one dose18%
+
+
+

Other trackers: + Choose your own places to track

+
+

Other trackers:

+
+
+
+
+ + + + + + + + + + + + +
United States ›United StatesOn March 914-day change
New cases56,507–13%
New deaths1,885–20%
+ + +
+ + + +
+ + + + + + + + + + + + +
World ›WorldOn March 914-day change
New cases414,200+11%
New deaths10,062–10%
+ + +
+ + +

U.S. hot spots ›

+ US coronavirus cases + + + + + + + + +

Worldwide ›

+ Worldwide coronavirus cases + +

Vaccine tracker ›

+ Vaccine tracker + + +
+

Other trackers: +

+
+

Other trackers:

+
+
+
+
+ + + + + + + + + + + + +
United States ›United StatesOn March 914-day change
New cases56,507–13%
New deaths1,885–20%
+ + +
+ + + +
+ + + + + + + + + + + + +
Canada ›CanadaOn March 914-day change
New cases2,820Flat
New deaths28–29%
+ + +
+ + +

U.S. hot spots ›

+ US coronavirus cases + + + + + + + + +

Worldwide ›

+ Worldwide coronavirus cases + +

Vaccine tracker ›

+ Vaccine tracker + + +
+

Other trackers: +

+
+

Other trackers:

+
+
+
+
+
+ + + + + + + + + + + +
+ + + + + + +
+ + + + + + + + + + + + + + +

‘There’s No Town Left’: Fukushima’s Eerie Landscapes

Ten years after an earthquake and tsunami led to a nuclear meltdown in northern Japan, returnees describe a place that feels both familiar and hostile.

+ + + + + + + + +
+
+ + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + James Whitlow Delano for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + James Whitlow Delano for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + James Whitlow Delano for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + James Whitlow Delano for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + James Whitlow Delano for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + James Whitlow Delano for The New York Times + +
+
+ + +
+
+ + + + + +

Opinion

Editors’ Picks

Advertisement

Continue reading the main story

We’d like your thoughts on the New York Times home page experience.Let us know what you think

+ + + + + + + + + + + + + + + + The New York Times - Breaking News, US News, World News and Videos + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Continue reading the main story

Biden Got the Vaccine Rollout Humming, With Trump’s Help

  • Credit for a surge in vaccine production is likely to go to both the Trump and the Biden administrations, although neither wants to grant much to the other.
  • Trump officials are saying that President Biden is proclaiming victory off of their work, but steps taken by Mr. Biden had a big impact on production.
+ + + + + + + + +
+
+ + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + +
+
+ + + + + +
A City Ruptured The pandemic’s toll on New York City’s economy and way of life was laid bare on its streets.
+ +

Live

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + +
+ + + + + + + + + + + + + +
+

Tracking the Coronavirus ›

+ +
+ + + + + + + + + + + + +
United States ›United StatesOn March 914-day change
New cases56,507–13%
New deaths1,885–20%
+ + +
+ +

U.S. hot spots ›

+ US coronavirus cases + + + + + + + + +

Worldwide ›

+ Worldwide coronavirus cases + + + + +
+
+ +
+
+ + +
+ + + + + + + + + + + + +

U.S. vaccinations ›

+
Where states are reporting vaccines given +
Fully vaccinated9.7%
+
+
At least one dose18%
+
+
+

Other trackers: + Choose your own places to track

+
+

Other trackers:

+
+
+
+
+ + + + + + + + + + + + +
United States ›United StatesOn March 914-day change
New cases56,507–13%
New deaths1,885–20%
+ + +
+ + + +
+ + + + + + + + + + + + +
World ›WorldOn March 914-day change
New cases414,200+11%
New deaths10,062–10%
+ + +
+ + +

U.S. hot spots ›

+ US coronavirus cases + + + + + + + + +

Worldwide ›

+ Worldwide coronavirus cases + +

Vaccine tracker ›

+ Vaccine tracker + + +
+

Other trackers: +

+
+

Other trackers:

+
+
+
+
+ + + + + + + + + + + + +
United States ›United StatesOn March 914-day change
New cases56,507–13%
New deaths1,885–20%
+ + +
+ + + +
+ + + + + + + + + + + + +
Canada ›CanadaOn March 914-day change
New cases2,820Flat
New deaths28–29%
+ + +
+ + +

U.S. hot spots ›

+ US coronavirus cases + + + + + + + + +

Worldwide ›

+ Worldwide coronavirus cases + +

Vaccine tracker ›

+ Vaccine tracker + + +
+

Other trackers: +

+
+

Other trackers:

+
+
+
+
+
+ + + + + + + + + + + +
+ + + + + + +
+ + + + + + + + + + + + + + +

‘There’s No Town Left’: Fukushima’s Eerie Landscapes

Ten years after an earthquake and tsunami led to a nuclear meltdown in northern Japan, returnees describe a place that feels both familiar and hostile.

+ + + + + + + + +
+
+ + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + James Whitlow Delano for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + James Whitlow Delano for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + James Whitlow Delano for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + James Whitlow Delano for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + James Whitlow Delano for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + James Whitlow Delano for The New York Times + +
+
+ + +
+
+ + + + + +

Opinion

Editors’ Picks

Advertisement

Continue reading the main story

We’d like your thoughts on the New York Times home page experience.Let us know what you think

+ + + + + + + + + + + + + + + + The New York Times - Breaking News, US News, World News and Videos + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Continue reading the main story

Biden Got the Vaccine Rollout Humming, With Trump’s Help

  • Credit for a surge in vaccine production is likely to go to both the Trump and the Biden administrations, although neither wants to grant much to the other.
  • Trump officials are saying that President Biden is proclaiming victory off of their work, but steps taken by Mr. Biden had a big impact on production.
+ + + + + + + + +
+
+ + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + Ashley Gilbertson for The New York Times + +
+
+ + +
+
+ + + + + +
A City Ruptured The pandemic’s toll on New York City’s economy and way of life was laid bare on its streets.
+ +

Live

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + +
+ + + + + + + + + + + + + +
+

Tracking the Coronavirus ›

+ +
+ + + + + + + + + + + + +
United States ›United StatesOn March 914-day change
New cases56,507–13%
New deaths1,885–20%
+ + +
+ +

U.S. hot spots ›

+ US coronavirus cases + + + + + + + + +

Worldwide ›

+ Worldwide coronavirus cases + + + + +
+
+ +
+
+ + +
+ + + + + + + + + + + + +

U.S. vaccinations ›

+
Where states are reporting vaccines given +
Fully vaccinated9.7%
+
+
At least one dose18%
+
+
+

Other trackers: + Choose your own places to track

+
+

Other trackers:

+
+
+
+
+ + + + + + + + + + + + +
United States ›United StatesOn March 914-day change
New cases56,507–13%
New deaths1,885–20%
+ + +
+ + + +
+ + + + + + + + + + + + +
World ›WorldOn March 914-day change
New cases414,200+11%
New deaths10,062–10%
+ + +
+ + +

U.S. hot spots ›

+ US coronavirus cases + + + + + + + + +

Worldwide ›

+ Worldwide coronavirus cases + +

Vaccine tracker ›

+ Vaccine tracker + + +
+

Other trackers: +

+
+

Other trackers:

+
+
+
+
+ + + + + + + + + + + + +
United States ›United StatesOn March 914-day change
New cases56,507–13%
New deaths1,885–20%
+ + +
+ + + +
+ + + + + + + + + + + + +
Canada ›CanadaOn March 914-day change
New cases2,820Flat
New deaths28–29%
+ + +
+ + +

U.S. hot spots ›

+ US coronavirus cases + + + + + + + + +

Worldwide ›

+ Worldwide coronavirus cases + +

Vaccine tracker ›

+ Vaccine tracker + + +
+

Other trackers: +

+
+

Other trackers:

+
+
+
+
+
+ + + + + + + + + + + +
+ + + + + + +
+ + + + + + + + + + + + + + +

‘There’s No Town Left’: Fukushima’s Eerie Landscapes

Ten years after an earthquake and tsunami led to a nuclear meltdown in northern Japan, returnees describe a place that feels both familiar and hostile.

+ + + + + + + + +
+
+ + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + James Whitlow Delano for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + James Whitlow Delano for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + James Whitlow Delano for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + James Whitlow Delano for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + James Whitlow Delano for The New York Times + +
+
+ + + + + +
+
+ + + +
+ + +
+ + + +
+ + +
+ + James Whitlow Delano for The New York Times + +
+
+ + +
+
+ + + + + +

Opinion

Editors’ Picks

Advertisement

Continue reading the main story

We’d like your thoughts on the New York Times home page experience.Let us know what you think

+ + + + + + + + + + + + + + + + The New York Times - Breaking News, US News, World News and Videos + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Continue reading the main story

AstraZeneca Concerns Throw Europe’s Vaccine Rollout Into Deeper Disarray

  • Germany, France, Italy and Spain became the latest to suspend use of the vaccine after a handful of reports of fatal brain hemorrhages and blood clots.
  • The company defended its vaccine, and health officials said no causal link had yet been found between clots and Covid-19 shots.
  • The timing of the pause in inoculations, as a third wave of infections threatens Europe, could not have been worse.

Mississippi Is Second State to Open Vaccination to All Adults

The move comes as the pace of vaccinations in the U.S. is steadily increasing with ramped-up production. Catch up on pandemic news.

+ + + + +
+
+ + +
+
+ + + + +

+ + When the U.S. Population Might Be Vaccinated + +

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

See the vaccine rollout, state by state

+ + + + + +
+
+ + +
+
+ + + + +

+ + New Reported Cases in the U.S. + +

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

See the U.S. hot spots

+ + + + + +
+
+ + +
+
+ + + + + + + + + + +
+
+ + + + +
+
Shoreline, Wash.
+ + +
+ + + +
+ + +
+ + + + + Ruth Fremson/The New York Times + + + +
+
+ + + + + +
+
Minneapolis
+ + +
+ + + +
+ + +
+ + + + + Liam Doyle for The New York Times + + + +
+
+ + + + + +
+
San Francisco
+ + +
+ + + +
+ + +
+ + + + + Jim Wilson/The New York Times + + + +
+
+ + + + + +
+
Beijing
+ + +
+ + + +
+ + +
+ + + + + Kevin Frayer/Getty Images + + + +
+
+ + + + + +
+
Brooklyn
+ + +
+ + + +
+ + +
+ + + + + Amr Alfiky/The New York Times + + + +
+
+ + + + + +
+
Milan
+ + +
+ + + +
+ + +
+ + + + + Alessandro Grassani for The New York Times + + + +
+
+ + + + + +
+
Tegucigalpa, Honduras
+ + +
+ + + +
+ + +
+ + + + + Orlando Sierra/AFP — Getty Images + + + +
+
+ + + + + +
+
Mogadishu, Somalia
+ + +
+ + + +
+ + +
+ + + + + Feisal Omar/Reuters + + + +
+
+ + + + + +
+
The Bronx
+ + +
+ + + +
+ + +
+ + + + + John Minchillo/Associated Press + + + +
+
+ + + + + +
+
Inglewood, Calif.
+ + +
+ + + +
+ + +
+ + + + + Patrick T. Fallon/AFP— Getty Images + + + +
+
+ + +
+
+ + + + + + + + + + + + + + + + + +
+
+ + + +
+ + + + +
+
+
+ + +
+ + + + + + + + + +

As Biden Confronts Vaccine Hesitancy, Republicans Pose a Challenge

The administration is seeking help in urging Republicans to get inoculated. But for now, President Biden isn’t turning to his predecessor.

Can vaccines cause blood clots? Here’s what we know.

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + +
+ + + + + + + + + + + + + +
+

Tracking the Coronavirus ›

+ +
+ + + + + + + + + + + + +
United States ›United StatesOn March 1514-day change
New cases57,081–18%
New deaths751–32%
+ + +
+ +

U.S. hot spots ›

+ US coronavirus cases + + + + + + + + +

Worldwide ›

+ Worldwide coronavirus cases + + + + +
+
+ +
+
+ + +
+ + + + + + + + + + + + +

U.S. vaccinations ›

+
Where states are reporting vaccines given +
Fully vaccinated12%
+
+
At least one dose21%
+
+
+

Other trackers: + Choose your own places to track

+
+

Other trackers:

+
+
+
+
+ + + + + + + + + + + + +
United States ›United StatesOn March 1514-day change
New cases57,081–18%
New deaths751–32%
+ + +
+ + + +
+ + + + + + + + + + + + +
World ›WorldOn March 1514-day change
New cases338,308+11%
New deaths6,392–7%
+ + +
+ + +

U.S. hot spots ›

+ US coronavirus cases + + + + + + + + +

Worldwide ›

+ Worldwide coronavirus cases + +

Vaccine tracker ›

+ Vaccine tracker + + +
+

Other trackers: +

+
+

Other trackers:

+
+
+
+
+ + + + + + + + + + + + +
United States ›United StatesOn March 1514-day change
New cases57,081–18%
New deaths751–32%
+ + +
+ + + +
+ + + + + + + + + + + + +
Canada ›CanadaOn March 1514-day change
New cases3,890+9%
New deaths32–26%
+ + +
+ + +

U.S. hot spots ›

+ US coronavirus cases + + + + + + + + +

Worldwide ›

+ Worldwide coronavirus cases + +

Vaccine tracker ›

+ Vaccine tracker + + +
+

Other trackers: +

+
+

Other trackers:

+
+
+
+
+
+ + + + + + + + + + + +
+ + + + + + +
+ + + + + + + + + + + + + + +

Catholic Order Pledges $100 Million to Atone for Slave Labor and Sales

The move by Jesuit priests is the largest such effort by the Roman Catholic Church and comes amid growing calls for reparations across the United States.

Opinion

Editors’ Picks

Advertisement

Continue reading the main story

We’d like your thoughts on the New York Times home page experience.Let us know what you think

+ + + + + + + + + + + + + + + + The New York Times - Breaking News, US News, World News and Videos + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Continue reading the main story

AstraZeneca Concerns Throw Europe’s Vaccine Rollout Into Deeper Disarray

  • Germany, France, Italy and Spain became the latest to suspend use of the vaccine after a handful of reports of fatal brain hemorrhages and blood clots.
  • The company defended its vaccine, and health officials said no causal link had yet been found between clots and Covid-19 shots.
  • The timing of the pause in inoculations, as a third wave of infections threatens Europe, could not have been worse.

Mississippi Is Second State to Open Vaccination to All Adults

The move comes as the pace of vaccinations in the U.S. is steadily increasing with ramped-up production. Catch up on pandemic news.

+ + + + +
+
+ + +
+
+ + + + +

+ + When the U.S. Population Might Be Vaccinated + +

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

See the vaccine rollout, state by state

+ + + + + +
+
+ + +
+
+ + + + +

+ + New Reported Cases in the U.S. + +

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

See the U.S. hot spots

+ + + + + +
+
+ + +
+
+ + + + + + + + + + +
+
+ + + + +
+
Shoreline, Wash.
+ + +
+ + + +
+ + +
+ + + + + Ruth Fremson/The New York Times + + + +
+
+ + + + + +
+
Minneapolis
+ + +
+ + + +
+ + +
+ + + + + Liam Doyle for The New York Times + + + +
+
+ + + + + +
+
San Francisco
+ + +
+ + + +
+ + +
+ + + + + Jim Wilson/The New York Times + + + +
+
+ + + + + +
+
Beijing
+ + +
+ + + +
+ + +
+ + + + + Kevin Frayer/Getty Images + + + +
+
+ + + + + +
+
Brooklyn
+ + +
+ + + +
+ + +
+ + + + + Amr Alfiky/The New York Times + + + +
+
+ + + + + +
+
Milan
+ + +
+ + + +
+ + +
+ + + + + Alessandro Grassani for The New York Times + + + +
+
+ + + + + +
+
Tegucigalpa, Honduras
+ + +
+ + + +
+ + +
+ + + + + Orlando Sierra/AFP — Getty Images + + + +
+
+ + + + + +
+
Mogadishu, Somalia
+ + +
+ + + +
+ + +
+ + + + + Feisal Omar/Reuters + + + +
+
+ + + + + +
+
The Bronx
+ + +
+ + + +
+ + +
+ + + + + John Minchillo/Associated Press + + + +
+
+ + + + + +
+
Inglewood, Calif.
+ + +
+ + + +
+ + +
+ + + + + Patrick T. Fallon/AFP— Getty Images + + + +
+
+ + +
+
+ + + + + + + + + + + + + + + + + +
+
+ + + +
+ + + + +
+
+
+ + +
+ + + + + + + + + +

As Biden Confronts Vaccine Hesitancy, Republicans Pose a Challenge

The administration is seeking help in urging Republicans to get inoculated. But for now, President Biden isn’t turning to his predecessor.

Can vaccines cause blood clots? Here’s what we know.

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + +
+ + + + + + + + + + + + + +
+

Tracking the Coronavirus ›

+ +
+ + + + + + + + + + + + +
United States ›United StatesOn March 1514-day change
New cases57,081–18%
New deaths751–32%
+ + +
+ +

U.S. hot spots ›

+ US coronavirus cases + + + + + + + + +

Worldwide ›

+ Worldwide coronavirus cases + + + + +
+
+ +
+
+ + +
+ + + + + + + + + + + + +

U.S. vaccinations ›

+
Where states are reporting vaccines given +
Fully vaccinated12%
+
+
At least one dose21%
+
+
+

Other trackers: + Choose your own places to track

+
+

Other trackers:

+
+
+
+
+ + + + + + + + + + + + +
United States ›United StatesOn March 1514-day change
New cases57,081–18%
New deaths751–32%
+ + +
+ + + +
+ + + + + + + + + + + + +
World ›WorldOn March 1514-day change
New cases338,308+11%
New deaths6,392–7%
+ + +
+ + +

U.S. hot spots ›

+ US coronavirus cases + + + + + + + + +

Worldwide ›

+ Worldwide coronavirus cases + +

Vaccine tracker ›

+ Vaccine tracker + + +
+

Other trackers: +

+
+

Other trackers:

+
+
+
+
+ + + + + + + + + + + + +
United States ›United StatesOn March 1514-day change
New cases57,081–18%
New deaths751–32%
+ + +
+ + + +
+ + + + + + + + + + + + +
Canada ›CanadaOn March 1514-day change
New cases3,890+9%
New deaths32–26%
+ + +
+ + +

U.S. hot spots ›

+ US coronavirus cases + + + + + + + + +

Worldwide ›

+ Worldwide coronavirus cases + +

Vaccine tracker ›

+ Vaccine tracker + + +
+

Other trackers: +

+
+

Other trackers:

+
+
+
+
+
+ + + + + + + + + + + +
+ + + + + + +
+ + + + + + + + + + + + + + +

Catholic Order Pledges $100 Million to Atone for Slave Labor and Sales

The move by Jesuit priests is the largest such effort by the Roman Catholic Church and comes amid growing calls for reparations across the United States.

Opinion

Editors’ Picks

Advertisement

Continue reading the main story

We’d like your thoughts on the New York Times home page experience.Let us know what you think

+ + + + + + + + + + + + + \ No newline at end of file From 8b87d594357dc85ff86b95a4baf477eb29134147 Mon Sep 17 00:00:00 2001 From: = Date: Mon, 19 Apr 2021 12:42:22 +0200 Subject: [PATCH 12/14] week11 --- .ipynb_checkpoints/Week11-checkpoint.ipynb | 282 + .ipynb_checkpoints/Week_7-checkpoint.ipynb | 215 + .ipynb_checkpoints/Week_9-checkpoint.ipynb | 1304 +++++ Week11.ipynb | 282 + Week_7.ipynb | 219 + Week_9.ipynb | 1378 +++++ downloaded.csv | 5077 ++++++++++++++++++ geckodriver.log | 192 + modules/__pycache__/ex1_week6.cpython-37.pyc | Bin 1912 -> 1953 bytes modules/ex1_week6.py | 3 +- 10 files changed, 8951 insertions(+), 1 deletion(-) create mode 100644 .ipynb_checkpoints/Week11-checkpoint.ipynb create mode 100644 .ipynb_checkpoints/Week_7-checkpoint.ipynb create mode 100644 .ipynb_checkpoints/Week_9-checkpoint.ipynb create mode 100644 Week11.ipynb create mode 100644 Week_7.ipynb create mode 100644 Week_9.ipynb create mode 100644 downloaded.csv create mode 100644 geckodriver.log diff --git a/.ipynb_checkpoints/Week11-checkpoint.ipynb b/.ipynb_checkpoints/Week11-checkpoint.ipynb new file mode 100644 index 0000000..9f5589a --- /dev/null +++ b/.ipynb_checkpoints/Week11-checkpoint.ipynb @@ -0,0 +1,282 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise meanshift\n", + "1. load 'data/iris_data.csv' into a dataframe (use decimal=',') and remove the 2 `Petal` columns. Now we are left with a 2D feature space\n", + "2. get unique labels (Species column)\n", + "3. plot with a scatter plot each iris flower sample colored by label (3 different colors)\n", + "\n", + "4. use: `MeanShift` and `estimate_bandwidth` from `sklearn.cluster` to first estimate bandwidth and then get the clusters (HINT: estimate_bandwidth() takes an argument: `quantile` set it to `0.2` for best result)\n", + "5. print out labels, cluster centers and number of clusters (as returned from the MeanShift function)\n", + "5. create a new scatter plot where each flower is colored according to cluster label\n", + "6. add a dot for the cluster centers\n", + "7. Compare the 2 plots (colored by actual labels vs. colored by cluster label)\n", + "8. Try changing the 'quantile' argument to 0.15 and see what happens to your cluster plot." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Sepal lengthSepal width
05,103,50
14,903,00
24,703,20
34,603,10
45,003,60
.........
1456,703,00
1466,302,50
1476,503,00
1486,203,40
1495,903,00
\n", + "

150 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " Sepal length Sepal width\n", + "0 5,10 3,50\n", + "1 4,90 3,00\n", + "2 4,70 3,20\n", + "3 4,60 3,10\n", + "4 5,00 3,60\n", + ".. ... ...\n", + "145 6,70 3,00\n", + "146 6,30 2,50\n", + "147 6,50 3,00\n", + "148 6,20 3,40\n", + "149 5,90 3,00\n", + "\n", + "[150 rows x 2 columns]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 1. load 'data/iris_data.csv' into a dataframe (use decimal=',') and remove the 2 `Petal` columns. \n", + "# Now we are left with a 2D feature space\n", + "import pandas as pd\n", + "\n", + "df = pd.read_csv('../data/iris_data.csv')\n", + "df.head()\n", + "df.drop(['Petal length','Petal width','Species'], inplace=True, axis=1)\n", + "\n", + "df\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['I. setosa' 'I. versicolor' 'I. virginica']\n" + ] + } + ], + "source": [ + "# 2. get unique labels (Species column)\n", + "#uniqueSpecies = df['Species'].unique()\n", + "#print(uniqueSpecies)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 3. plot with a scatter plot each iris flower sample colored by label (3 different colors)\n", + "import matplotlib.pyplot as plt\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "colors = {'I. setosa':'red', 'I. versicolor':'green', 'I. virginica':'blue'}\n", + "\n", + "ax.scatter(df['Sepal length'], df['Sepal width'], c=df['Species'].map(colors))\n", + "\n", + "result = plt.xticks(rotation=90, horizontalalignment='right',fontweight='light')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 0 1 2 3 4 5 6 7 8 9 ... \\\n", + "Sepal length 5,10 4,90 4,70 4,60 5,00 5,40 4,60 5,00 4,40 4,90 ... \n", + "Sepal width 3,50 3,00 3,20 3,10 3,60 3,90 3,40 3,40 2,90 3,10 ... \n", + "\n", + " 140 141 142 143 144 145 146 147 148 149 \n", + "Sepal length 6,70 6,90 5,80 6,80 6,70 6,70 6,30 6,50 6,20 5,90 \n", + "Sepal width 3,10 3,10 2,70 3,20 3,30 3,00 2,50 3,00 3,40 3,00 \n", + "\n", + "[2 rows x 150 columns]\n" + ] + }, + { + "ename": "ValueError", + "evalue": "could not convert string to float: '5,10'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mbandwidth\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcluster_centers\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_clusters\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 23\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 24\u001b[0;31m \u001b[0mbandwidth\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_clusters\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmean_shift\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 25\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m\u001b[0m in \u001b[0;36mmean_shift\u001b[0;34m(data, n_samples)\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mmean_shift\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_samples\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1000\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m bandwidth = estimate_bandwidth(data, quantile=0.2, \n\u001b[0;32m---> 10\u001b[0;31m n_samples=n_samples)\n\u001b[0m\u001b[1;32m 11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0mms\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mMeanShift\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbandwidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbandwidth\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbin_seeding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/sklearn/cluster/_mean_shift.py\u001b[0m in \u001b[0;36mestimate_bandwidth\u001b[0;34m(X, quantile, n_samples, random_state, n_jobs)\u001b[0m\n\u001b[1;32m 63\u001b[0m \u001b[0mThe\u001b[0m \u001b[0mbandwidth\u001b[0m \u001b[0mparameter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 64\u001b[0m \"\"\"\n\u001b[0;32m---> 65\u001b[0;31m \u001b[0mX\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcheck_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 66\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 67\u001b[0m \u001b[0mrandom_state\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcheck_random_state\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrandom_state\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36mcheck_array\u001b[0;34m(array, accept_sparse, accept_large_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, warn_on_dtype, estimator)\u001b[0m\n\u001b[1;32m 529\u001b[0m \u001b[0marray\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0marray\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcasting\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"unsafe\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 530\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 531\u001b[0;31m \u001b[0marray\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0morder\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0morder\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 532\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mComplexWarning\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 533\u001b[0m raise ValueError(\"Complex data not supported\\n\"\n", + "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/numpy/core/_asarray.py\u001b[0m in \u001b[0;36masarray\u001b[0;34m(a, dtype, order)\u001b[0m\n\u001b[1;32m 83\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 84\u001b[0m \"\"\"\n\u001b[0;32m---> 85\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0morder\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0morder\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 86\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 87\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mValueError\u001b[0m: could not convert string to float: '5,10'" + ] + } + ], + "source": [ + "# 4. use: `MeanShift` and `estimate_bandwidth` from `sklearn.cluster` to \n", + "# first estimate bandwidth and then get the clusters \n", + "# (HINT: estimate_bandwidth() takes an argument: `quantile` set it to `0.2` for best result)\n", + "from sklearn.cluster import MeanShift, estimate_bandwidth\n", + "\n", + "def mean_shift(data, n_samples=1000):\n", + " bandwidth = estimate_bandwidth(data, quantile=0.2, \n", + " n_samples=n_samples)\n", + "\n", + " ms = MeanShift(bandwidth=bandwidth, bin_seeding=True)\n", + " ms.fit(data)\n", + " labels = ms.labels_\n", + " cluster_centers = ms.cluster_centers_\n", + "\n", + " labels_unique = np.unique(labels)\n", + " n_clusters = len(labels_unique)\n", + "\n", + " print('Number of estimated clusters : {}'.format(n_clusters))\n", + " \n", + " return bandwidth, labels, cluster_centers, n_clusters\n", + "\n", + "bandwidth, labels, n_clusters = mean_shift(df)\n", + "\n" + ] + } + ], + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/.ipynb_checkpoints/Week_7-checkpoint.ipynb b/.ipynb_checkpoints/Week_7-checkpoint.ipynb new file mode 100644 index 0000000..468fda2 --- /dev/null +++ b/.ipynb_checkpoints/Week_7-checkpoint.ipynb @@ -0,0 +1,215 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# Week 7 asignment\n", + "For the following task you will need to use the website: https://www.dba.dk/\n", + "\n", + "1. Create a BeautifulSoup Object from the link given above\n", + "2. Find all the \"Kategorier\"\n", + "3. Find all the links\n", + "4. Use selenium to press the \"Kategory\" link with the name \"biler\"\n", + "5. In the category \"biler\" theres a list with cities to see where the sales of cars is located. Make a bar plot from lowest to highest showing the amount of car sale in each city." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "#1)\n", + "\n", + "import bs4\n", + "import requests\n", + "\n", + "\n", + "r = requests.get('https://www.dba.dk', headers={'User-Agent': 'Mozilla/5.0'})\n", + "r.raise_for_status()\n", + "soup = bs4.BeautifulSoup(r.text, 'html.parser')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Biler\n", + "Camping\n", + "Biltilbehør\n", + "Boliger\n", + "Have og byg\n", + "Til boligen\n", + "Til børn\n", + "Tøj og mode\n", + "Sport og fritid\n", + "Både\n", + "Cykler\n", + "Hobby\n", + "Computer og spillekonsoller\n", + "Mobil og telefoni\n", + "Dyr\n", + "Billede og lyd\n", + "Musikinstrumenter\n", + "Motorcykler og tilbehør\n", + "Scootere og knallerter\n", + "Diverse\n", + "Erhverv\n", + "Job\n", + "Ferie\n", + "Billetter\n", + "Bøger og blade\n", + "None\n" + ] + } + ], + "source": [ + "#2)\n", + "\n", + "res = soup.select('.taxonomy-navigation > li.single > a')\n", + "\n", + "for r in res:\n", + " print(r.get('title'))" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "https://www.dba.dk/\n", + "https://guide.dba.dk\n", + "https://support.dba.dk/\n", + "https://www.dba.dk/\n", + "https://www.dba.dk/biler/reg-koebenhavn-og-omegn/\n", + "https://www.dba.dk/biler/reg-aarhus/\n", + "https://www.dba.dk/biler/reg-odense/\n", + "https://www.dba.dk/biler/reg-aalborg/\n", + "https://www.dba.dk/biler/reg-sjaelland/\n", + "https://www.dba.dk/biler/reg-jylland/\n", + "https://www.dba.dk/biler/reg-fyn/\n", + "https://www.dba.dk/biler/reg-bornholm/\n", + "https://www.dba.dk/biler/reg-groenland/\n", + "https://info.dba.dk/biler/vaerkstedsservice\n", + "https://support.dba.dk/\n", + "https://info.dba.dk/kontakt/\n", + "https://jobs.ebayclassifiedsgroup.com/dba\n", + "https://dba.presscloud.com/nr/#/\n", + "https://guide.dba.dk\n", + "https://sikkerhed.dba.dk/\n", + "https://info.dba.dk/vilkaar/brugervilkaar\n", + "https://info.dba.dk/vilkaar/annonceringsregler\n", + "https://info.dba.dk/vilkaar/persondatapolitik\n", + "https://boost.dba.dk\n", + "https://www.bilbasen.dk\n", + "https://www.dba.dk/\n", + "https://da-dk.facebook.com/dba.dk\n", + "https://twitter.com/dba_dk\n" + ] + } + ], + "source": [ + "#3)\n", + "for link in soup.find_all('a'):\n", + " if not str(link.get('href')).startswith('https'):\n", + " continue\n", + " print(link.get('href'))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#4) Use selenium to press the \"Kategory\" link with the name \"biler\"\n", + "from selenium import webdriver\n", + "from selenium.webdriver.firefox.options import Options\n", + "\n", + "options = Options()\n", + "options.headless = True\n", + "browser = webdriver.Firefox(options=options)\n", + "\n", + "browser.get('https://www.dba.dk/%27')\n", + "browser.implicitly_wait(3)\n", + "\n", + "link_to_persons = browser.find_elements_by_link_text('Biler')\n", + "link_to_persons[0].click()\n", + "print(type(link_to_persons))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (, line 20)", + "output_type": "error", + "traceback": [ + "\u001b[0;36m File \u001b[0;32m\"\"\u001b[0;36m, line \u001b[0;32m20\u001b[0m\n\u001b[0;31m plt.bar([n], [sortedDict.get(n)], width=0.5, align=\"center\" label=\"asd\")\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "source": [ + "#5) In the category \"biler\" theres a list with cities to see where the sales of cars is located. \n", + "# Make a bar plot from lowest to highest showing the amount of car sale in each city.\n", + "import matplotlib.pyplot as plt\n", + "\n", + "r2 = requests.get('https://www.dba.dk/biler', headers={'User-Agent': 'Mozilla/5.0'})\n", + "r2.raise_for_status()\n", + "soup = bs4.BeautifulSoup(r2.text, 'html.parser')\n", + "city_sales = soup.select('nav.row-fluid > ul > li > a ')\n", + "\n", + "c_s_dict = {} \n", + " \n", + "for x in city_sales:\n", + " sales = int(x.text.split(\" \")[-1].split(\"(\")[1].split(\")\")[0])\n", + " city = x.text.split(\" \")[0]\n", + " c_s_dict.update({city: sales})\n", + "\n", + "sortedDict = {k: v for k, v in sorted(c_s_dict.items(), key=lambda item: item[1])}\n", + "\n", + "for n in sortedDict:\n", + " plt.bar([n], [sortedDict.get(n)], width=0.5, align=\"center\")\n", + " plt.xticks(rotation=45, horizontalalignment=\"right\", fontweight=\"light\")\n", + " plt.ylabel(\"Sales number\", fontsize=12)\n", + " \n", + " \n" + ] + } + ], + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/.ipynb_checkpoints/Week_9-checkpoint.ipynb b/.ipynb_checkpoints/Week_9-checkpoint.ipynb new file mode 100644 index 0000000..ff2ccae --- /dev/null +++ b/.ipynb_checkpoints/Week_9-checkpoint.ipynb @@ -0,0 +1,1304 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# week 9 Exercise Feature space\n", + "\n", + "## Ex 1\n", + "`Data = 'https://think.cs.vt.edu/corgis/datasets/csv/cars/cars.csv'`\n", + "### Download the data\n", + "\n", + "- Programatically download the data from the above link.\n", + "- Import the data into a Pandas dataframe.\n", + "- Show the head of the Pandas dataframe.\n", + "\n", + "### Feature engineering\n", + "- Reduce the dataset by:\n", + " - Make == Honda\n", + " - Fueltype == Gasoline\n", + " - Remove outliers. Hint: `df[column name'] < df['column name'].quantile(0.90)`\n", + " - Only use 2 features: 'Fuel Information.Highway mpg' and 'Engine Information.Engine Statistics.Horsepower'\n", + " - Normalize data (reduce values to be between 0 and 1)\n", + " \n", + "### Linear regression\n", + "\n", + "- Perform linear regression where x = horsepower and y = mpg\n", + "- What is the coefficient (slope) of your model? What does this number mean?\n", + "- According to your model, what is `y` when `x=1`.\n", + "- Show the regression line on a scatterplot with the other datapoints." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Dimensions.HeightDimensions.LengthDimensions.WidthEngine Information.DrivelineEngine Information.Engine TypeEngine Information.HybridEngine Information.Number of Forward GearsEngine Information.TransmissionFuel Information.City mpgFuel Information.Fuel TypeFuel Information.Highway mpgIdentification.ClassificationIdentification.IDIdentification.MakeIdentification.Model YearIdentification.YearEngine Information.Engine Statistics.HorsepowerEngine Information.Engine Statistics.Torque
0140143202All-wheel driveAudi 3.2L 6 cylinder 250hp 236ft-lbsTrue66 Speed Automatic Select Shift18Gasoline25Automatic transmission2009 Audi A3 3.2Audi2009 Audi A32009250236
1140143202Front-wheel driveAudi 2.0L 4 cylinder 200 hp 207 ft-lbs TurboTrue66 Speed Automatic Select Shift22Gasoline28Automatic transmission2009 Audi A3 2.0 T ATAudi2009 Audi A32009200207
2140143202Front-wheel driveAudi 2.0L 4 cylinder 200 hp 207 ft-lbs TurboTrue66 Speed Manual21Gasoline30Manual transmission2009 Audi A3 2.0 TAudi2009 Audi A32009200207
3140143202All-wheel driveAudi 2.0L 4 cylinder 200 hp 207 ft-lbs TurboTrue66 Speed Automatic Select Shift21Gasoline28Automatic transmission2009 Audi A3 2.0 T QuattroAudi2009 Audi A32009200207
4140143202All-wheel driveAudi 2.0L 4 cylinder 200 hp 207 ft-lbs TurboTrue66 Speed Automatic Select Shift21Gasoline28Automatic transmission2009 Audi A3 2.0 T QuattroAudi2009 Audi A32009200207
\n", + "
" + ], + "text/plain": [ + " Dimensions.Height Dimensions.Length Dimensions.Width \\\n", + "0 140 143 202 \n", + "1 140 143 202 \n", + "2 140 143 202 \n", + "3 140 143 202 \n", + "4 140 143 202 \n", + "\n", + " Engine Information.Driveline Engine Information.Engine Type \\\n", + "0 All-wheel drive Audi 3.2L 6 cylinder 250hp 236ft-lbs \n", + "1 Front-wheel drive Audi 2.0L 4 cylinder 200 hp 207 ft-lbs Turbo \n", + "2 Front-wheel drive Audi 2.0L 4 cylinder 200 hp 207 ft-lbs Turbo \n", + "3 All-wheel drive Audi 2.0L 4 cylinder 200 hp 207 ft-lbs Turbo \n", + "4 All-wheel drive Audi 2.0L 4 cylinder 200 hp 207 ft-lbs Turbo \n", + "\n", + " Engine Information.Hybrid Engine Information.Number of Forward Gears \\\n", + "0 True 6 \n", + "1 True 6 \n", + "2 True 6 \n", + "3 True 6 \n", + "4 True 6 \n", + "\n", + " Engine Information.Transmission Fuel Information.City mpg \\\n", + "0 6 Speed Automatic Select Shift 18 \n", + "1 6 Speed Automatic Select Shift 22 \n", + "2 6 Speed Manual 21 \n", + "3 6 Speed Automatic Select Shift 21 \n", + "4 6 Speed Automatic Select Shift 21 \n", + "\n", + " Fuel Information.Fuel Type Fuel Information.Highway mpg \\\n", + "0 Gasoline 25 \n", + "1 Gasoline 28 \n", + "2 Gasoline 30 \n", + "3 Gasoline 28 \n", + "4 Gasoline 28 \n", + "\n", + " Identification.Classification Identification.ID \\\n", + "0 Automatic transmission 2009 Audi A3 3.2 \n", + "1 Automatic transmission 2009 Audi A3 2.0 T AT \n", + "2 Manual transmission 2009 Audi A3 2.0 T \n", + "3 Automatic transmission 2009 Audi A3 2.0 T Quattro \n", + "4 Automatic transmission 2009 Audi A3 2.0 T Quattro \n", + "\n", + " Identification.Make Identification.Model Year Identification.Year \\\n", + "0 Audi 2009 Audi A3 2009 \n", + "1 Audi 2009 Audi A3 2009 \n", + "2 Audi 2009 Audi A3 2009 \n", + "3 Audi 2009 Audi A3 2009 \n", + "4 Audi 2009 Audi A3 2009 \n", + "\n", + " Engine Information.Engine Statistics.Horsepower \\\n", + "0 250 \n", + "1 200 \n", + "2 200 \n", + "3 200 \n", + "4 200 \n", + "\n", + " Engine Information.Engine Statistics.Torque \n", + "0 236 \n", + "1 207 \n", + "2 207 \n", + "3 207 \n", + "4 207 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import io\n", + "import requests\n", + "url='https://think.cs.vt.edu/corgis/datasets/csv/cars/cars.csv'\n", + "c=pd.read_csv(url)\n", + "c.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Feature engineering\n", + "- Reduce the dataset by:\n", + " - Make == Honda\n", + " - Fueltype == Gasoline\n", + " - Remove outliers. Hint: `df[column name'] < df['column name'].quantile(0.90)`\n", + " - Only use 2 features: 'Fuel Information.Highway mpg' and 'Engine Information.Engine Statistics.Horsepower'\n", + " - Normalize data (reduce values to be between 0 and 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Dimensions.HeightDimensions.LengthDimensions.WidthEngine Information.DrivelineEngine Information.Engine TypeEngine Information.HybridEngine Information.Number of Forward GearsEngine Information.TransmissionFuel Information.City mpgFuel Information.Fuel TypeFuel Information.Highway mpgIdentification.ClassificationIdentification.IDIdentification.MakeIdentification.Model YearIdentification.YearEngine Information.Engine Statistics.HorsepowerEngine Information.Engine Statistics.Torque
10115224057Front-wheel driveHonda 3.5L 6 Cylinder 271hp 251 ft-lbsTrue66 Speed Manual17Gasoline25Manual transmission2010 Honda Accord EX-L V-6 CoupHonda2010 Honda Accord Coupe2010271251
10215224057Front-wheel driveHonda 2.4L 4 cylinder 190 hp 162 ft-lbsTrue55 Speed Automatic21Gasoline31Automatic transmission2010 Honda Accord EX Coup ATHonda2010 Honda Accord Coupe2010190162
10315224057Front-wheel driveHonda 2.4L 4 cylinder 190 hp 162 ft-lbsTrue55 Speed Manual22Gasoline31Manual transmission2010 Honda Accord EX-L CoupHonda2010 Honda Accord Coupe2010190162
10415224057Front-wheel driveHonda 2.4L 4 cylinder 190 hp 162 ft-lbsTrue55 Speed Automatic21Gasoline31Automatic transmission2010 Honda Accord EX-L Coup ATHonda2010 Honda Accord Coupe2010190162
10515224057Front-wheel driveHonda 3.5L 6 Cylinder 271hp 251 ft-lbsTrue55 Speed Automatic19Gasoline28Automatic transmission2010 Honda Accord EX-L V-6 Coup ATHonda2010 Honda Accord Coupe2010271251
.........................................................
50673253201Front-wheel driveHonda 3.5L 6 Cylinder 250 hp 253 ft-lbsTrue55 Speed Automatic18Gasoline25Automatic transmission2012 Honda Pilot LXHonda2012 Honda Pilot2012250253
50683253201Four-wheel driveHonda 3.5L 6 Cylinder 250 hp 253 ft-lbsTrue55 Speed Automatic17Gasoline24Automatic transmission2012 Honda Pilot LX 4WDHonda2012 Honda Pilot2012250253
50693253201Front-wheel driveHonda 3.5L 6 Cylinder 250 hp 253 ft-lbsTrue55 Speed Automatic18Gasoline25Automatic transmission2012 Honda Pilot EXHonda2012 Honda Pilot2012250253
50703253201Four-wheel driveHonda 3.5L 6 Cylinder 250 hp 253 ft-lbsTrue55 Speed Automatic17Gasoline24Automatic transmission2012 Honda Pilot EX 4WDHonda2012 Honda Pilot2012250253
507113253201Front-wheel driveHonda 3.5L 6 Cylinder 250 hp 253 ft-lbsTrue55 Speed Automatic18Gasoline25Automatic transmission2012 Honda Pilot EX-LHonda2012 Honda Pilot2012250253
\n", + "

200 rows × 18 columns

\n", + "
" + ], + "text/plain": [ + " Dimensions.Height Dimensions.Length Dimensions.Width \\\n", + "101 152 240 57 \n", + "102 152 240 57 \n", + "103 152 240 57 \n", + "104 152 240 57 \n", + "105 152 240 57 \n", + "... ... ... ... \n", + "5067 3 253 201 \n", + "5068 3 253 201 \n", + "5069 3 253 201 \n", + "5070 3 253 201 \n", + "5071 13 253 201 \n", + "\n", + " Engine Information.Driveline Engine Information.Engine Type \\\n", + "101 Front-wheel drive Honda 3.5L 6 Cylinder 271hp 251 ft-lbs \n", + "102 Front-wheel drive Honda 2.4L 4 cylinder 190 hp 162 ft-lbs \n", + "103 Front-wheel drive Honda 2.4L 4 cylinder 190 hp 162 ft-lbs \n", + "104 Front-wheel drive Honda 2.4L 4 cylinder 190 hp 162 ft-lbs \n", + "105 Front-wheel drive Honda 3.5L 6 Cylinder 271hp 251 ft-lbs \n", + "... ... ... \n", + "5067 Front-wheel drive Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs \n", + "5068 Four-wheel drive Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs \n", + "5069 Front-wheel drive Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs \n", + "5070 Four-wheel drive Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs \n", + "5071 Front-wheel drive Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs \n", + "\n", + " Engine Information.Hybrid Engine Information.Number of Forward Gears \\\n", + "101 True 6 \n", + "102 True 5 \n", + "103 True 5 \n", + "104 True 5 \n", + "105 True 5 \n", + "... ... ... \n", + "5067 True 5 \n", + "5068 True 5 \n", + "5069 True 5 \n", + "5070 True 5 \n", + "5071 True 5 \n", + "\n", + " Engine Information.Transmission Fuel Information.City mpg \\\n", + "101 6 Speed Manual 17 \n", + "102 5 Speed Automatic 21 \n", + "103 5 Speed Manual 22 \n", + "104 5 Speed Automatic 21 \n", + "105 5 Speed Automatic 19 \n", + "... ... ... \n", + "5067 5 Speed Automatic 18 \n", + "5068 5 Speed Automatic 17 \n", + "5069 5 Speed Automatic 18 \n", + "5070 5 Speed Automatic 17 \n", + "5071 5 Speed Automatic 18 \n", + "\n", + " Fuel Information.Fuel Type Fuel Information.Highway mpg \\\n", + "101 Gasoline 25 \n", + "102 Gasoline 31 \n", + "103 Gasoline 31 \n", + "104 Gasoline 31 \n", + "105 Gasoline 28 \n", + "... ... ... \n", + "5067 Gasoline 25 \n", + "5068 Gasoline 24 \n", + "5069 Gasoline 25 \n", + "5070 Gasoline 24 \n", + "5071 Gasoline 25 \n", + "\n", + " Identification.Classification Identification.ID \\\n", + "101 Manual transmission 2010 Honda Accord EX-L V-6 Coup \n", + "102 Automatic transmission 2010 Honda Accord EX Coup AT \n", + "103 Manual transmission 2010 Honda Accord EX-L Coup \n", + "104 Automatic transmission 2010 Honda Accord EX-L Coup AT \n", + "105 Automatic transmission 2010 Honda Accord EX-L V-6 Coup AT \n", + "... ... ... \n", + "5067 Automatic transmission 2012 Honda Pilot LX \n", + "5068 Automatic transmission 2012 Honda Pilot LX 4WD \n", + "5069 Automatic transmission 2012 Honda Pilot EX \n", + "5070 Automatic transmission 2012 Honda Pilot EX 4WD \n", + "5071 Automatic transmission 2012 Honda Pilot EX-L \n", + "\n", + " Identification.Make Identification.Model Year Identification.Year \\\n", + "101 Honda 2010 Honda Accord Coupe 2010 \n", + "102 Honda 2010 Honda Accord Coupe 2010 \n", + "103 Honda 2010 Honda Accord Coupe 2010 \n", + "104 Honda 2010 Honda Accord Coupe 2010 \n", + "105 Honda 2010 Honda Accord Coupe 2010 \n", + "... ... ... ... \n", + "5067 Honda 2012 Honda Pilot 2012 \n", + "5068 Honda 2012 Honda Pilot 2012 \n", + "5069 Honda 2012 Honda Pilot 2012 \n", + "5070 Honda 2012 Honda Pilot 2012 \n", + "5071 Honda 2012 Honda Pilot 2012 \n", + "\n", + " Engine Information.Engine Statistics.Horsepower \\\n", + "101 271 \n", + "102 190 \n", + "103 190 \n", + "104 190 \n", + "105 271 \n", + "... ... \n", + "5067 250 \n", + "5068 250 \n", + "5069 250 \n", + "5070 250 \n", + "5071 250 \n", + "\n", + " Engine Information.Engine Statistics.Torque \n", + "101 251 \n", + "102 162 \n", + "103 162 \n", + "104 162 \n", + "105 251 \n", + "... ... \n", + "5067 253 \n", + "5068 253 \n", + "5069 253 \n", + "5070 253 \n", + "5071 253 \n", + "\n", + "[200 rows x 18 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "makeHonda = c[c[\"Identification.Make\"] == \"Honda\"]\n", + "makeHonda" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Dimensions.HeightDimensions.LengthDimensions.WidthEngine Information.DrivelineEngine Information.Engine TypeEngine Information.HybridEngine Information.Number of Forward GearsEngine Information.TransmissionFuel Information.City mpgFuel Information.Fuel TypeFuel Information.Highway mpgIdentification.ClassificationIdentification.IDIdentification.MakeIdentification.Model YearIdentification.YearEngine Information.Engine Statistics.HorsepowerEngine Information.Engine Statistics.Torque
10115224057Front-wheel driveHonda 3.5L 6 Cylinder 271hp 251 ft-lbsTrue66 Speed Manual17Gasoline25Manual transmission2010 Honda Accord EX-L V-6 CoupHonda2010 Honda Accord Coupe2010271251
10215224057Front-wheel driveHonda 2.4L 4 cylinder 190 hp 162 ft-lbsTrue55 Speed Automatic21Gasoline31Automatic transmission2010 Honda Accord EX Coup ATHonda2010 Honda Accord Coupe2010190162
10315224057Front-wheel driveHonda 2.4L 4 cylinder 190 hp 162 ft-lbsTrue55 Speed Manual22Gasoline31Manual transmission2010 Honda Accord EX-L CoupHonda2010 Honda Accord Coupe2010190162
10415224057Front-wheel driveHonda 2.4L 4 cylinder 190 hp 162 ft-lbsTrue55 Speed Automatic21Gasoline31Automatic transmission2010 Honda Accord EX-L Coup ATHonda2010 Honda Accord Coupe2010190162
10515224057Front-wheel driveHonda 3.5L 6 Cylinder 271hp 251 ft-lbsTrue55 Speed Automatic19Gasoline28Automatic transmission2010 Honda Accord EX-L V-6 Coup ATHonda2010 Honda Accord Coupe2010271251
.........................................................
50673253201Front-wheel driveHonda 3.5L 6 Cylinder 250 hp 253 ft-lbsTrue55 Speed Automatic18Gasoline25Automatic transmission2012 Honda Pilot LXHonda2012 Honda Pilot2012250253
50683253201Four-wheel driveHonda 3.5L 6 Cylinder 250 hp 253 ft-lbsTrue55 Speed Automatic17Gasoline24Automatic transmission2012 Honda Pilot LX 4WDHonda2012 Honda Pilot2012250253
50693253201Front-wheel driveHonda 3.5L 6 Cylinder 250 hp 253 ft-lbsTrue55 Speed Automatic18Gasoline25Automatic transmission2012 Honda Pilot EXHonda2012 Honda Pilot2012250253
50703253201Four-wheel driveHonda 3.5L 6 Cylinder 250 hp 253 ft-lbsTrue55 Speed Automatic17Gasoline24Automatic transmission2012 Honda Pilot EX 4WDHonda2012 Honda Pilot2012250253
507113253201Front-wheel driveHonda 3.5L 6 Cylinder 250 hp 253 ft-lbsTrue55 Speed Automatic18Gasoline25Automatic transmission2012 Honda Pilot EX-LHonda2012 Honda Pilot2012250253
\n", + "

198 rows × 18 columns

\n", + "
" + ], + "text/plain": [ + " Dimensions.Height Dimensions.Length Dimensions.Width \\\n", + "101 152 240 57 \n", + "102 152 240 57 \n", + "103 152 240 57 \n", + "104 152 240 57 \n", + "105 152 240 57 \n", + "... ... ... ... \n", + "5067 3 253 201 \n", + "5068 3 253 201 \n", + "5069 3 253 201 \n", + "5070 3 253 201 \n", + "5071 13 253 201 \n", + "\n", + " Engine Information.Driveline Engine Information.Engine Type \\\n", + "101 Front-wheel drive Honda 3.5L 6 Cylinder 271hp 251 ft-lbs \n", + "102 Front-wheel drive Honda 2.4L 4 cylinder 190 hp 162 ft-lbs \n", + "103 Front-wheel drive Honda 2.4L 4 cylinder 190 hp 162 ft-lbs \n", + "104 Front-wheel drive Honda 2.4L 4 cylinder 190 hp 162 ft-lbs \n", + "105 Front-wheel drive Honda 3.5L 6 Cylinder 271hp 251 ft-lbs \n", + "... ... ... \n", + "5067 Front-wheel drive Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs \n", + "5068 Four-wheel drive Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs \n", + "5069 Front-wheel drive Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs \n", + "5070 Four-wheel drive Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs \n", + "5071 Front-wheel drive Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs \n", + "\n", + " Engine Information.Hybrid Engine Information.Number of Forward Gears \\\n", + "101 True 6 \n", + "102 True 5 \n", + "103 True 5 \n", + "104 True 5 \n", + "105 True 5 \n", + "... ... ... \n", + "5067 True 5 \n", + "5068 True 5 \n", + "5069 True 5 \n", + "5070 True 5 \n", + "5071 True 5 \n", + "\n", + " Engine Information.Transmission Fuel Information.City mpg \\\n", + "101 6 Speed Manual 17 \n", + "102 5 Speed Automatic 21 \n", + "103 5 Speed Manual 22 \n", + "104 5 Speed Automatic 21 \n", + "105 5 Speed Automatic 19 \n", + "... ... ... \n", + "5067 5 Speed Automatic 18 \n", + "5068 5 Speed Automatic 17 \n", + "5069 5 Speed Automatic 18 \n", + "5070 5 Speed Automatic 17 \n", + "5071 5 Speed Automatic 18 \n", + "\n", + " Fuel Information.Fuel Type Fuel Information.Highway mpg \\\n", + "101 Gasoline 25 \n", + "102 Gasoline 31 \n", + "103 Gasoline 31 \n", + "104 Gasoline 31 \n", + "105 Gasoline 28 \n", + "... ... ... \n", + "5067 Gasoline 25 \n", + "5068 Gasoline 24 \n", + "5069 Gasoline 25 \n", + "5070 Gasoline 24 \n", + "5071 Gasoline 25 \n", + "\n", + " Identification.Classification Identification.ID \\\n", + "101 Manual transmission 2010 Honda Accord EX-L V-6 Coup \n", + "102 Automatic transmission 2010 Honda Accord EX Coup AT \n", + "103 Manual transmission 2010 Honda Accord EX-L Coup \n", + "104 Automatic transmission 2010 Honda Accord EX-L Coup AT \n", + "105 Automatic transmission 2010 Honda Accord EX-L V-6 Coup AT \n", + "... ... ... \n", + "5067 Automatic transmission 2012 Honda Pilot LX \n", + "5068 Automatic transmission 2012 Honda Pilot LX 4WD \n", + "5069 Automatic transmission 2012 Honda Pilot EX \n", + "5070 Automatic transmission 2012 Honda Pilot EX 4WD \n", + "5071 Automatic transmission 2012 Honda Pilot EX-L \n", + "\n", + " Identification.Make Identification.Model Year Identification.Year \\\n", + "101 Honda 2010 Honda Accord Coupe 2010 \n", + "102 Honda 2010 Honda Accord Coupe 2010 \n", + "103 Honda 2010 Honda Accord Coupe 2010 \n", + "104 Honda 2010 Honda Accord Coupe 2010 \n", + "105 Honda 2010 Honda Accord Coupe 2010 \n", + "... ... ... ... \n", + "5067 Honda 2012 Honda Pilot 2012 \n", + "5068 Honda 2012 Honda Pilot 2012 \n", + "5069 Honda 2012 Honda Pilot 2012 \n", + "5070 Honda 2012 Honda Pilot 2012 \n", + "5071 Honda 2012 Honda Pilot 2012 \n", + "\n", + " Engine Information.Engine Statistics.Horsepower \\\n", + "101 271 \n", + "102 190 \n", + "103 190 \n", + "104 190 \n", + "105 271 \n", + "... ... \n", + "5067 250 \n", + "5068 250 \n", + "5069 250 \n", + "5070 250 \n", + "5071 250 \n", + "\n", + " Engine Information.Engine Statistics.Torque \n", + "101 251 \n", + "102 162 \n", + "103 162 \n", + "104 162 \n", + "105 251 \n", + "... ... \n", + "5067 253 \n", + "5068 253 \n", + "5069 253 \n", + "5070 253 \n", + "5071 253 \n", + "\n", + "[198 rows x 18 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "makeFuel = makeHonda[makeHonda[\"Fuel Information.Fuel Type\"] == \"Gasoline\"]\n", + "makeFuel" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Remove outliers. Hint: `df[column name'] < df['column name'].quantile(0.90)`\n", + "\n", + "## ????? " + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Fuel Information.Highway mpgEngine Information.Engine Statistics.Horsepower
10125271
10231190
10331190
10431190
10528271
.........
506725250
506824250
506925250
507024250
507125250
\n", + "

198 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " Fuel Information.Highway mpg \\\n", + "101 25 \n", + "102 31 \n", + "103 31 \n", + "104 31 \n", + "105 28 \n", + "... ... \n", + "5067 25 \n", + "5068 24 \n", + "5069 25 \n", + "5070 24 \n", + "5071 25 \n", + "\n", + " Engine Information.Engine Statistics.Horsepower \n", + "101 271 \n", + "102 190 \n", + "103 190 \n", + "104 190 \n", + "105 271 \n", + "... ... \n", + "5067 250 \n", + "5068 250 \n", + "5069 250 \n", + "5070 250 \n", + "5071 250 \n", + "\n", + "[198 rows x 2 columns]" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Only use 2 features: 'Fuel Information.Highway mpg' and 'Engine Information.Engine Statistics.Horsepower'\n", + "\n", + "features = makeFuel.T\n", + "result = features.loc[['Fuel Information.Highway mpg', \"Engine Information.Engine Statistics.Horsepower\"]]\n", + "table = result.T\n", + "table" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Fuel Information.Highway mpg', 'Engine Information.Engine Statistics.Horsepower'], dtype='object')" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Normalize data (reduce values to be between 0 and 1)\n", + "from sklearn import preprocessing\n", + "scaler = preprocessing.MinMaxScaler()\n", + "names = table.columns\n", + "d = scaler.fit_transform(table)\n", + "scaled_df = pd.DataFrame(d, columns=names)" + ] + } + ], + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Week11.ipynb b/Week11.ipynb new file mode 100644 index 0000000..9f5589a --- /dev/null +++ b/Week11.ipynb @@ -0,0 +1,282 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise meanshift\n", + "1. load 'data/iris_data.csv' into a dataframe (use decimal=',') and remove the 2 `Petal` columns. Now we are left with a 2D feature space\n", + "2. get unique labels (Species column)\n", + "3. plot with a scatter plot each iris flower sample colored by label (3 different colors)\n", + "\n", + "4. use: `MeanShift` and `estimate_bandwidth` from `sklearn.cluster` to first estimate bandwidth and then get the clusters (HINT: estimate_bandwidth() takes an argument: `quantile` set it to `0.2` for best result)\n", + "5. print out labels, cluster centers and number of clusters (as returned from the MeanShift function)\n", + "5. create a new scatter plot where each flower is colored according to cluster label\n", + "6. add a dot for the cluster centers\n", + "7. Compare the 2 plots (colored by actual labels vs. colored by cluster label)\n", + "8. Try changing the 'quantile' argument to 0.15 and see what happens to your cluster plot." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Sepal lengthSepal width
05,103,50
14,903,00
24,703,20
34,603,10
45,003,60
.........
1456,703,00
1466,302,50
1476,503,00
1486,203,40
1495,903,00
\n", + "

150 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " Sepal length Sepal width\n", + "0 5,10 3,50\n", + "1 4,90 3,00\n", + "2 4,70 3,20\n", + "3 4,60 3,10\n", + "4 5,00 3,60\n", + ".. ... ...\n", + "145 6,70 3,00\n", + "146 6,30 2,50\n", + "147 6,50 3,00\n", + "148 6,20 3,40\n", + "149 5,90 3,00\n", + "\n", + "[150 rows x 2 columns]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 1. load 'data/iris_data.csv' into a dataframe (use decimal=',') and remove the 2 `Petal` columns. \n", + "# Now we are left with a 2D feature space\n", + "import pandas as pd\n", + "\n", + "df = pd.read_csv('../data/iris_data.csv')\n", + "df.head()\n", + "df.drop(['Petal length','Petal width','Species'], inplace=True, axis=1)\n", + "\n", + "df\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['I. setosa' 'I. versicolor' 'I. virginica']\n" + ] + } + ], + "source": [ + "# 2. get unique labels (Species column)\n", + "#uniqueSpecies = df['Species'].unique()\n", + "#print(uniqueSpecies)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 3. plot with a scatter plot each iris flower sample colored by label (3 different colors)\n", + "import matplotlib.pyplot as plt\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "colors = {'I. setosa':'red', 'I. versicolor':'green', 'I. virginica':'blue'}\n", + "\n", + "ax.scatter(df['Sepal length'], df['Sepal width'], c=df['Species'].map(colors))\n", + "\n", + "result = plt.xticks(rotation=90, horizontalalignment='right',fontweight='light')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 0 1 2 3 4 5 6 7 8 9 ... \\\n", + "Sepal length 5,10 4,90 4,70 4,60 5,00 5,40 4,60 5,00 4,40 4,90 ... \n", + "Sepal width 3,50 3,00 3,20 3,10 3,60 3,90 3,40 3,40 2,90 3,10 ... \n", + "\n", + " 140 141 142 143 144 145 146 147 148 149 \n", + "Sepal length 6,70 6,90 5,80 6,80 6,70 6,70 6,30 6,50 6,20 5,90 \n", + "Sepal width 3,10 3,10 2,70 3,20 3,30 3,00 2,50 3,00 3,40 3,00 \n", + "\n", + "[2 rows x 150 columns]\n" + ] + }, + { + "ename": "ValueError", + "evalue": "could not convert string to float: '5,10'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mbandwidth\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcluster_centers\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_clusters\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 23\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 24\u001b[0;31m \u001b[0mbandwidth\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_clusters\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmean_shift\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 25\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m\u001b[0m in \u001b[0;36mmean_shift\u001b[0;34m(data, n_samples)\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mmean_shift\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_samples\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1000\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m bandwidth = estimate_bandwidth(data, quantile=0.2, \n\u001b[0;32m---> 10\u001b[0;31m n_samples=n_samples)\n\u001b[0m\u001b[1;32m 11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0mms\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mMeanShift\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbandwidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbandwidth\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbin_seeding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/sklearn/cluster/_mean_shift.py\u001b[0m in \u001b[0;36mestimate_bandwidth\u001b[0;34m(X, quantile, n_samples, random_state, n_jobs)\u001b[0m\n\u001b[1;32m 63\u001b[0m \u001b[0mThe\u001b[0m \u001b[0mbandwidth\u001b[0m \u001b[0mparameter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 64\u001b[0m \"\"\"\n\u001b[0;32m---> 65\u001b[0;31m \u001b[0mX\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcheck_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 66\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 67\u001b[0m \u001b[0mrandom_state\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcheck_random_state\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrandom_state\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36mcheck_array\u001b[0;34m(array, accept_sparse, accept_large_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, warn_on_dtype, estimator)\u001b[0m\n\u001b[1;32m 529\u001b[0m \u001b[0marray\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0marray\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcasting\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"unsafe\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 530\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 531\u001b[0;31m \u001b[0marray\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0morder\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0morder\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 532\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mComplexWarning\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 533\u001b[0m raise ValueError(\"Complex data not supported\\n\"\n", + "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/numpy/core/_asarray.py\u001b[0m in \u001b[0;36masarray\u001b[0;34m(a, dtype, order)\u001b[0m\n\u001b[1;32m 83\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 84\u001b[0m \"\"\"\n\u001b[0;32m---> 85\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0morder\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0morder\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 86\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 87\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mValueError\u001b[0m: could not convert string to float: '5,10'" + ] + } + ], + "source": [ + "# 4. use: `MeanShift` and `estimate_bandwidth` from `sklearn.cluster` to \n", + "# first estimate bandwidth and then get the clusters \n", + "# (HINT: estimate_bandwidth() takes an argument: `quantile` set it to `0.2` for best result)\n", + "from sklearn.cluster import MeanShift, estimate_bandwidth\n", + "\n", + "def mean_shift(data, n_samples=1000):\n", + " bandwidth = estimate_bandwidth(data, quantile=0.2, \n", + " n_samples=n_samples)\n", + "\n", + " ms = MeanShift(bandwidth=bandwidth, bin_seeding=True)\n", + " ms.fit(data)\n", + " labels = ms.labels_\n", + " cluster_centers = ms.cluster_centers_\n", + "\n", + " labels_unique = np.unique(labels)\n", + " n_clusters = len(labels_unique)\n", + "\n", + " print('Number of estimated clusters : {}'.format(n_clusters))\n", + " \n", + " return bandwidth, labels, cluster_centers, n_clusters\n", + "\n", + "bandwidth, labels, n_clusters = mean_shift(df)\n", + "\n" + ] + } + ], + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Week_7.ipynb b/Week_7.ipynb new file mode 100644 index 0000000..2bd4b3c --- /dev/null +++ b/Week_7.ipynb @@ -0,0 +1,219 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# Week 7 asignment\n", + "For the following task you will need to use the website: https://www.dba.dk/\n", + "\n", + "1. Create a BeautifulSoup Object from the link given above\n", + "2. Find all the \"Kategorier\"\n", + "3. Find all the links\n", + "4. Use selenium to press the \"Kategory\" link with the name \"biler\"\n", + "5. In the category \"biler\" theres a list with cities to see where the sales of cars is located. Make a bar plot from lowest to highest showing the amount of car sale in each city." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "#1)\n", + "\n", + "import bs4\n", + "import requests\n", + "\n", + "\n", + "r = requests.get('https://www.dba.dk', headers={'User-Agent': 'Mozilla/5.0'})\n", + "r.raise_for_status()\n", + "soup = bs4.BeautifulSoup(r.text, 'html.parser')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Biler\n", + "Camping\n", + "Biltilbehør\n", + "Boliger\n", + "Have og byg\n", + "Til boligen\n", + "Til børn\n", + "Tøj og mode\n", + "Sport og fritid\n", + "Både\n", + "Cykler\n", + "Hobby\n", + "Computer og spillekonsoller\n", + "Mobil og telefoni\n", + "Dyr\n", + "Billede og lyd\n", + "Musikinstrumenter\n", + "Motorcykler og tilbehør\n", + "Scootere og knallerter\n", + "Diverse\n", + "Erhverv\n", + "Job\n", + "Ferie\n", + "Billetter\n", + "Bøger og blade\n", + "None\n" + ] + } + ], + "source": [ + "#2)\n", + "\n", + "res = soup.select('.taxonomy-navigation > li.single > a')\n", + "\n", + "for r in res:\n", + " print(r.get('title'))" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "https://www.dba.dk/\n", + "https://guide.dba.dk\n", + "https://support.dba.dk/\n", + "https://www.dba.dk/\n", + "https://www.dba.dk/biler/reg-koebenhavn-og-omegn/\n", + "https://www.dba.dk/biler/reg-aarhus/\n", + "https://www.dba.dk/biler/reg-odense/\n", + "https://www.dba.dk/biler/reg-aalborg/\n", + "https://www.dba.dk/biler/reg-sjaelland/\n", + "https://www.dba.dk/biler/reg-jylland/\n", + "https://www.dba.dk/biler/reg-fyn/\n", + "https://www.dba.dk/biler/reg-bornholm/\n", + "https://www.dba.dk/biler/reg-groenland/\n", + "https://info.dba.dk/biler/vaerkstedsservice\n", + "https://support.dba.dk/\n", + "https://info.dba.dk/kontakt/\n", + "https://jobs.ebayclassifiedsgroup.com/dba\n", + "https://dba.presscloud.com/nr/#/\n", + "https://guide.dba.dk\n", + "https://sikkerhed.dba.dk/\n", + "https://info.dba.dk/vilkaar/brugervilkaar\n", + "https://info.dba.dk/vilkaar/annonceringsregler\n", + "https://info.dba.dk/vilkaar/persondatapolitik\n", + "https://boost.dba.dk\n", + "https://www.bilbasen.dk\n", + "https://www.dba.dk/\n", + "https://da-dk.facebook.com/dba.dk\n", + "https://twitter.com/dba_dk\n" + ] + } + ], + "source": [ + "#3)\n", + "for link in soup.find_all('a'):\n", + " if not str(link.get('href')).startswith('https'):\n", + " continue\n", + " print(link.get('href'))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#4) Use selenium to press the \"Kategory\" link with the name \"biler\"\n", + "from selenium import webdriver\n", + "from selenium.webdriver.firefox.options import Options\n", + "\n", + "options = Options()\n", + "options.headless = True\n", + "browser = webdriver.Firefox(options=options)\n", + "\n", + "browser.get('https://www.dba.dk/%27')\n", + "browser.implicitly_wait(3)\n", + "\n", + "link_to_persons = browser.find_elements_by_link_text('Biler')\n", + "link_to_persons[0].click()\n", + "print(type(link_to_persons))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#5) In the category \"biler\" theres a list with cities to see where the sales of cars is located. \n", + "# Make a bar plot from lowest to highest showing the amount of car sale in each city.\n", + "import matplotlib.pyplot as plt\n", + "\n", + "r2 = requests.get('https://www.dba.dk/biler', headers={'User-Agent': 'Mozilla/5.0'})\n", + "r2.raise_for_status()\n", + "soup = bs4.BeautifulSoup(r2.text, 'html.parser')\n", + "city_sales = soup.select('nav.row-fluid > ul > li > a ')\n", + "\n", + "c_s_dict = {} \n", + " \n", + "for x in city_sales:\n", + " sales = int(x.text.split(\" \")[-1].split(\"(\")[1].split(\")\")[0])\n", + " city = x.text.split(\" \")[0]\n", + " c_s_dict.update({city: sales})\n", + "\n", + "sortedDict = {k: v for k, v in sorted(c_s_dict.items(), key=lambda item: item[1])}\n", + "\n", + "for n in sortedDict:\n", + " plt.bar([n], [sortedDict.get(n)], width=0.5, align=\"center\")\n", + " plt.xticks(rotation=45, horizontalalignment=\"right\", fontweight=\"light\")\n", + " plt.ylabel(\"Sales number\", fontsize=12)\n", + " \n", + " \n" + ] + } + ], + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Week_9.ipynb b/Week_9.ipynb new file mode 100644 index 0000000..7344408 --- /dev/null +++ b/Week_9.ipynb @@ -0,0 +1,1378 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# week 9 Exercise Feature space\n", + "\n", + "## Ex 1\n", + "`Data = 'https://think.cs.vt.edu/corgis/datasets/csv/cars/cars.csv'`\n", + "### Download the data\n", + "\n", + "- Programatically download the data from the above link.\n", + "- Import the data into a Pandas dataframe.\n", + "- Show the head of the Pandas dataframe.\n", + "\n", + "### Feature engineering\n", + "- Reduce the dataset by:\n", + " - Make == Honda\n", + " - Fueltype == Gasoline\n", + " - Remove outliers. Hint: `df[column name'] < df['column name'].quantile(0.90)`\n", + " - Only use 2 features: 'Fuel Information.Highway mpg' and 'Engine Information.Engine Statistics.Horsepower'\n", + " - Normalize data (reduce values to be between 0 and 1)\n", + " \n", + "### Linear regression\n", + "\n", + "- Perform linear regression where x = horsepower and y = mpg\n", + "- What is the coefficient (slope) of your model? What does this number mean?\n", + "- According to your model, what is `y` when `x=1`.\n", + "- Show the regression line on a scatterplot with the other datapoints." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Dimensions.HeightDimensions.LengthDimensions.WidthEngine Information.DrivelineEngine Information.Engine TypeEngine Information.HybridEngine Information.Number of Forward GearsEngine Information.TransmissionFuel Information.City mpgFuel Information.Fuel TypeFuel Information.Highway mpgIdentification.ClassificationIdentification.IDIdentification.MakeIdentification.Model YearIdentification.YearEngine Information.Engine Statistics.HorsepowerEngine Information.Engine Statistics.Torque
0140143202All-wheel driveAudi 3.2L 6 cylinder 250hp 236ft-lbsTrue66 Speed Automatic Select Shift18Gasoline25Automatic transmission2009 Audi A3 3.2Audi2009 Audi A32009250236
1140143202Front-wheel driveAudi 2.0L 4 cylinder 200 hp 207 ft-lbs TurboTrue66 Speed Automatic Select Shift22Gasoline28Automatic transmission2009 Audi A3 2.0 T ATAudi2009 Audi A32009200207
2140143202Front-wheel driveAudi 2.0L 4 cylinder 200 hp 207 ft-lbs TurboTrue66 Speed Manual21Gasoline30Manual transmission2009 Audi A3 2.0 TAudi2009 Audi A32009200207
3140143202All-wheel driveAudi 2.0L 4 cylinder 200 hp 207 ft-lbs TurboTrue66 Speed Automatic Select Shift21Gasoline28Automatic transmission2009 Audi A3 2.0 T QuattroAudi2009 Audi A32009200207
4140143202All-wheel driveAudi 2.0L 4 cylinder 200 hp 207 ft-lbs TurboTrue66 Speed Automatic Select Shift21Gasoline28Automatic transmission2009 Audi A3 2.0 T QuattroAudi2009 Audi A32009200207
\n", + "
" + ], + "text/plain": [ + " Dimensions.Height Dimensions.Length Dimensions.Width \\\n", + "0 140 143 202 \n", + "1 140 143 202 \n", + "2 140 143 202 \n", + "3 140 143 202 \n", + "4 140 143 202 \n", + "\n", + " Engine Information.Driveline Engine Information.Engine Type \\\n", + "0 All-wheel drive Audi 3.2L 6 cylinder 250hp 236ft-lbs \n", + "1 Front-wheel drive Audi 2.0L 4 cylinder 200 hp 207 ft-lbs Turbo \n", + "2 Front-wheel drive Audi 2.0L 4 cylinder 200 hp 207 ft-lbs Turbo \n", + "3 All-wheel drive Audi 2.0L 4 cylinder 200 hp 207 ft-lbs Turbo \n", + "4 All-wheel drive Audi 2.0L 4 cylinder 200 hp 207 ft-lbs Turbo \n", + "\n", + " Engine Information.Hybrid Engine Information.Number of Forward Gears \\\n", + "0 True 6 \n", + "1 True 6 \n", + "2 True 6 \n", + "3 True 6 \n", + "4 True 6 \n", + "\n", + " Engine Information.Transmission Fuel Information.City mpg \\\n", + "0 6 Speed Automatic Select Shift 18 \n", + "1 6 Speed Automatic Select Shift 22 \n", + "2 6 Speed Manual 21 \n", + "3 6 Speed Automatic Select Shift 21 \n", + "4 6 Speed Automatic Select Shift 21 \n", + "\n", + " Fuel Information.Fuel Type Fuel Information.Highway mpg \\\n", + "0 Gasoline 25 \n", + "1 Gasoline 28 \n", + "2 Gasoline 30 \n", + "3 Gasoline 28 \n", + "4 Gasoline 28 \n", + "\n", + " Identification.Classification Identification.ID \\\n", + "0 Automatic transmission 2009 Audi A3 3.2 \n", + "1 Automatic transmission 2009 Audi A3 2.0 T AT \n", + "2 Manual transmission 2009 Audi A3 2.0 T \n", + "3 Automatic transmission 2009 Audi A3 2.0 T Quattro \n", + "4 Automatic transmission 2009 Audi A3 2.0 T Quattro \n", + "\n", + " Identification.Make Identification.Model Year Identification.Year \\\n", + "0 Audi 2009 Audi A3 2009 \n", + "1 Audi 2009 Audi A3 2009 \n", + "2 Audi 2009 Audi A3 2009 \n", + "3 Audi 2009 Audi A3 2009 \n", + "4 Audi 2009 Audi A3 2009 \n", + "\n", + " Engine Information.Engine Statistics.Horsepower \\\n", + "0 250 \n", + "1 200 \n", + "2 200 \n", + "3 200 \n", + "4 200 \n", + "\n", + " Engine Information.Engine Statistics.Torque \n", + "0 236 \n", + "1 207 \n", + "2 207 \n", + "3 207 \n", + "4 207 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import io\n", + "import requests\n", + "url='https://think.cs.vt.edu/corgis/datasets/csv/cars/cars.csv'\n", + "c=pd.read_csv(url)\n", + "c.head()\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Feature engineering\n", + "- Reduce the dataset by:\n", + " - Make == Honda\n", + " - Fueltype == Gasoline\n", + " - Remove outliers. Hint: `df[column name'] < df['column name'].quantile(0.90)`\n", + " - Only use 2 features: 'Fuel Information.Highway mpg' and 'Engine Information.Engine Statistics.Horsepower'\n", + " - Normalize data (reduce values to be between 0 and 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Dimensions.HeightDimensions.LengthDimensions.WidthEngine Information.DrivelineEngine Information.Engine TypeEngine Information.HybridEngine Information.Number of Forward GearsEngine Information.TransmissionFuel Information.City mpgFuel Information.Fuel TypeFuel Information.Highway mpgIdentification.ClassificationIdentification.IDIdentification.MakeIdentification.Model YearIdentification.YearEngine Information.Engine Statistics.HorsepowerEngine Information.Engine Statistics.Torque
10115224057Front-wheel driveHonda 3.5L 6 Cylinder 271hp 251 ft-lbsTrue66 Speed Manual17Gasoline25Manual transmission2010 Honda Accord EX-L V-6 CoupHonda2010 Honda Accord Coupe2010271251
10215224057Front-wheel driveHonda 2.4L 4 cylinder 190 hp 162 ft-lbsTrue55 Speed Automatic21Gasoline31Automatic transmission2010 Honda Accord EX Coup ATHonda2010 Honda Accord Coupe2010190162
10315224057Front-wheel driveHonda 2.4L 4 cylinder 190 hp 162 ft-lbsTrue55 Speed Manual22Gasoline31Manual transmission2010 Honda Accord EX-L CoupHonda2010 Honda Accord Coupe2010190162
10415224057Front-wheel driveHonda 2.4L 4 cylinder 190 hp 162 ft-lbsTrue55 Speed Automatic21Gasoline31Automatic transmission2010 Honda Accord EX-L Coup ATHonda2010 Honda Accord Coupe2010190162
10515224057Front-wheel driveHonda 3.5L 6 Cylinder 271hp 251 ft-lbsTrue55 Speed Automatic19Gasoline28Automatic transmission2010 Honda Accord EX-L V-6 Coup ATHonda2010 Honda Accord Coupe2010271251
.........................................................
50673253201Front-wheel driveHonda 3.5L 6 Cylinder 250 hp 253 ft-lbsTrue55 Speed Automatic18Gasoline25Automatic transmission2012 Honda Pilot LXHonda2012 Honda Pilot2012250253
50683253201Four-wheel driveHonda 3.5L 6 Cylinder 250 hp 253 ft-lbsTrue55 Speed Automatic17Gasoline24Automatic transmission2012 Honda Pilot LX 4WDHonda2012 Honda Pilot2012250253
50693253201Front-wheel driveHonda 3.5L 6 Cylinder 250 hp 253 ft-lbsTrue55 Speed Automatic18Gasoline25Automatic transmission2012 Honda Pilot EXHonda2012 Honda Pilot2012250253
50703253201Four-wheel driveHonda 3.5L 6 Cylinder 250 hp 253 ft-lbsTrue55 Speed Automatic17Gasoline24Automatic transmission2012 Honda Pilot EX 4WDHonda2012 Honda Pilot2012250253
507113253201Front-wheel driveHonda 3.5L 6 Cylinder 250 hp 253 ft-lbsTrue55 Speed Automatic18Gasoline25Automatic transmission2012 Honda Pilot EX-LHonda2012 Honda Pilot2012250253
\n", + "

200 rows × 18 columns

\n", + "
" + ], + "text/plain": [ + " Dimensions.Height Dimensions.Length Dimensions.Width \\\n", + "101 152 240 57 \n", + "102 152 240 57 \n", + "103 152 240 57 \n", + "104 152 240 57 \n", + "105 152 240 57 \n", + "... ... ... ... \n", + "5067 3 253 201 \n", + "5068 3 253 201 \n", + "5069 3 253 201 \n", + "5070 3 253 201 \n", + "5071 13 253 201 \n", + "\n", + " Engine Information.Driveline Engine Information.Engine Type \\\n", + "101 Front-wheel drive Honda 3.5L 6 Cylinder 271hp 251 ft-lbs \n", + "102 Front-wheel drive Honda 2.4L 4 cylinder 190 hp 162 ft-lbs \n", + "103 Front-wheel drive Honda 2.4L 4 cylinder 190 hp 162 ft-lbs \n", + "104 Front-wheel drive Honda 2.4L 4 cylinder 190 hp 162 ft-lbs \n", + "105 Front-wheel drive Honda 3.5L 6 Cylinder 271hp 251 ft-lbs \n", + "... ... ... \n", + "5067 Front-wheel drive Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs \n", + "5068 Four-wheel drive Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs \n", + "5069 Front-wheel drive Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs \n", + "5070 Four-wheel drive Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs \n", + "5071 Front-wheel drive Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs \n", + "\n", + " Engine Information.Hybrid Engine Information.Number of Forward Gears \\\n", + "101 True 6 \n", + "102 True 5 \n", + "103 True 5 \n", + "104 True 5 \n", + "105 True 5 \n", + "... ... ... \n", + "5067 True 5 \n", + "5068 True 5 \n", + "5069 True 5 \n", + "5070 True 5 \n", + "5071 True 5 \n", + "\n", + " Engine Information.Transmission Fuel Information.City mpg \\\n", + "101 6 Speed Manual 17 \n", + "102 5 Speed Automatic 21 \n", + "103 5 Speed Manual 22 \n", + "104 5 Speed Automatic 21 \n", + "105 5 Speed Automatic 19 \n", + "... ... ... \n", + "5067 5 Speed Automatic 18 \n", + "5068 5 Speed Automatic 17 \n", + "5069 5 Speed Automatic 18 \n", + "5070 5 Speed Automatic 17 \n", + "5071 5 Speed Automatic 18 \n", + "\n", + " Fuel Information.Fuel Type Fuel Information.Highway mpg \\\n", + "101 Gasoline 25 \n", + "102 Gasoline 31 \n", + "103 Gasoline 31 \n", + "104 Gasoline 31 \n", + "105 Gasoline 28 \n", + "... ... ... \n", + "5067 Gasoline 25 \n", + "5068 Gasoline 24 \n", + "5069 Gasoline 25 \n", + "5070 Gasoline 24 \n", + "5071 Gasoline 25 \n", + "\n", + " Identification.Classification Identification.ID \\\n", + "101 Manual transmission 2010 Honda Accord EX-L V-6 Coup \n", + "102 Automatic transmission 2010 Honda Accord EX Coup AT \n", + "103 Manual transmission 2010 Honda Accord EX-L Coup \n", + "104 Automatic transmission 2010 Honda Accord EX-L Coup AT \n", + "105 Automatic transmission 2010 Honda Accord EX-L V-6 Coup AT \n", + "... ... ... \n", + "5067 Automatic transmission 2012 Honda Pilot LX \n", + "5068 Automatic transmission 2012 Honda Pilot LX 4WD \n", + "5069 Automatic transmission 2012 Honda Pilot EX \n", + "5070 Automatic transmission 2012 Honda Pilot EX 4WD \n", + "5071 Automatic transmission 2012 Honda Pilot EX-L \n", + "\n", + " Identification.Make Identification.Model Year Identification.Year \\\n", + "101 Honda 2010 Honda Accord Coupe 2010 \n", + "102 Honda 2010 Honda Accord Coupe 2010 \n", + "103 Honda 2010 Honda Accord Coupe 2010 \n", + "104 Honda 2010 Honda Accord Coupe 2010 \n", + "105 Honda 2010 Honda Accord Coupe 2010 \n", + "... ... ... ... \n", + "5067 Honda 2012 Honda Pilot 2012 \n", + "5068 Honda 2012 Honda Pilot 2012 \n", + "5069 Honda 2012 Honda Pilot 2012 \n", + "5070 Honda 2012 Honda Pilot 2012 \n", + "5071 Honda 2012 Honda Pilot 2012 \n", + "\n", + " Engine Information.Engine Statistics.Horsepower \\\n", + "101 271 \n", + "102 190 \n", + "103 190 \n", + "104 190 \n", + "105 271 \n", + "... ... \n", + "5067 250 \n", + "5068 250 \n", + "5069 250 \n", + "5070 250 \n", + "5071 250 \n", + "\n", + " Engine Information.Engine Statistics.Torque \n", + "101 251 \n", + "102 162 \n", + "103 162 \n", + "104 162 \n", + "105 251 \n", + "... ... \n", + "5067 253 \n", + "5068 253 \n", + "5069 253 \n", + "5070 253 \n", + "5071 253 \n", + "\n", + "[200 rows x 18 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "makeHonda = c[c[\"Identification.Make\"] == \"Honda\"]\n", + "makeHonda" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Dimensions.HeightDimensions.LengthDimensions.WidthEngine Information.DrivelineEngine Information.Engine TypeEngine Information.HybridEngine Information.Number of Forward GearsEngine Information.TransmissionFuel Information.City mpgFuel Information.Fuel TypeFuel Information.Highway mpgIdentification.ClassificationIdentification.IDIdentification.MakeIdentification.Model YearIdentification.YearEngine Information.Engine Statistics.HorsepowerEngine Information.Engine Statistics.Torque
10115224057Front-wheel driveHonda 3.5L 6 Cylinder 271hp 251 ft-lbsTrue66 Speed Manual17Gasoline25Manual transmission2010 Honda Accord EX-L V-6 CoupHonda2010 Honda Accord Coupe2010271251
10215224057Front-wheel driveHonda 2.4L 4 cylinder 190 hp 162 ft-lbsTrue55 Speed Automatic21Gasoline31Automatic transmission2010 Honda Accord EX Coup ATHonda2010 Honda Accord Coupe2010190162
10315224057Front-wheel driveHonda 2.4L 4 cylinder 190 hp 162 ft-lbsTrue55 Speed Manual22Gasoline31Manual transmission2010 Honda Accord EX-L CoupHonda2010 Honda Accord Coupe2010190162
10415224057Front-wheel driveHonda 2.4L 4 cylinder 190 hp 162 ft-lbsTrue55 Speed Automatic21Gasoline31Automatic transmission2010 Honda Accord EX-L Coup ATHonda2010 Honda Accord Coupe2010190162
10515224057Front-wheel driveHonda 3.5L 6 Cylinder 271hp 251 ft-lbsTrue55 Speed Automatic19Gasoline28Automatic transmission2010 Honda Accord EX-L V-6 Coup ATHonda2010 Honda Accord Coupe2010271251
.........................................................
50673253201Front-wheel driveHonda 3.5L 6 Cylinder 250 hp 253 ft-lbsTrue55 Speed Automatic18Gasoline25Automatic transmission2012 Honda Pilot LXHonda2012 Honda Pilot2012250253
50683253201Four-wheel driveHonda 3.5L 6 Cylinder 250 hp 253 ft-lbsTrue55 Speed Automatic17Gasoline24Automatic transmission2012 Honda Pilot LX 4WDHonda2012 Honda Pilot2012250253
50693253201Front-wheel driveHonda 3.5L 6 Cylinder 250 hp 253 ft-lbsTrue55 Speed Automatic18Gasoline25Automatic transmission2012 Honda Pilot EXHonda2012 Honda Pilot2012250253
50703253201Four-wheel driveHonda 3.5L 6 Cylinder 250 hp 253 ft-lbsTrue55 Speed Automatic17Gasoline24Automatic transmission2012 Honda Pilot EX 4WDHonda2012 Honda Pilot2012250253
507113253201Front-wheel driveHonda 3.5L 6 Cylinder 250 hp 253 ft-lbsTrue55 Speed Automatic18Gasoline25Automatic transmission2012 Honda Pilot EX-LHonda2012 Honda Pilot2012250253
\n", + "

198 rows × 18 columns

\n", + "
" + ], + "text/plain": [ + " Dimensions.Height Dimensions.Length Dimensions.Width \\\n", + "101 152 240 57 \n", + "102 152 240 57 \n", + "103 152 240 57 \n", + "104 152 240 57 \n", + "105 152 240 57 \n", + "... ... ... ... \n", + "5067 3 253 201 \n", + "5068 3 253 201 \n", + "5069 3 253 201 \n", + "5070 3 253 201 \n", + "5071 13 253 201 \n", + "\n", + " Engine Information.Driveline Engine Information.Engine Type \\\n", + "101 Front-wheel drive Honda 3.5L 6 Cylinder 271hp 251 ft-lbs \n", + "102 Front-wheel drive Honda 2.4L 4 cylinder 190 hp 162 ft-lbs \n", + "103 Front-wheel drive Honda 2.4L 4 cylinder 190 hp 162 ft-lbs \n", + "104 Front-wheel drive Honda 2.4L 4 cylinder 190 hp 162 ft-lbs \n", + "105 Front-wheel drive Honda 3.5L 6 Cylinder 271hp 251 ft-lbs \n", + "... ... ... \n", + "5067 Front-wheel drive Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs \n", + "5068 Four-wheel drive Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs \n", + "5069 Front-wheel drive Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs \n", + "5070 Four-wheel drive Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs \n", + "5071 Front-wheel drive Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs \n", + "\n", + " Engine Information.Hybrid Engine Information.Number of Forward Gears \\\n", + "101 True 6 \n", + "102 True 5 \n", + "103 True 5 \n", + "104 True 5 \n", + "105 True 5 \n", + "... ... ... \n", + "5067 True 5 \n", + "5068 True 5 \n", + "5069 True 5 \n", + "5070 True 5 \n", + "5071 True 5 \n", + "\n", + " Engine Information.Transmission Fuel Information.City mpg \\\n", + "101 6 Speed Manual 17 \n", + "102 5 Speed Automatic 21 \n", + "103 5 Speed Manual 22 \n", + "104 5 Speed Automatic 21 \n", + "105 5 Speed Automatic 19 \n", + "... ... ... \n", + "5067 5 Speed Automatic 18 \n", + "5068 5 Speed Automatic 17 \n", + "5069 5 Speed Automatic 18 \n", + "5070 5 Speed Automatic 17 \n", + "5071 5 Speed Automatic 18 \n", + "\n", + " Fuel Information.Fuel Type Fuel Information.Highway mpg \\\n", + "101 Gasoline 25 \n", + "102 Gasoline 31 \n", + "103 Gasoline 31 \n", + "104 Gasoline 31 \n", + "105 Gasoline 28 \n", + "... ... ... \n", + "5067 Gasoline 25 \n", + "5068 Gasoline 24 \n", + "5069 Gasoline 25 \n", + "5070 Gasoline 24 \n", + "5071 Gasoline 25 \n", + "\n", + " Identification.Classification Identification.ID \\\n", + "101 Manual transmission 2010 Honda Accord EX-L V-6 Coup \n", + "102 Automatic transmission 2010 Honda Accord EX Coup AT \n", + "103 Manual transmission 2010 Honda Accord EX-L Coup \n", + "104 Automatic transmission 2010 Honda Accord EX-L Coup AT \n", + "105 Automatic transmission 2010 Honda Accord EX-L V-6 Coup AT \n", + "... ... ... \n", + "5067 Automatic transmission 2012 Honda Pilot LX \n", + "5068 Automatic transmission 2012 Honda Pilot LX 4WD \n", + "5069 Automatic transmission 2012 Honda Pilot EX \n", + "5070 Automatic transmission 2012 Honda Pilot EX 4WD \n", + "5071 Automatic transmission 2012 Honda Pilot EX-L \n", + "\n", + " Identification.Make Identification.Model Year Identification.Year \\\n", + "101 Honda 2010 Honda Accord Coupe 2010 \n", + "102 Honda 2010 Honda Accord Coupe 2010 \n", + "103 Honda 2010 Honda Accord Coupe 2010 \n", + "104 Honda 2010 Honda Accord Coupe 2010 \n", + "105 Honda 2010 Honda Accord Coupe 2010 \n", + "... ... ... ... \n", + "5067 Honda 2012 Honda Pilot 2012 \n", + "5068 Honda 2012 Honda Pilot 2012 \n", + "5069 Honda 2012 Honda Pilot 2012 \n", + "5070 Honda 2012 Honda Pilot 2012 \n", + "5071 Honda 2012 Honda Pilot 2012 \n", + "\n", + " Engine Information.Engine Statistics.Horsepower \\\n", + "101 271 \n", + "102 190 \n", + "103 190 \n", + "104 190 \n", + "105 271 \n", + "... ... \n", + "5067 250 \n", + "5068 250 \n", + "5069 250 \n", + "5070 250 \n", + "5071 250 \n", + "\n", + " Engine Information.Engine Statistics.Torque \n", + "101 251 \n", + "102 162 \n", + "103 162 \n", + "104 162 \n", + "105 251 \n", + "... ... \n", + "5067 253 \n", + "5068 253 \n", + "5069 253 \n", + "5070 253 \n", + "5071 253 \n", + "\n", + "[198 rows x 18 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "makeFuel = makeHonda[makeHonda[\"Fuel Information.Fuel Type\"] == \"Gasoline\"]\n", + "makeFuel" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Remove outliers. Hint: `df[column name'] < df['column name'].quantile(0.90)`\n", + "\n", + "## ????? " + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Fuel Information.Highway mpgEngine Information.Engine Statistics.Horsepower
10125271
10231190
10331190
10431190
10528271
\n", + "
" + ], + "text/plain": [ + " Fuel Information.Highway mpg \\\n", + "101 25 \n", + "102 31 \n", + "103 31 \n", + "104 31 \n", + "105 28 \n", + "\n", + " Engine Information.Engine Statistics.Horsepower \n", + "101 271 \n", + "102 190 \n", + "103 190 \n", + "104 190 \n", + "105 271 " + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Only use 2 features: 'Fuel Information.Highway mpg' and 'Engine Information.Engine Statistics.Horsepower'\n", + "\n", + "features = makeFuel.T\n", + "result = features.loc[['Fuel Information.Highway mpg', \"Engine Information.Engine Statistics.Horsepower\"]]\n", + "table = result.T\n", + "table.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Fuel Information.Highway mpgEngine Information.Engine Statistics.Horsepower
00.2380951.000000
10.5238100.474026
20.5238100.474026
30.5238100.474026
40.3809521.000000
\n", + "
" + ], + "text/plain": [ + " Fuel Information.Highway mpg \\\n", + "0 0.238095 \n", + "1 0.523810 \n", + "2 0.523810 \n", + "3 0.523810 \n", + "4 0.380952 \n", + "\n", + " Engine Information.Engine Statistics.Horsepower \n", + "0 1.000000 \n", + "1 0.474026 \n", + "2 0.474026 \n", + "3 0.474026 \n", + "4 1.000000 " + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Normalize data (reduce values to be between 0 and 1)\n", + "from sklearn import preprocessing\n", + "scaler = preprocessing.MinMaxScaler()\n", + "names = table.columns\n", + "d = scaler.fit_transform(table)\n", + "scaled_df = pd.DataFrame(d, columns=names)\n", + "scaled_df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " \n", + "### Linear regression\n", + "\n", + "- Perform linear regression where x = horsepower and y = mpg\n", + "- What is the coefficient (slope) of your model? What does this number mean?\n", + "- According to your model, what is `y` when `x=1`.\n", + "- Show the regression line on a scatterplot with the other datapoints." + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEUCAYAAAAmxTHXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3de7yVdZn//9ebg0KIimBAAqMFkZRotj1m5mE8m1hqZTmU3xrz19jB+c1ENo5ZdjD7TmY15SkzciYrNTAz0UhSQ9KNIehm1D2gggoqoRxC5HB9/7jvDWtv1l7rXmuve+299n4/H4/12Ov+3KfrXui61n1/TooIzMys7+rX3QGYmVn3ciIwM+vjnAjMzPo4JwIzsz7OicDMrI9zIjAz6+OcCMzM+riSiUBSf0nfrlcwZmZWfyUTQURsAd4lSXWKx8zM6mxAhm3+AsyU9CtgfVthRNyWW1RmZlY3WRLBHsAq4JiCsgCcCMzMegF5rCEzs76tbKshSW+VNFvSY+nyZEkX5x+amZnVQ5bmo9cBFwGbACJiIfDhPIMyM7P6yZII3hARD3Uo25xHMGZmVn9ZEsHLkt5CUkGMpDOBF3KNyszM6qZsZbGkNwPXAocDq4GlwEcj4pn8wzMzs7xlbjUkaQjQLyLW5huSmZnVU5ZWQ/8r6b+AfwDG5h+SmZnVU5ZHQzsDhwDvAd4NvA14NCLen394OxoxYkTsvffe3XFqM7OGNX/+/JcjYs9i67L0LN5C0nR0C7AVWAm8WLvwKrP33nvT3NzcXac3M2tIkjqt182SCNYAi4DvANdFxKpaBWZmZt0vS/PRs4H7gE8DN0v6iqRj8w3LzMzqpewdQUTMJBl99G3AScDngS8Ag3OOzczM6iBLq6FbJf0vcBWwCzAVGJZ3YGZmVh9Z6gguBx5JJ6kxM7NeJksdwQLgnyTdkr4+I2lguZ0k3SDpxbZRS4usl6TvSWqVtFDSgZUGb7XVunIttzQvo3VlZX0GZ7esYNotjzK7ZUXF57xp7lLOunouN81dWtF+q9Zt5NFlr7Bq3caKz1ltvF25TrOeLEs/guuBgcBP06J/ALZExCfL7HcksA6YHhHvKLL+ZOAzwMkk/RSuiohDygXc1NQUbj5ae5fMWMT0ec9uW5562Di+OmW/svsdf+Ucnly5beI6Jo4cwqwLj8p0zv0vvYtXX9t+o7nboP48eumJZfebueA5pt26kIH9+rFp61auOGMypx2wV6ZzVhtvV67TrCeQND8imoqty3JHcFBEfCwi/pC+zgUOKrdTRNwH/LXEJlNIkkRExDxgd0mjM8RjNda6cm27JAAw/cFny94ZzG5Z0e7LEeCJlesz/WK+ae7SdkkA4NXXtpS9M1i1biPTbl3Ia5u2snbjZl7btJUv3Low051BtfF25TrNGkGWRLAlHX0U2DYIXS3qC/YClhUsL0/LdiDpPEnNkppfeumlGpzaCi1Y9kpF5W3ubllZUXmhmQuLD2DbWXmb5as3MLBf+/9sB/brx/LVG8qes9p4u3KdZo0gSyL4V+BeSXMk/RH4A/D/1+DcKlJW9DlVRFwbEU0R0bTnnkV7SFsXHDB294rK2xw/aWRF5YWmTC5+89dZeZsxwwazaevWdmWbtm5lzLDyrZmrjbcr12nWCMomgoiYDUwAPpu+JkbEvTU493LaD2I3Bni+Bse1Co0fOZSph41rVzb1sHGMHzm05H7HThrFxJFD2pVNHDmEYyeNKnvOcw7fh90G9W9Xttug/pxz+D4l9xu+y85cccZkBg3sx9CdBzBoYD+uOGMyw3fZuew5q423K9dp1giyVBYPIulVfATJL/b7gasj4rWyB5f2Bu7opLL4FOACtlcWfy8iDi53TFcW56d15VoWLHuFA8buXjYJFJrdsoK7W1Zy/KSRFX853jR3KTMXvsCUyaPLJoFCq9ZtZPnqDYwZNjhTEqhFvF25TrPuVqqyOEsi+CWwFrgpLTobGBYRZ5XZ7+fAUcAIkoHqvkzS+oiIuFqSgB8AJwJ/A86NiLLf8E4EZmaVK5UIsnQomxgR+xcs3yvp0XI7RcTZZdYH8E8Zzm9mZjnKUln8F0mHti1IOgT4U34hmZlZPWW5IzgEmCqpraH5OGCxpEUkP+wn5xadmZnlLksiKN/V08zMGlaW5qPPkDTzPCZ9v55kEvtn0mUzM2tgWYah/jIwDbgoLdqJ7S2IzMyswWWpLH4/cBrJnQAR8TyQvZG5mZn1aFkSwetpU88AkDSkzPZmZtZAsiSCX0q6hmR00H8Efg9cl29YZmZWL1nmLP6/ko4D1gATgUsi4p7cIzMzs7oomwjSR0F/iIh7JE0EJkoaGBGb8g/PzMzyluXR0H3AzpL2InksdC5wY55BmZlZ/WRJBIqIvwEfAL4fEe8HJuUblpmZ1UumRCDpMOCjwG/Tsiw9ks3MrAFkSQSfI+lM9uuIeDydqrIWE9OYmVkPUPKXvaT+wPsi4rS2sohYQjJTmZmZ9QIl7wgiYgvwrjrFYmZm3SDLs/6/SLod+BXpMBMAEXFbblGZmVndZEkEewCrgGMKygJwIjAz6wWy9Cw+tx6B5K3aSdK74pp7n2LGwhc4ffJoPnX0hIr2vXLWYmYuXMGUyaO48IR9M+9X7QT0AM1LV3HfUy9z5IQRNO0zvKJ9zaxxZZm8fgzwfeDdJHcCDwCfi4jl+Ye3o2omr9//0rt49bUt25Z3G9SfRy/Nd76dfS++kw2bt3+2gweIxV87OdO+Ey76LZsK/lkGCp765ill97tkxiKmz3t22/LUw8bx1Sn7ZTrnOdfP44HWVduW3zN+OD/75KEl9jCzRlJq8voszUd/AtwOvAnYC/hNWtYQbpq7tF0SAHj1tS3cNHdpbue85t6n2iUBgA2bg2vufarsvlfOWtwuCQBsiqS8lNaVa9slAYDpDz5L68q1Zc/ZvHRVuyQAcH/rKpqXrupkDzPrTbIkgj0j4icRsTl93QjsmXNcNTNz4QsVldfCjE6O3Vl5oZkLV1RU3mbBslcqKi9031MvV1ReSzfNXcpZV8+tODHPblnBtFseZXZL6c/FzMrLkghelnSOpP7p6xySyuOGMGXy6IrKa+H0To7dWXmhKZNHVVTe5oCxu1dUXujICSMqKq+V/S+9i4tvb+Hhp1dz8e0t7H/pXZn2O/7KOXxi+nx+0bycT0yfzwlXzsk1TrPeLksi+D/AB4EVwAvAmWlZQzjn8H3YbVD/dmW7Deqfa4Xxp46ewOABalc2eIAyVRhfeMK+DGy/KwNF2Qrj8SOHMvWwce3Kph42LlOFcdM+w3nP+PaVw+8ZPzzXCuNqH9nNblnBkyvXtyt7YuV63xmYdUHZyuKepprKYnCroSzq2WrorKvn8vDTq3coP2jvYfzq/MM73W/aLY/yi+Yd2yl8qGkM3zpz/5rGaNablKos7jQRSPo+6fSUxUREtwwzUW0isJ7lprlLufj2lh3Kv3bapJKJenbLCj4xff4O5T+e+i6OnVT68ZlZX1Ztq6FmYH76Oq3gfdvLctS6ci23NC/L1OqnEc9Z7SO7YyeNYuLI9tNmTxw5xEnArAsyPRqS9JeIeGcd4imrL9wRdKU/QCOdE6p/ZDe7ZQV3t6zk+EkjnQTMMqjq0VCHAzwSEQfWPLIq9PZE0LpyLX9/5X07lP/+wiMrfubfk89pZvXV1Q5lVkdd6Q/QSOc0s56j00Qgaa2kNZLWAJPb3reVZzm4pBMlPSGpVdIXi6zfTdJvJD0q6XFJvWJco67oSn+ARjqnmfUcnSaCiBgaEbumrwEF74dGxK7lDpxOavOfwEkkcxyfLanjXMf/BLRExP7AUcB/SNqp6qvpBbrSH6CRzmlmPUeecw8fDLSmM5oh6WZgClDYZjCAoZIE7AL8FdicY0wN4atT9mPqoXtX3R+gUc5pZj1DVYlA0h0RcWqZzfYClhUsLwcO6bDND0gGtHseGAp8KCK2VhNTbzN+5NC6fxl3xznNrPtVW1n8jxm2UZGyjk2UTgAWkIxsegDwA0k7PHaSdJ6kZknNL730UsXBmplZ5ypKBJKGSZocEVmG7lwOjC1YHkPyy7/QucBtkWgFlgJv63igiLg2IpoiomnPPRtm4FMzs4ZQNhFImiNpV0l7AI8CP5H0nQzHfhiYIGmftAL4wySPgQo9CxybnmckMBFYUskFmJlZ12S5I9gtItYAHwB+EhHvAv6+3E4RsRm4AJgFLAZ+GRGPSzpf0vnpZpcBh0taBMwGpkVE/oPgm5nZNlkqiwdIGk0yFPW/VXLwiLgTuLND2dUF758Hjq/kmGZmVltZ7gi+SvKrvjUiHpb0ZqD8nItmZtYQyt4RRMSvgF8VLC8BzsgzKDMzq58slcU/lbR7wfIwSTfkG5aZmdVLlkdDkyNi2+hjEbEa6BFDUpuZWddlSQT9JA1rW0ibkeY5NIWZmdVRli/0/wDmSrolXT4L+Hp+IZmZWT1lqSyeLqkZOIZk2IgPRMSOk82amVlD6jQRSNo1Itakj4JWAP9dsG6PiPhrPQI0M7N8lboj+G/gVJKJ6gsHi1O6/OYc4zIzszrpNBG0DTMdEdlnFDczs4aTpR/B7CxlZmbWmErVEQwC3gCMSJuPts0vsCvJ/AFmZtYLlKoj+BTweZIv/flsTwRrSOYiNjOzXqBUHcFVwFWSPhMR369jTGZmVkdZehavkDQUQNLFkm6TdGDOcZmZWZ1kSQT/HhFrJR1BMsfwT4Ef5RuWmZnVS5ZEsCX9ewrwo4iYCeyUX0hmZlZPWRLBc5KuIZmh7E5JO2fcz8zMGkCWL/QPksxQdmI6HPUewL/mGpWZmdVN2bGGgEHAnLRsD2Aj0FyX6MzMLHeVjDWkgnUea8jMrJfwWENmZn2cxxoyM+vjPNaQmVkf57GGzMz6OI81ZGbWx2WZs/j7kt4BTCJpStpWPj3PwMzMrD7KJgJJXwaOIkkEdwInAQ8ATgRmZr1Alp7FZwLHAisi4lxgf2DnXKMyM7O6yZIINkTEVmCzpF2BF3FnMjOzXqPsoyGgWdLuwHUkrYfWAQ/lGpWZmdVN2TuCiPh0RLwSEVcDxwEfSx8RlSXpRElPSGqV9MVOtjlK0gJJj0v6Y2Xhm5lZV1XUszgino6IhVl6FkvqT9Lf4CSSiuazJU3qsM3uwA+B0yLi7cBZFcZvZmZdlGfP4oOB1ohYkh7vZmAK0FKwzUeA2yLiWYCIeLHiKzAzsy7Js2fxXsCyguXlwCEdtnkrMFDSHGAocFWx/gmSzgPOAxg3blyGU5uZWVZ59ixWkbIocv53kTRPHQw8KGleRDzZIZZrgWsBmpqaOh7DzMy6oNM6AkkHSRrVlgQkTZU0U9L30glqylkOjC1YHgM8X2SbuyJifUS8DNxH0k/BzMzqpFRl8TXA6wCSjgQuJ+lN/Crpr/MyHgYmSNpH0k7Ah4HbO2wzE3iPpAGS3kDy6GhxZZdgZmZdUaqOoH9E/DV9/yHg2oi4FbhV0oJyB46IzZIuIJnvuD9wQ0Q8Lun8dP3VEbFY0l3AQmArcH1EPNaVCzIzs8qUTASSBkTEZpJn+Odl3G+biLiTZHyiwrKrOyx/G/h2tnDNzKzWSn2h/xz4o6SXgQ3A/QCSxpM8HjIzs16gVKuhr6cdx0YDd0dEW2udfsBn6hGcmZnlr+QjnoiYV6TsyWLbmlnnWleuZcGyVzhg7O6MHzm0u8MxayfTs34zq94lMxYxfd6z25anHjaOr07ZrxsjMmsvyzDUZlal1pVr2yUBgOkPPkvryrXdFJHZjjIlAkl/J+nv0/eDJfne1iyDBcteqajcrDtkGX30H4FbSDqYQdJDeEaeQZn1FgeM3b2icrPukOWO4J+Ad5MMNkdEPAW8Mc+gzPI0u2UF0255lNktK3I/1/iRQ5l6WPuBEqceNs4VxtajZKks3hgRr0vJGHKSBrDj4HFmDeH4K+fw5Mr1APyieTkTRw5h1oVH5XrOr07Zj6mH7u1WQ9ZjZUkEf5T0JWCwpOOATwO/yTcss9qb3bJiWxJo88TK9cxuWcGxk0bleu7xI4c6AViPleXR0BeBl4BFJHMU3AlcnGdQZnm4u2VlReVmfUXZO4KI2Eoycf11+Ydjlp/jJ43kF83Li5ab9WVZWg29W9I9kp6UtETSUklL6hGcWS0dO2kUE0cOaVc2ceSQ3B8LmfV0WeoIfgxcSDJd5ZZ8wzHL16wLj2J2ywrublnJ8ZNGOgmYkS0RvBoRv8s9ErM6OXbSKCcAswJZEsG9kr4N3AZsbCuMiEdyi8rMzOomSyI4JP3bVFAWwDG1D8esd7r4tkf53eMrOentI/naB7JPy92Vx1jX3PsUMxa+wOmTR/Opoydk3m/GI8u4Y9EKTt1vFKcfOLb8DtbwtH2agcbQ1NQUzc3N3R2GWWZ7f/G3O5Q9ffkpZfcr7PwGVNT5bd+L72TD5u3/bw8eIBZ/7eSy+x36jXtYseb1bcujd92JB790XKZzWs8maX5ENBVb12mrIUnnpH//udgrr2DNepOLb3u0ovI2pTq/lXPNvU+1SwIAGzYH19z7VMn9ZjyyrF0SAHhhzevMeGRZ2XNaYyvVfLStnd3QTl5mVsbvHi/eWa2z8jZd6fw2Y+ELFZW3uWNR8STTWbn1HqWmqrwm/fuV+oVj1ruc9PaR3PTQjp3YTnp76U5sXen8dvrk0Sx+Ycf5Dk6fPLrkfqfuN4rfL36xaLn1blk6lH2vyOsySVPqEaBZI+usYrhchXFXOr996ugJDB6gdmWDB6hshfHpB45l9K47tSsbvetOrjDuA8pWFku6Fngb8Ku06AzgcWAssCQiPp9rhB24stgakVsNWXcrVVmcJRH8ATg+IjanywOAu4HjgEURManG8ZbkRGBmVrmqWg0V2IvtFcek798UEVso6GBmZmaNKUuHsiuABZLmAAKOBL4haQjw+xxjMzOzOsgyDPWPJd0JHEySCL4UEc+nq/81z+DMzCx/WR4NtW33EvBXYLykI/MLyczM6qnsHYGkbwEfImkptDUtDuC+HOMyM7M6yVJHcDowMSJcMWw1V20Tx2r3M7MdZWk++jvgrIhYV/HBpROBq4D+wPURcXkn2x0EzAM+FBG3lDqmm4/2HtUOjFbtfmZ9WVebj/6NpNXQNYW9izOctD/wn8BJwCTgbEk79DlIt/sWMCtDLNZLVDswWrX7mVnnsiSC24HLgLkk01W2vco5GGiNiCUR8TpwM1BsWIrPALcCOw5yYr1WtQOjVbufmXWu0zoCSbtGxJqI+GmRdeMyHHsvoHD82uVsn+Sm7Th7Ae8nmeTmoEwRW69Q7cBo1e7X3bpjnuRV6zayfPUGxgwbzPBdds68n+tf+p5SlcVzgAMBJM2OiGML1s1oW1eCipR1rJD4LjAtIrZIxTZPDySdB5wHMG5clhxkPd2njp7Ad2c/tcOz/nJfPNXu150KJ5j5RfPyiiaYqdbMBc8x7daFDOzXj01bt3LFGZM57YC9yu5XWP+y+IW1fHf2U65/6QNKPRoq/Gbeo8S6ziwnGZiuzRjg+Q7bNAE3S3oaOBP4oaTTOx4oIq6NiKaIaNpzzz0znNoaweKvncxFJ7yVfUcP5aIT3pr5C6fa/bpDVyaYqdaqdRuZdutCXtu0lbUbN/Papq184daFrFpXuuGf61/6rlJ3BNHJ+2LLxTwMTJC0D/Ac8GHgI+0OErFP23tJNwJ3RMSMDMe2XuJTR0+o6td8tfvVW6kJZvJ6RLR89QYG9uvHa9u6/cDAfv1YvnpDyUdEpepfGuGztuqVSgRvTKekVMF70uWyP8sjYrOkC0haA/UHboiIxyWdn66/umuhm/V8XZlgplpjhg1m09at7co2bd3KmGGDS+7XqPUv1nWlHg1dRzIl5S4F79uWr89y8Ii4MyLeGhFviYivp2VXF0sCEfHxcn0IzBpNVyaYqdbwXXbmijMmM2hgP4buPIBBA/txxRmTy1YYVzuhjTW+sh3Kehp3KLNG5FZD1t26NDFNJwc8NSLu6HJkVXAiMDOrXFd7FhfjNv9mZr1EVYkgIr5c60DMzKx7ZBl9FEmHA3sXbh8R03OKyczM6ijLfAQ/A94CLAC2pMUBOBGYmfUCWe4ImoBJ0WjNi8zMLJMsdQSPAfVp72ZmZnWX5Y5gBNAi6SFg22AlEXFablEZrSvXsmDZKxwwdnfGjxyaeb+utFef8cgy7li0glP3G8XpB44tv4OZ9QpZZih7b7HyiPhjLhGV0Rf6EVwyYxHT5z27bXnqYeP46pT9yu5XOMolUNEol4d+4x5WrHl92/LoXXfiwS8dlz1oM+vRutSPIP3C/x+2DzGxuLuSQF/QunJtuyQAMP3BZ2ldueMYMIW6MsrljEeWtUsCAC+seZ0ZjyzrZA8z603KJgJJHwQeAs4CPgj8WdKZeQfWVy1Y9kpF5W1KjXJZzh2LiieLzsrNrHfJUln8b8BBEfGxiJhKMgXlv+cbVt91wNjdKypv09lolllGuTx1v+J1CZ2Vm1nvkiUR9IuIwvmEV2Xcz6owfuRQph7Wfha2qYeNK1th3JVRLk8/cCyjd92pXdnoXXdyhbFZH5GlsvjbwGTg52nRh4CFETEt59iK6guVxeBWQ2ZWW10efVTSGcC7SSaluS8ifl3bELPrK4nAzKyWSiWCTGMNRcStwK01jcrMzHqEThOBpAci4ghJa2k/R7GAiIhdc4/OzMxy12kiiIgj0r/ZH1CbmVnDydKP4GdZyszMrDFlaQb69sIFSQOAd+UTjpmZ1VuniUDSRWn9wGRJa9LXWmAlMLNuEZqZWa46TQQR8c20fuDbEbFr+hoaEcMj4qI6xmhmZjkq23w0Ii6SNAyYAAwqKL8vz8DMzKw+skxV+Ungc8AYkukqDwUeBI7JNzQzM6uHLJXFnwMOAp6JiKOBdwIv5RqVmZnVTZZE8FpEvAYgaeeI+B9gYr5hmZlZvWQZYmK5pN2BGcA9klYDz+cblpmZ1UuWyuL3p28vlXQvsBtwV65RmZlZ3WSaV0DSMEmTgbXAcuAduUZlZmZ1k6XV0GXAx4ElwNa0OHCrITOzXiFLHcEHgbdExOtlt+xA0onAVUB/4PqIuLzD+o8CbRPcrAP+v4h4tNLzmJlZ9bI8GnoMKD1hbhGS+gP/CZwETALOljSpw2ZLgfdGxGTgMuDaSs9jZmZdk+WO4JvAXyQ9BmxsK4yI08rsdzDQGhFLACTdDEwBWgqOMbdg+3kkndbMzKyOsiSCnwLfAhaxvY4gi72AZQXLy4FDSmz/CeB3xVZIOg84D2DcuHHFNjEzsyplSQQvR8T3qji2ipQVnSBZ0tEkieCIYusj4lrSx0ZNTU3lJ1k2M7PMsiSC+ZK+CdxO+0dDj5TZbzkwtmB5DEU6oqXNUq8HToqIVRniMTOzGsqSCN6Z/j20oCxL89GHgQmS9gGeAz4MfKRwA0njgNuAf4iIJzNFbGZmNVUyEaQtf26PiCsrPXBEbJZ0ATCLpPnoDRHxuKTz0/VXA5cAw4EfSgLYHBFNlZ7LzMyqp4jSj9wl3ZuOOtojNDU1RXNzc3eHYWbWUCTN7+yHdpZHQ3Ml/QD4BbC+rTBDHYGZmTWALIng8PTvVwvKPMSEWS916nfn8PiK9bx91BDu+PxRdTnnwZfN4sX1m3njkAE89O8n1OWcXXHlrMXMXLiCKZNHceEJ+9blnKvWbWT56g2MGTaY4bvsXNNjl3001NP40ZBZfvb+4m93KHv68lN63Tm7YsJFv2VTwdfmQMFT38w33pkLnmParQsZ2K8fm7Zu5YozJnPaAXtVdIxSj4bKDjEhaTdJ35HUnL7+Q9JuFUVgZj3eqd+dU1F5LRx82ayKyrvblbMWt0sCAJsiKc/LqnUbmXbrQl7btJW1Gzfz2qatfOHWhaxat7H8zhllGWvoBpLhpz+YvtYAP6lZBGbWIzy+Yn1F5bXw4vrNFZV3t5kLV1RUXgvLV29gYL/2X9UD+/Vj+eoNNTtHlkTwloj4ckQsSV9fAd5cswjMrEd4+6ghFZXXwhuHFK+m7Ky8u02ZPKqi8loYM2wwm7a2H91n09atjBk2uGbnyJIINkjaNvSDpHcDtUtFZtYjdFYxnGeFcWcVwz21wvjCE/ZlYIfBcwaKXCuMh++yM1ecMZlBA/sxdOcBDBrYjyvOmFzTCuMs/Qj2B6aTTFEJsBr4WEQsrFkUFXBlsVm+3GqovEZsNVSqsrjTRCDpcxFxlaR3R8SfJO0KEBFrKo6ghpwIzMwqV22roXPTv9+HJAF0dxIwM7PaK1Ujs1jS08CekgofAwmIdFYxMzNrcJ0mgog4W9IokkHjys1GZmZmDapkG62IWAHsX6dYzMysG5RtrJs2F70U+Lt0+7ZHQ+5LYGbWC2TptfFj4EJgPrAl33DMzKzesiSCVyOi6KTyZmbW+LIkgnslfZtkSslK5iw2M7MGkCURHJL+LeyI4PkIzMx6ibKJoCdNU2lmZrXXaSKQ9M+ldoyI79Q+HDMzq7dSdwRD6xaFmZl1m1I9i79Sz0DMzKx7ZJmPwMzMejEnAjOzPs6JwMwa2uyWFUy75VFmt+Q3b3Bvl2WsoZHAN4A3RcRJkiYBh0XEj3OPzsyshOOvnMOTK9cD8Ivm5UwcOYRZFx7VvUE1oCx3BDeSDEX9pnT5SeDzeQVkZpbF7JYV25JAmydWrvedQRWyJIIREfFLYCtARGzGg8+ZWTe7u2VlReXWuSyJYL2k4STDSiDpUODVXKMyMyvj+EkjKyq3zmUZa+ifgduBt0j6E7AncGauUZmZlXHspFFMHDmEJwoeD00cOYRjJ43qxqgaU5axhh6R9F5gIsmkNE9ExKYsB5d0InAV0B+4PiIu77Be6fqTgb8BH/eopmaW1awLj2J2ywrublnJ8ZNGOglUKcsdAcDBwN7p9gdKIiKml9pBUn/gP4HjgOXAw5Juj4iWgs1OAiakr0OAH7F9tFMz64Kv/+Yx7nhsBae+YxT/9r531OWczUtXcd9TL3PkhBE07TO8Luc8dtIoJ4AuytJ89GfAW4AFbK8kDqBkIiBJHq0RsSQ9zs3AFKAwEUwBpkdEAPMk7S5pdES8UNllmFmhN3/xt0nrDuC6Pz3Dj//0DEsuP0Jnh7cAAAt0SURBVCXXc55z/TweaF0FwPf+0Mp7xg/nZ588NNdzWm1kuSNoAialX9aV2AtYVrC8nB1/7RfbZi/AicCsSl//zWPbkkCbrWl5XncGzUtXbUsCbe5vXUXz0lV1uzOw6mVpNfQYUM19l4qUdUwmWbZB0nmSmiU1v/TSS1WEYtZ33PFY8Xb0nZXXwn1PvVxRufUsmfoRAC2SZkm6ve2VYb/lwNiC5THA81VsQ0RcGxFNEdG05557Zji1Wd916juK/27rrLwWjpwwoqJy61myPBq6tMpjPwxMkLQP8BzwYeAjHba5HbggrT84BHjV9QNmXfNv73sHP/7TM+0eD/VLy/PStM9w3jN+OPcXPB56z/jhfizUILI0H/1jNQeOiM2SLiAZnqI/cENEPC7p/HT91cCdJE1HW0maj55bzbnMrL0ll59S91ZDP/vkod3Sasi6Tp3VAUt6ICKOkLSW9s/tBURE7FqPADtqamqK5ubm7ji1mVnDkjQ/IpqKrSs1Q9kR6V9PWWlm1otl6UewR5HitVl7F5uZWc+WpdXQI8BLJMNPP5W+XyrpEUnvyjM4MzPLX5ZEcBdwckSMiIjhJMNC/BL4NPDDPIMzM7P8ZUkETRExq20hIu4GjoyIecDOuUVmZmZ1kaUfwV8lTQNuTpc/BKxOB5Xr2JM9d/Pnz39Z0jNV7j4C6GtdHX3NfYOvuW/oyjX/XWcrOm0+um0DaQTwZeAIkqajDwBfIZmcZlxEtFYZVN1Jau6s+VRv5WvuG3zNfUNe15ylQ9nLwGc6Wd0wScDMzIrL0nz0rcC/sH0+AgAi4pj8wjIzs3rJUkfwK+Bq4Hoaf9L6a7s7gG7ga+4bfM19Qy7XnKWOYH5EuL+AmVkvlSURXAq8CPwa2NhWHhF/zTUyMzOriyz9CD4G/CswF5ifvnr0qG+STpT0hKRWSV8ssl6SvpeuXyjpwO6Is5YyXPNH02tdKGmupP27I85aKnfNBdsdJGmLpDPrGV8eslyzpKMkLZD0uKSqRg/uSTL8t72bpN9IejS95oYexVjSDZJelPRYJ+tr//0VEb3qRTLk9f8CbwZ2Ah4lmWqzcJuTgd+RNIc9FPhzd8ddh2s+HBiWvj+pL1xzwXZ/IBny/MzujrsO/867k8wLPi5dfmN3x12Ha/4S8K30/Z7AX4Gdujv2LlzzkcCBwGOdrK/591endwSSvlDw/qwO677R2X49wMFAa0QsiYjXSTrCTemwzRRgeiTmAbtLGl3vQGuo7DVHxNyIWJ0uziOZDa6RZfl3hqTp860kjzcbXZZr/ghwW0Q8CxARjX7dWa45gKGSBOxCkgg21zfM2omI+0iuoTM1//4q9WjowwXvL+qw7sSunDRnewHLCpaXp2WVbtNIKr2eT5D8omhkZa9Z0l7A+0lavfUGWf6d3woMkzRH0nxJU+sWXT6yXPMPgH1JprldBHwuIuo+6kEd1fz7q1TzUXXyvthyT1Isto414lm2aSSZr0fS0SSJ4IhcI8pflmv+LjAtIrYkPxYbXpZrHgC8CzgWGAw8KGleRDyZd3A5yXLNJwALgGOAtwD3SLo/ItbkHVw3qfn3V6lEEJ287/JJc7YcGFuwPIbkl0Kl2zSSTNcjaTJJf5CTImJVx/UNJss1NwE3p0lgBHCypM0RMaM+IdZc1v+2X46I9cB6SfcB+5MMI9+IslzzucDlkTxAb5W0FHgb8FB9Qqy72n9/laiw2AKsAdaSPG9bU7C8qbsrVErEPQBYAuzD9sqlt3fY5hTaV7Y81N1x1+Gax5EMCXJ4d8dbr2vusP2NNH5lcZZ/532B2em2bwAeA97R3bHnfM0/Ai5N348EngNGdHfsXbzuvem8srjm31+lpqrs33n66LkiYrOkC4BZJC0OboiIxyWdn66/mqQFyckkX4x/I/lF0bAyXvMlwHDgh+kv5M3RwAN2ZbzmXiXLNUfEYkl3AQtJRge+PiKKNkNsBBn/nS8DbpS0iOTLcVokY6Q1JEk/B44CRkhaTjLo50DI7/urbIcyMzPr3bJ0KDMzs17MicDMrI9zIjAz6+OcCMzM+jgnAjOzPs6JwEpKR+1cUPDau4pjHCXpjqzlRbb7rKTFkv6r0nNXS9LHJb2pYPl6SZNqcNwdrlnSjW0jo2Y5T+H2ZrWQZYYy69s2RMQB3RzDp0l6Qy/NsrGkARHR1UHHPk7SGet5gIj4ZBePl0m9zmNWyHcEVjFJT0sakb5vkjQnfT8kHUv9YUl/kVRsNNDOjnlpuu8cSUskfTYtv5pkCOLbJV0oaQ9JM9Jx2Oelw2a07X+tpLuB6enyTyXdncb7AUlXSFok6S5JA9P9LknjfSzdX+mv7Sbgv9K7oMFpXE3pPmenx3lM0rcKrmGdpK+n4+LPkzSyis+28DyfkPRkWnadpB8UbHqkknkllhTcTfxQ0mnp+19LuqHgOF9L389IB6N7XNJ5BeuvLIjhHyV9p0hs6yR9K93/95IOLvj3ajvvxyXNTD/jJyR9uWD/f5f0P5LukfRzSf9S6edjOenurtR+9ewXyVAjC9LXr9Oyp0m78JN8Yc5J338DOCd9vzvJ+DZDSHpJ3lHk2NvKgUtJJj/amWRcoFXAwCLn+z7w5fT9McCCgv3nA4MLlh8g6ZG5P0kPzJPSdb8GTk/f71EQz8+A96Xv5wBNBevmpNf6JuBZknHvB5DMddB2rCjY/wrg4k6u+dWCz3QByZDDZxY5z9PAHuk13A/8IN3mRpK5xPsBk0iGaYZkxOBvp+8fAual738CnFB4vSQD0j1G0tt8CMmY/22f91xgvyKxR4fP8O6Cz7ft3+HjwAvpcdvO0ZS+FqRlQ4GngH/p7v++/UpefjRk5VTyaOh44LSCX3qDSMY4yuq3EbER2CjpRZJxY5Z32OYI4AyAiPiDpOGSdkvX3R4RGwq2/V1EbFIy9EB/4K60fBHJWC4ARyuZe+MNJF+6jwO/KRHjQSSJ7yWAtN7iSGAG8DrQ9vx/PnBcJ8e4PyJObVuQdGORbQ4G/hjplLCSfkUyxHSbGZEMtdxScOdxP/D5tI6hhWQ46tHAYcBn020+K+n96fuxwISImCfpD8CpkhaTJIRFRWJ6nfaf4caCz3fvgu3uiXRQQ0m3sX2k25lt/z6SSn3GVmdOBFaNzWx/rDiooFzAGRHxROHGFTwi2VjwfgvF//ssNQTv+mLHi4itkjZF+pOVZAyeAZIGAT8k+eW/TMn83IMordR41oXn6Cz+rMqNm134WQkgIp6TNIxkvpD7SBLbB4F1EbFW0lHA3wOHRcTf0kd6bdd7PclMX/9DcgdRTMfPsPDzLbzWYqMV+zF0D+Z/HKvG0yRj3kP66zw1C/iMlIxqJ+mdOZz7PuCj6fGPIhlyudpx59u+BF+WtAtQ2BJnLckjjI7+DLxX0ghJ/YGzgTzmBX4oPc+w9Ev2jHI7pB4EPk/yOd0P/Ev6F2A3YHWaBN5GMnIlABHxZ5I7hI8AP+9i7MeldTmDgdOBP5E8pnufpEHpZ31KF89hNeQ7AqvGV4AfS/oSyRdjm8tIJoNZmCaDp4FTd9y9Sy4FfiJpIclz/49Ve6CIeEXSdSSPOZ4GHi5YfSNwtaQNJI9W2vZ5QdJFwL0kv8TvjIiZpc6TVqQ2RcQlFcT2nJIpYf9M0nKphaRuoZz7geMjolXSMyR3BW2J4C7g/PSze4JkytJCvwQOiO1TmlbrAZL6lvHAf0dEM4Ck20mGkX4GaM54PVYHHn3UrIeStEtErEvvCH5NMgTzr3M83x3AlRExuwvH+DhJ0rugyLq263kDyR3LeRHxSNUBW8340ZBZz3WppAUkLW+WklRI15yk3SU9SdIwoOokkMG16fU8AtzqJNBz+I7AzKyP8x2BmVkf50RgZtbHORGYmfVxTgRmZn2cE4GZWR/nRGBm1sf9P94kXNCePDd0AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "scaled_df.plot.scatter(x=\"Length\" 0, y = 1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/downloaded.csv b/downloaded.csv new file mode 100644 index 0000000..334f395 --- /dev/null +++ b/downloaded.csv @@ -0,0 +1,5077 @@ +"Dimensions.Height","Dimensions.Length","Dimensions.Width","Engine Information.Driveline","Engine Information.Engine Type","Engine Information.Hybrid","Engine Information.Number of Forward Gears","Engine Information.Transmission","Fuel Information.City mpg","Fuel Information.Fuel Type","Fuel Information.Highway mpg","Identification.Classification","Identification.ID","Identification.Make","Identification.Model Year","Identification.Year","Engine Information.Engine Statistics.Horsepower","Engine Information.Engine Statistics.Torque" +"140","143","202","All-wheel drive","Audi 3.2L 6 cylinder 250hp 236ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2009 Audi A3 3.2","Audi","2009 Audi A3","2009","250","236" +"140","143","202","Front-wheel drive","Audi 2.0L 4 cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","22","Gasoline","28","Automatic transmission","2009 Audi A3 2.0 T AT","Audi","2009 Audi A3","2009","200","207" +"140","143","202","Front-wheel drive","Audi 2.0L 4 cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","30","Manual transmission","2009 Audi A3 2.0 T","Audi","2009 Audi A3","2009","200","207" +"140","143","202","All-wheel drive","Audi 2.0L 4 cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2009 Audi A3 2.0 T Quattro","Audi","2009 Audi A3","2009","200","207" +"140","143","202","All-wheel drive","Audi 2.0L 4 cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2009 Audi A3 2.0 T Quattro","Audi","2009 Audi A3","2009","200","207" +"91","17","62","All-wheel drive","Audi 3.2L 6 cylinder 265hp 243 ft-lbs","True","6","6 Speed Manual","16","Gasoline","27","Manual transmission","2009 Audi A5 3.2","Audi","2009 Audi A5","2009","265","243" +"91","17","62","All-wheel drive","Audi 3.2L 6 cylinder 265hp 243 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2009 Audi A5 3.2 AT","Audi","2009 Audi A5","2009","265","243" +"201","221","191","All-wheel drive","Audi 4.2L 8 cylinder 350 hp 325 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2009 Audi Q7 4.2","Audi","2009 Audi Q7","2009","350","325" +"201","221","191","All-wheel drive","Audi 3.6L 6 cylinder 280hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2009 Audi Q7 3.6","Audi","2009 Audi Q7","2009","280","266" +"147","96","34","All-wheel drive","Audi 2.0L 4 cylinder 211 hp 258 ft-lbs Turbo","True","6","6 Speed Manual","22","Gasoline","30","Manual transmission","2009 Audi A4 Sedan 2.0 T Quattro","Audi","2009 Audi A4 Sedan","2009","211","258" +"147","96","34","All-wheel drive","Audi 2.0L 4 cylinder 211 hp 258 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","21","Gasoline","27","Automatic transmission","2009 Audi A4 Sedan 2.0 T Quattro AT","Audi","2009 Audi A4 Sedan","2009","211","258" +"147","96","34","All-wheel drive","Audi 3.2L 6 cylinder 265hp 243 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2009 Audi A4 Sedan 3.2","Audi","2009 Audi A4 Sedan","2009","265","243" +"172","63","87","Front-wheel drive","Acura 3.5L 6 Cylinder 280 hp 254 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2012 Acura TL","Acura","2012 Acura TL","2012","280","254" +"172","63","87","All-wheel drive","Acura 3.7L 6 Cylinder 305 hp 273 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2012 Acura TL SH-AWD","Acura","2012 Acura TL","2012","305","273" +"226","243","201","All-wheel drive","BMW 4.4L 8 cylinder 555hp 500 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","12","Gasoline","17","Automatic transmission","2010 BMW X5 M SUV","BMW","2010 BMW X5","2010","555","500" +"226","243","201","All-wheel drive","BMW 4.4L 8 cylinder 555hp 500 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","12","Gasoline","17","Automatic transmission","2011 BMW X5 M SUV","BMW","2011 BMW X5","2011","555","500" +"148","12","191","All-wheel drive","BMW 4.4L 8 cylinder 555hp 500 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","12","Gasoline","17","Automatic transmission","2010 BMW X6 M","BMW","2010 BMW X6","2010","555","500" +"148","12","191","All-wheel drive","BMW 4.4L 8 cylinder 555hp 500 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","12","Gasoline","17","Automatic transmission","2011 BMW X6 M","BMW","2011 BMW X6","2011","555","500" +"112","22","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","25","Manual transmission","2012 Chevrolet Colorado Work Truck","Chevrolet","2012 Chevrolet Colorado","2012","185","190" +"112","140","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","25","Manual transmission","2012 Chevrolet Colorado Extended Cab Work Truck","Chevrolet","2012 Chevrolet Colorado","2012","185","190" +"120","140","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","25","Automatic transmission","2012 Chevrolet Colorado Crew Cab 1LT","Chevrolet","2012 Chevrolet Colorado","2012","185","190" +"112","22","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","25","Manual transmission","2011 Chevrolet Colorado Work Truck","Chevrolet","2011 Chevrolet Colorado","2011","185","190" +"112","140","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","25","Manual transmission","2011 Chevrolet Colorado Extended Cab Work Truck","Chevrolet","2011 Chevrolet Colorado","2011","185","190" +"120","140","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","25","Automatic transmission","2011 Chevrolet Colorado Crew Cab 1LT","Chevrolet","2011 Chevrolet Colorado","2011","185","190" +"112","22","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","25","Manual transmission","2010 Chevrolet Colorado Work Truck","Chevrolet","2010 Chevrolet Colorado","2010","185","190" +"112","140","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","20","Gasoline","26","Manual transmission","2010 Chevrolet Colorado Extended Cab Work Truck","Chevrolet","2010 Chevrolet Colorado","2010","185","190" +"120","140","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","25","Automatic transmission","2010 Chevrolet Colorado Crew Cab LT1","Chevrolet","2010 Chevrolet Colorado","2010","185","190" +"77","60","219","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","18","Automatic transmission","2012 Chevrolet Express LS 1500","Chevrolet","2012 Chevrolet Express","2012","310","334" +"77","60","219","All-wheel drive","Chevrolet 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","12","Automatic transmission","2012 Chevrolet Express LS 1500 AWD","Chevrolet","2012 Chevrolet Express","2012","310","334" +"77","60","219","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","17","Automatic transmission","2011 Chevrolet Express LS 1500","Chevrolet","2011 Chevrolet Express","2011","310","334" +"77","60","219","All-wheel drive","Chevrolet 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","17","Automatic transmission","2011 Chevrolet Express LS 1500 AWD","Chevrolet","2011 Chevrolet Express","2011","310","334" +"22","60","219","Rear-wheel drive","Chevrolet 4.8L 8 Cylinder 280 hp 295 ft-lbs FFV","True","6","6 Speed Automatic","8","E85","12","Automatic transmission","2011 Chevrolet Express LS 2500","Chevrolet","2011 Chevrolet Express","2011","280","295" +"22","60","219","Rear-wheel drive","Chevrolet 6.0L 8 Cylinder 324 hp 373 ft-lbs FFV","True","6","6 Speed Automatic","8","E85","12","Automatic transmission","2011 Chevrolet Express LS 2500 6.0L","Chevrolet","2011 Chevrolet Express","2011","324","373" +"24","60","224","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2010 Chevrolet Express LS 1500","Chevrolet","2010 Chevrolet Express","2010","310","334" +"24","60","224","All-wheel drive","Chevrolet 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","17","Automatic transmission","2010 Chevrolet Express LS 1500 AWD","Chevrolet","2010 Chevrolet Express","2010","310","334" +"77","102","237","Rear-wheel drive","Chevrolet 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Chevrolet Silverado 1500 Work Truck","Chevrolet","2011 Chevrolet Silverado 1500","2011","195","260" +"82","215","240","Rear-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Chevrolet Silverado 1500 Crew Cab Work Truck","Chevrolet","2011 Chevrolet Silverado 1500","2011","302","305" +"85","215","237","Rear-wheel drive","Chevrolet 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Chevrolet Silverado 1500 Extended Cab Work Truck","Chevrolet","2011 Chevrolet Silverado 1500","2011","195","260" +"85","215","237","Rear-wheel drive","Chevrolet 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Chevrolet Silverado 1500 Extended Cab Work Truck","Chevrolet","2010 Chevrolet Silverado 1500","2010","195","260" +"77","102","237","Rear-wheel drive","Chevrolet 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Chevrolet Silverado 1500 Work Truck","Chevrolet","2010 Chevrolet Silverado 1500","2010","195","260" +"82","215","240","Rear-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Chevrolet Silverado 1500 Crew Cab Work Truck","Chevrolet","2010 Chevrolet Silverado 1500","2010","302","305" +"43","52","52","Rear-wheel drive","Nissan 3.7L 6 Cylinder 350hp 276 ft-lbs","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2011 Nissan 370Z NISMO","Nissan","2011 Nissan 370Z Coupe","2011","350","276" +"35","75","52","Rear-wheel drive","Nissan 3.7L 6 Cylinder 350hp 276 ft-lbs","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2010 Nissan 370Z NISMO","Nissan","2010 Nissan 370Z Coupe","2010","350","276" +"35","75","52","Rear-wheel drive","Nissan 3.7L 6 Cylinder 350hp 276 ft-lbs","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2009 Nissan 370Z NISMO","Nissan","2009 Nissan 370Z Coupe","2009","350","276" +"167","168","247","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","29","Manual transmission","2011 Volvo C30 T5","Volvo","2011 Volvo C30","2011","227","236" +"167","168","247","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","5","5 Speed Automatic","21","Gasoline","30","Automatic transmission","2011 Volvo C30 T5 AT","Volvo","2011 Volvo C30","2011","227","236" +"167","155","247","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","5","5 Speed Automatic","21","Gasoline","30","Automatic transmission","2010 Volvo C30 T5 AT","Volvo","2010 Volvo C30","2010","227","236" +"167","155","247","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","29","Manual transmission","2010 Volvo C30 T5","Volvo","2010 Volvo C30","2010","227","236" +"193","34","107","Rear-wheel drive","Bentley 6.8L 8 cylinder 530hp 774 ft-lbs Turbo","True","6","6 Speed Automatic","9","Gasoline","15","Automatic transmission","2010 Bentley Brooklands","Bentley","2010 Bentley Brooklands","2010","530","774" +"99","195","153","All-wheel drive","Bentley 6.0L 12 Cylinder 621 hp 590 ft-lbs FFV Turbo","True","6","6 Speed Automatic","8","E85","14","Automatic transmission","2012 Bentley Continental Supersports Convertible","Bentley","2012 Bentley Continental Supersports Convertible","2012","621","590" +"110","199","153","All-wheel drive","Bentley 6.0L 12 Cylinder 621 hp 590 ft-lbs FFV Turbo","True","6","6 Speed Automatic Select Shift","8","E85","14","Automatic transmission","2012 Bentley Continental Supersports Coupe","Bentley","2012 Bentley Continental Supersports Coupe","2012","621","590" +"99","195","153","All-wheel drive","Bentley 6.0L 12 Cylinder 621 hp 590 ft-lbs FFV Turbo","True","6","6 Speed Automatic","8","E85","14","Automatic transmission","2011 Bentley Continental Supersports Convertible","Bentley","2011 Bentley Continental Supersports Convertible","2011","621","590" +"99","195","153","All-wheel drive","Bentley 6.0L 12 Cylinder 621 hp 590 ft-lbs FFV Turbo","True","6","6 Speed Automatic","12","Gasoline","19","Automatic transmission","2010 Bentley Continental Supersports","Bentley","2010 Bentley Continental Supersports","2010","621","590" +"118","170","184","All-wheel drive","Bentley 6.0L 12 Cylinder 552 hp 479 ft-lbs FFV Turbo","True","6","6 Speed Automatic","8","E85","13","Automatic transmission","2012 Bentley Continental Flying Spur","Bentley","2012 Bentley Continental Flying Spur","2012","552","479" +"108","170","184","All-wheel drive","Bentley 6.0L 12 Cylinder 600 hp 553 ft-lbs FFV Turbo","True","6","6 Speed Automatic","11","Gasoline","19","Automatic transmission","2012 Bentley Continental Flying Spur Speed","Bentley","2012 Bentley Continental Flying Spur","2012","600","553" +"185","170","184","All-wheel drive","Bentley 6.0L 12 Cylinder 600 hp 553 ft-lbs FFV Turbo","True","6","6 Speed Automatic","10","Gasoline","17","Automatic transmission","2011 Bentley Continental Flying Spur Speed","Bentley","2011 Bentley Continental Flying Spur","2011","600","553" +"185","170","184","All-wheel drive","Bentley 6.0L 12 cylinder 600hp 553 ft-lbs Turbo","True","6","6 Speed Automatic","10","Gasoline","17","Automatic transmission","2010 Bentley Continental Flying Spur Speed","Bentley","2010 Bentley Continental Flying Spur","2010","600","553" +"195","170","184","All-wheel drive","Bentley 6.0L 12 cylinder 552 hp 479 ft-lbs Turbo","True","6","6 Speed Automatic","10","Gasoline","17","Automatic transmission","2010 Bentley Continental Flying Spur","Bentley","2010 Bentley Continental Flying Spur","2010","552","479" +"120","7","44","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","5","5 Speed Automatic","19","Gasoline","28","Automatic transmission","2011 Volvo C70 T5","Volvo","2011 Volvo C70","2011","227","236" +"119","230","44","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","6","6 Speed Manual","20","Gasoline","28","Manual transmission","2010 Volvo C70 T5","Volvo","2010 Volvo C70","2010","227","236" +"119","230","44","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","5","5 Speed Automatic","19","Gasoline","28","Automatic transmission","2010 Volvo C70 T5 AT","Volvo","2010 Volvo C70","2010","227","236" +"172","123","234","Front-wheel drive","Volvo 2.4L 5 Cylinder 168 hp 166 ft-lbs","True","5","5 Speed Manual","21","Gasoline","29","Manual transmission","2010 Volvo S40 2.4i","Volvo","2010 Volvo S40","2010","168","170" +"172","123","234","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","5","5 Speed Automatic","21","Gasoline","30","Automatic transmission","2010 Volvo S40 R-Design","Volvo","2010 Volvo S40","2010","227","236" +"172","123","234","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","5","5 Speed Automatic","21","Gasoline","30","Automatic transmission","2011 Volvo S40 T5","Volvo","2011 Volvo S40","2011","227","236" +"190","123","234","All-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","6","6 Speed Manual","20","Gasoline","27","Manual transmission","2010 Volvo S40 R-Design AWD","Volvo","2010 Volvo S40","2010","227","236" +"203","19","72","Front-wheel drive","Volvo 2.5L 5 Cylinder 250 hp 266 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","20","Gasoline","30","Automatic transmission","2012 Volvo S60 T5","Volvo","2012 Volvo S60","2012","250","266" +"203","19","72","All-wheel drive","Volvo 3.0 L 6 Cylinder 300 HP 325 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2012 Volvo S60 T6 AWD","Volvo","2012 Volvo S60","2012","300","325" +"203","19","72","All-wheel drive","Volvo 3.0 L 6 Cylinder 325 HP 354 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2012 Volvo S60 R-Design","Volvo","2012 Volvo S60","2012","325","354" +"203","14","72","All-wheel drive","Volvo 3.0 L 6 Cylinder 300 HP 325 ft-lbs Turbo","True","6","6 Speed Automatic","18","Gasoline","26","Automatic transmission","2011 Volvo S60 T6 AWD","Volvo","2011 Volvo S60","2011","300","325" +"213","243","69","Front-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","27","Automatic transmission","2011 Volvo S80 3.2","Volvo","2011 Volvo S80","2011","240","236" +"213","243","69","All-wheel drive","Volvo 4.4L 8 Cylinder 311 hp 325 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","22","Automatic transmission","2010 Volvo S80 V8","Volvo","2010 Volvo S80","2010","311","325" +"213","243","69","All-wheel drive","Volvo 3.0L 6 Cylinder 281 hp 295 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2010 Volvo S80 T6 AWD","Volvo","2010 Volvo S80","2010","281","295" +"213","243","69","Front-wheel drive","Volvo 3.2L 6 Cylinder 235 hp 236 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","27","Automatic transmission","2010 Volvo S80 3.2","Volvo","2010 Volvo S80","2010","235","236" +"177","169","234","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","5","5 Speed Automatic","21","Gasoline","30","Automatic transmission","2011 Volvo V50 T5","Volvo","2011 Volvo V50","2011","227","236" +"193","169","234","All-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","6","6 Speed Manual","20","Gasoline","26","Manual transmission","2010 Volvo V50 R-Design","Volvo","2010 Volvo V50","2010","227","236" +"177","169","234","Front-wheel drive","Volvo 2.4L 5 Cylinder 168 hp 166 ft-lbs","True","5","5 Speed Automatic Select Shift","20","Gasoline","31","Automatic transmission","2010 Volvo V50 2.4i","Volvo","2010 Volvo V50","2010","168","170" +"175","19","97","All-wheel drive","Volvo 3.0 L 6 Cylinder 300 HP 325 ft-lbs Turbo","True","6","6 Speed Automatic","17","Gasoline","22","Automatic transmission","2011 Volvo XC60 T6 AWD","Volvo","2011 Volvo XC60","2011","300","325" +"175","19","97","Front-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","25","Automatic transmission","2011 Volvo XC60 3.2","Volvo","2011 Volvo XC60","2011","240","236" +"175","19","97","All-wheel drive","Volvo 3.0L 6 Cylinder 281 hp 295 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","16","Gasoline","21","Automatic transmission","2010 Volvo XC60 T6 AWD","Volvo","2010 Volvo XC60","2010","281","295" +"175","19","97","Front-wheel drive","Volvo 3.2L 6 Cylinder 235 hp 236 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","27","Automatic transmission","2010 Volvo XC60 3.2","Volvo","2010 Volvo XC60","2010","235","236" +"66","230","69","Front-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","25","Automatic transmission","2011 Volvo XC70 3.2","Volvo","2011 Volvo XC70","2011","240","236" +"66","230","69","All-wheel drive","Volvo 3.0 L 6 Cylinder 300 HP 325 ft-lbs Turbo","True","6","6 Speed Automatic","17","Gasoline","22","Automatic transmission","2011 Volvo XC70 T6 AWD","Volvo","2011 Volvo XC70","2011","300","325" +"66","230","69","All-wheel drive","Volvo 3.0L 6 Cylinder 281 hp 295 ft-lbs Turbo","True","6","6 Speed Automatic","16","Gasoline","21","Automatic transmission","2010 Volvo XC70 T6 AWD","Volvo","2010 Volvo XC70","2010","281","295" +"66","230","69","All-wheel drive","Volvo 3.2L 6 Cylinder 235 hp 236 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","22","Automatic transmission","2010 Volvo XC70 3.2","Volvo","2010 Volvo XC70","2010","235","236" +"24","216","133","Rear-wheel drive","Toyota 4.0L 6 Cylinder 270 hp 278 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Toyota 4Runner SR5","Toyota","2011 Toyota 4Runner","2011","270","278" +"24","216","24","Four-wheel drive","Toyota 4.0L 6 Cylinder 270 hp 278 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","22","Automatic transmission","2011 Toyota 4Runner SR5 4WD","Toyota","2011 Toyota 4Runner","2011","270","278" +"93","216","133","Four-wheel drive","Toyota 4.0L 6 Cylinder 270 hp 278 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","22","Automatic transmission","2011 Toyota 4Runner Trail","Toyota","2011 Toyota 4Runner","2011","270","278" +"24","216","133","Rear-wheel drive","Toyota 4.0L 6 Cylinder 270 hp 278 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Toyota 4Runner Limited","Toyota","2011 Toyota 4Runner","2011","270","278" +"24","216","133","Four-wheel drive","Toyota 4.0L 6 Cylinder 270 hp 278 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","22","Automatic transmission","2011 Toyota 4Runner Limited 4WD","Toyota","2011 Toyota 4Runner","2011","270","278" +"247","200","105","Front-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Volvo XC90 3.2","Volvo","2011 Volvo XC90","2011","240","236" +"247","200","105","All-wheel drive","Volvo 4.4L 8 Cylinder 311 hp 325 ft-lbs","True","6","6 Speed Automatic","14","Gasoline","21","Automatic transmission","2011 Volvo XC90 V8","Volvo","2011 Volvo XC90","2011","311","325" +"247","200","105","Front-wheel drive","Volvo 3.2L 6 Cylinder 235 hp 236 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","22","Automatic transmission","2010 Volvo XC90 3.2","Volvo","2010 Volvo XC90","2010","235","236" +"247","200","105","All-wheel drive","Volvo 4.4L 8 Cylinder 311 hp 325 ft-lbs","True","6","6 Speed Automatic","13","Gasoline","19","Automatic transmission","2010 Volvo XC90 V8","Volvo","2010 Volvo XC90","2010","311","325" +"10","215","69","Front-wheel drive","Volvo 3.2L 6 Cylinder 235 hp 236 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","27","Automatic transmission","2010 Volvo V70 3.2","Volvo","2010 Volvo V70","2010","235","236" +"24","216","133","Rear-wheel drive","Toyota 2.7L 4 Cylinder 157 hp 178 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","23","Automatic transmission","2010 Toyota 4Runner SR5","Toyota","2010 Toyota 4Runner","2010","157","178" +"24","216","133","Rear-wheel drive","Toyota 4.0L 6 Cylinder 270 hp 278 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Toyota 4Runner SR5 V6","Toyota","2010 Toyota 4Runner","2010","270","278" +"24","216","133","Four-wheel drive","Toyota 4.0L 6 Cylinder 270 hp 278 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","22","Automatic transmission","2010 Toyota 4Runner SR5 V6 4WD","Toyota","2010 Toyota 4Runner","2010","270","278" +"93","216","133","Four-wheel drive","Toyota 4.0L 6 Cylinder 270 hp 278 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","22","Automatic transmission","2010 Toyota 4Runner Trail","Toyota","2010 Toyota 4Runner","2010","270","278" +"24","216","133","Rear-wheel drive","Toyota 4.0L 6 Cylinder 270 hp 278 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Toyota 4Runner Limited","Toyota","2010 Toyota 4Runner","2010","270","278" +"24","216","133","Four-wheel drive","Toyota 4.0L 6 Cylinder 270 hp 278 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","22","Automatic transmission","2010 Toyota 4Runner Limited 4WD","Toyota","2010 Toyota 4Runner","2010","270","278" +"143","196","203","Front-wheel drive","Audi 2.0L 4 cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","30","Manual transmission","2012 Audi A3 2.0 T","Audi","2012 Audi A3","2012","200","207" +"152","240","57","Front-wheel drive","Honda 3.5L 6 Cylinder 271hp 251 ft-lbs","True","6","6 Speed Manual","17","Gasoline","25","Manual transmission","2010 Honda Accord EX-L V-6 Coup","Honda","2010 Honda Accord Coupe","2010","271","251" +"152","240","57","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Automatic","21","Gasoline","31","Automatic transmission","2010 Honda Accord EX Coup AT","Honda","2010 Honda Accord Coupe","2010","190","162" +"152","240","57","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Manual","22","Gasoline","31","Manual transmission","2010 Honda Accord EX-L Coup","Honda","2010 Honda Accord Coupe","2010","190","162" +"152","240","57","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Automatic","21","Gasoline","31","Automatic transmission","2010 Honda Accord EX-L Coup AT","Honda","2010 Honda Accord Coupe","2010","190","162" +"152","240","57","Front-wheel drive","Honda 3.5L 6 Cylinder 271hp 251 ft-lbs","True","5","5 Speed Automatic","19","Gasoline","28","Automatic transmission","2010 Honda Accord EX-L V-6 Coup AT","Honda","2010 Honda Accord Coupe","2010","271","251" +"152","240","57","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Manual","22","Gasoline","31","Manual transmission","2010 Honda Accord EX Coup","Honda","2010 Honda Accord Coupe","2010","190","162" +"152","240","57","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Automatic","21","Gasoline","31","Automatic transmission","2010 Honda Accord LX-S Coup AT","Honda","2010 Honda Accord Coupe","2010","190","162" +"152","240","57","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Manual","22","Gasoline","31","Manual transmission","2010 Honda Accord LX-S Coup","Honda","2010 Honda Accord Coupe","2010","190","162" +"45","150","57","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2011 Nissan 370Z Roadster","Nissan","2011 Nissan 370Z Roadster","2011","332","270" +"45","150","57","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","7","7 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2011 Nissan 370Z Roadster AT","Nissan","2011 Nissan 370Z Roadster","2011","332","270" +"45","150","57","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2011 Nissan 370Z Touring Roadster","Nissan","2011 Nissan 370Z Roadster","2011","332","270" +"45","150","57","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","7","7 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2011 Nissan 370Z Touring Roadster AT","Nissan","2011 Nissan 370Z Roadster","2011","332","270" +"45","150","57","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2010 Nissan 370Z Touring Roadster","Nissan","2010 Nissan 370Z Roadster","2010","332","270" +"45","150","57","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2010 Nissan 370Z Roadster","Nissan","2010 Nissan 370Z Roadster","2010","332","270" +"45","150","57","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","7","7 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2010 Nissan 370Z Roadster AT","Nissan","2010 Nissan 370Z Roadster","2010","332","270" +"45","150","57","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","7","7 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2010 Nissan 370Z Touring Roadster AT","Nissan","2010 Nissan 370Z Roadster","2010","332","270" +"143","196","203","Front-wheel drive","Audi 2.0L 4 cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","30","Manual transmission","2011 Audi A3 2.0 T","Audi","2011 Audi A3","2011","200","207" +"35","150","52","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2011 Nissan 370Z Coupe","Nissan","2011 Nissan 370Z Coupe","2011","332","270" +"35","150","52","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2011 Nissan 370Z Touring Coupe","Nissan","2011 Nissan 370Z Coupe","2011","332","270" +"35","150","52","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","7","7 Speed Automatic Select Shift","19","Gasoline","26","Automatic transmission","2011 Nissan 370Z Touring Coupe AT","Nissan","2011 Nissan 370Z Coupe","2011","332","270" +"35","150","52","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2011 Nissan 370Z Touring Coupe","Nissan","2011 Nissan 370Z Coupe","2011","332","270" +"143","196","203","Front-wheel drive","Audi 2.0L 4 cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","30","Manual transmission","2010 Audi A3 2.0 T","Audi","2010 Audi A3","2010","200","207" +"35","150","52","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","7","7 Speed Automatic Select Shift","19","Gasoline","26","Automatic transmission","2010 Nissan 370Z Touring Coupe AT","Nissan","2010 Nissan 370Z Coupe","2010","332","270" +"35","150","52","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2010 Nissan 370Z Coupe","Nissan","2010 Nissan 370Z Coupe","2010","332","270" +"35","150","52","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2010 Nissan 370Z Touring Coupe","Nissan","2010 Nissan 370Z Coupe","2010","332","270" +"35","150","52","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","7","7 Speed Automatic Select Shift","19","Gasoline","26","Automatic transmission","2010 Nissan 370Z Coupe AT","Nissan","2010 Nissan 370Z Coupe","2010","332","270" +"147","95","248","All-wheel drive","Audi 2.0L 4 cylinder 211 hp 258 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2012 Audi A4 Sedan 2.0 T Quattro","Audi","2012 Audi A4 Sedan","2012","211","258" +"147","95","248","All-wheel drive","Audi 2.0L 4 cylinder 211 hp 258 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","21","Gasoline","29","Automatic transmission","2012 Audi A4 Sedan 2.0 T Quattro AT","Audi","2012 Audi A4 Sedan","2012","211","258" +"147","95","214","All-wheel drive","Audi 2.0L 4 cylinder 211 hp 258 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2011 Audi A4 Sedan 2.0 T Quattro","Audi","2011 Audi A4 Sedan","2011","211","258" +"147","95","214","All-wheel drive","Audi 2.0L 4 cylinder 211 hp 258 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","21","Gasoline","29","Automatic transmission","2011 Audi A4 Sedan 2.0 T Quattro AT","Audi","2011 Audi A4 Sedan","2011","211","258" +"193","57","186","Front-wheel drive","Ford 1.6L 4 Cylinder 120 hp 112 ft-lbs","True","5","5 Speed Manual","29","Gasoline","38","Manual transmission","2012 Ford Fiesta S Sedan","Ford","2012 Ford Fiesta Sedan","2012","120","112" +"193","57","186","Front-wheel drive","Ford 1.6L 4 Cylinder 120 hp 112 ft-lbs","True","5","5 Speed Manual","29","Gasoline","38","Manual transmission","2012 Ford Fiesta SE Sedan","Ford","2012 Ford Fiesta Sedan","2012","120","112" +"193","57","186","Front-wheel drive","Ford 1.6L 4 Cylinder 120 hp 112 ft-lbs","True","5","5 Speed Manual","29","Gasoline","38","Manual transmission","2012 Ford Fiesta SEL Sedan","Ford","2012 Ford Fiesta Sedan","2012","120","112" +"193","57","160","Front-wheel drive","Ford 1.6L 4 Cylinder 120 hp 112 ft-lbs","True","5","5 Speed Manual","38","Gasoline","37","Manual transmission","2011 Ford Fiesta Sedan S","Ford","2011 Ford Fiesta Sedan","2011","120","112" +"193","57","160","Front-wheel drive","Ford 1.6L 4 Cylinder 120 hp 112 ft-lbs","True","5","5 Speed Manual","28","Gasoline","37","Manual transmission","2011 Ford Fiesta Sedan SE","Ford","2011 Ford Fiesta Sedan","2011","120","112" +"193","57","160","Front-wheel drive","Ford 1.6L 4 Cylinder 120 hp 112 ft-lbs","True","5","5 Speed Manual","28","Gasoline","37","Manual transmission","2011 Ford Fiesta Sedan SEL","Ford","2011 Ford Fiesta Sedan","2011","120","112" +"167","168","247","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","5","5 Speed Automatic","21","Gasoline","30","Automatic transmission","2011 Volvo C30 R-Design AT","Volvo","2011 Volvo C30","2011","227","236" +"167","168","247","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","29","Manual transmission","2011 Volvo C30 R-Design","Volvo","2011 Volvo C30","2011","227","236" +"167","155","247","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","5","5 Speed Automatic","21","Gasoline","30","Automatic transmission","2010 Volvo C30 R-Design AT","Volvo","2010 Volvo C30","2010","227","236" +"167","155","247","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","29","Manual transmission","2010 Volvo C30 R-Design","Volvo","2010 Volvo C30","2010","227","236" +"147","95","34","All-wheel drive","Audi 2.0L 4 cylinder 211 hp 258 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","21","Gasoline","27","Automatic transmission","2010 Audi A4 Sedan 2.0 T Quattro AT","Audi","2010 Audi A4 Sedan","2010","211","258" +"147","95","34","All-wheel drive","Audi 2.0L 4 cylinder 211 hp 258 ft-lbs Turbo","True","6","6 Speed Manual","22","Gasoline","30","Manual transmission","2010 Audi A4 Sedan 2.0 T Quattro","Audi","2010 Audi A4 Sedan","2010","211","258" +"172","123","234","Front-wheel drive","Volvo 2.4L 5 Cylinder 168 hp 166 ft-lbs","True","5","5 Speed Automatic","21","Gasoline","29","Automatic transmission","2010 Volvo S40 2.4i AT","Volvo","2010 Volvo S40","2010","168","170" +"190","123","234","All-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","5","5 Speed Automatic","20","Gasoline","27","Automatic transmission","2010 Volvo S40 R-Design AT AWD","Volvo","2010 Volvo S40","2010","227","236" +"156","95","248","All-wheel drive","Audi 2.0L 4 cylinder 211 hp 258 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","21","Gasoline","29","Automatic transmission","2012 Audi A4 Avant 2.0 T","Audi","2012 Audi A4 Avant","2012","211","258" +"156","95","214","All-wheel drive","Audi 2.0L 4 cylinder 211 hp 258 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","21","Gasoline","29","Automatic transmission","2011 Audi A4 Avant 2.0 T","Audi","2011 Audi A4 Avant","2011","211","258" +"155","95","34","All-wheel drive","Audi 2.0L 4 cylinder 211 hp 258 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","23","Gasoline","30","Automatic transmission","2010 Audi A4 Avant 2.0 T","Audi","2010 Audi A4 Avant","2010","211","258" +"152","240","57","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Manual","23","Gasoline","32","Manual transmission","2011 Honda Accord EX Coup","Honda","2011 Honda Accord Coup","2011","190","162" +"152","240","57","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Automatic","22","Gasoline","33","Automatic transmission","2011 Honda Accord LX-S Coup AT","Honda","2011 Honda Accord Coup","2011","190","162" +"152","240","57","Front-wheel drive","Honda 3.5L 6 Cylinder 271hp 251 ft-lbs","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2011 Honda Accord EX-L V-6 Coup","Honda","2011 Honda Accord Coup","2011","271","251" +"152","240","57","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Manual","23","Gasoline","32","Manual transmission","2011 Honda Accord LX-S Coup","Honda","2011 Honda Accord Coup","2011","190","162" +"152","240","57","Front-wheel drive","Honda 3.5L 6 Cylinder 271hp 251 ft-lbs","True","5","5 Speed Automatic","19","Gasoline","29","Automatic transmission","2011 Honda Accord EX-L V-6 Coup AT","Honda","2011 Honda Accord Coup","2011","271","251" +"152","240","57","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Automatic","22","Gasoline","33","Automatic transmission","2011 Honda Accord EX Coup AT","Honda","2011 Honda Accord Coup","2011","190","162" +"152","240","57","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Automatic","22","Gasoline","33","Automatic transmission","2011 Honda Accord EX-L Coup","Honda","2011 Honda Accord Coup","2011","190","162" +"193","226","186","Front-wheel drive","Ford 1.6L 4 Cylinder 120 hp 112 ft-lbs","True","5","5 Speed Manual","29","Gasoline","38","Manual transmission","2012 Ford Fiesta SE Hatchback","Ford","2012 Ford Fiesta Hatchback","2012","120","112" +"193","226","186","Front-wheel drive","Ford 1.6L 4 Cylinder 120 hp 112 ft-lbs","True","5","5 Speed Manual","29","Gasoline","38","Manual transmission","2012 Ford Fiesta SES Hatchback","Ford","2012 Ford Fiesta Hatchback","2012","120","112" +"193","226","160","Front-wheel drive","Ford 1.6L 4 Cylinder 120 hp 112 ft-lbs","True","5","5 Speed Manual","28","Gasoline","37","Manual transmission","2011 Ford Fiesta Hatchback SE","Ford","2011 Ford Fiesta Hatchback","2011","120","112" +"193","226","160","Front-wheel drive","Ford 1.6L 4 Cylinder 120 hp 112 ft-lbs","True","5","5 Speed Manual","28","Gasoline","37","Manual transmission","2011 Ford Fiesta Hatchback SES","Ford","2011 Ford Fiesta Hatchback","2011","120","112" +"58","66","54","Front-wheel drive","Honda 2.4L 4 cylinder 177 hp 161 ft-lbs","True","5","5 Speed Manual","22","Gasoline","31","Manual transmission","2010 Honda Accord LX Sedan","Honda","2010 Honda Accord Sedan","2010","177","161" +"195","66","54","Front-wheel drive","Honda 2.4L 4 cylinder 177 hp 161 ft-lbs","True","5","5 Speed Automatic","21","Gasoline","31","Automatic transmission","2010 Honda Accord LX Sedan AT","Honda","2010 Honda Accord Sedan","2010","177","161" +"195","66","54","Front-wheel drive","Honda 2.4L 4 cylinder 177 hp 161 ft-lbs","True","5","5 Speed Manual","22","Gasoline","31","Manual transmission","2010 Honda Accord LX-P Sedan","Honda","2010 Honda Accord Sedan","2010","177","161" +"195","66","54","Front-wheel drive","Honda 2.4L 4 cylinder 177 hp 161 ft-lbs","True","5","5 Speed Automatic","21","Gasoline","31","Automatic transmission","2010 Honda Accord LX-P Sedan AT","Honda","2010 Honda Accord Sedan","2010","177","161" +"195","66","54","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Manual","22","Gasoline","31","Manual transmission","2010 Honda Accord EX Sedan","Honda","2010 Honda Accord Sedan","2010","190","162" +"195","66","54","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Automatic","21","Gasoline","31","Automatic transmission","2010 Honda Accord EX Sedan AT","Honda","2010 Honda Accord Sedan","2010","190","162" +"195","66","54","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Manual","22","Gasoline","31","Manual transmission","2010 Honda Accord EX-L Sedan","Honda","2010 Honda Accord Sedan","2010","190","162" +"195","66","54","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Automatic","21","Gasoline","31","Automatic transmission","2010 Honda Accord EX-L Sedan AT","Honda","2010 Honda Accord Sedan","2010","190","162" +"195","71","54","Front-wheel drive","Honda 3.5L 6 Cylinder 271 hp 254 ft-lbs","True","5","5 Speed Automatic","19","Gasoline","29","Automatic transmission","2010 Honda Accord EX V-6 Sedan","Honda","2010 Honda Accord Sedan","2010","271","254" +"206","155","57","Front-wheel drive","Toyota 3.5L 6 Cylinder 268 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2011 Toyota Avalon","Toyota","2011 Toyota Avalon","2011","268","248" +"206","155","57","Front-wheel drive","Toyota 3.5L 6 Cylinder 268 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2011 Toyota Avalon Limited","Toyota","2011 Toyota Avalon","2011","268","248" +"35","150","57","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","7","7 Speed Automatic","18","Gasoline","26","Automatic transmission","2009 Nissan 370Z Coupe AT","Nissan","2009 Nissan 370Z Coupe","2009","332","270" +"35","150","57","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","7","7 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2009 Nissan 370Z Touring Coupe AT","Nissan","2009 Nissan 370Z Coupe","2009","332","270" +"35","150","57","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2009 Nissan 370Z Touring Coupe","Nissan","2009 Nissan 370Z Coupe","2009","332","270" +"35","150","57","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2009 Nissan 370Z Coupe","Nissan","2009 Nissan 370Z Coupe","2009","332","270" +"205","155","57","Front-wheel drive","Toyota 3.5L 6 Cylinder 268 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","28","Automatic transmission","2010 Toyota Avalon XL","Toyota","2010 Toyota Avalon","2010","268","248" +"206","155","57","Front-wheel drive","Toyota 3.5L 6 Cylinder 268 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","28","Automatic transmission","2010 Toyota Avalon XLS","Toyota","2010 Toyota Avalon","2010","268","248" +"206","155","57","Front-wheel drive","Toyota 3.5L 6 Cylinder 268 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","28","Automatic transmission","2010 Toyota Avalon Limited","Toyota","2010 Toyota Avalon","2010","268","248" +"191","198","29","Front-wheel drive","Toyota 2.5L 4 Cylinder 169 hp 167 ft-lbs","True","6","6 Speed Manual","22","Gasoline","33","Manual transmission","2011 Toyota Camry","Toyota","2011 Toyota Camry","2011","169","167" +"191","198","29","Front-wheel drive","Toyota 2.5L 4 Cylinder 169 hp 167 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2011 Toyota Camry AT","Toyota","2011 Toyota Camry","2011","169","167" +"191","198","29","Front-wheel drive","Toyota 2.5L 4 Cylinder 169 hp 167 ft-lbs","True","6","6 Speed Manual","22","Gasoline","33","Manual transmission","2011 Toyota Camry LE","Toyota","2011 Toyota Camry","2011","169","167" +"191","198","29","Front-wheel drive","Toyota 2.5L 4 Cylinder 169 hp 167 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2011 Toyota Camry LE AT","Toyota","2011 Toyota Camry","2011","169","167" +"191","198","29","Front-wheel drive","Toyota 3.5L 6 Cylinder 268 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2011 Toyota Camry LE V6","Toyota","2011 Toyota Camry","2011","268","248" +"186","198","29","Front-wheel drive","Toyota 2.5L 4 Cylinder 179 hp 171 ft-lbs","True","6","6 Speed Manual","22","Gasoline","33","Manual transmission","2011 Toyota Camry SE","Toyota","2011 Toyota Camry","2011","179","171" +"186","198","29","Front-wheel drive","Toyota 2.5L 4 Cylinder 179 hp 171 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2011 Toyota Camry SE AT","Toyota","2011 Toyota Camry","2011","179","171" +"186","198","29","Front-wheel drive","Toyota 3.5L 6 Cylinder 268 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2011 Toyota Camry SE V6","Toyota","2011 Toyota Camry","2011","268","248" +"191","198","29","Front-wheel drive","Toyota 2.5L 4 Cylinder 169 hp 167 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2011 Toyota Camry XLE","Toyota","2011 Toyota Camry","2011","169","167" +"191","198","29","Front-wheel drive","Toyota 3.5L 6 Cylinder 268 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2011 Toyota Camry XLE V6","Toyota","2011 Toyota Camry","2011","268","248" +"185","181","31","Front-wheel drive","Ford 2.0L 4 Cylinder 160 hp 146 ft-lbs","True","5","5 Speed Manual","26","Gasoline","36","Manual transmission","2012 Ford Focus S Sedan","Ford","2012 Ford Focus Sedan","2012","160","146" +"185","181","31","Front-wheel drive","Ford 2.0L 4 Cylinder 160 hp 146 ft-lbs","True","5","5 Speed Manual","26","Gasoline","36","Manual transmission","2012 Ford Focus SE Sedan","Ford","2012 Ford Focus Sedan","2012","160","146" +"208","93","186","Front-wheel drive","Ford 2.0L 4 Cylinder 140 hp 136 ft-lbs","True","5","5 Speed Manual","25","Gasoline","35","Manual transmission","2011 Ford Focus Sedan S","Ford","2011 Ford Focus Sedan","2011","140","136" +"208","93","186","Front-wheel drive","Ford 2.0L 4 Cylinder 140 hp 136 ft-lbs","True","4","4 Speed Automatic","25","Gasoline","34","Automatic transmission","2011 Ford Focus Sedan S AT","Ford","2011 Ford Focus Sedan","2011","140","136" +"208","93","186","Front-wheel drive","Ford 2.0L 4 Cylinder 140 hp 136 ft-lbs","True","5","5 Speed Manual","25","Gasoline","35","Manual transmission","2011 Ford Focus Sedan SE","Ford","2011 Ford Focus Sedan","2011","140","136" +"208","93","186","Front-wheel drive","Ford 2.0L 4 Cylinder 140 hp 136 ft-lbs","True","4","4 Speed Automatic","25","Gasoline","34","Automatic transmission","2011 Ford Focus Sedan SE AT","Ford","2011 Ford Focus Sedan","2011","140","136" +"208","93","186","Front-wheel drive","Ford 2.0L 4 Cylinder 140 hp 136 ft-lbs","True","5","5 Speed Manual","25","Gasoline","35","Manual transmission","2011 Ford Focus Sedan SES","Ford","2011 Ford Focus Sedan","2011","140","136" +"208","93","186","Front-wheel drive","Ford 2.0L 4 Cylinder 140 hp 136 ft-lbs","True","4","4 Speed Automatic","25","Gasoline","34","Automatic transmission","2011 Ford Focus Sedan SES AT","Ford","2011 Ford Focus Sedan","2011","140","136" +"208","93","186","Front-wheel drive","Ford 2.0L 4 Cylinder 140 hp 136 ft-lbs","True","4","4 Speed Automatic","25","Gasoline","34","Automatic transmission","2011 Ford Focus Sedan SEL","Ford","2011 Ford Focus Sedan","2011","140","136" +"208","93","186","Front-wheel drive","Ford 2.0L 4 Cylinder 140 hp 136 ft-lbs","True","5","5 Speed Manual","24","Gasoline","35","Manual transmission","2010 Ford Focus Sedan S","Ford","2010 Ford Focus Sedan","2010","140","136" +"208","93","186","Front-wheel drive","Ford 2.0L 4 Cylinder 140 hp 136 ft-lbs","True","4","4 Speed Automatic","24","Gasoline","34","Automatic transmission","2010 Ford Focus Sedan S AT","Ford","2010 Ford Focus Sedan","2010","140","136" +"208","93","186","Front-wheel drive","Ford 2.0L 4 Cylinder 140 hp 136 ft-lbs","True","5","5 Speed Manual","24","Gasoline","35","Manual transmission","2010 Ford Focus Sedan SE","Ford","2010 Ford Focus Sedan","2010","140","136" +"208","93","186","Front-wheel drive","Ford 2.0L 4 Cylinder 140 hp 136 ft-lbs","True","4","4 Speed Automatic","24","Gasoline","34","Automatic transmission","2010 Ford Focus Sedan SE AT","Ford","2010 Ford Focus Sedan","2010","140","136" +"208","93","186","Front-wheel drive","Ford 2.0L 4 Cylinder 140 hp 136 ft-lbs","True","5","5 Speed Manual","24","Gasoline","35","Manual transmission","2010 Ford Focus Sedan SES","Ford","2010 Ford Focus Sedan","2010","140","136" +"208","93","186","Front-wheel drive","Ford 2.0L 4 Cylinder 140 hp 136 ft-lbs","True","4","4 Speed Automatic","24","Gasoline","34","Automatic transmission","2010 Ford Focus Sedan SES AT","Ford","2010 Ford Focus Sedan","2010","140","136" +"208","93","186","Front-wheel drive","Ford 2.0L 4 Cylinder 140 hp 136 ft-lbs","True","5","5 Speed Manual","24","Gasoline","35","Manual transmission","2010 Ford Focus Sedan SEL","Ford","2010 Ford Focus Sedan","2010","140","136" +"208","93","186","Front-wheel drive","Ford 2.0L 4 Cylinder 140 hp 136 ft-lbs","True","4","4 Speed Automatic","24","Gasoline","34","Automatic transmission","2010 Ford Focus Sedan SEL AT","Ford","2010 Ford Focus Sedan","2010","140","136" +"139","242","3","Front-wheel drive","Nissan 2.5L 4 cylinder 175 hp 180 ft-lbs","True","6","6 Speed Manual","23","Gasoline","31","Manual transmission","2011 Nissan Altima Coupe 2.5 S","Nissan","2011 Nissan Altima Coupe","2011","175","180" +"139","242","3","Front-wheel drive","Nissan 3.5L 6 cylinder 270hp 258 ft-lbs","True","6","6 Speed Manual","18","Gasoline","27","Manual transmission","2011 Nissan Altima Coupe 3.5 SR","Nissan","2011 Nissan Altima Coupe","2011","270","258" +"213","243","69","All-wheel drive","Volvo 3.0 L 6 Cylinder 300 HP 325 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2012 Volvo S80 T6 AWD","Volvo","2012 Volvo S80","2012","300","325" +"213","243","69","Front-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2012 Volvo S80 3.2","Volvo","2012 Volvo S80","2012","240","236" +"175","19","97","All-wheel drive","Volvo 3.0 L 6 Cylinder 325 HP 354 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2012 Volvo XC60 T6 AWD R-Design","Volvo","2012 Volvo XC60","2012","325","354" +"175","19","97","Front-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","25","Automatic transmission","2012 Volvo XC60 3.2","Volvo","2012 Volvo XC60","2012","240","236" +"175","19","97","All-wheel drive","Volvo 3.0 L 6 Cylinder 300 HP 325 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2012 Volvo XC60 T6 AWD","Volvo","2012 Volvo XC60","2012","300","325" +"66","230","69","All-wheel drive","Volvo 3.0 L 6 Cylinder 300 HP 325 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2012 Volvo XC70 T6 AWD","Volvo","2012 Volvo XC70","2012","300","325" +"66","230","69","Front-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","25","Automatic transmission","2012 Volvo XC70 3.2","Volvo","2012 Volvo XC70","2012","240","236" +"247","200","105","Front-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Volvo XC90 3.2","Volvo","2012 Volvo XC90","2012","240","236" +"247","200","105","Front-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Volvo XC90 3.2 R-Design","Volvo","2012 Volvo XC90","2012","240","236" +"139","242","3","Front-wheel drive","Nissan 2.5L 4 cylinder 175 hp 180 ft-lbs","True","6","6 Speed Manual","23","Gasoline","32","Manual transmission","2010 Nissan Altima Coupe 2.5 S","Nissan","2010 Nissan Altima Coupe","2010","175","180" +"139","242","3","Front-wheel drive","Nissan 3.5L 6 cylinder 270hp 258 ft-lbs","True","6","6 Speed Manual","18","Gasoline","27","Manual transmission","2010 Nissan Altima Coupe 3.5 SR","Nissan","2010 Nissan Altima Coupe","2010","270","258" +"191","197","29","Front-wheel drive","Toyota 2.5L 4 Cylinder 169 hp 167 ft-lbs","True","6","6 Speed Manual","22","Gasoline","33","Manual transmission","2010 Toyota Camry","Toyota","2010 Toyota Camry","2010","169","167" +"191","198","29","Front-wheel drive","Toyota 2.5L 4 Cylinder 169 hp 167 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2010 Toyota Camry AT","Toyota","2010 Toyota Camry","2010","169","167" +"191","198","29","Front-wheel drive","Toyota 2.5L 4 Cylinder 169 hp 167 ft-lbs","True","6","6 Speed Manual","22","Gasoline","33","Manual transmission","2010 Toyota Camry LE","Toyota","2010 Toyota Camry","2010","169","167" +"191","198","29","Front-wheel drive","Toyota 2.5L 4 Cylinder 169 hp 167 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2010 Toyota Camry LE AT","Toyota","2010 Toyota Camry","2010","169","167" +"191","198","29","Front-wheel drive","Toyota 3.5L 6 Cylinder 268 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","28","Automatic transmission","2010 Toyota Camry LE V6","Toyota","2010 Toyota Camry","2010","268","248" +"186","198","29","Front-wheel drive","Toyota 2.5L 4 Cylinder 179 hp 171 ft-lbs","True","6","6 Speed Manual","22","Gasoline","33","Manual transmission","2010 Toyota Camry SE","Toyota","2010 Toyota Camry","2010","179","171" +"186","198","29","Front-wheel drive","Toyota 2.5L 4 Cylinder 179 hp 171 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2010 Toyota Camry SE AT","Toyota","2010 Toyota Camry","2010","179","171" +"186","198","29","Front-wheel drive","Toyota 3.5L 6 Cylinder 268 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","28","Automatic transmission","2010 Toyota Camry SE V6","Toyota","2010 Toyota Camry","2010","268","248" +"191","216","29","Front-wheel drive","Toyota 2.5L 4 Cylinder 169 hp 167 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2010 Toyota Camry XLE","Toyota","2010 Toyota Camry","2010","169","167" +"191","198","29","Front-wheel drive","Toyota 3.5L 6 Cylinder 268 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","28","Automatic transmission","2010 Toyota Camry XLE V6","Toyota","2010 Toyota Camry","2010","268","248" +"247","200","105","Front-wheel drive","Volvo 3.2L 6 Cylinder 235 hp 236 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","22","Automatic transmission","2010 Volvo XC90 R-Design","Volvo","2010 Volvo XC90","2010","235","236" +"247","200","105","Front-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Volvo XC90 R-Design","Volvo","2011 Volvo XC90","2011","240","236" +"175","19","97","All-wheel drive","Volvo 3.0L 6 Cylinder 281 hp 295 ft-lbs Turbo","True","6","6 Speed Automatic","16","Gasoline","21","Automatic transmission","2010 Volvo XC60 T6 R-Design","Volvo","2010 Volvo XC60","2010","281","295" +"175","19","97","All-wheel drive","Volvo 3.0 L 6 Cylinder 300 HP 325 ft-lbs Turbo","True","6","6 Speed Automatic","17","Gasoline","22","Automatic transmission","2011 Volvo XC60 T6 R-Design","Volvo","2011 Volvo XC60","2011","300","325" +"175","19","97","Front-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","25","Automatic transmission","2011 Volvo XC60 3.2 R-Design","Volvo","2011 Volvo XC60","2011","240","236" +"193","169","234","All-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","5","5 Speed Automatic","20","Gasoline","26","Automatic transmission","2010 Volvo V50 R-Design AT","Volvo","2010 Volvo V50","2010","227","236" +"218","169","234","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","5","5 Speed Automatic","21","Gasoline","30","Automatic transmission","2011 Volvo V50 R-Design","Volvo","2011 Volvo V50","2011","227","236" +"124","198","152","All-wheel drive","Bentley 6.0L 12 Cylinder 567 hp 516 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","8","E85","14","Automatic transmission","2012 Bentley Continental GT","Bentley","2012 Bentley Continental GT","2012","567","516" +"109","195","123","All-wheel drive","Bentley 6.0L 12 cylinder 552 hp 479 ft-lbs Turbo","True","6","6 Speed Automatic","10","Gasoline","17","Automatic transmission","2010 Bentley Continental GT","Bentley","2010 Bentley Continental GT","2010","552","479" +"99","195","123","All-wheel drive","Bentley 6.0L 12 cylinder 600hp 553 ft-lbs Turbo","True","6","6 Speed Automatic","10","Gasoline","17","Automatic transmission","2010 Bentley Continental GT Speed","Bentley","2010 Bentley Continental GT","2010","600","553" +"208","93","188","Front-wheel drive","Ford 2.0L 4 Cylinder 140 hp 136 ft-lbs","True","5","5 Speed Manual","24","Gasoline","35","Manual transmission","2010 Ford Focus Coupe SE","Ford","2010 Ford Focus Coupe","2010","140","136" +"208","93","188","Front-wheel drive","Ford 2.0L 4 Cylinder 140 hp 136 ft-lbs","True","4","4 Speed Automatic","24","Gasoline","34","Automatic transmission","2010 Ford Focus Coupe SE AT","Ford","2010 Ford Focus Coupe","2010","140","136" +"208","93","188","Front-wheel drive","Ford 2.0L 4 Cylinder 140 hp 136 ft-lbs","True","5","5 Speed Manual","24","Gasoline","35","Manual transmission","2010 Ford Focus Coupe SES","Ford","2010 Ford Focus Coupe","2010","140","136" +"208","93","188","Front-wheel drive","Ford 2.0L 4 Cylinder 140 hp 136 ft-lbs","True","4","4 Speed Automatic","24","Gasoline","34","Automatic transmission","2010 Ford Focus Coupe SES AT","Ford","2010 Ford Focus Coupe","2010","140","136" +"109","195","135","All-wheel drive","Bentley 6.0L 12 Cylinder 600 hp 553 ft-lbs FFV Turbo","True","6","6 Speed Automatic","11","Gasoline","18","Automatic transmission","2011 Bentley Continental GTC Speed","Bentley","2011 Bentley Continental GTC","2011","600","553" +"109","195","125","All-wheel drive","Bentley 6.0L 12 cylinder 600hp 553 ft-lbs Turbo","True","6","6 Speed Automatic","10","Gasoline","17","Automatic transmission","2010 Bentley Continental GTC Speed","Bentley","2010 Bentley Continental GTC","2010","600","553" +"117","195","135","All-wheel drive","Bentley 6.0L 12 cylinder 552 hp 479 ft-lbs Turbo","True","6","6 Speed Automatic","10","Gasoline","17","Automatic transmission","2010 Bentley Continental GTC","Bentley","2010 Bentley Continental GTC","2010","552","479" +"210","34","107","Rear-wheel drive","Bentley 6.8L 8 cylinder 500hp 738 ft-lbs Turbo","True","6","6 Speed Automatic","9","Gasoline","15","Automatic transmission","2010 Bentley Azure T","Bentley","2010 Bentley Azure T","2010","500","738" +"186","220","227","Front-wheel drive","Toyota 1.8L 4 Cylinder 132 hp 128 ft-lbs.","True","5","5 Speed Manual","28","Gasoline","35","Manual transmission","2011 Toyota Corolla","Toyota","2011 Toyota Corolla","2011","132","128" +"186","220","227","Front-wheel drive","Toyota 1.8L 4 Cylinder 132 hp 128 ft-lbs.","True","4","4 Speed Automatic Select Shift","26","Gasoline","34","Automatic transmission","2011 Toyota Corolla AT","Toyota","2011 Toyota Corolla","2011","132","128" +"186","220","227","Front-wheel drive","Toyota 1.8L 4 Cylinder 132 hp 128 ft-lbs.","True","4","4 Speed Automatic Select Shift","26","Gasoline","34","Automatic transmission","2011 Toyota Corolla LE","Toyota","2011 Toyota Corolla","2011","132","128" +"186","202","227","Front-wheel drive","Toyota 1.8L 4 Cylinder 132 hp 128 ft-lbs.","True","5","5 Speed Manual","28","Gasoline","35","Manual transmission","2011 Toyota Corolla S","Toyota","2011 Toyota Corolla","2011","132","128" +"186","202","227","Front-wheel drive","Toyota 1.8L 4 Cylinder 132 hp 128 ft-lbs.","True","4","4 Speed Automatic Select Shift","26","Gasoline","34","Automatic transmission","2011 Toyota Corolla S AT","Toyota","2011 Toyota Corolla","2011","132","128" +"13","24","156","Rear-wheel drive","Rolls-Royce 6.6L 12 Cylinder 563 hp 575 ft-lbs","True","8","8 Speed Automatic Select Shift","13","Gasoline","20","Automatic transmission","2010 Rolls-Royce Ghost","Rolls-Royce","2010 Rolls-Royce Ghost","2010","563","575" +"101","14","227","All-wheel drive","Audi 2.0L 4 cylinder 211 hp 258 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","21","Gasoline","29","Automatic transmission","2011 Audi A5 Cabriolet 2.0 T Quattro","Audi","2011 Audi A5 Cabriolet","2011","211","258" +"103","17","228","All-wheel drive","Audi 2.0L 4 cylinder 211 hp 258 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2010 Audi A5 Cabriolet 2.0 T Quattro","Audi","2010 Audi A5 Cabriolet","2010","211","258" +"102","202","196","Rear-wheel drive","Rolls-Royce 6.7L 12 Cylinder 453 hp 531 ft-lbs","True","6","6 Speed Automatic","11","Gasoline","18","Automatic transmission","2010 Rolls-Royce Phantom Sedan","Rolls-Royce","2010 Rolls-Royce Phantom Sedan","2010","453","531" +"104","202","196","Rear-wheel drive","Rolls-Royce 6.7L 12 Cylinder 453 hp 531 ft-lbs","True","6","6 Speed Automatic","11","Gasoline","18","Automatic transmission","2010 Rolls-Royce Phantom Sedan EWB","Rolls-Royce","2010 Rolls-Royce Phantom Sedan","2010","453","531" +"92","17","189","All-wheel drive","Audi 2.0L 4 cylinder 211 hp 258 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2012 Audi A5 Coupe 2.0 T","Audi","2012 Audi A5 Coupe","2012","211","258" +"92","17","189","All-wheel drive","Audi 2.0L 4 cylinder 211 hp 258 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","21","Gasoline","29","Automatic transmission","2012 Audi A5 Coupe 2.0 T AT","Audi","2012 Audi A5 Coupe","2012","211","258" +"61","234","194","Rear-wheel drive","Rolls-Royce 6.7L 12 Cylinder 453 hp 531 ft-lbs","True","6","6 Speed Automatic","11","Gasoline","18","Automatic transmission","2010 Rolls-Royce Phantom Coupe","Rolls-Royce","2010 Rolls-Royce Phantom Coupe","2010","453","531" +"92","17","189","All-wheel drive","Audi 2.0L 4 cylinder 211 hp 258 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","21","Gasoline","29","Automatic transmission","2011 Audi A5 Coupe 2.0 T AT","Audi","2011 Audi A5 Coupe","2011","211","258" +"92","17","189","All-wheel drive","Audi 2.0L 4 cylinder 211 hp 258 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2011 Audi A5 Coupe 2.0 T","Audi","2011 Audi A5 Coupe","2011","211","258" +"92","17","62","All-wheel drive","Audi 2.0L 4 cylinder 211 hp 258 ft-lbs Turbo","True","6","6 Speed Manual","22","Gasoline","30","Manual transmission","2010 Audi A5 Coupe 2.0 T","Audi","2010 Audi A5 Coupe","2010","211","258" +"92","17","62","All-wheel drive","Audi 3.2L 6 cylinder 265hp 243 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2010 Audi A5 Coupe 3.2","Audi","2010 Audi A5 Coupe","2010","265","243" +"92","17","62","All-wheel drive","Audi 2.0L 4 cylinder 211 hp 258 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","21","Gasoline","27","Automatic transmission","2010 Audi A5 Coupe 2.0 T AT","Audi","2010 Audi A5 Coupe","2010","211","258" +"43","232","194","Rear-wheel drive","Rolls-Royce 6.7L 12 Cylinder 453 hp 531 ft-lbs","True","6","6 Speed Automatic","11","Gasoline","18","Automatic transmission","2010 Rolls-Royce Phantom Drophead Coupe","Rolls-Royce","2010 Rolls-Royce Phantom Drophead Coupe","2010","453","531" +"13","24","156","Rear-wheel drive","Rolls-Royce 6.6L 12 Cylinder 563 hp 575 ft-lbs","True","8","8 Speed Automatic Select Shift","13","Gasoline","20","Automatic transmission","2011 Rolls-Royce Ghost","Rolls-Royce","2011 Rolls-Royce Ghost","2011","563","575" +"195","71","54","Front-wheel drive","Honda 3.5L 6 Cylinder 271 hp 254 ft-lbs","True","5","5 Speed Automatic","19","Gasoline","29","Automatic transmission","2010 Honda Accord EX-L V-6 Sedan","Honda","2010 Honda Accord Sedan","2010","271","254" +"102","207","196","Rear-wheel drive","Rolls-Royce 6.7L 12 Cylinder 453 hp 531 ft-lbs","True","6","6 Speed Automatic","11","Gasoline","18","Automatic transmission","2011 Rolls-Royce Phantom Sedan","Rolls-Royce","2011 Rolls-Royce Phantom Sedan","2011","453","531" +"195","86","54","Front-wheel drive","Honda 2.4L 4 cylinder 177 hp 161 ft-lbs","True","5","5 Speed Manual","23","Gasoline","33","Manual transmission","2011 Honda Accord LX Sedan","Honda","2011 Honda Accord Sedan","2011","177","161" +"195","86","54","Front-wheel drive","Honda 2.4L 4 cylinder 177 hp 161 ft-lbs","True","5","5 Speed Automatic","23","Gasoline","34","Automatic transmission","2011 Honda Accord LX Sedan AT","Honda","2011 Honda Accord Sedan","2011","177","161" +"195","86","54","Front-wheel drive","Honda 2.4L 4 cylinder 177 hp 161 ft-lbs","True","5","5 Speed Automatic","23","Gasoline","34","Automatic transmission","2011 Honda Accord LX-P Sedan","Honda","2011 Honda Accord Sedan","2011","177","161" +"195","86","54","Front-wheel drive","Honda 2.4L 4 cylinder 177 hp 161 ft-lbs","True","5","5 Speed Automatic","23","Gasoline","34","Automatic transmission","2011 Honda Accord SE Sedan","Honda","2011 Honda Accord Sedan","2011","177","161" +"195","86","54","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Manual","23","Gasoline","33","Manual transmission","2011 Honda Accord EX Sedan","Honda","2011 Honda Accord Sedan","2011","190","162" +"195","86","54","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Automatic","23","Gasoline","34","Automatic transmission","2011 Honda Accord EX Sedan AT","Honda","2011 Honda Accord Sedan","2011","190","162" +"195","86","54","Front-wheel drive","Honda 3.5L 6 Cylinder 271 hp 254 ft-lbs","True","5","5 Speed Automatic","20","Gasoline","30","Automatic transmission","2011 Honda Accord EX V-6 Sedan","Honda","2011 Honda Accord Sedan","2011","271","254" +"195","86","54","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Automatic","23","Gasoline","34","Automatic transmission","2011 Honda Accord EX-L Sedan","Honda","2011 Honda Accord Sedan","2011","190","162" +"195","86","54","Front-wheel drive","Honda 3.5L 6 Cylinder 271 hp 254 ft-lbs","True","5","5 Speed Automatic","20","Gasoline","30","Automatic transmission","2011 Honda Accord EX-L V-6 Sedan","Honda","2011 Honda Accord Sedan","2011","271","254" +"102","202","196","Rear-wheel drive","Rolls-Royce 6.7L 12 Cylinder 453 hp 531 ft-lbs","True","6","6 Speed Automatic","11","Gasoline","18","Automatic transmission","2011 Rolls-Royce Phantom Sedan EWB","Rolls-Royce","2011 Rolls-Royce Phantom Sedan","2011","453","531" +"61","234","194","Rear-wheel drive","Rolls-Royce 6.7L 12 Cylinder 453 hp 531 ft-lbs","True","6","6 Speed Automatic","11","Gasoline","18","Automatic transmission","2011 Rolls-Royce Phantom Coupe","Rolls-Royce","2011 Rolls-Royce Phantom Coupe","2011","453","531" +"43","232","194","Rear-wheel drive","Rolls-Royce 6.7L 12 Cylinder 453 hp 531 ft-lbs","True","6","6 Speed Automatic","11","Gasoline","18","Automatic transmission","2011 Rolls-Royce Phantom Drophead Coupe","Rolls-Royce","2011 Rolls-Royce Phantom Drophead Coupe","2011","453","531" +"172","19","242","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","5","5 Speed Manual","23","Gasoline","33","Manual transmission","2011 Volkswagen Jetta SEL PZEV","Volkswagen","2011 Volkswagen Jetta","2011","170","177" +"172","19","242","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic","24","Gasoline","31","Automatic transmission","2011 Volkswagen Jetta SE PZEV AT","Volkswagen","2011 Volkswagen Jetta","2011","170","177" +"172","19","242","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 115 hp 125 ft-lbs","True","6","6 Speed Automatic","23","Gasoline","29","Automatic transmission","2011 Volkswagen Jetta AT","Volkswagen","2011 Volkswagen Jetta","2011","115","125" +"172","19","242","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 115 hp 125 ft-lbs","True","6","6 Speed Automatic","23","Gasoline","29","Automatic transmission","2011 Volkswagen Jetta S AT","Volkswagen","2011 Volkswagen Jetta","2011","115","125" +"172","19","242","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic","24","Gasoline","31","Automatic transmission","2011 Volkswagen Jetta SE AT","Volkswagen","2011 Volkswagen Jetta","2011","170","177" +"172","19","242","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic","24","Gasoline","31","Automatic transmission","2011 Volkswagen Jetta SEL PZEV AT","Volkswagen","2011 Volkswagen Jetta","2011","170","177" +"172","19","242","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 115 hp 125 ft-lbs","True","5","5 Speed Manual","24","Gasoline","34","Manual transmission","2011 Volkswagen Jetta","Volkswagen","2011 Volkswagen Jetta","2011","115","125" +"172","19","242","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic","24","Gasoline","31","Automatic transmission","2011 Volkswagen Jetta SEL AT","Volkswagen","2011 Volkswagen Jetta","2011","170","177" +"172","19","242","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","5","5 Speed Manual","23","Gasoline","33","Manual transmission","2011 Volkswagen Jetta SE","Volkswagen","2011 Volkswagen Jetta","2011","170","177" +"172","19","242","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","5","5 Speed Manual","23","Gasoline","33","Manual transmission","2011 Volkswagen Jetta SEL","Volkswagen","2011 Volkswagen Jetta","2011","170","177" +"172","19","242","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","5","5 Speed Manual","23","Gasoline","33","Manual transmission","2011 Volkswagen Jetta SE PZEV","Volkswagen","2011 Volkswagen Jetta","2011","170","177" +"172","19","242","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 115 hp 125 ft-lbs","True","5","5 Speed Manual","24","Gasoline","34","Manual transmission","2011 Volkswagen Jetta S","Volkswagen","2011 Volkswagen Jetta","2011","115","125" +"186","187","224","Front-wheel drive","Toyota 1.8L 4 Cylinder 132 hp 128 ft-lbs.","True","5","5 Speed Manual","26","Gasoline","35","Manual transmission","2010 Toyota Corolla","Toyota","2010 Toyota Corolla","2010","132","128" +"186","187","224","Front-wheel drive","Toyota 1.8L 4 Cylinder 132 hp 128 ft-lbs.","True","4","4 Speed Automatic","26","Gasoline","34","Automatic transmission","2010 Toyota Corolla AT","Toyota","2010 Toyota Corolla","2010","132","128" +"186","187","224","Front-wheel drive","Toyota 1.8L 4 Cylinder 132 hp 128 ft-lbs.","True","5","5 Speed Manual","26","Gasoline","35","Manual transmission","2010 Toyota Corolla S","Toyota","2010 Toyota Corolla","2010","132","128" +"186","187","224","Front-wheel drive","Toyota 1.8L 4 Cylinder 132 hp 128 ft-lbs.","True","4","4 Speed Automatic","26","Gasoline","34","Automatic transmission","2010 Toyota Corolla S AT","Toyota","2010 Toyota Corolla","2010","132","128" +"186","187","224","Front-wheel drive","Toyota 1.8L 4 Cylinder 132 hp 128 ft-lbs.","True","4","4 Speed Automatic","26","Gasoline","34","Automatic transmission","2010 Toyota Corolla LE","Toyota","2010 Toyota Corolla","2010","132","128" +"186","187","224","Front-wheel drive","Toyota 1.8L 4 Cylinder 132 hp 128 ft-lbs.","True","4","4 Speed Automatic","26","Gasoline","34","Automatic transmission","2010 Toyota Corolla XLE","Toyota","2010 Toyota Corolla","2010","132","128" +"186","187","224","Front-wheel drive","Toyota 2.4L 4 Cylinder 158 hp 162 ft-lbs.","True","5","5 Speed Manual","22","Gasoline","30","Manual transmission","2010 Toyota Corolla XRS","Toyota","2010 Toyota Corolla","2010","158","162" +"186","187","224","Front-wheel drive","Toyota 2.4L 4 Cylinder 158 hp 162 ft-lbs.","True","5","5 Speed Automatic Select Shift","22","Gasoline","30","Automatic transmission","2010 Toyota Corolla XRS AT","Toyota","2010 Toyota Corolla","2010","158","162" +"19","63","113","Rear-wheel drive","Toyota 4.0L 6 Cylinder 260 hp 271 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","22","Automatic transmission","2011 Toyota FJ Cruiser","Toyota","2011 Toyota FJ Cruiser","2011","260","271" +"37","63","113","Four-wheel drive","Toyota 4.0L 6 Cylinder 260 hp 271 ft-lbs","True","6","6 Speed Manual","15","Gasoline","20","Manual transmission","2011 Toyota FJ Cruiser 4WD","Toyota","2011 Toyota FJ Cruiser","2011","260","271" +"37","63","113","Four-wheel drive","Toyota 4.0L 6 Cylinder 260 hp 271 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","21","Automatic transmission","2011 Toyota FJ Cruiser 4WD AT","Toyota","2011 Toyota FJ Cruiser","2011","260","271" +"188","61","82","All-wheel drive","Audi 3.0L 6 Cylinder 310 hp 325 ft-lbs","True","8","8 Speed Automatic Select Shift","19","Gasoline","28","Automatic transmission","2012 Audi A6 Sedan 3.0 T","Audi","2012 Audi A6 Sedan","2012","310","325" +"179","63","237","All-wheel drive","Audi 3.0L 6 Cylinder 300 hp 310 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2011 Audi A6 Sedan 3.0 T","Audi","2011 Audi A6 Sedan","2011","300","310" +"177","202","244","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic","23","Gasoline","30","Automatic transmission","2010 Volkswagen Jetta SE AT","Volkswagen","2010 Volkswagen Jetta","2010","170","177" +"177","202","244","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic","23","Gasoline","30","Automatic transmission","2010 Volkswagen Jetta S AT","Volkswagen","2010 Volkswagen Jetta","2010","170","177" +"177","202","244","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic","23","Gasoline","30","Automatic transmission","2010 Volkswagen Jetta SE PZEV AT","Volkswagen","2010 Volkswagen Jetta","2010","170","177" +"177","202","244","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","5","5 Speed Manual","22","Gasoline","30","Manual transmission","2010 Volkswagen Jetta Limited Edition","Volkswagen","2010 Volkswagen Jetta","2010","170","177" +"177","202","244","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","5","5 Speed Manual","22","Gasoline","30","Manual transmission","2010 Volkswagen Jetta S","Volkswagen","2010 Volkswagen Jetta","2010","170","177" +"177","202","244","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic","23","Gasoline","30","Automatic transmission","2010 Volkswagen Jetta Limited Edition AT","Volkswagen","2010 Volkswagen Jetta","2010","170","177" +"177","202","244","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic","23","Gasoline","30","Automatic transmission","2010 Volkswagen Jetta S PZEV AT","Volkswagen","2010 Volkswagen Jetta","2010","170","177" +"177","202","244","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","5","5 Speed Manual","22","Gasoline","30","Manual transmission","2010 Volkswagen Jetta S PZEV","Volkswagen","2010 Volkswagen Jetta","2010","170","177" +"177","202","244","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic","23","Gasoline","30","Automatic transmission","2010 Volkswagen Jetta Limited Edition PZEV AT","Volkswagen","2010 Volkswagen Jetta","2010","170","177" +"177","202","244","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","5","5 Speed Manual","22","Gasoline","30","Manual transmission","2010 Volkswagen Jetta Sedan SE PZEV","Volkswagen","2010 Volkswagen Jetta","2010","170","177" +"177","202","244","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","5","5 Speed Manual","22","Gasoline","30","Manual transmission","2010 Volkswagen Jetta SE","Volkswagen","2010 Volkswagen Jetta","2010","170","177" +"177","202","244","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2010 Volkswagen Jetta Wolfsburg Edition","Volkswagen","2010 Volkswagen Jetta","2010","200","207" +"177","202","244","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2010 Volkswagen Jetta Wolfsburg Edition PZEV","Volkswagen","2010 Volkswagen Jetta","2010","200","207" +"177","202","244","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 140 hp 236 ft-lbs Turbo Diesel","True","6","6 Speed Manual","30","Gasoline","41","Manual transmission","2010 Volkswagen Jetta TDI Clean Diesel","Volkswagen","2010 Volkswagen Jetta","2010","140","236" +"177","202","244","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic","23","Gasoline","30","Automatic transmission","2010 Volkswagen Jetta SEL PZEV AT","Volkswagen","2010 Volkswagen Jetta","2010","170","177" +"177","202","244","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic","23","Gasoline","30","Automatic transmission","2010 Volkswagen Jetta SEL AT","Volkswagen","2010 Volkswagen Jetta","2010","170","177" +"177","202","244","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 140 hp 236 ft-lbs Turbo Diesel","True","6","6 Speed Manual","30","Gasoline","41","Manual transmission","2010 Volkswagen Jetta TDI Cup Edition","Volkswagen","2010 Volkswagen Jetta","2010","140","236" +"19","63","113","Rear-wheel drive","Toyota 4.0L 6 Cylinder 260 hp 271 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","22","Automatic transmission","2010 Toyota FJ Cruiser","Toyota","2010 Toyota FJ Cruiser","2010","260","271" +"37","63","113","Four-wheel drive","Toyota 4.0L 6 Cylinder 260 hp 271 ft-lbs","True","6","6 Speed Manual","15","Gasoline","19","Manual transmission","2010 Toyota FJ Cruiser 4WD","Toyota","2010 Toyota FJ Cruiser","2010","260","271" +"37","63","113","Four-wheel drive","Toyota 4.0L 6 Cylinder 260 hp 271 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","21","Automatic transmission","2010 Toyota FJ Cruiser 4WD AT","Toyota","2010 Toyota FJ Cruiser","2010","260","271" +"194","177","118","Front-wheel drive","Toyota 2.7L 4 Cylinder 187 hp 186 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","25","Automatic transmission","2011 Toyota Highlander","Toyota","2011 Toyota Highlander","2011","187","186" +"194","177","118","Front-wheel drive","Toyota 3.5L 6 Cylinder 270 hp 248 ft-lbs.","True","6","6 Speed Automatic Select Shift","20","Gasoline","25","Automatic transmission","2011 Toyota Highlander V6","Toyota","2011 Toyota Highlander","2011","270","248" +"194","177","118","Four-wheel drive","Toyota 3.5L 6 Cylinder 270 hp 248 ft-lbs.","True","5","5 Speed Automatic Select Shift","17","Gasoline","22","Automatic transmission","2011 Toyota Highlander V6 4WD","Toyota","2011 Toyota Highlander","2011","270","248" +"224","177","118","Front-wheel drive","Toyota 2.7L 4 Cylinder 187 hp 186 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","25","Automatic transmission","2011 Toyota Highlander SE","Toyota","2011 Toyota Highlander","2011","187","186" +"224","177","118","Front-wheel drive","Toyota 3.5L 6 Cylinder 270 hp 248 ft-lbs.","True","5","5 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2011 Toyota Highlander SE V6","Toyota","2011 Toyota Highlander","2011","270","248" +"224","177","118","Four-wheel drive","Toyota 3.5L 6 Cylinder 270 hp 248 ft-lbs.","True","5","5 Speed Automatic Select Shift","17","Gasoline","22","Automatic transmission","2011 Toyota Highlander SE V6 4WD","Toyota","2011 Toyota Highlander","2011","270","248" +"224","177","118","Front-wheel drive","Toyota 3.5L 6 Cylinder 270 hp 248 ft-lbs.","True","5","5 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2011 Toyota Highlander Limited","Toyota","2011 Toyota Highlander","2011","270","248" +"224","177","118","Four-wheel drive","Toyota 3.5L 6 Cylinder 270 hp 248 ft-lbs.","True","5","5 Speed Automatic Select Shift","17","Gasoline","22","Automatic transmission","2011 Toyota Highlander Limited 4WD","Toyota","2011 Toyota Highlander","2011","270","248" +"194","177","118","Front-wheel drive","Toyota 2.7L 4 Cylinder 187 hp 186 ft-lbs","True","6","6 Speed Automatic","20","Gasoline","27","Automatic transmission","2010 Toyota Highlander","Toyota","2010 Toyota Highlander","2010","187","186" +"194","177","118","Front-wheel drive","Toyota 3.5L 6 Cylinder 270 hp 248 ft-lbs.","True","5","5 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2010 Toyota Highlander V6","Toyota","2010 Toyota Highlander","2010","270","248" +"194","177","118","Four-wheel drive","Toyota 3.5L 6 Cylinder 270 hp 248 ft-lbs.","True","5","5 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2010 Toyota Highlander V6 4WD","Toyota","2010 Toyota Highlander","2010","270","248" +"224","177","118","Front-wheel drive","Toyota 3.5L 6 Cylinder 270 hp 248 ft-lbs.","True","5","5 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2010 Toyota Highlander Sport","Toyota","2010 Toyota Highlander","2010","270","248" +"224","177","118","Four-wheel drive","Toyota 3.5L 6 Cylinder 270 hp 248 ft-lbs.","True","5","5 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2010 Toyota Highlander Sport 4WD","Toyota","2010 Toyota Highlander","2010","270","248" +"224","177","118","Front-wheel drive","Toyota 3.5L 6 Cylinder 270 hp 248 ft-lbs.","True","5","5 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2010 Toyota Highlander SE","Toyota","2010 Toyota Highlander","2010","270","248" +"224","177","118","Four-wheel drive","Toyota 3.5L 6 Cylinder 270 hp 248 ft-lbs.","True","5","5 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2010 Toyota Highlander SE 4WD","Toyota","2010 Toyota Highlander","2010","270","248" +"224","177","118","Front-wheel drive","Toyota 3.5L 6 Cylinder 270 hp 248 ft-lbs.","True","5","5 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2010 Toyota Highlander Limited","Toyota","2010 Toyota Highlander","2010","270","248" +"224","177","118","Four-wheel drive","Toyota 3.5L 6 Cylinder 270 hp 248 ft-lbs.","True","5","5 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2010 Toyota Highlander Limited 4WD","Toyota","2010 Toyota Highlander","2010","270","248" +"132","134","105","Front-wheel drive","Honda 3.5L 6 Cylinder 271 hp 254 ft-lbs","True","5","5 Speed Automatic","18","Gasoline","27","Automatic transmission","2011 Honda Accord Crosstour EX Hatchback","Honda","2011 Honda Accord Crosstour Hatchback","2011","271","254" +"132","134","105","Front-wheel drive","Honda 3.5L 6 Cylinder 271 hp 254 ft-lbs","True","5","5 Speed Automatic","18","Gasoline","27","Automatic transmission","2011 Honda Accord Crosstour EX-L Hatchback","Honda","2011 Honda Accord Crosstour Hatchback","2011","271","254" +"132","134","105","Four-wheel drive","Honda 3.5L 6 Cylinder 271 hp 254 ft-lbs","True","5","5 Speed Automatic","18","Gasoline","26","Automatic transmission","2011 Honda Accord Crosstour EX-L Hatchback 4WD","Honda","2011 Honda Accord Crosstour Hatchback","2011","271","254" +"88","87","179","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 Toyota Land Cruiser","Toyota","2011 Toyota Land Cruiser","2011","381","401" +"88","87","179","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2010 Toyota Land Cruiser","Toyota","2010 Toyota Land Cruiser","2010","381","401" +"13","14","229","Front-wheel drive","Toyota 1.8L 4 Cylinder 132 hp 128 ft-lbs.","True","5","5 Speed Manual","26","Gasoline","32","Manual transmission","2011 Toyota Matrix","Toyota","2011 Toyota Matrix","2011","132","128" +"13","14","229","Front-wheel drive","Toyota 1.8L 4 Cylinder 132 hp 128 ft-lbs.","True","4","4 Speed Automatic","25","Gasoline","32","Automatic transmission","2011 Toyota Matrix AT","Toyota","2011 Toyota Matrix","2011","132","128" +"13","14","229","Front-wheel drive","Toyota 2.4L 4 Cylinder 158 hp 162 ft-lbs.","True","5","5 Speed Manual","21","Gasoline","28","Manual transmission","2011 Toyota Matrix S","Toyota","2011 Toyota Matrix","2011","158","162" +"13","14","229","Front-wheel drive","Toyota 2.4L 4 Cylinder 158 hp 162 ft-lbs.","True","5","5 Speed Automatic Select Shift","21","Gasoline","29","Automatic transmission","2011 Toyota Matrix S AT","Toyota","2011 Toyota Matrix","2011","158","162" +"24","14","229","All-wheel drive","Toyota 2.4L 4 Cylinder 158 hp 162 ft-lbs.","True","4","4 Speed Automatic","20","Gasoline","26","Automatic transmission","2011 Toyota Matrix S AT AWD","Toyota","2011 Toyota Matrix","2011","158","162" +"38","95","189","Rear-wheel drive","Maybach 6.0L 12 Cylinder 631 hp 738 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","10","Gasoline","16","Automatic transmission","2010 Maybach 57 Zeppelin","Maybach","2010 Maybach 57","2010","631","738" +"38","95","189","Rear-wheel drive","Maybach 5.5L 12 Cylinder 543 hp 664 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","10","Gasoline","16","Automatic transmission","2010 Maybach 57","Maybach","2010 Maybach 57","2010","543","664" +"1","95","189","Rear-wheel drive","Maybach 6.0L 12 Cylinder 604 hp 738 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","10","Gasoline","16","Automatic transmission","2010 Maybach 57 S","Maybach","2010 Maybach 57","2010","604","738" +"38","95","189","Rear-wheel drive","Maybach 6.0L 12 Cylinder 631 hp 738 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","10","Gasoline","16","Automatic transmission","2010 Maybach 57 Zeppelin","Maybach","2010 Maybach 57","2011","631","738" +"1","95","189","Rear-wheel drive","Maybach 6.0L 12 Cylinder 620 hp 738 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","10","Gasoline","16","Automatic transmission","2011 Maybach 57 S","Maybach","2011 Maybach 57","2011","620","738" +"38","20","189","Rear-wheel drive","Maybach 5.5L 12 Cylinder 543 hp 664 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","10","Gasoline","16","Automatic transmission","2010 Maybach 62","Maybach","2010 Maybach 62","2010","543","664" +"38","20","189","Rear-wheel drive","Maybach 6.0L 12 Cylinder 604 hp 738 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","10","Gasoline","16","Automatic transmission","2010 Maybach 62 S","Maybach","2010 Maybach 62","2010","604","738" +"38","20","189","Rear-wheel drive","Maybach 6.0L 12 Cylinder 631 hp 738 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","10","Gasoline","16","Automatic transmission","2010 Maybach 62 Zeppelin","Maybach","2010 Maybach 62","2010","631","738" +"38","20","189","Rear-wheel drive","Maybach 6.0L 12 Cylinder 620 hp 738 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","10","Gasoline","16","Automatic transmission","2011 Maybach 62 S","Maybach","2011 Maybach 62","2011","620","738" +"38","20","189","Rear-wheel drive","Maybach 5.5L 12 Cylinder 543 hp 664 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","10","Gasoline","16","Automatic transmission","2011 Maybach 62","Maybach","2011 Maybach 62","2011","543","664" +"38","20","189","Rear-wheel drive","Maybach 6.0L 12 Cylinder 604 hp 738 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","10","Gasoline","16","Automatic transmission","2009 Maybach Landaulet","Maybach","2009 Maybach Landaulet","2009","604","738" +"38","20","189","Rear-wheel drive","Maybach 6.0L 12 Cylinder 604 hp 738 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","10","Gasoline","16","Automatic transmission","2010 Maybach Landaulet","Maybach","2010 Maybach Landaulet","2010","604","738" +"38","20","189","Rear-wheel drive","Maybach 6.0L 12 Cylinder 620 hp 738 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","10","Gasoline","16","Automatic transmission","2011 Maybach Landaulet","Maybach","2011 Maybach Landaulet","2011","620","738" +"13","14","229","Front-wheel drive","Toyota 1.8L 4 Cylinder 132 hp 128 ft-lbs.","True","5","5 Speed Manual","26","Gasoline","32","Manual transmission","2010 Toyota Matrix","Toyota","2010 Toyota Matrix","2010","132","128" +"13","14","229","Front-wheel drive","Toyota 1.8L 4 Cylinder 132 hp 128 ft-lbs.","True","4","4 Speed Automatic","25","Gasoline","31","Automatic transmission","2010 Toyota Matrix AT","Toyota","2010 Toyota Matrix","2010","132","128" +"13","42","229","Front-wheel drive","Toyota 2.4L 4 Cylinder 158 hp 162 ft-lbs.","True","5","5 Speed Manual","21","Gasoline","28","Manual transmission","2010 Toyota Matrix S","Toyota","2010 Toyota Matrix","2010","158","162" +"13","42","229","Front-wheel drive","Toyota 2.4L 4 Cylinder 158 hp 162 ft-lbs.","True","5","5 Speed Automatic Select Shift","21","Gasoline","29","Automatic transmission","2010 Toyota Matrix S AT","Toyota","2010 Toyota Matrix","2010","158","162" +"24","42","229","All-wheel drive","Toyota 2.4L 4 Cylinder 158 hp 162 ft-lbs.","True","4","4 Speed Automatic","20","Gasoline","26","Automatic transmission","2010 Toyota Matrix S AT AWD","Toyota","2010 Toyota Matrix","2010","158","162" +"23","42","229","Front-wheel drive","Toyota 2.4L 4 Cylinder 158 hp 162 ft-lbs.","True","5","5 Speed Manual","21","Gasoline","28","Manual transmission","2010 Toyota Matrix XRS","Toyota","2010 Toyota Matrix","2010","158","162" +"23","42","229","Front-wheel drive","Toyota 2.4L 4 Cylinder 158 hp 162 ft-lbs.","True","5","5 Speed Automatic Select Shift","21","Gasoline","29","Automatic transmission","2010 Toyota Matrix XRS AT","Toyota","2010 Toyota Matrix","2010","158","162" +"13","14","229","Front-wheel drive","Toyota 1.8L 4 Cylinder 132 hp 128 ft-lbs.","True","4","4 Speed Automatic","25","Gasoline","31","Automatic transmission","2010 Toyota Matrix AT","Nissan","2010 Toyota Matrix","2010","132","128" +"189","155","222","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","12","Gasoline","18","Automatic transmission","2011 Nissan Armada SV 4x4 FFV","Nissan","2011 Nissan Armada","2011","317","385" +"189","155","222","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","12","Gasoline","18","Automatic transmission","2011 Nissan Armada Platinum 4x4","Nissan","2011 Nissan Armada","2011","317","385" +"189","155","222","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","12","Gasoline","18","Automatic transmission","2011 Nissan Armada SL 4x4 FFV","Nissan","2011 Nissan Armada","2011","317","385" +"168","155","222","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Nissan Armada Platinum","Nissan","2011 Nissan Armada","2011","317","385" +"168","155","222","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","12","Gasoline","18","Automatic transmission","2011 Nissan Armada SV FFV","Nissan","2011 Nissan Armada","2011","317","385" +"168","155","222","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","12","Gasoline","18","Automatic transmission","2011 Nissan Armada SL FFV","Nissan","2011 Nissan Armada","2011","317","385" +"223","204","244","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","5","5 Speed Manual","23","Gasoline","33","Manual transmission","2011 Volkswagen Jetta SportWagen S PZEV","Volkswagen","2011 Volkswagen Jetta SportWagen","2011","170","177" +"223","204","244","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic","24","Gasoline","31","Automatic transmission","2011 Volkswagen Jetta SportWagen S PZEV AT","Volkswagen","2011 Volkswagen Jetta SportWagen","2011","170","177" +"223","204","244","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","5","5 Speed Manual","23","Gasoline","33","Manual transmission","2011 Volkswagen Jetta SportWagen S","Volkswagen","2011 Volkswagen Jetta SportWagen","2011","170","177" +"223","204","244","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic","24","Gasoline","31","Automatic transmission","2011 Volkswagen Jetta SportWagen S AT","Volkswagen","2011 Volkswagen Jetta SportWagen","2011","170","177" +"223","204","244","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic","24","Gasoline","31","Automatic transmission","2011 Volkswagen Jetta SportWagen SE","Volkswagen","2011 Volkswagen Jetta SportWagen","2011","170","177" +"223","204","244","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic","24","Gasoline","31","Automatic transmission","2011 Volkswagen Jetta SportWagen SE PZEV","Volkswagen","2011 Volkswagen Jetta SportWagen","2011","170","177" +"223","204","244","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 140 hp 236 ft-lbs Turbo Diesel","True","6","6 Speed Manual","30","Gasoline","42","Manual transmission","2011 Volkswagen Jetta SportWagen TDI Clean Diesel","Volkswagen","2011 Volkswagen Jetta SportWagen","2011","140","236" +"226","214","173","Front-wheel drive","Chevrolet 1.6L 4 Cylinder 108 hp 105 ft-lbs","True","5","5 Speed Manual","27","Gasoline","35","Manual transmission","2011 Chevrolet Aveo LS","Chevrolet","2011 Chevrolet Aveo","2011","108","105" +"226","214","173","Front-wheel drive","Chevrolet 1.6L 4 Cylinder 108 hp 105 ft-lbs","True","5","5 Speed Manual","27","Gasoline","35","Manual transmission","2011 Chevrolet Aveo 1LT","Chevrolet","2011 Chevrolet Aveo","2011","108","105" +"226","214","173","Front-wheel drive","Chevrolet 1.6L 4 Cylinder 108 hp 105 ft-lbs","True","4","4 Speed Automatic","25","Gasoline","34","Automatic transmission","2011 Chevrolet Aveo 1LT AT","Chevrolet","2011 Chevrolet Aveo","2011","108","105" +"226","214","173","Front-wheel drive","Chevrolet 1.6L 4 Cylinder 108 hp 105 ft-lbs","True","5","5 Speed Manual","27","Gasoline","35","Manual transmission","2011 Chevrolet Aveo 2LT","Chevrolet","2011 Chevrolet Aveo","2011","108","105" +"226","214","173","Front-wheel drive","Chevrolet 1.6L 4 Cylinder 108 hp 105 ft-lbs","True","4","4 Speed Automatic","25","Gasoline","34","Automatic transmission","2011 Chevrolet Aveo 2LT AT","Chevrolet","2011 Chevrolet Aveo","2011","108","105" +"137","215","62","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2010 Volkswagen CC Sport PZEV","Volkswagen","2010 Volkswagen CC","2010","200","207" +"137","190","62","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2010 Volkswagen CC Sport","Volkswagen","2010 Volkswagen CC","2010","200","207" +"137","190","62","Front-wheel drive","Volkswagen 3.6L 6 Cylinder 280 hp 265 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","27","Automatic transmission","2010 Volkswagen CC VR6 Sport","Volkswagen","2010 Volkswagen CC","2010","280","265" +"137","190","62","Front-wheel drive","Volkswagen 3.6L 6 Cylinder 280 hp 265 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","25","Automatic transmission","2010 Volkswagen CC VR6 4Motion Executive","Volkswagen","2010 Volkswagen CC","2010","280","265" +"179","52","237","All-wheel drive","Audi 4.2L 8 cylinder 350 hp 325 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2011 Audi A6 Sedan 4.2","Audi","2011 Audi A6 Sedan","2011","350","325" +"179","52","220","All-wheel drive","Audi 3.0L 6 Cylinder 300 hp 310 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2010 Audi A6 Sedan 3.0 T","Audi","2010 Audi A6 Sedan","2010","300","310" +"226","79","142","Front-wheel drive","Chevrolet 1.6L 4 Cylinder 108 hp 105 ft-lbs","True","5","5 Speed Manual","27","Gasoline","35","Manual transmission","2011 Chevrolet Aveo5 LS","Chevrolet","2011 Chevrolet Aveo5","2011","108","105" +"226","79","142","Front-wheel drive","Chevrolet 1.6L 4 Cylinder 108 hp 105 ft-lbs","True","5","5 Speed Manual","27","Gasoline","35","Manual transmission","2011 Chevrolet Aveo5 1LT","Chevrolet","2011 Chevrolet Aveo5","2011","108","105" +"226","79","142","Front-wheel drive","Chevrolet 1.6L 4 Cylinder 108 hp 105 ft-lbs","True","4","4 Speed Automatic","25","Gasoline","34","Automatic transmission","2011 Chevrolet Aveo5 1LT AT","Chevrolet","2011 Chevrolet Aveo5","2011","108","105" +"226","79","142","Front-wheel drive","Chevrolet 1.6L 4 Cylinder 108 hp 105 ft-lbs","True","5","5 Speed Manual","27","Gasoline","35","Manual transmission","2011 Chevrolet Aveo5 2LT","Chevrolet","2011 Chevrolet Aveo5","2011","108","105" +"226","79","142","Front-wheel drive","Chevrolet 1.6L 4 Cylinder 108 hp 105 ft-lbs","True","4","4 Speed Automatic","25","Gasoline","34","Automatic transmission","2011 Chevrolet Aveo5 2LT AT","Chevrolet","2011 Chevrolet Aveo5","2011","108","105" +"179","52","220","All-wheel drive","Audi 4.2L 8 cylinder 350 hp 325 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 Audi A6 Sedan 4.2","Audi","2010 Audi A6 Sedan","2010","350","325" +"198","69","220","All-wheel drive","Audi 3.0L 6 Cylinder 300 hp 310 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2011 Audi A6 Avant","Audi","2011 Audi A6 Avant","2011","300","310" +"198","69","220","All-wheel drive","Audi 3.0L 6 Cylinder 300 hp 310 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2010 Audi A6 Avant","Audi","2010 Audi A6 Avant","2010","300","310" +"140","105","91","All-wheel drive","Audi 3.0L 6 Cylinder 310 hp 325 ft-lbs","True","8","8 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2012 Audi A7","Audi","2012 Audi A7","2012","310","325" +"180","17","63","All-wheel drive","Audi 4.2L 8 Cylinder 372 hp 328 ft-lbs","True","8","8 Speed Automatic Select Shift","17","Gasoline","27","Automatic transmission","2011 Audi A8","Audi","2011 Audi A8","2011","372","328" +"191","147","63","All-wheel drive","Audi 4.2L 8 Cylinder 372 hp 328 ft-lbs","True","8","8 Speed Automatic Select Shift","17","Gasoline","27","Automatic transmission","2011 Audi A8 L","Audi","2011 Audi A8","2011","372","328" +"189","155","222","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","18","Automatic transmission","2010 Nissan Armada SE 4x4","Nissan","2010 Nissan Armada","2010","317","385" +"189","155","222","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","18","Automatic transmission","2010 Nissan Armada Titanium 4x4","Nissan","2010 Nissan Armada","2010","317","385" +"168","155","222","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","18","Automatic transmission","2010 Nissan Armada Platinum","Nissan","2010 Nissan Armada","2010","317","385" +"168","155","222","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","18","Automatic transmission","2010 Nissan Armada SE","Nissan","2010 Nissan Armada","2010","317","385" +"168","155","222","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","18","Automatic transmission","2010 Nissan Armada Titanium","Nissan","2010 Nissan Armada","2010","317","385" +"189","155","222","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","18","Automatic transmission","2010 Nissan Armada Platinum 4x4","Nissan","2010 Nissan Armada","2010","317","385" +"164","198","236","All-wheel drive","Audi 4.2L 8 cylinder 350 hp 325 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 Audi A8 L","Audi","2010 Audi A8","2010","350","325" +"164","198","236","All-wheel drive","Audi 4.2L 8 cylinder 350 hp 325 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 Audi A8","Audi","2010 Audi A8","2010","350","325" +"115","140","158","Front-wheel drive","Nissan 1.8L 4 Cylinder 122 hp 127 ft-lbs","True","6","6 Speed Manual","25","Gasoline","30","Manual transmission","2011 Nissan Cube 1.8","Nissan","2011 Nissan Cube","2011","122","127" +"115","140","158","Front-wheel drive","Nissan 1.8L 4 Cylinder 122 hp 127 ft-lbs","True","6","6 Speed Manual","25","Gasoline","30","Manual transmission","2011 Nissan Cube 1.8 S","Nissan","2011 Nissan Cube","2011","122","127" +"115","140","158","Front-wheel drive","Nissan 1.8L 4 Cylinder 122 hp 127 ft-lbs","True","6","6 Speed Manual","25","Gasoline","30","Manual transmission","2010 Nissan Cube 1.8","Nissan","2010 Nissan Cube","2010","122","127" +"115","140","158","Front-wheel drive","Nissan 1.8L 4 Cylinder 122 hp 127 ft-lbs","True","6","6 Speed Manual","25","Gasoline","30","Manual transmission","2010 Nissan Cube 1.8 S","Nissan","2010 Nissan Cube","2010","122","127" +"117","21","41","All-wheel drive","Audi 2.0L 4 cylinder 211 hp 258 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","20","Gasoline","27","Automatic transmission","2012 Audi Q5 2.0 T","Audi","2012 Audi Q5","2012","211","258" +"117","21","41","All-wheel drive","Audi 3.2L 6 cylinder 270 hp 243 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","23","Automatic transmission","2012 Audi Q5 3.2","Audi","2012 Audi Q5","2012","270","243" +"117","21","41","All-wheel drive","Audi 2.0L 4 cylinder 211 hp 258 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","20","Gasoline","27","Automatic transmission","2011 Audi Q5 2.0 T","Audi","2011 Audi Q5","2011","211","258" +"117","21","41","All-wheel drive","Audi 3.2L 6 cylinder 270 hp 243 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","23","Automatic transmission","2011 Audi Q5 3.2","Audi","2011 Audi Q5","2011","270","243" +"135","134","105","Front-wheel drive","Honda 3.5L 6 Cylinder 271 hp 254 ft-lbs","True","5","5 Speed Automatic","18","Gasoline","27","Automatic transmission","2010 Honda Accord Crosstour EX Hatchback","Honda","2010 Honda Accord Crosstour Hatchback","2010","271","254" +"135","134","105","Front-wheel drive","Honda 3.5L 6 Cylinder 271 hp 254 ft-lbs","True","5","5 Speed Automatic","18","Gasoline","27","Automatic transmission","2010 Honda Accord Crosstour EX-L Hatchback","Honda","2010 Honda Accord Crosstour Hatchback","2010","271","254" +"135","134","105","Four-wheel drive","Honda 3.5L 6 Cylinder 271 hp 254 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","25","Automatic transmission","2010 Honda Accord Crosstour EX-L Hatchback 4WD","Honda","2010 Honda Accord Crosstour Hatchback","2010","271","254" +"117","21","41","All-wheel drive","Audi 3.2L 6 cylinder 270 hp 243 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","23","Automatic transmission","2010 Audi Q5 3.2","Audi","2010 Audi Q5","2010","270","243" +"117","20","88","All-wheel drive","Audi 3.2L 6 cylinder 270 hp 243 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","23","Automatic transmission","2009 Audi Q5 3.2","Audi","2009 Audi Q5","2009","270","243" +"117","105","214","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Manual","26","Gasoline","34","Manual transmission","2011 Honda Civic DX Coup","Honda","2011 Honda Civic Coup","2011","140","128" +"117","105","214","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","25","Gasoline","36","Automatic transmission","2011 Honda Civic DX Coup AT","Honda","2011 Honda Civic Coup","2011","140","128" +"117","105","214","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Manual","26","Gasoline","34","Manual transmission","2011 Honda Civic LX Coup","Honda","2011 Honda Civic Coup","2011","140","128" +"117","105","214","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","25","Gasoline","36","Automatic transmission","2011 Honda Civic LX Coup AT","Honda","2011 Honda Civic Coup","2011","140","128" +"117","105","214","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Manual","26","Gasoline","34","Manual transmission","2011 Honda Civic EX Coup","Honda","2011 Honda Civic Coup","2011","140","128" +"117","105","214","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","25","Gasoline","36","Automatic transmission","2011 Honda Civic EX Coup AT","Honda","2011 Honda Civic Coup","2011","140","128" +"117","105","214","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","25","Gasoline","36","Automatic transmission","2011 Honda Civic EX-L Coup","Honda","2011 Honda Civic Coup","2011","140","128" +"117","105","214","Front-wheel drive","Honda 2.0L 4 cylinder 197hp 139ft-lbs","True","6","6 Speed Manual","21","Gasoline","29","Manual transmission","2011 Honda Civic Si Coup","Honda","2011 Honda Civic Coup","2011","197","139" +"201","225","129","All-wheel drive","Audi 3.0L 6 Cylinder 333 hp 325 ft-lbs S-charged","True","8","8 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2012 Audi Q7 3.0 T S Line","Audi","2012 Audi Q7","2012","333","325" +"201","225","129","All-wheel drive","Audi 3.0L 6 Cylinder 280 hp 295 ft-lbs S-charged","True","8","8 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2012 Audi Q7 3.0 T","Audi","2012 Audi Q7","2012","280","295" +"201","225","129","All-wheel drive","Audi 3.0L 6 Cylinder 225 hp 406 ft-lbs Turbo Diesel","True","8","8 Speed Automatic Select Shift","17","Diesel fuel","25","Automatic transmission","2012 Audi Q7 3.0 TDI","Audi","2012 Audi Q7","2012","225","406" +"141","249","107","Rear-wheel drive","Lamborghini 5.2L 10 Cylinder 550 hp 398 ft-lbs","True","6","6 Speed Manual","12","Gasoline","20","Manual transmission","2010 Lamborghini Gallardo Coupe LP 550-2 Valentino Balboni","Lamborghini","2010 Lamborghini Gallardo Coupe","2010","550","398" +"226","79","142","Front-wheel drive","Chevrolet 1.6L 4 Cylinder 108 hp 105 ft-lbs","True","5","5 Speed Manual","27","Gasoline","35","Manual transmission","2010 Chevrolet Aveo5 LS","Chevrolet","2010 Chevrolet Aveo5","2010","108","105" +"226","79","142","Front-wheel drive","Chevrolet 1.6L 4 Cylinder 108 hp 105 ft-lbs","True","5","5 Speed Manual","27","Gasoline","35","Manual transmission","2010 Chevrolet Aveo5 1LT","Chevrolet","2010 Chevrolet Aveo5","2010","108","105" +"226","79","142","Front-wheel drive","Chevrolet 1.6L 4 Cylinder 108 hp 105 ft-lbs","True","4","4 Speed Automatic","25","Gasoline","34","Automatic transmission","2010 Chevrolet Aveo5 1LT AT","Chevrolet","2010 Chevrolet Aveo5","2010","108","105" +"226","79","142","Front-wheel drive","Chevrolet 1.6L 4 Cylinder 108 hp 105 ft-lbs","True","5","5 Speed Manual","27","Gasoline","35","Manual transmission","2010 Chevrolet Aveo5 2LT","Chevrolet","2010 Chevrolet Aveo5","2010","108","105" +"226","79","142","Front-wheel drive","Chevrolet 1.6L 4 Cylinder 108 hp 105 ft-lbs","True","4","4 Speed Automatic","25","Gasoline","34","Automatic transmission","2010 Chevrolet Aveo5 2LT AT","Chevrolet","2010 Chevrolet Aveo5","2010","108","105" +"195","195","82","Rear-wheel drive","Lexus 4.6L 8 Cylinder 380 hp 367 ft-lbs","True","8","8 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2010 Lexus LS 460","Lexus","2010 Lexus LS","2010","380","367" +"195","196","83","All-wheel drive","Lexus 4.6L 8 Cylinder 357hp 344ft-lbs","True","8","8 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 Lexus LS 460 AWD","Lexus","2010 Lexus LS","2010","357","344" +"195","60","83","Rear-wheel drive","Lexus 4.6L 8 Cylinder 380 hp 367 ft-lbs","True","8","8 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2010 Lexus LS 460 L","Lexus","2010 Lexus LS","2010","380","367" +"195","60","83","All-wheel drive","Lexus 4.6L 8 Cylinder 357hp 344ft-lbs","True","8","8 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 Lexus LS 460 L AWD","Lexus","2010 Lexus LS","2010","357","344" +"141","249","107","Four-wheel drive","Lamborghini 5.2L 10 Cylinder 560 hp 398 ft-lbs","True","6","6 Speed Manual","12","Gasoline","20","Manual transmission","2011 Lamborghini Gallardo Coupe LP 560-4","Lamborghini","2011 Lamborghini Gallardo Coupe","2011","560","398" +"159","249","107","Four-wheel drive","Lamborghini 5.2L 10 Cylinder 560 hp 398 ft-lbs","True","6","6 Speed Manual","12","Gasoline","20","Manual transmission","2011 Lamborghini Gallardo Coupe LP 560-4 Spyder","Lamborghini","2011 Lamborghini Gallardo Coupe","2011","560","398" +"170","18","163","Front-wheel drive","Hyundai 1.6L 4 Cylinder 138 hp 123 ft-lbs","True","6","6 Speed Automatic Select Shift","30","Gasoline","40","Automatic transmission","2012 Hyundai Accent Hatchback SE AT","Hyundai","2012 Hyundai Accent Hatchback","2012","138","123" +"170","18","163","Front-wheel drive","Hyundai 1.6L 4 Cylinder 138 hp 123 ft-lbs","True","6","6 Speed Automatic Select Shift","30","Gasoline","40","Automatic transmission","2012 Hyundai Accent Hatchback GS AT","Hyundai","2012 Hyundai Accent Hatchback","2012","138","123" +"170","18","163","Front-wheel drive","Hyundai 1.6L 4 Cylinder 138 hp 123 ft-lbs","True","6","6 Speed Manual","30","Gasoline","40","Manual transmission","2012 Hyundai Accent Hatchback SE","Hyundai","2012 Hyundai Accent Hatchback","2012","138","123" +"170","18","163","Front-wheel drive","Hyundai 1.6L 4 Cylinder 138 hp 123 ft-lbs","True","6","6 Speed Manual","30","Gasoline","40","Manual transmission","2012 Hyundai Accent Hatchback GS","Hyundai","2012 Hyundai Accent Hatchback","2012","138","123" +"195","196","83","Rear-wheel drive","Lexus 4.6L 8 Cylinder 380 hp 367 ft-lbs","True","8","8 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2011 Lexus LS 460","Lexus","2011 Lexus LS","2011","380","367" +"195","196","83","All-wheel drive","Lexus 4.6L 8 Cylinder 357hp 344ft-lbs","True","8","8 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 Lexus LS 460 AWD","Lexus","2011 Lexus LS","2011","357","344" +"195","60","83","Rear-wheel drive","Lexus 4.6L 8 Cylinder 380 hp 367 ft-lbs","True","8","8 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2011 Lexus LS 460 L","Lexus","2011 Lexus LS","2011","380","367" +"195","60","83","All-wheel drive","Lexus 4.6L 8 Cylinder 357hp 344ft-lbs","True","8","8 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 Lexus LS 460 L AWD","Lexus","2011 Lexus LS","2011","357","344" +"190","206","158","Front-wheel drive","Hyundai 1.6L 4 cylinder 110hp 106 ft-lbs","True","4","4 Speed Automatic","27","Gasoline","36","Automatic transmission","2011 Hyundai Accent Hatchback GS AT","Hyundai","2011 Hyundai Accent Hatchback","2011","110","106" +"190","206","158","Front-wheel drive","Hyundai 1.6L 4 cylinder 110hp 106 ft-lbs","True","5","5 Speed Manual","28","Gasoline","34","Manual transmission","2011 Hyundai Accent Hatchback SE","Hyundai","2011 Hyundai Accent Hatchback","2011","110","106" +"190","206","158","Front-wheel drive","Hyundai 1.6L 4 cylinder 110hp 106 ft-lbs","True","5","5 Speed Manual","28","Gasoline","34","Manual transmission","2011 Hyundai Accent Hatchback GS","Hyundai","2011 Hyundai Accent Hatchback","2011","110","106" +"190","206","158","Front-wheel drive","Hyundai 1.6L 4 cylinder 110hp 106 ft-lbs","True","5","5 Speed Manual","28","Gasoline","34","Manual transmission","2011 Hyundai Accent Hatchback GL","Hyundai","2011 Hyundai Accent Hatchback","2011","110","106" +"190","206","158","Front-wheel drive","Hyundai 1.6L 4 cylinder 110hp 106 ft-lbs","True","4","4 Speed Automatic","27","Gasoline","36","Automatic transmission","2011 Hyundai Accent Hatchback SE AT","Hyundai","2011 Hyundai Accent Hatchback","2011","110","106" +"190","206","158","Front-wheel drive","Hyundai 1.6L 4 cylinder 110hp 106 ft-lbs","True","5","5 Speed Manual","28","Gasoline","34","Manual transmission","2010 Hyundai Accent Hatchback GS","Hyundai","2010 Hyundai Accent Hatchback","2010","110","106" +"190","206","158","Front-wheel drive","Hyundai 1.6L 4 cylinder 110hp 106 ft-lbs","True","4","4 Speed Automatic","27","Gasoline","36","Automatic transmission","2010 Hyundai Accent Hatchback SE AT","Hyundai","2010 Hyundai Accent Hatchback","2010","110","106" +"190","206","158","Front-wheel drive","Hyundai 1.6L 4 cylinder 110hp 106 ft-lbs","True","5","5 Speed Manual","28","Gasoline","34","Manual transmission","2010 Hyundai Accent Hatchback SE","Hyundai","2010 Hyundai Accent Hatchback","2010","110","106" +"190","206","158","Front-wheel drive","Hyundai 1.6L 4 cylinder 110hp 106 ft-lbs","True","4","4 Speed Automatic","27","Gasoline","36","Automatic transmission","2010 Hyundai Accent Hatchback GS AT","Hyundai","2010 Hyundai Accent Hatchback","2010","110","106" +"190","206","158","Front-wheel drive","Hyundai 1.6L 4 cylinder 110hp 106 ft-lbs","True","5","5 Speed Manual","27","Gasoline","36","Manual transmission","2010 Hyundai Accent Hatchback Blue","Hyundai","2010 Hyundai Accent Hatchback","2010","110","106" +"170","16","163","Front-wheel drive","Hyundai 1.6L 4 Cylinder 138 hp 123 ft-lbs","True","6","6 Speed Manual","30","Gasoline","40","Manual transmission","2012 Hyundai Accent Sedan GLS","Hyundai","2012 Hyundai Accent Sedan","2012","138","123" +"170","16","163","Front-wheel drive","Hyundai 1.6L 4 Cylinder 138 hp 123 ft-lbs","True","6","6 Speed Automatic Select Shift","30","Gasoline","40","Automatic transmission","2012 Hyundai Accent Sedan GLS AT","Hyundai","2012 Hyundai Accent Sedan","2012","138","123" +"190","183","158","Front-wheel drive","Hyundai 1.6L 4 cylinder 110hp 106 ft-lbs","True","4","4 Speed Automatic","27","Gasoline","36","Automatic transmission","2011 Hyundai Accent Sedan GLS AT","Hyundai","2011 Hyundai Accent Sedan","2011","110","106" +"190","183","158","Front-wheel drive","Hyundai 1.6L 4 cylinder 110hp 106 ft-lbs","True","5","5 Speed Manual","28","Gasoline","34","Manual transmission","2011 Hyundai Accent Sedan GLS","Hyundai","2011 Hyundai Accent Sedan","2011","110","106" +"190","183","158","Front-wheel drive","Hyundai 1.6L 4 cylinder 110hp 106 ft-lbs","True","5","5 Speed Manual","28","Gasoline","34","Manual transmission","2010 Hyundai Accent Sedan GLS","Hyundai","2010 Hyundai Accent Sedan","2010","110","106" +"190","183","158","Front-wheel drive","Hyundai 1.6L 4 cylinder 110hp 106 ft-lbs","True","4","4 Speed Automatic","27","Gasoline","36","Automatic transmission","2010 Hyundai Accent Sedan GLS AT","Hyundai","2010 Hyundai Accent Sedan","2010","110","106" +"210","45","57","Front-wheel drive","Hyundai 3.3L 6 Cylinder 260 hp 233 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","28","Automatic transmission","2011 Hyundai Azera GLS","Hyundai","2011 Hyundai Azera","2011","260","233" +"210","45","57","Front-wheel drive","Hyundai 3.8L 6 Cylinder 283 hp 263 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","27","Automatic transmission","2011 Hyundai Azera Limited","Hyundai","2011 Hyundai Azera","2011","283","263" +"210","30","57","Front-wheel drive","Hyundai 3.8L 6 cylinder 263hp 257 ft-lbs","True","5","5 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2010 Hyundai Azera Limited","Hyundai","2010 Hyundai Azera","2010","263","257" +"210","30","57","Front-wheel drive","Hyundai 3.3L 6 cylinder 234hp 226 ft-lbs","True","5","5 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2010 Hyundai Azera GLS","Hyundai","2010 Hyundai Azera","2010","234","226" +"201","225","129","All-wheel drive","Audi 3.0L 6 Cylinder 333 hp 325 ft-lbs S-charged","True","8","8 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Audi Q7 3.0 T S Line","Audi","2011 Audi Q7","2011","333","325" +"201","225","129","All-wheel drive","Audi 3.0L 6 Cylinder 272 hp 295 ft-lbs S-charged","True","8","8 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Audi Q7 3.0 T","Audi","2011 Audi Q7","2011","272","295" +"201","225","129","All-wheel drive","Audi 3.0L 6 Cylinder 225 hp 406 ft-lbs Turbo Diesel","True","8","8 Speed Automatic Select Shift","17","Diesel fuel","25","Automatic transmission","2011 Audi Q7 3.0 TDI","Audi","2011 Audi Q7","2011","225","406" +"201","223","191","All-wheel drive","Audi 3.6L 6 cylinder 280hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2010 Audi Q7 3.6","Audi","2010 Audi Q7","2010","280","266" +"201","223","191","All-wheel drive","Audi 3.0L 6 Cylinder 225 hp 406 ft-lbs Turbo Diesel","True","6","6 Speed Automatic Select Shift","17","Diesel fuel","25","Automatic transmission","2010 Audi Q7 3.0 TDI","Audi","2010 Audi Q7","2010","225","406" +"201","223","191","All-wheel drive","Audi 4.2L 8 cylinder 350 hp 325 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2010 Audi Q7 4.2","Audi","2010 Audi Q7","2010","350","325" +"148","12","24","Front-wheel drive","Toyota 2.5L 4 Cylinder 179 hp 172 ft-lbs.","True","4","4 Speed Automatic","22","Gasoline","28","Automatic transmission","2011 Toyota RAV4","Toyota","2011 Toyota RAV4","2011","179","172" +"148","12","24","Four-wheel drive","Toyota 2.5L 4 Cylinder 179 hp 172 ft-lbs.","True","4","4 Speed Automatic","21","Gasoline","27","Automatic transmission","2011 Toyota RAV4 4WD","Toyota","2011 Toyota RAV4","2011","179","172" +"148","12","24","Front-wheel drive","Toyota 3.5L 6 Cylinder 269 hp 246 ft-lbs.","True","5","5 Speed Automatic","19","Gasoline","27","Automatic transmission","2011 Toyota RAV4 V6","Toyota","2011 Toyota RAV4","2011","269","246" +"148","12","24","Four-wheel drive","Toyota 3.5L 6 Cylinder 269 hp 246 ft-lbs.","True","5","5 Speed Automatic","19","Gasoline","26","Automatic transmission","2011 Toyota RAV4 V6 4WD","Toyota","2011 Toyota RAV4","2011","269","246" +"148","12","62","Front-wheel drive","Toyota 2.5L 4 Cylinder 179 hp 172 ft-lbs.","True","4","4 Speed Automatic","22","Gasoline","28","Automatic transmission","2011 Toyota RAV4 Sport","Toyota","2011 Toyota RAV4","2011","179","172" +"148","12","62","Four-wheel drive","Toyota 2.5L 4 Cylinder 179 hp 172 ft-lbs.","True","4","4 Speed Automatic","21","Gasoline","27","Automatic transmission","2011 Toyota RAV4 Sport 4WD","Toyota","2011 Toyota RAV4","2011","179","172" +"148","12","62","Front-wheel drive","Toyota 3.5L 6 Cylinder 269 hp 246 ft-lbs.","True","5","5 Speed Automatic","19","Gasoline","27","Automatic transmission","2011 Toyota RAV4 Sport V6","Toyota","2011 Toyota RAV4","2011","269","246" +"148","12","62","Four-wheel drive","Toyota 3.5L 6 Cylinder 269 hp 246 ft-lbs.","True","5","5 Speed Automatic","19","Gasoline","26","Automatic transmission","2011 Toyota RAV4 Sport V6 4WD","Toyota","2011 Toyota RAV4","2011","269","246" +"208","12","62","Front-wheel drive","Toyota 2.5L 4 Cylinder 179 hp 172 ft-lbs.","True","4","4 Speed Automatic","22","Gasoline","28","Automatic transmission","2011 Toyota RAV4 Limited","Toyota","2011 Toyota RAV4","2011","179","172" +"208","12","62","Four-wheel drive","Toyota 2.5L 4 Cylinder 179 hp 172 ft-lbs.","True","4","4 Speed Automatic","21","Gasoline","27","Automatic transmission","2011 Toyota RAV4 Limited 4WD","Toyota","2011 Toyota RAV4","2011","179","172" +"208","12","62","Front-wheel drive","Toyota 3.5L 6 Cylinder 269 hp 246 ft-lbs.","True","5","5 Speed Automatic","19","Gasoline","27","Automatic transmission","2011 Toyota RAV4 Limited V6","Toyota","2011 Toyota RAV4","2011","269","246" +"208","12","62","Four-wheel drive","Toyota 3.5L 6 Cylinder 269 hp 246 ft-lbs.","True","5","5 Speed Automatic","19","Gasoline","26","Automatic transmission","2011 Toyota RAV4 Limited V6 4WD","Toyota","2011 Toyota RAV4","2011","269","246" +"115","140","158","Front-wheel drive","Nissan 1.8L 4 Cylinder 122 hp 127 ft-lbs","True","6","6 Speed Manual","24","Gasoline","29","Manual transmission","2009 Nissan Cube 1.8 S","Nissan","2009 Nissan Cube","2009","122","127" +"115","140","158","Front-wheel drive","Nissan 1.8L 4 Cylinder 122 hp 127 ft-lbs","True","6","6 Speed Manual","24","Gasoline","29","Manual transmission","2009 Nissan Cube 1.8","Nissan","2009 Nissan Cube","2009","122","127" +"172","123","234","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","5","5 Speed Automatic","21","Gasoline","30","Automatic transmission","2011 Volvo S40 R-Design","Volvo","2011 Volvo S40","2011","227","236" +"109","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 323 hp 278 ft-lbs","True","6","6 Speed Manual","17","Gasoline","28","Manual transmission","2012 Chevrolet Camaro Convertible 1LT","Chevrolet","2012 Chevrolet Camaro Convertible","2012","323","278" +"109","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 323 hp 278 ft-lbs","True","6","6 Speed Automatic","19","Gasoline","30","Automatic transmission","2012 Chevrolet Camaro Convertible 1LT AT","Chevrolet","2012 Chevrolet Camaro Convertible","2012","323","278" +"109","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 323 hp 278 ft-lbs","True","6","6 Speed Manual","17","Gasoline","28","Manual transmission","2012 Chevrolet Camaro Convertible 2LT","Chevrolet","2012 Chevrolet Camaro Convertible","2012","323","278" +"109","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 323 hp 278 ft-lbs","True","6","6 Speed Automatic","19","Gasoline","30","Automatic transmission","2012 Chevrolet Camaro Convertible 2LT AT","Chevrolet","2012 Chevrolet Camaro Convertible","2012","323","278" +"109","228","125","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 426 hp 420 ft-lbs","True","6","6 Speed Manual","16","Gasoline","24","Manual transmission","2012 Chevrolet Camaro Convertible 1SS","Chevrolet","2012 Chevrolet Camaro Convertible","2012","426","420" +"109","228","125","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 426 hp 420 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","24","Automatic transmission","2012 Chevrolet Camaro Convertible 1SS AT","Chevrolet","2012 Chevrolet Camaro Convertible","2012","426","420" +"109","228","125","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 426 hp 420 ft-lbs","True","6","6 Speed Manual","16","Gasoline","24","Manual transmission","2012 Chevrolet Camaro Convertible 2SS","Chevrolet","2012 Chevrolet Camaro Convertible","2012","426","420" +"109","228","125","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 426 hp 420 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","24","Automatic transmission","2012 Chevrolet Camaro Convertible 2SS AT","Chevrolet","2012 Chevrolet Camaro Convertible","2012","426","420" +"33","28","229","Front-wheel drive","Nissan 1.6L 4 Cylinder 188 hp 177 ft-lbs Turbo","True","6","6 Speed Manual","24","Gasoline","31","Manual transmission","2011 Nissan Juke SL","Nissan","2011 Nissan Juke","2011","188","177" +"33","28","229","Front-wheel drive","Nissan 1.6L 4 Cylinder 188 hp 177 ft-lbs Turbo","True","6","6 Speed Manual","24","Gasoline","31","Manual transmission","2011 Nissan Juke SV","Nissan","2011 Nissan Juke","2011","188","177" +"109","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 312 hp 278 ft-lbs","True","6","6 Speed Manual","17","Gasoline","28","Manual transmission","2011 Chevrolet Camaro Convertible 1LT","Chevrolet","2011 Chevrolet Camaro Convertible","2011","312","278" +"109","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 312 hp 278 ft-lbs","True","6","6 Speed Automatic","19","Gasoline","30","Automatic transmission","2011 Chevrolet Camaro Convertible 1LT AT","Chevrolet","2011 Chevrolet Camaro Convertible","2011","312","278" +"109","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 312 hp 278 ft-lbs","True","6","6 Speed Manual","17","Gasoline","28","Manual transmission","2011 Chevrolet Camaro Convertible 2LT","Chevrolet","2011 Chevrolet Camaro Convertible","2011","312","278" +"109","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 312 hp 278 ft-lbs","True","6","6 Speed Automatic","19","Gasoline","30","Automatic transmission","2011 Chevrolet Camaro Convertible 2LT AT","Chevrolet","2011 Chevrolet Camaro Convertible","2011","312","278" +"109","228","125","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 426 hp 420 ft-lbs","True","6","6 Speed Manual","16","Gasoline","24","Manual transmission","2011 Chevrolet Camaro Convertible 1SS","Chevrolet","2011 Chevrolet Camaro Convertible","2011","426","420" +"109","228","125","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 426 hp 420 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","24","Automatic transmission","2011 Chevrolet Camaro Convertible 1SS AT","Chevrolet","2011 Chevrolet Camaro Convertible","2011","426","420" +"109","228","125","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 426 hp 420 ft-lbs","True","6","6 Speed Manual","16","Gasoline","24","Manual transmission","2011 Chevrolet Camaro Convertible 2SS","Chevrolet","2011 Chevrolet Camaro Convertible","2011","426","420" +"109","228","125","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 426 hp 420 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","25","Automatic transmission","2011 Chevrolet Camaro Convertible 2SS AT","Chevrolet","2011 Chevrolet Camaro Convertible","2011","426","420" +"150","22","234","Rear-wheel drive","Mercedes-Benz 3.0L 6 Cylinders 228 hp 221 ft-lbs FFV","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2010 Mercedes-Benz C300 Sport FFV","Mercedes","2010 Mercedes-Benz C-Class","2010","228","221" +"150","22","234","Rear-wheel drive","Mercedes-Benz 3.0L 6 Cylinders 228 hp 221 ft-lbs FFV","True","7","7 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2010 Mercedes-Benz C300 Sport AT FFV","Mercedes","2010 Mercedes-Benz C-Class","2010","228","221" +"150","22","234","Rear-wheel drive","Mercedes-Benz 3.5L 6 Cylinders 268 hp 258 ft-lbs","True","7","7 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2010 Mercedes-Benz C350 Sport","Mercedes","2010 Mercedes-Benz C-Class","2010","268","258" +"132","9","211","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2010 BMW 128i Convertible AT","BMW Motorrad","2010 BMW 1 Series Convertible","2010","230","200" +"132","9","211","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2010 BMW 135i Convertible","BMW","2010 BMW 1 Series Convertible","2010","300","300" +"132","9","211","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2010 BMW 135i Convertible AT","BMW","2010 BMW 1 Series Convertible","2010","300","300" +"132","9","211","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","18","Gasoline","28","Manual transmission","2010 BMW 128i Convertible","BMW Motorrad","2010 BMW 1 Series Convertible","2010","230","200" +"96","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 323 hp 278 ft-lbs","True","6","6 Speed Manual","17","Gasoline","28","Manual transmission","2012 Chevrolet Camaro Coupe 1LT","Chevrolet","2012 Chevrolet Camaro Coupe","2012","323","278" +"96","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 323 hp 278 ft-lbs","True","6","6 Speed Automatic","19","Gasoline","30","Automatic transmission","2012 Chevrolet Camaro Coupe 1LT AT","Chevrolet","2012 Chevrolet Camaro Coupe","2012","323","278" +"96","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 323 hp 278 ft-lbs","True","6","6 Speed Manual","17","Gasoline","28","Manual transmission","2012 Chevrolet Camaro Coupe 2LT","Chevrolet","2012 Chevrolet Camaro Coupe","2012","323","278" +"96","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 323 hp 278 ft-lbs","True","6","6 Speed Automatic","19","Gasoline","30","Automatic transmission","2012 Chevrolet Camaro Coupe 2LT AT","Chevrolet","2012 Chevrolet Camaro Coupe","2012","323","278" +"96","228","125","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 426 hp 420 ft-lbs","True","6","6 Speed Manual","16","Gasoline","24","Manual transmission","2012 Chevrolet Camaro Coupe 1SS","Chevrolet","2012 Chevrolet Camaro Coupe","2012","426","420" +"96","228","125","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 426 hp 420 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","24","Automatic transmission","2012 Chevrolet Camaro Coupe 1SS AT","Chevrolet","2012 Chevrolet Camaro Coupe","2012","426","420" +"96","228","125","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 426 hp 420 ft-lbs","True","6","6 Speed Manual","16","Gasoline","24","Manual transmission","2012 Chevrolet Camaro Coupe 2SS","Chevrolet","2012 Chevrolet Camaro Coupe","2012","426","420" +"96","228","125","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 426 hp 420 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","24","Automatic transmission","2012 Chevrolet Camaro Coupe 2SS AT","Chevrolet","2012 Chevrolet Camaro Coupe","2012","426","420" +"96","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 323 hp 278 ft-lbs","True","6","6 Speed Manual","17","Gasoline","28","Manual transmission","2012 Chevrolet Camaro Coupe 1LS","Chevrolet","2012 Chevrolet Camaro Coupe","2012","323","278" +"96","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 323 hp 278 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","29","Automatic transmission","2012 Chevrolet Camaro Coupe 2LS","Chevrolet","2012 Chevrolet Camaro Coupe","2012","323","278" +"150","22","234","All-wheel drive","Mercedes-Benz 3.0L 6 Cylinders 228 hp 221 ft-lbs FFV","True","7","7 Speed Automatic Select Shift","13","E85","19","Automatic transmission","2010 Mercedes-Benz C300 Sport 4MATIC","Mercedes","2010 Mercedes-Benz C-Class","2010","228","221" +"165","22","234","Rear-wheel drive","Mercedes-Benz 3.0L 6 Cylinders 228 hp 221 ft-lbs FFV","True","7","7 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2010 Mercedes-Benz C300 Luxury","Mercedes","2010 Mercedes-Benz C-Class","2010","228","221" +"155","176","239","Front-wheel drive","Hyundai 1.8L 4 Cylinder 145 hp 130 ft-lbs","True","6","6 Speed Automatic Select Shift","29","Gasoline","40","Automatic transmission","2012 Hyundai Elantra Sedan Limited PZEV","Hyundai","2012 Hyundai Elantra Sedan","2012","145","130" +"155","176","239","Front-wheel drive","Hyundai 1.8L 4 Cylinder 148 hp 131 ft-lbs","True","6","6 Speed Automatic Select Shift","29","Gasoline","40","Automatic transmission","2012 Hyundai Elantra Sedan GLS AT","Hyundai","2012 Hyundai Elantra Sedan","2012","148","131" +"155","176","239","Front-wheel drive","Hyundai 1.8L 4 Cylinder 148 hp 131 ft-lbs","True","6","6 Speed Manual","29","Gasoline","40","Manual transmission","2012 Hyundai Elantra Sedan GLS","Hyundai","2012 Hyundai Elantra Sedan","2012","148","131" +"155","176","239","Front-wheel drive","Hyundai 1.8L 4 Cylinder 145 hp 130 ft-lbs","True","6","6 Speed Automatic Select Shift","29","Gasoline","40","Automatic transmission","2012 Hyundai Elantra Sedan GLS PZEV","Hyundai","2012 Hyundai Elantra Sedan","2012","145","130" +"155","176","239","Front-wheel drive","Hyundai 1.8L 4 Cylinder 148 hp 131 ft-lbs","True","6","6 Speed Automatic Select Shift","29","Gasoline","40","Automatic transmission","2012 Hyundai Elantra Sedan Limited","Hyundai","2012 Hyundai Elantra Sedan","2012","148","131" +"155","176","239","Front-wheel drive","Hyundai 1.8L 4 Cylinder 148 hp 131 ft-lbs","True","6","6 Speed Automatic Select Shift","29","Gasoline","40","Automatic transmission","2011 Hyundai Elantra Sedan GLS AT","Hyundai","2011 Hyundai Elantra Sedan","2011","148","131" +"155","176","239","Front-wheel drive","Hyundai 1.8L 4 Cylinder 148 hp 131 ft-lbs","True","6","6 Speed Automatic Select Shift","29","Gasoline","40","Automatic transmission","2011 Hyundai Elantra Sedan Limited","Hyundai","2011 Hyundai Elantra Sedan","2011","148","131" +"155","176","239","Front-wheel drive","Hyundai 1.8L 4 Cylinder 145 hp 130 ft-lbs","True","6","6 Speed Automatic Select Shift","29","Gasoline","40","Automatic transmission","2011 Hyundai Elantra Sedan GLS PZEV","Hyundai","2011 Hyundai Elantra Sedan","2011","145","130" +"155","176","239","Front-wheel drive","Hyundai 1.8L 4 Cylinder 148 hp 131 ft-lbs","True","6","6 Speed Manual","29","Gasoline","40","Manual transmission","2011 Hyundai Elantra Sedan GLS","Hyundai","2011 Hyundai Elantra Sedan","2011","148","131" +"155","176","239","Front-wheel drive","Hyundai 1.8L 4 Cylinder 145 hp 130 ft-lbs","True","6","6 Speed Automatic Select Shift","29","Gasoline","40","Automatic transmission","2011 Hyundai Elantra Sedan Limited PZEV","Hyundai","2011 Hyundai Elantra Sedan","2011","145","130" +"200","153","239","Front-wheel drive","Hyundai 2.0L 4 cylinder 138 hp 136 ft-lbs","True","4","4 Speed Automatic","26","Gasoline","34","Automatic transmission","2010 Hyundai Elantra Sedan SE","Hyundai","2010 Hyundai Elantra Sedan","2010","138","136" +"200","153","239","Front-wheel drive","Hyundai 2.0L 4 cylinder 132hp 133 torque","True","4","4 Speed Automatic","26","Gasoline","34","Automatic transmission","2010 Hyundai Elantra Sedan GLS PZEV","Hyundai","2010 Hyundai Elantra Sedan","2010","132","133" +"200","153","239","Front-wheel drive","Hyundai 2.0L 4 cylinder 138 hp 136 ft-lbs","True","5","5 Speed Manual","25","Gasoline","34","Manual transmission","2010 Hyundai Elantra Sedan Blue","Hyundai","2010 Hyundai Elantra Sedan","2010","138","136" +"200","153","239","Front-wheel drive","Hyundai 2.0L 4 cylinder 132hp 133 torque","True","4","4 Speed Automatic","26","Gasoline","34","Automatic transmission","2010 Hyundai Elantra Sedan SE PZEV","Hyundai","2010 Hyundai Elantra Sedan","2010","132","133" +"200","153","239","Front-wheel drive","Hyundai 2.0L 4 cylinder 138 hp 136 ft-lbs","True","4","4 Speed Automatic","26","Gasoline","34","Automatic transmission","2010 Hyundai Elantra Sedan GLS","Hyundai","2010 Hyundai Elantra Sedan","2010","138","136" +"162","233","41","Front-wheel drive","Ford 2.5L 4 Cylinder 175 hp 172 ft-lbs","True","6","6 Speed Manual","22","Gasoline","32","Manual transmission","2012 Ford Fusion S","Ford","2012 Ford Fusion","2012","175","172" +"162","233","41","Front-wheel drive","Ford 2.5L 4 Cylinder 175 hp 172 ft-lbs","True","6","6 Speed Automatic","23","Gasoline","33","Automatic transmission","2012 Ford Fusion S AT","Ford","2012 Ford Fusion","2012","175","172" +"162","233","41","Front-wheel drive","Ford 2.5L 4 Cylinder 175 hp 172 ft-lbs","True","6","6 Speed Automatic","23","Gasoline","33","Automatic transmission","2012 Ford Fusion SE","Ford","2012 Ford Fusion","2012","175","172" +"162","233","41","Front-wheel drive","Ford 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","20","Gasoline","28","Automatic transmission","2012 Ford Fusion V6 SE","Ford","2012 Ford Fusion","2012","240","223" +"162","233","41","Front-wheel drive","Ford 2.5L 4 Cylinder 175 hp 172 ft-lbs","True","6","6 Speed Automatic","23","Gasoline","33","Automatic transmission","2012 Ford Fusion SEL","Ford","2012 Ford Fusion","2012","175","172" +"162","233","41","Front-wheel drive","Ford 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","20","Gasoline","28","Automatic transmission","2012 Ford Fusion V6 SEL","Ford","2012 Ford Fusion","2012","240","223" +"162","233","41","All-wheel drive","Ford 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","E85","19","Automatic transmission","2012 Ford Fusion V6 SEL AWD","Ford","2012 Ford Fusion","2012","240","223" +"162","233","41","Front-wheel drive","Ford 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2012 Ford Fusion Sport","Ford","2012 Ford Fusion","2012","263","249" +"162","233","41","All-wheel drive","Ford 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2012 Ford Fusion Sport AWD","Ford","2012 Ford Fusion","2012","263","249" +"137","190","62","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2011 Volkswagen CC Sport","Volkswagen","2011 Volkswagen CC","2011","200","207" +"137","190","62","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2011 Volkswagen CC R-Line","Volkswagen","2011 Volkswagen CC","2011","200","207" +"137","190","62","All-wheel drive","Volkswagen 3.6L 6 Cylinder 280 hp 265 ft-lbs","True","6","6 Speed Automatic","22","Gasoline","31","Automatic transmission","2011 Volkswagen CC VR6 4Motion Executive","Volkswagen","2011 Volkswagen CC","2011","280","265" +"165","233","41","Front-wheel drive","Ford 2.5L 4 Cylinder 175 hp 172 ft-lbs","True","6","6 Speed Manual","22","Gasoline","29","Manual transmission","2011 Ford Fusion S","Ford","2011 Ford Fusion","2011","175","172" +"165","233","41","Front-wheel drive","Ford 2.5L 4 Cylinder 175 hp 172 ft-lbs","True","6","6 Speed Automatic","23","Gasoline","33","Automatic transmission","2011 Ford Fusion S AT","Ford","2011 Ford Fusion","2011","175","172" +"165","233","41","Front-wheel drive","Ford 2.5L 4 Cylinder 175 hp 172 ft-lbs","True","6","6 Speed Manual","22","Gasoline","29","Manual transmission","2011 Ford Fusion SE","Ford","2011 Ford Fusion","2011","175","172" +"165","233","41","Front-wheel drive","Ford 2.5L 4 Cylinder 175 hp 172 ft-lbs","True","6","6 Speed Automatic","23","Gasoline","33","Automatic transmission","2011 Ford Fusion SEL","Ford","2011 Ford Fusion","2011","175","172" +"165","233","41","Front-wheel drive","Ford 3.0L 6 Cylinder 240 hp 228 ft-lbs FFV","True","6","6 Speed Automatic","14","E85","21","Automatic transmission","2011 Ford Fusion V6 SEL","Ford","2011 Ford Fusion","2011","240","228" +"165","233","41","All-wheel drive","Ford 3.0L 6 Cylinder 240 hp 228 ft-lbs FFV","True","6","6 Speed Automatic","13","E85","19","Automatic transmission","2011 Ford Fusion V6 SEL AWD","Ford","2011 Ford Fusion","2011","240","228" +"165","233","41","Front-wheel drive","Ford 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","27","Automatic transmission","2011 Ford Fusion Sport","Ford","2011 Ford Fusion","2011","263","249" +"165","233","41","All-wheel drive","Ford 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","24","Automatic transmission","2011 Ford Fusion Sport AWD","Ford","2011 Ford Fusion","2011","263","249" +"165","233","41","Front-wheel drive","Ford 3.0L 6 Cylinder 240 hp 228 ft-lbs FFV","True","6","6 Speed Automatic","14","E85","21","Automatic transmission","2011 Ford Fusion V6 SE","Ford","2011 Ford Fusion","2011","240","228" +"165","233","41","Front-wheel drive","Ford 2.5L 4 Cylinder 175 hp 172 ft-lbs","True","6","6 Speed Automatic","23","Gasoline","33","Automatic transmission","2011 Ford Fusion SE AT","Ford","2011 Ford Fusion","2011","175","172" +"165","233","41","Front-wheel drive","Ford 2.5L 4 Cylinder 175 hp 172 ft-lbs","True","6","6 Speed Manual","22","Gasoline","31","Manual transmission","2010 Ford Fusion S","Ford","2010 Ford Fusion","2010","175","172" +"165","233","41","Front-wheel drive","Ford 2.5L 4 Cylinder 175 hp 172 ft-lbs","True","6","6 Speed Automatic","23","Gasoline","34","Automatic transmission","2010 Ford Fusion S AT","Ford","2010 Ford Fusion","2010","175","172" +"165","233","41","Front-wheel drive","Ford 2.5L 4 Cylinder 175 hp 172 ft-lbs","True","6","6 Speed Manual","22","Gasoline","29","Manual transmission","2010 Ford Fusion SE","Ford","2010 Ford Fusion","2010","175","172" +"165","233","41","Front-wheel drive","Ford 3.0L 6 Cylinder 240 hp 228 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","19","Gasoline","27","Automatic transmission","2010 Ford Fusion V6 SE","Ford","2010 Ford Fusion","2010","240","228" +"165","233","41","Front-wheel drive","Ford 2.5L 4 Cylinder 175 hp 172 ft-lbs","True","6","6 Speed Automatic","22","Gasoline","31","Automatic transmission","2010 Ford Fusion SEL","Ford","2010 Ford Fusion","2010","175","172" +"165","233","41","Front-wheel drive","Ford 3.0L 6 Cylinder 240 hp 228 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","E85","20","Automatic transmission","2010 Ford Fusion V6 SEL","Ford","2010 Ford Fusion","2010","240","228" +"165","233","41","All-wheel drive","Ford 3.0L 6 Cylinder 240 hp 228 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","E85","18","Automatic transmission","2010 Ford Fusion V6 SEL AWD","Ford","2010 Ford Fusion","2010","240","228" +"165","233","41","Front-wheel drive","Ford 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2010 Ford Fusion Sport","Ford","2010 Ford Fusion","2010","263","249" +"165","233","41","All-wheel drive","Ford 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2010 Ford Fusion Sport AWD","Ford","2010 Ford Fusion","2010","263","249" +"165","233","41","Front-wheel drive","Ford 2.5L 4 Cylinder 175 hp 172 ft-lbs","True","6","6 Speed Automatic","22","Gasoline","31","Automatic transmission","2010 Ford Fusion SE AT","Ford","2010 Ford Fusion","2010","175","172" +"180","176","239","Front-wheel drive","Kia 2.0L 4 Cylinder 156 hp 144 ft-lbs","True","6","6 Speed Manual","25","Gasoline","34","Manual transmission","2011 Kia Forte LX","Kia","2011 Kia Forte","2011","156","144" +"180","176","239","Front-wheel drive","Kia 2.0L 4 Cylinder 156 hp 144 ft-lbs","True","6","6 Speed Automatic Select Shift","26","Gasoline","36","Automatic transmission","2011 Kia Forte LX AT","Kia","2011 Kia Forte","2011","156","144" +"180","176","239","Front-wheel drive","Kia 2.0L 4 Cylinder 156 hp 144 ft-lbs","True","6","6 Speed Automatic Select Shift","26","Gasoline","36","Automatic transmission","2011 Kia Forte EX","Kia","2011 Kia Forte","2011","156","144" +"180","176","239","Front-wheel drive","Kia 2.4L 4 Cylinder 173 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","23","Gasoline","32","Automatic transmission","2011 Kia Forte SX","Kia","2011 Kia Forte","2011","173","168" +"201","221","191","All-wheel drive","Audi 3.0L 6 Cylinder 225 hp 406 ft-lbs Turbo Diesel","True","6","6 Speed Automatic Select Shift","17","Diesel fuel","25","Automatic transmission","2009 Audi Q7 3.0 TDI","Audi","2009 Audi Q7","2009","225","406" +"180","244","239","Front-wheel drive","Kia 2.0L 4 Cylinder 156 hp 144 ft-lbs","True","6","6 Speed Manual","25","Gasoline","34","Manual transmission","2011 Kia Forte 5-Door EX","Kia","2011 Kia Forte 5-Door","2011","156","144" +"180","244","239","Front-wheel drive","Kia 2.0L 4 Cylinder 156 hp 144 ft-lbs","True","6","6 Speed Automatic Select Shift","26","Gasoline","36","Automatic transmission","2011 Kia Forte 5-Door EX AT","Kia","2011 Kia Forte 5-Door","2011","156","144" +"180","244","239","Front-wheel drive","Kia 2.4L 4 Cylinder 173 hp 168 ft-lbs","True","6","6 Speed Manual","22","Gasoline","32","Manual transmission","2011 Kia Forte 5-Door SX","Kia","2011 Kia Forte 5-Door","2011","173","168" +"180","244","239","Front-wheel drive","Kia 2.4L 4 Cylinder 173 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","23","Gasoline","32","Automatic transmission","2011 Kia Forte 5-Door SX AT","Kia","2011 Kia Forte 5-Door","2011","173","168" +"119","128","229","Front-wheel drive","Kia 2.0L 4 Cylinder 156 hp 144 ft-lbs","True","6","6 Speed Manual","24","Gasoline","33","Manual transmission","2011 Kia Forte Koup EX","Kia","2011 Kia Forte Koup","2011","156","144" +"119","128","229","Front-wheel drive","Kia 2.0L 4 Cylinder 156 hp 144 ft-lbs","True","6","6 Speed Automatic Select Shift","25","Gasoline","34","Automatic transmission","2011 Kia Forte Koup EX AT","Kia","2011 Kia Forte Koup","2011","156","144" +"119","128","229","Front-wheel drive","Kia 2.4L 4 Cylinder 173 hp 168 ft-lbs","True","6","6 Speed Manual","22","Gasoline","32","Manual transmission","2011 Kia Forte Koup SX","Kia","2011 Kia Forte Koup","2011","173","168" +"119","128","229","Front-wheel drive","Kia 2.4L 4 Cylinder 173 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","23","Gasoline","31","Automatic transmission","2011 Kia Forte Koup SX AT","Kia","2011 Kia Forte Koup","2011","173","168" +"228","82","138","All-wheel drive","Audi 4.2L 8 cylinder 420hp 317 ft-lbs","True","6","6 Speed Manual","11","Gasoline","20","Manual transmission","2011 Audi R8 Coupe 4.2","Audi","2011 Audi R8 Coupe","2011","420","317" +"228","82","138","All-wheel drive","Audi 5.2L 10 Cylinder 525 hp 391 ft-lbs","True","6","6 Speed Manual","12","Gasoline","19","Manual transmission","2011 Audi R8 Coupe 5.2","Audi","2011 Audi R8 Coupe","2011","525","391" +"180","176","239","Front-wheel drive","Kia 2.0L 4 Cylinder 156 hp 144 ft-lbs","True","5","5 Speed Manual","25","Gasoline","34","Manual transmission","2010 Kia Forte LX","Kia","2010 Kia Forte","2010","156","144" +"180","176","239","Front-wheel drive","Kia 2.0L 4 Cylinder 156 hp 144 ft-lbs","True","4","4 Speed Automatic Select Shift","25","Gasoline","34","Automatic transmission","2010 Kia Forte LX AT","Kia","2010 Kia Forte","2010","156","144" +"180","176","239","Front-wheel drive","Kia 2.0L 4 Cylinder 156 hp 144 ft-lbs","True","5","5 Speed Manual","25","Gasoline","34","Manual transmission","2010 Kia Forte EX","Kia","2010 Kia Forte","2010","156","144" +"180","176","239","Front-wheel drive","Kia 2.0L 4 Cylinder 156 hp 144 ft-lbs","True","4","4 Speed Automatic Select Shift","25","Gasoline","34","Automatic transmission","2010 Kia Forte EX 4sp. AT","Kia","2010 Kia Forte","2010","156","144" +"180","176","239","Front-wheel drive","Kia 2.0L 4 Cylinder 156 hp 144 ft-lbs","True","5","5 Speed Automatic","27","Gasoline","36","Automatic transmission","2010 Kia Forte EX 5sp. AT","Kia","2010 Kia Forte","2010","156","144" +"180","176","239","Front-wheel drive","Kia 2.4L 4 Cylinder 173 hp 168 ft-lbs","True","6","6 Speed Manual","22","Gasoline","32","Manual transmission","2010 Kia Forte SX","Kia","2010 Kia Forte","2010","173","168" +"180","176","239","Front-wheel drive","Kia 2.4L 4 Cylinder 173 hp 168 ft-lbs","True","5","5 Speed Automatic","23","Gasoline","31","Automatic transmission","2010 Kia Forte SX AT","Kia","2010 Kia Forte","2010","173","168" +"228","79","237","All-wheel drive","Audi 4.2L 8 cylinder 430 hp 316 ft-lbs","True","6","6 Speed Manual","11","Gasoline","20","Manual transmission","2012 Audi R8 Coupe 4.2","Audi","2012 Audi R8 Coupe","2012","430","316" +"228","83","237","All-wheel drive","Audi 5.2L 10 Cylinder 525 hp 391 ft-lbs","True","6","6 Speed Manual","12","Gasoline","19","Manual transmission","2012 Audi R8 Coupe 5.2","Audi","2012 Audi R8 Coupe","2012","525","391" +"238","133","229","Front-wheel drive","Hyundai 2.0L 4 cylinder 138 hp 136 ft-lbs","True","4","4 Speed Automatic","23","Gasoline","30","Automatic transmission","2012 Hyundai Elantra Touring GLS AT","Hyundai","2012 Hyundai Elantra Touring","2012","138","136" +"238","133","229","Front-wheel drive","Hyundai 2.0L 4 cylinder 138 hp 136 ft-lbs","True","5","5 Speed Manual","23","Gasoline","31","Manual transmission","2012 Hyundai Elantra Touring GLS","Hyundai","2012 Hyundai Elantra Touring","2012","138","136" +"238","133","229","Front-wheel drive","Hyundai 2.0L 4 cylinder 138 hp 136 ft-lbs","True","5","5 Speed Manual","23","Gasoline","31","Manual transmission","2012 Hyundai Elantra Touring SE","Hyundai","2012 Hyundai Elantra Touring","2012","138","136" +"238","133","229","Front-wheel drive","Hyundai 2.0L 4 cylinder 138 hp 136 ft-lbs","True","4","4 Speed Automatic","23","Gasoline","30","Automatic transmission","2012 Hyundai Elantra Touring SE AT","Hyundai","2012 Hyundai Elantra Touring","2012","138","136" +"238","123","229","Front-wheel drive","Hyundai 2.0L 4 cylinder 138 hp 136 ft-lbs","True","5","5 Speed Manual","23","Gasoline","31","Manual transmission","2011 Hyundai Elantra Touring GLS","Hyundai","2011 Hyundai Elantra Touring","2011","138","136" +"238","123","229","Front-wheel drive","Hyundai 2.0L 4 cylinder 138 hp 136 ft-lbs","True","4","4 Speed Automatic","23","Gasoline","30","Automatic transmission","2011 Hyundai Elantra Touring SE AT","Hyundai","2011 Hyundai Elantra Touring","2011","138","136" +"238","123","229","Front-wheel drive","Hyundai 2.0L 4 cylinder 138 hp 136 ft-lbs","True","4","4 Speed Automatic","23","Gasoline","30","Automatic transmission","2011 Hyundai Elantra Touring GLS AT","Hyundai","2011 Hyundai Elantra Touring","2011","138","136" +"238","123","229","Front-wheel drive","Hyundai 2.0L 4 cylinder 138 hp 136 ft-lbs","True","5","5 Speed Manual","23","Gasoline","31","Manual transmission","2011 Hyundai Elantra Touring SE","Hyundai","2011 Hyundai Elantra Touring","2011","138","136" +"238","123","229","Front-wheel drive","Hyundai 2.0L 4 cylinder 138 hp 136 ft-lbs","True","5","5 Speed Manual","23","Gasoline","31","Manual transmission","2010 Hyundai Elantra Touring GLS","Hyundai","2010 Hyundai Elantra Touring","2010","138","136" +"238","123","229","Front-wheel drive","Hyundai 2.0L 4 cylinder 138 hp 136 ft-lbs","True","4","4 Speed Automatic","23","Gasoline","30","Automatic transmission","2010 Hyundai Elantra Touring GLS AT","Hyundai","2010 Hyundai Elantra Touring","2010","138","136" +"238","123","229","Front-wheel drive","Hyundai 2.0L 4 cylinder 138 hp 136 ft-lbs","True","5","5 Speed Manual","23","Gasoline","31","Manual transmission","2010 Hyundai Elantra Touring SE","Hyundai","2010 Hyundai Elantra Touring","2010","138","136" +"238","123","229","Front-wheel drive","Hyundai 2.0L 4 cylinder 138 hp 136 ft-lbs","True","4","4 Speed Automatic","23","Gasoline","30","Automatic transmission","2010 Hyundai Elantra Touring SE AT","Hyundai","2010 Hyundai Elantra Touring","2010","138","136" +"238","123","229","Front-wheel drive","Hyundai 2.0L 4 cylinder 138 hp 136 ft-lbs","True","5","5 Speed Manual","23","Gasoline","31","Manual transmission","2009 Hyundai Elantra Touring","Hyundai","2009 Hyundai Elantra Touring","2009","138","136" +"238","123","229","Front-wheel drive","Hyundai 2.0L 4 cylinder 138 hp 136 ft-lbs","True","4","4 Speed Automatic","23","Gasoline","30","Automatic transmission","2009 Hyundai Elantra Touring AT","Hyundai","2009 Hyundai Elantra Touring","2009","138","136" +"210","38","97","Rear-wheel drive","Hyundai 4.6L 8 Cylinder 385 hp 333 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2011 Hyundai Equus Ultimate","Hyundai","2011 Hyundai Equus","2011","385","333" +"210","38","97","Rear-wheel drive","Hyundai 4.6L 8 Cylinder 385 hp 333 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2011 Hyundai Equus Signature","Hyundai","2011 Hyundai Equus","2011","385","333" +"200","122","97","Rear-wheel drive","Hyundai 4.6L 8 Cylinder 385 hp 333 ft-lbs","True","8","8 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2012 Hyundai Genesis Sedan 4.6","Hyundai","2012 Hyundai Genesis Sedan","2012","385","333" +"195","122","97","Rear-wheel drive","Hyundai 3.8L 6 Cylinder 333 hp 291 ft-lbs","True","8","8 Speed Automatic Select Shift","19","Gasoline","29","Automatic transmission","2012 Hyundai Genesis Sedan 3.8","Hyundai","2012 Hyundai Genesis Sedan","2012","333","291" +"200","122","97","Rear-wheel drive","Hyundai 5.0L 8 Cylinder 429 hp 376 ft-lbs","True","8","8 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2012 Hyundai Genesis Sedan 5.0 R-Spec","Hyundai","2012 Hyundai Genesis Sedan","2012","429","376" +"119","128","229","Front-wheel drive","Kia 2.0L 4 Cylinder 156 hp 144 ft-lbs","True","5","5 Speed Manual","25","Gasoline","34","Manual transmission","2010 Kia Forte Koup EX","Kia","2010 Kia Forte Koup","2010","156","144" +"119","128","229","Front-wheel drive","Kia 2.0L 4 Cylinder 156 hp 144 ft-lbs","True","4","4 Speed Automatic Select Shift","25","Gasoline","34","Automatic transmission","2010 Kia Forte Koup EX AT","Kia","2010 Kia Forte Koup","2010","156","144" +"119","128","229","Front-wheel drive","Kia 2.4L 4 Cylinder 173 hp 168 ft-lbs","True","6","6 Speed Manual","22","Gasoline","32","Manual transmission","2010 Kia Forte Koup SX","Kia","2010 Kia Forte Koup","2010","173","168" +"119","128","229","Front-wheel drive","Kia 2.4L 4 Cylinder 173 hp 168 ft-lbs","True","5","5 Speed Automatic Select Shift","23","Gasoline","31","Automatic transmission","2010 Kia Forte Koup SX AT","Kia","2010 Kia Forte Koup","2010","173","168" +"175","235","39","Front-wheel drive","Kia 2.4L 4 Cylinder 200 hp 186 ft-lbs","True","6","6 Speed Manual","24","Gasoline","35","Manual transmission","2011 Kia Optima LX MT","Kia","2011 Kia Optima","2011","200","186" +"175","235","39","Front-wheel drive","Kia 2.4L 4 Cylinder 200 hp 186 ft-lbs","True","6","6 Speed Automatic Select Shift","24","Gasoline","34","Automatic transmission","2011 Kia Optima LX AT","Kia","2011 Kia Optima","2011","200","186" +"175","235","39","Front-wheel drive","Kia 2.4L 4 Cylinder 200 hp 186 ft-lbs","True","6","6 Speed Automatic Select Shift","24","Gasoline","34","Automatic transmission","2011 Kia Optima EX","Kia","2011 Kia Optima","2011","200","186" +"175","235","39","Front-wheel drive","Kia 2.0L 4 Cylinder 274 hp 269 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","22","Gasoline","34","Automatic transmission","2011 Kia Optima EX Turbo","Kia","2011 Kia Optima","2011","274","269" +"175","235","39","Front-wheel drive","Kia 2.0L 4 Cylinder 274 hp 269 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","22","Gasoline","34","Automatic transmission","2011 Kia Optima SX","Kia","2011 Kia Optima","2011","274","269" +"117","105","214","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Manual","26","Gasoline","34","Manual transmission","2010 Honda Civic DX Coup","Honda","2010 Honda Civic Coup","2010","140","128" +"117","105","214","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","25","Gasoline","36","Automatic transmission","2010 Honda Civic DX Coup AT","Honda","2010 Honda Civic Coup","2010","140","128" +"117","105","214","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Manual","26","Gasoline","34","Manual transmission","2010 Honda Civic LX Coup","Honda","2010 Honda Civic Coup","2010","140","128" +"117","105","214","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","25","Gasoline","36","Automatic transmission","2010 Honda Civic LX Coup AT","Honda","2010 Honda Civic Coup","2010","140","128" +"117","105","214","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Manual","26","Gasoline","34","Manual transmission","2010 Honda Civic EX Coup","Honda","2010 Honda Civic Coup","2010","140","128" +"117","105","214","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","25","Gasoline","36","Automatic transmission","2010 Honda Civic EX Coup AT","Honda","2010 Honda Civic Coup","2010","140","128" +"117","105","214","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Manual","26","Gasoline","34","Manual transmission","2010 Honda Civic EX-L Coup","Honda","2010 Honda Civic Coup","2010","140","128" +"117","105","214","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","25","Gasoline","36","Automatic transmission","2010 Honda Civic EX-L Coup AT","Honda","2010 Honda Civic Coup","2010","140","128" +"117","105","214","Front-wheel drive","Honda 2.0L 4 Cyinder 197 hp 139 ft-lbs","True","6","6 Speed Manual","21","Gasoline","29","Manual transmission","2010 Honda Civic Si Coup","Honda","2010 Honda Civic Coup","2010","197","139" +"170","235","39","Front-wheel drive","Kia 2.4L 4 Cylinder 166 hp 154 ft-lbs Hybrid","True","6","6 Speed Automatic Select Shift","36","Gasoline","40","Automatic transmission","2011 Kia Optima Hybrid","Kia","2011 Kia Optima Hybrid","2011","166","154" +"200","192","13","Front-wheel drive","Kia 2.4L 4 Cylinder 175 hp 169 ft-lbs","True","5","5 Speed Manual","22","Gasoline","32","Manual transmission","2010 Kia Optima LX","Kia","2010 Kia Optima","2010","175","169" +"200","192","13","Front-wheel drive","Kia 2.4L 4 Cylinder 175 hp 169 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2010 Kia Optima LX AT","Kia","2010 Kia Optima","2010","175","169" +"200","192","13","Front-wheel drive","Kia 2.4L 4 Cylinder 175 hp 169 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2010 Kia Optima EX","Kia","2010 Kia Optima","2010","175","169" +"200","192","13","Front-wheel drive","Kia 2.7L 6 Cylinder 194 hp 184 ft-lbs","True","5","5 Speed Automatic Select Shift","20","Gasoline","28","Automatic transmission","2010 Kia Optima EX V6","Kia","2010 Kia Optima","2010","194","184" +"200","192","13","Front-wheel drive","Kia 2.4L 4 Cylinder 175 hp 169 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2010 Kia Optima SX","Kia","2010 Kia Optima","2010","175","169" +"200","192","13","Front-wheel drive","Kia 2.7L 6 Cylinder 194 hp 184 ft-lbs","True","5","5 Speed Automatic Select Shift","20","Gasoline","28","Automatic transmission","2010 Kia Optima SX V6","Kia","2010 Kia Optima","2010","194","184" +"190","143","158","Front-wheel drive","Kia 1.6L 4 Cylinder 110 hp 107 ft-lbs","True","5","5 Speed Manual","28","Gasoline","34","Manual transmission","2011 Kia Rio","Kia","2011 Kia Rio","2011","110","107" +"190","143","158","Front-wheel drive","Kia 1.6L 4 Cylinder 110 hp 107 ft-lbs","True","4","4 Speed Automatic","27","Gasoline","36","Automatic transmission","2011 Kia Rio LX","Kia","2011 Kia Rio","2011","110","107" +"190","143","158","Front-wheel drive","Kia 1.6L 4 Cylinder 110 hp 107 ft-lbs","True","4","4 Speed Automatic","27","Gasoline","36","Automatic transmission","2011 Kia Rio SX","Kia","2011 Kia Rio","2011","110","107" +"195","111","97","Rear-wheel drive","Hyundai 3.8L 6 cylinder 290hp 264 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Hyundai Genesis Sedan 3.8","Hyundai","2011 Hyundai Genesis Sedan","2011","290","264" +"200","111","97","Rear-wheel drive","Hyundai 4.6L 8 Cylinder 385 hp 333 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2011 Hyundai Genesis Sedan 4.6","Hyundai","2011 Hyundai Genesis Sedan","2011","385","333" +"200","111","97","Rear-wheel drive","Hyundai 4.6L 8 cylinder 368hp 324 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2010 Hyundai Genesis Sedan 4.6","Hyundai","2010 Hyundai Genesis Sedan","2010","368","324" +"195","111","97","Rear-wheel drive","Hyundai 3.8L 6 cylinder 290hp 264 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2010 Hyundai Genesis Sedan 3.8","Hyundai","2010 Hyundai Genesis Sedan","2010","290","264" +"104","22","72","Rear-wheel drive","Hyundai 2.0L 4 Cylinder 210 hp 223 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","30","Manual transmission","2012 Hyundai Genesis Coupe 2.0T","Hyundai","2012 Hyundai Genesis Coupe","2012","210","223" +"104","22","72","Rear-wheel drive","Hyundai 3.8L 6 Cylinder 306 hp 266 ft-lbs","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2012 Hyundai Genesis Coupe 3.8 Track","Hyundai","2012 Hyundai Genesis Coupe","2012","306","266" +"104","22","72","Rear-wheel drive","Hyundai 3.8L 6 Cylinder 306 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","27","Automatic transmission","2012 Hyundai Genesis Coupe 3.8 Grand Touring","Hyundai","2012 Hyundai Genesis Coupe","2012","306","266" +"104","22","72","Rear-wheel drive","Hyundai 2.0L 4 Cylinder 210 hp 223 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","30","Manual transmission","2012 Hyundai Genesis Coupe 2.0T R-Spec","Hyundai","2012 Hyundai Genesis Coupe","2012","210","223" +"104","22","72","Rear-wheel drive","Hyundai 2.0L 4 Cylinder 210 hp 223 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","20","Gasoline","30","Automatic transmission","2012 Hyundai Genesis Coupe 2.0T AT","Hyundai","2012 Hyundai Genesis Coupe","2012","210","223" +"104","22","72","Rear-wheel drive","Hyundai 3.8L 6 Cylinder 306 hp 266 ft-lbs","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2012 Hyundai Genesis Coupe 3.8 R-Spec","Hyundai","2012 Hyundai Genesis Coupe","2012","306","266" +"104","22","72","Rear-wheel drive","Hyundai 3.8L 6 Cylinder 306 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","27","Automatic transmission","2012 Hyundai Genesis Coupe 3.8 Track AT","Hyundai","2012 Hyundai Genesis Coupe","2012","306","266" +"104","22","72","Rear-wheel drive","Hyundai 2.0L 4 Cylinder 210 hp 223 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","20","Gasoline","30","Automatic transmission","2012 Hyundai Genesis Coupe 2.0T Premium","Hyundai","2012 Hyundai Genesis Coupe","2012","210","223" +"104","22","72","Rear-wheel drive","Hyundai 2.0L 4 Cylinder 210 hp 223 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","20","Gasoline","30","Automatic transmission","2011 Hyundai Genesis Coupe 2.0T AT","Hyundai","2011 Hyundai Genesis Coupe","2011","210","223" +"104","22","72","Rear-wheel drive","Hyundai 2.0L 4 Cylinder 210 hp 223 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","30","Manual transmission","2011 Hyundai Genesis Coupe 2.0T","Hyundai","2011 Hyundai Genesis Coupe","2011","210","223" +"104","22","72","Rear-wheel drive","Hyundai 2.0L 4 Cylinder 210 hp 223 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","20","Gasoline","30","Automatic transmission","2011 Hyundai Genesis Coupe 2.0T Premium","Hyundai","2011 Hyundai Genesis Coupe","2011","210","223" +"104","22","72","Rear-wheel drive","Hyundai 3.8L 6 Cylinder 306 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","27","Automatic transmission","2011 Hyundai Genesis Coupe 3.8 Grand Touring","Hyundai","2011 Hyundai Genesis Coupe","2011","306","266" +"104","22","72","Rear-wheel drive","Hyundai 3.8L 6 Cylinder 306 hp 266 ft-lbs","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2011 Hyundai Genesis Coupe 3.8 R-Spec","Hyundai","2011 Hyundai Genesis Coupe","2011","306","266" +"104","22","72","Rear-wheel drive","Hyundai 2.0L 4 Cylinder 210 hp 223 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","30","Manual transmission","2011 Hyundai Genesis Coupe 2.0T R-Spec","Hyundai","2011 Hyundai Genesis Coupe","2011","210","223" +"104","22","72","Rear-wheel drive","Hyundai 3.8L 6 Cylinder 306 hp 266 ft-lbs","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2011 Hyundai Genesis Coupe 3.8 Track","Hyundai","2011 Hyundai Genesis Coupe","2011","306","266" +"104","22","72","Rear-wheel drive","Hyundai 3.8L 6 Cylinder 306 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","27","Automatic transmission","2011 Hyundai Genesis Coupe 3.8 Track AT","Hyundai","2011 Hyundai Genesis Coupe","2011","306","266" +"104","22","72","Rear-wheel drive","Hyundai 2.0L 4 Cylinder 210 hp 223 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","30","Manual transmission","2010 Hyundai Genesis Coupe 2.0T Premium","Hyundai","2010 Hyundai Genesis Coupe","2010","210","223" +"104","22","72","Rear-wheel drive","Hyundai 3.8L 6 Cylinder 306 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","27","Automatic transmission","2010 Hyundai Genesis Coupe 3.8 AT","Hyundai","2010 Hyundai Genesis Coupe","2010","306","266" +"104","22","72","Rear-wheel drive","Hyundai 3.8L 6 Cylinder 306 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","27","Automatic transmission","2010 Hyundai Genesis Coupe 3.8 Track AT","Hyundai","2010 Hyundai Genesis Coupe","2010","306","266" +"104","22","72","Rear-wheel drive","Hyundai 2.0L 4 Cylinder 210 hp 223 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","30","Manual transmission","2010 Hyundai Genesis Coupe 2.0T R-Spec","Hyundai","2010 Hyundai Genesis Coupe","2010","210","223" +"104","22","72","Rear-wheel drive","Hyundai 2.0L 4 Cylinder 210 hp 223 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","20","Gasoline","30","Automatic transmission","2010 Hyundai Genesis Coupe 2.0T Premium AT","Hyundai","2010 Hyundai Genesis Coupe","2010","210","223" +"104","22","72","Rear-wheel drive","Hyundai 2.0L 4 Cylinder 210 hp 223 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","30","Manual transmission","2010 Hyundai Genesis Coupe 2.0T Track","Hyundai","2010 Hyundai Genesis Coupe","2010","210","223" +"104","22","72","Rear-wheel drive","Hyundai 3.8L 6 Cylinder 306 hp 266 ft-lbs","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2010 Hyundai Genesis Coupe 3.8","Hyundai","2010 Hyundai Genesis Coupe","2010","306","266" +"104","22","72","Rear-wheel drive","Hyundai 3.8L 6 Cylinder 306 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","27","Automatic transmission","2010 Hyundai Genesis Coupe 3.8 Grand Touring AT","Hyundai","2010 Hyundai Genesis Coupe","2010","306","266" +"104","22","72","Rear-wheel drive","Hyundai 3.8L 6 Cylinder 306 hp 266 ft-lbs","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2010 Hyundai Genesis Coupe 3.8 Track","Hyundai","2010 Hyundai Genesis Coupe","2010","306","266" +"104","22","72","Rear-wheel drive","Hyundai 2.0L 4 Cylinder 210 hp 223 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","20","Gasoline","30","Automatic transmission","2010 Hyundai Genesis Coupe 2.0T AT","Hyundai","2010 Hyundai Genesis Coupe","2010","210","223" +"104","22","72","Rear-wheel drive","Hyundai 3.8L 6 Cylinder 306 hp 266 ft-lbs","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2010 Hyundai Genesis Coupe 3.8 Grand Touring","Hyundai","2010 Hyundai Genesis Coupe","2010","306","266" +"104","22","72","Rear-wheel drive","Hyundai 2.0L 4 Cylinder 210 hp 223 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","30","Manual transmission","2010 Hyundai Genesis Coupe 2.0T","Hyundai","2010 Hyundai Genesis Coupe","2010","210","223" +"157","118","3","Rear-wheel drive","Mercedes-AMG 6.3L 8 Cylinder 451 hp 443 ft-lbs","True","7","7 Speed Automatic Select Shift","12","Gasoline","19","Automatic transmission","2010 Mercedes-Benz C63 AMG Sport","AMG","2010 Mercedes-Benz C-Class","2010","451","443" +"188","115","242","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2010 Volkswagen GTI 2-Door","Volkswagen","2010 Volkswagen GTI 2-Door","2010","200","207" +"188","115","242","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2011 Volkswagen GTI 2-Door","Volkswagen","2011 Volkswagen GTI 2-Door","2011","200","207" +"137","169","85","Rear-wheel drive","Ford 3.7L 6 Cylinder 305 hp 280 ft-lbs","True","6","6 Speed Manual","19","Gasoline","29","Manual transmission","2012 Ford Mustang V6","Ford","2012 Ford Mustang Coup","2012","305","280" +"137","169","85","Rear-wheel drive","Ford 3.7L 6 Cylinder 305 hp 280 ft-lbs","True","6","6 Speed Automatic","19","Gasoline","31","Automatic transmission","2012 Ford Mustang V6 AT","Ford","2012 Ford Mustang Coup","2012","305","280" +"137","169","85","Rear-wheel drive","Ford 3.7L 6 Cylinder 305 hp 280 ft-lbs","True","6","6 Speed Manual","19","Gasoline","29","Manual transmission","2012 Ford Mustang V6 Premium","Ford","2012 Ford Mustang Coup","2012","305","280" +"137","169","85","Rear-wheel drive","Ford 3.7L 6 Cylinder 305 hp 280 ft-lbs","True","6","6 Speed Automatic","19","Gasoline","31","Automatic transmission","2012 Ford Mustang V6 Premium AT","Ford","2012 Ford Mustang Coup","2012","305","280" +"137","169","85","Rear-wheel drive","Ford 5.0L 8 Cylinder 412 hp 390 ft-lbs","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2012 Ford Mustang GT","Ford","2012 Ford Mustang Coup","2012","412","390" +"137","169","85","Rear-wheel drive","Ford 5.0L 8 Cylinder 412 hp 390 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","25","Automatic transmission","2012 Ford Mustang GT AT","Ford","2012 Ford Mustang Coup","2012","412","390" +"137","169","85","Rear-wheel drive","Ford 5.0L 8 Cylinder 412 hp 390 ft-lbs","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2012 Ford Mustang GT Premium","Ford","2012 Ford Mustang Coup","2012","412","390" +"137","169","85","Rear-wheel drive","Ford 5.0L 8 Cylinder 412 hp 390 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","25","Automatic transmission","2012 Ford Mustang GT Premium AT","Ford","2012 Ford Mustang Coup","2012","412","390" +"119","169","85","Rear-wheel drive","Ford 5.0L 8 Cylinder 444 hp 380 ft-lbs","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2012 Ford Mustang Boss 302","Ford","2012 Ford Mustang Coup","2012","444","380" +"165","22","234","All-wheel drive","Mercedes-Benz 3.0L 6 Cylinders 228 hp 221 ft-lbs FFV","True","7","7 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2010 Mercedes-Benz C300 Luxury 4MATIC","Mercedes","2010 Mercedes-Benz C-Class","2010","228","221" +"137","169","85","Rear-wheel drive","Ford 3.7L 6 Cylinder 305 hp 280 ft-lbs","True","6","6 Speed Manual","19","Gasoline","30","Manual transmission","2012 Ford Mustang V6 Convertible","Ford","2012 Ford Mustang Convertible","2012","305","280" +"137","169","85","Rear-wheel drive","Ford 3.7L 6 Cylinder 305 hp 280 ft-lbs","True","6","6 Speed Automatic","19","Gasoline","30","Automatic transmission","2012 Ford Mustang V6 Convertible AT","Ford","2012 Ford Mustang Convertible","2012","305","280" +"137","169","85","Rear-wheel drive","Ford 3.7L 6 Cylinder 305 hp 280 ft-lbs","True","6","6 Speed Manual","19","Gasoline","30","Manual transmission","2012 Ford Mustang V6 Premium Convertible","Ford","2012 Ford Mustang Convertible","2012","305","280" +"137","169","85","Rear-wheel drive","Ford 3.7L 6 Cylinder 305 hp 280 ft-lbs","True","6","6 Speed Automatic","19","Gasoline","30","Automatic transmission","2012 Ford Mustang V6 Premium Convertible AT","Ford","2012 Ford Mustang Convertible","2012","305","280" +"137","169","85","Rear-wheel drive","Ford 5.0L 8 Cylinder 412 hp 390 ft-lbs","True","6","6 Speed Manual","19","Gasoline","30","Manual transmission","2012 Ford Mustang GT Convertible","Ford","2012 Ford Mustang Convertible","2012","412","390" +"137","169","85","Rear-wheel drive","Ford 5.0L 8 Cylinder 412 hp 390 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","25","Automatic transmission","2012 Ford Mustang GT Convertible AT","Ford","2012 Ford Mustang Convertible","2012","412","390" +"137","169","85","Rear-wheel drive","Ford 5.0L 8 Cylinder 412 hp 390 ft-lbs","True","6","6 Speed Manual","19","Gasoline","30","Manual transmission","2012 Ford Mustang GT Premium Convertible","Ford","2012 Ford Mustang Convertible","2012","412","390" +"137","169","85","Rear-wheel drive","Ford 5.0L 8 Cylinder 412 hp 390 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","25","Automatic transmission","2012 Ford Mustang GT Premium Convertible AT","Ford","2012 Ford Mustang Convertible","2012","412","390" +"144","169","85","Rear-wheel drive","Ford 3.7L 6 Cylinder 305 hp 280 ft-lbs","True","6","6 Speed Manual","19","Gasoline","29","Manual transmission","2011 Ford Mustang V6 Convertible","Ford","2011 Ford Mustang Convertible","2011","305","280" +"144","169","85","Rear-wheel drive","Ford 3.7L 6 Cylinder 305 hp 280 ft-lbs","True","6","6 Speed Automatic","19","Gasoline","30","Automatic transmission","2011 Ford Mustang V6 Convertible AT","Ford","2011 Ford Mustang Convertible","2011","305","280" +"144","169","85","Rear-wheel drive","Ford 3.7L 6 Cylinder 305 hp 280 ft-lbs","True","6","6 Speed Manual","19","Gasoline","29","Manual transmission","2011 Ford Mustang V6 Premium Convertible","Ford","2011 Ford Mustang Convertible","2011","305","280" +"144","169","85","Rear-wheel drive","Ford 3.7L 6 Cylinder 305 hp 280 ft-lbs","True","6","6 Speed Automatic","19","Gasoline","30","Automatic transmission","2011 Ford Mustang V6 Premium Convertible AT","Ford","2011 Ford Mustang Convertible","2011","305","280" +"137","169","85","Rear-wheel drive","Ford 5.0L 8 Cylinder 412 hp 390 ft-lbs","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2011 Ford Mustang GT Convertible","Ford","2011 Ford Mustang Convertible","2011","412","390" +"137","169","85","Rear-wheel drive","Ford 5.0L 8 Cylinder 412 hp 390 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","25","Automatic transmission","2011 Ford Mustang GT Convertible AT","Ford","2011 Ford Mustang Convertible","2011","412","390" +"137","169","85","Rear-wheel drive","Ford 5.0L 8 Cylinder 412 hp 390 ft-lbs","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2011 Ford Mustang GT Premium Convertible","Ford","2011 Ford Mustang Convertible","2011","412","390" +"137","169","85","Rear-wheel drive","Ford 5.0L 8 Cylinder 412 hp 390 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","25","Automatic transmission","2011 Ford Mustang GT Premium Convertible AT","Ford","2011 Ford Mustang Convertible","2011","412","390" +"144","169","85","Rear-wheel drive","Ford 3.7L 6 Cylinder 305 hp 280 ft-lbs","True","6","6 Speed Manual","19","Gasoline","29","Manual transmission","2011 Ford Mustang V6","Ford","2011 Ford Mustang Coup","2011","305","280" +"144","169","85","Rear-wheel drive","Ford 3.7L 6 Cylinder 305 hp 280 ft-lbs","True","6","6 Speed Automatic","19","Gasoline","31","Automatic transmission","2011 Ford Mustang V6 AT","Ford","2011 Ford Mustang Coup","2011","305","280" +"144","169","85","Rear-wheel drive","Ford 3.7L 6 Cylinder 305 hp 280 ft-lbs","True","6","6 Speed Manual","19","Gasoline","29","Manual transmission","2011 Ford Mustang V6 Premium","Ford","2011 Ford Mustang Coup","2011","305","280" +"144","169","85","Rear-wheel drive","Ford 3.7L 6 Cylinder 305 hp 280 ft-lbs","True","6","6 Speed Automatic","19","Gasoline","31","Automatic transmission","2011 Ford Mustang V6 Premium AT","Ford","2011 Ford Mustang Coup","2011","305","280" +"137","169","85","Rear-wheel drive","Ford 5.0L 8 Cylinder 412 hp 390 ft-lbs","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2011 Ford Mustang GT","Ford","2011 Ford Mustang Coup","2011","412","390" +"137","169","85","Rear-wheel drive","Ford 5.0L 8 Cylinder 412 hp 390 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","25","Automatic transmission","2011 Ford Mustang GT AT","Ford","2011 Ford Mustang Coup","2011","412","390" +"137","169","85","Rear-wheel drive","Ford 5.0L 8 Cylinder 412 hp 390 ft-lbs","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2011 Ford Mustang GT Premium","Ford","2011 Ford Mustang Coup","2011","412","390" +"137","169","85","Rear-wheel drive","Ford 5.0L 8 Cylinder 412 hp 390 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","25","Automatic transmission","2011 Ford Mustang GT Premium AT","Ford","2011 Ford Mustang Coup","2011","412","390" +"150","22","234","Rear-wheel drive","Mercedes-Benz 3.0L 6 Cylinders 228 hp 221 ft-lbs FFV","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2011 Mercedes-Benz C300 Sport FFV","Mercedes","2011 Mercedes-Benz C-Class","2011","228","221" +"157","118","3","Rear-wheel drive","Mercedes-AMG 6.3L 8 Cylinder 451 hp 443 ft-lbs","True","7","7 Speed Automatic Select Shift","13","Gasoline","19","Automatic transmission","2011 Mercedes-Benz C63 AMG Sport","AMG","2011 Mercedes-Benz C-Class","2011","451","443" +"165","22","234","All-wheel drive","Mercedes-Benz 3.0L 6 Cylinder 228 hp 221 ft-lbs","True","7","7 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2011 Mercedes-Benz C300 Luxury 4MATIC","Mercedes","2011 Mercedes-Benz C-Class","2011","228","221" +"165","22","234","Rear-wheel drive","Mercedes-Benz 3.0L 6 Cylinders 228 hp 221 ft-lbs FFV","True","7","7 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2011 Mercedes-Benz C300 Luxury","Mercedes","2011 Mercedes-Benz C-Class","2011","228","221" +"150","22","234","Rear-wheel drive","Mercedes-Benz 3.5L 6 Cylinders 268 hp 258 ft-lbs","True","7","7 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2011 Mercedes-Benz C350 Sport","Mercedes","2011 Mercedes-Benz C-Class","2011","268","258" +"150","22","234","Rear-wheel drive","Mercedes-Benz 3.0L 6 Cylinders 228 hp 221 ft-lbs FFV","True","7","7 Speed Automatic Select Shift","13","E85","19","Automatic transmission","2011 Mercedes-Benz C300 Sport AT FFV","Mercedes","2011 Mercedes-Benz C-Class","2011","228","221" +"190","175","158","Front-wheel drive","Kia 1.6L 4 Cylinder 110 hp 107 ft-lbs","True","4","4 Speed Automatic","27","Gasoline","36","Automatic transmission","2011 Kia Rio5 LX","Kia","2011 Kia Rio5","2011","110","107" +"190","175","158","Front-wheel drive","Kia 1.6L 4 Cylinder 110 hp 107 ft-lbs","True","4","4 Speed Automatic","27","Gasoline","36","Automatic transmission","2011 Kia Rio5 SX","Kia","2011 Kia Rio5","2011","110","107" +"190","185","158","Front-wheel drive","Kia 1.6L 4 Cylinder 110 hp 107 ft-lbs","True","5","5 Speed Manual","28","Gasoline","34","Manual transmission","2010 Kia Rio5 LX","Kia","2010 Kia Rio5","2010","110","107" +"190","185","158","Front-wheel drive","Kia 1.6L 4 Cylinder 110 hp 107 ft-lbs","True","4","4 Speed Automatic","27","Gasoline","36","Automatic transmission","2010 Kia Rio5 LX AT","Kia","2010 Kia Rio5","2010","110","107" +"190","185","158","Front-wheel drive","Kia 1.6L 4 Cylinder 110 hp 107 ft-lbs","True","5","5 Speed Manual","28","Gasoline","34","Manual transmission","2010 Kia Rio5 SX","Kia","2010 Kia Rio5","2010","110","107" +"190","185","158","Front-wheel drive","Kia 1.6L 4 Cylinder 110 hp 107 ft-lbs","True","4","4 Speed Automatic","27","Gasoline","36","Automatic transmission","2010 Kia Rio5 SX AT","Kia","2010 Kia Rio5","2010","110","107" +"188","115","242","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2011 Volkswagen GTI 4-Door","Volkswagen","2011 Volkswagen GTI 4-Door","2011","200","207" +"190","153","158","Front-wheel drive","Kia 1.6L 4 Cylinder 110 hp 107 ft-lbs","True","5","5 Speed Manual","28","Gasoline","34","Manual transmission","2010 Kia Rio","Kia","2010 Kia Rio","2010","110","107" +"190","153","158","Front-wheel drive","Kia 1.6L 4 Cylinder 110 hp 107 ft-lbs","True","5","5 Speed Manual","28","Gasoline","34","Manual transmission","2010 Kia Rio LX","Kia","2010 Kia Rio","2010","110","107" +"190","153","158","Front-wheel drive","Kia 1.6L 4 Cylinder 110 hp 107 ft-lbs","True","4","4 Speed Automatic","27","Gasoline","36","Automatic transmission","2010 Kia Rio LX AT","Kia","2010 Kia Rio","2010","110","107" +"190","153","158","Front-wheel drive","Kia 1.6L 4 Cylinder 110 hp 107 ft-lbs","True","5","5 Speed Manual","28","Gasoline","34","Manual transmission","2010 Kia Rio SX","Kia","2010 Kia Rio","2010","110","107" +"190","153","158","Front-wheel drive","Kia 1.6L 4 Cylinder 110 hp 107 ft-lbs","True","4","4 Speed Automatic","27","Gasoline","36","Automatic transmission","2010 Kia Rio SX AT","Kia","2010 Kia Rio","2010","110","107" +"74","8","249","Front-wheel drive","Kia 1.6L 4 Cylinder 122 hp 115 ft-lbs","True","5","5 Speed Manual","26","Gasoline","31","Manual transmission","2011 Kia Soul","Kia","2011 Kia Soul","2011","122","115" +"74","8","249","Front-wheel drive","Kia 2.0L 4 Cylinder 142 hp 137 ft-lbs","True","5","5 Speed Manual","24","Gasoline","30","Manual transmission","2011 Kia Soul +","Kia","2011 Kia Soul","2011","142","137" +"74","8","249","Front-wheel drive","Kia 2.0L 4 Cylinder 142 hp 137 ft-lbs","True","4","4 Speed Automatic","24","Gasoline","30","Automatic transmission","2011 Kia Soul + AT","Kia","2011 Kia Soul","2011","142","137" +"74","8","249","Front-wheel drive","Kia 2.0L 4 Cylinder 142 hp 137 ft-lbs","True","4","4 Speed Automatic","24","Gasoline","30","Automatic transmission","2011 Kia Soul !","Kia","2011 Kia Soul","2011","142","137" +"74","8","249","Front-wheel drive","Kia 2.0L 4 Cylinder 142 hp 137 ft-lbs","True","4","4 Speed Automatic","24","Gasoline","30","Automatic transmission","2011 Kia Soul Sport","Kia","2011 Kia Soul","2011","142","137" +"96","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 312 hp 278 ft-lbs","True","6","6 Speed Manual","17","Gasoline","28","Manual transmission","2011 Chevrolet Camaro Coupe 1LS","Chevrolet","2011 Chevrolet Camaro Coupe","2011","312","278" +"96","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 312 hp 278 ft-lbs","True","6","6 Speed Automatic","19","Gasoline","30","Automatic transmission","2011 Chevrolet Camaro Coupe 1LS AT","Chevrolet","2011 Chevrolet Camaro Coupe","2011","312","278" +"96","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 312 hp 278 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","29","Automatic transmission","2011 Chevrolet Camaro Coupe 2LS","Chevrolet","2011 Chevrolet Camaro Coupe","2011","312","278" +"96","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 312 hp 278 ft-lbs","True","6","6 Speed Manual","17","Gasoline","28","Manual transmission","2011 Chevrolet Camaro Coupe 1LT","Chevrolet","2011 Chevrolet Camaro Coupe","2011","312","278" +"96","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 312 hp 278 ft-lbs","True","6","6 Speed Automatic","19","Gasoline","30","Automatic transmission","2011 Chevrolet Camaro Coupe 1LT AT","Chevrolet","2011 Chevrolet Camaro Coupe","2011","312","278" +"96","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 312 hp 278 ft-lbs","True","6","6 Speed Manual","17","Gasoline","28","Manual transmission","2011 Chevrolet Camaro Coupe 2LT","Chevrolet","2011 Chevrolet Camaro Coupe","2011","312","278" +"96","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 312 hp 278 ft-lbs","True","6","6 Speed Automatic","19","Gasoline","30","Automatic transmission","2011 Chevrolet Camaro Coupe 2LT AT","Chevrolet","2011 Chevrolet Camaro Coupe","2011","312","278" +"96","228","125","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 426 hp 420 ft-lbs","True","6","6 Speed Manual","16","Gasoline","24","Manual transmission","2011 Chevrolet Camaro Coupe 1SS","Chevrolet","2011 Chevrolet Camaro Coupe","2011","426","420" +"96","228","125","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 426 hp 420 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","25","Automatic transmission","2011 Chevrolet Camaro Coupe 1SS AT","Chevrolet","2011 Chevrolet Camaro Coupe","2011","426","420" +"96","228","125","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 426 hp 420 ft-lbs","True","6","6 Speed Manual","16","Gasoline","24","Manual transmission","2011 Chevrolet Camaro Coupe 2SS","Chevrolet","2011 Chevrolet Camaro Coupe","2011","426","420" +"96","228","125","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 426 hp 420 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","25","Automatic transmission","2011 Chevrolet Camaro Coupe 2SS AT","Chevrolet","2011 Chevrolet Camaro Coupe","2011","426","420" +"132","169","85","Rear-wheel drive","Ford 4.0L 6 cylinder 210 hp 240 ft-lbs","True","5","5 Speed Manual","18","Gasoline","26","Manual transmission","2010 Ford Mustang V6","Ford","2010 Ford Mustang Coup","2010","210","240" +"132","169","85","Rear-wheel drive","Ford 4.0L 6 cylinder 210 hp 240 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","24","Automatic transmission","2010 Ford Mustang V6 AT","Ford","2010 Ford Mustang Coup","2010","210","240" +"132","169","85","Rear-wheel drive","Ford 4.0L 6 cylinder 210 hp 240 ft-lbs","True","5","5 Speed Manual","18","Gasoline","26","Manual transmission","2010 Ford Mustang V6 Premium","Ford","2010 Ford Mustang Coup","2010","210","240" +"132","169","85","Rear-wheel drive","Ford 4.0L 6 cylinder 210 hp 240 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","24","Automatic transmission","2010 Ford Mustang V6 Premium AT","Ford","2010 Ford Mustang Coup","2010","210","240" +"132","169","85","Rear-wheel drive","Ford 4.6L 8 Cylinder 315 hp 325 ft-lbs","True","5","5 Speed Manual","16","Gasoline","24","Manual transmission","2010 Ford Mustang GT","Ford","2010 Ford Mustang Coup","2010","315","325" +"132","169","85","Rear-wheel drive","Ford 4.6L 8 Cylinder 315 hp 325 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Ford Mustang GT AT","Ford","2010 Ford Mustang Coup","2010","315","325" +"132","169","85","Rear-wheel drive","Ford 4.6L 8 Cylinder 315 hp 325 ft-lbs","True","5","5 Speed Manual","16","Gasoline","24","Manual transmission","2010 Ford Mustang GT Premium","Ford","2010 Ford Mustang Coup","2010","315","325" +"132","169","85","Rear-wheel drive","Ford 4.6L 8 Cylinder 315 hp 325 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Ford Mustang GT Premium","Ford","2010 Ford Mustang Coup","2010","315","325" +"74","8","249","Front-wheel drive","Kia 1.6L 4 Cylinder 122 hp 115 ft-lbs","True","5","5 Speed Manual","26","Gasoline","31","Manual transmission","2010 Kia Soul","Kia","2010 Kia Soul","2010","122","115" +"74","8","249","Front-wheel drive","Kia 2.0L 4 Cylinder 142 hp 137 ft-lbs","True","5","5 Speed Manual","24","Gasoline","30","Manual transmission","2010 Kia Soul +","Kia","2010 Kia Soul","2010","142","137" +"74","8","249","Front-wheel drive","Kia 2.0L 4 Cylinder 142 hp 137 ft-lbs","True","4","4 Speed Automatic","24","Gasoline","30","Automatic transmission","2010 Kia Soul + AT","Kia","2010 Kia Soul","2010","142","137" +"74","8","249","Front-wheel drive","Kia 2.0L 4 Cylinder 142 hp 137 ft-lbs","True","5","5 Speed Manual","24","Gasoline","30","Manual transmission","2010 Kia Soul !","Kia","2010 Kia Soul","2010","142","137" +"74","8","249","Front-wheel drive","Kia 2.0L 4 Cylinder 142 hp 137 ft-lbs","True","4","4 Speed Automatic","24","Gasoline","30","Automatic transmission","2010 Kia Soul ! AT","Kia","2010 Kia Soul","2010","142","137" +"74","8","249","Front-wheel drive","Kia 2.0L 4 Cylinder 142 hp 137 ft-lbs","True","5","5 Speed Manual","24","Gasoline","30","Manual transmission","2010 Kia Soul Sport","Kia","2010 Kia Soul","2010","142","137" +"74","8","249","Front-wheel drive","Kia 2.0L 4 Cylinder 142 hp 137 ft-lbs","True","4","4 Speed Automatic","24","Gasoline","30","Automatic transmission","2010 Kia Soul Sport AT","Kia","2010 Kia Soul","2010","142","137" +"144","169","85","Rear-wheel drive","Ford 4.0L 6 cylinder 210 hp 240 ft-lbs","True","5","5 Speed Manual","18","Gasoline","26","Manual transmission","2010 Ford Mustang V6 Convertible","Ford","2010 Ford Mustang Convertible","2010","210","240" +"144","169","85","Rear-wheel drive","Ford 4.0L 6 cylinder 210 hp 240 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","24","Automatic transmission","2010 Ford Mustang V6 Convertible AT","Ford","2010 Ford Mustang Convertible","2010","210","240" +"144","169","85","Rear-wheel drive","Ford 4.0L 6 cylinder 210 hp 240 ft-lbs","True","5","5 Speed Manual","18","Gasoline","26","Manual transmission","2010 Ford Mustang V6 Premium Convertible","Ford","2010 Ford Mustang Convertible","2010","210","240" +"144","169","85","Rear-wheel drive","Ford 4.0L 6 cylinder 210 hp 240 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","24","Automatic transmission","2010 Ford Mustang V6 Premium Convertible AT","Ford","2010 Ford Mustang Convertible","2010","210","240" +"144","169","85","Rear-wheel drive","Ford 4.6L 8 Cylinder 315 hp 325 ft-lbs","True","5","5 Speed Manual","16","Gasoline","24","Manual transmission","2010 Ford Mustang GT Convertible","Ford","2010 Ford Mustang Convertible","2010","315","325" +"144","169","85","Rear-wheel drive","Ford 4.6L 8 Cylinder 315 hp 325 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Ford Mustang GT Convertible AT","Ford","2010 Ford Mustang Convertible","2010","315","325" +"144","169","85","Rear-wheel drive","Ford 4.6L 8 Cylinder 315 hp 325 ft-lbs","True","5","5 Speed Manual","16","Gasoline","24","Manual transmission","2010 Ford Mustang GT Premium Convertible","Ford","2010 Ford Mustang Convertible","2010","315","325" +"144","169","85","Rear-wheel drive","Ford 4.6L 8 Cylinder 315 hp 325 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Ford Mustang GT Premium Convertible AT","Ford","2010 Ford Mustang Convertible","2010","315","325" +"228","83","138","All-wheel drive","Audi 5.2L 10 Cylinder 525 hp 391 ft-lbs","True","6","6 Speed Manual","12","Gasoline","20","Manual transmission","2010 Audi R8 Coupe 5.2","Audi","2010 Audi R8 Coupe","2010","525","391" +"228","79","112","All-wheel drive","Audi 4.2L 8 cylinder 420hp 317 ft-lbs","True","6","6 Speed Manual","12","Gasoline","19","Manual transmission","2010 Audi R8 Coupe 4.2","Audi","2010 Audi R8 Coupe","2010","420","317" +"224","10","191","Front-wheel drive","Kia 3.5L 6 Cylinder 271 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2012 Kia Sedona LX","Kia","2012 Kia Sedona","2012","271","248" +"239","10","191","Front-wheel drive","Kia 3.5L 6 Cylinder 271 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2012 Kia Sedona EX","Kia","2012 Kia Sedona","2012","271","248" +"127","172","85","Rear-wheel drive","Ford 5.4L 8 Cylinder 550 hp 510 ft-lbs S-charged","True","6","6 Speed Manual","15","Gasoline","23","Manual transmission","2012 Ford Mustang Shelby GT500 Convertible","Ford","2012 Ford Mustang Shelby GT500 Convertible","2012","550","510" +"119","172","85","Rear-wheel drive","Ford 5.4L 8 Cylinder 550 hp 510 ft-lbs S-charged","True","6","6 Speed Manual","15","Gasoline","23","Manual transmission","2012 Ford Mustang Shelby GT500 Coupe","Ford","2012 Ford Mustang Shelby GT500 Coupe","2012","550","510" +"139","172","85","Rear-wheel drive","Ford 5.4L 8 Cylinder 550 hp 510 ft-lbs S-charged","True","6","6 Speed Manual","15","Gasoline","23","Manual transmission","2011 Ford Mustang Shelby GT500 Convertible","Ford","2011 Ford Mustang Shelby GT500 Convertible","2011","550","510" +"104","172","85","Rear-wheel drive","Ford 5.4L 8 Cylinder 550 hp 510 ft-lbs S-charged","True","6","6 Speed Manual","15","Gasoline","23","Manual transmission","2011 Ford Shelby GT500 Coupe","Ford","2011 Ford Shelby GT500 Coupe","2011","550","510" +"104","172","85","Rear-wheel drive","Ford 5.4L 8 Cylinder 550 hp 510 ft-lbs S-charged","True","6","6 Speed Manual","15","Gasoline","23","Manual transmission","2010 Ford Mustang Shelby GT500 Coupe","Ford","2010 Ford Mustang Shelby GT500 Coupe","2010","550","510" +"139","172","85","Rear-wheel drive","Ford 5.4L 8 Cylinder 550 hp 510 ft-lbs S-charged","True","6","6 Speed Manual","14","Gasoline","22","Manual transmission","2010 Ford Mustang Shelby GT500 Convertible","Ford","2010 Ford Mustang Shelby GT500 Convertible","2010","550","510" +"24","10","191","Front-wheel drive","Kia 3.5L 6 Cylinder 271 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2011 Kia Sedona LX","Kia","2011 Kia Sedona","2011","271","248" +"36","10","191","Front-wheel drive","Kia 3.5L 6 Cylinder 271 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2011 Kia Sedona EX","Kia","2011 Kia Sedona","2011","271","248" +"224","202","191","Front-wheel drive","Kia 3.8L 6 Cylinder 244 hp 253 ft-lbs","True","5","5 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2010 Kia Sedona","Kia","2010 Kia Sedona","2010","244","253" +"224","10","191","Front-wheel drive","Kia 3.8L 6 Cylinder 244 hp 253 ft-lbs","True","5","5 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2010 Kia Sedona LX","Kia","2010 Kia Sedona","2010","244","253" +"224","10","191","Front-wheel drive","Kia 3.8L 6 Cylinder 244 hp 253 ft-lbs","True","5","5 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2010 Kia Sedona EX","Kia","2010 Kia Sedona","2010","244","253" +"220","79","113","All-wheel drive","Audi 4.2L 8 cylinder 420hp 317 ft-lbs","True","6","6 Speed Manual","11","Gasoline","20","Manual transmission","2011 Audi R8 Spyder 4.2","Audi","2011 Audi R8 Spyder","2011","420","317" +"188","115","242","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2010 Volkswagen GTI 4-Door","Volkswagen","2010 Volkswagen GTI 4-Door","2010","200","207" +"220","83","113","All-wheel drive","Audi 5.2L 10 Cylinder 525 hp 391 ft-lbs","True","6","6 Speed Manual","12","Gasoline","19","Manual transmission","2011 Audi R8 Spyder 5.2","Audi","2011 Audi R8 Spyder","2011","525","391" +"173","63","92","Front-wheel drive","Kia 2.4L 4 Cylinder 175 hp 169 ft-lbs","True","6","6 Speed Manual","20","Gasoline","27","Manual transmission","2012 Kia Sorento","Kia","2012 Kia Sorento","2012","175","169" +"173","63","92","Front-wheel drive","Kia 2.4L 4 Cylinder 175 hp 169 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","29","Automatic transmission","2012 Kia Sorento LX","Kia","2012 Kia Sorento","2012","175","169" +"173","63","92","All-wheel drive","Kia 2.4L 4 Cylinder 175 hp 169 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","27","Automatic transmission","2012 Kia Sorento LX AWD","Kia","2012 Kia Sorento","2012","175","169" +"173","63","92","Front-wheel drive","Kia 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2012 Kia Sorento LX V6","Kia","2012 Kia Sorento","2012","276","248" +"173","63","92","All-wheel drive","Kia 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2012 Kia Sorento LX V6 AWD","Kia","2012 Kia Sorento","2012","276","248" +"173","63","92","Front-wheel drive","Kia 2.4L 4 Cylinder 191 hp 181 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2012 Kia Sorento EX","Kia","2012 Kia Sorento","2012","191","181" +"173","63","92","All-wheel drive","Kia 2.4L 4 Cylinder 191 hp 181 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2012 Kia Sorento EX AWD","Kia","2012 Kia Sorento","2012","191","181" +"173","63","92","Front-wheel drive","Kia 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2012 Kia Sorento EX V6","Kia","2012 Kia Sorento","2012","276","248" +"173","63","92","All-wheel drive","Kia 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2012 Kia Sorento EX V6 AWD","Kia","2012 Kia Sorento","2012","276","248" +"163","63","92","Front-wheel drive","Kia 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2012 Kia Sorento SX","Kia","2012 Kia Sorento","2012","276","248" +"163","63","92","All-wheel drive","Kia 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2012 Kia Sorento SX AWD","Kia","2012 Kia Sorento","2012","276","248" +"126","109","248","All-wheel drive","Audi 3.0L 6 Cylinder 333 hp 325 ft-lbs S-charged","True","6","6 Speed Manual","18","Gasoline","27","Manual transmission","2012 Audi S4 Sedan 3.0","Audi","2012 Audi S4 Sedan","2012","333","325" +"96","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Manual","17","Gasoline","29","Manual transmission","2010 Chevrolet Camaro Coupe 1LS","Chevrolet","2010 Chevrolet Camaro Coupe","2010","304","273" +"96","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","29","Automatic transmission","2010 Chevrolet Camaro Coupe 1LS AT","Chevrolet","2010 Chevrolet Camaro Coupe","2010","304","273" +"96","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Manual","17","Gasoline","29","Manual transmission","2010 Chevrolet Camaro Coupe 1LT","Chevrolet","2010 Chevrolet Camaro Coupe","2010","304","273" +"96","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","29","Automatic transmission","2010 Chevrolet Camaro Coupe 1LT AT","Chevrolet","2010 Chevrolet Camaro Coupe","2010","304","273" +"96","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Manual","17","Gasoline","29","Manual transmission","2010 Chevrolet Camaro Coupe 2LT","Chevrolet","2010 Chevrolet Camaro Coupe","2010","304","273" +"96","228","125","Rear-wheel drive","Chevrolet 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","29","Automatic transmission","2010 Chevrolet Camaro Coupe 2LT AT","Chevrolet","2010 Chevrolet Camaro Coupe","2010","304","273" +"96","228","125","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 426 hp 420 ft-lbs","True","6","6 Speed Manual","16","Gasoline","24","Manual transmission","2010 Chevrolet Camaro Coupe 1SS","Chevrolet","2010 Chevrolet Camaro Coupe","2010","426","420" +"96","228","125","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 426 hp 420 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","25","Automatic transmission","2010 Chevrolet Camaro Coupe 1SS AT","Chevrolet","2010 Chevrolet Camaro Coupe","2010","426","420" +"96","228","125","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 426 hp 420 ft-lbs","True","6","6 Speed Manual","16","Gasoline","24","Manual transmission","2010 Chevrolet Camaro Coupe 2SS","Chevrolet","2010 Chevrolet Camaro Coupe","2010","426","420" +"96","228","125","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 426 hp 420 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","25","Automatic transmission","2010 Chevrolet Camaro Coupe 2SS AT","Chevrolet","2010 Chevrolet Camaro Coupe","2010","426","420" +"147","95","214","All-wheel drive","Audi 3.0L 6 Cylinder 333 hp 325 ft-lbs S-charged","True","6","6 Speed Manual","18","Gasoline","27","Manual transmission","2011 Audi S4 Sedan 3.0","Audi","2011 Audi S4 Sedan","2011","333","325" +"173","63","92","Front-wheel drive","Kia 2.4L 4 Cylinder 175 hp 169 ft-lbs","True","6","6 Speed Manual","20","Gasoline","27","Manual transmission","2011 Kia Sorento","Kia","2011 Kia Sorento","2011","175","169" +"173","63","92","Front-wheel drive","Kia 2.4L 4 Cylinder 175 hp 169 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","29","Automatic transmission","2011 Kia Sorento LX","Kia","2011 Kia Sorento","2011","175","169" +"173","63","92","All-wheel drive","Kia 2.4L 4 Cylinder 175 hp 169 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","27","Automatic transmission","2011 Kia Sorento LX AWD","Kia","2011 Kia Sorento","2011","175","169" +"208","63","92","Front-wheel drive","Kia 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2011 Kia Sorento LX V6","Kia","2011 Kia Sorento","2011","276","248" +"208","63","92","All-wheel drive","Kia 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2011 Kia Sorento LX V6 AWD","Kia","2011 Kia Sorento","2011","276","248" +"208","63","92","Front-wheel drive","Kia 2.4L 4 Cylinder 175 hp 169 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","29","Automatic transmission","2011 Kia Sorento EX","Kia","2011 Kia Sorento","2011","175","169" +"208","63","92","All-wheel drive","Kia 2.4L 4 Cylinder 175 hp 169 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","27","Automatic transmission","2011 Kia Sorento EX AWD","Kia","2011 Kia Sorento","2011","175","169" +"208","63","92","Front-wheel drive","Kia 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2011 Kia Sorento EX V6","Kia","2011 Kia Sorento","2011","276","248" +"208","63","92","All-wheel drive","Kia 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2011 Kia Sorento EX V6 AWD","Kia","2011 Kia Sorento","2011","276","248" +"198","52","92","Front-wheel drive","Kia 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2011 Kia Sorento SX","Kia","2011 Kia Sorento","2011","276","248" +"198","52","92","All-wheel drive","Kia 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2011 Kia Sorento SX AWD","Kia","2011 Kia Sorento","2011","276","248" +"99","87","62","Front-wheel drive","Kia 2.4L 4 Cylinder 176 hp 168 ft-lbs","True","6","6 Speed Manual","21","Gasoline","29","Manual transmission","2012 Kia Sportage","Kia","2012 Kia Sportage","2012","176","168" +"99","87","62","Front-wheel drive","Kia 2.4L 4 Cylinder 176 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2012 Kia Sportage LX","Kia","2012 Kia Sportage","2012","176","168" +"99","87","62","All-wheel drive","Kia 2.4L 4 Cylinder 176 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2012 Kia Sportage LX AWD","Kia","2012 Kia Sportage","2012","176","168" +"99","87","62","Front-wheel drive","Kia 2.4L 4 Cylinder 176 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2012 Kia Sportage EX","Kia","2012 Kia Sportage","2012","176","168" +"99","87","62","All-wheel drive","Kia 2.4L 4 Cylinder 176 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2012 Kia Sportage EX AWD","Kia","2012 Kia Sportage","2012","176","168" +"99","98","62","Front-wheel drive","Kia 2.0L 4 Cylinder 260 hp 269 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","22","Gasoline","29","Automatic transmission","2012 Kia Sportage SX","Kia","2012 Kia Sportage","2012","260","269" +"99","98","62","All-wheel drive","Kia 2.0L 4 Cylinder 260 hp 269 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","21","Gasoline","26","Automatic transmission","2012 Kia Sportage SX AWD","Kia","2012 Kia Sportage","2012","260","269" +"200","105","249","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 140 hp 236 ft-lbs Turbo Diesel","True","6","6 Speed Manual","30","Diesel fuel","41","Manual transmission","2010 Volkswagen Golf 2.0L 2-Door TDI","Volkswagen","2010 Volkswagen Golf 2-Door","2010","140","236" +"200","105","249","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","5","5 Speed Manual","22","Gasoline","30","Manual transmission","2010 Volkswagen Golf 2-Door","Volkswagen","2010 Volkswagen Golf 2-Door","2010","170","177" +"200","105","249","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic","23","Gasoline","30","Automatic transmission","2010 Volkswagen Golf 2-Door AT","Volkswagen","2010 Volkswagen Golf 2-Door","2010","170","177" +"99","87","62","Front-wheel drive","Kia 2.4L 4 Cylinder 176 hp 168 ft-lbs","True","6","6 Speed Manual","21","Gasoline","29","Manual transmission","2011 Kia Sportage","Kia","2011 Kia Sportage","2011","176","168" +"99","87","62","Front-wheel drive","Kia 2.4L 4 Cylinder 176 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","31","Automatic transmission","2011 Kia Sportage LX","Kia","2011 Kia Sportage","2011","176","168" +"99","87","62","All-wheel drive","Kia 2.4L 4 Cylinder 176 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2011 Kia Sportage LX AWD","Kia","2011 Kia Sportage","2011","176","168" +"99","87","62","Front-wheel drive","Kia 2.4L 4 Cylinder 176 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","31","Automatic transmission","2011 Kia Sportage EX","Kia","2011 Kia Sportage","2011","176","168" +"99","87","62","All-wheel drive","Kia 2.4L 4 Cylinder 176 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2011 Kia Sportage EX AWD","Kia","2011 Kia Sportage","2011","176","168" +"99","98","62","Front-wheel drive","Kia 2.0L 4 Cylinder 260 hp 264 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","22","Gasoline","27","Automatic transmission","2011 Kia Sportage SX","Kia","2011 Kia Sportage","2011","260","264" +"99","98","62","All-wheel drive","Kia 2.0L 4 Cylinder 260 hp 264 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","21","Gasoline","25","Automatic transmission","2011 Kia Sportage SX AWD","Kia","2011 Kia Sportage","2011","260","264" +"126","109","34","All-wheel drive","Audi 3.0L 6 Cylinder 333 hp 325 ft-lbs S-charged","True","6","6 Speed Manual","18","Gasoline","27","Manual transmission","2010 Audi S4 Sedan 3.0","Audi","2010 Audi S4 Sedan","2010","333","325" +"158","255","8","Front-wheel drive","Kia 2.0L 4 Cylinder 140 hp 136 ft-lbs","True","5","5 Speed Manual","20","Gasoline","25","Manual transmission","2010 Kia Sportage LX","Kia","2010 Kia Sportage","2010","140","136" +"158","255","8","Front-wheel drive","Kia 2.0L 4 Cylinder 140 hp 136 ft-lbs","True","4","4 Speed Automatic Select Shift","20","Gasoline","25","Automatic transmission","2010 Kia Sportage LX AT","Kia","2010 Kia Sportage","2010","140","136" +"158","255","8","Four-wheel drive","Kia 2.0L 4 Cylinder 140 hp 136 ft-lbs","True","5","5 Speed Manual","19","Gasoline","24","Manual transmission","2010 Kia Sportage LX 4WD","Kia","2010 Kia Sportage","2010","140","136" +"158","255","8","Front-wheel drive","Kia 2.7L 6 Cylinder 173 hp 178 ft-lbs","True","4","4 Speed Automatic Select Shift","18","Gasoline","23","Automatic transmission","2010 Kia Sportage LX V6","Kia","2010 Kia Sportage","2010","173","178" +"158","255","8","Four-wheel drive","Kia 2.7L 6 Cylinder 173 hp 178 ft-lbs","True","4","4 Speed Automatic Select Shift","18","Gasoline","23","Automatic transmission","2010 Kia Sportage LX V6 4WD","Kia","2010 Kia Sportage","2010","173","178" +"158","255","8","Front-wheel drive","Kia 2.7L 6 Cylinder 173 hp 178 ft-lbs","True","4","4 Speed Automatic Select Shift","18","Gasoline","23","Automatic transmission","2010 Kia Sportage EX","Kia","2010 Kia Sportage","2010","173","178" +"158","255","8","Four-wheel drive","Kia 2.7L 6 Cylinder 173 hp 178 ft-lbs","True","4","4 Speed Automatic Select Shift","18","Gasoline","23","Automatic transmission","2010 Kia Sportage EX 4WD","Kia","2010 Kia Sportage","2010","173","178" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Manual","26","Gasoline","34","Manual transmission","2010 Honda Civic DX Sedan","Honda","2010 Honda Civic Sedan","2010","140","128" +"117","105","214","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","25","Gasoline","36","Automatic transmission","2010 Honda Civic DX Sedan AT","Honda","2010 Honda Civic Sedan","2010","140","128" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Manual","26","Gasoline","34","Manual transmission","2010 Honda Civic DX-VP Sedan","Honda","2010 Honda Civic Sedan","2010","140","128" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","25","Gasoline","36","Automatic transmission","2010 Honda Civic DX-VP Sedan AT","Honda","2010 Honda Civic Sedan","2010","140","128" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Manual","26","Gasoline","34","Manual transmission","2010 Honda Civic LX Sedan","Honda","2010 Honda Civic Sedan","2010","140","128" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","25","Gasoline","36","Automatic transmission","2010 Honda Civic LX Sedan AT","Honda","2010 Honda Civic Sedan","2010","140","128" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Manual","26","Gasoline","34","Manual transmission","2010 Honda Civic LX-S Sedan","Honda","2010 Honda Civic Sedan","2010","140","128" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","25","Gasoline","36","Automatic transmission","2010 Honda Civic LX-S Sedan AT","Honda","2010 Honda Civic Sedan","2010","140","128" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Manual","26","Gasoline","34","Manual transmission","2010 Honda Civic EX Sedan","Honda","2010 Honda Civic Sedan","2010","140","128" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","25","Gasoline","36","Automatic transmission","2010 Honda Civic EX Sedan AT","Honda","2010 Honda Civic Sedan","2010","140","128" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Manual","26","Gasoline","34","Manual transmission","2010 Honda Civic EX-L Sedan","Honda","2010 Honda Civic Sedan","2010","140","128" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","25","Gasoline","36","Automatic transmission","2010 Honda Civic EX-L Sedan AT","Honda","2010 Honda Civic Sedan","2010","140","128" +"155","151","216","Front-wheel drive","Honda 2.0L 4 Cyinder 197 hp 139 ft-lbs","True","6","6 Speed Manual","21","Gasoline","29","Manual transmission","2010 Honda Civic Si Sedan","Honda","2010 Honda Civic Sedan","2010","197","139" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 113 hp 109 ft-lbs CNG","True","5","5 Speed Automatic","24","Compressed natural gas","36","Automatic transmission","2010 Honda Civic GX Sedan","Honda","2010 Honda Civic Sedan","2010","113","109" +"41","20","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2011 Nissan Pathfinder SV","Nissan","2011 Nissan Pathfinder","2011","266","288" +"41","20","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2011 Nissan Pathfinder Silver Edition","Nissan","2011 Nissan Pathfinder","2011","266","288" +"52","20","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2011 Nissan Pathfinder Silver Edition 4x4","Nissan","2011 Nissan Pathfinder","2011","266","288" +"52","20","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2011 Nissan Pathfinder SV 4x4","Nissan","2011 Nissan Pathfinder","2011","266","288" +"36","20","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","22","Automatic transmission","2011 Nissan Pathfinder S","Nissan","2011 Nissan Pathfinder","2011","266","288" +"52","20","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Nissan Pathfinder S 4x4","Nissan","2011 Nissan Pathfinder","2011","266","288" +"41","20","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2011 Nissan Pathfinder LE","Nissan","2011 Nissan Pathfinder","2011","266","288" +"54","20","57","Four-wheel drive","Nissan 5.6L 8 Cylinder 310 hp 388 ft-lbs","True","5","5 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 Nissan Pathfinder LE 4x4 V8","Nissan","2011 Nissan Pathfinder","2011","310","388" +"52","20","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2011 Nissan Pathfinder LE 4x4","Nissan","2011 Nissan Pathfinder","2011","266","288" +"188","68","97","Front-wheel drive","Hyundai 2.4L 4 Cylinder 175 hp 169 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","28","Automatic transmission","2011 Hyundai Santa Fe GLS AT","Hyundai","2011 Hyundai Santa Fe","2011","175","169" +"188","68","97","All-wheel drive","Hyundai 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2011 Hyundai Santa Fe SE AWD","Hyundai","2011 Hyundai Santa Fe","2011","276","248" +"188","68","97","All-wheel drive","Hyundai 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2011 Hyundai Santa Fe Limited 3.5 AWD","Hyundai","2011 Hyundai Santa Fe","2011","276","248" +"188","68","97","Front-wheel drive","Hyundai 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2011 Hyundai Santa Fe SE","Hyundai","2011 Hyundai Santa Fe","2011","276","248" +"188","68","97","All-wheel drive","Hyundai 2.4L 4 Cylinder 175 hp 169 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","25","Automatic transmission","2011 Hyundai Santa Fe GLS AT AWD","Hyundai","2011 Hyundai Santa Fe","2011","175","169" +"188","68","97","Front-wheel drive","Hyundai 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2011 Hyundai Santa Fe Limited 3.5","Hyundai","2011 Hyundai Santa Fe","2011","276","248" +"188","68","97","Front-wheel drive","Hyundai 2.4L 4 Cylinder 175 hp 169 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","28","Automatic transmission","2011 Hyundai Santa Fe Limited","Hyundai","2011 Hyundai Santa Fe","2011","175","169" +"188","68","97","Front-wheel drive","Hyundai 2.4L 4 Cylinder 175 hp 169 ft-lbs","True","6","6 Speed Manual","19","Gasoline","26","Manual transmission","2011 Hyundai Santa Fe GLS","Hyundai","2011 Hyundai Santa Fe","2011","175","169" +"188","68","97","All-wheel drive","Hyundai 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2011 Hyundai Santa Fe GLS 3.5 AWD","Hyundai","2011 Hyundai Santa Fe","2011","276","248" +"188","68","97","Front-wheel drive","Hyundai 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2011 Hyundai Santa Fe GLS 3.5","Hyundai","2011 Hyundai Santa Fe","2011","276","248" +"188","68","97","Front-wheel drive","Hyundai 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2010 Hyundai Santa Fe SE","Hyundai","2010 Hyundai Santa Fe","2010","276","248" +"188","68","97","All-wheel drive","Hyundai 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2010 Hyundai Santa Fe Limited 3.5 AWD","Hyundai","2010 Hyundai Santa Fe","2010","276","248" +"188","68","97","All-wheel drive","Hyundai 2.4L 4 Cylinder 175 hp 169 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","27","Automatic transmission","2010 Hyundai Santa Fe GLS AT AWD","Hyundai","2010 Hyundai Santa Fe","2010","175","169" +"188","68","97","Front-wheel drive","Hyundai 2.4L 4 Cylinder 175 hp 169 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","28","Automatic transmission","2010 Hyundai Santa Fe Limited","Hyundai","2010 Hyundai Santa Fe","2010","175","169" +"188","68","97","Front-wheel drive","Hyundai 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2010 Hyundai Santa Fe Limited 3.5","Hyundai","2010 Hyundai Santa Fe","2010","276","248" +"188","68","97","All-wheel drive","Hyundai 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2010 Hyundai Santa Fe SE AWD","Hyundai","2010 Hyundai Santa Fe","2010","276","248" +"188","68","97","Front-wheel drive","Hyundai 2.4L 4 Cylinder 175 hp 169 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","28","Automatic transmission","2010 Hyundai Santa Fe GLS AT","Hyundai","2010 Hyundai Santa Fe","2010","175","169" +"188","68","97","Front-wheel drive","Hyundai 2.4L 4 Cylinder 175 hp 169 ft-lbs","True","6","6 Speed Manual","19","Gasoline","26","Manual transmission","2010 Hyundai Santa Fe GLS","Hyundai","2010 Hyundai Santa Fe","2010","175","169" +"5","33","143","Front-wheel drive","Ford 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","28","Automatic transmission","2012 Ford Taurus SE","Ford","2012 Ford Taurus","2012","263","249" +"5","33","143","Front-wheel drive","Ford 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2012 Ford Taurus SEL","Ford","2012 Ford Taurus","2012","263","249" +"5","33","143","All-wheel drive","Ford 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2012 Ford Taurus SEL AWD","Ford","2012 Ford Taurus","2012","263","249" +"5","33","143","Front-wheel drive","Ford 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2012 Ford Taurus Limited","Ford","2012 Ford Taurus","2012","263","249" +"5","33","143","All-wheel drive","Ford 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2012 Ford Taurus Limited AWD","Ford","2012 Ford Taurus","2012","263","249" +"5","33","143","Front-wheel drive","Ford 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","28","Automatic transmission","2011 Ford Taurus SE","Ford","2011 Ford Taurus","2011","263","249" +"5","33","143","Front-wheel drive","Ford 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","27","Automatic transmission","2011 Ford Taurus SEL","Ford","2011 Ford Taurus","2011","263","249" +"5","33","143","All-wheel drive","Ford 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","25","Automatic transmission","2011 Ford Taurus SEL AWD","Ford","2011 Ford Taurus","2011","263","249" +"5","33","143","Front-wheel drive","Ford 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","27","Automatic transmission","2011 Ford Taurus Limited","Ford","2011 Ford Taurus","2011","263","249" +"5","33","143","All-wheel drive","Ford 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","25","Automatic transmission","2011 Ford Taurus Limited AWD","Ford","2011 Ford Taurus","2011","263","249" +"5","33","143","Front-wheel drive","Ford 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","28","Automatic transmission","2010 Ford Taurus SE","Ford","2010 Ford Taurus","2010","263","249" +"5","33","143","Front-wheel drive","Ford 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","27","Automatic transmission","2010 Ford Taurus SEL","Ford","2010 Ford Taurus","2010","263","249" +"5","33","143","All-wheel drive","Ford 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","25","Automatic transmission","2010 Ford Taurus SEL AWD","Ford","2010 Ford Taurus","2010","263","249" +"5","33","143","Front-wheel drive","Ford 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","27","Automatic transmission","2010 Ford Taurus Limited","Ford","2010 Ford Taurus","2010","263","249" +"5","33","143","All-wheel drive","Ford 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","25","Automatic transmission","2010 Ford Taurus Limited AWD","Ford","2010 Ford Taurus","2010","263","249" +"200","105","249","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic","23","Gasoline","30","Automatic transmission","2010 Volkswagen Golf 2.5L 4-Door","Volkswagen","2010 Volkswagen Golf 4-Door","2010","170","177" +"200","105","249","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 140 hp 236 ft-lbs Turbo Diesel","True","6","6 Speed Manual","30","Diesel fuel","41","Manual transmission","2010 Volkswagen Golf 4-Door TDI","Volkswagen","2010 Volkswagen Golf 4-Door","2010","140","236" +"200","105","249","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","5","5 Speed Manual","23","Gasoline","33","Manual transmission","2011 Volkswagen Golf 2.5L 2-Door","Volkswagen","2011 Volkswagen Golf 2-Door","2011","170","177" +"200","105","249","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic","24","Gasoline","31","Automatic transmission","2011 Volkswagen Golf 2.5L 2-Door AT","Volkswagen","2011 Volkswagen Golf 2-Door","2011","170","177" +"200","105","249","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 140 hp 236 ft-lbs Turbo Diesel","True","6","6 Speed Manual","30","Diesel fuel","42","Manual transmission","2011 Volkswagen Golf TDI Clean Diesel 2-Door","Volkswagen","2011 Volkswagen Golf 2-Door","2011","140","236" +"165","70","138","Front-wheel drive","Ford 3.5L 6 Cylinder 285 hp 253 ft-lbs","True","6","6 Speed Automatic","19","Gasoline","26","Automatic transmission","2011 Ford Edge SE","Ford","2011 Ford Edge","2011","285","253" +"165","70","138","Front-wheel drive","Ford 3.5L 6 Cylinder 285 hp 253 ft-lbs","True","6","6 Speed Automatic","19","Gasoline","26","Automatic transmission","2011 Ford Edge SEL","Ford","2011 Ford Edge","2011","285","253" +"165","70","138","All-wheel drive","Ford 3.5L 6 Cylinder 285 hp 253 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","26","Automatic transmission","2011 Ford Edge SEL AWD","Ford","2011 Ford Edge","2011","285","253" +"165","70","138","Front-wheel drive","Ford 3.5L 6 Cylinder 285 hp 253 ft-lbs","True","6","6 Speed Automatic","19","Gasoline","26","Automatic transmission","2011 Ford Edge Limited","Ford","2011 Ford Edge","2011","285","253" +"165","70","138","All-wheel drive","Ford 3.5L 6 Cylinder 285 hp 253 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","26","Automatic transmission","2011 Ford Edge Limited AWD","Ford","2011 Ford Edge","2011","285","253" +"165","70","138","Front-wheel drive","Ford 3.7L 6 Cylinder 305 hp 280 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","25","Automatic transmission","2011 Ford Edge Sport","Ford","2011 Ford Edge","2011","305","280" +"165","70","138","All-wheel drive","Ford 3.7L 6 Cylinder 305 hp 280 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Ford Edge Sport AWD","Ford","2011 Ford Edge","2011","305","280" +"200","105","249","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic","24","Gasoline","31","Automatic transmission","2011 Volkswagen Golf 2.5L 4-Door","Volkswagen","2011 Volkswagen Golf 4-Door","2011","170","177" +"200","105","249","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 140 hp 236 ft-lbs Turbo Diesel","True","6","6 Speed Manual","30","Diesel fuel","42","Manual transmission","2011 Volkswagen Golf TDI Clean Diesel 4-Door","Volkswagen","2011 Volkswagen Golf 4-Door","2011","140","236" +"89","27","228","All-wheel drive","Audi 4.2L 8 cylinder 354hp 325 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2012 Audi S5 Coupe 4.2 AT","Audi","2012 Audi S5 Coupe","2012","354","325" +"89","27","228","All-wheel drive","Audi 4.2L 8 cylinder 354hp 325 ft-lbs","True","6","6 Speed Manual","14","Gasoline","22","Manual transmission","2012 Audi S5 Coupe 4.2","Audi","2012 Audi S5 Coupe","2012","354","325" +"165","70","138","Front-wheel drive","Ford 3.5L 6 Cylinder 285 hp 253 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","27","Automatic transmission","2012 Ford Edge SE","Ford","2012 Ford Edge","2012","285","253" +"165","70","138","Front-wheel drive","Ford 3.5L 6 Cylinder 285 hp 253 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","27","Automatic transmission","2012 Ford Edge SEL","Ford","2012 Ford Edge","2012","285","253" +"165","70","138","All-wheel drive","Ford 3.5L 6 Cylinder 285 hp 253 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2012 Ford Edge SEL AWD","Ford","2012 Ford Edge","2012","285","253" +"165","70","138","Front-wheel drive","Ford 3.5L 6 Cylinder 285 hp 253 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","27","Automatic transmission","2012 Ford Edge Limited","Ford","2012 Ford Edge","2012","285","253" +"165","70","138","All-wheel drive","Ford 3.5L 6 Cylinder 285 hp 253 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2012 Ford Edge Limited AWD","Ford","2012 Ford Edge","2012","285","253" +"165","70","138","Front-wheel drive","Ford 3.7L 6 Cylinder 305 hp 280 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","26","Automatic transmission","2012 Ford Edge Sport","Ford","2012 Ford Edge","2012","305","280" +"165","70","138","All-wheel drive","Ford 3.7L 6 Cylinder 305 hp 280 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2012 Ford Edge Sport AWD","Ford","2012 Ford Edge","2012","305","280" +"165","108","133","Front-wheel drive","Ford 3.5L 6 Cylinder 265 hp 250 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","25","Automatic transmission","2010 Ford Edge SE","Ford","2010 Ford Edge","2010","265","250" +"165","108","133","Front-wheel drive","Ford 3.5L 6 Cylinder 265 hp 250 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Ford Edge SE Fleet","Ford","2010 Ford Edge","2010","265","250" +"165","108","133","Front-wheel drive","Ford 3.5L 6 Cylinder 265 hp 250 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","25","Automatic transmission","2010 Ford Edge SEL","Ford","2010 Ford Edge","2010","265","250" +"165","108","133","All-wheel drive","Ford 3.5L 6 Cylinder 265 hp 250 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Ford Edge SEL AWD","Ford","2010 Ford Edge","2010","265","250" +"165","108","133","Front-wheel drive","Ford 3.5L 6 Cylinder 265 hp 250 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","25","Automatic transmission","2010 Ford Edge Limited","Ford","2010 Ford Edge","2010","265","250" +"165","108","133","All-wheel drive","Ford 3.5L 6 Cylinder 265 hp 250 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Ford Edge Limited AWD","Ford","2010 Ford Edge","2010","265","250" +"165","108","133","Front-wheel drive","Ford 3.5L 6 Cylinder 265 hp 250 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","25","Automatic transmission","2010 Ford Edge Sport","Ford","2010 Ford Edge","2010","265","250" +"165","108","133","All-wheel drive","Ford 3.5L 6 Cylinder 265 hp 250 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Ford Edge Sport AWD","Ford","2010 Ford Edge","2010","265","250" +"92","17","62","All-wheel drive","Audi 4.2L 8 cylinder 354hp 325 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2011 Audi S5 Coupe 4.2 AT","Audi","2011 Audi S5 Coupe","2011","354","325" +"92","17","62","All-wheel drive","Audi 4.2L 8 cylinder 354hp 325 ft-lbs","True","6","6 Speed Manual","14","Gasoline","22","Manual transmission","2011 Audi S5 Coupe 4.2","Audi","2011 Audi S5 Coupe","2011","354","325" +"165","70","138","Front-wheel drive","Ford 2.0L 4 Cylinder 240 hp 270 ft-lbs Turbo","True","6","6 Speed Automatic","21","Gasoline","30","Automatic transmission","2012 Ford Edge SE Turbo","Ford","2012 Ford Edge","2012","240","270" +"165","70","138","Front-wheel drive","Ford 2.0L 4 Cylinder 240 hp 270 ft-lbs Turbo","True","6","6 Speed Automatic","21","Gasoline","30","Automatic transmission","2012 Ford Edge Limited Turbo","Ford","2012 Ford Edge","2012","240","270" +"165","70","138","Front-wheel drive","Ford 2.0L 4 Cylinder 240 hp 270 ft-lbs Turbo","True","6","6 Speed Automatic","21","Gasoline","30","Automatic transmission","2012 Ford Edge SEL Turbo","Ford","2012 Ford Edge","2012","240","270" +"89","27","62","All-wheel drive","Audi 4.2L 8 cylinder 354hp 325 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2010 Audi S5 Coupe 4.2 AT","Audi","2010 Audi S5 Coupe","2010","354","325" +"89","27","62","All-wheel drive","Audi 4.2L 8 cylinder 354hp 325 ft-lbs","True","6","6 Speed Manual","14","Gasoline","22","Manual transmission","2010 Audi S5 Coupe 4.2","Audi","2010 Audi S5 Coupe","2010","354","325" +"169","52","237","All-wheel drive","Audi 5.2L 10 Cylinder 435hp 398 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","21","Automatic transmission","2011 Audi S6","Audi","2011 Audi S6","2011","435","398" +"169","52","220","All-wheel drive","Audi 5.2L 10 Cylinder 435hp 398 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2010 Audi S6","Audi","2010 Audi S6","2010","435","398" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Manual","26","Gasoline","34","Manual transmission","2011 Honda Civic DX Sedan","Honda","2011 Honda Civic Sedan","2011","140","128" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","25","Gasoline","36","Automatic transmission","2011 Honda Civic DX Sedan AT","Honda","2011 Honda Civic Sedan","2011","140","128" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Manual","26","Gasoline","34","Manual transmission","2011 Honda Civic DX-VP Sedan","Honda","2011 Honda Civic Sedan","2011","140","128" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","25","Gasoline","36","Automatic transmission","2011 Honda Civic DX-VP Sedan AT","Honda","2011 Honda Civic Sedan","2011","140","128" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Manual","26","Gasoline","34","Manual transmission","2011 Honda Civic LX Sedan","Honda","2011 Honda Civic Sedan","2011","140","128" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","25","Gasoline","36","Automatic transmission","2011 Honda Civic LX Sedan AT","Honda","2011 Honda Civic Sedan","2011","140","128" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Manual","26","Gasoline","34","Manual transmission","2011 Honda Civic LX-S Sedan","Honda","2011 Honda Civic Sedan","2011","140","128" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","25","Gasoline","36","Automatic transmission","2011 Honda Civic LX-S Sedan AT","Honda","2011 Honda Civic Sedan","2011","140","128" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Manual","26","Gasoline","34","Manual transmission","2011 Honda Civic EX Sedan","Honda","2011 Honda Civic Sedan","2011","140","128" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","25","Gasoline","36","Automatic transmission","2011 Honda Civic EX Sedan AT","Honda","2011 Honda Civic Sedan","2011","140","128" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","25","Gasoline","36","Automatic transmission","2011 Honda Civic EX-L Sedan","Honda","2011 Honda Civic Sedan","2011","140","128" +"155","151","216","Front-wheel drive","Honda 2.0L 4 Cyinder 197 hp 139 ft-lbs","True","6","6 Speed Manual","21","Gasoline","29","Manual transmission","2011 Honda Civic Si Sedan","Honda","2011 Honda Civic Sedan","2011","197","139" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 113 hp 109 ft-lbs CNG","True","5","5 Speed Automatic","24","Compressed natural gas","36","Automatic transmission","2011 Honda Civic GX Sedan","Honda","2011 Honda Civic Sedan","2011","113","109" +"212","108","135","Rear-wheel drive","Chevrolet 7.0L 8 Cylinder 505 hp 470 ft-lbs","True","6","6 Speed Manual","15","Gasoline","24","Manual transmission","2012 Chevrolet Corvette Z06 1LZ","Chevrolet","2012 Chevrolet Corvette Z06","2012","505","470" +"212","108","135","Rear-wheel drive","Chevrolet 7.0L 8 Cylinder 505 hp 470 ft-lbs","True","6","6 Speed Manual","15","Gasoline","24","Manual transmission","2012 Chevrolet Corvette Z06 2LZ","Chevrolet","2012 Chevrolet Corvette Z06","2012","505","470" +"212","108","135","Rear-wheel drive","Chevrolet 7.0L 8 Cylinder 505 hp 470 ft-lbs","True","6","6 Speed Manual","15","Gasoline","24","Manual transmission","2012 Chevrolet Corvette Z06 3LZ","Chevrolet","2012 Chevrolet Corvette Z06","2012","505","470" +"212","108","135","Rear-wheel drive","Chevrolet 7.0L 8 Cylinder 505 hp 470 ft-lbs","True","6","6 Speed Manual","15","Gasoline","24","Manual transmission","2011 Chevrolet Corvette Z06 1LZ","Chevrolet","2011 Chevrolet Corvette Z06","2011","505","470" +"212","108","135","Rear-wheel drive","Chevrolet 7.0L 8 Cylinder 505 hp 470 ft-lbs","True","6","6 Speed Manual","15","Gasoline","24","Manual transmission","2011 Chevrolet Corvette Z06 2LZ","Chevrolet","2011 Chevrolet Corvette Z06","2011","505","470" +"212","108","135","Rear-wheel drive","Chevrolet 7.0L 8 Cylinder 505 hp 470 ft-lbs","True","6","6 Speed Manual","15","Gasoline","24","Manual transmission","2011 Chevrolet Corvette Z06 3LZ","Chevrolet","2011 Chevrolet Corvette Z06","2011","505","470" +"212","108","135","Rear-wheel drive","Chevrolet 7.0L 8 Cylinder 505 hp 470 ft-lbs","True","6","6 Speed Manual","15","Gasoline","24","Manual transmission","2010 Chevrolet Corvette Z06 1LZ","Chevrolet","2010 Chevrolet Corvette Z06","2010","505","470" +"212","108","135","Rear-wheel drive","Chevrolet 7.0L 8 Cylinder 505 hp 470 ft-lbs","True","6","6 Speed Manual","15","Gasoline","24","Manual transmission","2010 Chevrolet Corvette Z06 2LZ","Chevrolet","2010 Chevrolet Corvette Z06","2010","505","470" +"212","108","135","Rear-wheel drive","Chevrolet 7.0L 8 Cylinder 505 hp 470 ft-lbs","True","6","6 Speed Manual","15","Gasoline","24","Manual transmission","2010 Chevrolet Corvette Z06 3LZ","Chevrolet","2010 Chevrolet Corvette Z06","2010","505","470" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2012 Chevrolet Corvette Convertible 1LT","Chevrolet","2012 Chevrolet Corvette Convertible","2012","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","25","Automatic transmission","2012 Chevrolet Corvette Convertible 1LT AT","Chevrolet","2012 Chevrolet Corvette Convertible","2012","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2012 Chevrolet Corvette Convertible 2LT","Chevrolet","2012 Chevrolet Corvette Convertible","2012","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","25","Automatic transmission","2012 Chevrolet Corvette Convertible 2LT AT","Chevrolet","2012 Chevrolet Corvette Convertible","2012","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2012 Chevrolet Corvette Convertible 3LT","Chevrolet","2012 Chevrolet Corvette Convertible","2012","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","25","Automatic transmission","2012 Chevrolet Corvette Convertible 3LT AT","Chevrolet","2012 Chevrolet Corvette Convertible","2012","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2012 Chevrolet Corvette Convertible 4LT","Chevrolet","2012 Chevrolet Corvette Convertible","2012","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","25","Automatic transmission","2012 Chevrolet Corvette Convertible 4LT AT","Chevrolet","2012 Chevrolet Corvette Convertible","2012","430","424" +"52","20","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Nissan Pathfinder S 4x4","Nissan","2010 Nissan Pathfinder","2010","266","288" +"36","20","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","22","Automatic transmission","2010 Nissan Pathfinder S FE+","Nissan","2010 Nissan Pathfinder","2010","266","288" +"41","20","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2010 Nissan Pathfinder SE","Nissan","2010 Nissan Pathfinder","2010","266","288" +"52","20","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2010 Nissan Pathfinder LE 4x4","Nissan","2010 Nissan Pathfinder","2010","266","288" +"54","20","57","Four-wheel drive","Nissan 5.6L 8 Cylinder 310 hp 388 ft-lbs","True","5","5 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2010 Nissan Pathfinder LE 4x4 V8","Nissan","2010 Nissan Pathfinder","2010","310","388" +"52","20","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2010 Nissan Pathfinder SE 4x4","Nissan","2010 Nissan Pathfinder","2010","266","288" +"41","20","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2010 Nissan Pathfinder LE","Nissan","2010 Nissan Pathfinder","2010","266","288" +"214","15","161","Front-wheel drive","Volkswagen 3.8l 6 Cylinder 197HP 230 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","23","Automatic transmission","2010 Volkswagen Routan S","Volkswagen","2010 Volkswagen Routan","2010","197","230" +"214","23","161","Front-wheel drive","Volkswagen 3.8l 6 Cylinder 197HP 230 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","23","Automatic transmission","2010 Volkswagen Routan SE","Volkswagen","2010 Volkswagen Routan","2010","197","230" +"214","15","161","Front-wheel drive","Volkswagen 4.0l 6 Cylinder 251HP 259 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","25","Automatic transmission","2010 Volkswagen Routan SEL","Volkswagen","2010 Volkswagen Routan","2010","251","259" +"214","23","161","Front-wheel drive","Volkswagen 4.0l 6 Cylinder 251HP 259 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","25","Automatic transmission","2010 Volkswagen Routan SEL Premium","Volkswagen","2010 Volkswagen Routan","2010","251","259" +"41","25","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","22","Automatic transmission","2009 Nissan Pathfinder LE","Nissan","2009 Nissan Pathfinder","2009","266","288" +"52","25","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2009 Nissan Pathfinder SE Off-Road","Nissan","2009 Nissan Pathfinder","2009","266","288" +"52","25","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2009 Nissan Pathfinder SE 4x4","Nissan","2009 Nissan Pathfinder","2009","266","288" +"54","25","57","Four-wheel drive","Nissan 5.6L 8 Cylinder 310 hp 388 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2009 Nissan Pathfinder LE 4x4 V8","Nissan","2009 Nissan Pathfinder","2009","310","388" +"36","25","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","22","Automatic transmission","2009 Nissan Pathfinder S","Nissan","2009 Nissan Pathfinder","2009","266","288" +"52","25","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2009 Nissan Pathfinder S 4x4","Nissan","2009 Nissan Pathfinder","2009","266","288" +"52","25","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2009 Nissan Pathfinder LE 4x4","Nissan","2009 Nissan Pathfinder","2009","266","288" +"41","25","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","22","Automatic transmission","2009 Nissan Pathfinder SE","Nissan","2009 Nissan Pathfinder","2009","266","288" +"115","23","161","Front-wheel drive","Volkswagen 3.6L 6 Cylinder 283 hp 260 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","25","Automatic transmission","2011 Volkswagen Routan S","Volkswagen","2011 Volkswagen Routan","2011","283","260" +"214","23","161","Front-wheel drive","Volkswagen 3.6L 6 Cylinder 283 hp 260 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","25","Automatic transmission","2011 Volkswagen Routan SE","Volkswagen","2011 Volkswagen Routan","2011","283","260" +"214","23","161","Front-wheel drive","Volkswagen 3.6L 6 Cylinder 283 hp 260 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","25","Automatic transmission","2011 Volkswagen Routan SEL","Volkswagen","2011 Volkswagen Routan","2011","283","260" +"214","15","161","Front-wheel drive","Volkswagen 3.6L 6 Cylinder 283 hp 260 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","25","Automatic transmission","2011 Volkswagen Routan SEL Premium","Volkswagen","2011 Volkswagen Routan","2011","283","260" +"148","75","16","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","19","Gasoline","26","Manual transmission","2010 Volkswagen Tiguan S","Volkswagen","2010 Volkswagen Tiguan","2010","200","207" +"148","75","16","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Automatic","18","Gasoline","24","Automatic transmission","2010 Volkswagen Tiguan S AT","Volkswagen","2010 Volkswagen Tiguan","2010","200","207" +"150","75","16","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Automatic","18","Gasoline","24","Automatic transmission","2010 Volkswagen Tiguan SE","Volkswagen","2010 Volkswagen Tiguan","2010","200","207" +"150","75","16","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Automatic","18","Gasoline","24","Automatic transmission","2010 Volkswagen Tiguan SEL","Volkswagen","2010 Volkswagen Tiguan","2010","200","207" +"190","212","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 198 hp 184 ft-lbs","True","6","6 Speed Manual","24","Gasoline","35","Manual transmission","2012 Hyundai Sonata GLS","Hyundai","2012 Hyundai Sonata","2012","198","184" +"190","212","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 190 hp 179 ft-lbs","True","6","6 Speed Automatic Select Shift","24","Gasoline","35","Automatic transmission","2012 Hyundai Sonata Limited PZEV","Hyundai","2012 Hyundai Sonata","2012","190","179" +"190","212","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 200 hp 186 ft-lbs","True","6","6 Speed Automatic Select Shift","24","Gasoline","35","Automatic transmission","2012 Hyundai Sonata SE","Hyundai","2012 Hyundai Sonata","2012","200","186" +"190","212","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 190 hp 179 ft-lbs","True","6","6 Speed Automatic Select Shift","24","Gasoline","35","Automatic transmission","2012 Hyundai Sonata GLS PZEV","Hyundai","2012 Hyundai Sonata","2012","190","179" +"190","212","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 198 hp 184 ft-lbs","True","6","6 Speed Automatic Select Shift","24","Gasoline","35","Automatic transmission","2012 Hyundai Sonata GLS AT","Hyundai","2012 Hyundai Sonata","2012","198","184" +"190","212","41","Front-wheel drive","Hyundai 2.0L 4 Cylinder 274 hp 269 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","22","Gasoline","34","Automatic transmission","2012 Hyundai Sonata SE Turbo","Hyundai","2012 Hyundai Sonata","2012","274","269" +"190","212","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 198 hp 184 ft-lbs","True","6","6 Speed Automatic Select Shift","24","Gasoline","35","Automatic transmission","2012 Hyundai Sonata Limited","Hyundai","2012 Hyundai Sonata","2012","198","184" +"190","212","41","Front-wheel drive","Hyundai 2.0L 4 Cylinder 274 hp 269 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","22","Gasoline","34","Automatic transmission","2012 Hyundai Sonata Limited Turbo","Hyundai","2012 Hyundai Sonata","2012","274","269" +"190","212","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 200 hp 186 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","35","Automatic transmission","2011 Hyundai Sonata Limited","Hyundai","2011 Hyundai Sonata","2011","200","186" +"190","212","41","Front-wheel drive","Hyundai 2.0L 4 Cylinder 274 hp 269 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","22","Gasoline","33","Automatic transmission","2011 Hyundai Sonata Limited Turbo","Hyundai","2011 Hyundai Sonata","2011","274","269" +"190","212","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 198 hp 184 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","35","Automatic transmission","2011 Hyundai Sonata GLS AT","Hyundai","2011 Hyundai Sonata","2011","198","184" +"190","212","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 198 hp 184 ft-lbs","True","6","6 Speed Manual","24","Gasoline","35","Manual transmission","2011 Hyundai Sonata GLS","Hyundai","2011 Hyundai Sonata","2011","198","184" +"190","212","41","Front-wheel drive","Hyundai 2.0L 4 Cylinder 274 hp 269 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","22","Gasoline","35","Automatic transmission","2011 Hyundai Sonata SE Turbo","Hyundai","2011 Hyundai Sonata","2011","274","269" +"190","212","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 190 hp 179 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","35","Automatic transmission","2011 Hyundai Sonata Limited PZEV","Hyundai","2011 Hyundai Sonata","2011","190","179" +"190","212","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 190 hp 179 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","35","Automatic transmission","2011 Hyundai Sonata GLS PZEV","Hyundai","2011 Hyundai Sonata","2011","190","179" +"190","212","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 200 hp 186 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","35","Automatic transmission","2011 Hyundai Sonata SE","Hyundai","2011 Hyundai Sonata","2011","200","186" +"193","190","39","Front-wheel drive","Hyundai 2.4L 4 cylinder 175hp 168 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2010 Hyundai Sonata GLS AT","Hyundai","2010 Hyundai Sonata","2010","175","168" +"193","190","39","Front-wheel drive","Hyundai 2.4L 4 cylinder 175hp 168 ft-lbs","True","5","5 Speed Manual","21","Gasoline","32","Manual transmission","2010 Hyundai Sonata GLS","Hyundai","2010 Hyundai Sonata","2010","175","168" +"193","190","39","Front-wheel drive","Hyundai 2.4L 4 cylinder 168hp 163 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2010 Hyundai Sonata GLS PZEV","Hyundai","2010 Hyundai Sonata","2010","168","163" +"193","190","39","Front-wheel drive","Hyundai 2.4L 4 cylinder 168hp 163 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2010 Hyundai Sonata SE PZEV","Hyundai","2010 Hyundai Sonata","2010","168","163" +"193","190","39","Front-wheel drive","Hyundai 2.4L 4 cylinder 175hp 168 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2010 Hyundai Sonata SE","Hyundai","2010 Hyundai Sonata","2010","175","168" +"193","190","39","Front-wheel drive","Hyundai 2.4L 4 cylinder 175hp 168 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2010 Hyundai Sonata Limited","Hyundai","2010 Hyundai Sonata","2010","175","168" +"193","190","39","Front-wheel drive","Hyundai 2.4L 4 cylinder 168hp 163 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2010 Hyundai Sonata Limited PZEV","Hyundai","2010 Hyundai Sonata","2010","168","163" +"193","190","39","Front-wheel drive","Hyundai 3.3L 6 cylinder 249hp 229 ft-lbs","True","5","5 Speed Automatic Select Shift","19","Gasoline","29","Automatic transmission","2010 Hyundai Sonata Limited V6","Hyundai","2010 Hyundai Sonata","2010","249","229" +"193","190","39","Front-wheel drive","Hyundai 3.3L 6 cylinder 249hp 229 ft-lbs","True","5","5 Speed Automatic Select Shift","19","Gasoline","29","Automatic transmission","2010 Hyundai Sonata SE V6","Hyundai","2010 Hyundai Sonata","2010","249","229" +"114","239","203","Front-wheel drive","Honda 1.5L 4 Cylinder 122hp 128lb-ft Hybrid","True","6","6 Speed Manual","31","Gasoline","37","Manual transmission","2011 Honda CR-Z EX","Honda","2011 Honda CR-Z","2011","122","128" +"114","239","203","Front-wheel drive","Honda 1.5L 4 Cylinder 122hp 128lb-ft Hybrid","True","6","6 Speed Manual","31","Gasoline","37","Manual transmission","2011 Honda CR-Z","Honda","2011 Honda CR-Z","2011","122","128" +"13","233","153","Front-wheel drive","Hyundai 3.8L 6 cylinder 260hp 257 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","22","Automatic transmission","2011 Hyundai Veracruz GLS","Hyundai","2011 Hyundai Veracruz","2011","260","257" +"13","233","153","Front-wheel drive","Hyundai 3.8L 6 cylinder 260hp 257 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","22","Automatic transmission","2011 Hyundai Veracruz Limited","Hyundai","2011 Hyundai Veracruz","2011","260","257" +"13","233","153","All-wheel drive","Hyundai 3.8L 6 cylinder 260hp 257 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","21","Automatic transmission","2011 Hyundai Veracruz GLS AWD","Hyundai","2011 Hyundai Veracruz","2011","260","257" +"13","233","153","All-wheel drive","Hyundai 3.8L 6 cylinder 260hp 257 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","21","Automatic transmission","2011 Hyundai Veracruz Limited AWD","Hyundai","2011 Hyundai Veracruz","2011","260","257" +"13","233","153","All-wheel drive","Hyundai 3.8L 6 cylinder 260hp 257 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2010 Hyundai Veracruz GLS AWD","Hyundai","2010 Hyundai Veracruz","2010","260","257" +"13","233","153","Front-wheel drive","Hyundai 3.8L 6 cylinder 260hp 257 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2010 Hyundai Veracruz GLS","Hyundai","2010 Hyundai Veracruz","2010","260","257" +"13","233","153","All-wheel drive","Hyundai 3.8L 6 cylinder 260hp 257 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2010 Hyundai Veracruz Limited AWD","Hyundai","2010 Hyundai Veracruz","2010","260","257" +"13","233","153","Front-wheel drive","Hyundai 3.8L 6 cylinder 260hp 257 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2010 Hyundai Veracruz Limited","Hyundai","2010 Hyundai Veracruz","2010","260","257" +"244","8","158","Front-wheel drive","Honda 1.5L 4 Cylinder 117 hp 106 ft-lbs","True","5","5 Speed Manual","27","Gasoline","33","Manual transmission","2011 Honda Fit","Honda","2011 Honda Fit","2011","117","106" +"244","8","158","Front-wheel drive","Honda 1.5L 4 Cylinder 117 hp 106 ft-lbs","True","5","5 Speed Automatic","28","Gasoline","35","Automatic transmission","2011 Honda Fit AT","Honda","2011 Honda Fit","2011","117","106" +"244","8","158","Front-wheel drive","Honda 1.5L 4 Cylinder 117 hp 106 ft-lbs","True","5","5 Speed Manual","27","Gasoline","33","Manual transmission","2011 Honda Fit Sport","Honda","2011 Honda Fit","2011","117","106" +"244","8","158","Front-wheel drive","Honda 1.5L 4 Cylinder 117 hp 106 ft-lbs","True","5","5 Speed Automatic","27","Gasoline","33","Automatic transmission","2011 Honda Fit Sport AT","Honda","2011 Honda Fit","2011","117","106" +"185","212","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 166 hp 154 ft-lbs Hybrid","True","6","6 Speed Automatic Select Shift","35","Gasoline","40","Automatic transmission","2011 Hyundai Sonata Hybrid","Hyundai","2011 Hyundai Sonata Hybrid","2011","166","154" +"120","47","29","Front-wheel drive","Hyundai 2.0L 4 Cylinder 165 hp 146 ft-lbs","True","6","6 Speed Automatic Select Shift","23","Gasoline","31","Automatic transmission","2012 Hyundai Tucson GL AT","Hyundai","2012 Hyundai Tucson","2012","165","146" +"148","47","29","Front-wheel drive","Hyundai 2.4L 4 Cylinder 176 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2012 Hyundai Tucson GLS","Hyundai","2012 Hyundai Tucson","2012","176","168" +"120","47","29","All-wheel drive","Hyundai 2.4L 4 Cylinder 170 hp 163 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2012 Hyundai Tucson Limited AWD","Hyundai","2012 Hyundai Tucson","2012","170","163" +"120","47","29","Front-wheel drive","Hyundai 2.4L 4 Cylinder 176 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2012 Hyundai Tucson Limited","Hyundai","2012 Hyundai Tucson","2012","176","168" +"120","47","29","All-wheel drive","Hyundai 2.4L 4 Cylinder 170 hp 163 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2012 Hyundai Tucson Limited PZEV AWD","Hyundai","2012 Hyundai Tucson","2012","170","163" +"120","47","29","Front-wheel drive","Hyundai 2.4L 4 Cylinder 170 hp 163 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2012 Hyundai Tucson Limited PZEV","Hyundai","2012 Hyundai Tucson","2012","170","163" +"120","47","29","Front-wheel drive","Hyundai 2.0L 4 Cylinder 165 hp 146 ft-lbs","True","5","5 Speed Manual","20","Gasoline","27","Manual transmission","2012 Hyundai Tucson GL","Hyundai","2012 Hyundai Tucson","2012","165","146" +"148","47","29","All-wheel drive","Hyundai 2.4L 4 Cylinder 176 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2012 Hyundai Tucson GLS AWD","Hyundai","2012 Hyundai Tucson","2012","176","168" +"148","47","29","Front-wheel drive","Hyundai 2.4L 4 Cylinder 170 hp 163 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2012 Hyundai Tucson GLS PZEV","Hyundai","2012 Hyundai Tucson","2012","170","163" +"148","47","29","All-wheel drive","Hyundai 2.4L 4 Cylinder 170 hp 163 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2012 Hyundai Tucson GLS PZEV AWD","Hyundai","2012 Hyundai Tucson","2012","170","163" +"109","73","79","Front-wheel drive","Mazda 2.5L 4 Cylinder 161 hp 161 ft-lbs","True","5","5 Speed Automatic Select Shift","20","Gasoline","28","Automatic transmission","2011 Mazda CX-7 i SV","Mazda","2011 Mazda CX-7","2011","161","161" +"109","73","79","Front-wheel drive","Mazda 2.5L 4 Cylinder 161 hp 161 ft-lbs","True","5","5 Speed Automatic Select Shift","20","Gasoline","28","Automatic transmission","2011 Mazda CX-7 i Sport","Mazda","2011 Mazda CX-7","2011","161","161" +"109","73","79","Front-wheel drive","Mazda 2.3L 4 Cylinder 244 hp 258 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2011 Mazda CX-7 s Touring","Mazda","2011 Mazda CX-7","2011","244","258" +"109","73","79","All-wheel drive","Mazda 2.3L 4 Cylinder 244 hp 258 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","21","Automatic transmission","2011 Mazda CX-7 s Touring AWD","Mazda","2011 Mazda CX-7","2011","244","258" +"109","73","79","Front-wheel drive","Mazda 2.5L 4 Cylinder 161 hp 161 ft-lbs","True","5","5 Speed Automatic Select Shift","20","Gasoline","28","Automatic transmission","2011 Mazda CX-7 i Touring","Mazda","2011 Mazda CX-7","2011","161","161" +"109","73","79","Front-wheel drive","Mazda 2.3L 4 Cylinder 244 hp 258 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2011 Mazda CX-7 s Grand Touring","Mazda","2011 Mazda CX-7","2011","244","258" +"109","73","79","All-wheel drive","Mazda 2.3L 4 Cylinder 244 hp 258 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","21","Automatic transmission","2011 Mazda CX-7 s Grand Touring AWD","Mazda","2011 Mazda CX-7","2011","244","258" +"191","5","135","Front-wheel drive","Ford 3.5L 6 Cylinder 262 hp 248 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","24","Automatic transmission","2012 Ford Flex SE","Ford","2012 Ford Flex","2012","262","248" +"191","5","135","Front-wheel drive","Ford 3.5L 6 Cylinder 262 hp 248 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","24","Automatic transmission","2012 Ford Flex SEL","Ford","2012 Ford Flex","2012","262","248" +"191","5","135","All-wheel drive","Ford 3.5L 6 Cylinder 262 hp 248 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","23","Automatic transmission","2012 Ford Flex SEL AWD","Ford","2012 Ford Flex","2012","262","248" +"191","5","135","Front-wheel drive","Ford 3.5L 6 Cylinder 262 hp 248 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","24","Automatic transmission","2012 Ford Flex Limited","Ford","2012 Ford Flex","2012","262","248" +"191","5","135","All-wheel drive","Ford 3.5L 6 Cylinder 262 hp 248 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","23","Automatic transmission","2012 Ford Flex Limited AWD","Ford","2012 Ford Flex","2012","262","248" +"191","5","135","All-wheel drive","Ford 3.5L 6 Cylinder 355 hp 350 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2012 Ford Flex Limited AWD Turbo","Ford","2012 Ford Flex","2012","355","350" +"191","5","135","Front-wheel drive","Ford 3.5L 6 Cylinder 262 hp 248 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","24","Automatic transmission","2012 Ford Flex Titanium","Ford","2012 Ford Flex","2012","262","248" +"191","5","135","All-wheel drive","Ford 3.5L 6 Cylinder 262 hp 248 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","23","Automatic transmission","2012 Ford Flex Titanium AWD","Ford","2012 Ford Flex","2012","262","248" +"191","5","135","All-wheel drive","Ford 3.5L 6 Cylinder 355 hp 350 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2012 Ford Flex Titanium AWD Turbo","Ford","2012 Ford Flex","2012","355","350" +"244","8","158","Front-wheel drive","Honda 1.5L 4 Cylinder 117 hp 106 ft-lbs","True","5","5 Speed Manual","27","Gasoline","33","Manual transmission","2010 Honda Fit","Honda","2010 Honda Fit","2010","117","106" +"244","8","158","Front-wheel drive","Honda 1.5L 4 Cylinder 117 hp 106 ft-lbs","True","5","5 Speed Automatic","28","Gasoline","35","Automatic transmission","2010 Honda Fit AT","Honda","2010 Honda Fit","2010","117","106" +"244","8","158","Front-wheel drive","Honda 1.5L 4 Cylinder 117 hp 106 ft-lbs","True","5","5 Speed Manual","27","Gasoline","33","Manual transmission","2010 Honda Fit Sport","Honda","2010 Honda Fit","2010","117","106" +"244","8","158","Front-wheel drive","Honda 1.5L 4 Cylinder 117 hp 106 ft-lbs","True","5","5 Speed Automatic","27","Gasoline","33","Automatic transmission","2010 Honda Fit Sport AT","Honda","2010 Honda Fit","2010","117","106" +"191","5","135","Front-wheel drive","Ford 3.5L 6 Cylinder 262 hp 248 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","24","Automatic transmission","2011 Ford Flex SE","Ford","2011 Ford Flex","2011","262","248" +"191","5","135","Front-wheel drive","Ford 3.5L 6 Cylinder 262 hp 248 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","24","Automatic transmission","2011 Ford Flex SEL","Ford","2011 Ford Flex","2011","262","248" +"191","5","135","All-wheel drive","Ford 3.5L 6 Cylinder 262 hp 248 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Ford Flex SEL AWD","Ford","2011 Ford Flex","2011","262","248" +"191","5","135","All-wheel drive","Ford 3.5L 6 Cylinder 355 hp 350 ft-lbs Turbo","True","6","6 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Ford Flex SEL AWD Turbo","Ford","2011 Ford Flex","2011","355","350" +"191","5","135","Front-wheel drive","Ford 3.5L 6 Cylinder 262 hp 248 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","24","Automatic transmission","2011 Ford Flex Limited","Ford","2011 Ford Flex","2011","262","248" +"191","5","135","All-wheel drive","Ford 3.5L 6 Cylinder 262 hp 248 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Ford Flex Limited AWD","Ford","2011 Ford Flex","2011","262","248" +"191","5","135","All-wheel drive","Ford 3.5L 6 Cylinder 355 hp 350 ft-lbs Turbo","True","6","6 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Ford Flex Limited AWD Turbo","Ford","2011 Ford Flex","2011","355","350" +"191","5","135","Front-wheel drive","Ford 3.5L 6 Cylinder 262 hp 248 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","24","Automatic transmission","2011 Ford Flex Titanium","Ford","2011 Ford Flex","2011","262","248" +"191","5","135","All-wheel drive","Ford 3.5L 6 Cylinder 262 hp 248 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Ford Flex Titanium AWD","Ford","2011 Ford Flex","2011","262","248" +"191","5","135","All-wheel drive","Ford 3.5L 6 Cylinder 355 hp 350 ft-lbs Turbo","True","6","6 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Ford Flex Titanium AWD Turbo","Ford","2011 Ford Flex","2011","355","350" +"109","73","79","Front-wheel drive","Mazda 2.5L 4 Cylinder 161 hp 161 ft-lbs","True","5","5 Speed Automatic Select Shift","20","Gasoline","28","Automatic transmission","2010 Mazda CX-7 i SV","Mazda","2010 Mazda CX-7","2010","161","161" +"109","73","79","Front-wheel drive","Mazda 2.5L 4 Cylinder 161 hp 161 ft-lbs","True","5","5 Speed Automatic Select Shift","20","Gasoline","28","Automatic transmission","2010 Mazda CX-7 i Sport","Mazda","2010 Mazda CX-7","2010","161","161" +"109","73","79","Front-wheel drive","Mazda 2.3L 4 Cylinder 244 hp 258 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2010 Mazda CX-7 s Touring","Mazda","2010 Mazda CX-7","2010","244","258" +"109","73","79","All-wheel drive","Mazda 2.3L 4 Cylinder 244 hp 258 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2010 Mazda CX-7 s Touring AWD","Mazda","2010 Mazda CX-7","2010","244","258" +"109","73","79","Front-wheel drive","Mazda 2.3L 4 Cylinder 244 hp 258 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2010 Mazda CX-7 s Grand Touring","Mazda","2010 Mazda CX-7","2010","244","258" +"109","73","79","All-wheel drive","Mazda 2.3L 4 Cylinder 244 hp 258 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2010 Mazda CX-7 s Grand Touring AWD","Mazda","2010 Mazda CX-7","2010","244","258" +"120","47","29","Front-wheel drive","Hyundai 2.0L 4 Cylinder 165 hp 146 ft-lbs","True","6","6 Speed Automatic Select Shift","23","Gasoline","31","Automatic transmission","2011 Hyundai Tucson GL AT","Hyundai","2011 Hyundai Tucson","2011","165","146" +"148","47","29","Front-wheel drive","Hyundai 2.4L 4 Cylinder 176 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","31","Automatic transmission","2011 Hyundai Tucson GLS","Hyundai","2011 Hyundai Tucson","2011","176","168" +"148","47","29","Front-wheel drive","Hyundai 2.4L 4 Cylinder 170 hp 163 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","31","Automatic transmission","2011 Hyundai Tucson Limited PZEV","Hyundai","2011 Hyundai Tucson","2011","170","163" +"148","47","29","All-wheel drive","Hyundai 2.4L 4 Cylinder 176 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2011 Hyundai Tucson Limited AWD","Hyundai","2011 Hyundai Tucson","2011","176","168" +"148","47","29","All-wheel drive","Hyundai 2.4L 4 Cylinder 170 hp 163 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2011 Hyundai Tucson Limited PZEV AWD","Hyundai","2011 Hyundai Tucson","2011","170","163" +"148","47","29","All-wheel drive","Hyundai 2.4L 4 Cylinder 176 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2011 Hyundai Tucson GLS AWD","Hyundai","2011 Hyundai Tucson","2011","176","168" +"148","47","29","Front-wheel drive","Hyundai 2.4L 4 Cylinder 170 hp 163 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","31","Automatic transmission","2011 Hyundai Tucson GLS PZEV","Hyundai","2011 Hyundai Tucson","2011","170","163" +"120","47","29","Front-wheel drive","Hyundai 2.0L 4 Cylinder 165 hp 146 ft-lbs","True","5","5 Speed Manual","20","Gasoline","27","Manual transmission","2011 Hyundai Tucson GL","Hyundai","2011 Hyundai Tucson","2011","165","146" +"148","47","29","All-wheel drive","Hyundai 2.4L 4 Cylinder 170 hp 163 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2011 Hyundai Tucson GLS PZEV AWD","Hyundai","2011 Hyundai Tucson","2011","170","163" +"148","47","29","Front-wheel drive","Hyundai 2.4L 4 Cylinder 176 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","31","Automatic transmission","2011 Hyundai Tucson Limited","Hyundai","2011 Hyundai Tucson","2011","176","168" +"220","79","237","All-wheel drive","Audi 4.2L 8 cylinder 430 hp 316 ft-lbs","True","6","6 Speed Manual","11","Gasoline","20","Manual transmission","2012 Audi R8 Spyder 4.2","Audi","2012 Audi R8 Spyder","2012","430","316" +"220","83","237","All-wheel drive","Audi 5.2L 10 Cylinder 525 hp 391 ft-lbs","True","6","6 Speed Manual","12","Gasoline","19","Manual transmission","2012 Audi R8 Spyder 5.2","Audi","2012 Audi R8 Spyder","2012","525","391" +"191","5","135","Front-wheel drive","Ford 3.5L 6 Cylinder 262 hp 248 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","24","Automatic transmission","2010 Ford Flex SE","Ford","2010 Ford Flex","2010","262","248" +"191","5","135","Front-wheel drive","Ford 3.5L 6 Cylinder 262 hp 248 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","24","Automatic transmission","2010 Ford Flex SEL","Ford","2010 Ford Flex","2010","262","248" +"191","5","135","All-wheel drive","Ford 3.5L 6 Cylinder 262 hp 248 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","22","Automatic transmission","2010 Ford Flex SEL AWD","Ford","2010 Ford Flex","2010","262","248" +"191","5","135","All-wheel drive","Ford 3.5L 6 Cylinder 355 hp 350 ft-lbs Turbo","True","6","6 Speed Automatic","16","Gasoline","22","Automatic transmission","2010 Ford Flex SEL AWD Turbo","Ford","2010 Ford Flex","2010","355","350" +"191","5","135","Front-wheel drive","Ford 3.5L 6 Cylinder 262 hp 248 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","24","Automatic transmission","2010 Ford Flex Limited","Ford","2010 Ford Flex","2010","262","248" +"191","5","135","All-wheel drive","Ford 3.5L 6 Cylinder 262 hp 248 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","22","Automatic transmission","2010 Ford Flex Limited AWD","Ford","2010 Ford Flex","2010","262","248" +"191","5","135","All-wheel drive","Ford 3.5L 6 Cylinder 355 hp 350 ft-lbs Turbo","True","6","6 Speed Automatic","16","Gasoline","22","Automatic transmission","2010 Ford Flex Limited AWD Turbo","Ford","2010 Ford Flex","2010","355","350" +"191","221","143","Front-wheel drive","Mazda 3.7L 6 Cylinder 273 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 Mazda CX-9 Sport","Mazda","2011 Mazda CX-9","2011","273","270" +"191","221","143","All-wheel drive","Mazda 3.7L 6 Cylinder 273 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Mazda CX-9 Sport AWD","Mazda","2011 Mazda CX-9","2011","273","270" +"191","221","143","Front-wheel drive","Mazda 3.7L 6 Cylinder 273 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 Mazda CX-9 Touring","Mazda","2011 Mazda CX-9","2011","273","270" +"191","221","143","All-wheel drive","Mazda 3.7L 6 Cylinder 273 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Mazda CX-9 Touring AWD","Mazda","2011 Mazda CX-9","2011","273","270" +"191","221","143","Front-wheel drive","Mazda 3.7L 6 Cylinder 273 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 Mazda CX-9 Grand Touring","Mazda","2011 Mazda CX-9","2011","273","270" +"191","221","143","All-wheel drive","Mazda 3.7L 6 Cylinder 273 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Mazda CX-9 Grand Touring AWD","Mazda","2011 Mazda CX-9","2011","273","270" +"148","75","16","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2011 Volkswagen Tiguan S","Volkswagen","2011 Volkswagen Tiguan","2011","200","207" +"148","75","16","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Automatic","20","Gasoline","25","Automatic transmission","2011 Volkswagen Tiguan S AT","Volkswagen","2011 Volkswagen Tiguan","2011","200","207" +"148","75","16","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Automatic","20","Gasoline","25","Automatic transmission","2011 Volkswagen Tiguan SE","Volkswagen","2011 Volkswagen Tiguan","2011","200","207" +"150","75","16","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Automatic","20","Gasoline","25","Automatic transmission","2011 Volkswagen Tiguan SEL","Volkswagen","2011 Volkswagen Tiguan","2011","200","207" +"191","146","135","Four-wheel drive","Volkswagen 3.6L 6 Cylinder 280 hp 265 ft-lbs","True","6","6 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Volkswagen Touareg VR6 FSI Sport","Volkswagen","2010 Volkswagen Touareg","2010","280","265" +"191","146","135","Four-wheel drive","Volkswagen 3.0L 225 hp 406 ft-lbs Diesel","True","6","6 Speed Automatic","18","Diesel fuel","25","Automatic transmission","2010 Volkswagen Touareg V6 TDI Clean Diesel Sport","Volkswagen","2010 Volkswagen Touareg","2010","225","406" +"137","200","79","All-wheel drive","Mercedes-Benz 5.5L 8 Cylinder 382 hp 391 ft-lbs","True","7","7 Speed Automatic Select Shift","14","Gasoline","21","Automatic transmission","2010 Mercedes-Benz CL550 4Matic","Mercedes","2010 Mercedes-Benz CL-Class","2010","382","391" +"137","200","79","Rear-wheel drive","Mercedes-Benz 5.5L 12 Cylinder 510 hp 612 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","11","Gasoline","17","Automatic transmission","2010 Mercedes-Benz CL600","Mercedes-Benz","2010 Mercedes-Benz CL-Class","2010","510","612" +"137","200","79","Rear-wheel drive","Mercedes-AMG 6.2L 8 Cylinder 518hp 465ft-lbs","True","7","7 Speed Automatic Select Shift","11","Gasoline","18","Automatic transmission","2010 Mercedes-Benz CL63 AMG","AMG","2010 Mercedes-Benz CL-Class","2010","518","465" +"137","200","79","Rear-wheel drive","Mercedes-AMG 6.0L 12 Cylinder 621hp 738ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","11","Gasoline","17","Automatic transmission","2010 Mercedes-Benz CL65 AMG","AMG","2010 Mercedes-Benz CL-Class","2010","621","738" +"132","9","211","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","18","Gasoline","28","Manual transmission","2011 BMW 128i Convertible","BMW Motorrad","2011 BMW 1 Series Convertible","2011","230","200" +"132","9","211","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 BMW 128i Convertible AT","BMW Motorrad","2011 BMW 1 Series Convertible","2011","230","200" +"132","9","211","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Manual","19","Gasoline","28","Manual transmission","2011 BMW 135i Convertible","BMW","2011 BMW 1 Series Convertible","2011","300","300" +"137","231","79","Rear-wheel drive","Mercedes-Benz 5.5L 12 Cylinder 510 hp 612 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2011 Mercedes-Benz CL600","Mercedes-Benz","2011 Mercedes-Benz CL-Class","2011","510","612" +"137","200","79","Rear-wheel drive","Mercedes-AMG 5.5L 8 Cylinder 536hp 590ft-lbs Turbo","True","7","7 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Mercedes-Benz CL63 AMG","AMG","2011 Mercedes-Benz CL-Class","2011","536","590" +"137","231","79","All-wheel drive","Mercedes-Benz 4.6L 8 Cylinder 429hp 516ft-lbs Turbo","True","7","7 Speed Automatic Select Shift","15","Gasoline","23","Automatic transmission","2011 Mercedes-Benz CL550 4Matic","Mercedes-Benz","2011 Mercedes-Benz CL-Class","2011","429","516" +"137","200","79","Rear-wheel drive","Mercedes-AMG 6.0L 12 Cylinder 621hp 738ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2011 Mercedes-Benz CL65 AMG","AMG","2011 Mercedes-Benz CL-Class","2011","621","738" +"127","9","211","Rear-wheel drive","BMW 3.0L 6 Cylinder 300 hp 300 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2010 BMW 135i Coupe AT","BMW Motorrad","2010 BMW 1 Series Coupe","2010","300","300" +"127","9","211","Rear-wheel drive","BMW 3.0L 6 Cylinder 300 hp 300 ft-lbs","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2010 BMW 135i Coupe","BMW Motorrad","2010 BMW 1 Series Coupe","2010","300","300" +"142","9","211","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","18","Gasoline","28","Manual transmission","2010 BMW 128i Coupe","BMW Motorrad","2010 BMW 1 Series Coupe","2010","230","200" +"142","9","211","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2010 BMW 128i Coupe AT","BMW Motorrad","2010 BMW 1 Series Coupe","2010","230","200" +"148","47","29","Front-wheel drive","Hyundai 2.4L 4 Cylinder 176 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","23","Gasoline","31","Automatic transmission","2010 Hyundai Tucson Limited","Hyundai","2010 Hyundai Tucson","2010","176","168" +"120","47","29","Front-wheel drive","Hyundai 2.4L 4 Cylinder 176 hp 168 ft-lbs","True","6","6 Speed Manual","22","Gasoline","30","Manual transmission","2010 Hyundai Tucson GLS","Hyundai","2010 Hyundai Tucson","2010","176","168" +"148","47","29","Four-wheel drive","Hyundai 2.4L 4 Cylinder 170 hp 163 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2010 Hyundai Tucson Limited PZEV 4WD","Hyundai","2010 Hyundai Tucson","2010","170","163" +"148","47","29","Four-wheel drive","Hyundai 2.4L 4 Cylinder 176 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2010 Hyundai Tucson Limited 4WD","Hyundai","2010 Hyundai Tucson","2010","176","168" +"120","47","29","Four-wheel drive","Hyundai 2.4L 4 Cylinder 176 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2010 Hyundai Tucson GLS AT 4WD","Hyundai","2010 Hyundai Tucson","2010","176","168" +"120","47","29","Four-wheel drive","Hyundai 2.4L 4 Cylinder 170 hp 163 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2010 Hyundai Tucson GLS PZEV 4WD","Hyundai","2010 Hyundai Tucson","2010","170","163" +"148","47","29","Front-wheel drive","Hyundai 2.4L 4 Cylinder 170 hp 163 ft-lbs","True","6","6 Speed Automatic Select Shift","23","Gasoline","31","Automatic transmission","2010 Hyundai Tucson Limited PZEV","Hyundai","2010 Hyundai Tucson","2010","170","163" +"120","47","29","Front-wheel drive","Hyundai 2.4L 4 Cylinder 176 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","23","Gasoline","31","Automatic transmission","2010 Hyundai Tucson GLS AT","Hyundai","2010 Hyundai Tucson","2010","176","168" +"120","47","29","Front-wheel drive","Hyundai 2.4L 4 Cylinder 170 hp 163 ft-lbs","True","6","6 Speed Automatic Select Shift","23","Gasoline","31","Automatic transmission","2010 Hyundai Tucson GLS PZEV","Hyundai","2010 Hyundai Tucson","2010","170","163" +"127","9","211","Rear-wheel drive","BMW 3.0L 6 Cylinder 300 hp 300 ft-lbs","True","6","6 Speed Manual","20","Gasoline","28","Manual transmission","2011 BMW 135i Coupe","BMW Motorrad","2011 BMW 1 Series Coupe","2011","300","300" +"142","9","211","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2011 BMW 128i Coupe AT","BMW Motorrad","2011 BMW 1 Series Coupe","2011","230","200" +"142","9","211","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","18","Gasoline","28","Manual transmission","2011 BMW 128i Coupe","BMW Motorrad","2011 BMW 1 Series Coupe","2011","230","200" +"134","53","79","Rear-wheel drive","Mercedes-Benz 5.5L 8 Cylinder 382 hp 391 ft-lbs","True","7","7 Speed Automatic Select Shift","14","Gasoline","21","Automatic transmission","2010 Mercedes-Benz CLS550","Mercedes","2010 Mercedes-Benz CLS-Class","2010","382","391" +"109","53","79","Rear-wheel drive","Mercedes-AMG 6.2L 8 Cylinder 507 hp 465 ft-lbs","True","7","7 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2010 Mercedes-Benz CLS63 AMG","AMG","2010 Mercedes-Benz CLS-Class","2010","507","465" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2011 Chevrolet Corvette Convertible 1LT","Chevrolet","2011 Chevrolet Corvette Convertible","2011","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2011 Chevrolet Corvette Convertible 1LT AT","Chevrolet","2011 Chevrolet Corvette Convertible","2011","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2011 Chevrolet Corvette Convertible 2LT","Chevrolet","2011 Chevrolet Corvette Convertible","2011","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2011 Chevrolet Corvette Convertible 2LT AT","Chevrolet","2011 Chevrolet Corvette Convertible","2011","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2011 Chevrolet Corvette Convertible 3LT","Chevrolet","2011 Chevrolet Corvette Convertible","2011","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2011 Chevrolet Corvette Convertible 3LT AT","Chevrolet","2011 Chevrolet Corvette Convertible","2011","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2011 Chevrolet Corvette Convertible 4LT","Chevrolet","2011 Chevrolet Corvette Convertible","2011","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2011 Chevrolet Corvette Convertible 4LT AT","Chevrolet","2011 Chevrolet Corvette Convertible","2011","430","424" +"134","53","79","Rear-wheel drive","Mercedes-Benz 6.2L 8 Cylinder 507 hp 465 ft-lbs","True","7","7 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2011 Mercedes-Benz CLS63 AMG","Mercedes-AMG","2011 Mercedes-Benz CLS-Class","2011","507","465" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2010 Chevrolet Corvette Convertible 1LT","Chevrolet","2010 Chevrolet Corvette Convertible","2010","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2010 Chevrolet Corvette Convertible 1LT AT","Chevrolet","2010 Chevrolet Corvette Convertible","2010","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2010 Chevrolet Corvette Convertible 2LT","Chevrolet","2010 Chevrolet Corvette Convertible","2010","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2010 Chevrolet Corvette Convertible 2LT AT","Chevrolet","2010 Chevrolet Corvette Convertible","2010","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2010 Chevrolet Corvette Convertible 3LT","Chevrolet","2010 Chevrolet Corvette Convertible","2010","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2010 Chevrolet Corvette Convertible 3LT AT","Chevrolet","2010 Chevrolet Corvette Convertible","2010","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2010 Chevrolet Corvette Convertible 4LT","Chevrolet","2010 Chevrolet Corvette Convertible","2010","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2010 Chevrolet Corvette Convertible 4LT AT","Chevrolet","2010 Chevrolet Corvette Convertible","2010","430","424" +"71","230","41","Front-wheel drive","Hyundai 3.8L 6 Cylinder 265 hp 262 ft-lbs","True","5","5 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2012 Mitsubishi Eclipse GT","Mitsubishi","2012 Mitsubishi Eclipse Coupe","2012","265","262" +"71","230","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 162 hp 162 ft-lbs","True","4","4 Speed Automatic Select Shift","20","Gasoline","28","Automatic transmission","2012 Mitsubishi Eclipse SE","Mitsubishi","2012 Mitsubishi Eclipse Coupe","2012","162","162" +"71","230","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 162 hp 162 ft-lbs","True","4","4 Speed Automatic Select Shift","20","Gasoline","28","Automatic transmission","2012 Mitsubishi Eclipse GS AT","Mitsubishi","2012 Mitsubishi Eclipse Coupe","2012","162","162" +"71","230","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 162 hp 162 ft-lbs","True","5","5 Speed Manual","20","Gasoline","28","Manual transmission","2012 Mitsubishi Eclipse GS","Mitsubishi","2012 Mitsubishi Eclipse Coupe","2012","162","162" +"71","230","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 162 hp 162 ft-lbs","True","4","4 Speed Automatic Select Shift","20","Gasoline","28","Automatic transmission","2012 Mitsubishi Eclipse GS-Sport","Mitsubishi","2012 Mitsubishi Eclipse Coupe","2012","162","162" +"71","230","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 162 hp 162 ft-lbs","True","4","4 Speed Automatic Select Shift","20","Gasoline","28","Automatic transmission","2011 Mitsubishi Eclipse GS AT","Mitsubishi","2011 Mitsubishi Eclipse Coupe","2011","162","162" +"71","230","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 162 hp 162 ft-lbs","True","5","5 Speed Manual","20","Gasoline","28","Manual transmission","2011 Mitsubishi Eclipse GS","Mitsubishi","2011 Mitsubishi Eclipse Coupe","2011","162","162" +"71","230","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 162 hp 162 ft-lbs","True","4","4 Speed Automatic Select Shift","20","Gasoline","28","Automatic transmission","2011 Mitsubishi Eclipse GS-Sport","Mitsubishi","2011 Mitsubishi Eclipse Coupe","2011","162","162" +"71","230","41","Front-wheel drive","Hyundai 3.8L 6 Cylinder 265 hp 262 ft-lbs","True","5","5 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2011 Mitsubishi Eclipse GT","Mitsubishi","2011 Mitsubishi Eclipse Coupe","2011","265","262" +"71","230","41","Front-wheel drive","Hyundai 3.8L 6 Cylinder 265 hp 262 ft-lbs","True","5","5 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2010 Mitsubishi Eclipse GT AT","Mitsubishi","2010 Mitsubishi Eclipse Coupe","2010","265","262" +"71","230","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 162 hp 162 ft-lbs","True","5","5 Speed Manual","20","Gasoline","28","Manual transmission","2010 Mitsubishi Eclipse GS","Mitsubishi","2010 Mitsubishi Eclipse Coupe","2010","162","162" +"71","230","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 162 hp 162 ft-lbs","True","4","4 Speed Automatic Select Shift","20","Gasoline","27","Automatic transmission","2010 Mitsubishi Eclipse GS-Sport","Mitsubishi","2010 Mitsubishi Eclipse Coupe","2010","162","162" +"71","230","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 162 hp 162 ft-lbs","True","4","4 Speed Automatic Select Shift","20","Gasoline","27","Automatic transmission","2010 Mitsubishi Eclipse GS AT","Mitsubishi","2010 Mitsubishi Eclipse Coupe","2010","162","162" +"71","230","41","Front-wheel drive","Hyundai 3.8L 6 Cylinder 265 hp 262 ft-lbs","True","6","6 Speed Manual","16","Gasoline","25","Manual transmission","2010 Mitsubishi Eclipse GT","Mitsubishi","2010 Mitsubishi Eclipse Coupe","2010","265","262" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2012 Chevrolet Corvette Coupe 1LT","Chevrolet","2012 Chevrolet Corvette Coupe","2012","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2012 Chevrolet Corvette Coupe 1LT AT","Chevrolet","2012 Chevrolet Corvette Coupe","2012","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2012 Chevrolet Corvette Coupe 2LT","Chevrolet","2012 Chevrolet Corvette Coupe","2012","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2012 Chevrolet Corvette Coupe 2LT AT","Chevrolet","2012 Chevrolet Corvette Coupe","2012","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2012 Chevrolet Corvette Coupe 3LT","Chevrolet","2012 Chevrolet Corvette Coupe","2012","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2012 Chevrolet Corvette Coupe 3LT AT","Chevrolet","2012 Chevrolet Corvette Coupe","2012","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2012 Chevrolet Corvette Coupe 4LT","Chevrolet","2012 Chevrolet Corvette Coupe","2012","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2012 Chevrolet Corvette Coupe 4LT AT","Chevrolet","2012 Chevrolet Corvette Coupe","2012","430","424" +"148","12","24","Front-wheel drive","Toyota 2.5L 4 Cylinder 179 hp 172 ft-lbs.","True","4","4 Speed Automatic","22","Gasoline","28","Automatic transmission","2010 Toyota RAV4","Toyota","2010 Toyota RAV4","2010","179","172" +"148","12","24","Four-wheel drive","Toyota 2.5L 4 Cylinder 179 hp 172 ft-lbs.","True","4","4 Speed Automatic","21","Gasoline","27","Automatic transmission","2010 Toyota RAV4 4WD","Toyota","2010 Toyota RAV4","2010","179","172" +"148","12","24","Front-wheel drive","Toyota 3.5L 6 Cylinder 269 hp 246 ft-lbs.","True","5","5 Speed Automatic","19","Gasoline","27","Automatic transmission","2010 Toyota RAV4 V6","Toyota","2010 Toyota RAV4","2010","269","246" +"148","12","24","Four-wheel drive","Toyota 3.5L 6 Cylinder 269 hp 246 ft-lbs.","True","5","5 Speed Automatic","19","Gasoline","26","Automatic transmission","2010 Toyota RAV4 V6 4WD","Toyota","2010 Toyota RAV4","2010","269","246" +"208","12","62","Front-wheel drive","Toyota 2.5L 4 Cylinder 179 hp 172 ft-lbs.","True","4","4 Speed Automatic","22","Gasoline","28","Automatic transmission","2010 Toyota RAV4 Sport","Toyota","2010 Toyota RAV4","2010","179","172" +"208","12","62","Four-wheel drive","Toyota 2.5L 4 Cylinder 179 hp 172 ft-lbs.","True","4","4 Speed Automatic","21","Gasoline","27","Automatic transmission","2010 Toyota RAV4 Sport 4WD","Toyota","2010 Toyota RAV4","2010","179","172" +"208","12","62","Front-wheel drive","Toyota 3.5L 6 Cylinder 269 hp 246 ft-lbs.","True","5","5 Speed Automatic","19","Gasoline","27","Automatic transmission","2010 Toyota RAV4 Sport V6","Toyota","2010 Toyota RAV4","2010","269","246" +"208","12","62","Four-wheel drive","Toyota 3.5L 6 Cylinder 269 hp 246 ft-lbs.","True","5","5 Speed Automatic","19","Gasoline","26","Automatic transmission","2010 Toyota RAV4 Sport V6 4WD","Toyota","2010 Toyota RAV4","2010","269","246" +"208","12","62","Front-wheel drive","Toyota 2.5L 4 Cylinder 179 hp 172 ft-lbs.","True","4","4 Speed Automatic","22","Gasoline","28","Automatic transmission","2010 Toyota RAV4 Limited","Toyota","2010 Toyota RAV4","2010","179","172" +"208","12","62","Four-wheel drive","Toyota 2.5L 4 Cylinder 179 hp 172 ft-lbs.","True","4","4 Speed Automatic","21","Gasoline","27","Automatic transmission","2010 Toyota RAV4 Limited 4WD","Toyota","2010 Toyota RAV4","2010","179","172" +"208","12","62","Front-wheel drive","Toyota 3.5L 6 Cylinder 269 hp 246 ft-lbs.","True","5","5 Speed Automatic","19","Gasoline","27","Automatic transmission","2010 Toyota RAV4 Limited V6","Toyota","2010 Toyota RAV4","2010","269","246" +"208","12","62","Four-wheel drive","Toyota 3.5L 6 Cylinder 269 hp 246 ft-lbs.","True","5","5 Speed Automatic","19","Gasoline","26","Automatic transmission","2010 Toyota RAV4 Limited V6 4WD","Toyota","2010 Toyota RAV4","2010","269","246" +"94","230","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 162 hp 162 ft-lbs","True","4","4 Speed Automatic Select Shift","20","Gasoline","27","Automatic transmission","2012 Mitsubishi Eclipse Spyder GS-Sport","Mitsubishi","2012 Mitsubishi Eclipse Spyder","2012","162","162" +"94","230","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 162 hp 162 ft-lbs","True","4","4 Speed Automatic Select Shift","20","Gasoline","27","Automatic transmission","2012 Mitsubishi Eclipse Spyder SE","Mitsubishi","2012 Mitsubishi Eclipse Spyder","2012","162","162" +"94","230","41","Front-wheel drive","Hyundai 3.8L 6 Cylinder 265 hp 262 ft-lbs","True","5","5 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2012 Mitsubishi Eclipse Spyder GT","Mitsubishi","2012 Mitsubishi Eclipse Spyder","2012","265","262" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2011 Chevrolet Corvette Coupe 1LT","Chevrolet","2011 Chevrolet Corvette Coupe","2011","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2011 Chevrolet Corvette Coupe 1LT AT","Chevrolet","2011 Chevrolet Corvette Coupe","2011","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2011 Chevrolet Corvette Coupe 2LT","Chevrolet","2011 Chevrolet Corvette Coupe","2011","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2011 Chevrolet Corvette Coupe 2LT AT","Chevrolet","2011 Chevrolet Corvette Coupe","2011","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2011 Chevrolet Corvette Coupe 3LT","Chevrolet","2011 Chevrolet Corvette Coupe","2011","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2011 Chevrolet Corvette Coupe 3LT AT","Chevrolet","2011 Chevrolet Corvette Coupe","2011","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2011 Chevrolet Corvette Coupe 4LT","Chevrolet","2011 Chevrolet Corvette Coupe","2011","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2011 Chevrolet Corvette Coupe 4LT AT","Chevrolet","2011 Chevrolet Corvette Coupe","2011","430","424" +"94","230","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 162 hp 162 ft-lbs","True","4","4 Speed Automatic Select Shift","20","Gasoline","27","Automatic transmission","2011 Mitsubishi Eclipse Spyder GS-Sport","Mitsubishi","2011 Mitsubishi Eclipse Spyder","2011","162","162" +"94","230","41","Front-wheel drive","Hyundai 3.8L 6 Cylinder 265 hp 262 ft-lbs","True","5","5 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2011 Mitsubishi Eclipse Spyder GT","Mitsubishi","2011 Mitsubishi Eclipse Spyder","2011","265","262" +"109","230","41","Front-wheel drive","Hyundai 3.8L 6 Cylinder 265 hp 262 ft-lbs","True","5","5 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2010 Mitsubishi Eclipse Spyder GT","Mitsubishi","2010 Mitsubishi Eclipse Spyder","2010","265","262" +"101","230","41","Front-wheel drive","Hyundai 2.4L 4 Cylinder 162 hp 162 ft-lbs","True","4","4 Speed Automatic Select Shift","19","Gasoline","26","Automatic transmission","2010 Mitsubishi Eclipse Spyder GS","Mitsubishi","2010 Mitsubishi Eclipse Spyder","2010","162","162" +"231","238","77","Front-wheel drive","Hyundai 3.8L 6 Cylinder 225 hp 255 ft-lbs","True","4","4 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Mitsubishi Endeavor LS","Mitsubishi","2011 Mitsubishi Endeavor","2011","225","255" +"231","238","77","Front-wheel drive","Hyundai 3.8L 6 Cylinder 225 hp 255 ft-lbs","True","4","4 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Mitsubishi Endeavor SE","Mitsubishi","2011 Mitsubishi Endeavor","2011","225","255" +"231","238","77","All-wheel drive","Hyundai 3.8L 6 Cylinder 225 hp 255 ft-lbs","True","4","4 Speed Automatic Select Shift","15","Gasoline","19","Automatic transmission","2011 Mitsubishi Endeavor SE AWD","Mitsubishi","2011 Mitsubishi Endeavor","2011","225","255" +"231","238","77","Front-wheel drive","Hyundai 3.8L 6 Cylinder 225 hp 255 ft-lbs","True","4","4 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2010 Mitsubishi Endeavor LS","Mitsubishi","2010 Mitsubishi Endeavor","2010","225","255" +"231","238","77","Front-wheel drive","Hyundai 3.8L 6 Cylinder 225 hp 255 ft-lbs","True","4","4 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2010 Mitsubishi Endeavor SE","Mitsubishi","2010 Mitsubishi Endeavor","2010","225","255" +"231","238","77","All-wheel drive","Hyundai 3.8L 6 Cylinder 225 hp 255 ft-lbs","True","4","4 Speed Automatic Select Shift","15","Gasoline","19","Automatic transmission","2010 Mitsubishi Endeavor SE AWD","Mitsubishi","2010 Mitsubishi Endeavor","2010","225","255" +"193","245","46","Front-wheel drive","Hyundai 2.4L 4 Cylinder 160 hp 157 ft-lbs","True","4","4 Speed Automatic Select Shift","21","Gasoline","30","Automatic transmission","2011 Mitsubishi Galant SE","Mitsubishi","2011 Mitsubishi Galant","2011","160","157" +"190","245","46","Front-wheel drive","Hyundai 2.4L 4 Cylinder 160 hp 157 ft-lbs","True","4","4 Speed Automatic Select Shift","21","Gasoline","30","Automatic transmission","2011 Mitsubishi Galant ES","Mitsubishi","2011 Mitsubishi Galant","2011","160","157" +"190","245","46","Front-wheel drive","Hyundai 2.4L 4 Cylinder 160 hp 157 ft-lbs","True","4","4 Speed Automatic Select Shift","21","Gasoline","30","Automatic transmission","2010 Mitsubishi Galant ES","Mitsubishi","2010 Mitsubishi Galant","2010","160","157" +"193","245","46","Front-wheel drive","Hyundai 2.4L 4 Cylinder 160 hp 157 ft-lbs","True","4","4 Speed Automatic Select Shift","21","Gasoline","30","Automatic transmission","2010 Mitsubishi Galant SE","Mitsubishi","2010 Mitsubishi Galant","2010","160","157" +"175","251","49","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 556 hp 551 ft-lbs S-charged","True","6","6 Speed Manual","14","Gasoline","19","Manual transmission","2011 Cadillac CTS-V Sedan","Cadillac","2011 Cadillac CTS-V Sedan","2011","556","551" +"175","251","49","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 556 hp 551 ft-lbs S-charged","True","6","6 Speed Automatic","12","Gasoline","18","Automatic transmission","2011 Cadillac CTS-V Sedan AT","Cadillac","2011 Cadillac CTS-V Sedan","2011","556","551" +"210","220","226","Front-wheel drive","Mitsubishi 2.0L 4 Cylinder 148 hp 146 ft-lbs","True","5","5 Speed Manual","24","Gasoline","33","Manual transmission","2011 Mitsubishi Lancer ES","Mitsubishi","2011 Mitsubishi Lancer","2011","148","146" +"210","220","226","Front-wheel drive","Mitsubishi 2.0L 4 Cylinder 148 hp 146 ft-lbs","True","5","5 Speed Manual","24","Gasoline","33","Manual transmission","2011 Mitsubishi Lancer DE","Mitsubishi","2011 Mitsubishi Lancer","2011","148","146" +"210","220","226","Front-wheel drive","Mitsubishi 2.4L 4 Cylinder 168 hp 167 ft-lbs","True","5","5 Speed Manual","22","Gasoline","31","Manual transmission","2011 Mitsubishi Lancer GTS","Mitsubishi","2011 Mitsubishi Lancer","2011","168","167" +"210","220","226","Front-wheel drive","Mitsubishi 2.0L 4 Cylinder 152 hp 146 ft-lbs","True","5","5 Speed Manual","22","Gasoline","31","Manual transmission","2010 Mitsubishi Lancer DE","Mitsubishi","2010 Mitsubishi Lancer","2010","152","146" +"210","220","226","Front-wheel drive","Mitsubishi 2.4L 4 Cylinder 168 hp 167 ft-lbs","True","5","5 Speed Manual","20","Gasoline","28","Manual transmission","2010 Mitsubishi Lancer GTS","Mitsubishi","2010 Mitsubishi Lancer","2010","168","167" +"210","220","226","Front-wheel drive","Mitsubishi 2.0L 4 Cylinder 152 hp 146 ft-lbs","True","5","5 Speed Manual","22","Gasoline","31","Manual transmission","2010 Mitsubishi Lancer ES","Mitsubishi","2010 Mitsubishi Lancer","2010","152","146" +"13","233","153","All-wheel drive","Hyundai 3.8L 6 cylinder 260hp 257 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","21","Automatic transmission","2011 Hyundai Veracruz Limited AWD","Hyundai","2011 Hyundai Veracruz","2010","260","257" +"175","2","49","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 556 hp 551 ft-lbs S-charged","True","6","6 Speed Manual","14","Gasoline","19","Manual transmission","2010 Cadillac CTS-V Sedan","Cadillac","2010 Cadillac CTS-V Sedan","2010","556","551" +"175","2","49","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 556 hp 551 ft-lbs S-charged","True","6","6 Speed Automatic","12","Gasoline","18","Automatic transmission","2010 Cadillac CTS-V Sedan AT","Cadillac","2010 Cadillac CTS-V Sedan","2010","556","551" +"142","200","90","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 556 hp 551 ft-lbs S-charged","True","6","6 Speed Automatic","12","Gasoline","18","Automatic transmission","2011 Cadillac CTS-V Coupe AT","Cadillac","2011 Cadillac CTS-V Coupe","2011","556","551" +"142","200","90","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 556 hp 551 ft-lbs S-charged","True","6","6 Speed Manual","14","Gasoline","19","Manual transmission","2011 Cadillac CTS-V Coupe","Cadillac","2011 Cadillac CTS-V Coupe","2011","556","551" +"193","12","49","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 556 hp 551 ft-lbs S-charged","True","6","6 Speed Manual","14","Gasoline","19","Manual transmission","2011 Cadillac CTS-V Wagon","Cadillac","2011 Cadillac CTS-V Wagon","2011","556","551" +"193","12","49","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 556 hp 551 ft-lbs S-charged","True","6","6 Speed Automatic","12","Gasoline","18","Automatic transmission","2011 Cadillac CTS-V Wagon AT","Cadillac","2011 Cadillac CTS-V Wagon","2011","556","551" +"193","251","49","Rear-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2011 Cadillac CTS Sport Sedan","Cadillac","2011 Cadillac CTS Sport Sedan","2011","270","223" +"193","251","49","Rear-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Cadillac CTS Sport Sedan AT","Cadillac","2011 Cadillac CTS Sport Sedan","2011","270","223" +"193","251","49","All-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Cadillac CTS Sport Sedan AWD","Cadillac","2011 Cadillac CTS Sport Sedan","2011","270","223" +"193","251","49","Rear-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2011 Cadillac CTS Sport Sedan Luxury","Cadillac","2011 Cadillac CTS Sport Sedan","2011","270","223" +"193","251","49","Rear-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Cadillac CTS Sport Sedan Luxury AT","Cadillac","2011 Cadillac CTS Sport Sedan","2011","270","223" +"193","251","49","Rear-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Cadillac CTS Sport Sedan Performance","Cadillac","2011 Cadillac CTS Sport Sedan","2011","270","223" +"193","251","49","All-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Cadillac CTS Sport Sedan Performance AWD","Cadillac","2011 Cadillac CTS Sport Sedan","2011","270","223" +"193","251","49","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Manual","16","Gasoline","25","Manual transmission","2011 Cadillac CTS Sport Sedan 3.6L Performance","Cadillac","2011 Cadillac CTS Sport Sedan","2011","304","273" +"193","251","49","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Cadillac CTS Sport Sedan 3.6L Performance AT","Cadillac","2011 Cadillac CTS Sport Sedan","2011","304","273" +"223","2","49","Rear-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2010 Cadillac CTS Sport Sedan Luxury AT","Cadillac","2010 Cadillac CTS Sport Sedan","2010","270","223" +"193","251","49","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Manual","16","Gasoline","25","Manual transmission","2011 Cadillac CTS Sport Sedan Premium","Cadillac","2011 Cadillac CTS Sport Sedan","2011","304","273" +"193","251","49","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Cadillac CTS Sport Sedan Premium AT","Cadillac","2011 Cadillac CTS Sport Sedan","2011","304","273" +"193","251","49","All-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Cadillac CTS Sport Sedan Premium AWD","Cadillac","2011 Cadillac CTS Sport Sedan","2011","304","273" +"193","251","49","Rear-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2011 Cadillac CTS Sport Sedan","Cadillac","2011 Cadillac CTS Sport Sedan","2010","270","223" +"163","89","237","Rear-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2011 Toyota Sequoia SR5","Toyota","2011 Toyota Sequoia","2011","310","327" +"163","89","237","Four-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2011 Toyota Sequoia SR5 4x4","Toyota","2011 Toyota Sequoia","2011","310","327" +"163","89","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 Toyota Sequoia SR5 5.7L 4x4","Toyota","2011 Toyota Sequoia","2011","381","401" +"163","89","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","Gasoline","17","Automatic transmission","2011 Toyota Sequoia SR5 FFV","Toyota","2011 Toyota Sequoia","2011","381","401" +"163","89","237","Rear-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","18","Automatic transmission","2011 Toyota Sequoia Limited","Toyota","2011 Toyota Sequoia","2011","381","401" +"163","89","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 Toyota Sequoia Limited 4x4","Toyota","2011 Toyota Sequoia","2011","381","401" +"163","89","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","Gasoline","17","Automatic transmission","2011 Toyota Sequoia Limited FFV","Toyota","2011 Toyota Sequoia","2011","381","401" +"163","89","237","Rear-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","18","Automatic transmission","2011 Toyota Sequoia Platinum","Toyota","2011 Toyota Sequoia","2011","381","401" +"163","89","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 Toyota Sequoia Platinum 4x4","Toyota","2011 Toyota Sequoia","2011","381","401" +"163","89","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","Gasoline","17","Automatic transmission","2011 Toyota Sequoia Platinum FFV","Toyota","2011 Toyota Sequoia","2011","381","401" +"104","227","247","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2010 BMW 328i Convertible","BMW Motorrad","2010 BMW 3 Series Convertible","2010","230","200" +"104","227","247","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2010 BMW 335i Convertible AT","BMW","2010 BMW 3 Series Convertible","2010","300","300" +"104","227","247","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2010 BMW 335i Convertible","BMW","2010 BMW 3 Series Convertible","2010","300","300" +"104","227","247","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2010 BMW 328i Convertible AT","BMW Motorrad","2010 BMW 3 Series Convertible","2010","230","200" +"54","22","11","Rear-wheel drive","Infiniti 3.5L 6 cylinder 297 hp 253 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","24","Automatic transmission","2009 Infiniti EX35","Infiniti","2009 Infiniti EX","2009","297","253" +"54","22","11","All-wheel drive","Infiniti 3.5L 6 cylinder 297 hp 253 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","23","Automatic transmission","2009 Infiniti EX35 AWD","Infiniti","2009 Infiniti EX","2009","297","253" +"54","22","11","Rear-wheel drive","Infiniti 3.5L 6 cylinder 297 hp 253 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","24","Automatic transmission","2009 Infiniti EX35 Journey","Infiniti","2009 Infiniti EX","2009","297","253" +"54","22","11","All-wheel drive","Infiniti 3.5L 6 cylinder 297 hp 253 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","23","Automatic transmission","2009 Infiniti EX35 Journey AWD","Infiniti","2009 Infiniti EX","2009","297","253" +"117","91","249","Rear-wheel drive","Mercedes-Benz 5.5L 8 Cylinder 382 hp 391 ft-lbs","True","7","7 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2011 Mercedes-Benz E550 Cabriolet","Mercedes","2011 Mercedes-Benz E-Class Cabriolet","2011","382","391" +"117","91","249","Rear-wheel drive","Mercedes-Benz 3.5L 6 Cylinders 268 hp 258 ft-lbs","True","7","7 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2011 Mercedes-Benz E350 Cabriolet","Mercedes","2011 Mercedes-Benz E-Class Cabriolet","2011","268","258" +"104","12","247","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2011 BMW 328i Convertible","BMW Motorrad","2011 BMW 3 Series Convertible","2011","230","200" +"104","12","247","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","19","Gasoline","28","Automatic transmission","2011 BMW 335i Convertible AT","BMW","2011 BMW 3 Series Convertible","2011","300","300" +"104","12","247","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 BMW 328i Convertible AT","BMW Motorrad","2011 BMW 3 Series Convertible","2011","230","200" +"91","12","247","Rear-wheel drive","BMW 3.0L 6 cylinder 320 hp 332 ft-lbs Turbo","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2011 BMW 335is Convertible","BMW","2011 BMW 3 Series Convertible","2011","320","332" +"104","12","247","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Manual","19","Gasoline","28","Manual transmission","2011 BMW 335i Convertible","BMW","2011 BMW 3 Series Convertible","2011","300","300" +"36","22","11","Rear-wheel drive","Infiniti 3.5L 6 cylinder 297 hp 253 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","24","Automatic transmission","2010 Infiniti EX35","Infiniti","2010 Infiniti EX","2010","297","253" +"36","22","11","All-wheel drive","Infiniti 3.5L 6 cylinder 297 hp 253 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","23","Automatic transmission","2010 Infiniti EX35 AWD","Infiniti","2010 Infiniti EX","2010","297","253" +"36","22","11","Rear-wheel drive","Infiniti 3.5L 6 cylinder 297 hp 253 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","24","Automatic transmission","2010 Infiniti EX35 Journey","Infiniti","2010 Infiniti EX","2010","297","253" +"36","22","11","All-wheel drive","Infiniti 3.5L 6 cylinder 297 hp 253 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","23","Automatic transmission","2010 Infiniti EX35 Journey AWD","Infiniti","2010 Infiniti EX","2010","297","253" +"117","91","249","Rear-wheel drive","Mercedes-Benz 5.5L 8 Cylinder 382 hp 391 ft-lbs","True","7","7 Speed Automatic Select Shift","15","Gasoline","23","Automatic transmission","2010 Mercedes-Benz E550 Coupe","Mercedes","2010 Mercedes-Benz E-Class Coupe","2010","382","391" +"117","91","249","Rear-wheel drive","Mercedes-Benz 3.5L 6 Cylinders 268 hp 258 ft-lbs","True","7","7 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2010 Mercedes-Benz E350 Coupe","Mercedes","2010 Mercedes-Benz E-Class Coupe","2010","268","258" +"111","91","249","Rear-wheel drive","Mercedes-Benz 3.5L 6 Cylinders 268 hp 258 ft-lbs","True","7","7 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2011 Mercedes-Benz E350 Coupe","Mercedes","2011 Mercedes-Benz E-Class Coupe","2011","268","258" +"111","91","249","Rear-wheel drive","Mercedes-Benz 5.5L 8 Cylinder 382 hp 391 ft-lbs","True","7","7 Speed Automatic Select Shift","15","Gasoline","23","Automatic transmission","2011 Mercedes-Benz E550 Coupe","Mercedes","2011 Mercedes-Benz E-Class Coupe","2011","382","391" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2010 Chevrolet Corvette Coupe 1LT","Chevrolet","2010 Chevrolet Corvette Coupe","2010","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2010 Chevrolet Corvette Coupe 1LT AT","Chevrolet","2010 Chevrolet Corvette Coupe","2010","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2010 Chevrolet Corvette Coupe 2LT","Chevrolet","2010 Chevrolet Corvette Coupe","2010","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2010 Chevrolet Corvette Coupe 2LT AT","Chevrolet","2010 Chevrolet Corvette Coupe","2010","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2010 Chevrolet Corvette Coupe 3LT","Chevrolet","2010 Chevrolet Corvette Coupe","2010","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2010 Chevrolet Corvette Coupe 3LT AT","Chevrolet","2010 Chevrolet Corvette Coupe","2010","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2010 Chevrolet Corvette Coupe 4LT","Chevrolet","2010 Chevrolet Corvette Coupe","2010","430","424" +"223","82","52","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2010 Chevrolet Corvette Coupe 4LT AT","Chevrolet","2010 Chevrolet Corvette Coupe","2010","430","424" +"185","5","62","All-wheel drive","Mercedes-Benz 3.5L 6 Cylinders 268 hp 258 ft-lbs","True","7","7 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2010 Mercedes-Benz E350 4Matic Sedan","Mercedes","2010 Mercedes-Benz E-Class Sedan","2010","268","258" +"185","5","135","All-wheel drive","Mercedes-Benz 5.5L 8 Cylinder 382 hp 391 ft-lbs","True","7","7 Speed Automatic Select Shift","15","Gasoline","23","Automatic transmission","2010 Mercedes-Benz E550 4Matic Sedan","Mercedes","2010 Mercedes-Benz E-Class Sedan","2010","382","391" +"185","5","135","Rear-wheel drive","Mercedes-Benz 5.5L 8 Cylinder 382 hp 391 ft-lbs","True","7","7 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2010 Mercedes-Benz E550 Sedan","Mercedes","2010 Mercedes-Benz E-Class Sedan","2010","382","391" +"185","5","62","Rear-wheel drive","Mercedes-Benz 3.5L 6 Cylinders 268 hp 258 ft-lbs","True","7","7 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2010 Mercedes-Benz E350 Sedan","Mercedes","2010 Mercedes-Benz E-Class Sedan","2010","268","258" +"162","22","183","Rear-wheel drive","Mercedes-AMG 6.2L 8 Cylinder 518hp 465ft-lbs","True","7","7 Speed Automatic Select Shift","13","Gasoline","20","Automatic transmission","2010 Mercedes-Benz E63 AMG","AMG","2010 Mercedes-Benz E-Class Sedan","2010","518","465" +"94","247","247","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","18","Gasoline","28","Manual transmission","2010 BMW 328i Coup","BMW Motorrad","2010 BMW 3 Series Coup","2010","230","200" +"114","247","247","All-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2010 BMW 335i xDrive Coup AT","BMW","2010 BMW 3 Series Coup","2010","300","300" +"114","247","247","All-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","17","Gasoline","25","Manual transmission","2010 BMW 328i xDrive Coup","BMW Motorrad","2010 BMW 3 Series Coup","2010","230","200" +"94","247","247","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2010 BMW 335i Coup AT","BMW","2010 BMW 3 Series Coup","2010","300","300" +"94","247","247","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2010 BMW 335i Coup","BMW","2010 BMW 3 Series Coup","2010","300","300" +"94","247","247","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2010 BMW 328i Coup AT","BMW Motorrad","2010 BMW 3 Series Coup","2010","230","200" +"114","247","247","All-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2010 BMW 328i xDrive Coup AT","BMW Motorrad","2010 BMW 3 Series Coup","2010","230","200" +"114","247","247","All-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Manual","16","Gasoline","25","Manual transmission","2010 BMW 335i xDrive Coup","BMW","2010 BMW 3 Series Coup","2010","300","300" +"212","123","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 638 hp 604 ft-lbs S-charged","True","6","6 Speed Manual","14","Gasoline","21","Manual transmission","2012 Chevrolet Corvette ZR1 1ZR","Chevrolet","2012 Chevrolet Corvette ZR1","2012","638","604" +"212","123","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 638 hp 604 ft-lbs S-charged","True","6","6 Speed Manual","14","Gasoline","21","Manual transmission","2012 Chevrolet Corvette ZR1 3ZR","Chevrolet","2012 Chevrolet Corvette ZR1","2012","638","604" +"212","123","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 638 hp 604 ft-lbs S-charged","True","6","6 Speed Manual","14","Gasoline","20","Manual transmission","2011 Chevrolet Corvette ZR1 1ZR","Chevrolet","2011 Chevrolet Corvette ZR1","2011","638","604" +"212","123","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 638 hp 604 ft-lbs S-charged","True","6","6 Speed Manual","14","Gasoline","20","Manual transmission","2011 Chevrolet Corvette ZR1 3ZR","Chevrolet","2011 Chevrolet Corvette ZR1","2011","638","604" +"212","123","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 638 hp 604 ft-lbs S-charged","True","6","6 Speed Manual","14","Gasoline","20","Manual transmission","2010 Chevrolet Corvette ZR1 1ZR","Chevrolet","2010 Chevrolet Corvette ZR1","2010","638","604" +"212","123","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 638 hp 604 ft-lbs S-charged","True","6","6 Speed Manual","14","Gasoline","20","Manual transmission","2010 Chevrolet Corvette ZR1 3ZR","Chevrolet","2010 Chevrolet Corvette ZR1","2010","638","604" +"221","222","254","Front-wheel drive","Nissan 2.5L 4 cylinder 200 hp 180 ft-lbs","True","6","6 Speed Manual","21","Gasoline","28","Manual transmission","2011 Nissan Sentra SE-R Spec V","Nissan","2011 Nissan Sentra","2011","200","180" +"231","214","254","Front-wheel drive","Nissan 2.0L 4 cylinder 140 hp 147 ft-lbs","True","6","6 Speed Manual","24","Gasoline","31","Manual transmission","2011 Nissan Sentra 2.0","Nissan","2011 Nissan Sentra","2011","140","147" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2012 Chevrolet Corvette Grand Sport Coupe 1LT","Chevrolet","2012 Chevrolet Corvette Grand Sport Coupe","2012","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2012 Chevrolet Corvette Grand Sport Coupe 1LT AT","Chevrolet","2012 Chevrolet Corvette Grand Sport Coupe","2012","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2012 Chevrolet Corvette Grand Sport Coupe 2LT","Chevrolet","2012 Chevrolet Corvette Grand Sport Coupe","2012","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2012 Chevrolet Corvette Grand Sport Coupe 2LT AT","Chevrolet","2012 Chevrolet Corvette Grand Sport Coupe","2012","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2012 Chevrolet Corvette Grand Sport Coupe 3LT","Chevrolet","2012 Chevrolet Corvette Grand Sport Coupe","2012","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2012 Chevrolet Corvette Grand Sport Coupe 3LT AT","Chevrolet","2012 Chevrolet Corvette Grand Sport Coupe","2012","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2012 Chevrolet Corvette Grand Sport Coupe 4LT","Chevrolet","2012 Chevrolet Corvette Grand Sport Coupe","2012","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2012 Chevrolet Corvette Grand Sport Coupe 4LT AT","Chevrolet","2012 Chevrolet Corvette Grand Sport Coupe","2012","430","424" +"114","12","247","All-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 BMW 335i xDrive Coup AT","BMW","2011 BMW 3 Series Coup","2011","300","300" +"94","12","247","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2011 BMW 328i Coup AT","BMW Motorrad","2011 BMW 3 Series Coup","2011","230","200" +"114","12","247","All-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","17","Gasoline","25","Manual transmission","2011 BMW 328i xDrive Coup","BMW Motorrad","2011 BMW 3 Series Coup","2011","230","200" +"94","12","247","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","19","Gasoline","28","Automatic transmission","2011 BMW 335i Coup AT","BMW","2011 BMW 3 Series Coup","2011","300","300" +"94","12","247","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","18","Gasoline","28","Manual transmission","2011 BMW 328i Coup","BMW Motorrad","2011 BMW 3 Series Coup","2011","230","200" +"114","12","247","All-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2011 BMW 328i xDrive Coup AT","BMW Motorrad","2011 BMW 3 Series Coup","2011","230","200" +"94","12","247","Rear-wheel drive","BMW 3.0L 6 cylinder 320 hp 332 ft-lbs Turbo","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2011 BMW 335is Coup","BMW","2011 BMW 3 Series Coup","2011","320","332" +"114","12","247","All-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Manual","19","Gasoline","26","Manual transmission","2011 BMW 335i xDrive Coup","BMW","2011 BMW 3 Series Coup","2011","300","300" +"94","12","247","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Manual","19","Gasoline","28","Manual transmission","2011 BMW 335i Coup","BMW","2011 BMW 3 Series Coup","2011","300","300" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2011 Chevrolet Corvette Grand Sport Coupe 1LT","Chevrolet","2011 Chevrolet Corvette Grand Sport Coupe","2011","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2011 Chevrolet Corvette Grand Sport Coupe 1LT AT","Chevrolet","2011 Chevrolet Corvette Grand Sport Coupe","2011","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2011 Chevrolet Corvette Grand Sport Coupe 2LT","Chevrolet","2011 Chevrolet Corvette Grand Sport Coupe","2011","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2011 Chevrolet Corvette Grand Sport Coupe 2LT AT","Chevrolet","2011 Chevrolet Corvette Grand Sport Coupe","2011","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2011 Chevrolet Corvette Grand Sport Coupe 3LT","Chevrolet","2011 Chevrolet Corvette Grand Sport Coupe","2011","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2011 Chevrolet Corvette Grand Sport Coupe 3LT AT","Chevrolet","2011 Chevrolet Corvette Grand Sport Coupe","2011","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2011 Chevrolet Corvette Grand Sport Coupe 4LT","Chevrolet","2011 Chevrolet Corvette Grand Sport Coupe","2011","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2011 Chevrolet Corvette Grand Sport Coupe 4LT AT","Chevrolet","2011 Chevrolet Corvette Grand Sport Coupe","2011","430","424" +"190","5","62","Rear-wheel drive","Mercedes-Benz 5.5L 8 Cylinder 382 hp 391 ft-lbs","True","7","7 Speed Automatic Select Shift","15","Gasoline","23","Automatic transmission","2011 Mercedes-Benz E550 Sedan","Mercedes","2011 Mercedes-Benz E-Class Sedan","2011","382","391" +"190","5","62","All-wheel drive","Mercedes-Benz 5.5L 8 Cylinder 382 hp 391 ft-lbs","True","7","7 Speed Automatic Select Shift","15","Gasoline","23","Automatic transmission","2011 Mercedes-Benz E550 4Matic Sedan","Mercedes","2011 Mercedes-Benz E-Class Sedan","2011","382","391" +"190","5","62","Rear-wheel drive","Mercedes-Benz 3.5L 6 Cylinders 268 hp 258 ft-lbs","True","7","7 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 Mercedes-Benz E350 Sedan","Mercedes","2011 Mercedes-Benz E-Class Sedan","2011","268","258" +"162","22","79","Rear-wheel drive","Mercedes-AMG 6.2L 8 Cylinder 518hp 465ft-lbs","True","7","7 Speed Automatic Select Shift","13","Gasoline","20","Automatic transmission","2011 Mercedes-Benz E63 AMG","AMG","2011 Mercedes-Benz E-Class Sedan","2011","518","465" +"190","5","62","Rear-wheel drive","Mercedes-Benz 3.0L 6 Cylinder 210 hp 400 ft-lbs Turbo Diesel","True","7","7 Speed Automatic Select Shift","22","Diesel fuel","33","Automatic transmission","2011 Mercedes-Benz E350 BlueTEC Sedan","Mercedes","2011 Mercedes-Benz E-Class Sedan","2011","210","400" +"190","5","62","All-wheel drive","Mercedes-Benz 3.5L 6 Cylinders 268 hp 258 ft-lbs","True","7","7 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 Mercedes-Benz E350 4Matic Sedan","Mercedes","2011 Mercedes-Benz E-Class Sedan","2011","268","258" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2010 Chevrolet Corvette Grand Sport Coupe 1LT","Chevrolet","2010 Chevrolet Corvette Grand Sport Coupe","2010","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2010 Chevrolet Corvette Grand Sport Coupe 1LT AT","Chevrolet","2010 Chevrolet Corvette Grand Sport Coupe","2010","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2010 Chevrolet Corvette Grand Sport Coupe 2LT","Chevrolet","2010 Chevrolet Corvette Grand Sport Coupe","2010","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2010 Chevrolet Corvette Grand Sport Coupe 2LT AT","Chevrolet","2010 Chevrolet Corvette Grand Sport Coupe","2010","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2010 Chevrolet Corvette Grand Sport Coupe 3LT","Chevrolet","2010 Chevrolet Corvette Grand Sport Coupe","2010","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2010 Chevrolet Corvette Grand Sport Coupe 3LT AT","Chevrolet","2010 Chevrolet Corvette Grand Sport Coupe","2010","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2010 Chevrolet Corvette Grand Sport Coupe 4LT","Chevrolet","2010 Chevrolet Corvette Grand Sport Coupe","2010","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2010 Chevrolet Corvette Grand Sport Coupe 4LT AT","Chevrolet","2010 Chevrolet Corvette Grand Sport Coupe","2010","430","424" +"216","30","62","All-wheel drive","Mercedes-Benz 3.5L 6 Cylinders 268 hp 258 ft-lbs","True","7","7 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 Mercedes-Benz E350 4Matic Wagon","Mercedes","2011 Mercedes-Benz E-Class Wagon","2011","268","258" +"138","78","31","Four-wheel drive","Mercedes-Benz 5.5L 8 Cylinder 382 hp 391 ft-lbs","True","7","7 Speed Automatic Select Shift","11","Gasoline","15","Automatic transmission","2010 Mercedes-Benz G550","Mercedes","2010 Mercedes-Benz G-Class","2010","382","391" +"138","78","64","Four-wheel drive","Mercedes-AMG 5.4L 8 Cylinder 500 hp 516 ft-lbs S-Charged","True","5","5 Speed Automatic Select Shift","11","Gasoline","15","Automatic transmission","2010 Mercedes-Benz G55 AMG","Mercedes-AMG","2010 Mercedes-Benz G-Class","2010","500","516" +"138","78","31","Four-wheel drive","Mercedes-Benz 5.5L 8 Cylinder 382 hp 391 ft-lbs","True","7","7 Speed Automatic Select Shift","11","Gasoline","15","Automatic transmission","2011 Mercedes-Benz G550","Mercedes","2011 Mercedes-Benz G-Class","2011","382","391" +"138","78","31","All-wheel drive","Mercedes-AMG 5.4L 8 Cylinder 500 hp 516 ft-lbs S-Charged","True","5","5 Speed Automatic Select Shift","11","Gasoline","13","Automatic transmission","2011 Mercedes-Benz G55 4Matic AMG","Mercedes-AMG","2011 Mercedes-Benz G-Class","2011","500","516" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2012 Chevrolet Corvette Grand Sport Convertible 1LT","Chevrolet","2012 Chevrolet Corvette Grand Sport Convertible","2012","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2012 Chevrolet Corvette Grand Sport Convertible 1LT AT","Chevrolet","2012 Chevrolet Corvette Grand Sport Convertible","2012","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2012 Chevrolet Corvette Grand Sport Convertible 2LT","Chevrolet","2012 Chevrolet Corvette Grand Sport Convertible","2012","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2012 Chevrolet Corvette Grand Sport Convertible 2LT AT","Chevrolet","2012 Chevrolet Corvette Grand Sport Convertible","2012","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2012 Chevrolet Corvette Grand Sport Convertible 3LT","Chevrolet","2012 Chevrolet Corvette Grand Sport Convertible","2012","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2012 Chevrolet Corvette Grand Sport Convertible 3LT AT","Chevrolet","2012 Chevrolet Corvette Grand Sport Convertible","2012","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2012 Chevrolet Corvette Grand Sport Convertible 4LT","Chevrolet","2012 Chevrolet Corvette Grand Sport Convertible","2012","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2012 Chevrolet Corvette Grand Sport Convertible 4LT AT","Chevrolet","2012 Chevrolet Corvette Grand Sport Convertible","2012","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2011 Chevrolet Corvette Grand Sport Convertible 1LT","Chevrolet","2011 Chevrolet Corvette Grand Sport Convertible","2011","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2011 Chevrolet Corvette Grand Sport Convertible 1LT AT","Chevrolet","2011 Chevrolet Corvette Grand Sport Convertible","2011","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2011 Chevrolet Corvette Grand Sport Convertible 2LT","Chevrolet","2011 Chevrolet Corvette Grand Sport Convertible","2011","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2011 Chevrolet Corvette Grand Sport Convertible 2LT AT","Chevrolet","2011 Chevrolet Corvette Grand Sport Convertible","2011","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2011 Chevrolet Corvette Grand Sport Convertible 3LT","Chevrolet","2011 Chevrolet Corvette Grand Sport Convertible","2011","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2011 Chevrolet Corvette Grand Sport Convertible 3LT AT","Chevrolet","2011 Chevrolet Corvette Grand Sport Convertible","2011","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2011 Chevrolet Corvette Grand Sport Convertible 4LT","Chevrolet","2011 Chevrolet Corvette Grand Sport Convertible","2011","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2011 Chevrolet Corvette Grand Sport Convertible 4LT AT","Chevrolet","2011 Chevrolet Corvette Grand Sport Convertible","2011","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2010 Chevrolet Corvette Grand Sport Convertible 1LT","Chevrolet","2010 Chevrolet Corvette Grand Sport Convertible","2010","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2010 Chevrolet Corvette Grand Sport Convertible 1LT AT","Chevrolet","2010 Chevrolet Corvette Grand Sport Convertible","2010","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2010 Chevrolet Corvette Grand Sport Convertible 2LT","Chevrolet","2010 Chevrolet Corvette Grand Sport Convertible","2010","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2010 Chevrolet Corvette Grand Sport Convertible 2LT AT","Chevrolet","2010 Chevrolet Corvette Grand Sport Convertible","2010","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2010 Chevrolet Corvette Grand Sport Convertible 3LT","Chevrolet","2010 Chevrolet Corvette Grand Sport Convertible","2010","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2010 Chevrolet Corvette Grand Sport Convertible 1LT AT","Chevrolet","2010 Chevrolet Corvette Grand Sport Convertible","2010","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2010 Chevrolet Corvette Grand Sport Convertible 4LT","Chevrolet","2010 Chevrolet Corvette Grand Sport Convertible","2010","430","424" +"212","108","135","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 430 hp 424 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","25","Automatic transmission","2010 Chevrolet Corvette Grand Sport Convertible 4LT AT","Chevrolet","2010 Chevrolet Corvette Grand Sport Convertible","2010","430","424" +"223","2","49","Rear-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2010 Cadillac CTS Sport Sedan","Cadillac","2010 Cadillac CTS Sport Sedan","2010","270","223" +"193","2","49","All-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","27","Automatic transmission","2010 Cadillac CTS Sport Sedan AWD","Cadillac","2010 Cadillac CTS Sport Sedan","2010","270","223" +"64","29","217","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","Gasoline","18","Automatic transmission","2011 Cadillac Escalade ESV","Cadillac","2011 Cadillac Escalade ESV","2011","403","417" +"223","2","49","Rear-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2010 Cadillac CTS Sport Sedan Luxury","Cadillac","2010 Cadillac CTS Sport Sedan","2010","270","223" +"193","2","49","All-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2010 Cadillac CTS Sport Sedan Luxury AWD","Cadillac","2010 Cadillac CTS Sport Sedan","2010","270","223" +"223","2","49","Rear-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2010 Cadillac CTS Sport Sedan Performance","Cadillac","2010 Cadillac CTS Sport Sedan","2010","270","223" +"193","2","49","All-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2010 Cadillac CTS Sport Sedan Performance AWD","Cadillac","2010 Cadillac CTS Sport Sedan","2010","270","223" +"193","2","49","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Manual","16","Gasoline","25","Manual transmission","2010 Cadillac CTS Sport Sedan 3.6L Performance MT","Cadillac","2010 Cadillac CTS Sport Sedan","2010","304","273" +"193","2","49","All-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2010 Cadillac CTS Sport Sedan 3.6L Performance AWD","Cadillac","2010 Cadillac CTS Sport Sedan","2010","304","273" +"193","2","49","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Manual","16","Gasoline","25","Manual transmission","2010 Cadillac CTS Sport Sedan Premium MT","Cadillac","2010 Cadillac CTS Sport Sedan","2010","304","273" +"193","2","49","All-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2010 Cadillac CTS Sport Sedan Premium AWD","Cadillac","2010 Cadillac CTS Sport Sedan","2010","304","273" +"193","2","49","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2010 Cadillac CTS Sport Sedan 3.6L Performance","Cadillac","2010 Cadillac CTS Sport Sedan","2010","304","273" +"193","2","49","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2010 Cadillac CTS Sport Sedan Premium","Cadillac","2010 Cadillac CTS Sport Sedan","2010","304","273" +"200","143","19","All-wheel drive","Mitsubishi 2.0L 4 Cylinder 291 hp 300 ft-lbs Turbo","True","5","5 Speed Manual","17","Gasoline","23","Manual transmission","2011 Mitsubishi Lancer Evolution GSR","Mitsubishi","2011 Mitsubishi Lancer Evolution","2011","291","300" +"200","143","19","All-wheel drive","Mitsubishi 2.0L 4 Cylinder 291 hp 300 ft-lbs Turbo","True","5","5 Speed Manual","16","Gasoline","22","Manual transmission","2010 Mitsubishi Lancer Evolution GSR","Mitsubishi","2010 Mitsubishi Lancer Evolution","2010","291","300" +"236","230","226","Front-wheel drive","Mitsubishi 2.0L 4 Cylinder 148 hp 145 ft-lbs","True","5","5 Speed Manual","24","Gasoline","32","Manual transmission","2011 Mitsubishi Lancer Sportback ES","Mitsubishi","2011 Mitsubishi Lancer Sportback","2011","148","145" +"236","230","226","Front-wheel drive","Mitsubishi 2.4L 4 Cylinder 168 hp 167 ft-lbs","True","5","5 Speed Manual","22","Gasoline","31","Manual transmission","2011 Mitsubishi Lancer Sportback GTS","Mitsubishi","2011 Mitsubishi Lancer Sportback","2011","168","167" +"236","230","226","Front-wheel drive","Mitsubishi 2.4L 4 Cylinder 168 hp 167 ft-lbs","True","5","5 Speed Manual","20","Gasoline","27","Manual transmission","2010 Mitsubishi Lancer Sportback GTS","Mitsubishi","2010 Mitsubishi Lancer Sportback","2010","168","167" +"183","57","8","Front-wheel drive","Mitsubishi 3.0L 6 Cylinder 230 hp 215 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","26","Automatic transmission","2011 Mitsubishi Outlander XLS","Mitsubishi","2011 Mitsubishi Outlander","2011","230","215" +"142","57","8","All-wheel drive","Mitsubishi 3.0L 6 Cylinder 230 hp 215 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2010 Mitsubishi Outlander GT","Mitsubishi","2010 Mitsubishi Outlander","2010","230","215" +"183","57","8","Front-wheel drive","Mitsubishi 3.0L 6 Cylinder 230 hp 215 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","25","Automatic transmission","2010 Mitsubishi Outlander XLS","Mitsubishi","2010 Mitsubishi Outlander","2010","230","215" +"183","57","8","All-wheel drive","Mitsubishi 3.0L 6 Cylinder 230 hp 215 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2010 Mitsubishi Outlander XLS AWD","Mitsubishi","2010 Mitsubishi Outlander","2010","230","215" +"142","200","90","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Cadillac CTS Coupe","Cadillac","2011 Cadillac CTS Coupe","2011","304","273" +"142","200","90","All-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Cadillac CTS Coupe AWD","Cadillac","2011 Cadillac CTS Coupe","2011","304","273" +"142","200","90","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Manual","16","Gasoline","25","Manual transmission","2011 Cadillac CTS Coupe Performance MT","Cadillac","2011 Cadillac CTS Coupe","2011","304","273" +"142","200","90","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Cadillac CTS Coupe Performance","Cadillac","2011 Cadillac CTS Coupe","2011","304","273" +"142","200","90","All-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Cadillac CTS Coupe Performance AWD","Cadillac","2011 Cadillac CTS Coupe","2011","304","273" +"142","200","90","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Manual","16","Gasoline","25","Manual transmission","2011 Cadillac CTS Coupe Premium MT","Cadillac","2011 Cadillac CTS Coupe","2011","304","273" +"142","200","90","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Cadillac CTS Coupe Premium","Cadillac","2011 Cadillac CTS Coupe","2011","304","273" +"142","200","90","All-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Cadillac CTS Coupe Premium AWD","Cadillac","2011 Cadillac CTS Coupe","2011","304","273" +"102","89","234","Rear-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2010 Toyota Sequoia SR5","Toyota","2010 Toyota Sequoia","2010","310","327" +"102","89","234","Rear-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2010 Toyota Sequoia SR5 5.7L","Toyota","2010 Toyota Sequoia","2010","381","401" +"102","89","234","Four-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2010 Toyota Sequoia SR5 4x4","Toyota","2010 Toyota Sequoia","2010","310","327" +"102","89","234","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2010 Toyota Sequoia SR5 5.7L 4x4","Toyota","2010 Toyota Sequoia","2010","381","401" +"102","89","234","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2010 Toyota Sequoia SR5 FFV","Toyota","2010 Toyota Sequoia","2010","381","401" +"102","89","234","Rear-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2010 Toyota Sequoia Limited","Toyota","2010 Toyota Sequoia","2010","381","401" +"102","89","234","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2010 Toyota Sequoia Limited 4x4","Toyota","2010 Toyota Sequoia","2010","381","401" +"102","89","234","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2010 Toyota Sequoia Limited FFV","Toyota","2010 Toyota Sequoia","2010","381","401" +"102","89","234","Rear-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2010 Toyota Sequoia Platinum","Toyota","2010 Toyota Sequoia","2010","381","401" +"102","89","234","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2010 Toyota Sequoia Platinum 4x4","Toyota","2010 Toyota Sequoia","2010","381","401" +"102","89","234","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2010 Toyota Sequoia Platinum FFV","Toyota","2010 Toyota Sequoia","2010","381","401" +"94","199","234","Front-wheel drive","Mitsubishi 2.0L 4 Cylinder 148 hp 145 ft-lbs","True","5","5 Speed Manual","24","Gasoline","31","Manual transmission","2011 Mitsubishi Outlander Sport ES","Mitsubishi","2011 Mitsubishi Outlander Sport","2011","148","145" +"183","153","107","Front-wheel drive","Cadillac 4.6L 8 Cylinder 275 hp 295 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","23","Automatic transmission","2011 Cadillac DTS","Cadillac","2011 Cadillac DTS","2011","275","295" +"183","153","107","Front-wheel drive","Cadillac 4.6L 8 Cylinder 275 hp 295 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","23","Automatic transmission","2011 Cadillac DTS Luxury","Cadillac","2011 Cadillac DTS","2011","275","295" +"183","153","107","Front-wheel drive","Cadillac 4.6L 8 Cylinder 275 hp 295 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","23","Automatic transmission","2011 Cadillac DTS Premium","Cadillac","2011 Cadillac DTS","2011","275","295" +"183","153","107","Front-wheel drive","Cadillac 4.6L 8 Cylinder 292 hp 288 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","23","Automatic transmission","2011 Cadillac DTS Platinum","Cadillac","2011 Cadillac DTS","2011","292","288" +"36","22","11","Rear-wheel drive","Infiniti 3.5L 6 cylinder 297 hp 253 ft-lbs","True","7","7 Speed Automatic","17","Gasoline","24","Automatic transmission","2011 Infiniti EX35","Infiniti","2011 Infiniti EX","2011","297","253" +"36","22","11","All-wheel drive","Infiniti 3.5L 6 cylinder 297 hp 253 ft-lbs","True","7","7 Speed Automatic","17","Gasoline","24","Automatic transmission","2011 Infiniti EX35 AWD","Infiniti","2011 Infiniti EX","2011","297","253" +"36","22","11","Rear-wheel drive","Infiniti 3.5L 6 cylinder 297 hp 253 ft-lbs","True","7","7 Speed Automatic","17","Gasoline","24","Automatic transmission","2011 Infiniti EX35 Journey","Infiniti","2011 Infiniti EX","2011","297","253" +"36","22","11","All-wheel drive","Infiniti 3.5L 6 cylinder 297 hp 253 ft-lbs","True","7","7 Speed Automatic","17","Gasoline","24","Automatic transmission","2011 Infiniti EX35 Journey AWD","Infiniti","2011 Infiniti EX","2011","297","253" +"139","174","24","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2010 BMW 335i Sedan AT","BMW","2010 BMW 3 Series Sedan","2010","300","300" +"144","174","24","All-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2010 BMW 335i xDrive Sedan AT","BMW","2010 BMW 3 Series Sedan","2010","300","300" +"139","174","24","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","18","Gasoline","28","Manual transmission","2010 BMW 328i Sedan","BMW Motorrad","2010 BMW 3 Series Sedan","2010","230","200" +"144","174","24","Rear-wheel drive","BMW 3.0L 6 cylinder 265 hp 425 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","23","Gasoline","36","Automatic transmission","2010 BMW 335d Sedan","BMW","2010 BMW 3 Series Sedan","2010","265","425" +"144","174","24","All-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2010 BMW 328i xDrive Sedan AT","BMW Motorrad","2010 BMW 3 Series Sedan","2010","230","200" +"144","174","24","All-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Manual","16","Gasoline","25","Manual transmission","2010 BMW 335i xDrive Sedan","BMW","2010 BMW 3 Series Sedan","2010","300","300" +"144","174","24","All-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","17","Gasoline","25","Manual transmission","2010 BMW 328i xDrive Sedan","BMW Motorrad","2010 BMW 3 Series Sedan","2010","230","200" +"139","174","24","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2010 BMW 328i Sedan AT","BMW Motorrad","2010 BMW 3 Series Sedan","2010","230","200" +"139","174","24","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2010 BMW 335i Sedan","BMW","2010 BMW 3 Series Sedan","2010","300","300" +"46","231","148","All-wheel drive","Mercedes-Benz 3.0L 6 Cylinder 210 hp 400 ft-lbs Turbo Diesel","True","7","7 Speed Automatic Select Shift","17","Diesel fuel","23","Automatic transmission","2010 Mercedes-Benz GL350 BlueTEC 4Matic","Mercedes","2010 Mercedes-Benz GL-Class","2010","210","400" +"46","231","148","All-wheel drive","Mercedes-Benz 4.6L 8 Cylinder 335hp 339ft-lbs","True","7","7 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2010 Mercedes-Benz GL450 4Matic","Mercedes-Benz","2010 Mercedes-Benz GL-Class","2010","335","339" +"46","231","148","All-wheel drive","Mercedes-Benz 5.5L 8 Cylinder 382 hp 391 ft-lbs","True","7","7 Speed Automatic Select Shift","12","Gasoline","17","Automatic transmission","2010 Mercedes-Benz GL550 4Matic","Mercedes","2010 Mercedes-Benz GL-Class","2010","382","391" +"231","214","254","Front-wheel drive","Nissan 2.0L 4 cylinder 140 hp 147 ft-lbs","True","6","6 Speed Manual","24","Gasoline","31","Manual transmission","2010 Nissan Sentra 2.0","Nissan","2010 Nissan Sentra","2010","140","147" +"221","222","254","Front-wheel drive","Nissan 2.5L 4 cylinder 200 hp 180 ft-lbs","True","6","6 Speed Manual","21","Gasoline","28","Manual transmission","2010 Nissan Sentra SE-R Spec V","Nissan","2010 Nissan Sentra","2010","200","180" +"46","231","148","All-wheel drive","Mercedes-Benz 5.5L 8 Cylinder 382 hp 391 ft-lbs","True","7","7 Speed Automatic Select Shift","12","Gasoline","17","Automatic transmission","2011 Mercedes-Benz GL550 4Matic","Mercedes","2011 Mercedes-Benz GL-Class","2011","382","391" +"46","231","148","All-wheel drive","Mercedes-Benz 4.6L 8 Cylinder 335hp 339ft-lbs","True","7","7 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 Mercedes-Benz GL450 4Matic","Mercedes-Benz","2011 Mercedes-Benz GL-Class","2011","335","339" +"46","231","148","All-wheel drive","Mercedes-Benz 3.0L 6 Cylinder 210 hp 400 ft-lbs Turbo Diesel","True","7","7 Speed Automatic Select Shift","17","Diesel fuel","21","Automatic transmission","2011 Mercedes-Benz GL350 BlueTEC 4Matic","Mercedes","2011 Mercedes-Benz GL-Class","2011","210","400" +"254","199","158","Front-wheel drive","Nissan 1.8L 4 Cylinder 122 hp 127 ft-lbs","True","6","6 Speed Manual","26","Gasoline","31","Manual transmission","2011 Nissan Versa Hatchback 1.8 S","Nissan","2011 Nissan Versa Hatchback","2011","122","127" +"254","199","158","Front-wheel drive","Nissan 1.8L 4 Cylinder 122 hp 127 ft-lbs","True","4","4 Speed Automatic","24","Gasoline","32","Automatic transmission","2011 Nissan Versa Hatchback 1.8 S AT","Nissan","2011 Nissan Versa Hatchback","2011","122","127" +"254","199","158","Front-wheel drive","Nissan 1.8L 4 Cylinder 122 hp 127 ft-lbs","True","4","4 Speed Automatic","24","Gasoline","32","Automatic transmission","2010 Nissan Versa Hatchback 1.8 S AT","Nissan","2010 Nissan Versa Hatchback","2010","122","127" +"254","199","158","Front-wheel drive","Nissan 1.8L 4 Cylinder 122 hp 127 ft-lbs","True","6","6 Speed Manual","26","Gasoline","31","Manual transmission","2010 Nissan Versa Hatchback 1.8 S","Nissan","2010 Nissan Versa Hatchback","2010","122","127" +"163","174","95","Rear-wheel drive","Mercedes-Benz 3.5L 6 Cylinders 268 hp 258 ft-lbs","True","7","7 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2010 Mercedes-Benz GLK350","Mercedes","2010 Mercedes-Benz GLK-Class","2010","268","258" +"163","174","95","All-wheel drive","Mercedes-Benz 3.5L 6 Cylinders 268 hp 258 ft-lbs","True","7","7 Speed Automatic Select Shift","16","Gasoline","21","Automatic transmission","2010 Mercedes-Benz GLK350 4Matic","Mercedes","2010 Mercedes-Benz GLK-Class","2010","268","258" +"163","174","224","All-wheel drive","Mercedes-Benz 3.5L 6 Cylinders 268 hp 258 ft-lbs","True","7","7 Speed Automatic Select Shift","16","Gasoline","21","Automatic transmission","2011 Mercedes-Benz GLK350 4Matic","Mercedes","2011 Mercedes-Benz GLK-Class","2011","268","258" +"163","174","224","Rear-wheel drive","Mercedes-Benz 3.5L 6 Cylinders 268 hp 258 ft-lbs","True","7","7 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 Mercedes-Benz GLK350","Mercedes","2011 Mercedes-Benz GLK-Class","2011","268","258" +"144","174","24","Rear-wheel drive","BMW 3.0L 6 cylinder 265 hp 425 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","23","Gasoline","36","Automatic transmission","2011 BMW 335d Sedan","BMW","2011 BMW 3 Series Sedan","2011","265","425" +"144","174","24","All-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 BMW 335i xDrive Sedan AT","BMW","2011 BMW 3 Series Sedan","2011","300","300" +"139","174","24","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","18","Gasoline","28","Manual transmission","2011 BMW 328i Sedan","BMW Motorrad","2011 BMW 3 Series Sedan","2011","230","200" +"144","174","24","All-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2011 BMW 328i xDrive Sedan AT","BMW Motorrad","2011 BMW 3 Series Sedan","2011","230","200" +"144","174","24","All-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","17","Gasoline","25","Manual transmission","2011 BMW 328i xDrive Sedan","BMW Motorrad","2011 BMW 3 Series Sedan","2011","230","200" +"139","174","24","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2011 BMW 328i Sedan AT","BMW Motorrad","2011 BMW 3 Series Sedan","2011","230","200" +"139","174","24","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","19","Gasoline","28","Automatic transmission","2011 BMW 335i Sedan AT","BMW","2011 BMW 3 Series Sedan","2011","300","300" +"144","174","24","All-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Manual","19","Gasoline","26","Manual transmission","2011 BMW 335i xDrive Sedan","BMW","2011 BMW 3 Series Sedan","2011","300","300" +"139","174","24","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Manual","19","Gasoline","28","Manual transmission","2011 BMW 335i Sedan","BMW","2011 BMW 3 Series Sedan","2011","300","300" +"188","85","13","Front-wheel drive","Ford 2.5L 4 cylinder 171hp 171 ft-lbs","True","5","5 Speed Manual","23","Gasoline","28","Manual transmission","2012 Ford Escape XLS","Ford","2012 Ford Escape","2012","171","171" +"188","85","13","Front-wheel drive","Ford 2.5L 4 cylinder 171hp 171 ft-lbs","True","6","6 Speed Automatic","21","Gasoline","28","Automatic transmission","2012 Ford Escape XLS AT","Ford","2012 Ford Escape","2012","171","171" +"186","85","13","All-wheel drive","Ford 2.5L 4 cylinder 171hp 171 ft-lbs","True","6","6 Speed Automatic","20","Gasoline","27","Automatic transmission","2012 Ford Escape XLS AWD","Ford","2012 Ford Escape","2012","171","171" +"188","85","13","Front-wheel drive","Ford 2.5L 4 cylinder 171hp 171 ft-lbs","True","6","6 Speed Automatic","21","Gasoline","28","Automatic transmission","2012 Ford Escape XLT","Ford","2012 Ford Escape","2012","171","171" +"188","85","13","Front-wheel drive","Ford 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic","14","E85","19","Automatic transmission","2012 Ford Escape XLT FFV","Ford","2012 Ford Escape","2012","240","223" +"186","85","13","Four-wheel drive","Ford 2.5L 4 cylinder 171hp 171 ft-lbs","True","6","6 Speed Automatic","20","Gasoline","27","Automatic transmission","2012 Ford Escape XLT 4WD","Ford","2012 Ford Escape","2012","171","171" +"186","85","13","Four-wheel drive","Ford 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic","13","E85","17","Automatic transmission","2012 Ford Escape XLT 4WD FFV","Ford","2012 Ford Escape","2012","240","223" +"188","85","13","Front-wheel drive","Ford 2.5L 4 cylinder 171hp 171 ft-lbs","True","6","6 Speed Automatic","21","Gasoline","28","Automatic transmission","2012 Ford Escape Limited","Ford","2012 Ford Escape","2012","171","171" +"188","85","13","Front-wheel drive","Ford 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic","14","E85","19","Automatic transmission","2012 Ford Escape Limited FFV","Ford","2012 Ford Escape","2012","240","223" +"186","85","13","Four-wheel drive","Ford 2.5L 4 cylinder 171hp 171 ft-lbs","True","6","6 Speed Automatic","20","Gasoline","27","Automatic transmission","2012 Ford Escape Limited 4WD","Ford","2012 Ford Escape","2012","171","171" +"186","85","13","Four-wheel drive","Ford 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic","13","E85","17","Automatic transmission","2012 Ford Escape Limited 4WD FFV","Ford","2012 Ford Escape","2012","240","223" +"188","85","13","Front-wheel drive","Ford 2.5L 4 cylinder 171hp 171 ft-lbs","True","5","5 Speed Manual","23","Gasoline","28","Manual transmission","2011 Ford Escape XLS","Ford","2011 Ford Escape","2011","171","171" +"188","85","13","Front-wheel drive","Ford 2.5L 4 cylinder 171hp 171 ft-lbs","True","6","6 Speed Automatic","21","Gasoline","28","Automatic transmission","2011 Ford Escape XLS AT","Ford","2011 Ford Escape","2011","171","171" +"186","85","13","All-wheel drive","Ford 2.5L 4 cylinder 171hp 171 ft-lbs","True","6","6 Speed Automatic","22","Gasoline","26","Automatic transmission","2011 Ford Escape XLS AWD","Ford","2011 Ford Escape","2011","171","171" +"188","85","13","Front-wheel drive","Ford 2.5L 4 cylinder 171hp 171 ft-lbs","True","6","6 Speed Automatic","21","Gasoline","28","Automatic transmission","2011 Ford Escape XLT","Ford","2011 Ford Escape","2011","171","171" +"188","85","13","Front-wheel drive","Ford 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic","19","Gasoline","25","Automatic transmission","2011 Ford Escape XLT FFV","Ford","2011 Ford Escape","2011","240","223" +"186","85","13","All-wheel drive","Ford 2.5L 4 cylinder 171hp 171 ft-lbs","True","6","6 Speed Automatic","22","Gasoline","26","Automatic transmission","2011 Ford Escape XLT AWD","Ford","2011 Ford Escape","2011","171","171" +"186","85","13","All-wheel drive","Ford 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic","13","E85","17","Automatic transmission","2011 Ford Escape XLT AWD FFV","Ford","2011 Ford Escape","2011","240","223" +"188","85","13","Front-wheel drive","Ford 2.5L 4 cylinder 171hp 171 ft-lbs","True","6","6 Speed Automatic","21","Gasoline","28","Automatic transmission","2011 Ford Escape Limited","Ford","2011 Ford Escape","2011","171","171" +"188","85","13","Front-wheel drive","Ford 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic","19","Gasoline","25","Automatic transmission","2011 Ford Escape Limited FFV","Ford","2011 Ford Escape","2011","240","223" +"186","85","13","All-wheel drive","Ford 2.5L 4 cylinder 171hp 171 ft-lbs","True","6","6 Speed Automatic","22","Gasoline","26","Automatic transmission","2011 Ford Escape Limited AWD","Ford","2011 Ford Escape","2011","171","171" +"125","36","166","All-wheel drive","Mercedes-Benz 3.0L 6 Cylinder 210 hp 400 ft-lbs Turbo Diesel","True","7","7 Speed Automatic","18","Diesel fuel","24","Automatic transmission","2010 Mercedes-Benz R350 BlueTEC 4Matic","Mercedes","2010 Mercedes-Benz R-Class","2010","210","400" +"125","36","166","All-wheel drive","Mercedes-Benz 3.5L 6 Cylinders 268 hp 258 ft-lbs","True","7","7 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2010 Mercedes-Benz R350 4Matic","Mercedes","2010 Mercedes-Benz R-Class","2010","268","258" +"125","36","166","All-wheel drive","Mercedes-Benz 3.0L 6 Cylinder 210 hp 400 ft-lbs Turbo Diesel","True","7","7 Speed Automatic Select Shift","18","Diesel fuel","24","Automatic transmission","2011 Mercedes-Benz R350 BlueTEC 4Matic","Mercedes","2011 Mercedes-Benz R-Class","2011","210","400" +"125","36","166","All-wheel drive","Mercedes-Benz 3.5L 6 Cylinders 268 hp 258 ft-lbs","True","7","7 Speed Automatic Select Shift","15","Gasoline","19","Automatic transmission","2011 Mercedes-Benz R350 4Matic","Mercedes","2011 Mercedes-Benz R-Class","2011","268","258" +"195","245","3","Front-wheel drive","Chevrolet 1.8L 4 Cylinder 138 hp 123 ft-lbs","True","6","6 Speed Manual","25","Gasoline","36","Manual transmission","2012 Chevrolet Cruze LS","Chevrolet","2012 Chevrolet Cruze","2012","138","123" +"195","245","3","Front-wheel drive","Chevrolet 1.8L 4 Cylinder 138 hp 123 ft-lbs","True","6","6 Speed Automatic","22","Gasoline","35","Automatic transmission","2012 Chevrolet Cruze LS AT","Chevrolet","2012 Chevrolet Cruze","2012","138","123" +"195","245","3","Front-wheel drive","Chevrolet 1.4L 4 Cylinder 138 hp 148 ft-lbs Turbo","True","6","6 Speed Manual","26","Gasoline","38","Manual transmission","2012 Chevrolet Cruze 1LT","Chevrolet","2012 Chevrolet Cruze","2012","138","148" +"195","245","3","Front-wheel drive","Chevrolet 1.4L 4 Cylinder 138 hp 148 ft-lbs Turbo","True","6","6 Speed Automatic","26","Gasoline","38","Automatic transmission","2012 Chevrolet Cruze 1LT AT","Chevrolet","2012 Chevrolet Cruze","2012","138","148" +"195","245","3","Front-wheel drive","Chevrolet 1.4L 4 Cylinder 138 hp 148 ft-lbs Turbo","True","6","6 Speed Manual","28","Gasoline","42","Manual transmission","2012 Chevrolet Cruze Eco","Chevrolet","2012 Chevrolet Cruze","2012","138","148" +"195","245","3","Front-wheel drive","Chevrolet 1.4L 4 Cylinder 138 hp 148 ft-lbs Turbo","True","6","6 Speed Automatic","26","Gasoline","39","Automatic transmission","2012 Chevrolet Cruze Eco AT","Chevrolet","2012 Chevrolet Cruze","2012","138","148" +"195","245","3","Front-wheel drive","Chevrolet 1.4L 4 Cylinder 138 hp 148 ft-lbs Turbo","True","6","6 Speed Manual","26","Gasoline","38","Manual transmission","2012 Chevrolet Cruze 2LT","Chevrolet","2012 Chevrolet Cruze","2012","138","148" +"195","245","3","Front-wheel drive","Chevrolet 1.4L 4 Cylinder 138 hp 148 ft-lbs Turbo","True","6","6 Speed Automatic","26","Gasoline","38","Automatic transmission","2012 Chevrolet Cruze 2LT AT","Chevrolet","2012 Chevrolet Cruze","2012","138","148" +"195","245","3","Front-wheel drive","Chevrolet 1.4L 4 Cylinder 138 hp 148 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","26","Gasoline","38","Automatic transmission","2012 Chevrolet Cruze LTZ","Chevrolet","2012 Chevrolet Cruze","2012","138","148" +"137","184","24","All-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2010 BMW 328i xDrive Sports Wagon AT","BMW Motorrad","2010 BMW 3 Series Sports Wagon","2010","230","200" +"137","184","24","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2010 BMW 328i Sports Wagon","BMW Motorrad","2010 BMW 3 Series Sports Wagon","2010","230","200" +"137","184","24","All-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","17","Gasoline","25","Manual transmission","2010 BMW 328i xDrive Sports Wagon","BMW Motorrad","2010 BMW 3 Series Sports Wagon","2010","230","200" +"137","184","24","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2010 BMW 328i Sports Wagon AT","BMW Motorrad","2010 BMW 3 Series Sports Wagon","2010","230","200" +"195","245","3","Front-wheel drive","Chevrolet 1.8L 4 Cylinder 136 hp 123 ft-lbs","True","6","6 Speed Manual","26","Gasoline","36","Manual transmission","2011 Chevrolet Cruze LS","Chevrolet","2011 Chevrolet Cruze","2011","136","123" +"195","245","3","Front-wheel drive","Chevrolet 1.8L 4 Cylinder 136 hp 123 ft-lbs","True","6","6 Speed Automatic","22","Gasoline","35","Automatic transmission","2011 Chevrolet Cruze LS AT","Chevrolet","2011 Chevrolet Cruze","2011","136","123" +"195","245","3","Front-wheel drive","Chevrolet 1.4L 4 Cylinder 138 hp 148 ft-lbs Turbo","True","6","6 Speed Automatic","24","Gasoline","36","Automatic transmission","2011 Chevrolet Cruze 1LT","Chevrolet","2011 Chevrolet Cruze","2011","138","148" +"195","245","3","Front-wheel drive","Chevrolet 1.4L 4 Cylinder 138 hp 148 ft-lbs Turbo","True","6","6 Speed Manual","28","Gasoline","42","Manual transmission","2011 Chevrolet Cruze Eco","Chevrolet","2011 Chevrolet Cruze","2011","138","148" +"195","245","3","Front-wheel drive","Chevrolet 1.4L 4 Cylinder 138 hp 148 ft-lbs Turbo","True","6","6 Speed Automatic","26","Gasoline","37","Automatic transmission","2011 Chevrolet Cruze Eco AT","Chevrolet","2011 Chevrolet Cruze","2011","138","148" +"195","245","3","Front-wheel drive","Chevrolet 1.4L 4 Cylinder 138 hp 148 ft-lbs Turbo","True","6","6 Speed Automatic","24","Gasoline","36","Automatic transmission","2011 Chevrolet Cruze 2LT","Chevrolet","2011 Chevrolet Cruze","2011","138","148" +"195","245","3","Front-wheel drive","Chevrolet 1.4L 4 Cylinder 138 hp 148 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","24","Gasoline","36","Automatic transmission","2011 Chevrolet Cruze LTZ","Chevrolet","2011 Chevrolet Cruze","2011","138","148" +"132","225","118","Front-wheel drive","Cadillac 3L 6 Cylinder 265 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2011 Cadillac SRX","Cadillac","2011 Cadillac SRX","2011","265","223" +"132","225","118","Front-wheel drive","Cadillac 3L 6 Cylinder 265 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2011 Cadillac SRX Luxury","Cadillac","2011 Cadillac SRX","2011","265","223" +"132","225","118","Front-wheel drive","Cadillac 3L 6 Cylinder 265 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2011 Cadillac SRX Performance","Cadillac","2011 Cadillac SRX","2011","265","223" +"132","225","118","All-wheel drive","Cadillac 3L 6 Cylinder 265 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2011 Cadillac SRX Luxury AWD","Cadillac","2011 Cadillac SRX","2011","265","223" +"132","225","118","Front-wheel drive","Cadillac 3L 6 Cylinder 265 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2011 Cadillac SRX Premium","Cadillac","2011 Cadillac SRX","2011","265","223" +"132","225","118","All-wheel drive","Cadillac 3L 6 Cylinder 265 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2011 Cadillac SRX Premium AWD","Cadillac","2011 Cadillac SRX","2011","265","223" +"132","225","118","All-wheel drive","Cadillac 3L 6 Cylinder 265 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2011 Cadillac SRX Performance AWD","Cadillac","2011 Cadillac SRX","2011","265","223" +"188","85","13","Front-wheel drive","Ford 2.5L 4 cylinder 171hp 171 ft-lbs","True","5","5 Speed Manual","22","Gasoline","28","Manual transmission","2010 Ford Escape XLS","Ford","2010 Ford Escape","2010","171","171" +"188","85","13","Front-wheel drive","Ford 2.5L 4 cylinder 171hp 171 ft-lbs","True","6","6 Speed Automatic","21","Gasoline","28","Automatic transmission","2010 Ford Escape XLS AT","Ford","2010 Ford Escape","2010","171","171" +"186","85","13","All-wheel drive","Ford 2.5L 4 cylinder 171hp 171 ft-lbs","True","6","6 Speed Automatic","22","Gasoline","26","Automatic transmission","2010 Ford Escape XLS AWD","Ford","2010 Ford Escape","2010","171","171" +"188","85","13","Four-wheel drive","Ford 2.5L 4 cylinder 171hp 171 ft-lbs","True","6","6 Speed Automatic","21","Gasoline","28","Automatic transmission","2010 Ford Escape XLT","Ford","2010 Ford Escape","2010","171","171" +"188","85","13","Front-wheel drive","Ford 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic","19","Gasoline","25","Automatic transmission","2010 Ford Escape XLT FFV","Ford","2010 Ford Escape","2010","240","223" +"186","85","13","All-wheel drive","Ford 2.5L 4 cylinder 171hp 171 ft-lbs","True","6","6 Speed Automatic","22","Gasoline","26","Automatic transmission","2010 Ford Escape XLT AWD","Ford","2010 Ford Escape","2010","171","171" +"186","85","13","All-wheel drive","Ford 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic","13","E85","17","Automatic transmission","2010 Ford Escape XLT AWD FFV","Ford","2010 Ford Escape","2010","240","223" +"188","85","13","Front-wheel drive","Ford 2.5L 4 cylinder 171hp 171 ft-lbs","True","6","6 Speed Automatic","21","Gasoline","28","Automatic transmission","2010 Ford Escape Limited","Ford","2010 Ford Escape","2010","171","171" +"188","85","13","Front-wheel drive","Ford 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic","19","Gasoline","25","Automatic transmission","2010 Ford Escape Limited FFV","Ford","2010 Ford Escape","2010","240","223" +"186","85","13","All-wheel drive","Ford 2.5L 4 cylinder 171hp 171 ft-lbs","True","6","6 Speed Automatic","22","Gasoline","26","Automatic transmission","2010 Ford Escape Limited AWD","Ford","2010 Ford Escape","2010","171","171" +"186","85","13","All-wheel drive","Ford 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic","13","E85","17","Automatic transmission","2010 Ford Escape Limited AWD FFV","Ford","2010 Ford Escape","2010","240","223" +"254","118","158","Front-wheel drive","Nissan 1.8L 4 Cylinder 122 hp 127 ft-lbs","True","4","4 Speed Automatic","24","Gasoline","32","Automatic transmission","2011 Nissan Versa Sedan 1.8 SL","Nissan","2011 Nissan Versa Sedan","2011","122","127" +"254","118","158","Front-wheel drive","Nissan 1.8L 4 Cylinder 122 hp 127 ft-lbs","True","6","6 Speed Manual","26","Gasoline","31","Manual transmission","2011 Nissan Versa Sedan 1.8 S","Nissan","2011 Nissan Versa Sedan","2011","122","127" +"254","118","158","Front-wheel drive","Nissan 1.8L 4 Cylinder 122 hp 127 ft-lbs","True","4","4 Speed Automatic","24","Gasoline","32","Automatic transmission","2011 Nissan Versa Sedan 1.8 S AT","Nissan","2011 Nissan Versa Sedan","2011","122","127" +"254","118","158","Front-wheel drive","Nissan 1.6L 4 Cylinder 107 hp 111 ft-lbs","True","5","5 Speed Manual","26","Gasoline","34","Manual transmission","2011 Nissan Versa Sedan 1.6","Nissan","2011 Nissan Versa Sedan","2011","107","111" +"254","118","158","Front-wheel drive","Nissan 1.6L 4 Cylinder 107 hp 111 ft-lbs","True","4","4 Speed Automatic","25","Gasoline","33","Automatic transmission","2011 Nissan Versa Sedan 1.6 AT","Nissan","2011 Nissan Versa Sedan","2011","107","111" +"254","118","158","Front-wheel drive","Nissan 1.6L 4 Cylinder 107 hp 111 ft-lbs","True","5","5 Speed Manual","26","Gasoline","34","Manual transmission","2011 Nissan Versa 1.6 Sedan","Nissan","2011 Nissan Versa Sedan","2011","107","111" +"64","29","217","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 Cadillac Escalade ESV AWD","Cadillac","2011 Cadillac Escalade ESV","2011","403","417" +"64","29","217","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","15","Automatic transmission","2011 Cadillac Escalade ESV Luxury","Cadillac","2011 Cadillac Escalade ESV","2011","403","417" +"64","29","217","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","9","E85","13","Automatic transmission","2011 Cadillac Escalade ESV Luxury AWD","Cadillac","2011 Cadillac Escalade ESV","2011","403","417" +"64","29","217","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","15","Automatic transmission","2011 Cadillac Escalade ESV Premium","Cadillac","2011 Cadillac Escalade ESV","2011","403","417" +"64","29","217","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 Cadillac Escalade ESV Premium AWD","Cadillac","2011 Cadillac Escalade ESV","2011","403","417" +"64","29","217","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","15","Automatic transmission","2011 Cadillac Escalade ESV Platinum","Cadillac","2011 Cadillac Escalade ESV","2011","403","417" +"64","29","217","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 Cadillac Escalade ESV Platinum AWD","Cadillac","2011 Cadillac Escalade ESV","2011","403","417" +"254","118","158","Front-wheel drive","Nissan 1.8L 4 Cylinder 122 hp 127 ft-lbs","True","6","6 Speed Manual","26","Gasoline","31","Manual transmission","2010 Nissan Versa Sedan 1.8 S","Nissan","2010 Nissan Versa Sedan","2010","122","127" +"254","118","158","Front-wheel drive","Nissan 1.6L 4 Cylinder 107 hp 111 ft-lbs","True","4","4 Speed Automatic","26","Gasoline","33","Automatic transmission","2010 Nissan Versa Sedan 1.6 AT","Nissan","2010 Nissan Versa Sedan","2010","107","111" +"254","118","158","Front-wheel drive","Nissan 1.8L 4 Cylinder 122 hp 127 ft-lbs","True","4","4 Speed Automatic","24","Gasoline","32","Automatic transmission","2010 Nissan Versa Sedan 1.8 S AT","Nissan","2010 Nissan Versa Sedan","2010","122","127" +"254","118","158","Front-wheel drive","Nissan 1.6L 4 Cylinder 107 hp 111 ft-lbs","True","5","5 Speed Manual","26","Gasoline","34","Manual transmission","2010 Nissan Versa Sedan 1.6","Nissan","2010 Nissan Versa Sedan","2010","107","111" +"254","118","158","Front-wheel drive","Nissan 1.8L 4 Cylinder 122 hp 127 ft-lbs","True","4","4 Speed Automatic","24","Gasoline","32","Automatic transmission","2010 Nissan Versa Sedan 1.8 SL","Nissan","2010 Nissan Versa Sedan","2010","122","127" +"254","118","158","Front-wheel drive","Nissan 1.6L 4 Cylinder 107 hp 111 ft-lbs","True","5","5 Speed Manual","26","Gasoline","34","Manual transmission","2010 Nissan Versa 1.6 Sedan","Nissan","2010 Nissan Versa Sedan","2010","107","111" +"137","184","24","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2011 BMW 328i Sports Wagon","BMW Motorrad","2011 BMW 3 Series Sports Wagon","2011","230","200" +"137","184","24","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 BMW 328i Sports Wagon AT","BMW Motorrad","2011 BMW 3 Series Sports Wagon","2011","230","200" +"137","184","24","All-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","17","Gasoline","25","Manual transmission","2011 BMW 328i xDrive Sports Wagon","BMW Motorrad","2011 BMW 3 Series Sports Wagon","2011","230","200" +"137","184","24","All-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2011 BMW 328i xDrive Sports Wagon AT","BMW Motorrad","2011 BMW 3 Series Sports Wagon","2011","230","200" +"125","29","217","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2010 Cadillac Escalade ESV","Cadillac","2010 Cadillac Escalade ESV","2010","403","417" +"125","29","217","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","15","Automatic transmission","2010 Cadillac Escalade ESV AWD","Cadillac","2010 Cadillac Escalade ESV","2010","403","417" +"125","29","217","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2010 Cadillac Escalade ESV Luxury","Cadillac","2010 Cadillac Escalade ESV","2010","403","417" +"125","29","217","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","15","Automatic transmission","2010 Cadillac Escalade ESV Luxury AWD","Cadillac","2010 Cadillac Escalade ESV","2010","403","417" +"125","29","217","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","16","Automatic transmission","2010 Cadillac Escalade ESV Premium","Cadillac","2010 Cadillac Escalade ESV","2010","403","417" +"125","29","217","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","15","Automatic transmission","2010 Cadillac Escalade ESV Premium AWD","Cadillac","2010 Cadillac Escalade ESV","2010","403","417" +"125","29","217","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2010 Cadillac Escalade ESV Platinum","Cadillac","2010 Cadillac Escalade ESV","2010","403","417" +"125","29","217","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","20","Automatic transmission","2010 Cadillac Escalade ESV Platinum AWD","Cadillac","2010 Cadillac Escalade ESV","2010","403","417" +"135","23","214","Rear-wheel drive","Cadillac 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic Select Shift","20","Gasoline","23","Automatic transmission","2011 Cadillac Escalade Hybrid","Cadillac","2011 Cadillac Escalade Hybrid","2011","332","367" +"135","23","214","Four-wheel drive","Cadillac 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic Select Shift","20","Gasoline","23","Automatic transmission","2011 Cadillac Escalade Hybrid 4WD","Cadillac","2011 Cadillac Escalade Hybrid","2011","332","367" +"135","23","214","Rear-wheel drive","Cadillac 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic Select Shift","20","Gasoline","23","Automatic transmission","2011 Cadillac Escalade Hybrid Platinum","Cadillac","2011 Cadillac Escalade Hybrid","2011","332","367" +"135","23","214","Four-wheel drive","Cadillac 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic Select Shift","20","Gasoline","23","Automatic transmission","2011 Cadillac Escalade Hybrid Platinum 4WD","Cadillac","2011 Cadillac Escalade Hybrid","2011","332","367" +"203","28","57","Front-wheel drive","Dodge 2.4L 4 Cylinder 173 hp 166 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","31","Automatic transmission","2011 Dodge Avenger Mainstreet","Dodge","2011 Dodge Avenger","2011","173","166" +"203","28","57","Front-wheel drive","Dodge 2.4L 4 Cylinder 173 hp 166 ft-lbs","True","4","4 Speed Automatic","21","Gasoline","30","Automatic transmission","2011 Dodge Avenger Express","Dodge","2011 Dodge Avenger","2011","173","166" +"203","28","57","Front-wheel drive","Dodge 3.6L 6 Cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","19","Gasoline","29","Automatic transmission","2011 Dodge Avenger Heat","Dodge","2011 Dodge Avenger","2011","283","260" +"203","28","57","Front-wheel drive","Dodge 2.4L 4 Cylinder 173 hp 166 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","31","Automatic transmission","2011 Dodge Avenger Lux","Dodge","2011 Dodge Avenger","2011","173","166" +"142","202","26","Front-wheel drive","Honda 2.4L 4 Cylinder 180 hp 161 ft-lbs","True","5","5 Speed Automatic","21","Gasoline","28","Automatic transmission","2011 Honda CR-V LX","Honda","2011 Honda CR-V","2011","180","161" +"142","202","26","Four-wheel drive","Honda 2.4L 4 Cylinder 180 hp 161 ft-lbs","True","5","5 Speed Automatic","21","Gasoline","27","Automatic transmission","2011 Honda CR-V LX 4WD","Honda","2011 Honda CR-V","2011","180","161" +"142","202","26","Front-wheel drive","Honda 2.4L 4 Cylinder 180 hp 161 ft-lbs","True","5","5 Speed Automatic","21","Gasoline","28","Automatic transmission","2011 Honda CR-V SE","Honda","2011 Honda CR-V","2011","180","161" +"142","202","26","Four-wheel drive","Honda 2.4L 4 Cylinder 180 hp 161 ft-lbs","True","5","5 Speed Automatic","21","Gasoline","27","Automatic transmission","2011 Honda CR-V SE 4WD","Honda","2011 Honda CR-V","2011","180","161" +"142","202","26","Front-wheel drive","Honda 2.4L 4 Cylinder 180 hp 161 ft-lbs","True","5","5 Speed Automatic","21","Gasoline","28","Automatic transmission","2011 Honda CR-V EX","Honda","2011 Honda CR-V","2011","180","161" +"142","202","26","Four-wheel drive","Honda 2.4L 4 Cylinder 180 hp 161 ft-lbs","True","5","5 Speed Automatic","21","Gasoline","27","Automatic transmission","2011 Honda CR-V EX 4WD","Honda","2011 Honda CR-V","2011","180","161" +"142","202","26","Front-wheel drive","Honda 2.4L 4 Cylinder 180 hp 161 ft-lbs","True","5","5 Speed Automatic","21","Gasoline","28","Automatic transmission","2011 Honda CR-V EX-L","Honda","2011 Honda CR-V","2011","180","161" +"142","202","26","Four-wheel drive","Honda 2.4L 4 Cylinder 180 hp 161 ft-lbs","True","5","5 Speed Automatic","21","Gasoline","27","Automatic transmission","2011 Honda CR-V EX-L 4WD","Honda","2011 Honda CR-V","2011","180","161" +"216","241","32","Front-wheel drive","Dodge 2.4L 4 Cylinder 173 hp 166 ft-lbs","True","4","4 Speed Automatic","21","Gasoline","30","Automatic transmission","2010 Dodge Avenger SXT","Dodge","2010 Dodge Avenger","2010","173","166" +"216","241","32","Front-wheel drive","Dodge 2.4L 4 Cylinder 173 hp 166 ft-lbs","True","4","4 Speed Automatic","21","Gasoline","30","Automatic transmission","2010 Dodge Avenger Express","Dodge","2010 Dodge Avenger","2010","173","166" +"216","241","32","Front-wheel drive","Dodge 2.4L 4 Cylinder 173 hp 166 ft-lbs","True","4","4 Speed Automatic","21","Gasoline","30","Automatic transmission","2010 Dodge Avenger R/T","Dodge","2010 Dodge Avenger","2010","173","166" +"142","166","26","Front-wheel drive","Honda 2.4L 4 Cylinder 180 hp 161 ft-lbs","True","5","5 Speed Automatic","21","Gasoline","28","Automatic transmission","2010 Honda CR-V LX","Honda","2010 Honda CR-V","2010","180","161" +"142","166","26","Four-wheel drive","Honda 2.4L 4 Cylinder 180 hp 161 ft-lbs","True","5","5 Speed Automatic","21","Gasoline","27","Automatic transmission","2010 Honda CR-V LX 4WD","Honda","2010 Honda CR-V","2010","180","161" +"142","166","26","Front-wheel drive","Honda 2.4L 4 Cylinder 180 hp 161 ft-lbs","True","5","5 Speed Automatic","21","Gasoline","28","Automatic transmission","2010 Honda CR-V EX","Honda","2010 Honda CR-V","2010","180","161" +"142","166","26","Four-wheel drive","Honda 2.4L 4 Cylinder 180 hp 161 ft-lbs","True","5","5 Speed Automatic","21","Gasoline","27","Automatic transmission","2010 Honda CR-V EX 4WD","Honda","2010 Honda CR-V","2010","180","161" +"142","166","26","Front-wheel drive","Honda 2.4L 4 Cylinder 180 hp 161 ft-lbs","True","5","5 Speed Automatic","21","Gasoline","28","Automatic transmission","2010 Honda CR-V EX-L","Honda","2010 Honda CR-V","2010","180","161" +"26","166","26","Four-wheel drive","Honda 2.4L 4 Cylinder 180 hp 161 ft-lbs","True","5","5 Speed Automatic","21","Gasoline","27","Automatic transmission","2010 Honda CR-V EX-L 4WD","Honda","2010 Honda CR-V","2010","180","161" +"135","23","214","Rear-wheel drive","Cadillac 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic Select Shift","21","Gasoline","22","Automatic transmission","2010 Cadillac Escalade Hybrid","Cadillac","2010 Cadillac Escalade Hybrid","2010","332","367" +"135","23","214","Rear-wheel drive","Cadillac 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic Select Shift","21","Gasoline","22","Automatic transmission","2010 Cadillac Escalade Hybrid Platinum","Cadillac","2010 Cadillac Escalade Hybrid","2010","332","367" +"183","153","107","Front-wheel drive","Cadillac 4.6L 8 Cylinder 275 hp 295 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","23","Automatic transmission","2010 Cadillac DTS","Cadillac","2010 Cadillac DTS","2010","275","295" +"183","153","107","Front-wheel drive","Cadillac 4.6L 8 Cylinder 275 hp 295 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","23","Automatic transmission","2010 Cadillac DTS Luxury","Cadillac","2010 Cadillac DTS","2010","275","295" +"183","153","107","Front-wheel drive","Cadillac 4.6L 8 Cylinder 275 hp 295 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","23","Automatic transmission","2010 Cadillac DTS Premium","Cadillac","2010 Cadillac DTS","2010","275","295" +"183","153","107","Front-wheel drive","Cadillac 4.6L 8 Cylinder 292 hp 288 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","22","Automatic transmission","2010 Cadillac DTS Platinum","Cadillac","2010 Cadillac DTS","2010","292","288" +"252","219","26","Front-wheel drive","Honda 2.4L 4 Cylinder 166 hp 161 ft-lbs","True","5","5 Speed Automatic","20","Gasoline","25","Automatic transmission","2011 Honda Element LX","Honda","2011 Honda Element","2011","166","161" +"252","219","26","Four-wheel drive","Honda 2.4L 4 Cylinder 166 hp 161 ft-lbs","True","5","5 Speed Automatic","19","Gasoline","24","Automatic transmission","2011 Honda Element LX 4WD","Honda","2011 Honda Element","2011","166","161" +"252","219","26","Front-wheel drive","Honda 2.4L 4 Cylinder 166 hp 161 ft-lbs","True","5","5 Speed Automatic","20","Gasoline","25","Automatic transmission","2011 Honda Element EX","Honda","2011 Honda Element","2011","166","161" +"252","219","26","Four-wheel drive","Honda 2.4L 4 Cylinder 166 hp 161 ft-lbs","True","5","5 Speed Automatic","19","Gasoline","24","Automatic transmission","2011 Honda Element EX 4WD","Honda","2011 Honda Element","2011","166","161" +"132","225","118","Front-wheel drive","Cadillac 3L 6 Cylinder 265 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2010 Cadillac SRX","Cadillac","2010 Cadillac SRX","2010","265","223" +"132","225","118","Front-wheel drive","Cadillac 3L 6 Cylinder 265 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2010 Cadillac SRX Luxury","Cadillac","2010 Cadillac SRX","2010","265","223" +"132","225","118","All-wheel drive","Cadillac 3L 6 Cylinder 265 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2010 Cadillac SRX Luxury AWD","Cadillac","2010 Cadillac SRX","2010","265","223" +"132","225","118","Front-wheel drive","Cadillac 3L 6 Cylinder 265 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2010 Cadillac SRX Performance","Cadillac","2010 Cadillac SRX","2010","265","223" +"132","225","118","All-wheel drive","Cadillac 3L 6 Cylinder 265 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2010 Cadillac SRX Performance AWD","Cadillac","2010 Cadillac SRX","2010","265","223" +"132","225","118","All-wheel drive","Cadillac 2.8L 6 Cylinder 300 hp 295 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2010 Cadillac SRX Performance 2.8L Turbo AWD","Cadillac","2010 Cadillac SRX","2010","300","295" +"132","225","118","Front-wheel drive","Cadillac 3L 6 Cylinder 265 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2010 Cadillac SRX Premium","Cadillac","2010 Cadillac SRX","2010","265","223" +"132","225","118","All-wheel drive","Cadillac 3L 6 Cylinder 265 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2010 Cadillac SRX Premium AWD","Cadillac","2010 Cadillac SRX","2010","265","223" +"132","225","118","All-wheel drive","Cadillac 2.8L 6 Cylinder 300 hp 295 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2010 Cadillac SRX Premium 2.8L Turbo AWD","Cadillac","2010 Cadillac SRX","2010","300","295" +"135","23","214","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","15","Automatic transmission","2011 Cadillac Escalade","Cadillac","2011 Cadillac Escalade","2011","403","417" +"135","23","214","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","14","Automatic transmission","2011 Cadillac Escalade AWD","Cadillac","2011 Cadillac Escalade","2011","403","417" +"135","23","214","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","15","Automatic transmission","2011 Cadillac Escalade Luxury","Cadillac","2011 Cadillac Escalade","2011","403","417" +"135","23","214","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","14","Automatic transmission","2011 Cadillac Escalade Luxury AWD","Cadillac","2011 Cadillac Escalade","2011","403","417" +"135","23","214","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","15","Automatic transmission","2011 Cadillac Escalade Premium","Cadillac","2011 Cadillac Escalade","2011","403","417" +"135","23","214","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","14","Automatic transmission","2011 Cadillac Escalade Premium AWD","Cadillac","2011 Cadillac Escalade","2011","403","417" +"135","23","214","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","15","Automatic transmission","2011 Cadillac Escalade Platinum","Cadillac","2011 Cadillac Escalade","2011","403","417" +"135","23","214","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 Cadillac Escalade Platinum AWD","Cadillac","2011 Cadillac Escalade","2011","403","417" +"110","186","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","6","6 Speed Manual","16","Gasoline","20","Manual transmission","2011 Nissan Xterra Pro-4X","Nissan","2011 Nissan Xterra","2011","261","281" +"110","186","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Nissan Xterra X","Nissan","2011 Nissan Xterra","2011","261","281" +"110","186","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Nissan Xterra X 4x4","Nissan","2011 Nissan Xterra","2011","261","281" +"110","186","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Nissan Xterra Pro-4X AT","Nissan","2011 Nissan Xterra","2011","261","281" +"110","186","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Nissan Xterra S","Nissan","2011 Nissan Xterra","2011","261","281" +"110","186","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","6","6 Speed Manual","16","Gasoline","20","Manual transmission","2011 Nissan Xterra S 4x4","Nissan","2011 Nissan Xterra","2011","261","281" +"110","186","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Nissan Xterra S 4x4 AT","Nissan","2011 Nissan Xterra","2011","261","281" +"110","186","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Nissan Xterra S 4x4","Nissan","2010 Nissan Xterra","2010","261","281" +"110","186","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Nissan Xterra SE 4x4","Nissan","2010 Nissan Xterra","2010","261","281" +"110","186","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Nissan Xterra SE","Nissan","2010 Nissan Xterra","2010","261","281" +"110","186","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","6","6 Speed Manual","16","Gasoline","20","Manual transmission","2010 Nissan Xterra X","Nissan","2010 Nissan Xterra","2010","261","281" +"110","186","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","6","6 Speed Manual","16","Gasoline","20","Manual transmission","2010 Nissan Xterra X 4x4","Nissan","2010 Nissan Xterra","2010","261","281" +"110","186","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Nissan Xterra X 4x4 AT","Nissan","2010 Nissan Xterra","2010","261","281" +"110","186","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Nissan Xterra X AT","Nissan","2010 Nissan Xterra","2010","261","281" +"110","186","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","6","6 Speed Manual","16","Gasoline","20","Manual transmission","2010 Nissan Xterra Off-Road","Nissan","2010 Nissan Xterra","2010","261","281" +"110","186","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Nissan Xterra S","Nissan","2010 Nissan Xterra","2010","261","281" +"139","242","3","Front-wheel drive","Nissan 2.5L 4 cylinder 175 hp 180 ft-lbs","True","6","6 Speed Manual","23","Gasoline","31","Manual transmission","2012 Nissan Altima Coupe 2.5 S MT","Nissan","2012 Nissan Altima Coupe","2012","175","180" +"139","242","3","Front-wheel drive","Nissan 3.5L 6 cylinder 270hp 258 ft-lbs","True","6","6 Speed Manual","18","Gasoline","27","Manual transmission","2012 Nissan Altima Coupe 3.5 SR MT","Nissan","2012 Nissan Altima Coupe","2012","270","258" +"200","245","54","All-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Manual","16","Gasoline","25","Manual transmission","2010 BMW 535i xDrive Sedan","BMW","2010 BMW 5 Series Sedan","2010","300","300" +"188","245","54","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2010 BMW 528i Sedan AT","BMW Motorrad","2010 BMW 5 Series Sedan","2010","230","200" +"188","245","54","Rear-wheel drive","BMW 4.8L 8 cylinder 360hp 360 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","23","Automatic transmission","2010 BMW 550i Sedan AT","BMW","2010 BMW 5 Series Sedan","2010","360","360" +"188","245","54","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","18","Gasoline","28","Manual transmission","2010 BMW 528i Sedan","BMW Motorrad","2010 BMW 5 Series Sedan","2010","230","200" +"200","245","54","All-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2010 BMW 535i xDrive Sedan AT","BMW","2010 BMW 5 Series Sedan","2010","300","300" +"200","245","54","All-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2010 BMW 528i xDrive Sedan AT","BMW Motorrad","2010 BMW 5 Series Sedan","2010","230","200" +"188","245","54","Rear-wheel drive","BMW 4.8L 8 cylinder 360hp 360 ft-lbs","True","6","6 Speed Manual","15","Gasoline","22","Manual transmission","2010 BMW 550i Sedan","BMW","2010 BMW 5 Series Sedan","2010","360","360" +"200","245","54","All-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","17","Gasoline","25","Manual transmission","2010 BMW 528i xDrive Sedan","BMW Motorrad","2010 BMW 5 Series Sedan","2010","230","200" +"188","245","54","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2010 BMW 535i Sedan AT","BMW","2010 BMW 5 Series Sedan","2010","300","300" +"188","245","54","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2010 BMW 535i Sedan","BMW","2010 BMW 5 Series Sedan","2010","300","300" +"24","172","118","All-wheel drive","Mercedes-Benz 5.5L 8 Cylinder 382 hp 391 ft-lbs","True","7","7 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2010 Mercedes-Benz ML550 4MATIC","Mercedes","2010 Mercedes-Benz M-Class","2010","382","391" +"24","172","118","All-wheel drive","Mercedes-Benz 3.0L 6 Cylinder 210 hp 400 ft-lbs Turbo Diesel","True","7","7 Speed Automatic Select Shift","18","Diesel fuel","25","Automatic transmission","2010 Mercedes-Benz ML350 BlueTEC","Mercedes","2010 Mercedes-Benz M-Class","2010","210","400" +"24","172","158","All-wheel drive","Mercedes-AMG 6.2L 8 Cylinder 503 hp 465 ft-lbs","True","7","7 Speed Automatic Select Shift","11","Gasoline","15","Automatic transmission","2010 Mercedes-Benz ML63 AMG","Mercedes-AMG","2010 Mercedes-Benz M-Class","2010","503","465" +"24","172","118","All-wheel drive","Mercedes-Benz 3.5L 6 Cylinders 268 hp 258 ft-lbs","True","7","7 Speed Automatic Select Shift","15","Gasoline","20","Automatic transmission","2010 Mercedes-Benz ML350 4MATIC","Mercedes","2010 Mercedes-Benz M-Class","2010","268","258" +"24","172","118","Rear-wheel drive","Mercedes-Benz 3.5L 6 Cylinders 268 hp 258 ft-lbs","True","7","7 Speed Automatic Select Shift","16","Gasoline","21","Automatic transmission","2010 Mercedes-Benz ML350","Mercedes","2010 Mercedes-Benz M-Class","2010","268","258" +"24","172","118","Rear-wheel drive","Mercedes-Benz 3.5L 6 Cylinders 268 hp 258 ft-lbs","True","7","7 Speed Automatic Select Shift","16","Gasoline","20","Automatic transmission","2011 Mercedes-Benz ML350","Mercedes","2011 Mercedes-Benz M-Class","2011","268","258" +"200","245","54","All-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2010 BMW 535i xDrive Sedan AT","Mercedes","2010 BMW 5 Series Sedan","2011","300","300" +"24","172","118","All-wheel drive","Mercedes-Benz 3.0L 6 Cylinder 210 hp 400 ft-lbs Turbo Diesel","True","7","7 Speed Automatic Select Shift","18","Diesel fuel","25","Automatic transmission","2011 Mercedes-Benz ML350 BlueTEC","Mercedes","2011 Mercedes-Benz M-Class","2011","210","400" +"200","245","54","All-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2010 BMW 528i xDrive Sedan AT","BMW Motorrad","2010 BMW 5 Series Sedan","2011","230","200" +"24","172","118","All-wheel drive","Mercedes-Benz 5.5L 8 Cylinder 382 hp 391 ft-lbs","True","7","7 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 Mercedes-Benz ML550 4MATIC","Mercedes","2011 Mercedes-Benz M-Class","2011","382","391" +"188","245","54","Rear-wheel drive","BMW 4.8L 8 cylinder 360hp 360 ft-lbs","True","6","6 Speed Manual","15","Gasoline","22","Manual transmission","2010 BMW 550i Sedan","BMW","2010 BMW 5 Series Sedan","2011","360","360" +"221","222","254","Front-wheel drive","Nissan 2.5L 4 cylinder 200 hp 180 ft-lbs","True","6","6 Speed Manual","21","Gasoline","28","Manual transmission","2012 Nissan Sentra SE-R Spec V","Nissan","2012 Nissan Sentra","2012","200","180" +"231","214","254","Front-wheel drive","Nissan 2.0L 4 cylinder 140 hp 147 ft-lbs","True","6","6 Speed Manual","24","Gasoline","31","Manual transmission","2012 Nissan Sentra 2.0","Nissan","2012 Nissan Sentra","2012","140","147" +"254","199","158","Front-wheel drive","Nissan 1.8L 4 Cylinder 122 hp 127 ft-lbs","True","4","4 Speed Automatic","24","Gasoline","32","Automatic transmission","2012 Nissan Versa Hatchback 1.8 S AT","Nissan","2012 Nissan Versa Hatchback","2012","122","127" +"254","199","158","Front-wheel drive","Nissan 1.8L 4 Cylinder 122 hp 127 ft-lbs","True","6","6 Speed Manual","26","Gasoline","31","Manual transmission","2012 Nissan Versa Hatchback 1.8 S","Nissan","2012 Nissan Versa Hatchback","2012","122","127" +"229","221","191","Front-wheel drive","Toyota 2.7L 4 Cylinder 187 hp 186 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","24","Automatic transmission","2011 Toyota Sienna","Toyota","2011 Toyota Sienna","2011","187","186" +"214","221","191","Front-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2011 Toyota Sienna 3.5L","Toyota","2011 Toyota Sienna","2011","266","245" +"229","221","191","Front-wheel drive","Toyota 2.7L 4 Cylinder 187 hp 186 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","24","Automatic transmission","2011 Toyota Sienna LE","Toyota","2011 Toyota Sienna","2011","187","186" +"3","221","191","Front-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2011 Toyota Sienna LE 3.5L","Toyota","2011 Toyota Sienna","2011","266","245" +"19","221","191","All-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Toyota Sienna LE 3.5L AWD","Toyota","2011 Toyota Sienna","2011","266","245" +"3","221","191","Front-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2011 Toyota Sienna LE Mobility Auto Access","Toyota","2011 Toyota Sienna","2011","266","245" +"208","221","191","Front-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2011 Toyota Sienna SE","Toyota","2011 Toyota Sienna","2011","266","245" +"3","221","191","Front-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2011 Toyota Sienna XLE","Toyota","2011 Toyota Sienna","2011","266","245" +"19","221","191","All-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Toyota Sienna XLE AWD","Toyota","2011 Toyota Sienna","2011","266","245" +"3","221","191","Front-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2011 Toyota Sienna XLE Mobility Auto Access","Toyota","2011 Toyota Sienna","2011","266","245" +"3","221","191","Front-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2011 Toyota Sienna Limited","Toyota","2011 Toyota Sienna","2011","266","245" +"19","221","191","All-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Toyota Sienna Limited AWD","Toyota","2011 Toyota Sienna","2011","266","245" +"183","40","67","Rear-wheel drive","BMW 4.4L 8 cylinder 400 hp 450 ft-lbs Turbo","True","6","6 Speed Manual","15","Gasoline","22","Manual transmission","2011 BMW 550i Sedan","BMW","2011 BMW 5 Series Sedan","2011","400","450" +"183","40","67","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","20","Gasoline","30","Automatic transmission","2011 BMW 535i Sedan AT","BMW","2011 BMW 5 Series Sedan","2011","300","300" +"183","40","67","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Manual","19","Gasoline","28","Manual transmission","2011 BMW 535i Sedan","BMW","2011 BMW 5 Series Sedan","2011","300","300" +"183","40","67","Rear-wheel drive","BMW 4.4L 8 cylinder 400 hp 450 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2011 BMW 550i Sedan AT","BMW","2011 BMW 5 Series Sedan","2011","400","450" +"233","103","158","Front-wheel drive","Nissan 1.6L 4 Cylinder 109 hp 107 ft-lbs","True","5","5 Speed Manual","27","Gasoline","36","Manual transmission","2012 Nissan Versa Sedan 1.6 S","Nissan","2012 Nissan Versa Sedan","2012","109","107" +"17","230","22","Rear-wheel drive","Mercedes-Benz 5.5L 8 Cylinder 382 hp 391 ft-lbs","True","7","7 Speed Automatic Select Shift","14","Gasoline","22","Automatic transmission","2011 Mercedes-Benz SL550","Mercedes","2011 Mercedes-Benz SL-Class","2011","382","391" +"17","240","22","Rear-wheel drive","Mercedes-AMG 6.2L 8 Cylinder 518hp 465ft-lbs","True","7","7 Speed Automatic Select Shift","12","Gasoline","19","Automatic transmission","2011 Mercedes-Benz SL63 AMG","AMG","2011 Mercedes-Benz SL-Class","2011","518","465" +"17","240","22","Rear-wheel drive","Mercedes-AMG 6.0L 12 Cylinder 604 hp 738 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2011 Mercedes-Benz SL65 AMG","Mercedes-AMG","2011 Mercedes-Benz SL-Class","2011","604","738" +"17","6","252","Rear-wheel drive","Mercedes-Benz 3.0L 6 Cylinder 228 hp 221 ft-lbs","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2010 Mercedes-Benz SLK300","Mercedes","2010 Mercedes-Benz SLK-Class","2010","228","221" +"17","6","252","Rear-wheel drive","Mercedes-Benz 3.5L 6 Cylinders 300 hp 265 ft-lbs","True","7","7 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2010 Mercedes-Benz SLK350","Mercedes-Benz","2010 Mercedes-Benz SLK-Class","2010","300","265" +"246","6","1","Rear-wheel drive","Mercedes-AMG 5.4L 8 Cylinders 355 hp 376 ft-lbs","True","7","7 Speed Automatic Select Shift","14","Gasoline","22","Automatic transmission","2010 Mercedes-Benz SLK55 AMG","Mercedes-AMG","2010 Mercedes-Benz SLK-Class","2010","355","376" +"17","6","252","Rear-wheel drive","Mercedes-Benz 3.0L 6 Cylinder 228 hp 221 ft-lbs","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2011 Mercedes-Benz SLK300","Mercedes","2011 Mercedes-Benz SLK-Class","2011","228","221" +"17","6","252","Rear-wheel drive","Mercedes-Benz 3.5L 6 Cylinders 300 hp 265 ft-lbs","True","7","7 Speed Automatic Select Shift","19","Gasoline","25","Automatic transmission","2011 Mercedes-Benz SLK350","Mercedes-Benz","2011 Mercedes-Benz SLK-Class","2011","300","265" +"17","6","252","Rear-wheel drive","Mercedes-Benz 3.0L 6 Cylinder 228 hp 221 ft-lbs","True","7","7 Speed Automatic","19","Gasoline","26","Automatic transmission","2010 Mercedes-Benz SLK300 AT","Mercedes","2010 Mercedes-Benz SLK-Class","2010","228","221" +"28","64","135","All-wheel drive","Lincoln 3.7L 6 Cylinder 273 hp 270 ft-lbs.","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 Lincoln MKS AWD","Lincoln","2011 Lincoln MKS","2011","273","270" +"28","64","135","All-wheel drive","Lincoln 3.5L 6 Cylinder 355 hp 350 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2011 Lincoln MKS Ecoboost","Lincoln","2011 Lincoln MKS","2011","355","350" +"28","64","135","Front-wheel drive","Lincoln 3.7L 6 Cylinder 273 hp 270 ft-lbs.","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 Lincoln MKS","Lincoln","2011 Lincoln MKS","2011","273","270" +"28","64","135","Front-wheel drive","Lincoln 3.7L 6 Cylinder 273 hp 270 ft-lbs.","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2010 Lincoln MKS","Lincoln","2010 Lincoln MKS","2010","273","270" +"28","64","135","All-wheel drive","Lincoln 3.5L 6 Cylinder 355 hp 350 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2010 Lincoln MKS Ecoboost","Lincoln","2010 Lincoln MKS","2010","355","350" +"28","64","135","All-wheel drive","Lincoln 3.7L 6 Cylinder 273 hp 270 ft-lbs.","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 Lincoln MKS AWD","Lincoln","2010 Lincoln MKS","2010","273","270" +"210","248","54","All-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2010 BMW 535i xDrive Sports Wagon AT","BMW","2010 BMW 5 Series Sports Wagon","2010","300","300" +"210","248","54","All-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Manual","16","Gasoline","23","Manual transmission","2010 BMW 535i xDrive Sports Wagon","BMW","2010 BMW 5 Series Sports Wagon","2010","300","300" +"17","6","252","Rear-wheel drive","Mercedes-Benz 3.0L 6 Cylinder 228 hp 221 ft-lbs","True","7","7 Speed Automatic Select Shift","19","Gasoline","26","Automatic transmission","2011 Mercedes-Benz SLK300 AT","Mercedes","2011 Mercedes-Benz SLK-Class","2011","228","221" +"175","153","138","All-wheel drive","Lincoln 3.5L 6 Cylinder 355 hp 350 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","16","Gasoline","21","Automatic transmission","2011 Lincoln MKT Ecoboost","Lincoln","2011 Lincoln MKT","2011","355","350" +"175","153","138","All-wheel drive","Lincoln 3.7L 6 Cylinder 268 hp 267 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Lincoln MKT AWD","Lincoln","2011 Lincoln MKT","2011","268","267" +"175","153","138","Front-wheel drive","Lincoln 3.7L 6 Cylinder 268 hp 267 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2011 Lincoln MKT","Lincoln","2011 Lincoln MKT","2011","268","267" +"175","153","138","Front-wheel drive","Lincoln 3.7L 6 Cylinder 268 hp 267 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2010 Lincoln MKT","Lincoln","2010 Lincoln MKT","2010","268","267" +"175","153","138","All-wheel drive","Lincoln 3.7L 6 Cylinder 268 hp 267 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2010 Lincoln MKT AWD","Lincoln","2010 Lincoln MKT","2010","268","267" +"175","153","138","All-wheel drive","Lincoln 3.5L 6 Cylinder 355 hp 350 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2010 Lincoln MKT Ecoboost","Lincoln","2010 Lincoln MKT","2010","355","350" +"173","134","138","Front-wheel drive","Lincoln 3.7L 6 Cylinder 305 hp 280 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","26","Automatic transmission","2011 Lincoln MKX","Lincoln","2011 Lincoln MKX","2011","305","280" +"173","134","138","All-wheel drive","Lincoln 3.7L 6 Cylinder 305 hp 280 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2011 Lincoln MKX AWD","Lincoln","2011 Lincoln MKX","2011","305","280" +"178","129","133","All-wheel drive","Lincoln 3.5L 6 Cylinder 265 hp 250 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Lincoln MKX AWD","Lincoln","2010 Lincoln MKX","2010","265","250" +"178","129","133","Front-wheel drive","Lincoln 3.5L 6 Cylinder 265 hp 250 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","25","Automatic transmission","2010 Lincoln MKX","Lincoln","2010 Lincoln MKX","2010","265","250" +"135","23","214","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2010 Cadillac Escalade","Cadillac","2010 Cadillac Escalade","2010","403","417" +"135","23","214","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","15","Automatic transmission","2010 Cadillac Escalade AWD","Cadillac","2010 Cadillac Escalade","2010","403","417" +"135","23","214","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","16","Automatic transmission","2010 Cadillac Escalade Luxury","Cadillac","2010 Cadillac Escalade","2010","403","417" +"135","23","214","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","20","Automatic transmission","2010 Cadillac Escalade Luxury AWD","Cadillac","2010 Cadillac Escalade","2010","403","417" +"135","23","214","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2010 Cadillac Escalade Premium","Cadillac","2010 Cadillac Escalade","2010","403","417" +"135","23","214","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","15","Automatic transmission","2010 Cadillac Escalade Premium AWD","Cadillac","2010 Cadillac Escalade","2010","403","417" +"135","23","214","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2010 Cadillac Escalade Platinum","Cadillac","2010 Cadillac Escalade","2010","403","417" +"135","23","214","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","20","Automatic transmission","2010 Cadillac Escalade Platinum AWD","Cadillac","2010 Cadillac Escalade","2010","403","417" +"165","212","41","Front-wheel drive","Lincoln 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Lincoln MKZ Sedan","Lincoln","2011 Lincoln MKZ Sedan","2011","263","249" +"165","212","41","All-wheel drive","Lincoln 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 Lincoln MKZ Sedan AWD","Lincoln","2011 Lincoln MKZ Sedan","2011","263","249" +"165","212","41","All-wheel drive","Lincoln 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2010 Lincoln MKZ Sedan AWD","Lincoln","2010 Lincoln MKZ Sedan","2010","263","249" +"165","212","41","Front-wheel drive","Lincoln 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","21","Automatic transmission","2010 Lincoln MKZ Sedan","Lincoln","2010 Lincoln MKZ Sedan","2010","263","249" +"191","210","143","Front-wheel drive","Mazda 3.7L 6 Cylinder 273 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2010 Mazda CX-9 Sport","Mazda","2010 Mazda CX-9","2010","273","270" +"191","210","143","All-wheel drive","Mazda 3.7L 6 Cylinder 273 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2010 Mazda CX-9 Sport AWD","Mazda","2010 Mazda CX-9","2010","273","270" +"191","210","143","Front-wheel drive","Mazda 3.7L 6 Cylinder 273 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2010 Mazda CX-9 Touring","Mazda","2010 Mazda CX-9","2010","273","270" +"191","210","143","All-wheel drive","Mazda 3.7L 6 Cylinder 273 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2010 Mazda CX-9 Touring AWD","Mazda","2010 Mazda CX-9","2010","273","270" +"191","210","143","Front-wheel drive","Mazda 3.7L 6 Cylinder 273 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2010 Mazda CX-9 Grand Touring","Mazda","2010 Mazda CX-9","2010","273","270" +"191","210","143","All-wheel drive","Mazda 3.7L 6 Cylinder 273 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2010 Mazda CX-9 Grand Touring AWD","Mazda","2010 Mazda CX-9","2010","273","270" +"214","241","173","Front-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Toyota Sienna CE","Toyota","2010 Toyota Sienna","2010","266","245" +"214","241","173","Front-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Toyota Sienna CE 8-Passenger","Toyota","2010 Toyota Sienna","2010","266","245" +"214","241","173","Front-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Toyota Sienna LE","Toyota","2010 Toyota Sienna","2010","266","245" +"214","241","173","All-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","5","5 Speed Automatic","16","Gasoline","21","Automatic transmission","2010 Toyota Sienna LE AWD","Toyota","2010 Toyota Sienna","2010","266","245" +"214","241","173","Front-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Toyota Sienna LE 8-Passenger","Toyota","2010 Toyota Sienna","2010","266","245" +"214","241","173","Front-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Toyota Sienna XLE","Toyota","2010 Toyota Sienna","2010","266","245" +"214","241","173","Front-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Toyota Sienna XLE AWD","Toyota","2010 Toyota Sienna","2010","266","245" +"214","241","173","Front-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Toyota Sienna Limited","Toyota","2010 Toyota Sienna","2010","266","245" +"214","241","173","All-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","5","5 Speed Automatic","16","Gasoline","21","Automatic transmission","2010 Toyota Sienna Limited AWD","Toyota","2010 Toyota Sienna","2010","266","245" +"252","219","26","Front-wheel drive","Honda 2.4L 4 Cylinder 166 hp 161 ft-lbs","True","5","5 Speed Automatic","20","Gasoline","25","Automatic transmission","2010 Honda Element LX","Honda","2010 Honda Element","2010","166","161" +"252","219","26","Four-wheel drive","Honda 2.4L 4 Cylinder 166 hp 161 ft-lbs","True","5","5 Speed Automatic","19","Gasoline","24","Automatic transmission","2010 Honda Element LX 4WD","Honda","2010 Honda Element","2010","166","161" +"252","219","26","Front-wheel drive","Honda 2.4L 4 Cylinder 166 hp 161 ft-lbs","True","5","5 Speed Automatic","20","Gasoline","25","Automatic transmission","2010 Honda Element EX","Honda","2010 Honda Element","2010","166","161" +"252","219","26","Four-wheel drive","Honda 2.4L 4 Cylinder 166 hp 161 ft-lbs","True","5","5 Speed Manual","18","Gasoline","23","Manual transmission","2010 Honda Element EX 4WD","Honda","2010 Honda Element","2010","166","161" +"252","219","26","Four-wheel drive","Honda 2.4L 4 Cylinder 166 hp 161 ft-lbs","True","5","5 Speed Automatic","19","Gasoline","24","Automatic transmission","2010 Honda Element EX 4WD AT","Honda","2010 Honda Element","2010","166","161" +"229","232","26","Front-wheel drive","Honda 2.4L 4 Cylinder 166 hp 161 ft-lbs","True","5","5 Speed Manual","18","Gasoline","23","Manual transmission","2010 Honda Element SC","Honda","2010 Honda Element","2010","166","161" +"229","232","26","Front-wheel drive","Honda 2.4L 4 Cylinder 166 hp 161 ft-lbs","True","5","5 Speed Automatic","20","Gasoline","25","Automatic transmission","2010 Honda Element SC AT","Honda","2010 Honda Element","2010","166","161" +"195","109","158","Front-wheel drive","Mazda 1.5L 4 Cylinder 100 hp 98 ft-lbs","True","5","5 Speed Manual","29","Gasoline","35","Manual transmission","2011 Mazda Mazda2 Sport","Mazda","2011 Mazda Mazda2","2011","100","98" +"195","109","158","Front-wheel drive","Mazda 1.5L 4 Cylinder 100 hp 98 ft-lbs","True","4","4 Speed Automatic","27","Gasoline","33","Automatic transmission","2011 Mazda Mazda2 Sport AT","Mazda","2011 Mazda Mazda2","2011","100","98" +"195","109","158","Front-wheel drive","Mazda 1.5L 4 Cylinder 100 hp 98 ft-lbs","True","5","5 Speed Manual","29","Gasoline","35","Manual transmission","2011 Mazda Mazda2 Touring","Mazda","2011 Mazda Mazda2","2011","100","98" +"195","109","158","Front-wheel drive","Mazda 1.5L 4 Cylinder 100 hp 98 ft-lbs","True","4","4 Speed Automatic","27","Gasoline","33","Automatic transmission","2011 Mazda Mazda2 Touring AT","Mazda","2011 Mazda Mazda2","2011","100","98" +"190","237","219","Front-wheel drive","Mazda 2.0L 4 Cylinder 148 hp 135 ft-lbs","True","5","5 Speed Manual","25","Gasoline","33","Manual transmission","2011 Mazda Mazda3 4-Door i SV","Mazda","2011 Mazda Mazda3 4-Door","2011","148","135" +"190","237","219","Front-wheel drive","Mazda 2.0L 4 Cylinder 148 hp 135 ft-lbs","True","5","5 Speed Manual","25","Gasoline","33","Manual transmission","2011 Mazda Mazda3 4-Door i Sport","Mazda","2011 Mazda Mazda3 4-Door","2011","148","135" +"190","237","219","Front-wheel drive","Mazda 2.0L 4 Cylinder 148 hp 135 ft-lbs","True","5","5 Speed Automatic Select Shift","24","Gasoline","33","Automatic transmission","2011 Mazda Mazda3 4-Door i Sport AT","Mazda","2011 Mazda Mazda3 4-Door","2011","148","135" +"190","237","219","Front-wheel drive","Mazda 2.0L 4 Cylinder 148 hp 135 ft-lbs","True","5","5 Speed Manual","25","Gasoline","33","Manual transmission","2011 Mazda Mazda3 4-Door i Touring","Mazda","2011 Mazda Mazda3 4-Door","2011","148","135" +"190","237","219","Front-wheel drive","Mazda 2.0L 4 Cylinder 148 hp 135 ft-lbs","True","5","5 Speed Automatic Select Shift","24","Gasoline","33","Automatic transmission","2011 Mazda Mazda3 4-Door i Touring AT","Mazda","2011 Mazda Mazda3 4-Door","2011","148","135" +"190","242","219","Front-wheel drive","Mazda 2.5L 4 Cylinder 167 hp 168 ft-lbs","True","6","6 Speed Manual","20","Gasoline","28","Manual transmission","2011 Mazda Mazda3 4-Door s Sport","Mazda","2011 Mazda Mazda3 4-Door","2011","167","168" +"190","242","219","Front-wheel drive","Mazda 2.5L 4 Cylinder 167 hp 168 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","29","Automatic transmission","2011 Mazda Mazda3 4-Door s Sport AT","Mazda","2011 Mazda Mazda3 4-Door","2011","167","168" +"190","242","219","Front-wheel drive","Mazda 2.5L 4 Cylinder 167 hp 168 ft-lbs","True","6","6 Speed Manual","20","Gasoline","28","Manual transmission","2011 Mazda Mazda3 4-Door s Grand Touring","Mazda","2011 Mazda Mazda3 4-Door","2011","167","168" +"190","242","219","Front-wheel drive","Mazda 2.5L 4 Cylinder 167 hp 168 ft-lbs","True","5","5 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2011 Mazda Mazda3 4-Door s Grand Touring AT","Mazda","2011 Mazda Mazda3 4-Door","2011","167","168" +"190","153","219","Front-wheel drive","Mazda 2.5L 4 Cylinder 167 hp 168 ft-lbs","True","6","6 Speed Manual","20","Gasoline","28","Manual transmission","2011 Mazda Mazda3 5-Door s Sport","Mazda","2011 Mazda Mazda3 5-Door","2011","167","168" +"190","153","219","Front-wheel drive","Mazda 2.5L 4 Cylinder 167 hp 168 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","29","Automatic transmission","2011 Mazda Mazda3 5-Door s Sport AT","Mazda","2011 Mazda Mazda3 5-Door","2011","167","168" +"190","153","219","Front-wheel drive","Mazda 2.5L 4 Cylinder 167 hp 168 ft-lbs","True","6","6 Speed Manual","20","Gasoline","28","Manual transmission","2011 Mazda Mazda3 5-Door s Grand Touring","Mazda","2011 Mazda Mazda3 5-Door","2011","167","168" +"190","153","219","Front-wheel drive","Mazda 2.5L 4 Cylinder 167 hp 168 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","29","Automatic transmission","2011 Mazda Mazda3 5-Door s Grand Touring AT","Mazda","2011 Mazda Mazda3 5-Door","2011","167","168" +"252","142","212","Front-wheel drive","Ford 3.5L 6 Cylinder 290 hp 255 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2012 Ford Explorer","Ford","2012 Ford Explorer","2012","290","255" +"252","142","212","Front-wheel drive","Ford 2.0L 4 Cylinder 240 hp 270 ft-lbs Turbo","True","6","6 Speed Automatic","20","Gasoline","28","Automatic transmission","2012 Ford Explorer EcoBoost","Ford","2012 Ford Explorer","2012","240","270" +"252","142","212","Four-wheel drive","Ford 3.5L 6 Cylinder 290 hp 255 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2012 Ford Explorer 4WD","Ford","2012 Ford Explorer","2012","290","255" +"252","142","212","Front-wheel drive","Ford 3.5L 6 Cylinder 290 hp 255 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2012 Ford Explorer XLT","Ford","2012 Ford Explorer","2012","290","255" +"252","142","212","Front-wheel drive","Ford 2.0L 4 Cylinder 240 hp 270 ft-lbs Turbo","True","6","6 Speed Automatic","20","Gasoline","28","Automatic transmission","2012 Ford Explorer XLT EcoBoost","Ford","2012 Ford Explorer","2012","240","270" +"252","142","212","Four-wheel drive","Ford 3.5L 6 Cylinder 290 hp 255 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2012 Ford Explorer XLT 4WD","Ford","2012 Ford Explorer","2012","290","255" +"252","142","212","Front-wheel drive","Ford 3.5L 6 Cylinder 290 hp 255 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2012 Ford Explorer Limited","Ford","2012 Ford Explorer","2012","290","255" +"252","142","212","Front-wheel drive","Ford 2.0L 4 Cylinder 240 hp 270 ft-lbs Turbo","True","6","6 Speed Automatic","20","Gasoline","28","Automatic transmission","2012 Ford Explorer Limited EcoBoost","Ford","2012 Ford Explorer","2012","240","270" +"252","142","212","Four-wheel drive","Ford 3.5L 6 Cylinder 290 hp 255 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2012 Ford Explorer Limited 4WD","Ford","2012 Ford Explorer","2012","290","255" +"190","153","219","Front-wheel drive","Mazda 2.5L 4 Cylinder 167 hp 168 ft-lbs","True","6","6 Speed Manual","21","Gasoline","29","Manual transmission","2010 Mazda Mazda3 5-Door s Sport","Mazda","2010 Mazda Mazda3 5-Door","2010","167","168" +"190","153","219","Front-wheel drive","Mazda 2.5L 4 Cylinder 167 hp 168 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","29","Automatic transmission","2010 Mazda Mazda3 5-Door s Sport AT","Mazda","2010 Mazda Mazda3 5-Door","2010","167","168" +"190","153","219","Front-wheel drive","Mazda 2.5L 4 Cylinder 167 hp 168 ft-lbs","True","6","6 Speed Manual","21","Gasoline","29","Manual transmission","2010 Mazda Mazda3 5-Door s Grand Touring","Mazda","2010 Mazda Mazda3 5-Door","2010","167","168" +"190","153","219","Front-wheel drive","Mazda 2.5L 4 Cylinder 167 hp 168 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","29","Automatic transmission","2010 Mazda Mazda3 5-Door s Grand Touring AT","Mazda","2010 Mazda Mazda3 5-Door","2010","167","168" +"252","142","212","Front-wheel drive","Ford 3.5L 6 Cylinder 290 hp 255 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2011 Ford Explorer","Ford","2011 Ford Explorer","2011","290","255" +"11","142","212","Four-wheel drive","Ford 3.5L 6 Cylinder 290 hp 255 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2011 Ford Explorer 4WD","Ford","2011 Ford Explorer","2011","290","255" +"252","142","212","Front-wheel drive","Ford 3.5L 6 Cylinder 290 hp 255 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2011 Ford Explorer XLT","Ford","2011 Ford Explorer","2011","290","255" +"11","142","212","Four-wheel drive","Ford 3.5L 6 Cylinder 290 hp 255 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2011 Ford Explorer XLT 4WD","Ford","2011 Ford Explorer","2011","290","255" +"252","142","212","Front-wheel drive","Ford 3.5L 6 Cylinder 290 hp 255 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2011 Ford Explorer Limited","Ford","2011 Ford Explorer","2011","290","255" +"11","142","212","Four-wheel drive","Ford 3.5L 6 Cylinder 290 hp 255 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2011 Ford Explorer Limited 4WD","Ford","2011 Ford Explorer","2011","290","255" +"190","237","219","Front-wheel drive","Mazda 2.0L 4 Cylinder 148 hp 135 ft-lbs","True","5","5 Speed Manual","25","Gasoline","33","Manual transmission","2010 Mazda Mazda3 4-Door i SV","Mazda","2010 Mazda Mazda3 4-Door","2010","148","135" +"190","237","219","Front-wheel drive","Mazda 2.0L 4 Cylinder 148 hp 135 ft-lbs","True","5","5 Speed Manual","25","Gasoline","33","Manual transmission","2010 Mazda Mazda3 4-Door i Sport","Mazda","2010 Mazda Mazda3 4-Door","2010","148","135" +"190","237","219","Front-wheel drive","Mazda 2.0L 4 Cylinder 148 hp 135 ft-lbs","True","5","5 Speed Automatic Select Shift","24","Gasoline","33","Automatic transmission","2010 Mazda Mazda3 4-Door i Sport AT","Mazda","2010 Mazda Mazda3 4-Door","2010","148","135" +"190","237","219","Front-wheel drive","Mazda 2.0L 4 Cylinder 148 hp 135 ft-lbs","True","5","5 Speed Manual","25","Gasoline","33","Manual transmission","2010 Mazda Mazda3 4-Door i Touring","Mazda","2010 Mazda Mazda3 4-Door","2010","148","135" +"190","237","219","Front-wheel drive","Mazda 2.0L 4 Cylinder 148 hp 135 ft-lbs","True","5","5 Speed Automatic Select Shift","24","Gasoline","33","Automatic transmission","2010 Mazda Mazda3 4-Door i Touring AT","Mazda","2010 Mazda Mazda3 4-Door","2010","148","135" +"190","242","219","Front-wheel drive","Mazda 2.5L 4 Cylinder 167 hp 168 ft-lbs","True","6","6 Speed Manual","21","Gasoline","29","Manual transmission","2010 Mazda Mazda3 4-Door s Sport","Mazda","2010 Mazda Mazda3 4-Door","2010","167","168" +"190","242","219","Front-wheel drive","Mazda 2.5L 4 Cylinder 167 hp 168 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","29","Automatic transmission","2010 Mazda Mazda3 4-Door s Sport AT","Mazda","2010 Mazda Mazda3 4-Door","2010","167","168" +"190","242","219","Front-wheel drive","Mazda 2.5L 4 Cylinder 167 hp 168 ft-lbs","True","6","6 Speed Manual","21","Gasoline","29","Manual transmission","2010 Mazda Mazda3 4-Door s Grand Touring","Mazda","2010 Mazda Mazda3 4-Door","2010","167","168" +"190","242","219","Front-wheel drive","Mazda 2.5L 4 Cylinder 167 hp 168 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","29","Automatic transmission","2010 Mazda Mazda3 4-Door s Grand Touring AT","Mazda","2010 Mazda Mazda3 4-Door","2010","167","168" +"180","159","234","Front-wheel drive","Mazda 2.3L 4 Cylinder 263 hp 280 ft-lbs Turbo","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2011 Mazda Mazdaspeed3 Sport","Mazda","2011 Mazda Mazdaspeed3","2011","263","280" +"180","159","234","Front-wheel drive","Mazda 2.3L 4 Cylinder 263 hp 280 ft-lbs Turbo","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2010 Mazda Mazdaspeed3 Sport","Mazda","2010 Mazda Mazdaspeed3","2010","263","280" +"57","48","79","Front-wheel drive","Ford 4.0L 6 Cylinder 210 hp 254 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Ford Explorer XLT","Ford","2010 Ford Explorer","2010","210","254" +"57","48","79","Four-wheel drive","Ford 4.0L 6 Cylinder 210 hp 254 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2010 Ford Explorer XLT 4WD","Ford","2010 Ford Explorer","2010","210","254" +"57","48","79","All-wheel drive","Ford 4.0L 6 Cylinder 210 hp 254 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2010 Ford Explorer XLT AWD","Ford","2010 Ford Explorer","2010","210","254" +"57","48","79","Four-wheel drive","Ford 4.6L 8 Cylinder 292 hp 315 ft-lbs","True","6","6 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Ford Explorer XLT 4.6L 4WD","Ford","2010 Ford Explorer","2010","292","315" +"57","48","79","Front-wheel drive","Ford 4.0L 6 Cylinder 210 hp 254 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Ford Explorer Eddie Bauer","Ford","2010 Ford Explorer","2010","210","254" +"57","48","79","Four-wheel drive","Ford 4.0L 6 Cylinder 210 hp 254 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2010 Ford Explorer Eddie Bauer 4WD","Ford","2010 Ford Explorer","2010","210","254" +"57","48","79","Four-wheel drive","Ford 4.6L 8 Cylinder 292 hp 315 ft-lbs","True","6","6 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Ford Explorer Eddie Bauer 4.6L 4WD","Ford","2010 Ford Explorer","2010","292","315" +"57","48","79","Front-wheel drive","Ford 4.0L 6 Cylinder 210 hp 254 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Ford Explorer Limited","Ford","2010 Ford Explorer","2010","210","254" +"57","48","79","Four-wheel drive","Ford 4.0L 6 Cylinder 210 hp 254 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2010 Ford Explorer Limited 4WD","Ford","2010 Ford Explorer","2010","210","254" +"57","48","79","All-wheel drive","Ford 4.0L 6 Cylinder 210 hp 254 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2010 Ford Explorer Limited AWD","Ford","2010 Ford Explorer","2010","210","254" +"57","48","79","All-wheel drive","Ford 4.6L 8 Cylinder 292 hp 315 ft-lbs","True","6","6 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Ford Explorer Limited 4.6L AWD","Ford","2010 Ford Explorer","2010","292","315" +"79","232","214","Front-wheel drive","Mazda 2.5L 4 Cylinder 157 hp 163 ft-lbs","True","6","6 Speed Manual","21","Gasoline","28","Manual transmission","2012 Mazda Mazda5 Sport","Mazda","2012 Mazda Mazda5","2012","157","163" +"79","232","214","Front-wheel drive","Mazda 2.5L 4 Cylinder 157 hp 163 ft-lbs","True","5","5 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2012 Mazda Mazda5 Sport AT","Mazda","2012 Mazda Mazda5","2012","157","163" +"79","232","214","Front-wheel drive","Mazda 2.5L 4 Cylinder 157 hp 163 ft-lbs","True","5","5 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2012 Mazda Mazda5 Touring","Mazda","2012 Mazda Mazda5","2012","157","163" +"79","232","214","Front-wheel drive","Mazda 2.5L 4 Cylinder 157 hp 163 ft-lbs","True","5","5 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2012 Mazda Mazda5 Grand Touring","Mazda","2012 Mazda Mazda5","2012","157","163" +"94","2","216","Front-wheel drive","Mazda 2.3L 4 Cylinder 153 hp 148 ft-lbs","True","5","5 Speed Manual","22","Gasoline","28","Manual transmission","2010 Mazda Mazda5 Sport","Mazda","2010 Mazda Mazda5","2010","153","148" +"94","2","216","Front-wheel drive","Mazda 2.3L 4 Cylinder 153 hp 148 ft-lbs","True","5","5 Speed Automatic Select Shift","21","Gasoline","27","Automatic transmission","2010 Mazda Mazda5 Sport AT","Mazda","2010 Mazda Mazda5","2010","153","148" +"94","2","216","Front-wheel drive","Mazda 2.3L 4 Cylinder 153 hp 148 ft-lbs","True","5","5 Speed Automatic Select Shift","21","Gasoline","27","Automatic transmission","2010 Mazda Mazda5 Touring","Mazda","2010 Mazda Mazda5","2010","153","148" +"94","2","216","Front-wheel drive","Mazda 2.3L 4 Cylinder 153 hp 148 ft-lbs","True","5","5 Speed Automatic Select Shift","21","Gasoline","27","Automatic transmission","2010 Mazda Mazda5 Grand Touring","Mazda","2010 Mazda Mazda5","2010","153","148" +"11","240","201","Front-wheel drive","Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Honda Pilot LX","Honda","2011 Honda Pilot","2011","250","253" +"11","240","201","Four-wheel drive","Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Honda Pilot LX 4WD","Honda","2011 Honda Pilot","2011","250","253" +"54","240","201","Front-wheel drive","Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Honda Pilot EX","Honda","2011 Honda Pilot","2011","250","253" +"54","240","201","Four-wheel drive","Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Honda Pilot EX 4WD","Honda","2011 Honda Pilot","2011","250","253" +"54","240","201","Front-wheel drive","Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Honda Pilot EX-L","Honda","2011 Honda Pilot","2011","250","253" +"54","240","201","Four-wheel drive","Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Honda Pilot EX-L 4WD","Honda","2011 Honda Pilot","2011","250","253" +"54","240","201","Front-wheel drive","Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Honda Pilot Touring","Honda","2011 Honda Pilot","2011","250","253" +"54","240","201","Four-wheel drive","Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Honda Pilot Touring 4WD","Honda","2011 Honda Pilot","2011","250","253" +"190","55","46","Front-wheel drive","Mazda 2.5L 4 Cylinder 170hp 167 ft-lbs","True","6","6 Speed Manual","21","Gasoline","30","Manual transmission","2012 Mazda Mazda6 i Sport","Mazda","2012 Mazda Mazda6","2012","170","167" +"190","55","46","Front-wheel drive","Mazda 2.5L 4 Cylinder 170hp 167 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","31","Automatic transmission","2012 Mazda Mazda6 i Sport AT","Mazda","2012 Mazda Mazda6","2012","170","167" +"190","55","46","Front-wheel drive","Mazda 2.5L 4 Cylinder 170hp 167 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","31","Automatic transmission","2012 Mazda Mazda6 i Touring","Mazda","2012 Mazda Mazda6","2012","170","167" +"190","55","46","Front-wheel drive","Mazda 2.5L 4 Cylinder 170hp 167 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","31","Automatic transmission","2012 Mazda Mazda6 i Touring Plus","Mazda","2012 Mazda Mazda6","2012","170","167" +"190","55","46","Front-wheel drive","Mazda 2.5L 4 Cylinder 170hp 167 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","31","Automatic transmission","2012 Mazda Mazda6 i Grand Touring","Mazda","2012 Mazda Mazda6","2012","170","167" +"190","55","46","Front-wheel drive","Mazda 3.7L 6 Cylinder 272 hp 269 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2012 Mazda Mazda6 s Touring Plus","Mazda","2012 Mazda Mazda6","2012","272","269" +"190","55","46","Front-wheel drive","Mazda 3.7L 6 Cylinder 272 hp 269 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2012 Mazda Mazda6 s Grand Touring","Mazda","2012 Mazda Mazda6","2012","272","269" +"193","12","49","Rear-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Cadillac CTS Sport Wagon","Cadillac","2011 Cadillac CTS Sport Wagon","2011","270","223" +"193","12","49","All-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2011 Cadillac CTS Sport Wagon AWD","Cadillac","2011 Cadillac CTS Sport Wagon","2011","270","223" +"193","12","49","Rear-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Cadillac CTS Sport Wagon Luxury","Cadillac","2011 Cadillac CTS Sport Wagon","2011","270","223" +"193","12","49","All-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2011 Cadillac CTS Sport Wagon Luxury AWD","Cadillac","2011 Cadillac CTS Sport Wagon","2011","270","223" +"193","12","49","Rear-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Cadillac CTS Sport Wagon Performance","Cadillac","2011 Cadillac CTS Sport Wagon","2011","270","223" +"193","12","49","All-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2011 Cadillac CTS Sport Wagon Performance AWD","Cadillac","2011 Cadillac CTS Sport Wagon","2011","270","223" +"193","12","49","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2011 Cadillac CTS Sport Wagon Performance 3.6L","Cadillac","2011 Cadillac CTS Sport Wagon","2011","304","273" +"193","12","49","All-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2011 Cadillac CTS Sport Wagon Performance 3.6L AWD","Cadillac","2011 Cadillac CTS Sport Wagon","2011","304","273" +"193","12","49","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2011 Cadillac CTS Sport Wagon Premium","Cadillac","2011 Cadillac CTS Sport Wagon","2011","304","273" +"193","12","49","All-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2011 Cadillac CTS Sport Wagon Premium AWD","Cadillac","2011 Cadillac CTS Sport Wagon","2011","304","273" +"191","39","191","Four-wheel drive","Lincoln 5.4L 8 Cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2011 Lincoln Navigator L 4WD","Lincoln","2011 Lincoln Navigator","2011","310","365" +"196","173","209","Four-wheel drive","Lincoln 5.4L 8 Cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Lincoln Navigator 4WD","Lincoln","2011 Lincoln Navigator","2011","310","365" +"196","173","209","Rear-wheel drive","Lincoln 5.4L 8 Cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","15","Automatic transmission","2011 Lincoln Navigator","Lincoln","2011 Lincoln Navigator","2011","310","365" +"191","39","191","Rear-wheel drive","Lincoln 5.4L 8 Cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Lincoln Navigator L","Lincoln","2011 Lincoln Navigator","2011","310","365" +"196","39","191","Rear-wheel drive","Lincoln 5.4L 8 Cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2010 Lincoln Navigator L","Lincoln","2010 Lincoln Navigator","2010","310","365" +"196","173","209","Rear-wheel drive","Lincoln 5.4L 8 Cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Lincoln Navigator","Lincoln","2010 Lincoln Navigator","2010","310","365" +"218","95","201","Rear-wheel drive","Lincoln 4.6L 8 Cylinder 239 hp 287 ft-lbs FFV","True","4","4 Speed Automatic","12","E85","17","Automatic transmission","2011 Lincoln Town Car Signature Limited","Lincoln","2011 Lincoln Town Car","2011","239","287" +"221","247","201","Rear-wheel drive","Lincoln 4.6L 8 Cylinder 239 hp 287 ft-lbs FFV","True","4","4 Speed Automatic","12","E85","17","Automatic transmission","2011 Lincoln Town Car Signature L","Lincoln","2011 Lincoln Town Car","2011","239","287" +"221","247","201","Rear-wheel drive","Lincoln 4.6L 8 Cylinder 239 hp 287 ft-lbs FFV","True","4","4 Speed Automatic","16","Gasoline","24","Automatic transmission","2010 Lincoln Town Car Signature L","Lincoln","2010 Lincoln Town Car","2010","239","287" +"218","95","201","Rear-wheel drive","Lincoln 4.6L 8 Cylinder 239 hp 287 ft-lbs FFV","True","4","4 Speed Automatic","12","E85","17","Automatic transmission","2010 Lincoln Town Car Signature Limited","Lincoln","2010 Lincoln Town Car","2010","239","287" +"150","22","234","Rear-wheel drive","Mercedes-Benz 3.0L 6 Cylinder 228 hp 221 ft-lbs","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2011 Mercedes-Benz C300 Sport","Mercedes","2011 Mercedes-Benz C-Class","2011","228","221" +"23","134","107","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","19","Gasoline","28","Automatic transmission","2010 BMW 535i Gran Turismo","BMW","2010 BMW 5 Series Gran Turismo","2010","300","300" +"23","134","107","Rear-wheel drive","BMW 4.4L 8 cylinder 400 hp 450 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2010 BMW 550i Gran Turismo","BMW","2010 BMW 5 Series Gran Turismo","2010","400","450" +"23","134","107","All-wheel drive","BMW 4.4L 8 cylinder 400 hp 450 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2010 BMW 550i xDrive Gran Turismo","BMW","2010 BMW 5 Series Gran Turismo","2010","400","450" +"115","251","135","Rear-wheel drive","Infiniti 3.5L 6 cylinder 303 hp 262 ft-lbs","True","7","7 Speed Automatic","16","Gasoline","21","Automatic transmission","2010 Infiniti FX35","Infiniti","2010 Infiniti FX","2010","303","262" +"115","251","135","All-wheel drive","Infiniti 3.5L 6 cylinder 303 hp 262 ft-lbs","True","7","7 Speed Automatic","16","Gasoline","21","Automatic transmission","2010 Infiniti FX35 AWD","Infiniti","2010 Infiniti FX","2010","303","262" +"115","251","135","All-wheel drive","Infiniti 5.0L 8 cylinder 390 hp 369 ft-lbs","True","7","7 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Infiniti FX50 AWD","Infiniti","2010 Infiniti FX","2010","390","369" +"150","22","234","Rear-wheel drive","Mercedes-Benz 3.0L 6 Cylinder 228 hp 221 ft-lbs","True","7","7 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2011 Mercedes-Benz C300 Sport AT","Mercedes","2011 Mercedes-Benz C-Class","2011","228","221" +"150","22","234","All-wheel drive","Mercedes-Benz 3.0L 6 Cylinder 228 hp 221 ft-lbs","True","7","7 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2011 Mercedes-Benz C300 4Matic Sport","Mercedes","2011 Mercedes-Benz C-Class","2011","228","221" +"221","2","52","Rear-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2010 Cadillac CTS Sport Wagon","Cadillac","2010 Cadillac CTS Sport Wagon","2010","270","223" +"221","2","52","All-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2010 Cadillac CTS Sport Wagon AWD","Cadillac","2010 Cadillac CTS Sport Wagon","2010","270","223" +"221","2","52","Rear-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2010 Cadillac CTS Sport Wagon Luxury","Cadillac","2010 Cadillac CTS Sport Wagon","2010","270","223" +"221","2","52","All-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2010 Cadillac CTS Sport Wagon Luxury AWD","Cadillac","2010 Cadillac CTS Sport Wagon","2010","270","223" +"221","2","52","Rear-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2010 Cadillac CTS Sport Wagon Performance","Cadillac","2010 Cadillac CTS Sport Wagon","2010","270","223" +"221","2","52","All-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2010 Cadillac CTS Sport Wagon Performance AWD","Cadillac","2010 Cadillac CTS Sport Wagon","2010","270","223" +"221","2","52","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2010 Cadillac CTS Sport Wagon Performance 3.6L","Cadillac","2010 Cadillac CTS Sport Wagon","2010","304","273" +"221","2","52","All-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2010 Cadillac CTS Sport Wagon Performance 3.6L AWD","Cadillac","2010 Cadillac CTS Sport Wagon","2010","304","273" +"221","2","52","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2010 Cadillac CTS Sport Wagon Premium","Cadillac","2010 Cadillac CTS Sport Wagon","2010","304","273" +"221","2","52","All-wheel drive","Cadillac 3.6L 6 Cylinder 304 hp 273 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2010 Cadillac CTS Sport Wagon Premium AWD","Cadillac","2010 Cadillac CTS Sport Wagon","2010","304","273" +"115","251","135","Rear-wheel drive","Infiniti 3.5L 6 cylinder 303 hp 262 ft-lbs","True","7","7 Speed Automatic","16","Gasoline","23","Automatic transmission","2011 Infiniti FX35","Infiniti","2011 Infiniti FX","2011","303","262" +"115","251","135","All-wheel drive","Infiniti 3.5L 6 cylinder 303 hp 262 ft-lbs","True","7","7 Speed Automatic","16","Gasoline","21","Automatic transmission","2011 Infiniti FX35 AWD","Infiniti","2011 Infiniti FX","2011","303","262" +"142","251","135","All-wheel drive","Infiniti 5.0L 8 cylinder 390 hp 369 ft-lbs","True","7","7 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Infiniti FX50 AWD","Infiniti","2011 Infiniti FX","2011","390","369" +"165","22","234","Rear-wheel drive","Mercedes-Benz 3.0L 6 Cylinders 228 hp 221 ft-lbs FFV","True","7","7 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2010 Mercedes-Benz C300 Luxury Driver-Adaptive AT","Mercedes","2010 Mercedes-Benz C-Class","2010","228","221" +"221","81","52","Rear-wheel drive","infiniti 3.5L 6 Cylinder 302 hp 258 ft-lbs Hybrid","True","7","7 Speed Automatic Select Shift","27","Gasoline","32","Automatic transmission","2012 Infiniti M Hybrid","Infiniti","2012 Infiniti M Hybrid","2012","302","258" +"183","132","52","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 302 hp 272 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Cadillac STS","Cadillac","2011 Cadillac STS","2011","302","272" +"183","132","52","All-wheel drive","Cadillac 3.6L 6 Cylinder 302 hp 272 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Cadillac STS AWD","Cadillac","2011 Cadillac STS","2011","302","272" +"183","132","52","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 302 hp 272 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Cadillac STS Luxury","Cadillac","2011 Cadillac STS","2011","302","272" +"183","132","52","All-wheel drive","Cadillac 3.6L 6 Cylinder 302 hp 272 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Cadillac STS Luxury AWD","Cadillac","2011 Cadillac STS","2011","302","272" +"183","132","52","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 302 hp 272 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Cadillac STS Premium","Cadillac","2011 Cadillac STS","2011","302","272" +"228","66","13","Rear-wheel drive","Infiniti 3.5L 6 cylinder 303 hp 262 ft-lbs","True","7","7 Speed Automatic","17","Gasoline","25","Automatic transmission","2009 Infiniti M M35","Infiniti","2009 Infiniti M","2009","303","262" +"254","63","212","Front-wheel drive","Dodge 2.0L 4 Cylinder 158 hp 141 ft-lbs","True","5","5 Speed Manual","24","Gasoline","32","Manual transmission","2011 Dodge Caliber Express","Dodge","2011 Dodge Caliber","2011","158","141" +"254","63","212","Front-wheel drive","Dodge 2.0L 4 Cylinder 158 hp 141 ft-lbs","True","5","5 Speed Manual","24","Gasoline","32","Manual transmission","2011 Dodge Caliber Heat","Dodge","2011 Dodge Caliber","2011","158","141" +"254","63","212","Front-wheel drive","Dodge 2.4L 4 Cylinder 172 HP 165 FT-LBS","True","5","5 Speed Manual","23","Gasoline","29","Manual transmission","2011 Dodge Caliber Rush","Dodge","2011 Dodge Caliber","2011","172","165" +"165","22","234","Rear-wheel drive","Mercedes-Benz 3.0L 6 Cylinders 228 hp 221 ft-lbs FFV","True","7","7 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2011 Mercedes-Benz C300 Luxury Driver-Adaptive AT","Mercedes","2011 Mercedes-Benz C-Class","2011","228","221" +"254","63","212","Front-wheel drive","Dodge 2.0L 4 Cylinder 158 hp 141 ft-lbs","True","5","5 Speed Manual","23","Gasoline","31","Manual transmission","2010 Dodge Caliber Express","Dodge","2010 Dodge Caliber","2010","158","141" +"254","63","212","Front-wheel drive","Dodge 2.0L 4 Cylinder 158 hp 141 ft-lbs","True","5","5 Speed Manual","23","Gasoline","31","Manual transmission","2010 Dodge Caliber SXT Fleet","Dodge","2010 Dodge Caliber","2010","158","141" +"254","63","212","Front-wheel drive","Dodge 2.4L 4 Cylinder 172 HP 165 FT-LBS","True","5","5 Speed Manual","23","Gasoline","29","Manual transmission","2010 Dodge Caliber Rush","Dodge","2010 Dodge Caliber","2010","172","165" +"254","63","212","Front-wheel drive","Dodge 2.4L 4 Cylinder 172 HP 165 FT-LBS","True","5","5 Speed Manual","23","Gasoline","29","Manual transmission","2010 Dodge Caliber R/T Fleet","Dodge","2010 Dodge Caliber","2010","172","165" +"254","63","212","Front-wheel drive","Dodge 2.0L 4 Cylinder 158 hp 141 ft-lbs","True","5","5 Speed Manual","23","Gasoline","31","Manual transmission","2010 Dodge Caliber Heat","Dodge","2010 Dodge Caliber","2010","158","141" +"254","63","212","Front-wheel drive","Dodge 2.0L 4 Cylinder 158 hp 141 ft-lbs","True","5","5 Speed Manual","23","Gasoline","31","Manual transmission","2010 Dodge Caliber SE Fleet","Dodge","2010 Dodge Caliber","2010","158","141" +"23","134","107","Rear-wheel drive","BMW 4.4L 8 cylinder 400 hp 450 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2011 BMW 550i Gran Turismo","BMW","2011 BMW 5 Series Gran Turismo","2011","400","450" +"23","134","107","All-wheel drive","BMW 4.4L 8 cylinder 400 hp 450 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2011 BMW 550i xDrive Gran Turismo","BMW","2011 BMW 5 Series Gran Turismo","2011","400","450" +"23","134","107","All-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","19","Gasoline","27","Automatic transmission","2011 BMW 535i xDrive Gran Turismo","BMW","2011 BMW 5 Series Gran Turismo","2011","300","300" +"23","134","107","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","20","Gasoline","30","Automatic transmission","2011 BMW 535i Gran Turismo","BMW","2011 BMW 5 Series Gran Turismo","2011","300","300" +"170","158","131","Rear-wheel drive","Dodge 3.6L 6 Cylinder 305 hp 268 ft-lbs","True","5","5 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Dodge Challenger SE","Dodge","2011 Dodge Challenger","2011","305","268" +"170","158","131","Rear-wheel drive","Dodge 5.7L 8 Cylinder 379 hp 410 ft-lbs","True","6","6 Speed Manual","15","Gasoline","24","Manual transmission","2011 Dodge Challenger R/T","Dodge","2011 Dodge Challenger","2011","379","410" +"170","158","131","Rear-wheel drive","Dodge 6.4L 8 Cylinder 470 hp 470 ft-lbs","True","6","6 Speed Manual","14","Gasoline","23","Manual transmission","2011 Dodge Challenger SRT8","Dodge","2011 Dodge Challenger","2011","470","470" +"94","223","62","Rear-wheel drive","BMW 4.8L 8 cylinder 360hp 360 ft-lbs","True","6","6 Speed Manual","14","Gasoline","21","Manual transmission","2010 BMW 650i Convertible MT","BMW","2010 BMW 6 Series Convertible","2010","360","360" +"228","66","13","Rear-wheel drive","Infiniti 3.5L 6 cylinder 303 hp 262 ft-lbs","True","7","7 Speed Automatic","17","Gasoline","25","Automatic transmission","2010 Infiniti M M35","Infiniti","2010 Infiniti M","2010","303","262" +"244","66","13","All-wheel drive","Infiniti 3.5L 6 cylinder 303 hp 262 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","22","Automatic transmission","2010 Infiniti M M35x","Infiniti","2010 Infiniti M","2010","303","262" +"228","66","13","Rear-wheel drive","Infiniti 4.5L 6 cylinder 325hp 336 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","21","Automatic transmission","2010 Infiniti M M45","Infiniti","2010 Infiniti M","2010","325","336" +"244","66","13","All-wheel drive","Infiniti 4.5L 6 cylinder 325hp 336 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Infiniti M M45x","Infiniti","2010 Infiniti M","2010","325","336" +"170","158","131","Rear-wheel drive","Dodge 3.5L 6 Cylinder 250 hp 250 ft-lbs","True","5","5 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2010 Dodge Challenger SE","Dodge","2010 Dodge Challenger","2010","250","250" +"170","158","131","Rear-wheel drive","Dodge 6.1L 8 Cylinder 425 HP 420 FT-LBS","True","5","5 Speed Automatic Select Shift","13","Gasoline","19","Automatic transmission","2010 Dodge Challenger SRT8","Dodge","2010 Dodge Challenger","2010","425","420" +"170","158","131","Rear-wheel drive","Dodge 5.7L 8 Cylinder 372 hp 400 ft-lbs","True","5","5 Speed Automatic Select Shift","16","Gasoline","25","Automatic transmission","2010 Dodge Challenger R/T","Dodge","2010 Dodge Challenger","2010","372","400" +"221","81","13","Rear-wheel drive","Infiniti 3.7L 6 cylinder 330 hp 270 ft-lbs","True","7","7 Speed Automatic","18","Gasoline","26","Automatic transmission","2011 Infiniti M M37","Infiniti","2011 Infiniti M","2011","330","270" +"233","81","13","All-wheel drive","Infiniti 3.7L 6 cylinder 330 hp 270 ft-lbs","True","7","7 Speed Automatic","17","Gasoline","24","Automatic transmission","2011 Infiniti M M37x","Infiniti","2011 Infiniti M","2011","330","270" +"221","81","13","Rear-wheel drive","Infiniti 5.6L 8 Cylinder 420 hp 417 ft-lbs","True","7","7 Speed Automatic","16","Gasoline","25","Automatic transmission","2011 Infiniti M M56","Infiniti","2011 Infiniti M","2011","420","417" +"233","81","13","All-wheel drive","Infiniti 5.6L 8 Cylinder 420 hp 417 ft-lbs","True","7","7 Speed Automatic","16","Gasoline","23","Automatic transmission","2011 Infiniti M M56x","Infiniti","2011 Infiniti M","2011","420","417" +"74","192","113","Front-wheel drive","Toyota 2.7L 4 Cylinder 182 hp 182 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","27","Automatic transmission","2011 Toyota Venza","Toyota","2011 Toyota Venza","2011","182","182" +"74","192","113","All-wheel drive","Toyota 2.7L 4 Cylinder 182 hp 182 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","25","Automatic transmission","2011 Toyota Venza AWD","Toyota","2011 Toyota Venza","2011","182","182" +"74","192","113","Front-wheel drive","Toyota 3.5L 6 Cylinder 268 hp 246 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","26","Automatic transmission","2011 Toyota Venza V6","Toyota","2011 Toyota Venza","2011","268","246" +"74","192","113","All-wheel drive","Toyota 3.5L 6 Cylinder 268 hp 246 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2011 Toyota Venza V6 AWD","Toyota","2011 Toyota Venza","2011","268","246" +"221","81","52","Rear-wheel drive","Infiniti 3.7L 6 cylinder 330 hp 270 ft-lbs","True","7","7 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2012 Infiniti M37","Infiniti","2012 Infiniti M","2012","330","270" +"233","81","52","All-wheel drive","Infiniti 3.7L 6 cylinder 330 hp 270 ft-lbs","True","7","7 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2012 Infiniti M37x AWD","Infiniti","2012 Infiniti M","2012","330","270" +"221","81","52","Rear-wheel drive","Infiniti 5.6L 8 Cylinder 420 hp 417 ft-lbs","True","7","7 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2012 Infiniti M56","Infiniti","2012 Infiniti M","2012","420","417" +"233","81","52","All-wheel drive","Infiniti 5.6L 8 Cylinder 420 hp 417 ft-lbs","True","7","7 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Infiniti M56x AWD","Infiniti","2012 Infiniti M","2012","420","417" +"183","132","52","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 302 hp 272 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2010 Cadillac STS","Cadillac","2010 Cadillac STS","2010","302","272" +"183","132","52","All-wheel drive","Cadillac 3.6L 6 Cylinder 302 hp 272 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2010 Cadillac STS AWD","Cadillac","2010 Cadillac STS","2010","302","272" +"183","132","52","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 302 hp 272 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2010 Cadillac STS Luxury","Cadillac","2010 Cadillac STS","2010","302","272" +"183","132","52","All-wheel drive","Cadillac 3.6L 6 Cylinder 302 hp 272 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2010 Cadillac STS Luxury AWD","Cadillac","2010 Cadillac STS","2010","302","272" +"183","132","52","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 302 hp 272 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2010 Cadillac STS Premium","Cadillac","2010 Cadillac STS","2010","302","272" +"183","132","52","Rear-wheel drive","Cadillac 4.6L 8 Cylinder 320 hp 315 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","24","Automatic transmission","2010 Cadillac STS Luxury V8","Cadillac","2010 Cadillac STS","2010","320","315" +"183","132","52","Rear-wheel drive","Cadillac 4.6L 8 Cylinder 320 hp 315 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","24","Automatic transmission","2010 Cadillac STS Performance V8","Cadillac","2010 Cadillac STS","2010","320","315" +"183","132","52","All-wheel drive","Cadillac 4.6L 8 Cylinder 320 hp 315 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2010 Cadillac STS Performance V8 AWD","Cadillac","2010 Cadillac STS","2010","320","315" +"181","125","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","15","Automatic transmission","2011 Ford Expedition XL","Ford","2011 Ford Expedition","2011","310","365" +"181","125","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Ford Expedition XL 4WD","Ford","2011 Ford Expedition","2011","310","365" +"181","125","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","15","Automatic transmission","2011 Ford Expedition XLT","Ford","2011 Ford Expedition","2011","310","365" +"181","125","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2011 Ford Expedition XLT 4WD","Ford","2011 Ford Expedition","2011","310","365" +"181","245","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","15","Automatic transmission","2011 Ford Expedition XL EL","Ford","2011 Ford Expedition","2011","310","365" +"181","245","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Ford Expedition XL EL 4WD","Ford","2011 Ford Expedition","2011","310","365" +"181","245","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","15","Automatic transmission","2011 Ford Expedition XLT EL","Ford","2011 Ford Expedition","2011","310","365" +"181","245","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2011 Ford Expedition XLT EL 4WD","Ford","2011 Ford Expedition","2011","310","365" +"181","125","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Ford Expedition Limited","Ford","2011 Ford Expedition","2011","310","365" +"181","125","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2011 Ford Expedition Limited 4WD","Ford","2011 Ford Expedition","2011","310","365" +"181","125","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","15","Automatic transmission","2011 Ford Expedition King Ranch","Ford","2011 Ford Expedition","2011","310","365" +"181","125","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Ford Expedition King Ranch 4WD","Ford","2011 Ford Expedition","2011","310","365" +"181","125","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Ford Expedition Limited EL","Ford","2011 Ford Expedition","2011","310","365" +"181","125","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2011 Ford Expedition Limited EL 4WD","Ford","2011 Ford Expedition","2011","310","365" +"181","125","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","15","Automatic transmission","2011 Ford Expedition King Ranch EL","Ford","2011 Ford Expedition","2011","310","365" +"181","125","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Ford Expedition XL","Ford","2011 Ford Expedition","2011","310","365" +"203","213","113","Rear-wheel drive","Dodge 3.6L 6 Cylinder 292 hp 260 ft-lbs","True","5","5 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Dodge Charger SE","Dodge","2011 Dodge Charger","2011","292","260" +"203","213","113","All-wheel drive","Dodge 5.7L 8 Cylinder 370 hp 395 ft-lbs","True","5","5 Speed Automatic Select Shift","16","Gasoline","25","Automatic transmission","2011 Dodge Charger R/T AWD","Dodge","2011 Dodge Charger","2011","370","395" +"203","213","113","Rear-wheel drive","Dodge 3.6L 6 Cylinder 292 hp 260 ft-lbs","True","5","5 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Dodge Charger R/T","Dodge","2011 Dodge Charger","2011","292","260" +"190","55","46","Front-wheel drive","Mazda 2.5L 4 Cylinder 170hp 167 ft-lbs","True","6","6 Speed Manual","21","Gasoline","30","Manual transmission","2011 Mazda Mazda6 i Sport","Mazda","2011 Mazda Mazda6","2011","170","167" +"190","55","46","Front-wheel drive","Mazda 2.5L 4 Cylinder 170hp 167 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","31","Automatic transmission","2011 Mazda Mazda6 i Sport AT","Mazda","2011 Mazda Mazda6","2011","170","167" +"190","55","46","Front-wheel drive","Mazda 2.5L 4 Cylinder 170hp 167 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","31","Automatic transmission","2011 Mazda Mazda6 i Touring","Mazda","2011 Mazda Mazda6","2011","170","167" +"190","55","46","Front-wheel drive","Mazda 2.5L 4 Cylinder 170hp 167 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","31","Automatic transmission","2011 Mazda Mazda6 i Touring Plus","Mazda","2011 Mazda Mazda6","2011","170","167" +"190","55","46","Front-wheel drive","Mazda 2.5L 4 Cylinder 170hp 167 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","31","Automatic transmission","2011 Mazda Mazda6 i Grand Touring","Mazda","2011 Mazda Mazda6","2011","170","167" +"190","55","46","Front-wheel drive","Mazda 3.7L 6 Cylinder 272 hp 269 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Mazda Mazda6 s Touring Plus","Mazda","2011 Mazda Mazda6","2011","272","269" +"190","55","46","Front-wheel drive","Mazda 3.7L 6 Cylinder 272 hp 269 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Mazda Mazda6 s Grand Touring","Mazda","2011 Mazda Mazda6","2011","272","269" +"57","233","194","Front-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 GMC Acadia SL","GMC","2011 GMC Acadia","2011","288","270" +"57","233","194","All-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 GMC Acadia SL AWD","GMC","2011 GMC Acadia","2011","288","270" +"57","233","194","Front-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 GMC Acadia SLE","GMC","2011 GMC Acadia","2011","288","270" +"57","233","194","All-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 GMC Acadia SLE AWD","GMC","2011 GMC Acadia","2011","288","270" +"57","233","194","Front-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 GMC Acadia SLT-1","GMC","2011 GMC Acadia","2011","288","270" +"57","233","194","All-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 GMC Acadia SLT-1 AWD","GMC","2011 GMC Acadia","2011","288","270" +"57","233","194","Front-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 GMC Acadia SLT-2","GMC","2011 GMC Acadia","2011","288","270" +"57","233","194","All-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 GMC Acadia SLT-2 AWD","GMC","2011 GMC Acadia","2011","288","270" +"57","233","194","Front-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 GMC Acadia Denali","GMC","2011 GMC Acadia","2011","288","270" +"57","233","194","All-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 GMC Acadia Denali AWD","GMC","2011 GMC Acadia","2011","288","270" +"190","55","46","Front-wheel drive","Mazda 2.5L 4 Cylinder 170hp 167 ft-lbs","True","6","6 Speed Manual","20","Gasoline","29","Manual transmission","2010 Mazda Mazda6 i SV","Mazda","2010 Mazda Mazda6","2010","170","167" +"190","55","46","Front-wheel drive","Mazda 2.5L 4 Cylinder 170hp 167 ft-lbs","True","6","6 Speed Manual","20","Gasoline","29","Manual transmission","2010 Mazda Mazda6 i Sport","Mazda","2010 Mazda Mazda6","2010","170","167" +"190","55","46","Front-wheel drive","Mazda 2.5L 4 Cylinder 170hp 167 ft-lbs","True","5","5 Speed Automatic Select Shift","21","Gasoline","29","Automatic transmission","2010 Mazda Mazda6 i Sport AT","Mazda","2010 Mazda Mazda6","2010","170","167" +"190","55","46","Front-wheel drive","Mazda 2.5L 4 Cylinder 170hp 167 ft-lbs","True","6","6 Speed Manual","20","Gasoline","29","Manual transmission","2010 Mazda Mazda6 i Touring","Mazda","2010 Mazda Mazda6","2010","170","167" +"190","55","46","Front-wheel drive","Mazda 2.5L 4 Cylinder 170hp 167 ft-lbs","True","5","5 Speed Automatic Select Shift","21","Gasoline","30","Automatic transmission","2010 Mazda Mazda6 i Touring AT","Mazda","2010 Mazda Mazda6","2010","170","167" +"190","55","46","Front-wheel drive","Mazda 2.5L 4 Cylinder 170hp 167 ft-lbs","True","5","5 Speed Automatic Select Shift","21","Gasoline","30","Automatic transmission","2010 Mazda Mazda6 i Touring Plus","Mazda","2010 Mazda Mazda6","2010","170","167" +"190","55","46","Front-wheel drive","Mazda 2.5L 4 Cylinder 170hp 167 ft-lbs","True","5","5 Speed Automatic Select Shift","21","Gasoline","30","Automatic transmission","2010 Mazda Mazda6 i Grand Touring","Mazda","2010 Mazda Mazda6","2010","170","167" +"190","55","46","Front-wheel drive","Mazda 3.7L 6 Cylinder 272 hp 269 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2010 Mazda Mazda6 s Touring Plus","Mazda","2010 Mazda Mazda6","2010","272","269" +"190","55","46","Front-wheel drive","Mazda 3.7L 6 Cylinder 272 hp 269 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2010 Mazda Mazda6 s Grand Touring","Mazda","2010 Mazda Mazda6","2010","272","269" +"198","219","100","Rear-wheel drive","Dodge 3.5L 6 Cylinder 250 hp 250 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","25","Automatic transmission","2010 Dodge Charger Rallye","Dodge","2010 Dodge Charger","2010","250","250" +"198","219","100","All-wheel drive","Dodge 3.5L 6 Cylinder 250 hp 250 ft-lbs","True","5","5 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2010 Dodge Charger Rallye AWD","Dodge","2010 Dodge Charger","2010","250","250" +"198","219","100","All-wheel drive","Dodge 3.5L 6 Cylinder 250 hp 250 ft-lbs","True","5","5 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2010 Dodge Charger SXT Fleet AWD","Dodge","2010 Dodge Charger","2010","250","250" +"186","219","100","Rear-wheel drive","Dodge 6.1L 8 Cylinder 425 HP 420 FT-LBS","True","5","5 Speed Automatic Select Shift","13","Gasoline","19","Automatic transmission","2010 Dodge Charger SRT8","Dodge","2010 Dodge Charger","2010","425","420" +"198","219","100","All-wheel drive","Dodge 5.7L 8 Cylinder 368 hp 395 ft-lbs","True","5","5 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 Dodge Charger RT AWD","Dodge","2010 Dodge Charger","2010","368","395" +"198","219","100","Rear-wheel drive","Dodge 5.7L 8 Cylinder 368 hp 395 ft-lbs","True","5","5 Speed Automatic Select Shift","16","Gasoline","25","Automatic transmission","2010 Dodge Charger RT","Dodge","2010 Dodge Charger","2010","368","395" +"198","219","100","All-wheel drive","Dodge 5.7L 8 Cylinder 368 hp 395 ft-lbs","True","5","5 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 Dodge Charger RT Fleet AWD","Dodge","2010 Dodge Charger","2010","368","395" +"198","219","100","All-wheel drive","Dodge 3.5L 6 Cylinder 250 hp 250 ft-lbs","True","5","5 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2010 Dodge Charger Fleet","Dodge","2010 Dodge Charger","2010","250","250" +"198","219","100","Rear-wheel drive","Dodge 3.5L 6 Cylinder 250 hp 250 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","25","Automatic transmission","2010 Dodge Charger SXT Fleet","Dodge","2010 Dodge Charger","2010","250","250" +"9","211","133","Rear-wheel drive","Dodge 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","16","Gasoline","23","Automatic transmission","2011 Dodge Durango Express","Dodge","2011 Dodge Durango","2011","290","260" +"9","211","133","All-wheel drive","Dodge 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Dodge Durango Express AWD","Dodge","2011 Dodge Durango","2011","290","260" +"27","211","133","All-wheel drive","Dodge 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Dodge Durango Heat AWD","Dodge","2011 Dodge Durango","2011","290","260" +"27","211","133","Rear-wheel drive","Dodge 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","16","Gasoline","23","Automatic transmission","2011 Dodge Durango Heat","Dodge","2011 Dodge Durango","2011","290","260" +"9","211","133","Rear-wheel drive","Dodge 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","16","Gasoline","23","Automatic transmission","2011 Dodge Durango Crew","Dodge","2011 Dodge Durango","2011","290","260" +"168","125","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Ford Expedition SSV","Ford","2010 Ford Expedition","2010","310","365" +"168","125","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2010 Ford Expedition SSV 4WD","Ford","2010 Ford Expedition","2010","310","365" +"168","245","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2010 Ford Expedition SSV EL","Ford","2010 Ford Expedition","2010","310","365" +"168","245","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2010 Ford Expedition SSV EL 4WD","Ford","2010 Ford Expedition","2010","310","365" +"168","125","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Ford Expedition XLT","Ford","2010 Ford Expedition","2010","310","365" +"168","125","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2010 Ford Expedition XLT 4WD","Ford","2010 Ford Expedition","2010","310","365" +"168","245","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Ford Expedition XLT EL","Ford","2010 Ford Expedition","2010","310","365" +"168","245","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2010 Ford Expedition XLT EL 4WD","Ford","2010 Ford Expedition","2010","310","365" +"168","125","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2010 Ford Expedition Limited","Ford","2010 Ford Expedition","2010","310","365" +"168","125","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2010 Ford Expedition Limited 4WD","Ford","2010 Ford Expedition","2010","310","365" +"168","245","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2010 Ford Expedition Limited EL","Ford","2010 Ford Expedition","2010","310","365" +"168","245","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","12","Gasoline","17","Automatic transmission","2010 Ford Expedition Limited EL 4WD","Ford","2010 Ford Expedition","2010","310","365" +"168","125","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2010 Ford Expedition Eddie Bauer","Ford","2010 Ford Expedition","2010","310","365" +"168","125","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","12","Gasoline","17","Automatic transmission","2010 Ford Expedition Eddie Bauer 4WD","Ford","2010 Ford Expedition","2010","310","365" +"168","245","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2010 Ford Expedition Eddie Bauer EL","Ford","2010 Ford Expedition","2010","310","365" +"168","245","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","12","Gasoline","17","Automatic transmission","2010 Ford Expedition Eddie Bauer EL 4WD","Ford","2010 Ford Expedition","2010","310","365" +"168","125","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Ford Expedition King Ranch","Ford","2010 Ford Expedition","2010","310","365" +"168","125","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","12","Gasoline","17","Automatic transmission","2010 Ford Expedition King Ranch 4WD","Ford","2010 Ford Expedition","2010","310","365" +"168","245","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2010 Ford Expedition King Ranch EL","Ford","2010 Ford Expedition","2010","310","365" +"168","245","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","12","Gasoline","17","Automatic transmission","2010 Ford Expedition King Ranch EL 4WD","Ford","2010 Ford Expedition","2010","310","365" +"220","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 167 hp 140 ft-lbs","True","5","5 Speed Manual","22","Gasoline","28","Manual transmission","2011 Mazda MX-5 Miata Sport - Soft Top","Mazda","2011 Mazda MX-5 Miata","2011","167","140" +"220","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 158 hp 140 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2011 Mazda MX-5 Miata Sport - Soft Top AT","Mazda","2011 Mazda MX-5 Miata","2011","158","140" +"220","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 167 hp 140 ft-lbs","True","6","6 Speed Manual","21","Gasoline","28","Manual transmission","2011 Mazda MX-5 Miata Touring - Soft Top","Mazda","2011 Mazda MX-5 Miata","2011","167","140" +"220","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 158 hp 140 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2011 Mazda MX-5 Miata Touring - Soft Top AT","Mazda","2011 Mazda MX-5 Miata","2011","158","140" +"220","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 167 hp 140 ft-lbs","True","6","6 Speed Manual","21","Gasoline","28","Manual transmission","2011 Mazda MX-5 Miata Grand Touring - Soft Top","Mazda","2011 Mazda MX-5 Miata","2011","167","140" +"220","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 167 hp 140 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2011 Mazda MX-5 Miata Grand Touring - Soft Top AT","Mazda","2011 Mazda MX-5 Miata","2011","167","140" +"230","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 167 hp 140 ft-lbs","True","6","6 Speed Manual","21","Gasoline","28","Manual transmission","2011 Mazda MX-5 Miata Touring - Power Retractable Hard Top","Mazda","2011 Mazda MX-5 Miata","2011","167","140" +"230","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 158 hp 140 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2011 Mazda MX-5 Miata Touring - Power Retractable Hard Top AT","Mazda","2011 Mazda MX-5 Miata","2011","158","140" +"230","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 167 hp 140 ft-lbs","True","6","6 Speed Manual","21","Gasoline","28","Manual transmission","2011 Mazda MX-5 Miata Grand Touring - Power Retractable Hard Top","Mazda","2011 Mazda MX-5 Miata","2011","167","140" +"230","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 158 hp 140 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2011 Mazda MX-5 Miata Grand Touring - Power Retractable Hard Top AT","Mazda","2011 Mazda MX-5 Miata","2011","158","140" +"230","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 167 hp 140 ft-lbs","True","6","6 Speed Manual","21","Gasoline","28","Manual transmission","2011 Mazda MX-5 Miata Special Edition","Mazda","2011 Mazda MX-5 Miata","2011","167","140" +"230","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 158 hp 140 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2011 Mazda MX-5 Miata Special Edition AT","Mazda","2011 Mazda MX-5 Miata","2011","158","140" +"220","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 167 hp 140 ft-lbs","True","5","5 Speed Manual","22","Gasoline","28","Manual transmission","2010 Mazda MX-5 Miata Sport","Mazda","2010 Mazda MX-5 Miata","2010","167","140" +"220","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 167 hp 140 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2010 Mazda MX-5 Miata Sport AT","Mazda","2010 Mazda MX-5 Miata","2010","167","140" +"220","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 167 hp 140 ft-lbs","True","6","6 Speed Manual","21","Gasoline","28","Manual transmission","2010 Mazda MX-5 Miata Touring","Mazda","2010 Mazda MX-5 Miata","2010","167","140" +"220","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 167 hp 140 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2010 Mazda MX-5 MiataTouring AT","Mazda","2010 Mazda MX-5 Miata","2010","167","140" +"220","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 167 hp 140 ft-lbs","True","6","6 Speed Manual","21","Gasoline","28","Manual transmission","2010 Mazda MX-5 Miata Grand Touring","Mazda","2010 Mazda MX-5 Miata","2010","167","140" +"220","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 167 hp 140 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2010 Mazda MX-5 Miata Grand Touring AT","Mazda","2010 Mazda MX-5 Miata","2010","167","140" +"230","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 167 hp 140 ft-lbs","True","6","6 Speed Manual","21","Gasoline","28","Manual transmission","2010 Mazda MX-5 Miata Touring - Power Retractable Hard Top","Mazda","2010 Mazda MX-5 Miata","2010","167","140" +"230","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 167 hp 140 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2010 Mazda MX-5 Miata Touring - Power Retractable Hard Top AT","Mazda","2010 Mazda MX-5 Miata","2010","167","140" +"230","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 167 hp 140 ft-lbs","True","6","6 Speed Manual","21","Gasoline","28","Manual transmission","2010 Mazda MX-5 Miata Grand Touring - Power Retractable Hard Top","Mazda","2010 Mazda MX-5 Miata","2010","167","140" +"230","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 167 hp 140 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","28","Automatic transmission","2010 Mazda MX-5 Miata Grand Touring - Power Retractable Hard Top AT","Mazda","2010 Mazda MX-5 Miata","2010","167","140" +"61","108","234","Rear-wheel drive","Mazda 1.3L R2 232 hp 159 ft-lbs","True","6","6 Speed Manual","16","Gasoline","22","Manual transmission","2011 Mazda RX-8 Sport","Mazda","2011 Mazda RX-8","2011","232","159" +"61","108","234","Rear-wheel drive","Mazda 1.3L R2 212 hp 159 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 Mazda RX-8 Sport AT","Mazda","2011 Mazda RX-8","2011","212","159" +"61","108","234","Rear-wheel drive","Mazda 1.3L R2 232 hp 159 ft-lbs","True","6","6 Speed Manual","16","Gasoline","22","Manual transmission","2011 Mazda RX-8 Grand Touring","Mazda","2011 Mazda RX-8","2011","232","159" +"61","108","234","Rear-wheel drive","Mazda 1.3L R2 212 hp 159 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 Mazda RX-8 Grand Touring AT","Mazda","2011 Mazda RX-8","2011","212","159" +"61","108","234","Rear-wheel drive","Mazda 1.3L R2 232 hp 159 ft-lbs","True","6","6 Speed Manual","16","Gasoline","22","Manual transmission","2011 Mazda RX-8 R3","Mazda","2011 Mazda RX-8","2011","232","159" +"172","164","236","Rear-wheel drive","Infiniti 2.5L 6 Cylinder 218 hp 187 ft-lbs","True","7","7 Speed Automatic","20","Gasoline","29","Automatic transmission","2011 Infiniti G25","Infiniti","2011 Infiniti G25","2011","218","187" +"172","164","236","Rear-wheel drive","Infiniti 2.5L 6 Cylinder 218 hp 187 ft-lbs","True","7","7 Speed Automatic","20","Gasoline","29","Automatic transmission","2011 Infiniti G25 Journey","Infiniti","2011 Infiniti G25","2011","218","187" +"188","164","236","All-wheel drive","Infiniti 2.5L 6 Cylinder 218 hp 187 ft-lbs","True","7","7 Speed Automatic","19","Gasoline","27","Automatic transmission","2011 Infiniti G25x AWD","Infiniti","2011 Infiniti G25","2011","218","187" +"61","108","234","Rear-wheel drive","Mazda 1.3L R2 232 hp 159 ft-lbs","True","6","6 Speed Manual","16","Gasoline","22","Manual transmission","2010 Mazda RX-8 Sport","Mazda","2010 Mazda RX-8","2010","232","159" +"61","108","234","Rear-wheel drive","Mazda 1.3L R2 212 hp 159 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 Mazda RX-8 Sport AT","Mazda","2010 Mazda RX-8","2010","212","159" +"61","108","234","Rear-wheel drive","Mazda 1.3L R2 232 hp 159 ft-lbs","True","6","6 Speed Manual","16","Gasoline","22","Manual transmission","2010 Mazda RX-8 Grand Touring","Mazda","2010 Mazda RX-8","2010","232","159" +"61","108","234","Rear-wheel drive","Mazda 1.3L R2 212 hp 159 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 Mazda RX-8 Grand Touring AT","Mazda","2010 Mazda RX-8","2010","212","159" +"61","108","234","Rear-wheel drive","Mazda 1.3L R2 232 hp 159 ft-lbs","True","6","6 Speed Manual","16","Gasoline","22","Manual transmission","2010 Mazda RX-8 R3","Mazda","2010 Mazda RX-8","2010","232","159" +"74","192","113","Front-wheel drive","Toyota 2.7L 4 Cylinder 182 hp 182 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","29","Automatic transmission","2010 Toyota Venza","Toyota","2010 Toyota Venza","2010","182","182" +"74","192","113","All-wheel drive","Toyota 2.7L 4 Cylinder 182 hp 182 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","28","Automatic transmission","2010 Toyota Venza AWD","Toyota","2010 Toyota Venza","2010","182","182" +"74","192","113","Front-wheel drive","Toyota 3.5L 6 Cylinder 268 hp 246 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","26","Automatic transmission","2010 Toyota Venza V6","Toyota","2010 Toyota Venza","2010","268","246" +"74","192","113","All-wheel drive","Toyota 3.5L 6 Cylinder 268 hp 246 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2010 Toyota Venza V6 AWD","Toyota","2010 Toyota Venza","2010","268","246" +"244","241","158","Front-wheel drive","Toyota 1.5L 4 Cylinder 106 hp 103 ft-lbs","True","5","5 Speed Manual","29","Gasoline","36","Manual transmission","2011 Toyota Yaris 5-Door Liftback","Toyota","2011 Toyota Yaris 5-Door Liftback","2011","106","103" +"244","241","158","Front-wheel drive","Toyota 1.5L 4 Cylinder 106 hp 103 ft-lbs","True","4","4 Speed Automatic","29","Gasoline","35","Automatic transmission","2011 Toyota Yaris 5-Door Liftback AT","Toyota","2011 Toyota Yaris 5-Door Liftback","2011","106","103" +"148","162","49","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","E85","22","Automatic transmission","2012 Chevrolet Equinox LS","Chevrolet","2012 Chevrolet Equinox","2012","182","172" +"148","162","49","All-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2012 Chevrolet Equinox LS AWD","Chevrolet","2012 Chevrolet Equinox","2012","182","172" +"224","162","49","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","E85","22","Automatic transmission","2012 Chevrolet Equinox 1LT","Chevrolet","2012 Chevrolet Equinox","2012","182","172" +"224","162","49","All-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2012 Chevrolet Equinox 1LT AWD","Chevrolet","2012 Chevrolet Equinox","2012","182","172" +"224","162","49","Front-wheel drive","Chevrolet 3.0L 6 Cylinder 264 hp 222 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2012 Chevrolet Equinox 1LT V6","Chevrolet","2012 Chevrolet Equinox","2012","264","222" +"224","162","49","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2012 Chevrolet Equinox 2LT","Chevrolet","2012 Chevrolet Equinox","2012","182","172" +"224","162","49","All-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2012 Chevrolet Equinox 2LT AWD","Chevrolet","2012 Chevrolet Equinox","2012","182","172" +"224","162","49","Front-wheel drive","Chevrolet 3.0L 6 Cylinder 264 hp 222 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","E85","18","Automatic transmission","2012 Chevrolet Equinox 2LT V6","Chevrolet","2012 Chevrolet Equinox","2012","264","222" +"224","162","49","All-wheel drive","Chevrolet 3.0L 6 Cylinder 264 hp 222 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","E85","17","Automatic transmission","2012 Chevrolet Equinox 2LT V6 AWD","Chevrolet","2012 Chevrolet Equinox","2012","264","222" +"224","162","49","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","E85","22","Automatic transmission","2012 Chevrolet Equinox LTZ","Chevrolet","2012 Chevrolet Equinox","2012","182","172" +"224","162","49","All-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2012 Chevrolet Equinox LTZ AWD","Chevrolet","2012 Chevrolet Equinox","2012","182","172" +"224","162","49","Front-wheel drive","Chevrolet 3.0L 6 Cylinder 264 hp 222 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2012 Chevrolet Equinox LTZ V6","Chevrolet","2012 Chevrolet Equinox","2012","264","222" +"224","162","49","All-wheel drive","Chevrolet 3.0L 6 Cylinder 264 hp 222 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","E85","17","Automatic transmission","2012 Chevrolet Equinox LTZ V6 AWD","Chevrolet","2012 Chevrolet Equinox","2012","264","222" +"224","162","49","All-wheel drive","Chevrolet 3.0L 6 Cylinder 264 hp 222 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Chevrolet Equinox 1LT V6 AWD","Chevrolet","2012 Chevrolet Equinox","2012","264","222" +"244","241","158","Front-wheel drive","Toyota 1.5L 4 Cylinder 106 hp 103 ft-lbs","True","5","5 Speed Manual","29","Gasoline","36","Manual transmission","2010 Toyota Yaris 5-Door Liftback","Toyota","2010 Toyota Yaris 5-Door Liftback","2010","106","103" +"244","241","158","Front-wheel drive","Toyota 1.5L 4 Cylinder 106 hp 103 ft-lbs","True","4","4 Speed Automatic","29","Gasoline","35","Automatic transmission","2010 Toyota Yaris 5-Door Liftback AT","Toyota","2010 Toyota Yaris 5-Door Liftback","2010","106","103" +"139","242","3","Front-wheel drive","Nissan 2.5L 4 cylinder 170 hp 175 ft-lbs","True","6","6 Speed Manual","23","Gasoline","31","Manual transmission","2012 Nissan Altima Coupe 2.5 S 170 hp MT","Nissan","2012 Nissan Altima Coupe","2012","170","175" +"244","241","158","Front-wheel drive","Toyota 1.5L 4 Cylinder 106 hp 103 ft-lbs","True","5","5 Speed Manual","29","Gasoline","36","Manual transmission","2011 Toyota Yaris 3-Door Liftback","Toyota","2011 Toyota Yaris 3-Door Liftback","2011","106","103" +"244","241","158","Front-wheel drive","Toyota 1.5L 4 Cylinder 106 hp 103 ft-lbs","True","4","4 Speed Automatic","29","Gasoline","35","Automatic transmission","2011 Toyota Yaris 3-Door Liftback AT","Toyota","2011 Toyota Yaris 3-Door Liftback","2011","106","103" +"168","155","222","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Nissan Armada SV","Nissan","2011 Nissan Armada","2011","317","385" +"148","162","49","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2011 Chevrolet Equinox LS","Chevrolet","2011 Chevrolet Equinox","2011","182","172" +"148","162","49","All-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2011 Chevrolet Equinox LS AWD","Chevrolet","2011 Chevrolet Equinox","2011","182","172" +"224","162","49","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2011 Chevrolet Equinox 1LT","Chevrolet","2011 Chevrolet Equinox","2011","182","172" +"224","162","49","All-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2011 Chevrolet Equinox 1LT AWD","Chevrolet","2011 Chevrolet Equinox","2011","182","172" +"224","162","49","Front-wheel drive","Chevrolet 3.0L 6 Cylinder 264 hp 222 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 Chevrolet Equinox 1LT V6","Chevrolet","2011 Chevrolet Equinox","2011","264","222" +"224","162","49","All-wheel drive","Chevrolet 3.0L 6 Cylinder 264 hp 222 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Chevrolet Equinox 1LT V6 AWD","Chevrolet","2011 Chevrolet Equinox","2011","264","222" +"224","162","49","Front-wheel drive","Chevrolet 3.0L 6 Cylinder 264 hp 222 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","E85","18","Automatic transmission","2011 Chevrolet Equinox 1LT FFV","Chevrolet","2011 Chevrolet Equinox","2011","264","222" +"224","162","49","All-wheel drive","Chevrolet 3.0L 6 Cylinder 264 hp 222 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","E85","17","Automatic transmission","2011 Chevrolet Equinox 1LT FFV AWD","Chevrolet","2011 Chevrolet Equinox","2011","264","222" +"224","162","49","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2011 Chevrolet Equinox 2LT","Chevrolet","2011 Chevrolet Equinox","2011","182","172" +"224","162","49","All-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2011 Chevrolet Equinox 2LT AWD","Chevrolet","2011 Chevrolet Equinox","2011","182","172" +"224","162","49","Front-wheel drive","Chevrolet 3.0L 6 Cylinder 264 hp 222 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 Chevrolet Equinox 2LT V6","Chevrolet","2011 Chevrolet Equinox","2011","264","222" +"224","162","49","All-wheel drive","Chevrolet 3.0L 6 Cylinder 264 hp 222 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Chevrolet Equinox 2LT V6 AWD","Chevrolet","2011 Chevrolet Equinox","2011","264","222" +"224","162","49","Front-wheel drive","Chevrolet 3.0L 6 Cylinder 264 hp 222 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","E85","18","Automatic transmission","2011 Chevrolet Equinox 2LT FFV","Chevrolet","2011 Chevrolet Equinox","2011","264","222" +"224","162","49","All-wheel drive","Chevrolet 3.0L 6 Cylinder 264 hp 222 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","E85","17","Automatic transmission","2011 Chevrolet Equinox 2LT FFV AWD","Chevrolet","2011 Chevrolet Equinox","2011","264","222" +"224","162","49","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2011 Chevrolet Equinox LTZ","Chevrolet","2011 Chevrolet Equinox","2011","182","172" +"224","162","49","All-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2011 Chevrolet Equinox LTZ AWD","Chevrolet","2011 Chevrolet Equinox","2011","182","172" +"224","162","49","Front-wheel drive","Chevrolet 3.0L 6 Cylinder 264 hp 222 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 Chevrolet Equinox LTZ V6","Chevrolet","2011 Chevrolet Equinox","2011","264","222" +"224","162","49","All-wheel drive","Chevrolet 3.0L 6 Cylinder 264 hp 222 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Chevrolet Equinox LTZ V6 AWD","Chevrolet","2011 Chevrolet Equinox","2011","264","222" +"224","162","49","Front-wheel drive","Chevrolet 3.0L 6 Cylinder 264 hp 222 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 Chevrolet Equinox LTZ FFV","Chevrolet","2011 Chevrolet Equinox","2011","264","222" +"224","162","49","All-wheel drive","Chevrolet 3.0L 6 Cylinder 264 hp 222 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","E85","17","Automatic transmission","2011 Chevrolet Equinox LTZ FFV AWD","Chevrolet","2011 Chevrolet Equinox","2011","264","222" +"244","241","158","Front-wheel drive","Toyota 1.5L 4 Cylinder 106 hp 103 ft-lbs","True","5","5 Speed Manual","29","Gasoline","36","Manual transmission","2010 Toyota Yaris 3-Door Liftback","Toyota","2010 Toyota Yaris 3-Door Liftback","2010","106","103" +"244","241","158","Front-wheel drive","Toyota 1.5L 4 Cylinder 106 hp 103 ft-lbs","True","4","4 Speed Automatic","29","Gasoline","35","Automatic transmission","2010 Toyota Yaris 3-Door Liftback AT","Toyota","2010 Toyota Yaris 3-Door Liftback","2010","106","103" +"180","204","153","Front-wheel drive","Toyota 1.5L 4 Cylinder 106 hp 103 ft-lbs","True","5","5 Speed Manual","29","Gasoline","36","Manual transmission","2011 Toyota Yaris Sedan","Toyota","2011 Toyota Yaris Sedan","2011","106","103" +"180","204","153","Front-wheel drive","Toyota 1.5L 4 Cylinder 106 hp 103 ft-lbs","True","4","4 Speed Automatic","29","Gasoline","35","Automatic transmission","2011 Toyota Yaris Sedan AT","Toyota","2011 Toyota Yaris Sedan","2011","106","103" +"222","235","3","Front-wheel drive","Ford 2.0L 4 Cylinder 136 hp 128 ft-lbs","True","4","4 Speed Automatic","21","Gasoline","27","Automatic transmission","2012 Ford Transit Connect XLT Van","Ford","2012 Ford Transit Connect Van","2012","136","128" +"222","235","3","Front-wheel drive","Ford 2.0L 4 Cylinder 136 hp 128 ft-lbs","True","4","4 Speed Automatic","21","Gasoline","27","Automatic transmission","2012 Ford Transit Connect XL Van","Ford","2012 Ford Transit Connect Van","2012","136","128" +"222","235","3","Front-wheel drive","Ford 2.0L 4 Cylinder 136 hp 128 ft-lbs","True","4","4 Speed Automatic","22","Gasoline","27","Automatic transmission","2012 Ford Transit Connect XLT Premium Wagon","Ford","2012 Ford Transit Connect Wagon","2012","136","128" +"222","235","3","Front-wheel drive","Ford 2.0L 4 Cylinder 136 hp 128 ft-lbs","True","4","4 Speed Automatic","22","Gasoline","27","Automatic transmission","2012 Ford Transit Connect XLT Wagon","Ford","2012 Ford Transit Connect Wagon","2012","136","128" +"222","237","3","Front-wheel drive","Ford 2.0L 4 Cylinder 136 hp 128 ft-lbs","True","4","4 Speed Automatic","21","Gasoline","26","Automatic transmission","2011 Ford Transit Connect XL Van","Ford","2011 Transit Connect Van","2011","136","128" +"222","237","3","Front-wheel drive","Ford 2.0L 4 Cylinder 136 hp 128 ft-lbs","True","4","4 Speed Automatic","21","Gasoline","26","Automatic transmission","2011 Ford Transit Connect XLT Van","Ford","2011 Transit Connect Van","2011","136","128" +"222","237","3","Front-wheel drive","Ford 2.0L 4 Cylinder 136 hp 128 ft-lbs","True","4","4 Speed Automatic","21","Gasoline","26","Automatic transmission","2011 Ford Transit Connect XLT Wagon","Ford","2011 Transit Connect Wagon","2011","136","128" +"222","237","3","Front-wheel drive","Ford 2.0L 4 Cylinder 136 hp 128 ft-lbs","True","4","4 Speed Automatic","21","Gasoline","26","Automatic transmission","2011 Ford Transit Connect XLT Premium Wagon","Ford","2011 Transit Connect Wagon","2011","136","128" +"222","237","3","Front-wheel drive","Ford 2.0L 4 Cylinder 136 hp 128 ft-lbs","True","4","4 Speed Automatic","22","Gasoline","25","Automatic transmission","2010 Ford Transit Connect XLT Van","Ford","2010 Transit Connect Van","2010","136","128" +"222","237","3","Front-wheel drive","Ford 2.0L 4 Cylinder 136 hp 128 ft-lbs","True","4","4 Speed Automatic","22","Gasoline","25","Automatic transmission","2010 Ford Transit Connect XL Van","Ford","2010 Transit Connect Van","2010","136","128" +"222","237","3","Front-wheel drive","Ford 2.0L 4 Cylinder 136 hp 128 ft-lbs","True","4","4 Speed Automatic","22","Gasoline","25","Automatic transmission","2010 Ford Transit Connect XLT Wagon","Ford","2010 Transit Connect Wagon","2010","136","128" +"222","237","3","Front-wheel drive","Ford 2.0L 4 Cylinder 136 hp 128 ft-lbs","True","4","4 Speed Automatic","22","Gasoline","25","Automatic transmission","2010 Ford Transit Connect XL Wagon","Ford","2010 Transit Connect Wagon","2010","136","128" +"189","155","222","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","18","Automatic transmission","2011 Nissan Armada SV 4x4","Nissan","2011 Nissan Armada","2011","317","385" +"168","155","222","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Nissan Armada SL","Nissan","2011 Nissan Armada","2011","317","385" +"162","8","171","Rear-wheel drive","Ford 4.6L 8 Cylinder 224 hp 265 ft-lbs FFV","True","4","4 Speed Automatic","12","E85","17","Automatic transmission","2010 Ford Crown Victoria LX Fleet","Ford","2010 Ford Crown Victoria","2010","224","265" +"189","155","222","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","18","Automatic transmission","2011 Nissan Armada SL 4x4","Nissan","2011 Nissan Armada","2011","317","385" +"168","155","222","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2011 Nissan Armada Platinum FFV","Nissan","2011 Nissan Armada","2011","317","385" +"189","155","222","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","12","Gasoline","18","Automatic transmission","2011 Nissan Armada Platinum 4x4 FFV","Nissan","2011 Nissan Armada","2011","317","385" +"20","109","16","All-wheel drive","Porsche 3.8L 6 cylinder 385 hp 310 ft-lbs","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2011 Porsche 911 Carrera 4S Coupe","Porsche","2011 Porsche 911 Coupe","2011","385","310" +"30","109","16","Rear-wheel drive","Porsche 3.6L 6 cylinder 345 hp 288 ft-lbs","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2011 Porsche 911 Carrera Coupe","Porsche","2011 Porsche 911 Coupe","2011","345","288" +"20","109","16","Rear-wheel drive","Porsche 3.8L 6 cylinder 385 hp 310 ft-lbs","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2011 Porsche 911 Carrera S Coupe","Porsche","2011 Porsche 911 Coupe","2011","385","310" +"30","109","16","All-wheel drive","Porsche 3.6L 6 cylinder 345 hp 288 ft-lbs","True","6","6 Speed Manual","18","Gasoline","24","Manual transmission","2011 Porsche 911 Carrera 4 Coupe","Porsche","2011 Porsche 911 Coupe","2011","345","288" +"30","109","16","All-wheel drive","Porsche 3.6L 6 cylinder 345 hp 288 ft-lbs","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2011 Porsche 911 Targa 4 Coupe","Porsche","2011 Porsche 911 Coupe","2011","345","288" +"20","125","59","All-wheel drive","Porsche 3.8L 6 Cylinder 500 hp 480 ft-lbs Turbo","True","6","6 Speed Manual","16","Gasoline","24","Manual transmission","2011 Porsche 911 Turbo Coupe","Porsche","2011 Porsche 911 Coupe","2011","500","480" +"20","109","16","All-wheel drive","Porsche 3.8L 6 cylinder 385 hp 310 ft-lbs","True","6","6 Speed Manual","17","Gasoline","25","Manual transmission","2011 Porsche 911 Targa 4S Coupe","Porsche","2011 Porsche 911 Coupe","2011","385","310" +"20","83","60","Rear-wheel drive","Porsche 3.8L 6 Cylinder 408 hp 310 ft-lbs","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2011 Porsche 911 Carrera GTS Coupe","Porsche","2011 Porsche 911 Coupe","2011","408","310" +"119","47","59","Rear-wheel drive","Infiniti 3.7L 6 Cylinder 325 hp 267 ft-lbs","True","7","7 Speed Automatic","17","Gasoline","25","Automatic transmission","2009 Infiniti G37 Convertible","Infiniti","2009 Infiniti G37 Convertible","2009","325","267" +"119","47","59","Rear-wheel drive","Infiniti 3.7L 6 Cylinder 325 hp 267 ft-lbs","True","6","6 Speed Manual","16","Gasoline","24","Manual transmission","2009 Infiniti G37 Convertible Sport 6MT","Infiniti","2009 Infiniti G37 Convertible","2009","325","267" +"168","155","222","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2010 Nissan Armada SE FFV","Nissan","2010 Nissan Armada","2010","317","385" +"189","155","222","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2010 Nissan Armada SE 4x4 FFV","Nissan","2010 Nissan Armada","2010","317","385" +"168","155","222","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","12","Gasoline","18","Automatic transmission","2010 Nissan Armada Titanium FFV","Nissan","2010 Nissan Armada","2010","317","385" +"189","155","222","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","12","Gasoline","18","Automatic transmission","2010 Nissan Armada Titanium 4x4 FFV","Nissan","2010 Nissan Armada","2010","317","385" +"188","90","13","Front-wheel drive","Mazda 2.5L 4 Cylinder 171 hp 171 ft-lbs","True","5","5 Speed Manual","23","Gasoline","28","Manual transmission","2011 Mazda Tribute i Sport","Mazda","2011 Mazda Tribute","2011","171","171" +"188","90","13","Front-wheel drive","Mazda 2.5L 4 Cylinder 171 hp 171 ft-lbs","True","6","6 Speed Automatic","21","Gasoline","28","Automatic transmission","2011 Mazda Tribute i Sport AT","Mazda","2011 Mazda Tribute","2011","171","171" +"188","90","13","Four-wheel drive","Mazda 2.5L 4 Cylinder 171 hp 171 ft-lbs","True","6","6 Speed Automatic","20","Gasoline","26","Automatic transmission","2011 Mazda Tribute i Sport 4WD","Mazda","2011 Mazda Tribute","2011","171","171" +"188","90","13","Front-wheel drive","Mazda 2.5L 4 Cylinder 171 hp 171 ft-lbs","True","6","6 Speed Automatic","21","Gasoline","28","Automatic transmission","2011 Mazda Tribute i Touring","Mazda","2011 Mazda Tribute","2011","171","171" +"188","90","13","Four-wheel drive","Mazda 2.5L 4 Cylinder 171 hp 171 ft-lbs","True","6","6 Speed Automatic","20","Gasoline","26","Automatic transmission","2011 Mazda Tribute i Touring 4WD","Mazda","2011 Mazda Tribute","2011","171","171" +"247","90","13","Front-wheel drive","Mazda 2.5L 4 Cylinder 171 hp 171 ft-lbs","True","6","6 Speed Automatic","21","Gasoline","28","Automatic transmission","2011 Mazda Tribute i Grand Touring","Mazda","2011 Mazda Tribute","2011","171","171" +"247","90","13","Four-wheel drive","Mazda 2.5L 4 Cylinder 171 hp 171 ft-lbs","True","6","6 Speed Automatic","20","Gasoline","26","Automatic transmission","2011 Mazda Tribute i Grand Touring 4WD","Mazda","2011 Mazda Tribute","2011","171","171" +"247","90","13","Front-wheel drive","Mazda 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic","14","E85","19","Automatic transmission","2011 Mazda Tribute s Grand Touring","Mazda","2011 Mazda Tribute","2011","240","223" +"247","90","13","Four-wheel drive","Mazda 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic","13","E85","17","Automatic transmission","2011 Mazda Tribute s Grand Touring 4WD","Mazda","2011 Mazda Tribute","2011","240","223" +"168","155","222","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2010 Nissan Armada Platinum FFV","Nissan","2010 Nissan Armada","2010","317","385" +"189","155","222","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2010 Nissan Armada Platinum 4x4 FFV","Nissan","2010 Nissan Armada","2010","317","385" +"188","90","13","Front-wheel drive","Mazda 2.5L 4 Cylinder 171 hp 171 ft-lbs","True","5","5 Speed Manual","22","Gasoline","28","Manual transmission","2010 Mazda Tribute i Sport","Mazda","2010 Mazda Tribute","2010","171","171" +"188","90","13","Front-wheel drive","Mazda 2.5L 4 Cylinder 171 hp 171 ft-lbs","True","6","6 Speed Automatic","21","Gasoline","28","Automatic transmission","2010 Mazda Tribute i Sport AT","Mazda","2010 Mazda Tribute","2010","171","171" +"188","90","13","Four-wheel drive","Mazda 2.5L 4 Cylinder 171 hp 171 ft-lbs","True","6","6 Speed Automatic","20","Gasoline","26","Automatic transmission","2010 Mazda Tribute i Sport 4WD","Mazda","2010 Mazda Tribute","2010","171","171" +"188","90","13","Front-wheel drive","Mazda 2.5L 4 Cylinder 171 hp 171 ft-lbs","True","6","6 Speed Automatic","21","Gasoline","28","Automatic transmission","2010 Mazda Tribute i Touring","Mazda","2010 Mazda Tribute","2010","171","171" +"188","90","13","Four-wheel drive","Mazda 2.5L 4 Cylinder 171 hp 171 ft-lbs","True","6","6 Speed Automatic","20","Gasoline","26","Automatic transmission","2010 Mazda Tribute i Touring 4WD","Mazda","2010 Mazda Tribute","2010","171","171" +"247","90","13","Front-wheel drive","Mazda 2.5L 4 Cylinder 171 hp 171 ft-lbs","True","6","6 Speed Automatic","21","Gasoline","28","Automatic transmission","2010 Mazda Tribute i Grand Touring","Mazda","2010 Mazda Tribute","2010","171","171" +"247","90","13","Four-wheel drive","Mazda 2.5L 4 Cylinder 171 hp 171 ft-lbs","True","6","6 Speed Automatic","20","Gasoline","26","Automatic transmission","2010 Mazda Tribute i Grand Touring 4WD","Mazda","2010 Mazda Tribute","2010","171","171" +"247","90","13","Front-wheel drive","Mazda 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic","19","Gasoline","25","Automatic transmission","2010 Mazda Tribute s Grand Touring","Mazda","2010 Mazda Tribute","2010","240","223" +"247","90","13","Four-wheel drive","Mazda 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic","18","Gasoline","23","Automatic transmission","2010 Mazda Tribute s Grand Touring 4WD","Mazda","2010 Mazda Tribute","2010","240","223" +"180","204","153","Front-wheel drive","Toyota 1.5L 4 Cylinder 106 hp 103 ft-lbs","True","5","5 Speed Manual","29","Gasoline","36","Manual transmission","2010 Toyota Yaris Sedan","Toyota","2010 Toyota Yaris Sedan","2010","106","103" +"180","204","153","Front-wheel drive","Toyota 1.5L 4 Cylinder 106 hp 103 ft-lbs","True","4","4 Speed Automatic","29","Gasoline","35","Automatic transmission","2010 Toyota Yaris Sedan AT","Toyota","2010 Toyota Yaris Sedan","2010","106","103" +"228","58","158","Front-wheel drive","Toyota 1.5L 4 Cylinder 106 hp 103 ft-lbs","True","5","5 Speed Manual","30","Gasoline","38","Manual transmission","2012 Toyota Yaris 3-Door Liftback L","Toyota","2012 Toyota Yaris 3-Door Liftback","2012","106","103" +"228","58","158","Front-wheel drive","Toyota 1.5L 4 Cylinder 106 hp 103 ft-lbs","True","4","4 Speed Automatic","30","Gasoline","35","Automatic transmission","2012 Toyota Yaris 3-Door Liftback L AT","Toyota","2012 Toyota Yaris 3-Door Liftback","2012","106","103" +"228","58","158","Front-wheel drive","Toyota 1.5L 4 Cylinder 106 hp 103 ft-lbs","True","4","4 Speed Automatic","30","Gasoline","35","Automatic transmission","2012 Toyota Yaris 3-Door Liftback LE","Toyota","2012 Toyota Yaris 3-Door Liftback","2012","106","103" +"20","125","60","All-wheel drive","Porsche 3.8L 6 Cylinder 500 hp 480 ft-lbs Turbo","True","6","6 Speed Manual","16","Gasoline","24","Manual transmission","2011 Porsche 911 Turbo Cabriolet","Porsche","2011 Porsche 911 Cabriolet","2011","500","480" +"30","109","16","All-wheel drive","Porsche 3.6L 6 cylinder 345 hp 288 ft-lbs","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2011 Porsche 911 Carrera 4 Cabriolet","Porsche","2011 Porsche 911 Cabriolet","2011","345","288" +"20","109","16","Rear-wheel drive","Porsche 3.8L 6 cylinder 385 hp 310 ft-lbs","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2011 Porsche 911 Carrera S Cabriolet","Porsche","2011 Porsche 911 Cabriolet","2011","385","310" +"20","109","16","All-wheel drive","Porsche 3.8L 6 cylinder 385 hp 310 ft-lbs","True","6","6 Speed Manual","17","Gasoline","25","Manual transmission","2011 Porsche 911 Carrera 4S Cabriolet","Porsche","2011 Porsche 911 Cabriolet","2011","385","310" +"30","109","16","Rear-wheel drive","Porsche 3.6L 6 cylinder 345 hp 288 ft-lbs","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2011 Porsche 911 Carrera Cabriolet","Porsche","2011 Porsche 911 Cabriolet","2011","345","288" +"20","83","60","All-wheel drive","Porsche 3.8L 6 Cylinder 408 hp 310 ft-lbs","True","6","6 Speed Manual","17","Gasoline","25","Manual transmission","2011 Porsche 911 Carrera 4 GTS Cabriolet","Porsche","2011 Porsche 911 Cabriolet","2011","408","310" +"27","211","133","Rear-wheel drive","Dodge 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Durango R/T","Dodge","2011 Dodge Durango","2011","360","390" +"9","211","133","All-wheel drive","Dodge 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Dodge Durango Citadel AWD","Dodge","2011 Dodge Durango","2011","290","260" +"9","211","133","All-wheel drive","Dodge 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Dodge Durango Crew AWD","Dodge","2011 Dodge Durango","2011","290","260" +"9","211","133","Rear-wheel drive","Dodge 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","16","Gasoline","23","Automatic transmission","2011 Dodge Durango Citadel","Dodge","2011 Dodge Durango","2011","290","260" +"27","211","133","All-wheel drive","Dodge 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","20","Automatic transmission","2011 Dodge Durango R/T AWD","Dodge","2011 Dodge Durango","2011","360","390" +"189","31","207","Front-wheel drive","Dodge 3.6L 6 Cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2011 Dodge Grand Caravan Mainstreet","Dodge","2011 Dodge Grand Caravan","2011","283","260" +"189","31","207","Front-wheel drive","Dodge 3.6L 6 Cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2011 Dodge Grand Caravan Crew","Dodge","2011 Dodge Grand Caravan","2011","283","260" +"189","31","207","Front-wheel drive","Dodge 3.6L 6 Cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2011 Dodge Grand Caravan Express","Dodge","2011 Dodge Grand Caravan","2011","283","260" +"189","31","207","Front-wheel drive","Dodge 3.6L 6 Cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2011 Dodge Grand Caravan R/T","Dodge","2011 Dodge Grand Caravan","2011","283","260" +"189","31","207","Front-wheel drive","Dodge 3.6L 6 Cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2011 Dodge Grand Caravan Cargo Van","Dodge","2011 Dodge Grand Caravan","2011","283","260" +"128","179","107","Rear-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","5","5 Speed Automatic Select Shift","15","Gasoline","20","Automatic transmission","2010 Jeep Commander Sport","Jeep","2010 Jeep Commander","2010","210","235" +"128","179","107","Rear-wheel drive","Jeep 5.7L 8 Cylinder 357 hp 389 ft-lbs","True","5","5 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2010 Jeep Commander Sport 5.7L","Jeep","2010 Jeep Commander","2010","357","389" +"128","179","107","Four-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","5","5 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2010 Jeep Commander Sport 4x4","Jeep","2010 Jeep Commander","2010","210","235" +"128","179","107","Four-wheel drive","Jeep 5.7L 8 Cylinder 357 hp 389 ft-lbs","True","5","5 Speed Automatic Select Shift","13","Gasoline","19","Automatic transmission","2010 Jeep Commander Sport 5.7L 4x4","Jeep","2010 Jeep Commander","2010","357","389" +"128","179","107","Rear-wheel drive","Jeep 5.7L 8 Cylinder 357 hp 389 ft-lbs","True","5","5 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2010 Jeep Commander Limited","Jeep","2010 Jeep Commander","2010","357","389" +"128","179","107","Four-wheel drive","Jeep 5.7L 8 Cylinder 357 hp 389 ft-lbs","True","5","5 Speed Automatic Select Shift","13","Gasoline","19","Automatic transmission","2010 Jeep Commander Limited 4x4","Jeep","2010 Jeep Commander","2010","357","389" +"120","52","224","Front-wheel drive","Jeep 2.0L 4 Cylinder 158 hp 141 ft-lbs","True","5","5 Speed Manual","23","Gasoline","29","Manual transmission","2011 Jeep Compass Sport 4x2","Jeep","2011 Jeep Compass","2011","158","141" +"120","52","224","Four-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","22","Gasoline","28","Manual transmission","2011 Jeep Compass Sport 4x4","Jeep","2011 Jeep Compass","2011","172","165" +"57","233","194","Front-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2010 GMC Acadia SL","GMC","2010 GMC Acadia","2010","288","270" +"57","233","194","All-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 GMC Acadia SL AWD","GMC","2010 GMC Acadia","2010","288","270" +"57","233","194","Front-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2010 GMC Acadia SLE","GMC","2010 GMC Acadia","2010","288","270" +"57","233","194","All-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 GMC Acadia SLE AWD","GMC","2010 GMC Acadia","2010","288","270" +"57","233","194","Front-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2010 GMC Acadia SLT-1","GMC","2010 GMC Acadia","2010","288","270" +"57","233","194","All-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 GMC Acadia SLT-1 AWD","GMC","2010 GMC Acadia","2010","288","270" +"57","233","194","Front-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2010 GMC Acadia SLT-2","GMC","2010 GMC Acadia","2010","288","270" +"57","233","194","All-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 GMC Acadia SLT-2 AWD","GMC","2010 GMC Acadia","2010","288","270" +"112","22","181","Rear-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","25","Manual transmission","2011 GMC Canyon WT 2WD","GMC","2011 GMC Canyon","2011","185","190" +"112","22","181","Rear-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","25","Automatic transmission","2011 GMC Canyon WT 2WD AT","GMC","2011 GMC Canyon","2011","185","190" +"112","22","206","Four-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","24","Manual transmission","2011 GMC Canyon WT 4WD","GMC","2011 GMC Canyon","2011","185","190" +"112","22","181","Rear-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 GMC Canyon WT 2WD 3.7L","GMC","2011 GMC Canyon","2011","242","242" +"148","98","57","Front-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2010 GMC Terrain SLE-2","GMC","2010 GMC Terrain","2010","182","172" +"112","22","181","Four-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 GMC Canyon WT 4WD 3.7L","GMC","2011 GMC Canyon","2011","242","242" +"148","98","57","All-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2010 GMC Terrain SLE-2 AWD","GMC","2010 GMC Terrain","2010","182","172" +"112","140","181","Rear-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","25","Manual transmission","2011 GMC Canyon Extended Cab WT 2WD","GMC","2011 GMC Canyon","2011","185","190" +"112","140","181","Rear-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","25","Automatic transmission","2011 GMC Canyon Extended Cab WT 2WD AT","GMC","2011 GMC Canyon","2011","185","190" +"112","140","206","Four-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","24","Manual transmission","2011 GMC Canyon Extended Cab WT 4WD","GMC","2011 GMC Canyon","2011","185","190" +"112","140","206","Four-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 GMC Canyon Extended Cab WT 4WD AT","GMC","2011 GMC Canyon","2011","185","190" +"112","140","181","Rear-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 GMC Canyon Extended Cab WT 2WD 3.7L","GMC","2011 GMC Canyon","2011","242","242" +"148","98","57","Front-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2010 GMC Terrain SLT-1","GMC","2010 GMC Terrain","2010","182","172" +"112","140","206","Four-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 GMC Canyon Extended Cab WT 4WD 3.7L","GMC","2011 GMC Canyon","2011","242","242" +"148","98","57","All-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2010 GMC Terrain SLT-1 AWD","GMC","2010 GMC Terrain","2010","182","172" +"112","22","181","Rear-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","25","Manual transmission","2011 GMC Canyon SLE 2WD","GMC","2011 GMC Canyon","2011","185","190" +"112","22","181","Rear-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","25","Automatic transmission","2011 GMC Canyon SLE 2WD AT","GMC","2011 GMC Canyon","2011","185","190" +"112","22","206","Four-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","25","Manual transmission","2011 GMC Canyon SLE 4WD","GMC","2011 GMC Canyon","2011","185","190" +"112","22","206","Four-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 GMC Canyon SLE 4WD AT","GMC","2011 GMC Canyon","2011","185","190" +"112","22","181","Rear-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 GMC Canyon SLE 2WD 3.7L","GMC","2011 GMC Canyon","2011","242","242" +"148","98","57","Front-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2010 GMC Terrain SLT-2","GMC","2010 GMC Terrain","2010","182","172" +"112","22","206","Four-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 GMC Canyon SLE 4WD 3.7L","GMC","2011 GMC Canyon","2011","242","242" +"148","98","57","All-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2010 GMC Terrain SLT-2 AWD","GMC","2010 GMC Terrain","2010","182","172" +"112","140","181","Rear-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","25","Manual transmission","2011 GMC Canyon Extended Cab SLE 2WD","GMC","2011 GMC Canyon","2011","185","190" +"112","140","181","Rear-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","25","Automatic transmission","2011 GMC Canyon Extended Cab SLE 2WD AT","GMC","2011 GMC Canyon","2011","185","190" +"112","140","206","Four-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","24","Manual transmission","2011 GMC Canyon Extended Cab SLE 4WD","GMC","2011 GMC Canyon","2011","185","190" +"112","140","206","Four-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 GMC Canyon Extended Cab SLE 4WD AT","GMC","2011 GMC Canyon","2011","185","190" +"112","140","181","Rear-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 GMC Canyon Extended Cab SLE 2WD 3.7L","GMC","2011 GMC Canyon","2011","242","242" +"112","140","181","Rear-wheel drive","GMC 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 GMC Canyon Extended Cab SLE 2WD V8","GMC","2011 GMC Canyon","2011","300","320" +"112","140","206","Four-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 GMC Canyon Extended Cab SLE 4WD 3.7L","GMC","2011 GMC Canyon","2011","242","242" +"112","22","181","Rear-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","25","Manual transmission","2011 GMC Canyon SLE 2WD","GMC","2011 GMC Canyon","2011","185","190" +"112","140","181","Rear-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","25","Automatic transmission","2011 GMC Canyon Crew Cab SLE 2WD","GMC","2011 GMC Canyon","2011","185","190" +"112","140","181","Rear-wheel drive","GMC 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 GMC Canyon Crew Cab SLE 2WD V8","GMC","2011 GMC Canyon","2011","300","320" +"112","140","206","Four-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","21","Automatic transmission","2011 GMC Canyon Crew Cab SLE 4WD","GMC","2011 GMC Canyon","2011","242","242" +"112","140","206","Four-wheel drive","GMC 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 GMC Canyon Crew Cab SLE 4WD V8","GMC","2011 GMC Canyon","2011","300","320" +"112","140","181","Rear-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 GMC Canyon Crew Cab SLE 2WD 3.7L","GMC","2011 GMC Canyon","2011","242","242" +"148","98","57","All-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2010 GMC Terrain SLE-1 AWD","GMC","2010 GMC Terrain","2010","182","172" +"127","22","181","Rear-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","25","Manual transmission","2010 GMC Canyon WT 2WD","GMC","2010 GMC Canyon","2010","185","190" +"148","98","57","Front-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2010 GMC Terrain SLE-1","GMC","2010 GMC Terrain","2010","182","172" +"112","140","181","Rear-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 GMC Canyon Extended Cab SLT 2WD","GMC","2011 GMC Canyon","2011","242","242" +"112","140","206","Four-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 GMC Canyon Extended Cab SLT 4WD","GMC","2011 GMC Canyon","2011","242","242" +"112","140","181","Rear-wheel drive","GMC 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 GMC Canyon Extended Cab SLT 2WD V8","GMC","2011 GMC Canyon","2011","300","320" +"112","140","206","Four-wheel drive","GMC 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 GMC Canyon Extended Cab SLT 4WD V8","GMC","2011 GMC Canyon","2011","300","320" +"112","140","181","Rear-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 GMC Canyon Crew Cab SLT 2WD","GMC","2011 GMC Canyon","2011","242","242" +"112","140","206","Four-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","21","Automatic transmission","2011 GMC Canyon Crew Cab SLT 4WD","GMC","2011 GMC Canyon","2011","242","242" +"112","140","181","Rear-wheel drive","GMC 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 GMC Canyon Crew Cab SLT 2WD V8","GMC","2011 GMC Canyon","2011","300","320" +"112","140","206","Four-wheel drive","GMC 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 GMC Canyon Crew Cab SLT 4WD V8","GMC","2011 GMC Canyon","2011","300","320" +"112","22","206","Four-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 GMC Canyon WT 4WD AT","GMC","2011 GMC Canyon","2011","185","190" +"119","47","59","Rear-wheel drive","Infiniti 3.7L 6 Cylinder 325 hp 267 ft-lbs","True","7","7 Speed Automatic","17","Gasoline","25","Automatic transmission","2010 Infiniti G37 Convertible","Infiniti","2010 Infiniti G37 Convertible","2010","325","267" +"119","47","59","Rear-wheel drive","Infiniti 3.7L 6 Cylinder 325 hp 267 ft-lbs","True","6","6 Speed Manual","16","Gasoline","24","Manual transmission","2010 Infiniti G37 Convertible Sport 6MT","Infiniti","2010 Infiniti G37 Convertible","2010","325","267" +"11","240","201","Front-wheel drive","Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Honda Pilot LX","Honda","2010 Honda Pilot","2010","250","253" +"11","240","201","Four-wheel drive","Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","22","Automatic transmission","2010 Honda Pilot LX 4WD","Honda","2010 Honda Pilot","2011","250","253" +"54","240","201","Front-wheel drive","Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Honda Pilot EX","Honda","2010 Honda Pilot","2010","250","253" +"54","240","201","Front-wheel drive","Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Honda Pilot EX-L","Honda","2010 Honda Pilot","2010","250","253" +"54","240","201","Four-wheel drive","Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","22","Automatic transmission","2010 Honda Pilot EX-L 4WD","Honda","2010 Honda Pilot","2010","250","253" +"54","240","201","Front-wheel drive","Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Honda Pilot Touring","Honda","2010 Honda Pilot","2010","250","253" +"54","240","201","Four-wheel drive","Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","22","Automatic transmission","2010 Honda Pilot Touring 4WD","Honda","2010 Honda Pilot","2010","250","253" +"228","58","158","Front-wheel drive","Toyota 1.5L 4 Cylinder 106 hp 103 ft-lbs","True","4","4 Speed Automatic","30","Gasoline","35","Automatic transmission","2012 Toyota Yaris 5-Door Liftback L","Toyota","2012 Toyota Yaris 5-Door Liftback","2012","106","103" +"228","58","158","Front-wheel drive","Toyota 1.5L 4 Cylinder 106 hp 103 ft-lbs","True","4","4 Speed Automatic","30","Gasoline","35","Automatic transmission","2012 Toyota Yaris 5-Door Liftback LE","Toyota","2012 Toyota Yaris 5-Door Liftback","2012","106","103" +"228","89","158","Front-wheel drive","Toyota 1.5L 4 Cylinder 106 hp 103 ft-lbs","True","5","5 Speed Manual","30","Gasoline","38","Manual transmission","2012 Toyota Yaris 5-Door Liftback SE","Toyota","2012 Toyota Yaris 5-Door Liftback","2012","106","103" +"228","89","158","Front-wheel drive","Toyota 1.5L 4 Cylinder 106 hp 103 ft-lbs","True","4","4 Speed Automatic","30","Gasoline","35","Automatic transmission","2012 Toyota Yaris 5-Door Liftback SE AT","Toyota","2012 Toyota Yaris 5-Door Liftback","2012","106","103" +"193","177","118","Front-wheel drive","Toyota 2.7L 4 Cylinder 187 hp 186 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","25","Automatic transmission","2012 Toyota Highlander","Toyota","2012 Toyota Highlander","2012","187","186" +"193","177","118","Front-wheel drive","Toyota 3.5L 6 Cylinder 270 hp 248 ft-lbs.","True","5","5 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2012 Toyota Highlander V6","Toyota","2012 Toyota Highlander","2012","270","248" +"193","177","118","Four-wheel drive","Toyota 3.5L 6 Cylinder 270 hp 248 ft-lbs.","True","5","5 Speed Automatic Select Shift","17","Gasoline","22","Automatic transmission","2012 Toyota Highlander V6 4WD","Toyota","2012 Toyota Highlander","2012","270","248" +"224","177","118","Front-wheel drive","Toyota 2.7L 4 Cylinder 187 hp 186 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","25","Automatic transmission","2012 Toyota Highlander SE","Toyota","2012 Toyota Highlander","2012","187","186" +"224","177","118","Front-wheel drive","Toyota 3.5L 6 Cylinder 270 hp 248 ft-lbs.","True","5","5 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2012 Toyota Highlander SE V6","Toyota","2012 Toyota Highlander","2012","270","248" +"224","177","118","Four-wheel drive","Toyota 3.5L 6 Cylinder 270 hp 248 ft-lbs.","True","5","5 Speed Automatic Select Shift","17","Gasoline","22","Automatic transmission","2012 Toyota Highlander SE V6 4WD","Toyota","2012 Toyota Highlander","2012","270","248" +"224","177","118","Front-wheel drive","Toyota 3.5L 6 Cylinder 270 hp 248 ft-lbs.","True","5","5 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2012 Toyota Highlander Limited","Toyota","2012 Toyota Highlander","2012","270","248" +"224","177","118","Four-wheel drive","Toyota 3.5L 6 Cylinder 270 hp 248 ft-lbs.","True","5","5 Speed Automatic Select Shift","17","Gasoline","22","Automatic transmission","2012 Toyota Highlander Limited 4WD","Toyota","2012 Toyota Highlander","2012","270","248" +"22","24","161","Front-wheel drive","Dodge 4.0L 6 Cylinder 251 hp 259 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2010 Dodge Grand Caravan Crew","Dodge","2010 Dodge Grand Caravan","2010","251","259" +"22","24","161","Front-wheel drive","Dodge 3.8L 6 Cylinder 197 hp 230 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","23","Automatic transmission","2010 Dodge Grand Caravan SXT","Dodge","2010 Dodge Grand Caravan","2010","197","230" +"214","24","161","Front-wheel drive","Dodge 3.3L 6 Cylinder 175 hp 205 ft-lbs FFV","True","4","4 Speed Automatic","17","Gasoline","24","Automatic transmission","2010 Dodge Grand Caravan Cargo Van","Dodge","2010 Dodge Grand Caravan","2010","175","205" +"214","24","161","Front-wheel drive","Dodge 3.3L 6 Cylinder 175 hp 205 ft-lbs FFV","True","4","4 Speed Automatic","17","Gasoline","24","Automatic transmission","2010 Dodge Grand Caravan SE","Dodge","2010 Dodge Grand Caravan","2010","175","205" +"22","24","161","Front-wheel drive","Dodge 3.8L 6 Cylinder 197 hp 230 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 Dodge Grand Caravan Hero","Dodge","2010 Dodge Grand Caravan","2010","197","230" +"120","52","224","Front-wheel drive","Jeep 2.0L 4 Cylinder 158 hp 141 ft-lbs","True","5","5 Speed Manual","23","Gasoline","29","Manual transmission","2010 Jeep Compass Sport","Jeep","2010 Jeep Compass","2010","158","141" +"120","52","224","Front-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","23","Gasoline","28","Manual transmission","2010 Jeep Compass Sport 2.4L","Jeep","2010 Jeep Compass","2010","172","165" +"120","52","224","Four-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","23","Gasoline","28","Manual transmission","2010 Jeep Compass Sport 4x4","Jeep","2010 Jeep Compass","2010","172","165" +"120","52","224","Front-wheel drive","Jeep 2.0L 4 Cylinder 158 hp 141 ft-lbs","True","5","5 Speed Manual","23","Gasoline","29","Manual transmission","2010 Jeep Compass Sport Fleet","Jeep","2010 Jeep Compass","2010","158","141" +"120","52","224","Front-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","23","Gasoline","28","Manual transmission","2010 Jeep Compass Sport Fleet 2.4L","Jeep","2010 Jeep Compass","2010","172","165" +"120","52","224","Four-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","23","Gasoline","28","Manual transmission","2010 Jeep Compass Sport Fleet 4x4","Jeep","2010 Jeep Compass","2010","172","165" +"224","162","49","All-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2011 Chevrolet Equinox 2LT AWD","Jeep","2011 Chevrolet Equinox","2010","182","172" +"120","52","224","Four-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","23","Gasoline","28","Manual transmission","2010 Jeep Compass Limited 4x4","Jeep","2010 Jeep Compass","2010","172","165" +"156","23","42","Front-wheel drive","Dodge 2.4L 4 Cylinder 173 hp 166 ft-lbs","True","4","4 Speed Automatic Select Shift","19","Gasoline","26","Automatic transmission","2011 Dodge Journey Express","Dodge","2011 Dodge Journey","2011","173","166" +"186","23","42","All-wheel drive","Dodge 3.6L 6 Cylinder 280 hp 260 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2011 Dodge Journey Crew AWD","Dodge","2011 Dodge Journey","2011","280","260" +"186","23","42","All-wheel drive","Dodge 3.6L 6 Cylinder 280 hp 260 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2011 Dodge Journey Mainstreet AWD","Dodge","2011 Dodge Journey","2011","280","260" +"186","23","42","All-wheel drive","Dodge 3.6L 6 Cylinder 280 hp 260 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2011 Dodge Journey Lux AWD","Dodge","2011 Dodge Journey","2011","280","260" +"119","47","59","Rear-wheel drive","Infiniti 3.7L 6 Cylinder 325 hp 267 ft-lbs","True","7","7 Speed Automatic","17","Gasoline","25","Automatic transmission","2011 Infiniti G37 Convertible","Infiniti","2011 Infiniti G37 Convertible","2011","325","267" +"119","65","59","Rear-wheel drive","Infiniti 3.7L 6 Cylinder 325 hp 267 ft-lbs","True","6","6 Speed Manual","16","Gasoline","24","Manual transmission","2011 Infiniti G37 Convertible Sport 6MT","Infiniti","2011 Infiniti G37 Convertible","2011","325","267" +"172","141","236","Rear-wheel drive","Infiniti 3.7L 6 cylinder 328 hp 269 ft-lbs","True","7","7 Speed Automatic","19","Gasoline","27","Automatic transmission","2010 Infiniti G37 Sedan","Infiniti","2010 Infiniti G37 Sedan","2010","328","269" +"172","141","236","Rear-wheel drive","Infiniti 3.7L 6 cylinder 328 hp 269 ft-lbs","True","7","7 Speed Automatic","19","Gasoline","27","Automatic transmission","2010 Infiniti G37 Sedan Journey","Infiniti","2010 Infiniti G37 Sedan","2010","328","269" +"188","141","236","All-wheel drive","Infiniti 3.7L 6 cylinder 328 hp 269 ft-lbs","True","7","7 Speed Automatic","18","Gasoline","25","Automatic transmission","2010 Infiniti G37x Sedan AWD","Infiniti","2010 Infiniti G37 Sedan","2010","328","269" +"172","141","236","Rear-wheel drive","Infiniti 3.7L 6 cylinder 328 hp 269 ft-lbs","True","6","6 Speed Manual","17","Gasoline","25","Manual transmission","2010 Infiniti G37 Sedan Sport 6MT","Infiniti","2010 Infiniti G37 Sedan","2010","328","269" +"94","223","62","Rear-wheel drive","BMW 4.8L 8 cylinder 360hp 360 ft-lbs","True","6","6 Speed Manual","15","Gasoline","22","Manual transmission","2010 BMW 650i Coup MT","BMW","2010 BMW 6 Series Coup","2010","360","360" +"172","164","236","Rear-wheel drive","Infiniti 3.7L 6 cylinder 328 hp 269 ft-lbs","True","7","7 Speed Automatic","19","Gasoline","27","Automatic transmission","2011 Infiniti G37 Sedan Journey","Infiniti","2011 Infiniti G37 Sedan","2011","328","269" +"188","164","236","All-wheel drive","Infiniti 3.7L 6 cylinder 328 hp 269 ft-lbs","True","7","7 Speed Automatic","18","Gasoline","25","Automatic transmission","2011 Infiniti G37x Sedan AWD","Infiniti","2011 Infiniti G37 Sedan","2011","328","269" +"172","164","236","All-wheel drive","Infiniti 3.7L 6 cylinder 328 hp 269 ft-lbs","True","6","6 Speed Manual","17","Gasoline","25","Manual transmission","2011 Infiniti G37 Sedan Sport 6MT","Infiniti","2011 Infiniti G37 Sedan","2011","328","269" +"200","210","110","Rear-wheel drive","BMW 4.4L 8 cylinder 400 hp 450 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2009 BMW 750i Sedan","BMW","2009 BMW 7 Series","2009","400","450" +"200","94","110","Rear-wheel drive","BMW 4.4L 8 cylinder 400 hp 450 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","14","Gasoline","21","Automatic transmission","2009 BMW 750Li Sedan","BMW","2009 BMW 7 Series","2009","400","450" +"200","94","110","All-wheel drive","BMW 4.4L 8 cylinder 400 hp 450 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2010 BMW 750Li xDrive Sedan","BMW","2010 BMW 7 Series","2010","400","450" +"200","210","110","All-wheel drive","BMW 4.4L 8 cylinder 400 hp 450 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2010 BMW 750i xDrive Sedan","BMW","2010 BMW 7 Series","2010","400","450" +"200","94","110","Rear-wheel drive","BMW 6.0L 12 cylinder 535hp 550 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","13","Gasoline","19","Automatic transmission","2010 BMW 760Li Sedan","BMW","2010 BMW 7 Series","2010","535","550" +"200","94","110","Rear-wheel drive","BMW 4.4L 8 cylinder 400 hp 450 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","14","Gasoline","21","Automatic transmission","2010 BMW 750Li Sedan","BMW","2010 BMW 7 Series","2010","400","450" +"200","210","110","Rear-wheel drive","BMW 4.4L 8 cylinder 400 hp 450 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2010 BMW 750i Sedan","BMW","2010 BMW 7 Series","2010","400","450" +"148","162","49","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2010 Chevrolet Equinox LS","Chevrolet","2010 Chevrolet Equinox","2010","182","172" +"148","162","49","All-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2010 Chevrolet Equinox LS AWD","Chevrolet","2010 Chevrolet Equinox","2010","182","172" +"224","162","49","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2010 Chevrolet Equinox 1LT","Chevrolet","2010 Chevrolet Equinox","2010","182","172" +"224","162","49","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2010 Chevrolet Equinox 2LT","Chevrolet","2010 Chevrolet Equinox","2010","182","172" +"224","162","49","All-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2010 Chevrolet Equinox 2LT AWD","Chevrolet","2010 Chevrolet Equinox","2010","182","172" +"224","162","49","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2010 Chevrolet Equinox LTZ","Chevrolet","2010 Chevrolet Equinox","2010","182","172" +"224","162","49","All-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2010 Chevrolet Equinox LTZ AWD","Chevrolet","2010 Chevrolet Equinox","2010","182","172" +"224","162","49","All-wheel drive","Chevrolet 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2010 Chevrolet Equinox 1LT AWD","Chevrolet","2010 Chevrolet Equinox","2010","182","172" +"200","210","110","All-wheel drive","BMW 4.4L 8 cylinder 400 hp 450 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2011 BMW 750i xDrive Sedan","BMW","2011 BMW 7 Series","2011","400","450" +"200","94","110","Rear-wheel drive","BMW 6.0L 12 cylinder 535hp 550 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","13","Gasoline","19","Automatic transmission","2011 BMW 760Li Sedan","BMW","2011 BMW 7 Series","2011","535","550" +"200","94","110","Rear-wheel drive","BMW 4.4L 8 cylinder 400 hp 450 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","14","Gasoline","22","Automatic transmission","2011 BMW 750Li Sedan","BMW","2011 BMW 7 Series","2011","400","450" +"200","94","110","All-wheel drive","BMW 4.4L 8 cylinder 400 hp 450 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2011 BMW 750Li xDrive Sedan","BMW","2011 BMW 7 Series","2011","400","450" +"200","210","110","Rear-wheel drive","BMW 4.4L 8 cylinder 400 hp 450 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2011 BMW 750i Sedan","BMW","2011 BMW 7 Series","2011","400","450" +"200","210","110","Rear-wheel drive","BMW 3.0L 6 cylinder 315hp 330 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2011 BMW 740i Sedan","BMW","2011 BMW 7 Series","2011","315","330" +"200","94","110","Rear-wheel drive","BMW 3.0L 6 cylinder 315hp 330 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2011 BMW 740Li Sedan","BMW","2011 BMW 7 Series","2011","315","330" +"200","94","110","All-wheel drive","BMW 4.4L 8 cylinder 400 hp 450 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2011 BMW 750Li xDrive Sedan","Mercedes","2011 BMW 7 Series","2011","400","450" +"166","23","42","Front-wheel drive","Dodge 2.4L 4 Cylinder 173 hp 166 ft-lbs","True","4","4 Speed Automatic","19","Gasoline","25","Automatic transmission","2010 Dodge Journey SE","Dodge","2010 Dodge Journey","2010","173","166" +"156","23","42","All-wheel drive","Dodge 3.5L 6 Cylinder 235 hp 232 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","23","Automatic transmission","2010 Dodge Journey R/T Fleet AWD","Dodge","2010 Dodge Journey","2010","235","232" +"156","23","42","All-wheel drive","Dodge 3.5L 6 Cylinder 235 hp 232 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","23","Automatic transmission","2010 Dodge Journey R/T AWD","Dodge","2010 Dodge Journey","2010","235","232" +"156","23","42","All-wheel drive","Dodge 3.5L 6 Cylinder 235 hp 232 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","23","Automatic transmission","2010 Dodge Journey SXT AWD","Dodge","2010 Dodge Journey","2010","235","232" +"156","23","42","Front-wheel drive","Dodge 3.5L 6 Cylinder 235 hp 232 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2010 Dodge Journey R/T Fleet","Dodge","2010 Dodge Journey","2010","235","232" +"229","23","42","Front-wheel drive","Dodge 3.5L 6 Cylinder 235 hp 232 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2010 Dodge Journey SXT","Dodge","2010 Dodge Journey","2010","235","232" +"156","23","42","Front-wheel drive","Dodge 3.5L 6 Cylinder 235 hp 232 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2010 Dodge Journey R/T","Dodge","2010 Dodge Journey","2010","235","232" +"200","210","110","Rear-wheel drive","BMW 4.4L 8 cylinder 455hp 515 ft-lbs Turbo Hybrid","True","8","8 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 BMW ActiveHybrid 750i Sedan","BMW","2011 BMW ActiveHybrid 7 Sedan","2011","455","515" +"200","94","110","Rear-wheel drive","BMW 4.4L 8 cylinder 455hp 515 ft-lbs Turbo Hybrid","True","8","8 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 BMW ActiveHybrid 750Li Sedan","BMW","2011 BMW ActiveHybrid 7 Sedan","2011","455","515" +"255","192","65","Rear-wheel drive","Dodge 4.0L 6 Cylinder 260 HP 265 FT-LBS","True","5","5 Speed Automatic Select Shift","16","Gasoline","21","Automatic transmission","2011 Dodge Nitro Detonator","Dodge","2011 Dodge Nitro","2011","260","265" +"255","192","65","Four-wheel drive","Dodge 4.0L 6 Cylinder 260 HP 265 FT-LBS","True","5","5 Speed Automatic Select Shift","16","Gasoline","21","Automatic transmission","2011 Dodge Nitro Detonator 4X4","Dodge","2011 Dodge Nitro","2011","260","265" +"255","192","65","Four-wheel drive","Dodge 4.0L 6 Cylinder 260 HP 265 FT-LBS","True","5","5 Speed Automatic Select Shift","16","Gasoline","21","Automatic transmission","2011 Dodge Nitro Shock 4X4","Dodge","2011 Dodge Nitro","2011","260","265" +"255","192","65","Four-wheel drive","Dodge 4.0L 6 Cylinder 260 HP 265 FT-LBS","True","4","4 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Dodge Nitro Heat 4X4","Dodge","2011 Dodge Nitro","2011","260","265" +"255","192","65","Rear-wheel drive","Dodge 4.0L 6 Cylinder 260 HP 265 FT-LBS","True","5","5 Speed Automatic Select Shift","16","Gasoline","21","Automatic transmission","2011 Dodge Nitro Shock","Dodge","2011 Dodge Nitro","2011","260","265" +"200","210","110","Rear-wheel drive","BMW 4.4L 8 cylinder 455hp 515 ft-lbs Turbo Hybrid","True","8","8 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 BMW ActiveHybrid 750i Sedan","Dodge","2011 BMW ActiveHybrid 7 Sedan","2011","455","515" +"255","192","65","Four-wheel drive","Dodge 4.0L 6 Cylinder 260 HP 265 FT-LBS","True","4","4 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Dodge Nitro Heat 4X4","Chevrolet","2011 Dodge Nitro","2012","260","265" +"213","104","110","All-wheel drive","BMW 4.4L 8 cylinder 500hp 516 ft-lbs Tr-charged","True","6","6 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2011 BMW ALPINA B7 LWB xDrive Sedan","BMW","2011 BMW ALPINA B7 Sedan","2011","500","516" +"213","104","110","Rear-wheel drive","BMW 4.4L 8 cylinder 500hp 516 ft-lbs Tr-charged","True","6","6 Speed Automatic Select Shift","14","Gasoline","22","Automatic transmission","2011 BMW ALPINA B7 LWB Sedan","BMW","2011 BMW ALPINA B7 Sedan","2011","500","516" +"203","221","110","Rear-wheel drive","BMW 4.4L 8 cylinder 500hp 516 ft-lbs Tr-charged","True","6","6 Speed Automatic Select Shift","14","Gasoline","22","Automatic transmission","2011 BMW ALPINA B7 SWB Sedan","BMW","2011 BMW ALPINA B7 Sedan","2011","500","516" +"203","221","110","All-wheel drive","BMW 4.4L 8 cylinder 500hp 516 ft-lbs Tr-charged","True","6","6 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2011 BMW ALPINA B7 SWB xDrive Sedan","BMW","2011 BMW ALPINA B7 Sedan","2011","500","516" +"150","6","28","Front-wheel drive","Lexus 3.5L 6 Cylinder 272hp 254 lbs-ft VVT-i","True","6","6 Speed Automatic Select Shift","19","Gasoline","27","Automatic transmission","2010 Lexus ES 350","Lexus","2010 Lexus ES","2010","272","254" +"239","192","64","Rear-wheel drive","Dodge 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","22","Automatic transmission","2010 Dodge Nitro SE Fleet","Dodge","2010 Dodge Nitro","2010","210","235" +"239","192","64","Rear-wheel drive","Dodge 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","22","Automatic transmission","2010 Dodge Nitro Heat","Dodge","2010 Dodge Nitro","2010","210","235" +"239","192","64","Rear-wheel drive","Dodge 4.0L 6 Cylinder 260 HP 265 FT-LBS","True","5","5 Speed Automatic Select Shift","16","Gasoline","21","Automatic transmission","2010 Dodge Nitro Shock","Dodge","2010 Dodge Nitro","2010","260","265" +"239","192","64","Four-wheel drive","Dodge 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Dodge Nitro SXT Fleet 4X4","Dodge","2010 Dodge Nitro","2010","210","235" +"239","192","64","Rear-wheel drive","Dodge 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","22","Automatic transmission","2010 Dodge Nitro SXT Fleet","Dodge","2010 Dodge Nitro","2010","210","235" +"239","192","64","Four-wheel drive","Dodge 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Dodge Nitro SE Fleet 4X4","Dodge","2010 Dodge Nitro","2010","210","235" +"239","192","64","Rear-wheel drive","Dodge 4.0L 6 Cylinder 260 HP 265 FT-LBS","True","5","5 Speed Automatic Select Shift","16","Gasoline","21","Automatic transmission","2010 Dodge Nitro Detonator","Dodge","2010 Dodge Nitro","2010","260","265" +"239","192","64","Four-wheel drive","Dodge 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Dodge Nitro Heat 4X4","Dodge","2010 Dodge Nitro","2010","210","235" +"239","192","64","Four-wheel drive","Dodge 4.0L 6 Cylinder 260 HP 265 FT-LBS","True","5","5 Speed Automatic Select Shift","16","Gasoline","20","Automatic transmission","2010 Dodge Nitro Detonator 4X4","Dodge","2010 Dodge Nitro","2010","260","265" +"239","192","64","Four-wheel drive","Dodge 4.0L 6 Cylinder 260 HP 265 FT-LBS","True","5","5 Speed Automatic Select Shift","16","Gasoline","20","Automatic transmission","2010 Dodge Nitro Shock 4X4","Dodge","2010 Dodge Nitro","2010","260","265" +"77","60","219","Rear-wheel drive","Chevrolet 4.3L 6 Cylinder 195 hp 525 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2012 Chevrolet Express 1500","Chevrolet","2012 Chevrolet Express","2012","195","260" +"77","60","219","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","18","Automatic transmission","2012 Chevrolet Express 1500 FFV","Chevrolet","2012 Chevrolet Express","2012","310","334" +"77","60","219","All-wheel drive","Chevrolet 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","17","Automatic transmission","2012 Chevrolet Express 1500 FFV AWD","Chevrolet","2012 Chevrolet Express","2012","310","334" +"111","42","31","Rear-wheel drive","Infiniti 3.7L 6 cylinder 330 hp 270 ft-lbs","True","7","7 Speed Automatic","19","Gasoline","27","Automatic transmission","2011 Infiniti G37 Coupe","Infiniti","2011 Infiniti G37 Coupe","2011","330","270" +"111","42","31","Rear-wheel drive","Infiniti 3.7L 6 cylinder 330 hp 270 ft-lbs","True","7","7 Speed Automatic","19","Gasoline","27","Automatic transmission","2011 Infiniti G37 Coupe Journey","Infiniti","2011 Infiniti G37 Coupe","2011","330","270" +"124","42","31","All-wheel drive","Infiniti 3.7L 6 cylinder 330 hp 270 ft-lbs","True","7","7 Speed Automatic","18","Gasoline","25","Automatic transmission","2011 Infiniti G37x Coupe AWD","Infiniti","2011 Infiniti G37 Coupe","2011","330","270" +"114","57","31","Rear-wheel drive","Infiniti 3.7L 6 cylinder 330 hp 270 ft-lbs","True","6","6 Speed Manual","17","Gasoline","25","Manual transmission","2011 Infiniti G37 Coupe Sport 6MT","Infiniti","2011 Infiniti G37 Coupe","2011","330","270" +"114","93","31","Rear-wheel drive","Infiniti 3.7L 6 Cylinder 348 hp 276 ft-lbs","True","6","6 Speed Manual","17","Gasoline","25","Manual transmission","2011 Infiniti IPL G Coupe 6MT","Infiniti","2011 Infiniti IPL G Coupe","2011","348","276" +"148","98","57","Front-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2011 GMC Terrain SLE-1","GMC","2011 GMC Terrain","2011","182","172" +"148","98","57","All-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2011 GMC Terrain SLE-1 AWD","GMC","2011 GMC Terrain","2011","182","172" +"148","98","57","Front-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2011 GMC Terrain SLE-2","GMC","2011 GMC Terrain","2011","182","172" +"148","98","57","All-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2011 GMC Terrain SLE-2 AWD","GMC","2011 GMC Terrain","2011","182","172" +"148","98","57","Front-wheel drive","GMC 3.0L 6 Cylinder 264 hp 222 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","E85","18","Automatic transmission","2011 GMC Terrain SLE-2 3.0L","GMC","2011 GMC Terrain","2011","264","222" +"148","98","57","All-wheel drive","GMC 3.0L 6 Cylinder 264 hp 222 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 GMC Terrain SLE-2 3.0L AWD","GMC","2011 GMC Terrain","2011","264","222" +"148","98","57","Front-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2011 GMC Terrain SLT-1","GMC","2011 GMC Terrain","2011","182","172" +"148","98","57","All-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2011 GMC Terrain SLT-1 AWD","GMC","2011 GMC Terrain","2011","182","172" +"148","98","57","Front-wheel drive","GMC 3.0L 6 Cylinder 264 hp 222 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","E85","18","Automatic transmission","2011 GMC Terrain SLT-1 3.0L","GMC","2011 GMC Terrain","2011","264","222" +"148","98","57","All-wheel drive","GMC 3.0L 6 Cylinder 264 hp 222 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 GMC Terrain SLT-1 3.0L AWD","GMC","2011 GMC Terrain","2011","264","222" +"148","98","57","Front-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2011 GMC Terrain SLT-2","GMC","2011 GMC Terrain","2011","182","172" +"148","98","57","All-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2011 GMC Terrain SLT-2 AWD","GMC","2011 GMC Terrain","2011","182","172" +"148","98","57","All-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2011 GMC Terrain SLE-2 AWD","GMC","2011 GMC Terrain","2011","182","172" +"148","98","57","Front-wheel drive","GMC 3.0L 6 Cylinder 264 hp 222 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 GMC Terrain SLE-2 3.0L","GMC","2011 GMC Terrain","2011","264","222" +"255","192","65","Rear-wheel drive","Dodge 4.0L 6 Cylinder 260 HP 265 FT-LBS","True","5","5 Speed Automatic","16","Gasoline","21","Automatic transmission","2011 Dodge Nitro Heat 4.0","Dodge","2011 Dodge Nitro","2011","260","265" +"255","192","65","Four-wheel drive","Dodge 4.0L 6 Cylinder 260 HP 265 FT-LBS","True","5","5 Speed Automatic","16","Gasoline","21","Automatic transmission","2011 Dodge Nitro Heat 4.0 4X4","Dodge","2011 Dodge Nitro","2011","260","265" +"161","10","214","Rear-wheel drive","GMC 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 GMC Yukon SLE","GMC","2011 GMC Yukon","2011","320","335" +"161","10","214","Rear-wheel drive","GMC 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 GMC Yukon SLT","GMC","2011 GMC Yukon","2011","320","335" +"161","10","214","Rear-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","Gasoline","18","Automatic transmission","2011 GMC Yukon Denali","GMC","2011 GMC Yukon","2011","403","417" +"161","10","214","Four-wheel drive","GMC 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 GMC Yukon 4WD SLE","GMC","2011 GMC Yukon","2011","320","335" +"161","10","214","Four-wheel drive","GMC 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 GMC Yukon 4WD SLT","GMC","2011 GMC Yukon","2011","320","335" +"161","10","214","All-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 GMC Yukon AWD Denali","GMC","2011 GMC Yukon","2011","403","417" +"30","108","16","Rear-wheel drive","Porsche 3.6L 6 cylinder 345 hp 288 ft-lbs","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2010 Porsche 911 Carrera Coupe","Porsche","2010 Porsche 911 Coupe","2010","345","288" +"20","108","16","Rear-wheel drive","Porsche 3.8L 6 cylinder 385 hp 310 ft-lbs","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2010 Porsche 911 Carrera S Coupe","Porsche","2010 Porsche 911 Coupe","2010","385","310" +"20","126","59","All-wheel drive","Porsche 3.8L 6 Cylinder 500 hp 480 ft-lbs Turbo","True","6","6 Speed Manual","16","Gasoline","24","Manual transmission","2010 Porsche 911 Turbo Coupe","Porsche","2010 Porsche 911 Coupe","2010","500","480" +"30","108","16","All-wheel drive","Porsche 3.6L 6 cylinder 345 hp 288 ft-lbs","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2010 Porsche 911 Carrera 4 Coupe","Porsche","2010 Porsche 911 Coupe","2010","345","288" +"20","108","16","All-wheel drive","Porsche 3.8L 6 cylinder 385 hp 310 ft-lbs","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2010 Porsche 911 Carrera 4S Coupe","Porsche","2010 Porsche 911 Coupe","2010","385","310" +"20","108","59","All-wheel drive","Porsche 3.8L 6 cylinder 385 hp 310 ft-lbs","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2010 Porsche 911 Targa 4S Coupe","Porsche","2010 Porsche 911 Coupe","2010","385","310" +"30","108","59","All-wheel drive","Porsche 3.6L 6 cylinder 345 hp 288 ft-lbs","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2010 Porsche 911 Targa 4 Coupe","Porsche","2010 Porsche 911 Coupe","2010","345","288" +"161","10","214","Rear-wheel drive","GMC 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2010 GMC Yukon SLE","GMC","2010 GMC Yukon","2010","320","335" +"161","10","214","Rear-wheel drive","GMC 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2010 GMC Yukon SLT","GMC","2010 GMC Yukon","2010","320","335" +"163","10","214","Rear-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","Gasoline","18","Automatic transmission","2010 GMC Yukon Denali","GMC","2010 GMC Yukon","2010","403","417" +"161","10","214","Four-wheel drive","GMC 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2010 GMC Yukon 4WD SLE","GMC","2010 GMC Yukon","2010","320","335" +"161","10","214","Four-wheel drive","GMC 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2010 GMC Yukon 4WD SLT","GMC","2010 GMC Yukon","2010","320","335" +"163","10","214","All-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","15","Automatic transmission","2010 GMC Yukon AWD Denali","GMC","2010 GMC Yukon","2010","403","417" +"111","42","31","Rear-wheel drive","Infiniti 3.7L 6 cylinder 330 hp 270 ft-lbs","True","7","7 Speed Automatic","19","Gasoline","27","Automatic transmission","2010 Infiniti G37 Coupe","Infiniti","2010 Infiniti G37 Coupe","2010","330","270" +"111","42","31","Rear-wheel drive","Infiniti 3.7L 6 cylinder 330 hp 270 ft-lbs","True","7","7 Speed Automatic","19","Gasoline","27","Automatic transmission","2010 Infiniti G37 Coupe Journey","Infiniti","2010 Infiniti G37 Coupe","2010","330","270" +"124","42","31","All-wheel drive","Infiniti 3.7L 6 cylinder 330 hp 270 ft-lbs","True","7","7 Speed Automatic","18","Gasoline","25","Automatic transmission","2010 Infiniti G37x Coupe AWD","Infiniti","2010 Infiniti G37 Coupe","2010","330","270" +"114","42","31","Rear-wheel drive","Infiniti 3.7L 6 cylinder 330 hp 270 ft-lbs","True","6","6 Speed Manual","17","Gasoline","25","Manual transmission","2010 Infiniti G37 Coupe Sport 6MT","Infiniti","2010 Infiniti G37 Coupe","2010","330","270" +"158","16","217","Rear-wheel drive","GMC 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 GMC Yukon XL 1/2 Ton SLE","GMC","2011 GMC Yukon XL","2011","320","335" +"158","16","217","Four-wheel drive","GMC 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 GMC Yukon XL 1/2 Ton SLE 4WD","GMC","2011 GMC Yukon XL","2011","320","335" +"158","16","217","Rear-wheel drive","GMC 6.0L 8 Cylinder 352 hp 382 ft-lbs","True","6","6 Speed Automatic","10","Gasoline","16","Automatic transmission","2011 GMC Yukon XL 3/4 Ton SLE","GMC","2011 GMC Yukon XL","2011","352","382" +"158","16","217","Four-wheel drive","GMC 6.0L 8 Cylinder 352 hp 382 ft-lbs","True","6","6 Speed Automatic","10","Gasoline","15","Automatic transmission","2011 GMC Yukon XL 3/4 Ton SLE 4WD","GMC","2011 GMC Yukon XL","2011","352","382" +"158","16","217","Rear-wheel drive","GMC 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 GMC Yukon XL 1/2 Ton SLT","GMC","2011 GMC Yukon XL","2011","320","335" +"158","16","217","Four-wheel drive","GMC 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 GMC Yukon XL 1/2 Ton SLT 4WD","GMC","2011 GMC Yukon XL","2011","320","335" +"158","16","217","Rear-wheel drive","GMC 6.0L 8 Cylinder 352 hp 382 ft-lbs","True","6","6 Speed Automatic","10","Gasoline","16","Automatic transmission","2011 GMC Yukon XL 3/4 Ton SLT","GMC","2011 GMC Yukon XL","2011","352","382" +"158","16","217","Four-wheel drive","GMC 6.0L 8 Cylinder 352 hp 382 ft-lbs","True","6","6 Speed Automatic","10","Gasoline","15","Automatic transmission","2011 GMC Yukon XL 3/4 Ton SLT 4WD","GMC","2011 GMC Yukon XL","2011","352","382" +"158","16","217","Rear-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","Gasoline","18","Automatic transmission","2011 GMC Yukon XL Denali","GMC","2011 GMC Yukon XL","2011","403","417" +"158","16","217","All-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 GMC Yukon XL Denali 4WD","GMC","2011 GMC Yukon XL","2011","403","417" +"114","93","31","Rear-wheel drive","Infiniti 3.7L 6 Cylinder 348 hp 276 ft-lbs","True","7","7 Speed Automatic","19","Gasoline","27","Automatic transmission","2011 Infiniti IPL G Coupe","Infiniti","2011 Infiniti IPL G Coupe","2011","348","276" +"158","16","217","Rear-wheel drive","GMC 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2010 GMC Yukon XL 1/2 Ton SLE","GMC","2010 GMC Yukon XL","2011","320","335" +"158","16","217","Four-wheel drive","GMC 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2010 GMC Yukon XL 1/2 Ton SLE 4WD","GMC","2010 GMC Yukon XL","2010","320","335" +"158","16","217","Rear-wheel drive","GMC 6.0L 8 Cylinder 352 hp 382 ft-lbs","True","6","6 Speed Automatic","10","Gasoline","16","Automatic transmission","2010 GMC Yukon XL 3/4 Ton SLE","GMC","2010 GMC Yukon XL","2010","352","382" +"158","16","217","Four-wheel drive","GMC 6.0L 8 Cylinder 352 hp 382 ft-lbs","True","6","6 Speed Automatic","10","Gasoline","15","Automatic transmission","2010 GMC Yukon XL 3/4 Ton SLE 4WD","GMC","2010 GMC Yukon XL","2010","352","382" +"158","16","217","Rear-wheel drive","GMC 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2010 GMC Yukon XL 1/2 Ton SLT","GMC","2010 GMC Yukon XL","2010","320","335" +"158","16","217","Four-wheel drive","GMC 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2010 GMC Yukon XL 1/2 Ton SLT 4WD","GMC","2010 GMC Yukon XL","2010","320","335" +"158","16","217","Rear-wheel drive","GMC 6.0L 8 Cylinder 352 hp 382 ft-lbs","True","6","6 Speed Automatic","10","Gasoline","16","Automatic transmission","2010 GMC Yukon XL 3/4 Ton SLT","GMC","2010 GMC Yukon XL","2010","352","382" +"158","16","217","Four-wheel drive","GMC 6.0L 8 Cylinder 352 hp 382 ft-lbs","True","6","6 Speed Automatic","10","Gasoline","15","Automatic transmission","2010 GMC Yukon XL 3/4 Ton SLT 4WD","GMC","2010 GMC Yukon XL","2010","352","382" +"158","16","217","Rear-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2010 GMC Yukon XL Denali","GMC","2010 GMC Yukon XL","2010","403","417" +"158","16","217","All-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","15","Automatic transmission","2010 GMC Yukon XL Denali 4WD","GMC","2010 GMC Yukon XL","2010","403","417" +"184","135","209","Rear-wheel drive","Infiniti 5.6L 8 cylinder 320hp 393 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","18","Automatic transmission","2010 Infiniti QX56 2WD","Infiniti","2010 Infiniti QX56","2010","320","393" +"206","135","209","All-wheel drive","Infiniti 5.6L 8 cylinder 320hp 393 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2010 Infiniti QX56 4WD","Infiniti","2010 Infiniti QX56","2010","320","393" +"128","170","237","Rear-wheel drive","Infiniti 5.6L 8 Cylinder 400 hp 413 ft-lbs","True","7","7 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Infiniti QX56 2WD","Infiniti","2011 Infiniti QX56","2011","400","413" +"128","170","237","All-wheel drive","Infiniti 5.6L 8 Cylinder 400 hp 413 ft-lbs","True","7","7 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Infiniti QX56 4WD","Infiniti","2011 Infiniti QX56","2011","400","413" +"197","3","202","All-wheel drive","Acura 3.7L 6 Cylinder 300 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","21","Automatic transmission","2010 Acura MDX","Acura","2010 Acura MDX","2010","300","270" +"197","3","202","All-wheel drive","Acura 3.7L 6 Cylinder 300 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","21","Automatic transmission","2011 Acura MDX","Acura","2011 Acura MDX","2011","300","270" +"119","27","78","Front-wheel drive","Acura 2.3L 4 Cylinder 240 hp 260 ft-lbs TURBO","True","5","5 Speed Automatic Select Shift","19","Gasoline","24","Automatic transmission","2010 Acura RDX","Acura","2010 Acura RDX","2010","240","260" +"119","27","78","All-wheel drive","Acura 2.3L 4 Cylinder 240 hp 260 ft-lbs TURBO","True","5","5 Speed Automatic Select Shift","17","Gasoline","22","Automatic transmission","2010 Acura RDX SH-AWD","Acura","2010 Acura RDX","2010","240","260" +"119","27","78","Front-wheel drive","Acura 2.3L 4 Cylinder 240 hp 260 ft-lbs TURBO","True","5","5 Speed Automatic Select Shift","19","Gasoline","24","Automatic transmission","2011 Acura RDX","Acura","2011 Acura RDX","2011","240","260" +"119","27","78","All-wheel drive","Acura 2.3L 4 Cylinder 240 hp 260 ft-lbs TURBO","True","5","5 Speed Automatic Select Shift","17","Gasoline","22","Automatic transmission","2011 Acura RDX SH-AWD","Acura","2011 Acura RDX","2011","240","260" +"111","7","11","Rear-wheel drive","BMW 4.0L 8 cylinder 414 hp 295 ft-lbs","True","6","6 Speed Manual","13","Gasoline","20","Manual transmission","2010 BMW M3 Convertible","BMW","2010 BMW M3 Convertible","2010","414","295" +"60","23","203","All-wheel drive","Acura 3.7L 6 Cylinder 300 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 Acura ZDX","Acura","2010 Acura ZDX","2010","300","270" +"60","23","203","All-wheel drive","Acura 3.7L 6 Cylinder 300 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 Acura ZDX","Acura","2011 Acura ZDX","2011","300","270" +"111","7","11","Rear-wheel drive","BMW 4.0L 8 cylinder 414 hp 295 ft-lbs","True","6","6 Speed Manual","13","Gasoline","20","Manual transmission","2011 BMW M3 Convertible","BMW","2011 BMW M3 Convertible","2011","414","295" +"175","109","55","All-wheel drive","Acura 3.7L 6 Cylinder 300 hp 271 ft-lbs","True","5","5 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2010 Acura RL","Acura","2010 Acura RL","2010","300","271" +"175","109","55","All-wheel drive","Acura 3.7L 6 Cylinder 300 hp 271 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 Acura RL","Acura","2011 Acura RL","2011","300","271" +"172","101","88","Front-wheel drive","Acura 3.5L 6 Cylinder 280 hp 254 ft-lbs","True","5","5 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2010 Acura TL","Acura","2010 Acura TL","2010","280","254" +"172","101","88","All-wheel drive","Acura 3.7L 6 Cylinder 305 hp 273 ft-lbs","True","5","5 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2010 Acura TL SH-AWD","Acura","2010 Acura TL","2010","305","273" +"172","101","88","All-wheel drive","Acura 3.7L 6 Cylinder 305 hp 273 ft-lbs","True","6","6 Speed Manual","17","Gasoline","25","Manual transmission","2010 Acura TL SH-AWD MT","Acura","2010 Acura TL","2010","305","273" +"132","9","24","Rear-wheel drive","BMW 4.0L 8 cylinder 414 hp 295 ft-lbs","True","6","6 Speed Manual","14","Gasoline","20","Manual transmission","2010 BMW M3 Coupe","BMW","2010 BMW M3 Coup","2010","414","295" +"132","9","24","Rear-wheel drive","BMW 4.0L 8 cylinder 414 hp 295 ft-lbs","True","6","6 Speed Manual","14","Gasoline","20","Manual transmission","2011 BMW M3 Coupe","BMW","2011 BMW M3 Coup","2011","414","295" +"172","101","88","Front-wheel drive","Acura 3.5L 6 Cylinder 280 hp 254 ft-lbs","True","5","5 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2011 Acura TL","Acura","2011 Acura TL","2011","280","254" +"172","101","88","All-wheel drive","Acura 3.7L 6 Cylinder 305 hp 273 ft-lbs","True","5","5 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2011 Acura TL SH-AWD","Acura","2011 Acura TL","2011","305","273" +"172","101","88","All-wheel drive","Acura 3.7L 6 Cylinder 305 hp 273 ft-lbs","True","6","6 Speed Manual","17","Gasoline","25","Manual transmission","2011 Acura TL SH-AWD MT","Acura","2011 Acura TL","2011","305","273" +"167","230","24","Rear-wheel drive","BMW 4.0L 8 cylinder 414 hp 295 ft-lbs","True","6","6 Speed Manual","14","Gasoline","20","Manual transmission","2010 BMW M3 Sedan","BMW","2010 BMW M3 Sedan","2010","414","295" +"167","230","24","Rear-wheel drive","BMW 4.0L 8 cylinder 414 hp 295 ft-lbs","True","6","6 Speed Manual","14","Gasoline","20","Manual transmission","2011 BMW M3 Sedan","BMW","2011 BMW M3 Sedan","2011","414","295" +"22","60","219","Rear-wheel drive","Chevrolet 6.0L 8 Cylinder 324 hp 373 ft-lbs FFV","True","6","6 Speed Automatic","11","Gasoline","16","Automatic transmission","2011 Chevrolet Express LS 3500","Chevrolet","2011 Chevrolet Express","2011","324","373" +"77","60","219","Rear-wheel drive","Chevrolet 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Chevrolet Express 1500","Chevrolet","2011 Chevrolet Express","2011","195","260" +"77","60","219","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Chevrolet Express 1500 FFV","Chevrolet","2011 Chevrolet Express","2011","310","334" +"77","60","219","All-wheel drive","Chevrolet 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2011 Chevrolet Express 1500 FFV AWD","Chevrolet","2011 Chevrolet Express","2011","310","334" +"22","60","219","Rear-wheel drive","Chevrolet 4.8L 8 Cylinder 280 hp 295 ft-lbs FFV","True","6","6 Speed Automatic","11","Gasoline","17","Automatic transmission","2011 Chevrolet Express 2500","Chevrolet","2011 Chevrolet Express","2011","280","295" +"22","60","219","Rear-wheel drive","Chevrolet 6.0L 8 Cylinder 324 hp 373 ft-lbs FFV","True","6","6 Speed Automatic","11","Gasoline","16","Automatic transmission","2011 Chevrolet Express 2500 6.0L","Chevrolet","2011 Chevrolet Express","2011","324","373" +"22","60","219","Rear-wheel drive","Chevrolet 4.8L 8 Cylinder 280 hp 295 ft-lbs FFV","True","6","6 Speed Automatic","8","E85","12","Automatic transmission","2011 Chevrolet Express 3500","Chevrolet","2011 Chevrolet Express","2011","280","295" +"231","214","254","Front-wheel drive","Nissan 2.0L 4 cylinder 135 hp 142 ft-lbs","True","6","6 Speed Manual","24","Gasoline","31","Manual transmission","2012 Nissan Sentra 2.0 135 hp","Nissan","2012 Nissan Sentra","2012","135","142" +"160","107","48","Front-wheel drive","Acura 2.4L 4 Cylinder 201 hp 170 ft-lbs","True","5","5 Speed Automatic Select Shift","21","Gasoline","30","Automatic transmission","2010 Acura TSX AT","Acura","2010 Acura TSX","2010","201","170" +"160","107","48","Front-wheel drive","Acura 2.4L 4 Cylinder 201 hp 172 ft-lbs","True","6","6 Speed Manual","20","Gasoline","28","Manual transmission","2010 Acura TSX MT","Acura","2010 Acura TSX","2010","201","172" +"160","107","48","Front-wheel drive","Acura 3.5L 6 Cylinder 280 hp 254 ft-lbs","True","5","5 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2010 Acura TSX V6","Acura","2010 Acura TSX","2010","280","254" +"231","214","254","Front-wheel drive","Nissan 2.0L 4 cylinder 135 hp 142 ft-lbs","True","6","6 Speed Manual","24","Gasoline","31","Manual transmission","2011 Nissan Sentra 2.0 135 hp","Nissan","2011 Nissan Sentra","2011","135","142" +"160","107","48","Front-wheel drive","Acura 2.4L 4 Cylinder 201 hp 170 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","31","Automatic transmission","2011 Acura TSX AT","Acura","2011 Acura TSX","2011","201","170" +"160","107","48","Front-wheel drive","Acura 2.4L 4 Cylinder 201 hp 172 ft-lbs","True","6","6 Speed Manual","21","Gasoline","29","Manual transmission","2011 Acura TSX MT","Acura","2011 Acura TSX","2011","201","172" +"160","107","48","Front-wheel drive","Acura 3.5L 6 Cylinder 280 hp 254 ft-lbs","True","5","5 Speed Automatic Select Shift","19","Gasoline","28","Automatic transmission","2011 Acura TSX V6","Acura","2011 Acura TSX","2011","280","254" +"190","197","48","Front-wheel drive","Acura 2.4L 4 Cylinder 201 hp 170 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","30","Automatic transmission","2011 Acura TSX Sport Wagon","Acura","2011 Acura TSX Sport Wagon","2011","201","170" +"24","60","224","Rear-wheel drive","Chevrolet 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Chevrolet Express 1500","Chevrolet","2010 Chevrolet Express","2010","195","260" +"24","60","224","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2010 Chevrolet Express 1500 FFV","Chevrolet","2010 Chevrolet Express","2010","310","334" +"24","60","224","All-wheel drive","Chevrolet 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2010 Chevrolet Express 1500 FFV AWD","Chevrolet","2010 Chevrolet Express","2010","310","334" +"161","10","214","Rear-wheel drive","GMC 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","20","Gasoline","23","Automatic transmission","2011 GMC Yukon Hybrid","GMC","2011 GMC Yukon Hybrid","2011","332","367" +"161","10","214","Four-wheel drive","GMC 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","20","Gasoline","23","Automatic transmission","2011 GMC Yukon Hybrid 4WD","GMC","2011 GMC Yukon Hybrid","2011","332","367" +"161","10","217","Rear-wheel drive","GMC 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","20","Gasoline","23","Automatic transmission","2011 GMC Yukon Hybrid Denali","GMC","2011 GMC Yukon Hybrid","2011","332","367" +"161","10","217","Four-wheel drive","GMC 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","20","Gasoline","23","Automatic transmission","2011 GMC Yukon Hybrid Denali 4WD","GMC","2011 GMC Yukon Hybrid","2011","332","367" +"161","10","214","Rear-wheel drive","GMC 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","21","Gasoline","22","Automatic transmission","2010 GMC Yukon Hybrid","GMC","2010 GMC Yukon Hybrid","2010","332","367" +"161","10","214","Four-wheel drive","GMC 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","21","Gasoline","22","Automatic transmission","2010 GMC Yukon Hybrid 4WD","GMC","2010 GMC Yukon Hybrid","2010","332","367" +"161","10","214","Rear-wheel drive","GMC 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","21","Gasoline","22","Automatic transmission","2010 GMC Yukon Hybrid Denali","GMC","2010 GMC Yukon Hybrid","2010","332","367" +"161","10","214","Four-wheel drive","GMC 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","21","Gasoline","22","Automatic transmission","2010 GMC Yukon Hybrid Denali 4WD","GMC","2010 GMC Yukon Hybrid","2010","332","367" +"30","108","16","Rear-wheel drive","Porsche 3.6L 6 cylinder 345 hp 288 ft-lbs","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2010 Porsche 911 Carrera Cabriolet","Porsche","2010 Porsche 911 Cabriolet","2010","345","288" +"30","108","16","All-wheel drive","Porsche 3.6L 6 cylinder 345 hp 288 ft-lbs","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2010 Porsche 911 Carrera 4 Cabriolet","Porsche","2010 Porsche 911 Cabriolet","2010","345","288" +"20","126","59","All-wheel drive","Porsche 3.8L 6 Cylinder 500 hp 480 ft-lbs Turbo","True","6","6 Speed Manual","16","Gasoline","24","Manual transmission","2010 Porsche 911 Turbo Cabriolet","Porsche","2010 Porsche 911 Cabriolet","2010","500","480" +"20","108","16","Rear-wheel drive","Porsche 3.8L 6 cylinder 385 hp 310 ft-lbs","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2010 Porsche 911 Carrera S Cabriolet","Porsche","2010 Porsche 911 Cabriolet","2010","385","310" +"30","108","16","All-wheel drive","Porsche 3.8L 6 cylinder 385 hp 310 ft-lbs","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2010 Porsche 911 Carrera 4S Cabriolet","Porsche","2010 Porsche 911 Cabriolet","2010","385","310" +"77","60","219","Rear-wheel drive","GMC 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2011 GMC Savana Passenger 1500 LS","GMC","2011 GMC Savana","2011","310","334" +"77","60","219","Rear-wheel drive","GMC 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","17","Automatic transmission","2011 GMC Savana Passenger 1500 LT","GMC","2011 GMC Savana","2011","310","334" +"77","60","219","All-wheel drive","GMC 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","12","Automatic transmission","2011 GMC Savana Passenger 1500 LS AWD","GMC","2011 GMC Savana","2011","310","334" +"77","60","219","All-wheel drive","GMC 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","17","Automatic transmission","2011 GMC Savana Passenger 1500 LT AWD","GMC","2011 GMC Savana","2011","310","334" +"12","19","8","Rear-wheel drive","Porsche 3.4L 6 Cylinder 310 hp 266 ft-lbs","True","6","6 Speed Manual","19","Gasoline","26","Manual transmission","2011 Porsche Boxster S","Porsche","2011 Porsche Boxster","2011","310","266" +"207","244","8","Rear-wheel drive","Porsche 3.4L 6 Cylinder 320 hp 273 ft-lbs","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2011 Porsche Boxster Spyder","Porsche","2011 Porsche Boxster","2011","320","273" +"12","19","8","Rear-wheel drive","Porsche 2.9L 6 Cylinder 255 hp 214 ft-lbs","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2011 Porsche Boxster","Porsche","2011 Porsche Boxster","2011","255","214" +"210","108","118","Rear-wheel drive","Dodge 8.4L 10 Cylinder 600 hp 560 ft-lbs","True","6","6 Speed Manual","13","Gasoline","22","Manual transmission","2010 Dodge Viper SRT10 Coup","Dodge","2010 Dodge Viper Coup","2010","600","560" +"185","108","118","Rear-wheel drive","Dodge 8.4L 10 Cylinder 600 hp 560 ft-lbs","True","6","6 Speed Manual","13","Gasoline","22","Manual transmission","2010 Dodge Viper SRT10 Convertible","Dodge","2010 Dodge Viper Convertible","2010","600","560" +"12","19","8","Rear-wheel drive","Porsche 3.4L 6 Cylinder 310 hp 266 ft-lbs","True","6","6 Speed Manual","19","Gasoline","26","Manual transmission","2010 Porsche Boxster S","Porsche","2010 Porsche Boxster","2010","310","266" +"12","19","8","Rear-wheel drive","Porsche 2.9L 6 Cylinder 255 hp 214 ft-lbs","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2010 Porsche Boxster","Porsche","2010 Porsche Boxster","2010","255","214" +"175","238","146","All-wheel drive","Porsche 3.0L 6 Cylinder 380 hp 427 ft-lbs Hybrid","True","8","8 Speed Automatic Select Shift","20","Gasoline","24","Automatic transmission","2011 Porsche Cayenne S Hybrid","Porsche","2011 Porsche Cayenne S Hybrid","2011","380","427" +"175","238","146","All-wheel drive","Porsche 3.6L 6 Cylinder 300 hp 295 ft-lbs","True","6","6 Speed Manual","15","Gasoline","22","Manual transmission","2011 Porsche Cayenne","Porsche","2011 Porsche Cayenne","2011","300","295" +"165","238","146","All-wheel drive","Porsche 4.8L 8 cylinder 500 hp 516 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2011 Porsche Cayenne Turbo","Porsche","2011 Porsche Cayenne","2011","500","516" +"175","238","146","All-wheel drive","Porsche 3.6L 6 Cylinder 300 hp 295 ft-lbs","True","8","8 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 Porsche Cayenne Tiptronic","Porsche","2011 Porsche Cayenne","2011","300","295" +"175","238","146","All-wheel drive","Porsche 4.8L 8 Cylinder 400 hp 369 ft-lbs","True","8","8 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Porsche Cayenne S","Porsche","2011 Porsche Cayenne","2011","400","369" +"158","187","138","All-wheel drive","Porsche 4.8L 8 cylinder 550hp 553 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","12","Gasoline","19","Automatic transmission","2010 Porsche Cayenne Turbo S","Porsche","2010 Porsche Cayenne","2010","550","553" +"158","187","138","All-wheel drive","Porsche 4.8L 8 cylinder 500 hp 516 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","12","Gasoline","19","Automatic transmission","2010 Porsche Cayenne Turbo","Porsche","2010 Porsche Cayenne","2010","500","516" +"163","190","138","All-wheel drive","Porsche 4.8L 8 cylinder 405 hp 369 ft-lbs","True","6","6 Speed Automatic Select Shift","11","Gasoline","17","Automatic transmission","2010 Porsche Cayenne S Transsyberia Tiptronic","Porsche","2010 Porsche Cayenne","2010","405","369" +"140","187","166","All-wheel drive","Porsche 4.8L 8 cylinder 405 hp 369 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2010 Porsche Cayenne GTS Tiptronic","Porsche","2010 Porsche Cayenne","2010","405","369" +"140","187","166","All-wheel drive","Porsche 4.8L 8 cylinder 405 hp 369 ft-lbs","True","6","6 Speed Manual","11","Gasoline","17","Manual transmission","2010 Porsche Cayenne GTS","Porsche","2010 Porsche Cayenne","2010","405","369" +"163","190","138","All-wheel drive","Porsche 3.6L 6 cylinder 290 hp 273 ft-lbs","True","6","6 Speed Manual","14","Gasoline","20","Manual transmission","2010 Porsche Cayenne","Porsche","2010 Porsche Cayenne","2010","290","273" +"163","190","138","All-wheel drive","Porsche 4.8L 8 cylinder 385 hp 369 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","19","Automatic transmission","2010 Porsche Cayenne S","Porsche","2010 Porsche Cayenne","2010","385","369" +"163","190","138","All-wheel drive","Porsche 3.6L 6 cylinder 290 hp 273 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2010 Porsche Cayenne Tiptronic","Porsche","2010 Porsche Cayenne","2010","290","273" +"231","214","254","Front-wheel drive","Nissan 2.0L 4 cylinder 135 hp 142 ft-lbs","True","6","6 Speed Manual","24","Gasoline","31","Manual transmission","2010 Nissan Sentra 2.0 135 hp","Nissan","2010 Nissan Sentra","2010","135","142" +"22","60","219","Rear-wheel drive","GMC 4.8L 8 Cylinder 280 hp 295 ft-lbs FFV","True","6","6 Speed Automatic","8","E85","12","Automatic transmission","2011 GMC Savana Passenger 2500 LS","GMC","2011 GMC Savana","2011","280","295" +"22","60","219","Rear-wheel drive","GMC 6.0L 8 Cylinder 324 hp 373 ft-lbs FFV","True","6","6 Speed Automatic","11","Gasoline","16","Automatic transmission","2011 GMC Savana Passenger 2500 LS 6L","GMC","2011 GMC Savana","2011","324","373" +"22","60","219","Rear-wheel drive","GMC 4.8L 8 Cylinder 280 hp 295 ft-lbs FFV","True","6","6 Speed Automatic","8","E85","12","Automatic transmission","2011 GMC Savana Passenger 2500 LT","GMC","2011 GMC Savana","2011","280","295" +"22","60","219","Rear-wheel drive","GMC 6.0L 8 Cylinder 324 hp 373 ft-lbs FFV","True","6","6 Speed Automatic","11","Gasoline","16","Automatic transmission","2011 GMC Savana Passenger 2500 LT 6L","GMC","2011 GMC Savana","2011","324","373" +"66","123","219","Front-wheel drive","Chevrolet 2.2L 4 Cylinder 155 hp 150 ft-lbs FFV","True","5","5 Speed Manual","22","Gasoline","32","Manual transmission","2011 Chevrolet HHR Wagon LS","Chevrolet","2011 Chevrolet HHR Wagon","2011","155","150" +"66","123","219","Front-wheel drive","Chevrolet 2.2L 4 Cylinder 155 hp 150 ft-lbs FFV","True","4","4 Speed Automatic","22","Gasoline","30","Automatic transmission","2011 Chevrolet HHR Wagon LS AT","Chevrolet","2011 Chevrolet HHR Wagon","2011","155","150" +"66","123","219","Front-wheel drive","Chevrolet 2.2L 4 Cylinder 155 hp 150 ft-lbs FFV","True","5","5 Speed Manual","16","E85","23","Manual transmission","2011 Chevrolet HHR Wagon 1LT","Chevrolet","2011 Chevrolet HHR Wagon","2011","155","150" +"66","123","219","Front-wheel drive","Chevrolet 2.2L 4 Cylinder 155 hp 150 ft-lbs FFV","True","4","4 Speed Automatic","22","Gasoline","30","Automatic transmission","2011 Chevrolet HHR Wagon 1LT AT","Chevrolet","2011 Chevrolet HHR Wagon","2011","155","150" +"66","123","219","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 172 hp 167 ft-lbs FFV","True","5","5 Speed Manual","16","E85","23","Manual transmission","2011 Chevrolet HHR Wagon 2LT","Chevrolet","2011 Chevrolet HHR Wagon","2011","172","167" +"66","123","219","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 172 hp 167 ft-lbs FFV","True","4","4 Speed Automatic","22","Gasoline","30","Automatic transmission","2011 Chevrolet HHR Wagon 2LT AT","Chevrolet","2011 Chevrolet HHR Wagon","2011","172","167" +"66","123","219","Front-wheel drive","Chevrolet 2.2L 4 Cylinder 155 hp 150 ft-lbs FFV","True","5","5 Speed Manual","22","Gasoline","32","Manual transmission","2010 Chevrolet HHR Wagon LS","Chevrolet","2010 Chevrolet HHR Wagon","2010","155","150" +"66","123","219","Front-wheel drive","Chevrolet 2.2L 4 Cylinder 155 hp 150 ft-lbs FFV","True","4","4 Speed Automatic","22","Gasoline","30","Automatic transmission","2010 Chevrolet HHR Wagon LS AT","Chevrolet","2010 Chevrolet HHR Wagon","2010","155","150" +"66","123","219","Front-wheel drive","Chevrolet 2.2L 4 Cylinder 155 hp 150 ft-lbs FFV","True","5","5 Speed Manual","16","E85","23","Manual transmission","2010 Chevrolet HHR Wagon 1LT","Chevrolet","2010 Chevrolet HHR Wagon","2010","155","150" +"66","123","219","Front-wheel drive","Chevrolet 2.2L 4 Cylinder 155 hp 150 ft-lbs FFV","True","4","4 Speed Automatic","22","Gasoline","30","Automatic transmission","2010 Chevrolet HHR Wagon 1LT AT","Chevrolet","2010 Chevrolet HHR Wagon","2010","155","150" +"66","123","219","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 172 hp 167 ft-lbs FFV","True","5","5 Speed Manual","16","E85","22","Manual transmission","2010 Chevrolet HHR Wagon 2LT","Chevrolet","2010 Chevrolet HHR Wagon","2010","172","167" +"66","123","219","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 172 hp 167 ft-lbs FFV","True","4","4 Speed Automatic","15","E85","21","Automatic transmission","2010 Chevrolet HHR Wagon 2LT AT","Chevrolet","2010 Chevrolet HHR Wagon","2010","172","167" +"51","131","219","Front-wheel drive","Chevrolet 2.0L 4 Cylinder 260 hp 260 ft-lbs Turbo","True","5","5 Speed Manual","21","Gasoline","29","Manual transmission","2010 Chevrolet HHR Wagon SS","Chevrolet","2010 Chevrolet HHR Wagon","2010","260","260" +"51","131","219","Front-wheel drive","Chevrolet 2.0L 4 Cylinder 260 hp 260 ft-lbs Turbo","True","4","4 Speed Automatic","19","Gasoline","29","Automatic transmission","2010 Chevrolet HHR Wagon SS AT","Chevrolet","2010 Chevrolet HHR Wagon","2010","260","260" +"66","123","219","Front-wheel drive","Chevrolet 2.2L 4 Cylinder 155 hp 150 ft-lbs FFV","True","5","5 Speed Manual","16","E85","23","Manual transmission","2011 Chevrolet HHR Panel LS","Chevrolet","2011 Chevrolet HHR Panel","2011","155","150" +"66","123","219","Front-wheel drive","Chevrolet 2.2L 4 Cylinder 155 hp 150 ft-lbs FFV","True","4","4 Speed Automatic","22","Gasoline","30","Automatic transmission","2011 Chevrolet HHR Panel LS AT","Chevrolet","2011 Chevrolet HHR Panel","2011","155","150" +"66","123","219","Front-wheel drive","Chevrolet 2.2L 4 Cylinder 155 hp 150 ft-lbs FFV","True","5","5 Speed Manual","16","E85","23","Manual transmission","2010 Chevrolet HHR Panel LS","Chevrolet","2010 Chevrolet HHR Panel","2010","155","150" +"66","123","219","Front-wheel drive","Chevrolet 2.2L 4 Cylinder 155 hp 150 ft-lbs FFV","True","4","4 Speed Automatic","22","Gasoline","30","Automatic transmission","2010 Chevrolet HHR Panel LS AT","Chevrolet","2010 Chevrolet HHR Panel","2010","155","150" +"66","123","219","Front-wheel drive","Chevrolet 2.2L 4 Cylinder 155 hp 150 ft-lbs FFV","True","5","5 Speed Manual","22","Gasoline","32","Manual transmission","2010 Chevrolet HHR Panel 1LT","Chevrolet","2010 Chevrolet HHR Panel","2010","155","150" +"66","123","219","Front-wheel drive","Chevrolet 2.2L 4 Cylinder 155 hp 150 ft-lbs FFV","True","4","4 Speed Automatic","16","E85","22","Automatic transmission","2010 Chevrolet HHR Panel 1LT AT","Chevrolet","2010 Chevrolet HHR Panel","2010","155","150" +"66","123","219","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 172 hp 167 ft-lbs FFV","True","5","5 Speed Manual","22","Gasoline","30","Manual transmission","2010 Chevrolet HHR Panel 2LT","Chevrolet","2010 Chevrolet HHR Panel","2010","172","167" +"66","123","219","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 172 hp 167 ft-lbs FFV","True","4","4 Speed Automatic","15","E85","21","Automatic transmission","2010 Chevrolet HHR Panel 2LT AT","Chevrolet","2010 Chevrolet HHR Panel","2010","172","167" +"20","83","60","Rear-wheel drive","Porsche 3.8L 6 Cylinder 408 hp 310 ft-lbs","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2011 Porsche 911 Carrera GTS Cabriolet","Porsche","2011 Porsche 911 Cabriolet","2011","408","310" +"23","24","8","Rear-wheel drive","Porsche 2.9L 6 Cylinder 265 hp 221 ft-lbs","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2011 Porsche Cayman","Porsche","2011 Porsche Cayman","2011","265","221" +"5","249","8","Rear-wheel drive","Porsche 3.4L 6 Cylinder 330 hp 273 ft-lbs","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2011 Porsche Cayman R","Porsche","2011 Porsche Cayman","2011","330","273" +"25","24","8","Rear-wheel drive","Porsche 3.4L 6 Cylinder 320 hp 273 ft-lbs","True","6","6 Speed Manual","19","Gasoline","26","Manual transmission","2011 Porsche Cayman S","Porsche","2011 Porsche Cayman","2011","320","273" +"23","24","8","Rear-wheel drive","Porsche 2.9L 6 Cylinder 265 hp 221 ft-lbs","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2010 Porsche Cayman","Porsche","2010 Porsche Cayman","2010","265","221" +"25","24","8","Rear-wheel drive","Porsche 3.4L 6 Cylinder 320 hp 273 ft-lbs","True","6","6 Speed Manual","19","Gasoline","26","Manual transmission","2010 Porsche Cayman S","Porsche","2010 Porsche Cayman","2010","320","273" +"210","226","59","Front-wheel drive","Chevrolet 3.6L 6 Cylinder 300 hp 262 ft-lbs FFV","True","6","6 Speed Automatic","13","E85","22","Automatic transmission","2012 Chevrolet Impala LS","Chevrolet","2012 Chevrolet Impala","2012","300","262" +"210","226","59","Front-wheel drive","Chevrolet 3.6L 6 Cylinder 300 hp 262 ft-lbs FFV","True","6","6 Speed Automatic","18","Gasoline","30","Automatic transmission","2012 Chevrolet Impala LT","Chevrolet","2012 Chevrolet Impala","2012","300","262" +"210","226","59","Front-wheel drive","Chevrolet 3.6L 6 Cylinder 300 hp 262 ft-lbs FFV","True","6","6 Speed Automatic","18","Gasoline","30","Automatic transmission","2012 Chevrolet Impala LTZ","Chevrolet","2012 Chevrolet Impala","2012","300","262" +"210","226","59","Front-wheel drive","Chevrolet 3.5L 6 Cylinder 211 hp 216 ft-lbs FFV","True","4","4 Speed Automatic","14","E85","22","Automatic transmission","2011 Chevrolet Impala LS","Chevrolet","2011 Chevrolet Impala","2011","211","216" +"210","226","59","Front-wheel drive","Chevrolet 3.5L 6 Cylinder 211 hp 216 ft-lbs FFV","True","4","4 Speed Automatic","14","E85","22","Automatic transmission","2011 Chevrolet Impala LT","Chevrolet","2011 Chevrolet Impala","2011","211","216" +"210","226","59","Front-wheel drive","Chevrolet 3.9L 6 Cylinder 230 hp 235 ft-lbs FFV","True","4","4 Speed Automatic","17","Gasoline","27","Automatic transmission","2011 Chevrolet Impala LTZ","Chevrolet","2011 Chevrolet Impala","2011","230","235" +"163","207","244","All-wheel drive","Subaru 2.5L 4 cylinder 224 hp 226 ft-lbs Turbo","True","4","4 Speed Automatic Select Shift","19","Gasoline","24","Automatic transmission","2011 Subaru Forester 2.5XT Premium","Subaru","2011 Subaru Forester","2011","224","226" +"163","207","244","All-wheel drive","Subaru 2.5L 4 Cylinder 170 hp 174 ft-lbs","True","4","4 Speed Automatic Select Shift","21","Gasoline","27","Automatic transmission","2011 Subaru Forester 2.5X Limited","Subaru","2011 Subaru Forester","2011","170","174" +"137","207","244","All-wheel drive","Subaru 2.5L 4 Cylinder 170 hp 174 ft-lbs","True","5","5 Speed Manual","21","Gasoline","27","Manual transmission","2011 Subaru Forester 2.5X","Subaru","2011 Subaru Forester","2011","170","174" +"163","207","244","All-wheel drive","Subaru 2.5L 4 Cylinder 170 hp 174 ft-lbs","True","4","4 Speed Automatic Select Shift","21","Gasoline","27","Automatic transmission","2011 Subaru Forester 2.5X Touring","Subaru","2011 Subaru Forester","2011","170","174" +"163","207","244","All-wheel drive","Subaru 2.5L 4 Cylinder 170 hp 174 ft-lbs","True","5","5 Speed Manual","21","Gasoline","27","Manual transmission","2011 Subaru Forester 2.5X Premium","Subaru","2011 Subaru Forester","2011","170","174" +"163","207","244","All-wheel drive","Subaru 2.5L 4 cylinder 224 hp 226 ft-lbs Turbo","True","4","4 Speed Automatic Select Shift","19","Gasoline","24","Automatic transmission","2011 Subaru Forester 2.5XT Touring","Subaru","2011 Subaru Forester","2011","224","226" +"210","226","59","Front-wheel drive","Chevrolet 3.5L 6 Cylinder 211 hp 216 ft-lbs FFV","True","4","4 Speed Automatic","14","E85","22","Automatic transmission","2010 Chevrolet Impala LS","Chevrolet","2010 Chevrolet Impala","2010","211","216" +"210","226","59","Front-wheel drive","Chevrolet 3.5L 6 Cylinder 211 hp 216 ft-lbs FFV","True","4","4 Speed Automatic","18","Gasoline","29","Automatic transmission","2010 Chevrolet Impala LT","Chevrolet","2010 Chevrolet Impala","2010","211","216" +"210","226","59","Front-wheel drive","Chevrolet 3.9L 6 Cylinder 230 hp 235 ft-lbs FFV","True","4","4 Speed Automatic","13","E85","20","Automatic transmission","2010 Chevrolet Impala LTZ","Chevrolet","2010 Chevrolet Impala","2010","230","235" +"231","5","214","All-wheel drive","Buick 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Buick Enclave CX AWD","Buick","2011 Buick Enclave","2011","288","270" +"231","5","214","Front-wheel drive","Buick 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 Buick Enclave CXL-2","Buick","2011 Buick Enclave","2011","288","270" +"231","5","214","Front-wheel drive","Buick 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 Buick Enclave CXL-1","Buick","2011 Buick Enclave","2011","288","270" +"231","5","214","Front-wheel drive","Buick 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 Buick Enclave CX","Buick","2011 Buick Enclave","2011","288","270" +"231","5","214","All-wheel drive","Buick 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Buick Enclave CXL-2 AWD","Buick","2011 Buick Enclave","2011","288","270" +"231","5","214","All-wheel drive","Buick 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Buick Enclave CXL-1 AWD","Buick","2011 Buick Enclave","2011","288","270" +"231","5","214","Front-wheel drive","Buick 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2010 Buick Enclave CXL-2","Buick","2010 Buick Enclave","2010","288","270" +"231","5","214","All-wheel drive","Buick 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2010 Buick Enclave CX AWD","Buick","2010 Buick Enclave","2010","288","270" +"231","5","214","All-wheel drive","Buick 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2010 Buick Enclave CXL-1 AWD","Buick","2010 Buick Enclave","2010","288","270" +"231","5","214","Front-wheel drive","Buick 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2010 Buick Enclave CX","Buick","2010 Buick Enclave","2010","288","270" +"231","5","214","All-wheel drive","Buick 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2010 Buick Enclave CXL-2 AWD","Buick","2010 Buick Enclave","2010","288","270" +"231","5","214","Front-wheel drive","Buick 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2010 Buick Enclave CXL-1","Buick","2010 Buick Enclave","2010","288","270" +"148","148","19","Rear-wheel drive","Suzuki 2.4L 4 Cylinder 166 hp 162 ft-lbs","True","5","5 Speed Manual","19","Gasoline","26","Manual transmission","2011 Suzuki Grand Vitara","Suzuki","2011 Suzuki Grand Vitara","2011","166","162" +"148","148","19","Rear-wheel drive","Suzuki 2.4L 4 Cylinder 166 hp 162 ft-lbs","True","4","4 Speed Automatic","19","Gasoline","25","Automatic transmission","2011 Suzuki Grand Vitara Premium","Suzuki","2011 Suzuki Grand Vitara","2011","166","162" +"158","148","19","Four-wheel drive","Suzuki 2.4L 4 Cylinder 166 hp 162 ft-lbs","True","4","4 Speed Automatic","19","Gasoline","23","Automatic transmission","2011 Suzuki Grand Vitara Premium 4WD","Suzuki","2011 Suzuki Grand Vitara","2011","166","162" +"148","148","19","Rear-wheel drive","Suzuki 2.4L 4 Cylinder 166 hp 162 ft-lbs","True","4","4 Speed Automatic","19","Gasoline","25","Automatic transmission","2011 Suzuki Grand Vitara Limited","Suzuki","2011 Suzuki Grand Vitara","2011","166","162" +"158","148","19","Four-wheel drive","Suzuki 2.4L 4 Cylinder 166 hp 162 ft-lbs","True","4","4 Speed Automatic","19","Gasoline","23","Automatic transmission","2011 Suzuki Grand Vitara Limited 4WD","Suzuki","2011 Suzuki Grand Vitara","2011","166","162" +"223","137","64","Front-wheel drive","Buick 2.4L 4 Cylinder 182 hp 172 ft-lbs Hybrid","True","6","6 Speed Automatic Select Shift","19","Gasoline","30","Automatic transmission","2011 Buick Lacrosse CX","Buick","2011 Buick Lacrosse","2011","182","172" +"223","137","64","Front-wheel drive","Buick 3.6L 6 Cylinder 280 hp 259 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","27","Automatic transmission","2011 Buick Lacrosse CXS","Buick","2011 Buick Lacrosse","2011","280","259" +"223","137","64","All-wheel drive","Buick 3.6L 6 Cylinder 280 hp 259 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","26","Automatic transmission","2011 Buick Lacrosse CXL AWD","Buick","2011 Buick Lacrosse","2011","280","259" +"223","137","64","Front-wheel drive","Buick 2.4L 4 Cylinder 182 hp 172 ft-lbs Hybrid","True","6","6 Speed Automatic Select Shift","19","Gasoline","30","Automatic transmission","2011 Buick Lacrosse CXL","Buick","2011 Buick Lacrosse","2011","182","172" +"223","137","64","Front-wheel drive","Buick 2.4L 4 Cylinder 182 hp 172 ft-lbs Hybrid","True","6","6 Speed Automatic Select Shift","19","Gasoline","30","Automatic transmission","2010 Buick Lacrosse CX","Buick","2010 Buick Lacrosse","2010","182","172" +"223","137","64","All-wheel drive","Buick 3.0L 6 Cylinder 252 hp 215 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","25","Automatic transmission","2010 Buick Lacrosse CXL AWD","Buick","2010 Buick Lacrosse","2010","252","215" +"223","137","64","Front-wheel drive","Buick 3.6L 6 Cylinder 280 hp 259 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","27","Automatic transmission","2010 Buick Lacrosse CXS","Buick","2010 Buick Lacrosse","2010","280","259" +"223","137","64","Front-wheel drive","Buick 3.0L 6 Cylinder 255 hp 217 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2010 Buick Lacrosse CXL","Buick","2010 Buick Lacrosse","2010","255","217" +"223","137","64","Front-wheel drive","Buick 3.0L 6 Cylinder 255 hp 217 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2010 Buick Lacrosse CX V6","Buick","2010 Buick Lacrosse","2010","255","217" +"158","148","19","Rear-wheel drive","Suzuki 2.4L 4 Cylinder 166 hp 162 ft-lbs","True","5","5 Speed Manual","19","Gasoline","26","Manual transmission","2010 Suzuki Grand Vitara","Suzuki","2010 Suzuki Grand Vitara","2010","166","162" +"158","148","19","Rear-wheel drive","Suzuki 2.4L 4 Cylinder 166 hp 162 ft-lbs","True","4","4 Speed Automatic","19","Gasoline","25","Automatic transmission","2010 Suzuki Grand Vitara Premium","Suzuki","2010 Suzuki Grand Vitara","2010","166","162" +"158","148","19","Four-wheel drive","Suzuki 2.4L 4 Cylinder 166 hp 162 ft-lbs","True","4","4 Speed Automatic","19","Gasoline","23","Automatic transmission","2010 Suzuki Grand Vitara Premium 4WD","Suzuki","2010 Suzuki Grand Vitara","2010","166","162" +"158","148","19","Rear-wheel drive","Suzuki 2.4L 4 Cylinder 166 hp 162 ft-lbs","True","4","4 Speed Automatic","19","Gasoline","25","Automatic transmission","2010 Suzuki Grand Vitara XSport","Suzuki","2010 Suzuki Grand Vitara","2010","166","162" +"158","148","19","Four-wheel drive","Suzuki 3.2L 6 Cylinder 230 hp 213 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Suzuki Grand Vitara XSport 4WD","Suzuki","2010 Suzuki Grand Vitara","2010","230","213" +"158","148","19","Rear-wheel drive","Suzuki 2.4L 4 Cylinder 166 hp 162 ft-lbs","True","4","4 Speed Automatic","19","Gasoline","25","Automatic transmission","2010 Suzuki Grand Vitara Limited","Suzuki","2010 Suzuki Grand Vitara","2010","166","162" +"158","148","19","Four-wheel drive","Suzuki 2.4L 4 Cylinder 166 hp 162 ft-lbs","True","4","4 Speed Automatic","19","Gasoline","23","Automatic transmission","2010 Suzuki Grand Vitara Limited 4WD","Suzuki","2010 Suzuki Grand Vitara","2010","166","162" +"158","148","19","Four-wheel drive","Suzuki 3.2L 6 Cylinder 230 hp 213 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Suzuki Grand Vitara Limited 3.2L 4WD","Suzuki","2010 Suzuki Grand Vitara","2010","230","213" +"158","148","19","Four-wheel drive","Suzuki 2.4L 4 Cylinder 166 hp 162 ft-lbs","True","4","4 Speed Automatic","19","Gasoline","23","Automatic transmission","2010 Suzuki Grand Vitara Special Edition","Suzuki","2010 Suzuki Grand Vitara","2010","166","162" +"22","60","219","Rear-wheel drive","GMC 6.0L 8 Cylinder 324 hp 373 ft-lbs FFV","True","6","6 Speed Automatic","11","Gasoline","16","Automatic transmission","2011 GMC Savana Passenger 3500 LS","GMC","2011 GMC Savana","2011","324","373" +"22","60","219","Rear-wheel drive","GMC 6.0L 8 Cylinder 324 hp 373 ft-lbs FFV","True","6","6 Speed Automatic","8","E85","12","Automatic transmission","2011 GMC Savana Passenger 3500 LT","GMC","2011 GMC Savana","2011","324","373" +"201","33","219","Front-wheel drive","Honda 3.5L 6 Cylinder 248 hp 250 ft-lbs","True","5","5 Speed Automatic","18","Gasoline","27","Automatic transmission","2011 Honda Odyssey LX","Honda","2011 Honda Odyssey","2011","248","250" +"201","33","219","Front-wheel drive","Honda 3.5L 6 Cylinder 248 hp 250 ft-lbs","True","5","5 Speed Automatic","18","Gasoline","27","Automatic transmission","2011 Honda Odyssey EX","Honda","2011 Honda Odyssey","2011","248","250" +"201","33","219","Front-wheel drive","Honda 3.5L 6 Cylinder 248 hp 250 ft-lbs","True","5","5 Speed Automatic","18","Gasoline","27","Automatic transmission","2011 Honda Odyssey EX-L","Honda","2011 Honda Odyssey","2011","248","250" +"201","33","219","Front-wheel drive","Honda 3.5L 6 Cylinder 248 hp 250 ft-lbs","True","6","6 Speed Automatic","19","Gasoline","28","Automatic transmission","2011 Honda Odyssey Touring","Honda","2011 Honda Odyssey","2011","248","250" +"201","33","219","Front-wheel drive","Honda 3.5L 6 Cylinder 248 hp 250 ft-lbs","True","6","6 Speed Automatic","19","Gasoline","28","Automatic transmission","2011 Honda Odyssey Touring Elite","Honda","2011 Honda Odyssey","2011","248","250" +"55","56","219","Rear-wheel drive","GMC 6.0L 8 Cylinder 324 hp 373 ft-lbs FFV","True","6","6 Speed Automatic","11","Gasoline","16","Automatic transmission","2011 GMC Savana Passenger 3500 Extended Wheelbase LS","GMC","2011 GMC Savana","2011","324","373" +"55","56","219","Rear-wheel drive","GMC 6.0L 8 Cylinder 324 hp 373 ft-lbs FFV","True","6","6 Speed Automatic","11","Gasoline","16","Automatic transmission","2011 GMC Savana Passenger 3500 Extended Wheelbase LT","GMC","2011 GMC Savana","2011","324","373" +"77","60","219","Rear-wheel drive","GMC 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 GMC Savana Cargo 1500","GMC","2011 GMC Savana","2011","195","260" +"77","60","219","Rear-wheel drive","GMC 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2011 GMC Savana Cargo 1500 5.3L","GMC","2011 GMC Savana","2011","310","334" +"77","60","219","All-wheel drive","GMC 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2011 GMC Savana Cargo 1500 AWD","GMC","2011 GMC Savana","2011","310","334" +"22","60","219","Rear-wheel drive","GMC 4.8L 8 Cylinder 280 hp 295 ft-lbs FFV","True","6","6 Speed Automatic","8","E85","12","Automatic transmission","2011 GMC Savana Cargo 2500","GMC","2011 GMC Savana","2011","280","295" +"22","60","219","Rear-wheel drive","GMC 6.0L 8 Cylinder 324 hp 373 ft-lbs FFV","True","6","6 Speed Automatic","8","E85","12","Automatic transmission","2011 GMC Savana Cargo 2500 6L","GMC","2011 GMC Savana","2011","324","373" +"74","70","240","Rear-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","14","Automatic transmission","2010 GMC Sierra 1500 Long Box WT 2WD 4.8L","GMC","2010 GMC Sierra 1500","2010","302","305" +"34","56","219","Rear-wheel drive","GMC 4.8L 8 Cylinder 280 hp 295 ft-lbs FFV","True","6","6 Speed Automatic","10","Gasoline","16","Automatic transmission","2011 GMC Savana Cargo 2500 Extended Wheelbase","GMC","2011 GMC Savana","2011","280","295" +"22","60","219","Rear-wheel drive","GMC 4.8L 8 Cylinder 280 hp 295 ft-lbs FFV","True","6","6 Speed Automatic","8","E85","12","Automatic transmission","2011 GMC Savana Cargo 3500","GMC","2011 GMC Savana","2011","280","295" +"74","70","240","Rear-wheel drive","GMC 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 GMC Sierra 1500 Long Box WT 2WD","GMC","2010 GMC Sierra 1500","2010","195","260" +"55","56","219","Rear-wheel drive","GMC 4.8L 8 Cylinder 280 hp 295 ft-lbs FFV","True","6","6 Speed Automatic","8","E85","12","Automatic transmission","2011 GMC Savana Cargo 3500 Extended Wheelbase","GMC","2011 GMC Savana","2011","280","295" +"137","207","244","All-wheel drive","Subaru 2.5L 4 Cylinder 170 hp 174 ft-lbs","True","4","4 Speed Automatic Select Shift","21","Gasoline","27","Automatic transmission","2011 Subaru Forester 2.5X AT","Subaru","2011 Subaru Forester","2011","170","174" +"163","207","244","All-wheel drive","Subaru 2.5L 4 Cylinder 170 hp 174 ft-lbs","True","4","4 Speed Automatic Select Shift","21","Gasoline","27","Automatic transmission","2011 Subaru Forester 2.5X Premium AT","Subaru","2011 Subaru Forester","2011","170","174" +"211","13","166","Front-wheel drive","Honda 3.5L 6 Cylinder 244 hp 240 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","23","Automatic transmission","2010 Honda Odyssey LX","Honda","2010 Honda Odyssey","2010","244","240" +"242","13","166","Front-wheel drive","Honda 3.5L 6 Cylinder 244 hp 240 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","23","Automatic transmission","2010 Honda Odyssey EX","Honda","2010 Honda Odyssey","2010","244","240" +"242","13","166","Front-wheel drive","Honda 3.5L 6 Cylinder 244 hp 245 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","25","Automatic transmission","2010 Honda Odyssey EX-L","Honda","2010 Honda Odyssey","2010","244","245" +"242","13","166","Front-wheel drive","Honda 3.5L 6 Cylinder 244 hp 245 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","25","Automatic transmission","2010 Honda Odyssey Touring","Honda","2010 Honda Odyssey","2010","244","245" +"24","60","224","Rear-wheel drive","GMC 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2010 GMC Savana Passenger 1500 LS","GMC","2010 GMC Savana","2010","310","334" +"24","60","224","All-wheel drive","GMC 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","17","Automatic transmission","2010 GMC Savana Passenger 1500 LS AWD","GMC","2010 GMC Savana","2010","310","334" +"24","60","224","Rear-wheel drive","GMC 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2010 GMC Savana Passenger 1500 LT","GMC","2010 GMC Savana","2010","310","334" +"24","60","224","All-wheel drive","GMC 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","12","Automatic transmission","2010 GMC Savana Passenger 1500 LT AWD","GMC","2010 GMC Savana","2010","310","334" +"200","42","29","Front-wheel drive","Suzuki 2.4L 4 Cylinder 185 hp 170 ft-lbs","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2011 Suzuki Kizashi S","Suzuki","2011 Suzuki Kizashi","2011","185","170" +"190","42","29","Front-wheel drive","Suzuki 2.4L 4 Cylinder 185 hp 170 ft-lbs","True","6","6 Speed Manual","20","Gasoline","29","Manual transmission","2011 Suzuki Kizashi Sport GTS","Suzuki","2011 Suzuki Kizashi","2011","185","170" +"24","60","224","Rear-wheel drive","GMC 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 GMC Savana Cargo 1500","GMC","2010 GMC Savana","2010","195","260" +"24","60","224","All-wheel drive","GMC 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","18","Automatic transmission","2010 GMC Savana Cargo 1500 AWD","GMC","2010 GMC Savana","2010","310","334" +"200","42","29","Front-wheel drive","Suzuki 2.4L 4 Cylinder 185 hp 170 ft-lbs","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2010 Suzuki Kizashi S","Suzuki","2010 Suzuki Kizashi","2010","185","170" +"200","42","29","Front-wheel drive","Suzuki 2.4L 4 Cylinder 185 hp 170 ft-lbs","True","6","6 Speed Manual","20","Gasoline","29","Manual transmission","2010 Suzuki Kizashi GTS","Suzuki","2010 Suzuki Kizashi","2010","185","170" +"200","42","29","Front-wheel drive","Suzuki 2.4L 4 Cylinder 185 hp 170 ft-lbs","True","6","6 Speed Manual","20","Gasoline","29","Manual transmission","2010 Suzuki Kizashi SLS","Suzuki","2010 Suzuki Kizashi","2010","185","170" +"157","37","244","Front-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","6","6 Speed Manual","20","Gasoline","29","Manual transmission","2011 Saab 9-3 2.0T Aero Convertible MT","Saab","2011 Saab 9-3 Convertible","2011","210","221" +"157","37","244","Front-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","6","6 Speed Manual","20","Gasoline","29","Manual transmission","2011 Saab 9-3 2.0T Convertible","Saab","2011 Saab 9-3 Convertible","2011","210","221" +"157","37","244","Front-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","5","5 Speed Automatic","19","Gasoline","27","Automatic transmission","2011 Saab 9-3 2.0T Convertible AT","Saab","2011 Saab 9-3 Convertible","2011","210","221" +"157","37","244","Front-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","5","5 Speed Automatic","19","Gasoline","27","Automatic transmission","2011 Saab 9-3 2.0T Aero Convertible","Saab","2011 Saab 9-3 Convertible","2011","210","221" +"157","37","244","Front-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","5","5 Speed Automatic","19","Gasoline","27","Automatic transmission","2010 Saab 9-3 2.0T Convertible AT","Saab","2010 Saab 9-3 Convertible","2010","210","221" +"157","37","244","Front-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","6","6 Speed Manual","20","Gasoline","29","Manual transmission","2010 Saab 9-3 2.0T Aero Convertible MT","Saab","2010 Saab 9-3 Convertible","2010","210","221" +"157","37","244","Front-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","6","6 Speed Manual","20","Gasoline","29","Manual transmission","2010 Saab 9-3 2.0T Convertible","Saab","2010 Saab 9-3 Convertible","2010","210","221" +"157","37","244","Front-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","5","5 Speed Automatic","19","Gasoline","27","Automatic transmission","2010 Saab 9-3 2.0T Aero Convertible","Saab","2010 Saab 9-3 Convertible","2010","210","221" +"8","138","193","Front-wheel drive","Suzuki 2.0L 4 Cylinder 150 hp 140 ft-lbs","True","6","6 Speed Manual","23","Gasoline","33","Manual transmission","2011 Suzuki SX4 Sport Sedan","Suzuki","2011 Suzuki SX4 Sedan","2011","150","140" +"8","193","8","Front-wheel drive","Suzuki 2.0L 4 Cylinder 150 hp 140 ft-lbs","True","6","6 Speed Manual","23","Gasoline","32","Manual transmission","2011 Suzuki SX4 Sport Sedan S","Suzuki","2011 Suzuki SX4 Sedan","2011","150","140" +"8","138","193","Front-wheel drive","Suzuki 2.0L 4 Cylinder 150 hp 140 ft-lbs","True","6","6 Speed Manual","23","Gasoline","33","Manual transmission","2011 Suzuki SX4 Sport Sedan LE","Suzuki","2011 Suzuki SX4 Sedan","2011","150","140" +"43","39","219","Front-wheel drive","Suzuki 2.0L 4 Cylinder 150 hp 140 ft-lbs","True","6","6 Speed Manual","22","Gasoline","30","Manual transmission","2010 Suzuki SX4 Sportback GTS","Suzuki","2010 Suzuki SX4 Sportback","2010","150","140" +"33","18","219","Front-wheel drive","Suzuki 2.0L 4 Cylinder 150 hp 140 ft-lbs","True","6","6 Speed Manual","22","Gasoline","30","Manual transmission","2011 Suzuki SX4 Sportback","Suzuki","2011 Suzuki SX4 Sportback","2011","150","140" +"33","18","219","Front-wheel drive","Suzuki 2.0L 4 Cylinder 150 hp 140 ft-lbs","True","6","6 Speed Manual","22","Gasoline","30","Manual transmission","2011 Suzuki SX4 Sportback Technology","Suzuki","2011 Suzuki SX4 Sportback","2011","150","140" +"8","138","193","Front-wheel drive","Suzuki 2.0L 4 Cylinder 150 hp 140 ft-lbs","True","6","6 Speed Manual","23","Gasoline","33","Manual transmission","2010 Suzuki SX4 Sport","Suzuki","2010 Suzuki SX4 Sedan","2010","150","140" +"8","159","193","Front-wheel drive","Suzuki 2.0L 4 Cylinder 150 hp 140 ft-lbs","True","6","6 Speed Manual","23","Gasoline","32","Manual transmission","2010 Suzuki SX4 Sport S","Suzuki","2010 Suzuki SX4 Sedan","2010","150","140" +"8","138","193","Front-wheel drive","Suzuki 2.0L 4 Cylinder 150 hp 140 ft-lbs","True","6","6 Speed Manual","23","Gasoline","33","Manual transmission","2010 Suzuki SX4 Sport LE","Suzuki","2010 Suzuki SX4 Sedan","2010","150","140" +"170","37","8","Front-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","5","5 Speed Automatic","19","Gasoline","28","Automatic transmission","2011 Saab 9-3 2.0T Sport Sedan AT","Saab","2011 Saab 9-3 Sport Sedan","2011","210","221" +"170","37","8","Front-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","5","5 Speed Automatic","19","Gasoline","28","Automatic transmission","2011 Saab 9-3 2.0T Aero Sport Sedan","Saab","2011 Saab 9-3 Sport Sedan","2011","210","221" +"170","37","8","Front-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2011 Saab 9-3 2.0T Aero Sport Sedan MT","Saab","2011 Saab 9-3 Sport Sedan","2011","210","221" +"249","80","8","All-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","6","6 Speed Automatic","17","Gasoline","27","Automatic transmission","2011 Saab 9-3 2.0T Aero Sport Sedan XWD","Saab","2011 Saab 9-3 Sport Sedan","2011","210","221" +"249","80","8","All-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","6","6 Speed Automatic","17","Gasoline","27","Automatic transmission","2011 Saab 9-3 2.0T Sport Sedan XWD","Saab","2011 Saab 9-3 Sport Sedan","2011","210","221" +"170","37","8","Front-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2011 Saab 9-3 2.0T Sport Sedan","Saab","2011 Saab 9-3 Sport Sedan","2011","210","221" +"249","80","8","All-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","6","6 Speed Manual","20","Gasoline","29","Manual transmission","2011 Saab 9-3 2.0T Aero Sport Sedan XWD MT","Saab","2011 Saab 9-3 Sport Sedan","2011","210","221" +"249","80","8","All-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","6","6 Speed Manual","20","Gasoline","29","Manual transmission","2011 Saab 9-3 2.0T Sport Sedan XWD MT","Saab","2011 Saab 9-3 Sport Sedan","2011","210","221" +"163","207","244","All-wheel drive","Subaru 2.5L 4 cylinder 224 hp 226 ft-lbs Turbo","True","4","4 Speed Automatic Select Shift","19","Gasoline","24","Automatic transmission","2010 Subaru Forester 2.5XT Premium","Subaru","2010 Subaru Forester","2010","224","226" +"137","207","244","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","5","5 Speed Manual","20","Gasoline","27","Manual transmission","2010 Subaru Forester 2.5X","Subaru","2010 Subaru Forester","2010","170","170" +"163","207","244","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","4","4 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2010 Subaru Forester 2.5X Limited","Subaru","2010 Subaru Forester","2010","170","170" +"137","207","244","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","4","4 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2010 Subaru Forester 2.5X AT","Subaru","2010 Subaru Forester","2010","170","170" +"163","207","244","All-wheel drive","Subaru 2.5L 4 cylinder 224 hp 226 ft-lbs Turbo","True","4","4 Speed Automatic Select Shift","19","Gasoline","24","Automatic transmission","2010 Subaru Forester 2.5XT Limited","Subaru","2010 Subaru Forester","2010","224","226" +"163","207","244","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","5","5 Speed Manual","20","Gasoline","27","Manual transmission","2010 Subaru Forester 2.5X Premium","Subaru","2010 Subaru Forester","2010","170","170" +"163","207","244","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","4","4 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2010 Subaru Forester 2.5X Premium AT","Subaru","2010 Subaru Forester","2010","170","170" +"150","6","28","Front-wheel drive","Lexus 3.5L 6 Cylinder 268 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","27","Automatic transmission","2011 Lexus ES 350","Lexus","2011 Lexus ES","2011","268","248" +"155","235","29","All-wheel drive","Lexus 3.5L 6 Cylinder 303hp 274ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2010 Lexus GS 350 AWD Sedan","Lexus","2010 Lexus GS","2010","303","274" +"144","235","29","Rear-wheel drive","Lexus 3.5L 6 Cylinder 303hp 274ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","26","Automatic transmission","2010 Lexus GS 350 Sedan","Lexus","2010 Lexus GS","2010","303","274" +"144","235","29","Rear-wheel drive","Lexus 4.6L 8 Cylinder 342hp 339ft-lbs","True","8","8 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2010 Lexus GS 460 Sedan","Lexus","2010 Lexus GS","2010","342","339" +"195","227","203","All-wheel drive","Subaru 2.0L 4 Cylinder 148 hp 145 ft-lbs","True","5","5 Speed Manual","25","Gasoline","34","Manual transmission","2012 Subaru Impreza Sedan 2.0i","Subaru","2012 Subaru Impreza Sedan","2012","148","145" +"195","227","203","All-wheel drive","Subaru 2.0L 4 Cylinder 148 hp 145 ft-lbs","True","5","5 Speed Manual","25","Gasoline","34","Manual transmission","2012 Subaru Impreza Sedan 2.0i PZEV","Subaru","2012 Subaru Impreza Sedan","2012","148","145" +"195","227","203","All-wheel drive","Subaru 2.0L 4 Cylinder 148 hp 145 ft-lbs","True","5","5 Speed Manual","25","Gasoline","34","Manual transmission","2012 Subaru Impreza Sedan 2.0i Premium PZEV","Subaru","2012 Subaru Impreza Sedan","2012","148","145" +"195","227","203","All-wheel drive","Subaru 2.0L 4 Cylinder 148 hp 145 ft-lbs","True","5","5 Speed Manual","25","Gasoline","34","Manual transmission","2012 Subaru Impreza Sedan 2.0i Premium","Subaru","2012 Subaru Impreza Sedan","2012","148","145" +"193","41","82","Front-wheel drive","Buick 3.9L 6 Cylinder 227 hp 237 ft-lbs FFV","True","4","4 Speed Automatic","13","E85","20","Automatic transmission","2011 Buick Lucerne CXL","Buick","2011 Buick Lucerne","2011","227","237" +"193","41","82","Front-wheel drive","Buick 3.9L 6 Cylinder 227 hp 237 ft-lbs FFV","True","4","4 Speed Automatic","13","E85","20","Automatic transmission","2011 Buick Lucerne CXL Premium","Buick","2011 Buick Lucerne","2011","227","237" +"193","41","82","Front-wheel drive","Buick 4.6L 8 Cylinder 292 hp 288 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","23","Automatic transmission","2011 Buick Lucerne Super","Buick","2011 Buick Lucerne","2011","292","288" +"193","41","82","Front-wheel drive","Buick 3.9L 6 Cylinder 227 hp 237 ft-lbs FFV","True","4","4 Speed Automatic","13","E85","20","Automatic transmission","2011 Buick Lucerne CX","Buick","2011 Buick Lucerne","2011","227","237" +"193","41","82","Front-wheel drive","Buick 3.9L 6 Cylinder 227 hp 237 ft-lbs FFV","True","4","4 Speed Automatic","17","Gasoline","26","Automatic transmission","2010 Buick Lucerne CX-2","Buick","2010 Buick Lucerne","2010","227","237" +"193","41","82","Front-wheel drive","Buick 3.9L 6 Cylinder 227 hp 237 ft-lbs FFV","True","4","4 Speed Automatic","17","Gasoline","26","Automatic transmission","2010 Buick Lucerne CXL","Buick","2010 Buick Lucerne","2010","227","237" +"193","41","82","Front-wheel drive","Buick 3.9L 6 Cylinder 227 hp 237 ft-lbs FFV","True","4","4 Speed Automatic","17","Gasoline","26","Automatic transmission","2010 Buick Lucerne CX","Buick","2010 Buick Lucerne","2010","227","237" +"193","41","82","Front-wheel drive","Buick 3.9L 6 Cylinder 227 hp 237 ft-lbs FFV","True","4","4 Speed Automatic","13","E85","20","Automatic transmission","2010 Buick Lucerne CXL Special Edition","Buick","2010 Buick Lucerne","2010","227","237" +"193","41","82","Front-wheel drive","Buick 3.9L 6 Cylinder 227 hp 237 ft-lbs FFV","True","4","4 Speed Automatic","17","Gasoline","26","Automatic transmission","2010 Buick Lucerne CXL-5","Buick","2010 Buick Lucerne","2010","227","237" +"193","41","82","Front-wheel drive","Buick 3.9L 6 Cylinder 227 hp 237 ft-lbs FFV","True","4","4 Speed Automatic","17","Gasoline","26","Automatic transmission","2010 Buick Lucerne CXL Premium","Buick","2010 Buick Lucerne","2010","227","237" +"193","41","82","Front-wheel drive","Buick 3.9L 6 Cylinder 227 hp 237 ft-lbs FFV","True","4","4 Speed Automatic","17","Gasoline","26","Automatic transmission","2010 Buick Lucerne CXL-3","Buick","2010 Buick Lucerne","2010","227","237" +"193","41","82","Front-wheel drive","Buick 4.6L 8 Cylinder 292 hp 288 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","22","Automatic transmission","2010 Buick Lucerne Super","Buick","2010 Buick Lucerne","2010","292","288" +"193","41","82","Front-wheel drive","Buick 3.9L 6 Cylinder 227 hp 237 ft-lbs FFV","True","4","4 Speed Automatic","17","Gasoline","26","Automatic transmission","2010 Buick Lucerne CXL-4","Buick","2010 Buick Lucerne","2010","227","237" +"203","223","64","Front-wheel drive","Buick 2.0L 4 Cylinder 220 hp 258 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","E85","21","Automatic transmission","2011 Buick Regal CXL Turbo","Buick","2011 Buick Regal","2011","220","258" +"203","223","64","Front-wheel drive","Buick 2.4L 4 Cylinder 182 hp 172 ft-lbs Hybrid","True","6","6 Speed Automatic Select Shift","19","Gasoline","30","Automatic transmission","2011 Buick Regal CXL","Buick","2011 Buick Regal","2011","182","172" +"246","102","83","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 470 hp 443 ft-lbs","True","6","6 Speed Manual","11","Gasoline","17","Manual transmission","2011 Aston Martin DB9 Volante","Aston Martin","2011 Aston Martin DB9 Volante","2011","470","443" +"246","102","83","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 470 hp 443 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","20","Automatic transmission","2011 Aston Martin DB9 Volante AT","Aston Martin","2011 Aston Martin DB9 Volante","2011","470","443" +"170","37","8","Front-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","5","5 Speed Automatic","19","Gasoline","28","Automatic transmission","2010 Saab 9-3 2.0T Aero Sport Sedan","Saab","2010 Saab 9-3 Sport Sedan","2010","210","221" +"170","37","8","All-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","6","6 Speed Automatic","17","Gasoline","27","Automatic transmission","2010 Saab 9-3 2.0T Sport Sedan XWD","Saab","2010 Saab 9-3 Sport Sedan","2010","210","221" +"170","37","8","All-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","6","6 Speed Automatic","17","Gasoline","27","Automatic transmission","2010 Saab 9-3 2.0T Aero Sport Sedan XWD","Saab","2010 Saab 9-3 Sport Sedan","2010","210","221" +"170","37","8","All-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","6","6 Speed Manual","20","Gasoline","29","Manual transmission","2010 Saab 9-3 2.0T Sport Sedan XWD MT","Saab","2010 Saab 9-3 Sport Sedan","2010","210","221" +"170","37","8","Front-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","5","5 Speed Automatic","19","Gasoline","28","Automatic transmission","2010 Saab 9-3 2.0T Sport Sedan AT","Saab","2010 Saab 9-3 Sport Sedan","2010","210","221" +"170","37","8","Front-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2010 Saab 9-3 2.0T Sport Sedan","Saab","2010 Saab 9-3 Sport Sedan","2010","210","221" +"224","212","146","Rear-wheel drive","Jeep 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","16","Gasoline","23","Automatic transmission","2011 Jeep Grand Cherokee Laredo 4x2","Grand Cherokee","2011 Jeep Grand Cherokee","2011","290","260" +"224","212","146","Four-wheel drive","Jeep 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Jeep Grand Cherokee Laredo 4x4","Grand Cherokee","2011 Jeep Grand Cherokee","2011","290","260" +"224","212","146","Rear-wheel drive","Jeep 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","16","Gasoline","23","Automatic transmission","2011 Jeep Grand Cherokee Laredo X 4x2","Grand Cherokee","2011 Jeep Grand Cherokee","2011","290","260" +"224","212","146","Rear-wheel drive","Jeep 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Jeep Grand Cherokee Laredo X 5.7L 4x2","Grand Cherokee","2011 Jeep Grand Cherokee","2011","360","390" +"224","212","146","Four-wheel drive","Jeep 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","12","E85","16","Automatic transmission","2011 Jeep Grand Cherokee Laredo X 4x4","Grand Cherokee","2011 Jeep Grand Cherokee","2011","290","260" +"224","212","146","Four-wheel drive","Jeep 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Jeep Grand Cherokee Laredo X 5.7L 4x4","Grand Cherokee","2011 Jeep Grand Cherokee","2011","360","390" +"224","212","146","Rear-wheel drive","Jeep 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","13","E85","17","Automatic transmission","2011 Jeep Grand Cherokee Limited 4x2","Grand Cherokee","2011 Jeep Grand Cherokee","2011","290","260" +"224","212","146","Rear-wheel drive","Jeep 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Jeep Grand Cherokee Limited 5.7L 4x2","Grand Cherokee","2011 Jeep Grand Cherokee","2011","360","390" +"224","212","146","Four-wheel drive","Jeep 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","12","E85","16","Automatic transmission","2011 Jeep Grand Cherokee Limited 4x4","Grand Cherokee","2011 Jeep Grand Cherokee","2011","290","260" +"224","212","146","Four-wheel drive","Jeep 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Jeep Grand Cherokee Limited 5.7L 4x4","Grand Cherokee","2011 Jeep Grand Cherokee","2011","360","390" +"224","212","146","Rear-wheel drive","Jeep 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","16","Gasoline","23","Automatic transmission","2011 Jeep Grand Cherokee Overland 4x2","Grand Cherokee","2011 Jeep Grand Cherokee","2011","290","260" +"224","212","146","Rear-wheel drive","Jeep 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Jeep Grand Cherokee Overland 5.7L 4x2","Grand Cherokee","2011 Jeep Grand Cherokee","2011","360","390" +"224","212","146","Four-wheel drive","Jeep 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Jeep Grand Cherokee Overland 4x4","Grand Cherokee","2011 Jeep Grand Cherokee","2011","290","260" +"224","212","146","Four-wheel drive","Jeep 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Jeep Grand Cherokee Overland 5.7L 4x4","Grand Cherokee","2011 Jeep Grand Cherokee","2011","360","390" +"224","212","146","Rear-wheel drive","Jeep 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","16","Gasoline","23","Automatic transmission","2011 Jeep Grand Cherokee Overland Summit 4x2","Grand Cherokee","2011 Jeep Grand Cherokee","2011","290","260" +"224","212","146","Rear-wheel drive","Jeep 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Jeep Grand Cherokee Overland Summit 5.7L 4x2","Grand Cherokee","2011 Jeep Grand Cherokee","2011","360","390" +"224","212","146","Four-wheel drive","Jeep 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Jeep Grand Cherokee Overland Summit 4x4","Grand Cherokee","2011 Jeep Grand Cherokee","2011","290","260" +"224","212","146","Four-wheel drive","Jeep 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Jeep Grand Cherokee Overland Summit 5.7L 4x4","Grand Cherokee","2011 Jeep Grand Cherokee","2011","360","390" +"224","212","146","Four-wheel drive","Jeep 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","12","E85","16","Automatic transmission","2011 Jeep Grand Cherokee Laredo X 70th Anniversary 4x4","Grand Cherokee","2011 Jeep Grand Cherokee","2011","290","260" +"224","212","146","Four-wheel drive","Jeep 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Jeep Grand Cherokee Laredo X 70th Anniversary 5.7L 4x4","Grand Cherokee","2011 Jeep Grand Cherokee","2011","360","390" +"170","37","8","All-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","6","6 Speed Manual","20","Gasoline","29","Manual transmission","2010 Saab 9-3 2.0T Aero Sport Sedan XWD MT","Saab","2010 Saab 9-3 Sport Sedan","2010","210","221" +"170","37","8","Front-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2010 Saab 9-3 2.0T Aero Sport Sedan MT","Saab","2010 Saab 9-3 Sport Sedan","2010","210","221" +"246","102","83","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 470 hp 443 ft-lbs","True","6","6 Speed Manual","11","Gasoline","17","Manual transmission","2010 Aston Martin DB9 Volante","Aston Martin","2010 Aston Martin DB9 Volante","2010","470","443" +"246","102","83","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 470 hp 443 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","20","Automatic transmission","2010 Aston Martin DB9 Volante AT","Aston Martin","2010 Aston Martin DB9 Volante","2010","470","443" +"195","227","203","All-wheel drive","Subaru 2.5L 4 cylinder 265 hp 244 ft-lbs Turbo","True","5","5 Speed Manual","18","Gasoline","25","Manual transmission","2010 Subaru Impreza WRX Sedan","Subaru","2010 Subaru Impreza WRX Sedan","2010","265","244" +"195","227","3","All-wheel drive","Subaru 2.5L 4 cylinder 265 hp 244 ft-lbs Turbo","True","5","5 Speed Manual","19","Gasoline","25","Manual transmission","2011 Subaru Impreza WRX Sedan","Subaru","2011 Subaru Impreza WRX Sedan","2011","265","244" +"195","227","203","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","4","4 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2010 Subaru Impreza Sedan 2.5i AT","Subaru","2010 Subaru Impreza Sedan","2011","170","170" +"195","227","203","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","5","5 Speed Manual","20","Gasoline","27","Manual transmission","2010 Subaru Impreza Sedan 2.5i","Subaru","2010 Subaru Impreza Sedan","2011","170","170" +"195","227","203","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","4","4 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2011 Subaru Impreza Sedan 2.5i Premium AT","Subaru","2011 Subaru Impreza Sedan","2011","170","170" +"195","227","203","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","5","5 Speed Manual","20","Gasoline","27","Manual transmission","2011 Subaru Impreza Sedan 2.5i","Subaru","2011 Subaru Impreza Sedan","2011","170","170" +"195","227","3","All-wheel drive","Subaru 2.5L 4 cylinder 305 hp 290 ft-lbs Turbo","True","6","6 Speed Manual","17","Gasoline","23","Manual transmission","2011 Subaru Impreza WRX STI Sedan","Subaru","2011 Subaru Impreza WRX Sedan","2011","305","290" +"195","227","203","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","5","5 Speed Manual","20","Gasoline","27","Manual transmission","2011 Subaru Impreza Sedan 2.5i Premium","Subaru","2011 Subaru Impreza Sedan","2011","170","170" +"195","227","203","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","4","4 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2011 Subaru Impreza Sedan 2.5i AT","Subaru","2011 Subaru Impreza Sedan","2011","170","170" +"214","167","52","Rear-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","21","Automatic transmission","2010 Jeep Grand Cherokee Laredo","Grand Cherokee","2010 Jeep Grand Cherokee","2010","210","235" +"214","167","52","Rear-wheel drive","Jeep 5.7L 8 Cylinder 357 hp 389 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Jeep Grand Cherokee Laredo 5.7L","Grand Cherokee","2010 Jeep Grand Cherokee","2010","357","389" +"214","167","52","Four-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Jeep Grand Cherokee Laredo 4x4","Grand Cherokee","2010 Jeep Grand Cherokee","2010","210","235" +"214","167","52","Four-wheel drive","Jeep 5.7L 8 Cylinder 357 hp 389 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2010 Jeep Grand Cherokee Laredo 5.7L 4x4","Grand Cherokee","2010 Jeep Grand Cherokee","2010","357","389" +"214","167","52","Rear-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","21","Automatic transmission","2010 Jeep Grand Cherokee Limited","Grand Cherokee","2010 Jeep Grand Cherokee","2010","210","235" +"214","167","52","Rear-wheel drive","Jeep 5.7L 8 Cylinder 357 hp 389 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Jeep Grand Cherokee Limited 5.7L","Grand Cherokee","2010 Jeep Grand Cherokee","2010","357","389" +"214","167","52","Four-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Jeep Grand Cherokee Limited 4x4","Grand Cherokee","2010 Jeep Grand Cherokee","2010","210","235" +"214","167","52","Four-wheel drive","Jeep 5.7L 8 Cylinder 357 hp 389 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2010 Jeep Grand Cherokee Limited 5.7L 4x4","Grand Cherokee","2010 Jeep Grand Cherokee","2010","357","389" +"158","91","69","Four-wheel drive","Jeep 6.1L 8 Cylinder 420 hp 420 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","16","Automatic transmission","2010 Jeep Grand Cherokee SRT8","Grand Cherokee","2010 Jeep Grand Cherokee","2010","420","420" +"5","115","59","Rear-wheel drive","Porsche 3.6L 6 Cylinder 620 hp 516 ft-lbs Turbo","True","6","6 Speed Manual","16","Gasoline","23","Manual transmission","2011 Porsche 911 GT2 RS Coupe","Porsche","2011 Porsche 911 Coupe","2011","620","516" +"19","120","64","Rear-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Jeep Liberty Sport 4x2","Jeep","2011 Jeep Liberty","2011","210","235" +"19","120","64","Four-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Jeep Liberty Sport 4x4","Jeep","2011 Jeep Liberty","2011","210","235" +"19","120","64","Rear-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Jeep Liberty Jet Sport 4x2","Jeep","2011 Jeep Liberty","2011","210","235" +"19","120","64","Four-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Jeep Liberty Jet Sport 4x4","Jeep","2011 Jeep Liberty","2011","210","235" +"19","120","64","Rear-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Jeep Liberty Sport 70th Anniversary 4x2","Jeep","2011 Jeep Liberty","2011","210","235" +"19","120","64","Four-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Jeep Liberty Sport 70th Anniversary 4x4","Jeep","2011 Jeep Liberty","2011","210","235" +"19","120","64","Rear-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Jeep Liberty Limited Edition 4x2","Jeep","2011 Jeep Liberty","2011","210","235" +"19","120","64","Four-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Jeep Liberty Limited Edition 4x4","Jeep","2011 Jeep Liberty","2011","210","235" +"19","120","64","Rear-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Jeep Liberty Limited 70th Anniversary 4x2","Jeep","2011 Jeep Liberty","2011","210","235" +"19","120","64","Four-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Jeep Liberty Limited 70th Anniversary 4x4","Jeep","2011 Jeep Liberty","2011","210","235" +"19","120","64","Rear-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Jeep Liberty Jet Limited 4x2","Jeep","2011 Jeep Liberty","2011","210","235" +"19","120","64","Four-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Jeep Liberty Jet Limited 4x4","Jeep","2011 Jeep Liberty","2011","210","235" +"19","120","64","Four-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Jeep Liberty Renegade 4x4","Jeep","2011 Jeep Liberty","2011","210","235" +"203","146","212","All-wheel drive","Land Rover 3.2L 6 Cylinder 230 hp 234 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2011 Land Rover LR2","Land Rover","2011 Land Rover LR2","2011","230","234" +"203","146","212","All-wheel drive","Land Rover 3.2L 6 Cylinder 230 hp 234 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2011 Land Rover LR2 HSE","Land Rover","2011 Land Rover LR2","2011","230","234" +"203","146","212","All-wheel drive","Land Rover 3.2L 6 Cylinder 230 hp 234 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2011 Land Rover LR2 HSE LUX","Land Rover","2011 Land Rover LR2","2011","230","234" +"203","146","115","All-wheel drive","Land Rover 3.2L 6 Cylinder 230 hp 234 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2010 Land Rover LR2 HSE","Land Rover","2010 Land Rover LR2","2010","230","234" +"95","220","229","Four-wheel drive","Land Rover 5.0L 8 Cylinder 375 hp 375 ft-lbs","True","6","6 Speed Automatic Select Shift","12","Gasoline","17","Automatic transmission","2011 Land Rover LR4 HSE LUX","Land Rover","2011 Land Rover LR4","2011","375","375" +"95","220","229","Four-wheel drive","Land Rover 5.0L 8 Cylinder 375 hp 375 ft-lbs","True","6","6 Speed Automatic Select Shift","12","Gasoline","17","Automatic transmission","2011 Land Rover LR4","Land Rover","2011 Land Rover LR4","2011","375","375" +"95","220","229","Four-wheel drive","Land Rover 5.0L 8 Cylinder 375 hp 375 ft-lbs","True","6","6 Speed Automatic Select Shift","12","Gasoline","17","Automatic transmission","2011 Land Rover LR4 HSE","Land Rover","2011 Land Rover LR4","2011","375","375" +"95","220","123","Four-wheel drive","Land Rover 5.0L 8 Cylinder 375 hp 375 ft-lbs","True","6","6 Speed Automatic Select Shift","12","Gasoline","17","Automatic transmission","2010 Land Rover LR4 V8","Land Rover","2010 Land Rover LR4","2010","375","375" +"244","141","46","Rear-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","22","Automatic transmission","2010 Jeep Liberty Sport","Jeep","2010 Jeep Liberty","2010","210","235" +"244","141","46","Four-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Jeep Liberty Sport 4x4","Jeep","2010 Jeep Liberty","2010","210","235" +"13","141","46","Rear-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","22","Automatic transmission","2010 Jeep Liberty Limited","Jeep","2010 Jeep Liberty","2010","210","235" +"13","141","46","Four-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Jeep Liberty Limited 4x4","Jeep","2010 Jeep Liberty","2010","210","235" +"13","141","46","Four-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Jeep Liberty Renegade","Jeep","2010 Jeep Liberty","2010","210","235" +"85","109","242","Four-wheel drive","Land Rover 5.0 8 Cylinder 510 hp 461 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2011 Land Rover Range Rover S-Charged","Land Rover","2011 Land Rover Range Rover","2011","510","461" +"85","109","242","Four-wheel drive","Land Rover 5.0L 8 Cylinder 375 hp 375 ft-lbs","True","6","6 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2011 Land Rover Range Rover HSE LUX","Land Rover","2011 Land Rover Range Rover","2011","375","375" +"85","109","242","Four-wheel drive","Land Rover 5.0L 8 Cylinder 375 hp 375 ft-lbs","True","6","6 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2011 Land Rover Range Rover HSE","Land Rover","2011 Land Rover Range Rover","2011","375","375" +"85","109","242","Four-wheel drive","Land Rover 5.0 8 Cylinder 510 hp 461 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2010 Land Rover Range Rover Supercharged","Land Rover","2010 Land Rover Range Rover","2010","510","461" +"85","109","242","Four-wheel drive","Land Rover 5.0L 8 Cylinder 375 hp 375 ft-lbs","True","6","6 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2010 Land Rover Range Rover HSE","Land Rover","2010 Land Rover Range Rover","2010","375","375" +"99","14","77","Four-wheel drive","Land Rover 2.0L 4 Cylinder 240 hp 251 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2012 Land Rover Range Rover Evoque Dynamic","Land Rover","2012 Land Rover Range Rover Evoque","2012","240","251" +"99","4","77","Four-wheel drive","Land Rover 2.0L 4 Cylinder 240 hp 251 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2012 Land Rover Range Rover Evoque Pure","Land Rover","2012 Land Rover Range Rover Evoque","2012","240","251" +"69","4","77","Four-wheel drive","Land Rover 2.0L 4 Cylinder 240 hp 251 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2012 Land Rover Range Rover Evoque Coupe Pure","Land Rover","2012 Land Rover Range Rover Evoque","2012","240","251" +"69","14","77","Four-wheel drive","Land Rover 2.0L 4 Cylinder 240 hp 251 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2012 Land Rover Range Rover Evoque Coupe Dynamic","Land Rover","2012 Land Rover Range Rover Evoque","2012","240","251" +"99","4","77","Four-wheel drive","Land Rover 2.0L 4 Cylinder 240 hp 251 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2012 Land Rover Range Rover Evoque Prestige","Land Rover","2012 Land Rover Range Rover Evoque","2012","240","251" +"190","83","49","Front-wheel drive","Chrysler 2.4L 4 cylinder 173 hp 166 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","29","Automatic transmission","2011 Chrysler 200 Touring Convertible","Chrysler","2011 Chrysler 200 Convertible","2011","173","166" +"190","83","49","Front-wheel drive","Chrysler 3.6L 6 cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic","14","E85","21","Automatic transmission","2011 Chrysler 200 Limited Convertible","Chrysler","2011 Chrysler 200 Convertible","2011","283","260" +"114","58","24","Front-wheel drive","Chrysler 3.6L 6 cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic","19","Gasoline","29","Automatic transmission","2011 Chrysler 200 S Convertible","Chrysler","2011 Chrysler 200 Convertible","2011","283","260" +"63","38","163","Rear-wheel drive","Ferrari 5.7L 12 Cylinder 540 hp 434 ft-lbs","True","6","6 Speed Automatic","9","Gasoline","16","Automatic transmission","2010 Ferrari 612 Scaglietti","Ferrari","2010 Ferrari 612 Scaglietti","2010","540","434" +"252","167","209","Four-wheel drive","Land Rover 5.0L 8 Cylinder 375 hp 375 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 Land Rover Range Rover Sport HSE","Land Rover","2011 Land Rover Range Rover Sport","2011","375","375" +"252","167","209","Four-wheel drive","Land Rover 5.0 8 Cylinder 510 hp 461 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","12","Gasoline","17","Automatic transmission","2011 Land Rover Range Rover Sport Supercharged","Land Rover","2011 Land Rover Range Rover Sport","2011","510","461" +"252","167","209","Four-wheel drive","Land Rover 5.0L 8 Cylinder 375 hp 375 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 Land Rover Range Rover Sport HSE LUX","Land Rover","2011 Land Rover Range Rover Sport","2011","375","375" +"205","58","24","Front-wheel drive","Chrysler 2.4L 4 cylinder 173 hp 166 ft-lbs","True","4","4 Speed Automatic","20","Gasoline","29","Automatic transmission","2010 Chrysler Sebring LX Convertible","Chrysler","2010 Chrysler Sebring Convertible","2010","173","166" +"205","58","24","Front-wheel drive","Chrysler 2.7L 6 cylinder 186 hp 191 ft-lbs FFV","True","4","4 Speed Automatic","13","E85","19","Automatic transmission","2010 Chrysler Sebring Touring Convertible","Chrysler","2010 Chrysler Sebring Convertible","2010","186","191" +"205","58","24","Front-wheel drive","Chrysler 3.5L 6 cylinder 235 hp 232 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","27","Automatic transmission","2010 Chrysler Sebring Limited Convertible","Chrysler","2010 Chrysler Sebring Convertible","2010","235","232" +"247","174","140","Four-wheel drive","Land Rover 5.0L 8 Cylinder 375 hp 375 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2010 Land Rover Range Rover Sport HSE","Land Rover","2010 Land Rover Range Rover Sport","2010","375","375" +"247","174","140","Four-wheel drive","Land Rover 5.0 8 Cylinder 510 hp 461 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","12","Gasoline","17","Automatic transmission","2010 Land Rover Range Rover Sport Supercharged","Land Rover","2010 Land Rover Range Rover Sport","2010","510","461" +"218","233","16","Front-wheel drive","Chrysler 2.4L 4 cylinder 173 hp 166 ft-lbs","True","4","4 Speed Automatic","21","Gasoline","30","Automatic transmission","2010 Chrysler Sebring Touring Sedan","Chrysler","2010 Chrysler Sebring Sedan","2010","173","166" +"218","233","16","Front-wheel drive","Chrysler 2.4L 4 cylinder 173 hp 166 ft-lbs","True","4","4 Speed Automatic","21","Gasoline","30","Automatic transmission","2010 Chrysler Sebring Limited Sedan","Chrysler","2010 Chrysler Sebring Sedan","2010","173","166" +"252","167","209","Four-wheel drive","Land Rover 5.0 8 Cylinder 510 hp 461 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","12","Gasoline","17","Automatic transmission","2011 Land Rover Range Rover Sport Autobiography","Land Rover","2011 Land Rover Range Rover Sport","2011","510","461" +"216","63","8","Front-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2011 Saab 9-3 2.0T SportCombi","Saab","2011 Saab 9-3 SportCombi","2011","210","221" +"216","63","8","Front-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2011 Saab 9-3 2.0T Aero SportCombi MT","Saab","2011 Saab 9-3 SportCombi","2011","210","221" +"249","80","8","All-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","6","6 Speed Automatic","17","Gasoline","27","Automatic transmission","2011 Saab 9-3 2.0T SportCombi XWD","Saab","2011 Saab 9-3 SportCombi","2011","210","221" +"216","63","8","Front-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","5","5 Speed Automatic","19","Gasoline","28","Automatic transmission","2011 Saab 9-3 2.0T SportCombi AT","Saab","2011 Saab 9-3 SportCombi","2011","210","221" +"216","63","8","Front-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","5","5 Speed Automatic","19","Gasoline","27","Automatic transmission","2011 Saab 9-3 2.0T Aero SportCombi","Saab","2011 Saab 9-3 SportCombi","2011","210","221" +"249","80","8","All-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","6","6 Speed Manual","20","Gasoline","29","Manual transmission","2011 Saab 9-3 2.0T SportCombi XWD MT","Saab","2011 Saab 9-3 SportCombi","2011","210","221" +"134","67","3","Front-wheel drive","Scion 2.5L 4 Cylinder 180hp 173ft-lbs","True","6","6 Speed Manual","23","Gasoline","31","Manual transmission","2012 Scion tC","Scion","2012 Scion tC","2012","180","173" +"134","67","3","Front-wheel drive","Scion 2.5L 4 Cylinder 180hp 173ft-lbs","True","6","6 Speed Automatic Select Shift","23","Gasoline","31","Automatic transmission","2012 Scion tC AT","Scion","2012 Scion tC","2012","180","173" +"134","67","3","Front-wheel drive","Scion 2.5L 4 Cylinder 180hp 173ft-lbs","True","6","6 Speed Manual","23","Gasoline","31","Manual transmission","2012 Scion tC 7.0","Scion","2012 Scion tC","2012","180","173" +"134","67","3","Front-wheel drive","Scion 2.5L 4 Cylinder 180hp 173ft-lbs","True","6","6 Speed Automatic Select Shift","23","Gasoline","31","Automatic transmission","2012 Scion tC 7.0 AT","Scion","2012 Scion tC","2012","180","173" +"134","67","3","Front-wheel drive","Scion 2.5L 4 Cylinder 180hp 173ft-lbs","True","6","6 Speed Manual","23","Gasoline","31","Manual transmission","2011 Scion tC","Scion","2011 Scion tC","2011","180","173" +"134","67","3","Front-wheel drive","Scion 2.5L 4 Cylinder 180hp 173ft-lbs","True","6","6 Speed Automatic Select Shift","23","Gasoline","31","Automatic transmission","2011 Scion tC AT","Scion","2011 Scion tC","2011","180","173" +"134","67","219","Front-wheel drive","Scion 2.4L 4 Cylinder 161hp 162ft-lbs","True","5","5 Speed Manual","20","Gasoline","27","Manual transmission","2010 Scion tC","Scion","2010 Scion tC","2010","161","162" +"134","67","219","Front-wheel drive","Scion 2.4L 4 Cylinder 161hp 162ft-lbs","True","4","4 Speed Automatic","21","Gasoline","29","Automatic transmission","2010 Scion tC AT","Scion","2010 Scion tC","2010","161","162" +"246","102","83","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 470 hp 443 ft-lbs","True","6","6 Speed Manual","11","Gasoline","17","Manual transmission","2011 Aston Martin DB9 Coup","Aston Martin","2011 Aston Martin DB9 Coup","2011","470","443" +"246","102","83","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 470 hp 443 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","20","Automatic transmission","2011 Aston Martin DB9 Coup AT","Aston Martin","2011 Aston Martin DB9 Coup","2011","470","443" +"134","67","219","Front-wheel drive","Scion 2.4L 4 Cylinder 161hp 162ft-lbs","True","5","5 Speed Manual","20","Gasoline","27","Manual transmission","2010 Scion tC 6.0","Scion","2010 Scion tC","2010","161","162" +"134","67","219","Front-wheel drive","Scion 2.4L 4 Cylinder 161hp 162ft-lbs","True","4","4 Speed Automatic","21","Gasoline","29","Automatic transmission","2010 Scion tC 6.0 AT","Scion","2010 Scion tC","2010","161","162" +"246","102","83","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 470 hp 443 ft-lbs","True","6","6 Speed Manual","11","Gasoline","17","Manual transmission","2010 Aston Martin DB9 Coup","Aston Martin","2010 Aston Martin DB9 Coup","2010","470","443" +"20","103","87","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 470 hp 443 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","20","Automatic transmission","2010 Aston Martin DB9 Coup AT","Aston Martin","2010 Aston Martin DB9 Coup","2010","470","443" +"249","80","8","All-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","6","6 Speed Manual","20","Gasoline","29","Manual transmission","2010 Saab 9-3 2.0T SportCombi XWD MT","Saab","2010 Saab 9-3 SportCombi","2010","210","221" +"216","63","8","Front-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","5","5 Speed Automatic","19","Gasoline","27","Automatic transmission","2010 Saab 9-3 2.0T SportCombi AT","Saab","2010 Saab 9-3 SportCombi","2010","210","221" +"216","63","8","Front-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2010 Saab 9-3 2.0T Aero SportCombi MT","Saab","2010 Saab 9-3 SportCombi","2010","210","221" +"249","80","8","All-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","6","6 Speed Automatic","17","Gasoline","27","Automatic transmission","2010 Saab 9-3 2.0T SportCombi XWD","Saab","2010 Saab 9-3 SportCombi","2010","210","221" +"216","63","8","Front-wheel drive","Saab 2.0L 4 Cylinder 210 hp 221 ft-lbs Turbo","True","5","5 Speed Automatic","19","Gasoline","27","Automatic transmission","2010 Saab 9-3 2.0T Aero SportCombi","Saab","2010 Saab 9-3 SportCombi","2010","210","221" +"127","139","148","Front-wheel drive","Mini 1.6L 4 Cylinder 121 hp 114 ft-lbs","True","6","6 Speed Manual","29","Gasoline","37","Manual transmission","2012 MINI Cooper Hardtop","MINI","2012 MINI Cooper Hardtop","2012","121","114" +"127","139","148","Front-wheel drive","Mini 1.6L 4 Cylinder 121 hp 114 ft-lbs","True","6","6 Speed Automatic Select Shift","28","Gasoline","36","Automatic transmission","2012 MINI Cooper Hardtop AT","MINI","2012 MINI Cooper Hardtop","2012","121","114" +"127","144","148","Front-wheel drive","Mini 1.6L 4 Cylinder 181 hp 177 ft-lbs Turbo","True","6","6 Speed Manual","27","Gasoline","35","Manual transmission","2012 MINI Cooper S Hardtop","MINI","2012 MINI Cooper Hardtop","2012","181","177" +"127","144","148","Front-wheel drive","Mini 1.6L 4 Cylinder 181 hp 177 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","26","Gasoline","34","Automatic transmission","2012 MINI Cooper S Hardtop AT","MINI","2012 MINI Cooper Hardtop","2012","181","177" +"127","144","148","Front-wheel drive","MINI 1.6L 4 Cylinder 208 hp 192 ft-lbs Turbo","True","6","6 Speed Manual","25","Gasoline","33","Manual transmission","2012 MINI John Cooper Works Hardtop","MINI","2012 MINI Cooper Hardtop","2012","208","192" +"127","139","148","Front-wheel drive","Mini 1.6L 4 Cylinder 121 hp 114 ft-lbs","True","6","6 Speed Manual","29","Gasoline","37","Manual transmission","2011 MINI Cooper Hardtop","MINI","2011 MINI Cooper Hardtop","2011","121","114" +"127","139","148","Front-wheel drive","Mini 1.6L 4 Cylinder 121 hp 114 ft-lbs","True","6","6 Speed Automatic Select Shift","28","Gasoline","36","Automatic transmission","2011 MINI Cooper Hardtop AT","MINI","2011 MINI Cooper Hardtop","2011","121","114" +"127","144","148","Front-wheel drive","Mini 1.6L 4 Cylinder 181 hp 177 ft-lbs Turbo","True","6","6 Speed Manual","27","Gasoline","35","Manual transmission","2011 MINI Cooper S Hardtop","MINI","2011 MINI Cooper Hardtop","2011","181","177" +"127","144","148","Front-wheel drive","Mini 1.6L 4 Cylinder 181 hp 177 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","26","Gasoline","34","Automatic transmission","2011 MINI Cooper S Hardtop AT","MINI","2011 MINI Cooper Hardtop","2011","181","177" +"127","144","148","Front-wheel drive","MINI 1.6L 4 Cylinder 208 hp 192 ft-lbs Turbo","True","6","6 Speed Manual","25","Gasoline","33","Manual transmission","2011 MINI John Cooper Works Hardtop","MINI","2011 MINI Cooper Hardtop","2011","208","192" +"127","114","148","Front-wheel drive","MINI 1.6L 4 Cylinder 118 hp 114 ft-lbs","True","6","6 Speed Manual","28","Gasoline","37","Manual transmission","2010 MINI Cooper Hardtop","MINI","2010 MINI Cooper Hardtop","2010","118","114" +"127","114","148","Front-wheel drive","MINI 1.6L 4 Cylinder 118 hp 114 ft-lbs","True","6","6 Speed Automatic Select Shift","25","Gasoline","33","Automatic transmission","2010 MINI Cooper Hardtop AT","MINI","2010 MINI Cooper Hardtop","2010","118","114" +"127","129","148","Front-wheel drive","MINI 1.6L 4 Cylinder 172 hp 177 ft-lbs Turbo","True","6","6 Speed Manual","26","Gasoline","34","Manual transmission","2010 MINI Cooper S Hardtop","MINI","2010 MINI Cooper Hardtop","2010","172","177" +"127","129","148","Front-wheel drive","MINI 1.6L 4 Cylinder 172 hp 177 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","24","Gasoline","32","Automatic transmission","2010 MINI Cooper S Hardtop AT","MINI","2010 MINI Cooper Hardtop","2010","172","177" +"127","129","148","Front-wheel drive","MINI 1.6L 4 Cylinder 208 hp 192 ft-lbs Turbo","True","6","6 Speed Manual","25","Gasoline","33","Manual transmission","2010 MINI John Cooper Works Hardtop","MINI","2010 MINI Cooper Hardtop","2010","208","192" +"134","139","148","Front-wheel drive","Mini 1.6L 4 Cylinder 121 hp 114 ft-lbs","True","6","6 Speed Manual","27","Gasoline","35","Manual transmission","2012 MINI Cooper Convertible","MINI","2012 MINI Cooper Convertible","2012","121","114" +"134","139","148","Front-wheel drive","Mini 1.6L 4 Cylinder 121 hp 114 ft-lbs","True","6","6 Speed Automatic Select Shift","27","Gasoline","35","Automatic transmission","2012 MINI Cooper Convertible AT","MINI","2012 MINI Cooper Convertible","2012","121","114" +"134","144","148","Front-wheel drive","Mini 1.6L 4 Cylinder 181 hp 177 ft-lbs Turbo","True","6","6 Speed Manual","27","Gasoline","35","Manual transmission","2012 MINI Cooper S Convertible","MINI","2012 MINI Cooper Convertible","2012","181","177" +"134","144","148","Front-wheel drive","Mini 1.6L 4 Cylinder 181 hp 177 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","26","Gasoline","34","Automatic transmission","2012 MINI Cooper S Convertible AT","MINI","2012 MINI Cooper Convertible","2012","181","177" +"134","144","148","Front-wheel drive","MINI 1.6L 4 Cylinder 208 hp 192 ft-lbs Turbo","True","6","6 Speed Manual","25","Gasoline","33","Manual transmission","2012 MINI John Cooper Works Convertible","MINI","2012 MINI Cooper Convertible","2012","208","192" +"134","139","148","Front-wheel drive","Mini 1.6L 4 Cylinder 121 hp 114 ft-lbs","True","6","6 Speed Manual","28","Gasoline","35","Manual transmission","2011 MINI Cooper Convertible","MINI","2011 MINI Cooper Convertible","2011","121","114" +"134","139","148","Front-wheel drive","Mini 1.6L 4 Cylinder 121 hp 114 ft-lbs","True","6","6 Speed Automatic Select Shift","27","Gasoline","36","Automatic transmission","2011 MINI Cooper Convertible AT","MINI","2011 MINI Cooper Convertible","2011","121","114" +"134","144","148","Front-wheel drive","Mini 1.6L 4 Cylinder 181 hp 177 ft-lbs Turbo","True","6","6 Speed Manual","27","Gasoline","35","Manual transmission","2011 MINI Cooper S Convertible","MINI","2011 MINI Cooper Convertible","2011","181","177" +"134","144","148","Front-wheel drive","Mini 1.6L 4 Cylinder 181 hp 177 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","26","Gasoline","34","Automatic transmission","2011 MINI Cooper S Convertible AT","MINI","2011 MINI Cooper Convertible","2011","181","177" +"134","144","148","Front-wheel drive","MINI 1.6L 4 Cylinder 208 hp 192 ft-lbs Turbo","True","6","6 Speed Manual","25","Gasoline","33","Manual transmission","2011 MINI John Cooper Works Convertible","MINI","2011 MINI Cooper Convertible","2011","208","192" +"127","114","148","Front-wheel drive","MINI 1.6L 4 Cylinder 118 hp 114 ft-lbs","True","6","6 Speed Manual","28","Gasoline","36","Manual transmission","2010 MINI Cooper Convertible","MINI","2010 MINI Cooper Convertible","2010","118","114" +"127","114","148","Front-wheel drive","MINI 1.6L 4 Cylinder 118 hp 114 ft-lbs","True","6","6 Speed Automatic Select Shift","25","Gasoline","33","Automatic transmission","2010 MINI Cooper Convertible AT","MINI","2010 MINI Cooper Convertible","2010","118","114" +"127","129","148","Front-wheel drive","MINI 1.6L 4 Cylinder 172 hp 177 ft-lbs Turbo","True","6","6 Speed Manual","26","Gasoline","34","Manual transmission","2010 MINI Cooper S Convertible","MINI","2010 MINI Cooper Convertible","2010","172","177" +"127","129","148","Front-wheel drive","MINI 1.6L 4 Cylinder 172 hp 177 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","24","Gasoline","32","Automatic transmission","2010 MINI Cooper S Convertible AT","MINI","2010 MINI Cooper Convertible","2010","172","177" +"127","129","148","Front-wheel drive","MINI 1.6L 4 Cylinder 208 hp 192 ft-lbs Turbo","True","6","6 Speed Manual","25","Gasoline","33","Manual transmission","2010 MINI John Cooper Works Convertible","MINI","2010 MINI Cooper Convertible","2010","208","192" +"167","3","102","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 385 hp 380 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 Jaguar XJ","Jaguar","2011 Jaguar XJ","2011","385","380" +"167","127","102","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 385 hp 380 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2011 Jaguar XJL","Jaguar","2011 Jaguar XJ","2011","385","380" +"167","3","102","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 470 hp 424 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Jaguar XJ Supercharged","Jaguar","2011 Jaguar XJ","2011","470","424" +"167","127","102","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 470 hp 424 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Jaguar XJL Supercharged","Jaguar","2011 Jaguar XJ","2011","470","424" +"167","3","102","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 510 hp 461 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Jaguar XJ Supersport","Jaguar","2011 Jaguar XJ","2011","510","461" +"167","127","102","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 510 hp 461 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Jaguar XJL Supersport","Jaguar","2011 Jaguar XJ","2011","510","461" +"170","7","249","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 169 hp 160 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","33","Automatic transmission","2012 Chevrolet Malibu 1LS","Chevrolet","2012 Chevrolet Malibu","2012","169","160" +"170","7","249","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 169 hp 160 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","33","Automatic transmission","2012 Chevrolet Malibu 1LT","Chevrolet","2012 Chevrolet Malibu","2012","169","160" +"170","7","249","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 169 hp 160 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","33","Automatic transmission","2012 Chevrolet Malibu 2LT","Chevrolet","2012 Chevrolet Malibu","2012","169","160" +"170","7","249","Front-wheel drive","Chevrolet 3.6L 6 Cylinder 252 hp 251 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2012 Chevrolet Malibu 3LT","Chevrolet","2012 Chevrolet Malibu","2012","252","251" +"170","7","249","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 169 hp 160 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","33","Automatic transmission","2012 Chevrolet Malibu 1LZ","Chevrolet","2012 Chevrolet Malibu","2012","169","160" +"170","7","249","Front-wheel drive","Chevrolet 3.6L 6 Cylinder 252 hp 251 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2012 Chevrolet Malibu 2LZ","Chevrolet","2012 Chevrolet Malibu","2012","252","251" +"218","233","16","Front-wheel drive","Chrysler 3.5L 6 cylinder 235 hp 232 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","27","Automatic transmission","2010 Chrysler Sebring Limited Sedan 3.5L","Chrysler","2010 Chrysler Sebring Sedan","2010","235","232" +"144","119","148","Front-wheel drive","Mini 1.6L 4 Cylinder 121 hp 114 ft-lbs","True","6","6 Speed Manual","27","Gasoline","35","Manual transmission","2012 MINI Cooper Clubman","MINI","2012 MINI Clubman","2012","121","114" +"144","119","148","Front-wheel drive","Mini 1.6L 4 Cylinder 121 hp 114 ft-lbs","True","6","6 Speed Automatic Select Shift","27","Gasoline","35","Automatic transmission","2012 MINI Cooper Clubman AT","MINI","2012 MINI Clubman","2012","121","114" +"152","119","148","Front-wheel drive","Mini 1.6L 4 Cylinder 181 hp 177 ft-lbs Turbo","True","6","6 Speed Manual","27","Gasoline","35","Manual transmission","2012 MINI Cooper S Clubman","MINI","2012 MINI Clubman","2012","181","177" +"152","119","148","Front-wheel drive","Mini 1.6L 4 Cylinder 181 hp 177 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","26","Gasoline","34","Automatic transmission","2012 MINI Cooper S Clubman AT","MINI","2012 MINI Clubman","2012","181","177" +"152","119","148","Front-wheel drive","MINI 1.6L 4 Cylinder 208 hp 192 ft-lbs Turbo","True","6","6 Speed Manual","25","Gasoline","33","Manual transmission","2012 MINI John Cooper Works Clubman","MINI","2012 MINI Clubman","2012","208","192" +"9","112","113","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 510 hp 420 ft-lbs","True","6","6 Speed Manual","11","Gasoline","17","Manual transmission","2011 Aston Martin DBS Volante","Aston Martin","2011 Aston Martin DBS Volante","2011","510","420" +"9","112","113","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 510 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2011 Aston Martin DBS Volante AT","Aston Martin","2011 Aston Martin DBS Volante","2011","510","420" +"144","119","148","Front-wheel drive","Mini 1.6L 4 Cylinder 121 hp 114 ft-lbs","True","6","6 Speed Manual","28","Gasoline","35","Manual transmission","2011 MINI Cooper Clubman","MINI","2011 MINI Clubman","2011","121","114" +"144","119","148","Front-wheel drive","Mini 1.6L 4 Cylinder 121 hp 114 ft-lbs","True","6","6 Speed Automatic Select Shift","27","Gasoline","36","Automatic transmission","2011 MINI Cooper Clubman AT","MINI","2011 MINI Clubman","2011","121","114" +"152","119","148","Front-wheel drive","Mini 1.6L 4 Cylinder 181 hp 177 ft-lbs Turbo","True","6","6 Speed Manual","27","Gasoline","35","Manual transmission","2011 MINI Cooper S Clubman","MINI","2011 MINI Clubman","2011","181","177" +"152","119","148","Front-wheel drive","Mini 1.6L 4 Cylinder 181 hp 177 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","26","Gasoline","34","Automatic transmission","2011 MINI Cooper S Clubman AT","MINI","2011 MINI Clubman","2011","181","177" +"152","119","148","Front-wheel drive","MINI 1.6L 4 Cylinder 208 hp 192 ft-lbs Turbo","True","6","6 Speed Manual","25","Gasoline","33","Manual transmission","2011 MINI John Cooper Works Clubman","MINI","2011 MINI Clubman","2011","208","192" +"147","99","148","Front-wheel drive","MINI 1.6L 4 Cylinder 118 hp 114 ft-lbs","True","6","6 Speed Manual","28","Gasoline","36","Manual transmission","2010 MINI Cooper Clubman","MINI","2010 MINI Clubman","2010","118","114" +"147","99","148","Front-wheel drive","MINI 1.6L 4 Cylinder 118 hp 114 ft-lbs","True","6","6 Speed Automatic Select Shift","25","Gasoline","33","Automatic transmission","2010 MINI Cooper Clubman AT","MINI","2010 MINI Clubman","2010","118","114" +"152","117","148","Front-wheel drive","MINI 1.6L 4 Cylinder 172 hp 177 ft-lbs Turbo","True","6","6 Speed Manual","26","Gasoline","34","Manual transmission","2010 MINI Cooper S Clubman","MINI","2010 MINI Clubman","2010","172","177" +"152","117","148","Front-wheel drive","MINI 1.6L 4 Cylinder 172 hp 177 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","24","Gasoline","32","Automatic transmission","2010 MINI Cooper S Clubman AT","MINI","2010 MINI Clubman","2010","172","177" +"152","117","148","Front-wheel drive","MINI 1.6L 4 Cylinder 208 hp 192 ft-lbs Turbo","True","6","6 Speed Manual","25","Gasoline","33","Manual transmission","2010 MINI John Cooper Works Clubman","MINI","2010 MINI Clubman","2010","208","192" +"80","155","137","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 470 hp 443 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","19","Automatic transmission","2011 Aston Martin Rapide","Aston Martin","2011 Aston Martin Rapide","2011","470","443" +"80","155","137","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 470 hp 443 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","19","Automatic transmission","2011 Aston Martin Rapide Luxe","Aston Martin","2011 Aston Martin Rapide","2011","470","443" +"203","5","49","Front-wheel drive","Chrysler 2.4L 4 cylinder 173 hp 166 ft-lbs","True","4","4 Speed Automatic","21","Gasoline","30","Automatic transmission","2011 Chrysler 200 LX Sedan","Chrysler","2011 Chrysler 200 Sedan","2011","173","166" +"203","5","49","Front-wheel drive","Chrysler 2.4L 4 cylinder 173 hp 166 ft-lbs","True","6","6 Speed Automatic","20","Gasoline","31","Automatic transmission","2011 Chrysler 200 Touring Sedan","Chrysler","2011 Chrysler 200 Sedan","2011","173","166" +"203","5","49","Front-wheel drive","Chrysler 2.4L 4 cylinder 173 hp 166 ft-lbs","True","6","6 Speed Automatic","20","Gasoline","31","Automatic transmission","2011 Chrysler 200 Limited Sedan","Chrysler","2011 Chrysler 200 Sedan","2011","173","166" +"203","5","49","Front-wheel drive","Chrysler 3.6L 6 cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic","14","E85","21","Automatic transmission","2011 Chrysler 200 S Sedan","Chrysler","2011 Chrysler 200 Sedan","2011","283","260" +"48","184","100","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 385 hp 380 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Jaguar XK Convertible","Jaguar","2011 Jaguar XK Convertible","2011","385","380" +"48","184","100","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 510 hp 461 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2011 Jaguar XKR Convertible","Jaguar","2011 Jaguar XK Convertible","2011","510","461" +"40","184","100","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 385 hp 380 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2011 Jaguar XK Coup","Jaguar","2011 Jaguar XK Coup","2011","385","380" +"40","184","100","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 510 hp 461 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2011 Jaguar XKR Coup","Jaguar","2011 Jaguar XK Coup","2011","510","461" +"40","184","100","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 510 hp 461 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2011 Jaguar XKR175 75th Anniversary Limited Ed. Coup","Jaguar","2011 Jaguar XK Coup","2011","510","461" +"203","180","113","Rear-wheel drive","Chrysler 3.6L 6 cylinder 292 hp 260 ft-lbs FFV","True","5","5 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Chrysler 300","Chrysler","2011 Chrysler 300","2011","292","260" +"205","180","113","Rear-wheel drive","Chrysler 3.6L 6 cylinder 292 hp 260 ft-lbs FFV","True","5","5 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2011 Chrysler 300 Limited","Chrysler","2011 Chrysler 300","2011","292","260" +"205","180","113","Rear-wheel drive","Chrysler 5.7L 8 cylinder 363 hp 394 ft-lbs","True","5","5 Speed Automatic Select Shift","16","Gasoline","25","Automatic transmission","2011 Chrysler 300C RWD","Chrysler","2011 Chrysler 300","2011","363","394" +"223","180","113","All-wheel drive","Chrysler 5.7L 8 cylinder 363 hp 394 ft-lbs","True","5","5 Speed Automatic Select Shift","15","Gasoline","23","Automatic transmission","2011 Chrysler 300C AWD","Chrysler","2011 Chrysler 300","2011","363","394" +"48","184","100","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 385 hp 380 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2010 Jaguar XK Convertible","Jaguar","2010 Jaguar XK Convertible","2010","385","380" +"48","184","100","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 510 hp 461 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2010 Jaguar XKR Convertible","Jaguar","2010 Jaguar XK Convertible","2010","510","461" +"195","227","203","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","4","4 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2010 Subaru Impreza Sedan 2.5i Premium AT","Subaru","2010 Subaru Impreza Sedan","2011","170","170" +"195","227","203","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","5","5 Speed Manual","20","Gasoline","27","Manual transmission","2010 Subaru Impreza Sedan 2.5i Premium","Subaru","2010 Subaru Impreza Sedan","2011","170","170" +"195","227","203","All-wheel drive","Subaru 2.5L 4 cylinder 224 hp 226 ft-lbs Turbo","True","4","4 Speed Automatic Select Shift","19","Gasoline","24","Automatic transmission","2010 Subaru Impreza Sedan 2.5GT","Subaru","2010 Subaru Impreza Sedan","2010","224","226" +"40","184","100","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 510 hp 461 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2010 Jaguar XKR Coup","Jaguar","2010 Jaguar XK Coup","2010","510","461" +"40","184","100","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 385 hp 380 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2010 Jaguar XK Coup","Jaguar","2010 Jaguar XK Coup","2010","385","380" +"180","96","85","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 385 hp 380 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 Jaguar XF Premium","Jaguar","2011 Jaguar XF","2011","385","380" +"180","96","85","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 385 hp 380 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 Jaguar XF","Jaguar","2011 Jaguar XF","2011","385","380" +"180","96","85","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 510 hp 461 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Jaguar XFR","Jaguar","2011 Jaguar XF","2011","510","461" +"180","96","85","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 470 hp 424 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Jaguar XF Supercharged","Jaguar","2011 Jaguar XF","2011","470","424" +"127","62","221","Front-wheel drive","Jeep 2.0L 4 Cylinder 158 hp 141 ft-lbs","True","5","5 Speed Manual","23","Gasoline","29","Manual transmission","2011 Jeep Patriot Sport 4x2","Jeep","2011 Jeep Patriot","2011","158","141" +"127","62","221","Front-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","23","Gasoline","28","Manual transmission","2011 Jeep Patriot Sport 2.4L 4x2","Jeep","2011 Jeep Patriot","2011","172","165" +"160","62","221","Four-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","22","Gasoline","28","Manual transmission","2011 Jeep Patriot Sport 4x4","Jeep","2011 Jeep Patriot","2011","172","165" +"127","62","221","Front-wheel drive","Jeep 2.0L 4 Cylinder 158 hp 141 ft-lbs","True","5","5 Speed Manual","23","Gasoline","29","Manual transmission","2011 Jeep Patriot Latitude 4x2","Jeep","2011 Jeep Patriot","2011","158","141" +"127","62","221","Front-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","23","Gasoline","28","Manual transmission","2011 Jeep Patriot Latitude 2.4L 4x2","Jeep","2011 Jeep Patriot","2011","172","165" +"160","62","221","Four-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","22","Gasoline","28","Manual transmission","2011 Jeep Patriot Latitude 4x4","Jeep","2011 Jeep Patriot","2011","172","165" +"127","62","221","Front-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","23","Gasoline","28","Manual transmission","2011 Jeep Patriot Latitude X 4x2","Jeep","2011 Jeep Patriot","2011","172","165" +"160","62","221","Four-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","22","Gasoline","28","Manual transmission","2011 Jeep Patriot Latitude X 4x4","Jeep","2011 Jeep Patriot","2011","172","165" +"127","62","221","Front-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","23","Gasoline","28","Manual transmission","2011 Jeep Patriot Latitude X 70th Anniversary 4x2","Jeep","2011 Jeep Patriot","2011","172","165" +"160","62","221","Four-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","22","Gasoline","28","Manual transmission","2011 Jeep Patriot Latitude X 70th Anniversary 4x4","Jeep","2011 Jeep Patriot","2011","172","165" +"203","134","90","Rear-wheel drive","Chrysler 2.7L 6 cylinder 178 hp 190 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","26","Automatic transmission","2010 Chrysler 300 Touring","Chrysler","2010 Chrysler 300","2010","178","190" +"203","134","90","All-wheel drive","Chrysler 3.5L 6 cylinder 250 hp 250 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Chrysler 300 Touring AWD","Chrysler Group LLC","2010 Chrysler 300","2010","250","250" +"203","134","90","Rear-wheel drive","Chrysler 3.5L 6 cylinder 250 hp 250 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","25","Automatic transmission","2010 Chrysler 300 Touring Plus","Chrysler Group LLC","2010 Chrysler 300","2010","250","250" +"203","134","90","Rear-wheel drive","Chrysler 3.5L 6 cylinder 250 hp 250 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","25","Automatic transmission","2010 Chrysler 300 Limited","Chrysler Group LLC","2010 Chrysler 300","2010","250","250" +"203","134","90","All-wheel drive","Chrysler 3.5L 6 cylinder 250 hp 250 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Chrysler 300 Limited AWD","Chrysler Group LLC","2010 Chrysler 300","2010","250","250" +"203","134","90","Rear-wheel drive","Chrysler 5.7L 8 cylinder 360 hp 389 ft-lbs","True","5","5 Speed Automatic Select Shift","16","Gasoline","25","Automatic transmission","2010 Chrysler 300 C Hemi","Chrysler","2010 Chrysler 300","2010","360","389" +"203","134","90","All-wheel drive","Chrysler 5.7L 8 cylinder 360 hp 389 ft-lbs","True","5","5 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 Chrysler 300 C AWD","Chrysler","2010 Chrysler 300","2010","360","389" +"203","134","90","Rear-wheel drive","Chrysler 3.5L 6 cylinder 250 hp 250 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","25","Automatic transmission","2010 Chrysler 300 S V6","Chrysler Group LLC","2010 Chrysler 300","2010","250","250" +"203","134","90","Rear-wheel drive","Chrysler 5.7L 8 cylinder 360 hp 389 ft-lbs","True","5","5 Speed Automatic Select Shift","16","Gasoline","25","Automatic transmission","2010 Chrysler 300 S V8","Chrysler","2010 Chrysler 300","2010","360","389" +"190","134","90","Rear-wheel drive","Chrysler 6.1L 8 cylinder 425hp 420 ft-lbs","True","5","5 Speed Automatic Select Shift","13","Gasoline","19","Automatic transmission","2010 Chrysler 300 SRT8","Chrysler Group LLC","2010 Chrysler 300","2010","425","420" +"188","31","206","Front-wheel drive","Chrysler 3.6L 6 cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","17","E85","25","Automatic transmission","2011 Chrysler Town and Country Touring","Chrysler","2011 Chrysler Town and Country","2011","283","260" +"188","31","206","Front-wheel drive","Chrysler 3.6L 6 cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","17","E85","25","Automatic transmission","2011 Chrysler Town and Country Touring-L","Chrysler","2011 Chrysler Town and Country","2011","283","260" +"188","31","206","Front-wheel drive","Chrysler 3.6L 6 cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","17","E85","25","Automatic transmission","2011 Chrysler Town and Country Limited","Chrysler","2011 Chrysler Town and Country","2011","283","260" +"214","23","161","Front-wheel drive","Chrysler 3.8L 6 cylinder 197hp 230 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 Chrysler Town and Country LX","Chrysler","2010 Chrysler Town and Country","2010","197","230" +"214","23","161","Front-wheel drive","Chrysler 4.0L 6 cylinder 251hp 259 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2010 Chrysler Town and Country Limited","Chrysler","2010 Chrysler Town and Country","2010","251","259" +"214","23","161","Front-wheel drive","Chrysler 3.8L 6 cylinder 197hp 230 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","23","Automatic transmission","2010 Chrysler Town and Country Touring","Chrysler","2010 Chrysler Town and Country","2010","197","230" +"214","23","161","Front-wheel drive","Chrysler 3.8L 6 cylinder 197hp 230 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 Chrysler Town and Country Touring Plus","Chrysler","2010 Chrysler Town and Country","2010","197","230" +"180","96","85","Rear-wheel drive","Jaguar 4.2L 8 Cylinder 300 hp 310 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","25","Automatic transmission","2010 Jaguar XF","Jaguar","2010 Jaguar XF","2010","300","310" +"180","96","85","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 385 hp 380 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 Jaguar XF Premium","Jaguar","2010 Jaguar XF","2010","385","380" +"180","96","85","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 470 hp 424 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2010 Jaguar XF Supercharged","Jaguar","2010 Jaguar XF","2010","470","424" +"180","96","85","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 510 hp 461 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2010 Jaguar XFR","Jaguar","2010 Jaguar XF","2010","510","461" +"132","57","219","Front-wheel drive","Jeep 2.0L 4 Cylinder 158 hp 141 ft-lbs","True","5","5 Speed Manual","23","Gasoline","29","Manual transmission","2010 Jeep Patriot Sport","Jeep","2010 Jeep Patriot","2010","158","141" +"132","57","219","Front-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","23","Gasoline","28","Manual transmission","2010 Jeep Patriot Sport 2.4L","Jeep","2010 Jeep Patriot","2010","172","165" +"132","57","219","Four-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","23","Gasoline","28","Manual transmission","2010 Jeep Patriot Sport 4x4","Jeep","2010 Jeep Patriot","2010","172","165" +"132","57","219","Front-wheel drive","Jeep 2.0L 4 Cylinder 158 hp 141 ft-lbs","True","5","5 Speed Manual","23","Gasoline","29","Manual transmission","2010 Jeep Patriot Sport Fleet","Jeep","2010 Jeep Patriot","2010","158","141" +"132","57","219","Front-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","23","Gasoline","28","Manual transmission","2010 Jeep Patriot Sport Fleet 2.4L","Jeep","2010 Jeep Patriot","2010","172","165" +"132","57","219","Four-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","23","Gasoline","28","Manual transmission","2010 Jeep Patriot Sport Fleet 4x4","Jeep","2010 Jeep Patriot","2010","172","165" +"132","57","219","Front-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","23","Gasoline","28","Manual transmission","2010 Jeep Patriot Limited","Jeep","2010 Jeep Patriot","2010","172","165" +"132","57","219","Four-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","23","Gasoline","28","Manual transmission","2010 Jeep Patriot Limited 4x4","Jeep","2010 Jeep Patriot","2010","172","165" +"93","200","183","Rear-wheel drive","Lotus 1.8L 4 Cylinder 189 hp 133 ft-lbs","True","6","6 Speed Manual","21","Gasoline","27","Manual transmission","2011 Lotus Elise R","Lotus","2011 Lotus Elise","2011","189","133" +"93","200","183","Rear-wheel drive","Lotus 1.8L 4 Cylinder 217 hp 155 ft-lbs","True","6","6 Speed Manual","20","Gasoline","26","Manual transmission","2011 Lotus Elise SC","Lotus","2011 Lotus Elise","2011","217","155" +"93","200","183","Rear-wheel drive","Lotus 1.8L 4 Cylinder 218 hp 156 ft-lbs S-charged","True","6","6 Speed Manual","20","Gasoline","26","Manual transmission","2010 Lotus Elise SC","Lotus","2010 Lotus Elise","2010","218","156" +"93","200","183","Rear-wheel drive","Lotus 1.8L 4 Cylinder 189 hp 133 ft-lbs","True","6","6 Speed Manual","21","Gasoline","27","Manual transmission","2009 Lotus Elise","Lotus","2009 Lotus Elise","2009","189","133" +"93","200","183","Rear-wheel drive","Lotus 1.8L 4 Cylinder 218 hp 156 ft-lbs S-charged","True","6","6 Speed Manual","20","Gasoline","26","Manual transmission","2009 Lotus Elise SC","Lotus","2009 Lotus Elise","2009","218","156" +"170","7","249","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 169 hp 160 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","33","Automatic transmission","2011 Chevrolet Malibu LS","Chevrolet","2011 Chevrolet Malibu","2011","169","160" +"170","7","249","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 169 hp 160 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","33","Automatic transmission","2011 Chevrolet Malibu 1LT","Chevrolet","2011 Chevrolet Malibu","2011","169","160" +"170","7","249","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 169 hp 160 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","33","Automatic transmission","2011 Chevrolet Malibu 2LT","Chevrolet","2011 Chevrolet Malibu","2011","169","160" +"170","7","249","Front-wheel drive","Chevrolet 3.6L 6 Cylinder 252 hp 251 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2011 Chevrolet Malibu 2LT V6","Chevrolet","2011 Chevrolet Malibu","2011","252","251" +"170","7","249","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 169 hp 160 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","33","Automatic transmission","2011 Chevrolet Malibu LTZ","Chevrolet","2011 Chevrolet Malibu","2011","169","160" +"170","7","249","Front-wheel drive","Chevrolet 3.6L 6 Cylinder 252 hp 251 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2011 Chevrolet Malibu LTZ V6","Chevrolet","2011 Chevrolet Malibu","2011","252","251" +"197","244","57","Rear-wheel drive","Lotus 3.5L 6 Cylinder 276 hp 258 ft-lbs","True","6","6 Speed Manual","17","Gasoline","27","Manual transmission","2011 Lotus Evora","Lotus","2011 Lotus Evora","2011","276","258" +"26","11","252","Front-wheel drive","Mini 1.6L 4 Cylinder 121 hp 114 ft-lbs","True","6","6 Speed Manual","27","Gasoline","35","Manual transmission","2012 MINI Cooper Countryman","MINI","2012 MINI Countryman","2012","121","114" +"26","11","252","Front-wheel drive","Mini 1.6L 4 Cylinder 121 hp 114 ft-lbs","True","6","6 Speed Automatic Select Shift","25","Gasoline","30","Automatic transmission","2012 MINI Cooper Countryman AT","MINI","2012 MINI Countryman","2012","121","114" +"26","13","252","Front-wheel drive","Mini 1.6L 4 Cylinder 181 hp 177 ft-lbs Turbo","True","6","6 Speed Manual","26","Gasoline","32","Manual transmission","2012 MINI Cooper S Countryman","MINI","2012 MINI Countryman","2012","181","177" +"26","13","252","Front-wheel drive","Mini 1.6L 4 Cylinder 181 hp 177 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","25","Gasoline","32","Automatic transmission","2012 MINI Cooper S Countryman AT","MINI","2012 MINI Countryman","2012","181","177" +"26","13","252","All-wheel drive","Mini 1.6L 4 Cylinder 181 hp 177 ft-lbs Turbo","True","6","6 Speed Manual","25","Gasoline","31","Manual transmission","2012 MINI Cooper S Countryman All4","MINI","2012 MINI Countryman","2012","181","177" +"26","13","252","All-wheel drive","Mini 1.6L 4 Cylinder 181 hp 177 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","23","Gasoline","30","Automatic transmission","2012 MINI Cooper S Countryman All4 AT","MINI","2012 MINI Countryman","2012","181","177" +"26","11","252","Front-wheel drive","Mini 1.6L 4 Cylinder 121 hp 114 ft-lbs","True","6","6 Speed Manual","28","Gasoline","35","Manual transmission","2011 MINI Cooper Countryman","MINI","2011 MINI Countryman","2011","121","114" +"26","11","252","Front-wheel drive","Mini 1.6L 4 Cylinder 121 hp 114 ft-lbs","True","6","6 Speed Automatic Select Shift","25","Gasoline","30","Automatic transmission","2011 MINI Cooper Countryman AT","MINI","2011 MINI Countryman","2011","121","114" +"26","13","252","Front-wheel drive","Mini 1.6L 4 Cylinder 181 hp 177 ft-lbs Turbo","True","6","6 Speed Manual","26","Gasoline","32","Manual transmission","2011 MINI Cooper S Countryman","MINI","2011 MINI Countryman","2011","181","177" +"26","13","252","Front-wheel drive","Mini 1.6L 4 Cylinder 181 hp 177 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","25","Gasoline","32","Automatic transmission","2011 MINI Cooper S Countryman AT","MINI","2011 MINI Countryman","2011","181","177" +"26","13","252","All-wheel drive","Mini 1.6L 4 Cylinder 181 hp 177 ft-lbs Turbo","True","6","6 Speed Manual","25","Gasoline","31","Manual transmission","2011 MINI Cooper S Countryman All4","MINI","2011 MINI Countryman","2011","181","177" +"26","13","252","All-wheel drive","Mini 1.6L 4 Cylinder 181 hp 177 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","23","Gasoline","30","Automatic transmission","2011 MINI Cooper S Countryman All4 AT","MINI","2011 MINI Countryman","2011","181","177" +"170","7","249","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 169 hp 160 ft-lbs","True","4","4 Speed Automatic","22","Gasoline","30","Automatic transmission","2010 Chevrolet Malibu LS","Chevrolet","2010 Chevrolet Malibu","2010","169","160" +"170","7","249","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 170 hp 158 ft-lbs FFV","True","4","4 Speed Automatic","22","Gasoline","30","Automatic transmission","2010 Chevrolet Malibu Fleet","Chevrolet","2010 Chevrolet Malibu","2010","170","158" +"170","7","249","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 169 hp 160 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","33","Automatic transmission","2010 Chevrolet Malibu 1LT","Chevrolet","2010 Chevrolet Malibu","2010","169","160" +"170","7","249","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 169 hp 160 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","33","Automatic transmission","2010 Chevrolet Malibu 2LT","Chevrolet","2010 Chevrolet Malibu","2010","169","160" +"170","7","249","Front-wheel drive","Chevrolet 3.6L 6 Cylinder 252 hp 251 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2010 Chevrolet Malibu 2LT V6","Chevrolet","2010 Chevrolet Malibu","2010","252","251" +"170","7","249","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 169 hp 160 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","33","Automatic transmission","2010 Chevrolet Malibu LTZ","Chevrolet","2010 Chevrolet Malibu","2010","169","160" +"170","7","249","Front-wheel drive","Chevrolet 3.6L 6 Cylinder 252 hp 251 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","26","Automatic transmission","2010 Chevrolet Malibu LTZ V6","Chevrolet","2010 Chevrolet Malibu","2010","252","251" +"134","213","191","Rear-wheel drive","Lotus 1.8L 4 Cylinder 240 hp 170 ft-lbs S-charged","True","6","6 Speed Manual","20","Gasoline","26","Manual transmission","2011 Lotus Exige S240","Lotus","2011 Lotus Exige","2011","240","170" +"134","213","191","Rear-wheel drive","Lotus 1.8L 4 Cylinder 257 hp 174 ft-lbs S-charged","True","6","6 Speed Manual","20","Gasoline","26","Manual transmission","2011 Lotus Exige S260","Lotus","2011 Lotus Exige","2011","257","174" +"146","200","183","Rear-wheel drive","Lotus 1.8L 4 Cylinder 240 hp 170 ft-lbs S-charged","True","6","6 Speed Manual","20","Gasoline","26","Manual transmission","2010 Lotus Exige S240","Lotus","2010 Lotus Exige","2010","240","170" +"144","200","191","Rear-wheel drive","Lotus 1.8L 4 Cylinder 240 hp 170 ft-lbs S-charged","True","6","6 Speed Manual","20","Gasoline","26","Manual transmission","2009 Lotus Exige S240","Lotus","2009 Lotus Exige","2009","240","170" +"134","213","191","Rear-wheel drive","Lotus 1.8L 4 Cylinder 257 hp 174 ft-lbs S-charged","True","6","6 Speed Manual","21","Gasoline","27","Manual transmission","2009 Lotus Exige S260","Lotus","2009 Lotus Exige","2009","257","174" +"236","44","198","Front-wheel drive","Chevrolet 1.8L 4 Cylinder 138 hp 125 ft-lbs","True","5","5 Speed Manual","26","Gasoline","35","Manual transmission","2012 Chevrolet Sonic Sedan 1LS","Chevrolet","2012 Chevrolet Sonic Sedan","2012","138","125" +"236","44","198","Front-wheel drive","Chevrolet 1.8L 4 Cylinder 138 hp 125 ft-lbs","True","6","6 Speed Automatic","25","Gasoline","35","Automatic transmission","2012 Chevrolet Sonic Sedan 2LS","Chevrolet","2012 Chevrolet Sonic Sedan","2012","138","125" +"236","44","198","Front-wheel drive","Chevrolet 1.8L 4 Cylinder 138 hp 125 ft-lbs","True","5","5 Speed Manual","26","Gasoline","35","Manual transmission","2012 Chevrolet Sonic Sedan 1LT","Chevrolet","2012 Chevrolet Sonic Sedan","2012","138","125" +"236","44","198","Front-wheel drive","Chevrolet 1.8L 4 Cylinder 138 hp 125 ft-lbs","True","6","6 Speed Automatic","25","Gasoline","35","Automatic transmission","2012 Chevrolet Sonic Sedan 2LT","Chevrolet","2012 Chevrolet Sonic Sedan","2012","138","125" +"236","44","198","Front-wheel drive","Chevrolet 1.8L 4 Cylinder 138 hp 125 ft-lbs","True","5","5 Speed Manual","26","Gasoline","35","Manual transmission","2012 Chevrolet Sonic Sedan 1LZ","Chevrolet","2012 Chevrolet Sonic Sedan","2012","138","125" +"236","44","198","Front-wheel drive","Chevrolet 1.8L 4 Cylinder 138 hp 125 ft-lbs","True","6","6 Speed Automatic","25","Gasoline","35","Automatic transmission","2012 Chevrolet Sonic Sedan 2LZ","Chevrolet","2012 Chevrolet Sonic Sedan","2012","138","125" +"170","7","249","Front-wheel drive","Chevrolet 2.4L 4 Cylinder 164 hp 159 ft-lbs Hybrid","True","4","4 Speed Automatic","26","Gasoline","34","Automatic transmission","2010 Chevrolet Malibu Hybrid Fleet","Chevrolet","2010 Chevrolet Malibu Hybrid","2010","164","159" +"73","17","123","Rear-wheel drive","Maserati 4.2L 8 Cylinder 405 hp 339 ft-lbs","True","6","6 Speed Automatic","13","Gasoline","20","Automatic transmission","2011 Maserati GranTurismo Coup","Maserati","2011 Maserati GranTurismo Coup","2011","405","339" +"73","17","123","Rear-wheel drive","Maserati 4.7L 8 Cylinder 433 hp 361 ft-lbs","True","6","6 Speed Automatic","13","Gasoline","20","Automatic transmission","2011 Maserati GranTurismo Coup S AT","Maserati","2011 Maserati GranTurismo Coup","2011","433","361" +"73","17","123","Rear-wheel drive","Maserati 4.2L 8 Cylinder 405 hp 339 ft-lbs","True","6","6 Speed Automatic","12","Gasoline","19","Automatic transmission","2010 Maserati GranTurismo Coup","Maserati","2010 Maserati GranTurismo Coup","2010","405","339" +"73","17","123","Rear-wheel drive","Maserati 4.7L 8 Cylinder 433 hp 361 ft-lbs","True","6","6 Speed Automatic","12","Gasoline","19","Automatic transmission","2010 Maserati GranTurismo Coup S AT","Maserati","2010 Maserati GranTurismo Coup","2010","433","361" +"73","17","54","Rear-wheel drive","Maserati 4.7L 8 Cylinder 433 hp 361 ft-lbs","True","6","6 Speed Automatic","12","Gasoline","20","Automatic transmission","2011 Maserati GranTurismo Convertible","Maserati","2011 Maserati GranTurismo Convertible","2011","433","361" +"73","17","123","Rear-wheel drive","Maserati 4.7L 8 Cylinder 433 hp 361 ft-lbs","True","6","6 Speed Automatic","12","Gasoline","19","Automatic transmission","2010 Maserati GranTurismo Convertible","Maserati","2010 Maserati GranTurismo Convertible","2010","433","361" +"157","233","102","Rear-wheel drive","Maserati 4.2L 8 Cylinder 400 hp 339 ft-lbs","True","6","6 Speed Automatic","12","Gasoline","20","Automatic transmission","2011 Maserati Quattroporte","Maserati","2011 Maserati Quattroporte","2011","400","339" +"157","233","102","Rear-wheel drive","Maserati 4.7L 8 Cylinder 430 hp 361 ft-lbs","True","6","6 Speed Automatic","12","Gasoline","19","Automatic transmission","2011 Maserati Quattroporte S","Maserati","2011 Maserati Quattroporte","2011","430","361" +"142","233","102","Rear-wheel drive","Maserati 4.7L 8 Cylinder 440 hp 361 ft-lbs","True","6","6 Speed Automatic","12","Gasoline","19","Automatic transmission","2011 Maserati Quattroporte Sport GT S","Maserati","2011 Maserati Quattroporte","2011","440","361" +"34","41","79","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","6","6 Speed Manual","15","Gasoline","19","Manual transmission","2011 Jeep Wrangler Sport","Jeep","2011 Jeep Wrangler","2011","202","237" +"34","41","79","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2011 Jeep Wrangler Sport AT","Jeep","2011 Jeep Wrangler","2011","202","237" +"34","41","79","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","6","6 Speed Manual","15","Gasoline","19","Manual transmission","2011 Jeep Wrangler Sport S","Jeep","2011 Jeep Wrangler","2011","202","237" +"34","41","79","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2011 Jeep Wrangler Sport S AT","Jeep","2011 Jeep Wrangler","2011","202","237" +"34","41","79","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","6","6 Speed Manual","15","Gasoline","19","Manual transmission","2011 Jeep Wrangler Sahara","Jeep","2011 Jeep Wrangler","2011","202","237" +"34","41","79","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2011 Jeep Wrangler Sahara AT","Jeep","2011 Jeep Wrangler","2011","202","237" +"34","41","79","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","6","6 Speed Manual","15","Gasoline","19","Manual transmission","2011 Jeep Wrangler Sahara 70th Anniversary","Jeep","2011 Jeep Wrangler","2011","202","237" +"34","41","79","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2011 Jeep Wrangler Sahara 70th Anniversary AT","Jeep","2011 Jeep Wrangler","2011","202","237" +"8","41","79","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","6","6 Speed Manual","15","Gasoline","19","Manual transmission","2011 Jeep Wrangler Mojave","Jeep","2011 Jeep Wrangler","2011","202","237" +"8","41","79","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2011 Jeep Wrangler Mojave AT","Jeep","2011 Jeep Wrangler","2011","202","237" +"34","41","79","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","6","6 Speed Manual","15","Gasoline","19","Manual transmission","2011 Jeep Wrangler Rubicon","Jeep","2011 Jeep Wrangler","2011","202","237" +"34","41","79","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2011 Jeep Wrangler Rubicon AT","Jeep","2011 Jeep Wrangler","2011","202","237" +"6","52","85","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","6","6 Speed Manual","15","Gasoline","19","Manual transmission","2011 Jeep Wrangler Unlimited Sport","Jeep","2011 Jeep Wrangler","2011","202","237" +"6","52","85","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2011 Jeep Wrangler Unlimited Sport AT","Jeep","2011 Jeep Wrangler","2011","202","237" +"6","52","85","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","6","6 Speed Manual","15","Gasoline","19","Manual transmission","2011 Jeep Wrangler Unlimited Sport S","Jeep","2011 Jeep Wrangler","2011","202","237" +"6","52","85","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2011 Jeep Wrangler Unlimited Sport S AT","Jeep","2011 Jeep Wrangler","2011","202","237" +"6","52","85","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2011 Jeep Wrangler Unlimited Sport RHD","Jeep","2011 Jeep Wrangler","2011","202","237" +"6","52","85","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","6","6 Speed Manual","15","Gasoline","19","Manual transmission","2011 Jeep Wrangler Unlimited Sahara","Jeep","2011 Jeep Wrangler","2011","202","237" +"6","52","85","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2011 Jeep Wrangler Unlimited Sahara AT","Jeep","2011 Jeep Wrangler","2011","202","237" +"39","52","85","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","6","6 Speed Manual","15","Gasoline","19","Manual transmission","2011 Jeep Wrangler Unlimited Sahara 70th Anniversary","Jeep","2011 Jeep Wrangler","2011","202","237" +"39","52","85","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2011 Jeep Wrangler Unlimited Sahara 70th Anniversary AT","Jeep","2011 Jeep Wrangler","2011","202","237" +"6","52","85","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","6","6 Speed Manual","15","Gasoline","19","Manual transmission","2011 Jeep Wrangler Unlimited Mojave","Jeep","2011 Jeep Wrangler","2011","202","237" +"6","52","85","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2011 Jeep Wrangler Unlimited Mojave AT","Jeep","2011 Jeep Wrangler","2011","202","237" +"39","52","85","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","6","6 Speed Manual","15","Gasoline","19","Manual transmission","2011 Jeep Wrangler Unlimited Rubicon","Jeep","2011 Jeep Wrangler","2011","202","237" +"39","52","85","Four-wheel drive","Jeep 3.8L 6 Cylinder 202 hp 237 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2011 Jeep Wrangler Unlimited Rubicon AT","Jeep","2011 Jeep Wrangler","2011","202","237" +"8","41","55","Four-wheel drive","Jeep 3.8L 6 Cylinder 205 hp 240 ft-lbs","True","6","6 Speed Manual","15","Gasoline","19","Manual transmission","2010 Jeep Wrangler Sport","Jeep","2010 Jeep Wrangler","2010","205","240" +"8","41","55","Four-wheel drive","Jeep 3.8L 6 Cylinder 205 hp 240 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2010 Jeep Wrangler Sport AT","Jeep","2010 Jeep Wrangler","2010","205","240" +"8","64","55","Four-wheel drive","Jeep 3.8L 6 Cylinder 205 hp 240 ft-lbs","True","6","6 Speed Manual","15","Gasoline","19","Manual transmission","2010 Jeep Wrangler Sahara","Jeep","2010 Jeep Wrangler","2010","205","240" +"8","64","55","Four-wheel drive","Jeep 3.8L 6 Cylinder 205 hp 240 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2010 Jeep Wrangler Sahara AT","Jeep","2010 Jeep Wrangler","2010","205","240" +"8","64","55","Four-wheel drive","Jeep 3.8L 6 Cylinder 205 hp 240 ft-lbs","True","6","6 Speed Manual","15","Gasoline","19","Manual transmission","2010 Jeep Wrangler Rubicon","Jeep","2010 Jeep Wrangler","2010","205","240" +"8","64","55","Four-wheel drive","Jeep 3.8L 6 Cylinder 205 hp 240 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2010 Jeep Wrangler Rubicon AT","Jeep","2010 Jeep Wrangler","2010","205","240" +"6","57","55","Rear-wheel drive","Jeep 3.8L 6 Cylinder 205 hp 240 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Jeep Wrangler Unlimited Sport","Jeep","2010 Jeep Wrangler","2010","205","240" +"6","57","55","Four-wheel drive","Jeep 3.8L 6 Cylinder 205 hp 240 ft-lbs","True","6","6 Speed Manual","15","Gasoline","19","Manual transmission","2010 Jeep Wrangler Unlimited Sport 4x4","Jeep","2010 Jeep Wrangler","2010","205","240" +"6","57","55","Four-wheel drive","Jeep 3.8L 6 Cylinder 205 hp 240 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2010 Jeep Wrangler Unlimited Sport AT 4x4","Jeep","2010 Jeep Wrangler","2010","205","240" +"6","75","55","Rear-wheel drive","Jeep 3.8L 6 Cylinder 205 hp 240 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Jeep Wrangler Unlimited Sahara","Jeep","2010 Jeep Wrangler","2010","205","240" +"6","75","55","Four-wheel drive","Jeep 3.8L 6 Cylinder 205 hp 240 ft-lbs","True","6","6 Speed Manual","15","Gasoline","19","Manual transmission","2010 Jeep Wrangler Unlimited Sahara 4x4","Jeep","2010 Jeep Wrangler","2010","205","240" +"6","75","55","Four-wheel drive","Jeep 3.8L 6 Cylinder 205 hp 240 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2010 Jeep Wrangler Unlimited Sahara AT 4x4","Jeep","2010 Jeep Wrangler","2010","205","240" +"6","75","55","Four-wheel drive","Jeep 3.8L 6 Cylinder 205 hp 240 ft-lbs","True","6","6 Speed Manual","15","Gasoline","19","Manual transmission","2010 Jeep Wrangler Unlimited Rubicon","Jeep","2010 Jeep Wrangler","2010","205","240" +"6","75","55","Four-wheel drive","Jeep 3.8L 6 Cylinder 205 hp 240 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2010 Jeep Wrangler Unlimited Rubicon AT","Jeep","2010 Jeep Wrangler","2010","205","240" +"6","52","85","Four-wheel drive","Jeep 3.8L 6 Cylinder 205 hp 240 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2010 Jeep Wrangler Unlimited Sport RHD","Jeep","2010 Jeep Wrangler","2010","205","240" +"127","22","181","Rear-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","25","Automatic transmission","2010 GMC Canyon WT 2WD AT","GMC","2010 GMC Canyon","2010","185","190" +"181","22","206","Four-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","24","Manual transmission","2010 GMC Canyon WT 4WD","GMC","2010 GMC Canyon","2010","185","190" +"181","22","206","Four-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 GMC Canyon WT 4WD AT","GMC","2010 GMC Canyon","2010","185","190" +"127","22","181","Rear-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 GMC Canyon WT 2WD 3.7L","GMC","2010 GMC Canyon","2010","242","242" +"181","22","206","Four-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 GMC Canyon WT 4WD 3.7L","GMC","2010 GMC Canyon","2010","242","242" +"157","233","102","Rear-wheel drive","Maserati 4.2L 8 Cylinder 400 hp 339 ft-lbs","True","6","6 Speed Automatic","12","Gasoline","20","Automatic transmission","2010 Maserati Quattroporte","Maserati","2010 Maserati Quattroporte","2010","400","339" +"157","233","102","Rear-wheel drive","Maserati 4.7L 8 Cylinder 425 hp 361 ft-lbs","True","6","6 Speed Automatic","12","Gasoline","19","Automatic transmission","2010 Maserati Quattroporte S","Maserati","2010 Maserati Quattroporte","2010","425","361" +"157","233","102","Rear-wheel drive","Maserati 4.7L 8 Cylinder 433 hp 361 ft-lbs","True","6","6 Speed Automatic","12","Gasoline","19","Automatic transmission","2010 Maserati Quattroporte Sport GT S","Maserati","2010 Maserati Quattroporte","2010","433","361" +"249","137","184","Four-wheel drive","Honda 3.5L 6 Cylinder 250 hp 247 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Honda Ridgeline RT","Honda","2011 Honda Ridgeline","2011","250","247" +"249","137","184","Four-wheel drive","Honda 3.5L 6 Cylinder 250 hp 247 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Honda Ridgeline RTS","Honda","2011 Honda Ridgeline","2011","250","247" +"16","137","184","Four-wheel drive","Honda 3.5L 6 Cylinder 250 hp 247 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Honda Ridgeline RTL","Honda","2011 Honda Ridgeline","2011","250","247" +"249","137","184","Four-wheel drive","Honda 3.5L 6 Cylinder 250 hp 247 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Honda Ridgeline RT","Honda","2010 Honda Ridgeline","2010","250","247" +"249","137","184","Four-wheel drive","Honda 3.5L 6 Cylinder 250 hp 247 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Honda Ridgeline RTS","Honda","2010 Honda Ridgeline","2010","250","247" +"16","137","184","Four-wheel drive","Honda 3.5L 6 Cylinder 250 hp 247 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Honda Ridgeline RTL","Honda","2010 Honda Ridgeline","2010","250","247" +"99","144","148","Front-wheel drive","Mini 1.6L 4 Cylinder 121 hp 114 ft-lbs","True","6","6 Speed Manual","29","Gasoline","37","Manual transmission","2012 MINI Cooper Coupe","MINI","2012 MINI Cooper Coupe","2012","121","114" +"99","144","148","Front-wheel drive","Mini 1.6L 4 Cylinder 121 hp 114 ft-lbs","True","6","6 Speed Automatic Select Shift","28","Gasoline","36","Automatic transmission","2012 MINI Cooper Coupe AT","MINI","2012 MINI Cooper Coupe","2012","121","114" +"104","144","148","Front-wheel drive","Mini 1.6L 4 Cylinder 181 hp 177 ft-lbs Turbo","True","6","6 Speed Manual","27","Gasoline","35","Manual transmission","2012 MINI Cooper S Coupe","MINI","2012 MINI Cooper Coupe","2012","181","177" +"104","144","148","Front-wheel drive","Mini 1.6L 4 Cylinder 181 hp 177 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","26","Gasoline","34","Automatic transmission","2012 MINI Cooper S Coupe AT","MINI","2012 MINI Cooper Coupe","2012","181","177" +"104","175","148","Front-wheel drive","MINI 1.6L 4 Cylinder 208 hp 192 ft-lbs Turbo","True","6","6 Speed Manual","25","Gasoline","33","Manual transmission","2012 MINI John Cooper Works Coupe","MINI","2012 MINI Cooper Coupe","2012","208","192" +"150","8","196","Rear-wheel drive","Mercury 4.6L 8 cylinder 224hp 275 ft-lbs FFV","True","4","4 Speed Automatic","12","E85","17","Automatic transmission","2011 Mercury Grand Marquis LS","Mercury","2011 Mercury Grand Marquis","2011","224","275" +"150","8","196","Rear-wheel drive","Mercury 4.6L 8 cylinder 224hp 275 ft-lbs FFV","True","4","4 Speed Automatic","12","E85","17","Automatic transmission","2010 Mercury Grand Marquis LS","Mercury","2010 Mercury Grand Marquis","2011","224","275" +"191","98","13","Front-wheel drive","Mercury 2.5L 4 cylinder 171 hp 171 ft-lbs","True","6","6 Speed Automatic","21","Gasoline","28","Automatic transmission","2011 Mercury Mariner","Mercury","2011 Mercury Mariner","2011","171","171" +"191","98","13","All-wheel drive","Mercury 2.5L 4 cylinder 171 hp 171 ft-lbs","True","6","6 Speed Automatic","20","Gasoline","26","Automatic transmission","2011 Mercury Mariner AWD","Mercury","2011 Mercury Mariner","2011","171","171" +"191","98","13","Front-wheel drive","Mercury 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic","14","E85","19","Automatic transmission","2011 Mercury Mariner FFV","Mercury","2011 Mercury Mariner","2011","240","223" +"191","98","13","All-wheel drive","Mercury 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic","18","Gasoline","23","Automatic transmission","2011 Mercury Mariner FFV AWD","Mercury","2011 Mercury Mariner","2011","240","223" +"242","105","13","Front-wheel drive","Mercury 2.5L 4 cylinder 171 hp 171 ft-lbs","True","6","6 Speed Automatic","21","Gasoline","28","Automatic transmission","2011 Mercury Mariner Premier","Mercury","2011 Mercury Mariner","2011","171","171" +"242","105","13","All-wheel drive","Mercury 2.5L 4 cylinder 171 hp 171 ft-lbs","True","6","6 Speed Automatic","20","Gasoline","26","Automatic transmission","2011 Mercury Mariner Premier AWD","Mercury","2011 Mercury Mariner","2011","171","171" +"242","105","13","Front-wheel drive","Mercury 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic","14","E85","19","Automatic transmission","2011 Mercury Mariner Premier FFV","Mercury","2011 Mercury Mariner","2011","240","223" +"242","105","13","All-wheel drive","Mercury 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic","13","E85","17","Automatic transmission","2011 Mercury Mariner Premier FFV AWD","Mercury","2011 Mercury Mariner","2011","240","223" +"214","23","161","Front-wheel drive","Chrysler 3.3L 6 cylinder 175hp 205 ft-lbs FFV","True","4","4 Speed Automatic","17","Gasoline","24","Automatic transmission","2010 Chrysler Town and Country LX Fleet","Chrysler","2010 Chrysler Town and Country","2010","175","205" +"214","23","161","Front-wheel drive","Chrysler 4.0L 6 cylinder 251hp 259 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","25","Automatic transmission","2010 Chrysler Town and Country Touring 4.0L","Chrysler","2010 Chrysler Town and Country","2010","251","259" +"96","7","62","Rear-wheel drive","BMW 5.0L 10 cylinder 500hp 383 ft-lbs","True","6","6 Speed Manual","11","Gasoline","17","Manual transmission","2010 BMW M6 Convertible MT","BMW","2010 BMW M6 Convertible","2010","500","383" +"91","7","62","Rear-wheel drive","BMW 5.0L 10 cylinder 500hp 383 ft-lbs","True","6","6 Speed Manual","11","Gasoline","17","Manual transmission","2010 BMW M6 Coup MT","BMW","2010 BMW M6 Coup","2010","500","383" +"140","217","62","All-wheel drive","BMW 3.0L 6 cylinder 260 hp 225 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2010 BMW X3 xDrive30i SUV AT","BMW","2010 BMW X3","2010","260","225" +"140","217","62","All-wheel drive","BMW 3.0L 6 cylinder 260 hp 225 ft-lbs","True","6","6 Speed Manual","17","Gasoline","24","Manual transmission","2010 BMW X3 xDrive30i SUV","BMW","2010 BMW X3","2010","260","225" +"190","197","29","Front-wheel drive","Toyota 2.5L 4 Cylinder 178 hp 170 ft-lbs","True","6","6 Speed Automatic Select Shift","25","Gasoline","35","Automatic transmission","2012 Toyota Camry L","Toyota","2012 Toyota Camry","2012","178","170" +"190","197","29","Front-wheel drive","Toyota 2.5L 4 Cylinder 178 hp 170 ft-lbs","True","6","6 Speed Automatic Select Shift","25","Gasoline","35","Automatic transmission","2012 Toyota Camry LE","Toyota","2012 Toyota Camry","2012","178","170" +"190","197","29","Front-wheel drive","Toyota 2.5L 4 Cylinder 178 hp 170 ft-lbs","True","6","6 Speed Automatic Select Shift","25","Gasoline","35","Automatic transmission","2012 Toyota Camry SE","Toyota","2012 Toyota Camry","2012","178","170" +"190","197","29","Front-wheel drive","Toyota 3.5L 6 Cylinder 268 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","30","Automatic transmission","2012 Toyota Camry SE V6","Toyota","2012 Toyota Camry","2012","268","248" +"190","197","29","Front-wheel drive","Toyota 2.5L 4 Cylinder 178 hp 170 ft-lbs","True","6","6 Speed Automatic Select Shift","25","Gasoline","35","Automatic transmission","2012 Toyota Camry XLE","Toyota","2012 Toyota Camry","2012","178","170" +"190","197","29","Front-wheel drive","Toyota 3.5L 6 Cylinder 268 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","30","Automatic transmission","2012 Toyota Camry XLE V6","Toyota","2012 Toyota Camry","2012","268","248" +"125","40","90","All-wheel drive","BMW 3.0L 6 cylinder 240hp 221 ft-lbS","True","8","8 Speed Automatic Select Shift","19","Gasoline","25","Automatic transmission","2011 BMW X3 xDrive28i SUV","BMW","2011 BMW X3","2011","240","221" +"125","40","90","All-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","19","Gasoline","26","Automatic transmission","2011 BMW X3 xDrive35i SUV","BMW","2011 BMW X3","2011","300","300" +"19","63","113","Rear-wheel drive","Toyota 4.0L 6 Cylinder 260 hp 271 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","20","Automatic transmission","2012 Toyota FJ Cruiser","Toyota","2012 Toyota FJ Cruiser","2012","260","271" +"36","63","113","Four-wheel drive","Toyota 4.0L 6 Cylinder 260 hp 271 ft-lbs","True","6","6 Speed Manual","15","Gasoline","18","Manual transmission","2012 Toyota FJ Cruiser 4x4","Toyota","2012 Toyota FJ Cruiser","2012","260","271" +"36","63","113","Four-wheel drive","Toyota 4.0L 6 Cylinder 260 hp 271 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","20","Automatic transmission","2012 Toyota FJ Cruiser 4x4 AT","Toyota","2012 Toyota FJ Cruiser","2012","260","271" +"236","198","198","Front-wheel drive","Chevrolet 1.8L 4 Cylinder 138 hp 125 ft-lbs","True","5","5 Speed Manual","26","Gasoline","35","Manual transmission","2012 Chevrolet Sonic Hatchback 1LS","Chevrolet","2012 Chevrolet Sonic Hatchback","2012","138","125" +"236","198","198","Front-wheel drive","Chevrolet 1.8L 4 Cylinder 138 hp 125 ft-lbs","True","6","6 Speed Automatic","25","Gasoline","35","Automatic transmission","2012 Chevrolet Sonic Hatchback 2LS","Chevrolet","2012 Chevrolet Sonic Hatchback","2012","138","125" +"236","198","198","Front-wheel drive","Chevrolet 1.8L 4 Cylinder 138 hp 125 ft-lbs","True","5","5 Speed Manual","26","Gasoline","35","Manual transmission","2012 Chevrolet Sonic Hatchback 1LT","Chevrolet","2012 Chevrolet Sonic Hatchback","2012","138","125" +"236","198","198","Front-wheel drive","Chevrolet 1.4L 4 Cylinder 138 hp 148 ft-lbs Turbo","True","6","6 Speed Manual","29","Gasoline","40","Manual transmission","2012 Chevrolet Sonic Hatchback 1LT Turbo","Chevrolet","2012 Chevrolet Sonic Hatchback","2012","138","148" +"236","198","198","Front-wheel drive","Chevrolet 1.8L 4 Cylinder 138 hp 125 ft-lbs","True","6","6 Speed Automatic","25","Gasoline","35","Automatic transmission","2012 Chevrolet Sonic Hatchback 2LT","Chevrolet","2012 Chevrolet Sonic Hatchback","2012","138","125" +"236","198","198","Front-wheel drive","Chevrolet 1.8L 4 Cylinder 138 hp 125 ft-lbs","True","5","5 Speed Manual","26","Gasoline","35","Manual transmission","2012 Chevrolet Sonic Hatchback 1LTZ","Chevrolet","2012 Chevrolet Sonic Hatchback","2012","138","125" +"236","198","198","Front-wheel drive","Chevrolet 1.4L 4 Cylinder 138 hp 148 ft-lbs Turbo","True","6","6 Speed Manual","29","Gasoline","40","Manual transmission","2012 Chevrolet Sonic Hatchback 1LTZ Turbo","Chevrolet","2012 Chevrolet Sonic Hatchback","2012","138","148" +"236","198","198","Front-wheel drive","Chevrolet 1.8L 4 Cylinder 138 hp 125 ft-lbs","True","6","6 Speed Automatic","25","Gasoline","35","Automatic transmission","2012 Chevrolet Sonic Hatchback 2LTZ","Chevrolet","2012 Chevrolet Sonic Hatchback","2012","138","125" +"229","245","140","All-wheel drive","BMW 3.0L 6 cylinder 260 hp 225 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2010 BMW X5 xDrive30i SUV","BMW","2010 BMW X5","2010","260","225" +"229","245","140","All-wheel drive","BMW 3.0L 6 cylinder 265 hp 425 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","19","Diesel fuel","26","Automatic transmission","2010 BMW X5 xDrive35d SUV","BMW","2010 BMW X5","2010","265","425" +"229","245","140","All-wheel drive","BMW 4.8L 8 cylinder 350hp 350 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2010 BMW X5 xDrive48i SUV","BMW","2010 BMW X5","2010","350","350" +"158","16","217","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Chevrolet Suburban Half-Ton LS","Chevrolet","2011 Chevrolet Suburban Half-Ton","2011","320","335" +"158","16","217","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 Chevrolet Suburban Half-Ton LS 4WD","Chevrolet","2011 Chevrolet Suburban Half-Ton","2011","320","335" +"158","16","217","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 Chevrolet Suburban Half-Ton LT","Chevrolet","2011 Chevrolet Suburban Half-Ton","2011","320","335" +"158","16","217","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Chevrolet Suburban Half-Ton LT 4WD","Chevrolet","2011 Chevrolet Suburban Half-Ton","2011","320","335" +"158","16","217","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Chevrolet Suburban Half-Ton LTZ","Chevrolet","2011 Chevrolet Suburban Half-Ton","2011","320","335" +"158","16","217","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Chevrolet Suburban Half-Ton LTZ 4WD","Chevrolet","2011 Chevrolet Suburban Half-Ton","2011","320","335" +"239","245","140","All-wheel drive","BMW 3.0L 6 cylinder 265 hp 425 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","19","Gasoline","26","Automatic transmission","2011 BMW X5 xDrive35d SUV","BMW","2011 BMW X5","2011","265","425" +"239","245","140","All-wheel drive","BMW 4.4L 8 cylinder 400 hp 450 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2011 BMW X5 xDrive50i SUV","BMW","2011 BMW X5","2011","400","450" +"239","245","140","All-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 BMW X5 xDrive35i Premium SUV","BMW","2011 BMW X5","2011","300","300" +"239","245","140","All-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 BMW X5 xDrive35i Sport Activity SUV","BMW","2011 BMW X5","2011","300","300" +"239","245","140","All-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 BMW X5 xDrive35i SUV","BMW","2011 BMW X5","2011","300","300" +"158","16","217","Rear-wheel drive","Chevrolet 6.0L 8 Cylinder 352 hp 382 ft-lbs","True","6","6 Speed Automatic Select Shift","10","Gasoline","16","Automatic transmission","2011 Chevrolet Suburban Three-Quarter-Ton LS","Chevrolet","2011 Chevrolet Suburban Three-Quarter-Ton","2011","352","382" +"158","16","217","Four-wheel drive","Chevrolet 6.0L 8 Cylinder 352 hp 382 ft-lbs","True","6","6 Speed Automatic Select Shift","10","Gasoline","15","Automatic transmission","2011 Chevrolet Suburban Three-Quarter-Ton LS 4WD","Chevrolet","2011 Chevrolet Suburban Three-Quarter-Ton","2011","352","382" +"158","16","217","Rear-wheel drive","Chevrolet 6.0L 8 Cylinder 352 hp 382 ft-lbs","True","6","6 Speed Automatic Select Shift","10","Gasoline","16","Automatic transmission","2011 Chevrolet Suburban Three-Quarter-Ton LT","Chevrolet","2011 Chevrolet Suburban Three-Quarter-Ton","2011","352","382" +"158","16","217","Four-wheel drive","Chevrolet 6.0L 8 Cylinder 352 hp 382 ft-lbs","True","6","6 Speed Automatic Select Shift","10","Gasoline","15","Automatic transmission","2011 Chevrolet Suburban Three-Quarter-Ton LT 4WD","Chevrolet","2011 Chevrolet Suburban Three-Quarter-Ton","2011","352","382" +"158","16","217","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Chevrolet Suburban LS 1500","Chevrolet","2010 Chevrolet Suburban","2010","320","335" +"158","16","217","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Chevrolet Suburban LT 1500","Chevrolet","2010 Chevrolet Suburban","2010","320","335" +"158","16","217","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Chevrolet Suburban LTZ 1500","Chevrolet","2010 Chevrolet Suburban","2010","320","335" +"127","22","181","Rear-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","25","Manual transmission","2010 GMC Canyon SLE 2WD","GMC","2010 GMC Canyon","2010","185","190" +"127","22","181","Rear-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","25","Automatic transmission","2010 GMC Canyon SLE 2WD AT","GMC","2010 GMC Canyon","2010","185","190" +"181","22","206","Four-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","24","Manual transmission","2010 GMC Canyon SLE 4WD","GMC","2010 GMC Canyon","2010","185","190" +"181","22","206","Four-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 GMC Canyon SLE 4WD AT","GMC","2010 GMC Canyon","2010","185","190" +"127","22","181","Rear-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 GMC Canyon SLE 2WD 3.7L","GMC","2010 GMC Canyon","2010","242","242" +"181","22","206","Four-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 GMC Canyon SLE 4WD 3.7L","GMC","2010 GMC Canyon","2010","242","242" +"127","140","181","Rear-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","25","Manual transmission","2010 GMC Canyon Extended Cab WT 2WD","GMC","2010 GMC Canyon","2010","185","190" +"127","140","181","Rear-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","25","Automatic transmission","2010 GMC Canyon Extended Cab WT 2WD AT","GMC","2010 GMC Canyon","2010","185","190" +"181","140","206","Four-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","24","Manual transmission","2010 GMC Canyon Extended Cab WT 4WD","GMC","2010 GMC Canyon","2010","185","190" +"181","140","206","Four-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 GMC Canyon Extended Cab WT 4WD AT","GMC","2010 GMC Canyon","2010","185","190" +"127","140","181","Rear-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 GMC Canyon Extended Cab WT 2WD 3.7L","GMC","2010 GMC Canyon","2010","242","242" +"181","140","206","Four-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 GMC Canyon Extended Cab WT 4WD 3.7L","GMC","2010 GMC Canyon","2010","242","242" +"195","62","203","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","4","4 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2011 Subaru Impreza Hatchback Outback Sport AT","Subaru","2011 Subaru Impreza Hatchback","2011","170","170" +"195","62","203","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","5","5 Speed Manual","20","Gasoline","27","Manual transmission","2011 Subaru Impreza Hatchback Outback Sport","Subaru","2011 Subaru Impreza Hatchback","2011","170","170" +"195","62","3","All-wheel drive","Subaru 2.5L 4 cylinder 305 hp 290 ft-lbs Turbo","True","6","6 Speed Manual","17","Gasoline","23","Manual transmission","2011 Subaru Impreza Hatchback WRX STI","Subaru","2011 Subaru Impreza WRX Hatchback","2011","305","290" +"195","62","203","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","5","5 Speed Manual","20","Gasoline","27","Manual transmission","2011 Subaru Impreza Hatchback 2.5i","Subaru","2011 Subaru Impreza Hatchback","2011","170","170" +"195","62","203","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","4","4 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2011 Subaru Impreza Hatchback 2.5i AT","Subaru","2011 Subaru Impreza Hatchback","2011","170","170" +"195","62","3","All-wheel drive","Subaru 2.5L 4 cylinder 265 hp 244 ft-lbs Turbo","True","5","5 Speed Manual","19","Gasoline","25","Manual transmission","2011 Subaru Impreza WRX Hatchback","Subaru","2011 Subaru Impreza WRX Hatchback","2011","265","244" +"127","140","181","Rear-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","25","Manual transmission","2010 GMC Canyon Extended Cab SLE 2WD","GMC","2010 GMC Canyon","2010","185","190" +"127","140","181","Rear-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","25","Automatic transmission","2010 GMC Canyon Extended Cab SLE 2WD AT","GMC","2010 GMC Canyon","2010","185","190" +"181","140","206","Four-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","24","Manual transmission","2010 GMC Canyon Extended Cab SLE 4WD","GMC","2010 GMC Canyon","2010","185","190" +"181","140","206","Four-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 GMC Canyon Extended Cab SLE 4WD AT","GMC","2010 GMC Canyon","2010","185","190" +"127","140","181","Rear-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 GMC Canyon Extended Cab SLE 2WD 3.7L","GMC","2010 GMC Canyon","2010","242","242" +"127","140","181","Rear-wheel drive","GMC 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 GMC Canyon Extended Cab SLE 2WD V8","GMC","2010 GMC Canyon","2010","300","320" +"181","140","206","Four-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 GMC Canyon Extended Cab SLE 4WD 3.7L","GMC","2010 GMC Canyon","2010","242","242" +"181","140","206","Four-wheel drive","GMC 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 GMC Canyon Extended Cab SLE 4WD V8","GMC","2010 GMC Canyon","2010","300","320" +"195","62","203","All-wheel drive","Subaru 2.5L 4 cylinder 224 hp 226 ft-lbs Turbo","True","4","4 Speed Automatic Select Shift","19","Gasoline","24","Automatic transmission","2010 Subaru Impreza Hatchback 2.5GT","Subaru","2010 Subaru Impreza Hatchback","2010","224","226" +"200","62","203","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","4","4 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2010 Subaru Impreza Hatchback Outback Sport AT","Subaru","2010 Subaru Impreza Hatchback","2010","170","170" +"195","62","3","All-wheel drive","Subaru 2.5L 4 cylinder 305 hp 290 ft-lbs Turbo","True","6","6 Speed Manual","17","Gasoline","23","Manual transmission","2010 Subaru Impreza WRX STI Hatchback","Subaru","2010 Subaru Impreza WRX Hatchback","2010","305","290" +"195","62","203","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","4","4 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2010 Subaru Impreza Hatchback 2.5i AT","Subaru","2010 Subaru Impreza Hatchback","2010","170","170" +"200","62","203","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","5","5 Speed Manual","20","Gasoline","27","Manual transmission","2010 Subaru Impreza Hatchback Outback Sport","Subaru","2010 Subaru Impreza Hatchback","2010","170","170" +"195","62","203","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","5","5 Speed Manual","20","Gasoline","27","Manual transmission","2010 Subaru Impreza Hatchback 2.5i","Subaru","2010 Subaru Impreza Hatchback","2010","170","170" +"195","62","3","All-wheel drive","Subaru 2.5L 4 cylinder 305 hp 290 ft-lbs Turbo","True","6","6 Speed Manual","17","Gasoline","23","Manual transmission","2010 Subaru Impreza WRX STI Special Edition Hatchback","Subaru","2010 Subaru Impreza WRX Hatchback","2010","305","290" +"195","62","203","All-wheel drive","Subaru 2.5L 4 cylinder 265 hp 244 ft-lbs Turbo","True","5","5 Speed Manual","18","Gasoline","25","Manual transmission","2010 Subaru Impreza WRX Hatchback","Subaru","2010 Subaru Impreza WRX Hatchback","2010","265","244" +"127","140","181","Rear-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 GMC Canyon Extended Cab SLT 2WD","GMC","2010 GMC Canyon","2010","242","242" +"181","140","206","Four-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 GMC Canyon Extended Cab SLT 4WD","GMC","2010 GMC Canyon","2010","242","242" +"127","140","181","Rear-wheel drive","GMC 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 GMC Canyon Extended Cab SLT 2WD V8","GMC","2010 GMC Canyon","2010","300","320" +"181","140","206","Four-wheel drive","GMC 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 GMC Canyon Extended Cab SLT 4WD V8","GMC","2010 GMC Canyon","2010","300","320" +"120","140","181","Rear-wheel drive","GMC 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","25","Automatic transmission","2010 GMC Canyon Crew Cab SLE 2WD","GMC","2010 GMC Canyon","2010","185","190" +"120","140","181","Rear-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 GMC Canyon Crew Cab SLE 2WD 3.7L","GMC","2010 GMC Canyon","2010","242","242" +"120","140","181","Rear-wheel drive","GMC 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 GMC Canyon Crew Cab SLE 2WD V8","GMC","2010 GMC Canyon","2010","300","320" +"188","140","206","Four-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","21","Automatic transmission","2010 GMC Canyon Crew Cab SLE 4WD","GMC","2010 GMC Canyon","2010","242","242" +"188","140","206","Four-wheel drive","GMC 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 GMC Canyon Crew Cab SLE 4WD V8","GMC","2010 GMC Canyon","2010","300","320" +"120","140","181","Rear-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 GMC Canyon Crew Cab SLT 2WD","GMC","2010 GMC Canyon","2010","242","242" +"188","140","206","Four-wheel drive","GMC 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","21","Automatic transmission","2010 GMC Canyon Crew Cab SLT 4WD","GMC","2010 GMC Canyon","2010","242","242" +"120","140","181","Rear-wheel drive","GMC 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 GMC Canyon Crew Cab SLT 2WD V8","GMC","2010 GMC Canyon","2010","300","320" +"188","140","206","Four-wheel drive","GMC 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 GMC Canyon Crew Cab SLT 4WD V8","GMC","2010 GMC Canyon","2010","300","320" +"102","188","224","Rear-wheel drive","Dodge 3.7L 6 Cylinder 215 hp 235 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 ST Regular Cab 4x2","Dodge","2011 Dodge Ram 1500","2011","215","235" +"102","188","224","Rear-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2011 Dodge Ram 1500 ST Regular Cab 310 hp 4x2","Dodge","2011 Dodge Ram 1500","2011","310","330" +"102","188","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 ST Regular Cab 390 hp 4x2","Dodge","2011 Dodge Ram 1500","2011","390","407" +"118","188","224","Four-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Dodge Ram 1500 ST Regular Cab 4x4","Dodge","2011 Dodge Ram 1500","2011","310","330" +"118","188","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 ST Regular Cab 390 hp 4x4","Dodge","2011 Dodge Ram 1500","2011","390","407" +"102","188","224","Rear-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 SLT Regular Cab 4x2","Dodge","2011 Dodge Ram 1500","2011","310","330" +"118","188","224","Four-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Dodge Ram 1500 SLT Regular Cab 4x4","Dodge","2011 Dodge Ram 1500","2011","310","330" +"102","188","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 Sport Regular Cab 4x2","Dodge","2011 Dodge Ram 1500","2011","390","407" +"118","188","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 Sport Regular Cab 4x4","Dodge","2011 Dodge Ram 1500","2011","390","407" +"115","184","224","Rear-wheel drive","Dodge 3.7L 6 Cylinder 215 hp 235 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 ST Quad Cab 4x2","Dodge","2011 Dodge Ram 1500","2011","215","235" +"115","184","224","Rear-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2011 Dodge Ram 1500 ST Quad Cab 310 hp 4x2","Dodge","2011 Dodge Ram 1500","2011","310","330" +"115","184","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 ST Quad Cab 390 hp 4x2","Dodge","2011 Dodge Ram 1500","2011","390","407" +"130","184","224","Four-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Dodge Ram 1500 ST Quad Cab 4x4","Dodge","2011 Dodge Ram 1500","2011","310","330" +"130","184","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 ST Quad Cab 390 hp 4x4","Dodge","2011 Dodge Ram 1500","2011","390","407" +"115","184","224","Rear-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 SLT Quad Cab 4x2","Dodge","2011 Dodge Ram 1500","2011","310","330" +"115","184","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 SLT Quad Cab 390 hp 4x2","Dodge","2011 Dodge Ram 1500","2011","390","407" +"130","184","224","Four-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","12","Automatic transmission","2011 Dodge Ram 1500 SLT Quad Cab 4x4","Dodge","2011 Dodge Ram 1500","2011","310","330" +"130","184","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 SLT Quad Cab 390 hp 4x4","Dodge","2011 Dodge Ram 1500","2011","390","407" +"115","184","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 Sport Quad Cab 4x2","Dodge","2011 Dodge Ram 1500","2011","390","407" +"130","184","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 Sport Quad Cab 4x4","Dodge","2011 Dodge Ram 1500","2011","390","407" +"102","188","224","Rear-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2011 Dodge Ram 1500 SLT Regular Cab 4x2","Dodge","2011 Dodge Ram 1500","2011","310","330" +"130","184","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 Laramie Quad Cab 4x4","Dodge","2011 Dodge Ram 1500","2011","390","407" +"115","184","224","Rear-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 ST Crew Cab 4x2","Dodge","2011 Dodge Ram 1500","2011","310","330" +"115","184","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 ST Crew Cab 390 hp 4x2","Dodge","2011 Dodge Ram 1500","2011","390","407" +"130","184","224","Four-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","12","Automatic transmission","2011 Dodge Ram 1500 ST Crew Cab 4x4","Dodge","2011 Dodge Ram 1500","2011","310","330" +"130","184","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 ST Crew Cab 390 hp 4x4","Dodge","2011 Dodge Ram 1500","2011","390","407" +"115","184","224","Rear-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 SLT Crew Cab 4x2","Dodge","2011 Dodge Ram 1500","2011","310","330" +"115","184","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 SLT Crew Cab 390 hp 4x2","Dodge","2011 Dodge Ram 1500","2011","390","407" +"130","184","224","Four-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","12","Automatic transmission","2011 Dodge Ram 1500 SLT Crew Cab 4x4","Dodge","2011 Dodge Ram 1500","2011","310","330" +"130","184","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 SLT Crew Cab 390 hp 4x4","Dodge","2011 Dodge Ram 1500","2011","390","407" +"115","184","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 Sport Crew Cab 4x2","Dodge","2011 Dodge Ram 1500","2011","390","407" +"130","184","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 Sport Crew Cab 4x4","Dodge","2011 Dodge Ram 1500","2011","390","407" +"115","184","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 Laramie Crew Cab 4x2","Dodge","2011 Dodge Ram 1500","2011","390","407" +"130","184","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 Laramie Crew Cab 4x4","Dodge","2011 Dodge Ram 1500","2011","390","407" +"115","184","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 Laramie Longhorn Crew Cab 4x2","Dodge","2011 Dodge Ram 1500","2011","390","407" +"115","184","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 Laramie Longhorn Crew Cab 4x4","Dodge","2011 Dodge Ram 1500","2011","390","407" +"77","102","240","Rear-wheel drive","GMC 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 GMC Sierra 1500 WT 2WD","GMC","2011 GMC Sierra 1500","2011","195","260" +"77","102","240","Rear-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 GMC Sierra 1500 WT 2WD 4.8L","GMC","2011 GMC Sierra 1500","2011","302","305" +"77","102","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 GMC Sierra 1500 WT 2WD 5.3L","GMC","2011 GMC Sierra 1500","2011","315","335" +"82","102","240","Four-wheel drive","GMC 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","18","Automatic transmission","2011 GMC Sierra 1500 WT 4WD","GMC","2011 GMC Sierra 1500","2011","195","260" +"82","102","240","Four-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2011 GMC Sierra 1500 WT 4WD 4.8L","GMC","2011 GMC Sierra 1500","2011","302","305" +"82","102","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 GMC Sierra 1500 WT 4WD 5.3L","GMC","2011 GMC Sierra 1500","2011","315","335" +"77","102","240","Rear-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 GMC Sierra 1500 SLE 2WD","GMC","2011 GMC Sierra 1500","2011","302","305" +"77","102","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 GMC Sierra 1500 SLE 2WD 5.3L","GMC","2011 GMC Sierra 1500","2011","315","335" +"82","102","240","Four-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 GMC Sierra 1500 SLE 4WD","GMC","2011 GMC Sierra 1500","2011","302","305" +"82","102","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 GMC Sierra 1500 SLE 4WD 5.3L","GMC","2011 GMC Sierra 1500","2011","315","335" +"102","188","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 SLT Regular Cab 390 hp 4x2","Dodge","2011 Dodge Ram 1500","2011","390","407" +"118","188","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 SLT Regular Cab 390 hp 4x4","Dodge","2011 Dodge Ram 1500","2011","390","407" +"161","10","214","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Chevrolet Tahoe LS","Chevrolet","2011 Chevrolet Tahoe","2011","320","335" +"161","10","214","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 Chevrolet Tahoe LS 4WD","Chevrolet","2011 Chevrolet Tahoe","2011","320","335" +"161","10","214","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 Chevrolet Tahoe LT","Chevrolet","2011 Chevrolet Tahoe","2011","320","335" +"161","10","214","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 Chevrolet Tahoe LT 4WD","Chevrolet","2011 Chevrolet Tahoe","2011","320","335" +"161","10","214","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Chevrolet Tahoe LTZ","Chevrolet","2011 Chevrolet Tahoe","2011","320","335" +"161","10","214","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Chevrolet Tahoe LTZ 4WD","Chevrolet","2011 Chevrolet Tahoe","2011","320","335" +"153","15","191","All-wheel drive","BMW 4.4L 8 cylinder 400 hp 450 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2010 BMW X6 xDrive50i","BMW","2010 BMW X6","2010","400","450" +"153","15","191","All-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2010 BMW X6 xDrive35i","BMW","2010 BMW X6","2010","300","300" +"161","10","214","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2010 Chevrolet Tahoe LS","Chevrolet","2010 Chevrolet Tahoe","2010","320","335" +"161","10","214","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2010 Chevrolet Tahoe LS 4WD","Chevrolet","2010 Chevrolet Tahoe","2010","320","335" +"161","10","214","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2010 Chevrolet Tahoe LT","Chevrolet","2010 Chevrolet Tahoe","2010","320","335" +"161","10","214","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2010 Chevrolet Tahoe LT 4WD","Chevrolet","2010 Chevrolet Tahoe","2010","320","335" +"161","10","214","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2010 Chevrolet Tahoe LTZ","Chevrolet","2010 Chevrolet Tahoe","2010","320","335" +"161","10","214","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2010 Chevrolet Tahoe LTZ 4WD","Chevrolet","2010 Chevrolet Tahoe","2010","320","335" +"153","15","191","All-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 BMW X6 xDrive35i","BMW","2011 BMW X6","2011","300","300" +"153","15","191","All-wheel drive","BMW 4.4L 8 cylinder 400 hp 450 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2011 BMW X6 xDrive50i","BMW","2011 BMW X6","2011","400","450" +"102","10","214","Rear-wheel drive","Chevrolet 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","20","Gasoline","23","Automatic transmission","2011 Chevrolet Tahoe Hybrid 1HY","Chevrolet","2011 Chevrolet Tahoe Hybrid","2011","332","367" +"107","10","214","Four-wheel drive","Chevrolet 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","20","Gasoline","23","Automatic transmission","2011 Chevrolet Tahoe Hybrid 1HY 4WD","Chevrolet","2011 Chevrolet Tahoe Hybrid","2011","332","367" +"102","10","214","Rear-wheel drive","Chevrolet 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","21","Gasoline","22","Automatic transmission","2010 Chevrolet Tahoe Hybrid 1HY","Chevrolet","2010 Chevrolet Tahoe Hybrid","2010","332","367" +"107","10","214","Four-wheel drive","Chevrolet 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","21","Gasoline","22","Automatic transmission","2010 Chevrolet Tahoe Hybrid 1HY 4WD","Chevrolet","2010 Chevrolet Tahoe Hybrid","2010","332","367" +"10","143","254","Rear-wheel drive","BMW 3.0L 6 Cylinder 255hp 220 ft-lbs","True","6","6 Speed Manual","18","Gasoline","28","Manual transmission","2010 BMW Z4 Roadster sDrive30i","BMW","2010 BMW Z4 Roadster","2010","255","220" +"10","143","254","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2010 BMW Z4 Roadster sDrive35i","BMW","2010 BMW Z4 Roadster","2010","300","300" +"57","87","199","Front-wheel drive","Chevrolet 3.6L 6 Cylinder 281 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2012 Chevrolet Traverse LS","Chevrolet","2012 Chevrolet Traverse","2012","281","266" +"57","87","199","All-wheel drive","Chevrolet 3.6L 6 Cylinder 281 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Chevrolet Traverse LS AWD","Chevrolet","2012 Chevrolet Traverse","2012","281","266" +"57","87","199","Front-wheel drive","Chevrolet 3.6L 6 Cylinder 281 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2012 Chevrolet Traverse 1LT","Chevrolet","2012 Chevrolet Traverse","2012","281","266" +"57","87","199","All-wheel drive","Chevrolet 3.6L 6 Cylinder 281 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Chevrolet Traverse 1LT AWD","Chevrolet","2012 Chevrolet Traverse","2012","281","266" +"57","87","199","Front-wheel drive","Chevrolet 3.6L 6 Cylinder 281 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2012 Chevrolet Traverse 2LT","Chevrolet","2012 Chevrolet Traverse","2012","281","266" +"57","87","199","All-wheel drive","Chevrolet 3.6L 6 Cylinder 281 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Chevrolet Traverse 2LT AWD","Chevrolet","2012 Chevrolet Traverse","2012","281","266" +"57","87","199","Front-wheel drive","Chevrolet 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2012 Chevrolet Traverse LTZ","Chevrolet","2012 Chevrolet Traverse","2012","288","270" +"57","87","199","All-wheel drive","Chevrolet 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Chevrolet Traverse LTZ AWD","Chevrolet","2012 Chevrolet Traverse","2012","288","270" +"10","145","254","Rear-wheel drive","BMW 3.0L 6 Cylinder 255hp 220 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2011 BMW Z4 Roadster sDrive30i AT","BMW","2011 BMW Z4 Roadster","2011","255","220" +"10","145","254","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Manual","19","Gasoline","26","Manual transmission","2011 BMW Z4 Roadster sDrive35i","BMW","2011 BMW Z4 Roadster","2011","300","300" +"10","145","254","Rear-wheel drive","BMW 3.0L 6 Cylinder 255hp 220 ft-lbs","True","6","6 Speed Manual","18","Gasoline","28","Manual transmission","2011 BMW Z4 Roadster sDrive30i","BMW","2011 BMW Z4 Roadster","2011","255","220" +"100","6","217","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 Cadillac Escalade EXT","Cadillac","2011 Cadillac Escalade EXT","2011","403","417" +"100","6","217","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","9","E85","13","Automatic transmission","2011 Cadillac Escalade EXT Luxury","Cadillac","2011 Cadillac Escalade EXT","2011","403","417" +"100","6","217","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 Cadillac Escalade EXT Premium","Cadillac","2011 Cadillac Escalade EXT","2011","403","417" +"100","6","217","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","20","Automatic transmission","2010 Cadillac Escalade EXT","Cadillac","2010 Cadillac Escalade EXT","2010","403","417" +"100","6","217","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","15","Automatic transmission","2010 Cadillac Escalade EXT Premium","Cadillac","2010 Cadillac Escalade EXT","2010","403","417" +"100","6","217","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","15","Automatic transmission","2010 Cadillac Escalade EXT Luxury","Cadillac","2010 Cadillac Escalade EXT","2010","403","417" +"142","220","113","Front-wheel drive","Saab 3.0L 6 Cylinder 265 hp 223 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","25","Automatic transmission","2011 Saab 9-4X 3.0i","Saab","2011 Saab 9-4X","2011","265","223" +"142","220","113","All-wheel drive","Saab 2.8L 6 Cylinder 300 hp 295 ft-lbs Turbo","True","6","6 Speed Automatic","15","Gasoline","22","Automatic transmission","2011 Saab 9-4X 3.0i Aero","Saab","2011 Saab 9-4X","2011","300","295" +"142","220","113","Front-wheel drive","Saab 3.0L 6 Cylinder 265 hp 223 ft-lbs","True","6","6 Speed Automatic","18","Gasoline","25","Automatic transmission","2011 Saab 9-4X 3.0i Premium","Saab","2011 Saab 9-4X","2011","265","223" +"142","220","113","All-wheel drive","Saab 3.0L 6 Cylinder 265 hp 223 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Saab 9-4X 3.0i Premium XWD","Saab","2011 Saab 9-4X","2011","265","223" +"142","220","113","All-wheel drive","Saab 3.0L 6 Cylinder 265 hp 223 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Saab 9-4X 3.0i XWD","Saab","2011 Saab 9-4X","2011","265","223" +"74","70","240","Rear-wheel drive","GMC 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 GMC Sierra 1500 Long Box WT 2WD","GMC","2011 GMC Sierra 1500","2011","195","260" +"74","70","240","Rear-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","14","Automatic transmission","2011 GMC Sierra 1500 Long Box WT 2WD 4.8L","GMC","2011 GMC Sierra 1500","2011","302","305" +"74","70","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 GMC Sierra 1500 Long Box WT 5.3L","GMC","2011 GMC Sierra 1500","2011","315","335" +"82","70","240","Four-wheel drive","GMC 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","18","Automatic transmission","2011 GMC Sierra 1500 Long Box WT 4WD","GMC","2011 GMC Sierra 1500","2011","195","260" +"82","70","240","Four-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 GMC Sierra 1500 Long Box WT 4WD 4.8L","GMC","2011 GMC Sierra 1500","2011","302","305" +"82","70","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 GMC Sierra 1500 Long Box WT 4WD 5.3L","GMC","2011 GMC Sierra 1500","2011","315","335" +"74","70","240","Rear-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 GMC Sierra 1500 Long Box SLE 2WD","GMC","2011 GMC Sierra 1500","2011","302","305" +"74","70","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 GMC Sierra 1500 Long Box SLE 2WD 5.3L","GMC","2011 GMC Sierra 1500","2011","315","335" +"82","70","240","Four-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 GMC Sierra 1500 Long Box SLE 4WD","GMC","2011 GMC Sierra 1500","2011","302","305" +"82","70","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 GMC Sierra 1500 Long Box SLE 4WD 5.3L","GMC","2011 GMC Sierra 1500","2011","315","335" +"78","155","92","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 470 hp 443 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","19","Automatic transmission","2010 Aston Martin Rapide","Aston Martin","2010 Aston Martin Rapide","2010","470","443" +"217","33","73","Rear-wheel drive","Aston Martin 6.0L 510 hp 420 ft-lbs","True","6","6 Speed Manual","11","Gasoline","17","Manual transmission","2011 Aston Martin V12 Vantage","Aston Martin","2011 Aston Martin V12 Vantage","2011","510","420" +"217","33","73","Rear-wheel drive","Aston Martin 6.0L 510 hp 420 ft-lbs","True","6","6 Speed Manual","11","Gasoline","17","Manual transmission","2011 Aston Martin V12 Vantage Carbon Black","Aston Martin","2011 Aston Martin V12 Vantage","2011","510","420" +"188","144","69","Front-wheel drive","Saab 2.0L 4 Cylinder 220 hp 258 ft-lbs FFV","True","6","6 Speed Automatic","13","E85","21","Automatic transmission","2011 Saab 9-5 Sedan Turbo4 AT","Saab","2011 Saab 9-5 Sedan","2011","220","258" +"188","144","69","Front-wheel drive","Saab 2.0L 4 Cylinder 220 hp 258 ft-lbs FFV","True","6","6 Speed Manual","20","Gasoline","33","Manual transmission","2011 Saab 9-5 Sedan Turbo4 Premium MT","Saab","2011 Saab 9-5 Sedan","2011","220","258" +"188","144","69","All-wheel drive","Saab 2.8L 6 Cylinder 300 hp 295 ft-lbs Turbo","True","6","6 Speed Automatic","17","Gasoline","27","Automatic transmission","2011 Saab 9-5 Sedan Turbo6 XWD","Saab","2011 Saab 9-5 Sedan","2011","300","295" +"188","144","69","All-wheel drive","Saab 2.8L 6 Cylinder 300 hp 295 ft-lbs Turbo","True","6","6 Speed Automatic","17","Gasoline","27","Automatic transmission","2011 Saab 9-5 Aero Sedan","Saab","2011 Saab 9-5 Sedan","2011","300","295" +"188","144","69","Front-wheel drive","Saab 2.0L 4 Cylinder 220 hp 258 ft-lbs FFV","True","6","6 Speed Manual","20","Gasoline","33","Manual transmission","2011 Saab 9-5 Sedan Turbo4","Saab","2011 Saab 9-5 Sedan","2011","220","258" +"188","144","69","Front-wheel drive","Saab 2.0L 4 Cylinder 220 hp 258 ft-lbs FFV","True","6","6 Speed Automatic","18","Gasoline","28","Automatic transmission","2011 Saab 9-5 Sedan Turbo4 Premium","Saab","2011 Saab 9-5 Sedan","2011","220","258" +"185","144","74","All-wheel drive","Saab 2.8L 6 Cylinder 300 hp 295 ft-lbs Turbo","True","6","6 Speed Automatic","16","Gasoline","27","Automatic transmission","2010 Saab 9-5 Aero Sedan","Saab","2010 Saab 9-5 Sedan","2010","300","295" +"191","98","13","Front-wheel drive","Mercury 2.5L 4 cylinder 171 hp 171 ft-lbs","True","6","6 Speed Automatic","21","Gasoline","28","Automatic transmission","2010 Mercury Mariner","Mercury","2010 Mercury Mariner","2010","171","171" +"191","98","13","All-wheel drive","Mercury 2.5L 4 cylinder 171 hp 171 ft-lbs","True","6","6 Speed Automatic","20","Gasoline","26","Automatic transmission","2010 Mercury Mariner AWD","Mercury","2010 Mercury Mariner","2010","171","171" +"191","98","13","Front-wheel drive","Mercury 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic","14","E85","19","Automatic transmission","2010 Mercury Mariner FFV","Mercury","2010 Mercury Mariner","2010","240","223" +"191","98","13","All-wheel drive","Mercury 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic","13","E85","17","Automatic transmission","2010 Mercury Mariner FFV AWD","Mercury","2010 Mercury Mariner","2010","240","223" +"242","105","13","Front-wheel drive","Mercury 2.5L 4 cylinder 171 hp 171 ft-lbs","True","6","6 Speed Automatic","21","Gasoline","28","Automatic transmission","2010 Mercury Mariner Premier","Mercury","2010 Mercury Mariner","2010","171","171" +"242","105","13","All-wheel drive","Mercury 2.5L 4 cylinder 171 hp 171 ft-lbs","True","6","6 Speed Automatic","20","Gasoline","26","Automatic transmission","2010 Mercury Mariner Premier AWD","Mercury","2010 Mercury Mariner","2010","171","171" +"242","105","13","Front-wheel drive","Mercury 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic","19","Gasoline","25","Automatic transmission","2010 Mercury Mariner Premier FFV","Mercury","2010 Mercury Mariner","2010","240","223" +"242","105","13","All-wheel drive","Mercury 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic","13","E85","17","Automatic transmission","2010 Mercury Mariner Premier FFV AWD","Mercury","2010 Mercury Mariner","2010","240","223" +"57","87","199","Front-wheel drive","Chevrolet 3.6L 6 Cylinder 281 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 Chevrolet Traverse LS","Chevrolet","2011 Chevrolet Traverse","2011","281","266" +"57","87","199","All-wheel drive","Chevrolet 3.6L 6 Cylinder 281 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 Chevrolet Traverse LS AWD","Chevrolet","2011 Chevrolet Traverse","2011","281","266" +"57","87","199","Front-wheel drive","Chevrolet 3.6L 6 Cylinder 281 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 Chevrolet Traverse 1LT","Chevrolet","2011 Chevrolet Traverse","2011","281","266" +"57","87","199","All-wheel drive","Chevrolet 3.6L 6 Cylinder 281 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 Chevrolet Traverse 1LT AWD","Chevrolet","2011 Chevrolet Traverse","2011","281","266" +"57","87","199","Front-wheel drive","Chevrolet 3.6L 6 Cylinder 281 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 Chevrolet Traverse 2LT","Chevrolet","2011 Chevrolet Traverse","2011","281","266" +"57","87","199","All-wheel drive","Chevrolet 3.6L 6 Cylinder 281 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 Chevrolet Traverse 2LT AWD","Chevrolet","2011 Chevrolet Traverse","2011","281","266" +"57","87","199","Front-wheel drive","Chevrolet 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 Chevrolet Traverse LTZ","Chevrolet","2011 Chevrolet Traverse","2011","288","270" +"57","87","199","All-wheel drive","Chevrolet 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 Chevrolet Traverse LTZ AWD","Chevrolet","2011 Chevrolet Traverse","2011","288","270" +"57","87","199","Front-wheel drive","Chevrolet 3.6L 6 Cylinder 281 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2010 Chevrolet Traverse LS","Chevrolet","2010 Chevrolet Traverse","2010","281","266" +"57","87","199","All-wheel drive","Chevrolet 3.6L 6 Cylinder 281 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 Chevrolet Traverse LS AWD","Chevrolet","2010 Chevrolet Traverse","2010","281","266" +"57","87","199","Front-wheel drive","Chevrolet 3.6L 6 Cylinder 281 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2010 Chevrolet Traverse 1LT","Chevrolet","2010 Chevrolet Traverse","2010","281","266" +"57","87","199","All-wheel drive","Chevrolet 3.6L 6 Cylinder 281 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 Chevrolet Traverse 1LT AWD","Chevrolet","2010 Chevrolet Traverse","2010","281","266" +"57","87","199","Front-wheel drive","Chevrolet 3.6L 6 Cylinder 281 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2010 Chevrolet Traverse 2LT","Chevrolet","2010 Chevrolet Traverse","2010","281","266" +"57","87","199","All-wheel drive","Chevrolet 3.6L 6 Cylinder 281 hp 266 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 Chevrolet Traverse 2LT AWD","Chevrolet","2010 Chevrolet Traverse","2010","281","266" +"57","87","199","Front-wheel drive","Chevrolet 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2010 Chevrolet Traverse LTZ","Chevrolet","2010 Chevrolet Traverse","2010","288","270" +"57","87","199","All-wheel drive","Chevrolet 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 Chevrolet Traverse LTZ AWD","Chevrolet","2010 Chevrolet Traverse","2010","288","270" +"165","192","41","Front-wheel drive","Mercury 2.5L 4 Cylinder 175 hp 172 ft-lbs","True","6","6 Speed Manual","22","Gasoline","29","Manual transmission","2011 Mercury Milan","Mercury","2011 Mercury Milan","2011","175","172" +"165","192","41","Front-wheel drive","Mercury 2.5L 4 Cylinder 175 hp 172 ft-lbs","True","6","6 Speed Automatic","23","Gasoline","33","Automatic transmission","2011 Mercury Milan AT","Mercury","2011 Mercury Milan","2011","175","172" +"165","192","41","Front-wheel drive","Mercury 2.5L 4 Cylinder 175 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","23","Gasoline","33","Automatic transmission","2011 Mercury Milan Premier","Mercury","2011 Mercury Milan","2011","175","172" +"165","192","41","Front-wheel drive","Mercury 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","E85","21","Automatic transmission","2011 Mercury Milan Premier FFV","Mercury","2011 Mercury Milan","2011","240","223" +"165","192","41","All-wheel drive","Mercury 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","E85","19","Automatic transmission","2011 Mercury Milan Premier FFV AWD","Mercury","2011 Mercury Milan","2011","240","223" +"165","192","41","Front-wheel drive","Mercury 2.5L 4 Cylinder 175 hp 172 ft-lbs","True","6","6 Speed Manual","22","Gasoline","29","Manual transmission","2010 Mercury Milan","Mercury","2010 Mercury Milan","2010","175","172" +"165","192","41","Front-wheel drive","Mercury 2.5L 4 Cylinder 175 hp 172 ft-lbs","True","6","6 Speed Automatic","22","Gasoline","31","Automatic transmission","2010 Mercury Milan AT","Mercury","2010 Mercury Milan","2010","175","172" +"165","192","41","Front-wheel drive","Mercury 2.5L 4 Cylinder 175 hp 172 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","31","Automatic transmission","2010 Mercury Milan Premier","Mercury","2010 Mercury Milan","2010","175","172" +"165","192","41","Front-wheel drive","Mercury 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","19","Gasoline","27","Automatic transmission","2010 Mercury Milan Premier FFV","Mercury","2010 Mercury Milan","2010","240","223" +"165","192","41","All-wheel drive","Mercury 3.0L 6 Cylinder 240 hp 223 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2010 Mercury Milan Premier FFV AWD","Mercury","2010 Mercury Milan","2010","240","223" +"155","237","28","All-wheel drive","Lexus 3.5L 6 Cylinder 303hp 274ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2011 Lexus GS 350 AWD Sedan","Lexus","2011 Lexus GS","2011","303","274" +"145","237","28","Rear-wheel drive","Lexus 4.6L 8 Cylinder 342hp 339ft-lbs","True","8","8 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2011 Lexus GS 460 Sedan","Lexus","2011 Lexus GS","2011","342","339" +"145","237","28","Rear-wheel drive","Lexus 3.5L 6 Cylinder 303hp 274ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","26","Automatic transmission","2011 Lexus GS 350 Sedan","Lexus","2011 Lexus GS","2011","303","274" +"236","30","74","Rear-wheel drive","Aston Martin 4.7L 8 cylinder 420 hp 346 ft-lbs","True","6","6 Speed Manual","13","Gasoline","19","Manual transmission","2011 Aston Martin V8 Vantage Roadster","Aston Martin","2011 Aston Martin V8 Vantage Roadster","2011","420","346" +"236","30","74","Rear-wheel drive","Aston Martin 4.7L 8 cylinder 420 hp 346 ft-lbs","True","6","6 Speed Manual","13","Gasoline","19","Manual transmission","2011 Aston Martin V8 Vantage N420 Roadster","Aston Martin","2011 Aston Martin V8 Vantage Roadster","2011","420","346" +"246","29","74","Rear-wheel drive","Aston Martin 4.7L 8 cylinder 420 hp 346 ft-lbs","True","6","6 Speed Manual","12","Gasoline","19","Manual transmission","2010 Aston Martin V8 Vantage Roadster","Aston Martin","2010 Aston Martin V8 Vantage Roadster","2010","420","346" +"236","30","74","Rear-wheel drive","Aston Martin 4.7L 8 cylinder 420 hp 346 ft-lbs","True","6","6 Speed Manual","13","Gasoline","19","Manual transmission","2011 Aston Martin V8 Vantage Coup","Aston Martin","2011 Aston Martin V8 Vantage Coup","2011","420","346" +"236","30","74","Rear-wheel drive","Aston Martin 4.7L 8 cylinder 420 hp 346 ft-lbs","True","6","6 Speed Manual","13","Gasoline","19","Manual transmission","2011 Aston Martin V8 Vantage N420 Coup","Aston Martin","2011 Aston Martin V8 Vantage Coup","2011","420","346" +"233","29","74","Rear-wheel drive","Aston Martin 4.7L 8 cylinder 420 hp 346 ft-lbs","True","6","6 Speed Manual","12","Gasoline","19","Manual transmission","2010 Aston Martin V8 Vantage Coup","Aston Martin","2010 Aston Martin V8 Vantage Coup","2010","420","346" +"85","215","240","Rear-wheel drive","GMC 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 GMC Sierra 1500 Extended Cab WT 2WD","GMC","2011 GMC Sierra 1500","2011","195","260" +"85","215","240","Rear-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","14","Automatic transmission","2011 GMC Sierra 1500 Extended Cab WT 2WD 4.8L","GMC","2011 GMC Sierra 1500","2011","302","305" +"85","215","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 GMC Sierra 1500 Extended Cab WT 2WD 5.3L","GMC","2011 GMC Sierra 1500","2011","315","335" +"79","215","240","Four-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 GMC Sierra 1500 Extended Cab WT 4WD","GMC","2011 GMC Sierra 1500","2011","302","305" +"79","215","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 GMC Sierra 1500 Extended Cab WT 4WD 5.3L","GMC","2011 GMC Sierra 1500","2011","315","335" +"85","215","240","Rear-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 GMC Sierra 1500 Extended Cab SL 2WD","GMC","2011 GMC Sierra 1500","2011","302","305" +"79","215","240","Four-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 GMC Sierra 1500 Extended Cab SL 4WD","GMC","2011 GMC Sierra 1500","2011","302","305" +"85","215","240","Rear-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","14","Automatic transmission","2011 GMC Sierra 1500 Extended Cab SLE 2WD","GMC","2011 GMC Sierra 1500","2011","302","305" +"85","215","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 GMC Sierra 1500 Extended Cab SLE 2WD 5.3L","GMC","2011 GMC Sierra 1500","2011","315","335" +"85","215","240","Rear-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 GMC Sierra 1500 Extended Cab SLE 2WD 6.2L","GMC","2011 GMC Sierra 1500","2011","403","417" +"79","215","240","Four-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2011 GMC Sierra 1500 Extended Cab SLE 4WD","GMC","2011 GMC Sierra 1500","2011","302","305" +"79","215","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 GMC Sierra 1500 Extended Cab SLE 4WD 5.3L","GMC","2011 GMC Sierra 1500","2011","315","335" +"79","215","240","Four-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","9","E85","13","Automatic transmission","2011 GMC Sierra 1500 Extended Cab SLE 4WD 6.2L","GMC","2011 GMC Sierra 1500","2011","403","417" +"85","215","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 GMC Sierra 1500 Extended Cab SLT 2WD","GMC","2011 GMC Sierra 1500","2011","315","335" +"85","215","240","Rear-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","9","E85","13","Automatic transmission","2011 GMC Sierra 1500 Extended Cab SLT 2WD 6.2L","GMC","2011 GMC Sierra 1500","2011","403","417" +"79","215","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 GMC Sierra 1500 Extended Cab SLT 4WD","GMC","2011 GMC Sierra 1500","2011","315","335" +"79","215","240","Four-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2011 GMC Sierra 1500 Extended Cab SLT 4WD 6.2L","GMC","2011 GMC Sierra 1500","2011","403","417" +"153","245","217","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Chevrolet Avalanche LS","Chevrolet","2011 Chevrolet Avalanche","2011","320","335" +"153","245","217","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Chevrolet Avalanche LT","Chevrolet","2011 Chevrolet Avalanche","2011","320","335" +"153","245","217","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Chevrolet Avalanche LTZ","Chevrolet","2011 Chevrolet Avalanche","2011","320","335" +"153","245","217","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Chevrolet Avalanche LS 4WD","Chevrolet","2011 Chevrolet Avalanche","2011","320","335" +"153","245","217","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Chevrolet Avalanche LT 4WD","Chevrolet","2011 Chevrolet Avalanche","2011","320","335" +"153","245","217","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Chevrolet Avalanche LTZ 4WD","Chevrolet","2011 Chevrolet Avalanche","2011","320","335" +"153","245","217","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 Chevrolet Avalanche LS","Chevrolet","2010 Chevrolet Avalanche","2010","320","335" +"153","245","217","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Chevrolet Avalanche LT","Chevrolet","2010 Chevrolet Avalanche","2010","320","335" +"153","245","217","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Chevrolet Avalanche LTZ","Chevrolet","2010 Chevrolet Avalanche","2010","320","335" +"153","245","217","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Chevrolet Avalanche LS 4WD","Chevrolet","2010 Chevrolet Avalanche","2010","320","335" +"153","245","217","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 Chevrolet Avalanche LT 4WD","Chevrolet","2010 Chevrolet Avalanche","2010","320","335" +"153","245","217","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 Chevrolet Avalanche LTZ 4WD","Chevrolet","2010 Chevrolet Avalanche","2010","320","335" +"195","62","203","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","4","4 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2011 Subaru Impreza Hatchback 2.5i Premium AT","Subaru","2011 Subaru Impreza Hatchback","2011","170","170" +"195","62","203","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","5","5 Speed Manual","20","Gasoline","27","Manual transmission","2011 Subaru Impreza Hatchback 2.5i Premium","Subaru","2011 Subaru Impreza Hatchback","2011","170","170" +"77","185","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 GMC Sierra 1500 Extended Cab Long Box WT 2WD","GMC","2011 GMC Sierra 1500","2011","315","335" +"77","185","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 GMC Sierra 1500 Extended Cab Long Box WT 4WD","GMC","2011 GMC Sierra 1500","2011","315","335" +"77","185","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 GMC Sierra 1500 Extended Cab Long Box SLE 2WD","GMC","2011 GMC Sierra 1500","2011","315","335" +"77","185","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 GMC Sierra 1500 Extended Cab Long Box SLE 4WD","GMC","2011 GMC Sierra 1500","2011","315","335" +"77","185","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 GMC Sierra 1500 Extended Cab Long Box SLT 2WD","GMC","2011 GMC Sierra 1500","2011","315","335" +"77","185","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 GMC Sierra 1500 Extended Cab Long Box SLT 4WD","GMC","2011 GMC Sierra 1500","2011","315","335" +"195","62","203","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","4","4 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2010 Subaru Impreza Hatchback 2.5i Premium AT","Subaru","2010 Subaru Impreza Hatchback","2010","170","170" +"195","62","203","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","5","5 Speed Manual","20","Gasoline","27","Manual transmission","2010 Subaru Impreza Hatchback 2.5i Premium","Subaru","2010 Subaru Impreza Hatchback","2010","170","170" +"226","126","29","All-wheel drive","Subaru 3.6L 6 cylinder 256 hp 247 ft-lbs","True","5","5 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2011 Subaru Legacy 3.6R","Subaru","2011 Subaru Legacy","2011","256","247" +"226","126","29","All-wheel drive","Subaru 2.5L 4 cylinder 265 hp 258 ft-lbs Turbo","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2011 Subaru Legacy 2.5GT Limited","Subaru","2011 Subaru Legacy","2011","265","258" +"226","126","29","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2011 Subaru Legacy 2.5i Premium","Subaru","2011 Subaru Legacy","2011","170","170" +"226","126","29","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2011 Subaru Legacy 2.5i","Subaru","2011 Subaru Legacy","2011","170","170" +"82","215","240","Rear-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","14","Automatic transmission","2011 GMC Sierra 1500 Crew Cab Short Box WT 2WD","GMC","2011 GMC Sierra 1500","2011","302","305" +"82","215","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 GMC Sierra 1500 Crew Cab Short Box WT 2WD 5.3L","GMC","2011 GMC Sierra 1500","2011","315","335" +"79","215","240","Four-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2011 GMC Sierra 1500 Crew Cab Short Box WT 4WD","GMC","2011 GMC Sierra 1500","2011","302","305" +"79","215","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 GMC Sierra 1500 Crew Cab Short Box WT 4WD 5.3L","GMC","2011 GMC Sierra 1500","2011","315","335" +"82","215","240","Rear-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 GMC Sierra 1500 Crew Cab Short Box SL 2WD","GMC","2011 GMC Sierra 1500","2011","302","305" +"79","215","240","Four-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2011 GMC Sierra 1500 Crew Cab Short Box SL 4WD","GMC","2011 GMC Sierra 1500","2011","302","305" +"82","215","240","Rear-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","14","Automatic transmission","2011 GMC Sierra 1500 Crew Cab Short Box SLE 2WD","GMC","2011 GMC Sierra 1500","2011","302","305" +"82","215","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 GMC Sierra 1500 Crew Cab Short Box SLE 2WD 5.3L","GMC","2011 GMC Sierra 1500","2011","315","335" +"82","215","240","Rear-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 GMC Sierra 1500 Crew Cab Short Box SLE 2WD 6.2L","GMC","2011 GMC Sierra 1500","2011","403","417" +"79","215","240","Four-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2011 GMC Sierra 1500 Crew Cab Short Box SLE 4WD","GMC","2011 GMC Sierra 1500","2011","302","305" +"79","215","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 GMC Sierra 1500 Crew Cab Short Box SLE 4WD 5.3L","GMC","2011 GMC Sierra 1500","2011","315","335" +"79","215","240","Four-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2011 GMC Sierra 1500 Crew Cab Short Box SLE 4WD 6.2L","GMC","2011 GMC Sierra 1500","2011","403","417" +"82","215","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2011 GMC Sierra 1500 Crew Cab Short Box XFE 2WD","GMC","2011 GMC Sierra 1500","2011","315","335" +"82","215","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 GMC Sierra 1500 Crew Cab Short Box SLT 2WD","GMC","2011 GMC Sierra 1500","2011","315","335" +"82","215","240","Rear-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","9","E85","13","Automatic transmission","2011 GMC Sierra 1500 Crew Cab Short Box SLT 2WD 6.2L","GMC","2011 GMC Sierra 1500","2011","403","417" +"79","215","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","16","Automatic transmission","2011 GMC Sierra 1500 Crew Cab Short Box SLT 4WD","GMC","2011 GMC Sierra 1500","2011","315","335" +"79","215","240","Four-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2011 GMC Sierra 1500 Crew Cab Short Box SLT 4WD 6.2L","GMC","2011 GMC Sierra 1500","2011","403","417" +"82","207","240","Rear-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","9","E85","13","Automatic transmission","2011 GMC Sierra 1500 Denali 2WD","GMC","2011 GMC Sierra 1500","2011","403","417" +"82","207","240","All-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2011 GMC Sierra 1500 Denali AWD","GMC","2011 GMC Sierra 1500","2011","403","417" +"77","102","240","Rear-wheel drive","GMC 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 GMC Sierra 1500 WT 2WD","GMC","2010 GMC Sierra 1500","2010","195","260" +"77","102","240","Rear-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","14","Automatic transmission","2010 GMC Sierra 1500 WT 2WD 4.8L","GMC","2010 GMC Sierra 1500","2010","302","305" +"77","102","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 GMC Sierra 1500 WT 2WD 5.3L","GMC","2010 GMC Sierra 1500","2010","315","335" +"82","102","240","Four-wheel drive","GMC 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 GMC Sierra 1500 WT 4WD","GMC","2010 GMC Sierra 1500","2010","195","260" +"82","102","240","Four-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","18","Automatic transmission","2010 GMC Sierra 1500 WT 4WD 4.8L","GMC","2010 GMC Sierra 1500","2010","302","305" +"82","102","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 GMC Sierra 1500 WT 4WD 5.3L","GMC","2010 GMC Sierra 1500","2010","315","335" +"77","102","240","Rear-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","14","Automatic transmission","2010 GMC Sierra 1500 SLE 2WD","GMC","2010 GMC Sierra 1500","2010","302","305" +"77","102","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 GMC Sierra 1500 SLE 2WD 5.3L","GMC","2010 GMC Sierra 1500","2010","315","335" +"82","102","240","Four-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2010 GMC Sierra 1500 SLE 4WD","GMC","2010 GMC Sierra 1500","2010","302","305" +"82","102","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 GMC Sierra 1500 SLE 4WD 5.3L","GMC","2010 GMC Sierra 1500","2010","315","335" +"102","188","224","Rear-wheel drive","Dodge 3.7L 6 Cylinder 215 hp 235 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Dodge Ram 1500 ST Regular Cab 4x2","Dodge","2010 Dodge Ram 1500","2010","215","235" +"102","188","224","Rear-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2010 Dodge Ram 1500 ST Regular Cab 310 hp 4x2","Dodge","2010 Dodge Ram 1500","2010","310","330" +"102","188","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Dodge Ram 1500 ST Regular Cab 390 hp 4x2","Dodge","2010 Dodge Ram 1500","2010","390","407" +"118","188","224","Four-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2010 Dodge Ram 1500 ST Regular Cab 4x4","Dodge","2010 Dodge Ram 1500","2010","310","330" +"118","188","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2010 Dodge Ram 1500 ST Regular Cab 390 hp 4x4","Dodge","2010 Dodge Ram 1500","2010","390","407" +"97","235","224","Rear-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Dodge Ram 1500 SLT Regular Cab 4x2","Dodge","2010 Dodge Ram 1500","2010","310","330" +"118","188","224","Four-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","12","Automatic transmission","2010 Dodge Ram 1500 SLT Regular Cab 4x4","Dodge","2010 Dodge Ram 1500","2010","310","330" +"115","184","224","Rear-wheel drive","Dodge 3.7L 6 Cylinder 215 hp 235 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Dodge Ram 1500 ST Quad Cab 4x2","Dodge","2010 Dodge Ram 1500","2011","215","235" +"115","184","224","Rear-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Dodge Ram 1500 ST Quad Cab 310 hp 4x2","Dodge","2010 Dodge Ram 1500","2010","310","330" +"115","184","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Dodge Ram 1500 ST Quad Cab 390 hp 4x2","Dodge","2010 Dodge Ram 1500","2010","390","407" +"130","184","224","Four-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","12","Automatic transmission","2010 Dodge Ram 1500 ST Quad Cab 4x4","Dodge","2010 Dodge Ram 1500","2010","310","330" +"130","184","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2010 Dodge Ram 1500 ST Quad Cab 390 hp 4x4","Dodge","2010 Dodge Ram 1500","2010","390","407" +"115","184","224","Rear-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2010 Dodge Ram 1500 SLT Quad Cab 4x2","Dodge","2010 Dodge Ram 1500","2010","310","330" +"115","184","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Dodge Ram 1500 SLT Quad Cab 390 hp 4x2","Dodge","2010 Dodge Ram 1500","2010","390","407" +"130","184","224","Four-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","12","Automatic transmission","2010 Dodge Ram 1500 SLT Quad Cab 4x4","Dodge","2010 Dodge Ram 1500","2010","310","330" +"130","184","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2010 Dodge Ram 1500 SLT Quad Cab 390 hp 4x4","Dodge","2010 Dodge Ram 1500","2010","390","407" +"115","184","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Dodge Ram 1500 Laramie Quad Cab 4x2","Dodge","2010 Dodge Ram 1500","2011","390","407" +"130","184","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2010 Dodge Ram 1500 Laramie Quad Cab 4x4","Dodge","2010 Dodge Ram 1500","2010","390","407" +"115","184","224","Rear-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2010 Dodge Ram 1500 ST Crew Cab 4x2","Dodge","2010 Dodge Ram 1500","2010","310","330" +"115","184","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Dodge Ram 1500 ST Crew Cab 390 hp 4x2","Dodge","2010 Dodge Ram 1500","2010","390","407" +"130","184","224","Four-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","12","Automatic transmission","2010 Dodge Ram 1500 ST Crew Cab 4x4","Dodge","2010 Dodge Ram 1500","2010","310","330" +"130","184","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2010 Dodge Ram 1500 ST Crew Cab 390 hp 4x4","Dodge","2010 Dodge Ram 1500","2010","390","407" +"115","184","224","Rear-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2010 Dodge Ram 1500 SLT Crew Cab 4x2","Dodge","2010 Dodge Ram 1500","2010","310","330" +"115","184","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Dodge Ram 1500 SLT Crew Cab 390 hp 4x2","Dodge","2010 Dodge Ram 1500","2010","390","407" +"130","184","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2010 Dodge Ram 1500 SLT Crew Cab 390 hp 4x4","Dodge","2010 Dodge Ram 1500","2010","390","407" +"115","184","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Dodge Ram 1500 Laramie Crew Cab 4x2","Dodge","2010 Dodge Ram 1500","2010","390","407" +"130","184","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2010 Dodge Ram 1500 Laramie Crew Cab 4x4","Dodge","2010 Dodge Ram 1500","2010","390","407" +"130","184","224","Four-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","12","Automatic transmission","2010 Dodge Ram 1500 SLT Crew Cab 4x4","Dodge","2010 Dodge Ram 1500","2010","310","330" +"145","228","8","Rear-wheel drive","Lexus 2.5L 6 Cylinder 204 hp 185 ft-lbs","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2010 Lexus IS 250 RWD Sedan","Lexus","2010 Lexus IS","2010","204","185" +"145","228","8","Rear-wheel drive","Lexus 2.5L 6 Cylinder 204 hp 185 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","29","Automatic transmission","2010 Lexus IS 250 RWD Sedan AT","Lexus","2010 Lexus IS","2010","204","185" +"160","228","8","All-wheel drive","Lexus 2.5L 6 Cylinder 204 hp 185 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2010 Lexus IS 250 AWD Sedan AT","Lexus","2010 Lexus IS","2010","204","185" +"145","228","8","Rear-wheel drive","Lexus 3.5L 6 Cylinder 306 hp 277 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2010 Lexus IS 350 RWD Sedan","Lexus","2010 Lexus IS","2010","306","277" +"145","228","8","All-wheel drive","Lexus 3.5L 6 Cylinder 306 hp 277 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2011 Lexus IS 350 AWD Sedan","Lexus","2011 Lexus IS","2011","306","277" +"97","235","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Dodge Ram 1500 SLT Regular Cab 390 hp 4x2","Dodge","2010 Dodge Ram 1500","2010","390","407" +"118","188","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2010 Dodge Ram 1500 SLT Regular Cab 390 hp 4x4","Dodge","2010 Dodge Ram 1500","2010","390","407" +"135","228","41","Rear-wheel drive","Toyota 2.7L 4 Cylinder 159 hp 180 ft-lbs","True","5","5 Speed Manual","21","Gasoline","25","Manual transmission","2011 Toyota Tacoma","Toyota","2011 Toyota Tacoma","2011","159","180" +"135","228","41","Rear-wheel drive","Toyota 2.7L 4 Cylinder 159 hp 180 ft-lbs","True","4","4 Speed Automatic","19","Gasoline","25","Automatic transmission","2011 Toyota Tacoma AT","Toyota","2011 Toyota Tacoma","2011","159","180" +"239","228","102","Four-wheel drive","Toyota 2.7L 4 Cylinder 159 hp 180 ft-lbs","True","5","5 Speed Manual","18","Gasoline","20","Manual transmission","2011 Toyota Tacoma 4X4","Toyota","2011 Toyota Tacoma","2011","159","180" +"239","228","102","Four-wheel drive","Toyota 2.7L 4 Cylinder 159 hp 180 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","21","Automatic transmission","2011 Toyota Tacoma AT 4X4","Toyota","2011 Toyota Tacoma","2011","159","180" +"142","165","41","Rear-wheel drive","Toyota 2.7L 4 Cylinder 159 hp 180 ft-lbs","True","5","5 Speed Manual","21","Gasoline","25","Manual transmission","2011 Toyota Tacoma Access Cab","Toyota","2011 Toyota Tacoma","2011","159","180" +"142","165","41","Rear-wheel drive","Toyota 2.7L 4 Cylinder 159 hp 180 ft-lbs","True","4","4 Speed Automatic","19","Gasoline","25","Automatic transmission","2011 Toyota Tacoma Access Cab AT","Toyota","2011 Toyota Tacoma","2011","159","180" +"249","165","102","Rear-wheel drive","Toyota 2.7L 4 Cylinder 159 hp 180 ft-lbs","True","4","4 Speed Automatic","19","Gasoline","25","Automatic transmission","2011 Toyota Tacoma Access Cab PreRunner","Toyota","2011 Toyota Tacoma","2011","159","180" +"249","165","102","Rear-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","21","Automatic transmission","2011 Toyota Tacoma Access Cab PreRunner V6","Toyota","2011 Toyota Tacoma","2011","236","266" +"249","165","102","Four-wheel drive","Toyota 2.7L 4 Cylinder 159 hp 180 ft-lbs","True","5","5 Speed Manual","18","Gasoline","20","Manual transmission","2011 Toyota Tacoma Access Cab 4X4","Toyota","2011 Toyota Tacoma","2011","159","180" +"249","165","102","Four-wheel drive","Toyota 2.7L 4 Cylinder 159 hp 180 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","21","Automatic transmission","2011 Toyota Tacoma Access Cab AT 4X4","Toyota","2011 Toyota Tacoma","2011","159","180" +"249","165","102","Four-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","6","6 Speed Manual","14","Gasoline","18","Manual transmission","2011 Toyota Tacoma Access Cab V6 4X4","Toyota","2011 Toyota Tacoma","2011","236","266" +"249","165","102","Four-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","20","Automatic transmission","2011 Toyota Tacoma Access Cab V6 AT 4X4","Toyota","2011 Toyota Tacoma","2011","236","266" +"142","165","102","Rear-wheel drive","Toyota 2.7L 4 Cylinder 159 hp 180 ft-lbs","True","4","4 Speed Automatic","19","Gasoline","25","Automatic transmission","2011 Toyota Tacoma Double Cab","Toyota","2011 Toyota Tacoma","2011","159","180" +"244","245","102","Rear-wheel drive","Toyota 2.7L 4 Cylinder 159 hp 180 ft-lbs","True","4","4 Speed Automatic","19","Gasoline","25","Automatic transmission","2011 Toyota Tacoma Double Cab PreRunner","Toyota","2011 Toyota Tacoma","2011","159","180" +"244","245","102","Rear-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","21","Automatic transmission","2011 Toyota Tacoma Double Cab PreRunner V6","Toyota","2011 Toyota Tacoma","2011","236","266" +"244","165","102","Rear-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","21","Automatic transmission","2011 Toyota Tacoma Double Cab Long Bed","Toyota","2011 Toyota Tacoma","2011","236","266" +"244","165","102","Four-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","6","6 Speed Manual","14","Gasoline","18","Manual transmission","2011 Toyota Tacoma Double Cab V6 4X4","Toyota","2011 Toyota Tacoma","2011","236","266" +"244","245","102","Four-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","20","Automatic transmission","2011 Toyota Tacoma Double Cab V6 AT 4X4","Toyota","2011 Toyota Tacoma","2011","236","266" +"244","165","102","Four-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","20","Automatic transmission","2011 Toyota Tacoma Double Cab Long Bed V6","Toyota","2011 Toyota Tacoma","2011","236","266" +"130","165","87","Rear-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","6","6 Speed Manual","15","Gasoline","19","Manual transmission","2011 Toyota Tacoma X-Runner","Toyota","2011 Toyota Tacoma","2011","236","266" +"145","228","8","Rear-wheel drive","Lexus 2.5L 6 Cylinder 204 hp 185 ft-lbs","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2011 Lexus IS 250 RWD Sedan","Lexus","2011 Lexus IS","2011","204","185" +"145","228","8","Rear-wheel drive","Lexus 2.5L 6 Cylinder 204 hp 185 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","30","Automatic transmission","2011 Lexus IS 250 RWD Sedan AT","Lexus","2011 Lexus IS","2011","204","185" +"160","228","8","All-wheel drive","Lexus 2.5L 6 Cylinder 204 hp 185 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","27","Automatic transmission","2011 Lexus IS 250 AWD Sedan AT","Lexus","2011 Lexus IS","2011","204","185" +"145","228","8","Rear-wheel drive","Lexus 3.5L 6 Cylinder 306 hp 277 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","27","Automatic transmission","2011 Lexus IS 350 RWD Sedan","Lexus","2011 Lexus IS","2011","306","277" +"132","228","41","Rear-wheel drive","Toyota 2.7L 4 Cylinder 159 hp 180 ft-lbs","True","5","5 Speed Manual","20","Gasoline","26","Manual transmission","2010 Toyota Tacoma","Toyota","2010 Toyota Tacoma","2010","159","180" +"132","228","41","Rear-wheel drive","Toyota 2.7L 4 Cylinder 159 hp 180 ft-lbs","True","4","4 Speed Automatic","19","Gasoline","25","Automatic transmission","2010 Toyota Tacoma AT","Toyota","2010 Toyota Tacoma","2010","159","180" +"239","228","102","Four-wheel drive","Toyota 2.7L 4 Cylinder 159 hp 180 ft-lbs","True","5","5 Speed Manual","17","Gasoline","22","Manual transmission","2010 Toyota Tacoma 4X4","Toyota","2010 Toyota Tacoma","2010","159","180" +"239","228","102","Rear-wheel drive","Toyota 2.7L 4 Cylinder 159 hp 180 ft-lbs","True","5","5 Speed Manual","20","Gasoline","26","Manual transmission","2010 Toyota Tacoma PreRunner","Toyota","2010 Toyota Tacoma","2010","159","180" +"132","165","41","Rear-wheel drive","Toyota 2.7L 4 Cylinder 159 hp 180 ft-lbs","True","5","5 Speed Manual","20","Gasoline","26","Manual transmission","2010 Toyota Tacoma Access Cab","Toyota","2010 Toyota Tacoma","2010","159","180" +"132","165","41","Rear-wheel drive","Toyota 2.7L 4 Cylinder 159 hp 180 ft-lbs","True","4","4 Speed Automatic","19","Gasoline","25","Automatic transmission","2010 Toyota Tacoma Access Cab AT","Toyota","2010 Toyota Tacoma","2010","159","180" +"239","165","102","Rear-wheel drive","Toyota 2.7L 4 Cylinder 159 hp 180 ft-lbs","True","5","5 Speed Manual","20","Gasoline","26","Manual transmission","2010 Toyota Tacoma Access Cab PreRunner","Toyota","2010 Toyota Tacoma","2010","159","180" +"239","165","102","Rear-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","6","6 Speed Manual","15","Gasoline","18","Manual transmission","2010 Toyota Tacoma Access Cab PreRunner V6","Toyota","2010 Toyota Tacoma","2010","236","266" +"239","165","102","Rear-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","21","Automatic transmission","2010 Toyota Tacoma Access Cab PreRunner V6 AT","Toyota","2010 Toyota Tacoma","2010","236","266" +"239","165","102","Four-wheel drive","Toyota 2.7L 4 Cylinder 159 hp 180 ft-lbs","True","5","5 Speed Manual","17","Gasoline","22","Manual transmission","2010 Toyota Tacoma Access Cab 4X4","Toyota","2010 Toyota Tacoma","2010","159","180" +"239","165","102","Four-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","6","6 Speed Manual","14","Gasoline","18","Manual transmission","2010 Toyota Tacoma Access Cab V6 4X4","Toyota","2010 Toyota Tacoma","2010","236","266" +"239","165","102","Four-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","20","Automatic transmission","2010 Toyota Tacoma Access Cab V6 AT 4X4","Toyota","2010 Toyota Tacoma","2010","236","266" +"244","165","102","Four-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","6","6 Speed Manual","14","Gasoline","18","Manual transmission","2010 Toyota Tacoma Double Cab","Toyota","2010 Toyota Tacoma","2010","236","266" +"244","165","102","Four-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","20","Automatic transmission","2010 Toyota Tacoma Double Cab AT","Toyota","2010 Toyota Tacoma","2010","236","266" +"244","245","102","Four-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","20","Automatic transmission","2010 Toyota Tacoma Double Cab Long Bed","Toyota","2010 Toyota Tacoma","2010","236","266" +"244","165","102","Rear-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","21","Automatic transmission","2010 Toyota Tacoma Double Cab PreRunner","Toyota","2010 Toyota Tacoma","2010","236","266" +"244","245","102","Rear-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","21","Automatic transmission","2010 Toyota Tacoma Double Cab PreRunner Long Bed","Toyota","2010 Toyota Tacoma","2010","236","266" +"120","165","87","Rear-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","6","6 Speed Manual","15","Gasoline","18","Manual transmission","2010 Toyota Tacoma X-Runner","Toyota","2010 Toyota Tacoma","2010","236","266" +"74","70","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 GMC Sierra 1500 Long Box WT 2WD 5.3L","GMC","2010 GMC Sierra 1500","2010","315","335" +"82","70","240","Four-wheel drive","GMC 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 GMC Sierra 1500 Long Box WT 4WD","GMC","2010 GMC Sierra 1500","2010","195","260" +"82","70","240","Four-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","18","Automatic transmission","2010 GMC Sierra 1500 Long Box WT 4WD 4.8L","GMC","2010 GMC Sierra 1500","2010","302","305" +"82","70","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 GMC Sierra 1500 Long Box WT 4WD 5.3L","GMC","2010 GMC Sierra 1500","2010","315","335" +"74","70","240","Rear-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","14","Automatic transmission","2010 GMC Sierra 1500 Long Box SLE 2WD","GMC","2010 GMC Sierra 1500","2010","302","305" +"74","70","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 GMC Sierra 1500 Long Box SLE 2WD 5.3L","GMC","2010 GMC Sierra 1500","2010","315","335" +"82","70","240","Four-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2010 GMC Sierra 1500 Long Box SLE 4WD","GMC","2010 GMC Sierra 1500","2010","302","305" +"82","70","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 GMC Sierra 1500 Long Box SLE 4WD 5.3L","GMC","2010 GMC Sierra 1500","2010","315","335" +"112","22","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","25","Automatic transmission","2012 Chevrolet Colorado Work Truck AT","Chevrolet","2012 Chevrolet Colorado","2012","185","190" +"112","22","181","Rear-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2012 Chevrolet Colorado Work Truck 3.7L","Chevrolet","2012 Chevrolet Colorado","2012","242","242" +"112","22","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","25","Automatic transmission","2012 Chevrolet Colorado 1LT","Chevrolet","2012 Chevrolet Colorado","2012","185","190" +"112","22","181","Rear-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2012 Chevrolet Colorado 1LT 3.7L","Chevrolet","2012 Chevrolet Colorado","2012","242","242" +"181","22","206","Four-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","24","Manual transmission","2012 Chevrolet Colorado Work Truck 4WD","Chevrolet","2012 Chevrolet Colorado","2012","185","190" +"181","22","206","Four-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2012 Chevrolet Colorado Work Truck AT 4WD","Chevrolet","2012 Chevrolet Colorado","2012","185","190" +"181","22","206","Four-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2012 Chevrolet Colorado Work Truck 3.7L 4WD","Chevrolet","2012 Chevrolet Colorado","2012","242","242" +"181","22","206","Four-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2012 Chevrolet Colorado 1LT 4WD","Chevrolet","2012 Chevrolet Colorado","2012","185","190" +"181","22","206","Four-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2012 Chevrolet Colorado 1LT 3.7L 4WD","Chevrolet","2012 Chevrolet Colorado","2012","242","242" +"120","140","181","Rear-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2012 Chevrolet Colorado Crew Cab 1LT 3.7L","Chevrolet","2012 Chevrolet Colorado","2012","242","242" +"120","140","181","Rear-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2012 Chevrolet Colorado Crew Cab 2LT","Chevrolet","2012 Chevrolet Colorado","2012","242","242" +"120","140","181","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","20","Automatic transmission","2012 Chevrolet Colorado Crew Cab 2LT 5.3L","Chevrolet","2012 Chevrolet Colorado","2012","300","320" +"120","140","181","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","20","Automatic transmission","2012 Chevrolet Colorado Crew Cab 3LT","Chevrolet","2012 Chevrolet Colorado","2012","300","320" +"188","140","206","Four-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","21","Automatic transmission","2012 Chevrolet Colorado Crew Cab 1LT 4WD","Chevrolet","2012 Chevrolet Colorado","2012","242","242" +"188","140","206","Four-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","21","Automatic transmission","2012 Chevrolet Colorado Crew Cab 2LT 4WD","Chevrolet","2012 Chevrolet Colorado","2012","242","242" +"188","140","206","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2012 Chevrolet Colorado Crew Cab 2LT 5.3L 4WD","Chevrolet","2012 Chevrolet Colorado","2012","300","320" +"85","215","240","Rear-wheel drive","GMC 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 GMC Sierra 1500 Extended Cab WT 2WD","GMC","2010 GMC Sierra 1500","2010","195","260" +"85","215","240","Rear-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","14","Automatic transmission","2010 GMC Sierra 1500 Extended Cab WT 2WD 4.8L","GMC","2010 GMC Sierra 1500","2010","302","305" +"85","215","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 GMC Sierra 1500 Extended Cab WT 2WD 5.3L","GMC","2010 GMC Sierra 1500","2010","315","335" +"77","185","240","Four-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2010 GMC Sierra 1500 Extended Cab WT 4WD","GMC","2010 GMC Sierra 1500","2010","302","305" +"77","185","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 GMC Sierra 1500 Extended Cab WT 4WD 5.3L","GMC","2010 GMC Sierra 1500","2010","315","335" +"85","215","240","Rear-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 GMC Sierra 1500 Extended Cab SL 2WD","GMC","2010 GMC Sierra 1500","2010","302","305" +"77","185","240","Four-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2010 GMC Sierra 1500 Extended Cab SL 4WD","GMC","2010 GMC Sierra 1500","2010","302","305" +"85","215","240","Rear-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 GMC Sierra 1500 Extended Cab SLE 2WD","GMC","2010 GMC Sierra 1500","2010","302","305" +"85","215","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 GMC Sierra 1500 Extended Cab SLE 2WD 5.3L","GMC","2010 GMC Sierra 1500","2010","315","335" +"85","215","240","Rear-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","13","Gasoline","19","Automatic transmission","2010 GMC Sierra 1500 Extended Cab SLE 2WD 6.2L","GMC","2010 GMC Sierra 1500","2010","403","417" +"77","185","240","Four-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","18","Automatic transmission","2010 GMC Sierra 1500 Extended Cab SLE 4WD","GMC","2010 GMC Sierra 1500","2010","302","305" +"77","185","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 GMC Sierra 1500 Extended Cab SLE 4WD 5.3L","GMC","2010 GMC Sierra 1500","2010","315","335" +"77","185","240","Four-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","12","Gasoline","19","Automatic transmission","2010 GMC Sierra 1500 Extended Cab SLE 4WD 6.2L","GMC","2010 GMC Sierra 1500","2010","403","417" +"85","215","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 GMC Sierra 1500 Extended Cab SLT 2WD","GMC","2010 GMC Sierra 1500","2010","315","335" +"85","215","240","Rear-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2010 GMC Sierra 1500 Extended Cab SLT 2WD 6.2L","GMC","2010 GMC Sierra 1500","2010","403","417" +"77","185","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 GMC Sierra 1500 Extended Cab SLT 4WD","GMC","2010 GMC Sierra 1500","2010","315","335" +"85","215","240","Rear-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 GMC Sierra 1500 Extended Cab WT 2WD 4.8L","GMC","2010 GMC Sierra 1500","2010","302","305" +"112","140","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","25","Automatic transmission","2012 Chevrolet Colorado Extended Cab Work Truck AT","Chevrolet","2012 Chevrolet Colorado","2012","185","190" +"112","140","181","Rear-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2012 Chevrolet Colorado Extended Cab Work Truck 3.7L","Chevrolet","2012 Chevrolet Colorado","2012","242","242" +"112","140","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","25","Automatic transmission","2012 Chevrolet Colorado Extended Cab 1LT","Chevrolet","2012 Chevrolet Colorado","2012","185","190" +"112","140","181","Rear-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2012 Chevrolet Colorado Extended Cab 1LT 3.7L","Chevrolet","2012 Chevrolet Colorado","2012","242","242" +"112","140","181","Rear-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2012 Chevrolet Colorado Extended Cab 2LT","Chevrolet","2012 Chevrolet Colorado","2012","242","242" +"112","140","181","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","20","Automatic transmission","2012 Chevrolet Colorado Extended Cab 2LT 5.3L","Chevrolet","2012 Chevrolet Colorado","2012","300","320" +"112","140","181","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","20","Automatic transmission","2012 Chevrolet Colorado Extended Cab 3LT","Chevrolet","2012 Chevrolet Colorado","2012","300","320" +"181","140","206","Four-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","24","Manual transmission","2012 Chevrolet Colorado Extended Cab Work Truck 4WD","Chevrolet","2012 Chevrolet Colorado","2012","185","190" +"181","140","206","Four-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2012 Chevrolet Colorado Extended Cab Work Truck AT 4WD","Chevrolet","2012 Chevrolet Colorado","2012","185","190" +"181","140","206","Four-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2012 Chevrolet Colorado Extended Cab Work Truck 3.7L 4WD","Chevrolet","2012 Chevrolet Colorado","2012","242","242" +"181","140","206","Four-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2012 Chevrolet Colorado Extended Cab 1LT 4WD","Chevrolet","2012 Chevrolet Colorado","2012","185","190" +"181","140","206","Four-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2012 Chevrolet Colorado Extended Cab 1LT 3.7L 4WD","Chevrolet","2012 Chevrolet Colorado","2012","242","242" +"181","140","206","Four-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2012 Chevrolet Colorado Extended Cab 2LT 4WD","Chevrolet","2012 Chevrolet Colorado","2012","242","242" +"181","140","206","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2012 Chevrolet Colorado Extended Cab 2LT 5.3L 4WD","Chevrolet","2012 Chevrolet Colorado","2012","300","320" +"77","185","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 GMC Sierra 1500 Extended Cab Long Box WT 2WD","GMC","2010 GMC Sierra 1500","2010","315","335" +"77","185","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 GMC Sierra 1500 Extended Cab Long Box WT 4WD","GMC","2010 GMC Sierra 1500","2010","315","335" +"77","185","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 GMC Sierra 1500 Extended Cab Long Box SLE 2WD","GMC","2010 GMC Sierra 1500","2010","315","335" +"77","185","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 GMC Sierra 1500 Extended Cab Long Box SLE 4WD","GMC","2010 GMC Sierra 1500","2010","315","335" +"77","185","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 GMC Sierra 1500 Extended Cab Long Box SLT 2WD","GMC","2010 GMC Sierra 1500","2010","315","335" +"77","185","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 GMC Sierra 1500 Extended Cab Long Box SLT 4WD","GMC","2010 GMC Sierra 1500","2010","315","335" +"112","22","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","25","Automatic transmission","2011 Chevrolet Colorado Work Truck AT","Chevrolet","2011 Chevrolet Colorado","2011","185","190" +"112","22","181","Rear-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Chevrolet Colorado Work Truck 3.7L","Chevrolet","2011 Chevrolet Colorado","2011","242","242" +"112","22","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","25","Manual transmission","2011 Chevrolet Colorado 1LT","Chevrolet","2011 Chevrolet Colorado","2011","185","190" +"112","22","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","25","Automatic transmission","2011 Chevrolet Colorado 1LT AT","Chevrolet","2011 Chevrolet Colorado","2011","185","190" +"112","22","181","Rear-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Chevrolet Colorado 1LT 3.7L","Chevrolet","2011 Chevrolet Colorado","2011","242","242" +"181","22","206","Four-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","24","Manual transmission","2011 Chevrolet Colorado Work Truck 4WD","Chevrolet","2011 Chevrolet Colorado","2011","185","190" +"181","22","206","Four-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Chevrolet Colorado Work Truck AT 4WD","Chevrolet","2011 Chevrolet Colorado","2011","185","190" +"181","22","206","Four-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Chevrolet Colorado Work Truck 3.7L 4WD","Chevrolet","2011 Chevrolet Colorado","2011","242","242" +"181","22","206","Four-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","24","Manual transmission","2011 Chevrolet Colorado 1LT 4WD","Chevrolet","2011 Chevrolet Colorado","2011","185","190" +"181","22","206","Four-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Chevrolet Colorado 1LT AT 4WD","Chevrolet","2011 Chevrolet Colorado","2011","185","190" +"181","22","206","Four-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Chevrolet Colorado 1LT 3.7L 4WD","Chevrolet","2011 Chevrolet Colorado","2011","242","242" +"120","140","181","Rear-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Chevrolet Colorado Crew Cab 1LT 3.7L","Chevrolet","2011 Chevrolet Colorado","2011","242","242" +"120","140","181","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Chevrolet Colorado Crew Cab 1LT 5.3L","Chevrolet","2011 Chevrolet Colorado","2011","300","320" +"120","140","181","Rear-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Chevrolet Colorado Crew Cab 2LT","Chevrolet","2011 Chevrolet Colorado","2011","242","242" +"120","140","181","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Chevrolet Colorado Crew Cab 2LT 5.3L","Chevrolet","2011 Chevrolet Colorado","2011","300","320" +"120","140","181","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Chevrolet Colorado Crew Cab 3LT","Chevrolet","2011 Chevrolet Colorado","2011","300","320" +"188","140","206","Four-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","21","Automatic transmission","2011 Chevrolet Colorado Crew Cab 1LT 4WD","Chevrolet","2011 Chevrolet Colorado","2011","242","242" +"188","140","206","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Chevrolet Colorado Crew Cab 1LT 5.3L 4WD","Chevrolet","2011 Chevrolet Colorado","2011","300","320" +"188","140","206","Four-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","21","Automatic transmission","2011 Chevrolet Colorado Crew Cab 2LT 4WD","Chevrolet","2011 Chevrolet Colorado","2011","242","242" +"188","140","206","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Chevrolet Colorado Crew Cab 2LT 5.3L 4WD","Chevrolet","2011 Chevrolet Colorado","2011","300","320" +"112","140","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","25","Automatic transmission","2011 Chevrolet Colorado Extended Cab Work Truck AT","Chevrolet","2011 Chevrolet Colorado","2011","185","190" +"112","140","181","Rear-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Chevrolet Colorado Extended Cab Work Truck 3.7L","Chevrolet","2011 Chevrolet Colorado","2011","242","242" +"112","140","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","25","Manual transmission","2011 Chevrolet Colorado Extended Cab 1LT","Chevrolet","2011 Chevrolet Colorado","2011","185","190" +"112","140","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","25","Automatic transmission","2011 Chevrolet Colorado Extended Cab 1LT AT","Chevrolet","2011 Chevrolet Colorado","2011","185","190" +"112","140","181","Rear-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Chevrolet Colorado Extended Cab 1LT 3.7L","Chevrolet","2011 Chevrolet Colorado","2011","242","242" +"112","140","181","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Chevrolet Colorado Extended Cab 1LT 5.3L","Chevrolet","2011 Chevrolet Colorado","2011","300","320" +"112","140","181","Rear-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Chevrolet Colorado Extended Cab 2LT","Chevrolet","2011 Chevrolet Colorado","2011","242","242" +"112","140","181","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Chevrolet Colorado Extended Cab 2LT 5.3L","Chevrolet","2011 Chevrolet Colorado","2011","300","320" +"112","140","181","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Chevrolet Colorado Extended Cab 3LT","Chevrolet","2011 Chevrolet Colorado","2011","300","320" +"181","140","206","Four-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","24","Manual transmission","2011 Chevrolet Colorado Extended Cab Work Truck 4WD","Chevrolet","2011 Chevrolet Colorado","2011","185","190" +"181","140","206","Four-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Chevrolet Colorado Extended Cab Work Truck AT 4WD","Chevrolet","2011 Chevrolet Colorado","2011","185","190" +"181","140","206","Four-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Chevrolet Colorado Extended Cab Work Truck 3.7L 4WD","Chevrolet","2011 Chevrolet Colorado","2011","242","242" +"181","140","206","Four-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","24","Manual transmission","2011 Chevrolet Colorado Extended Cab 1LT 4WD","Chevrolet","2011 Chevrolet Colorado","2011","185","190" +"181","140","206","Four-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Chevrolet Colorado Extended Cab 1LT AT 4WD","Chevrolet","2011 Chevrolet Colorado","2011","185","190" +"181","140","206","Four-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Chevrolet Colorado Extended Cab 1LT 3.7L 4WD","Chevrolet","2011 Chevrolet Colorado","2011","242","242" +"181","140","206","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Chevrolet Colorado Extended Cab 1LT 5.3L 4WD","Chevrolet","2011 Chevrolet Colorado","2011","300","320" +"181","140","206","Four-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Chevrolet Colorado Extended Cab 2LT 4WD","Chevrolet","2011 Chevrolet Colorado","2011","242","242" +"181","140","206","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Chevrolet Colorado Extended Cab 2LT 5.3L 4WD","Chevrolet","2011 Chevrolet Colorado","2011","300","320" +"82","215","240","Rear-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","14","Automatic transmission","2010 GMC Sierra 1500 Crew Cab Short Box WT 2WD","GMC","2010 GMC Sierra 1500","2010","302","305" +"82","215","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 GMC Sierra 1500 Crew Cab Short Box WT 2WD 5.3L","GMC","2010 GMC Sierra 1500","2010","315","335" +"79","215","240","Four-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2010 GMC Sierra 1500 Crew Cab Short Box WT 4WD","GMC","2010 GMC Sierra 1500","2010","302","305" +"79","215","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 GMC Sierra 1500 Crew Cab Short Box WT 4WD 5.3L","GMC","2010 GMC Sierra 1500","2010","315","335" +"82","215","240","Rear-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 GMC Sierra 1500 Crew Cab Short Box SL 2WD","GMC","2010 GMC Sierra 1500","2010","302","305" +"79","215","240","Four-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","18","Automatic transmission","2010 GMC Sierra 1500 Crew Cab Short Box SL 4WD","GMC","2010 GMC Sierra 1500","2010","302","305" +"82","215","240","Rear-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 GMC Sierra 1500 Crew Cab Short Box SLE 2WD","GMC","2010 GMC Sierra 1500","2010","302","305" +"82","215","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 GMC Sierra 1500 Crew Cab Short Box SLE 2WD 5.3L","GMC","2010 GMC Sierra 1500","2010","315","335" +"82","215","240","Rear-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2010 GMC Sierra 1500 Crew Cab Short Box SLE 2WD 6.2L","GMC","2010 GMC Sierra 1500","2010","403","417" +"79","215","240","Four-wheel drive","GMC 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2010 GMC Sierra 1500 Crew Cab Short Box SLE 4WD","GMC","2010 GMC Sierra 1500","2010","302","305" +"79","215","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 GMC Sierra 1500 Crew Cab Short Box SLE 4WD 5.3L","GMC","2010 GMC Sierra 1500","2010","315","335" +"79","215","240","Four-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2010 GMC Sierra 1500 Crew Cab Short Box SLE 4WD 6.2L","GMC","2010 GMC Sierra 1500","2010","403","417" +"82","215","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 GMC Sierra 1500 Crew Cab Short Box XFE 2WD","GMC","2010 GMC Sierra 1500","2010","315","335" +"82","215","240","Rear-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 GMC Sierra 1500 Crew Cab Short Box SLT 2WD","GMC","2010 GMC Sierra 1500","2010","315","335" +"82","215","240","Rear-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2010 GMC Sierra 1500 Crew Cab Short Box SLT 2WD 6.2L","GMC","2010 GMC Sierra 1500","2010","403","417" +"79","215","240","Four-wheel drive","GMC 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 GMC Sierra 1500 Crew Cab Short Box SLT 4WD","GMC","2010 GMC Sierra 1500","2010","315","335" +"79","215","240","Four-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","12","Gasoline","19","Automatic transmission","2010 GMC Sierra 1500 Crew Cab Short Box SLT 4WD 6.2L","GMC","2010 GMC Sierra 1500","2010","403","417" +"82","207","240","Rear-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2010 GMC Sierra 1500 Denali 2WD","GMC","2010 GMC Sierra 1500","2010","403","417" +"79","207","240","All-wheel drive","GMC 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2010 GMC Sierra 1500 Denali AWD","GMC","2010 GMC Sierra 1500","2010","403","417" +"74","153","224","Front-wheel drive","Scion 2.4L 4 Cylinder 158 hp 162 ft-lbs.","True","5","5 Speed Manual","22","Gasoline","28","Manual transmission","2012 Scion xB","Scion","2012 Scion xB","2012","158","162" +"74","153","224","Front-wheel drive","Scion 2.4L 4 Cylinder 158 hp 162 ft-lbs.","True","4","4 Speed Automatic Select Shift","22","Gasoline","28","Automatic transmission","2012 Scion xB AT","Scion","2012 Scion xB","2012","158","162" +"74","153","224","Front-wheel drive","Scion 2.4L 4 Cylinder 158 hp 162 ft-lbs.","True","5","5 Speed Manual","22","Gasoline","28","Manual transmission","2011 Scion xB","Scion","2011 Scion xB","2011","158","162" +"74","153","224","Front-wheel drive","Scion 2.4L 4 Cylinder 158 hp 162 ft-lbs.","True","4","4 Speed Automatic Select Shift","22","Gasoline","28","Automatic transmission","2011 Scion xB AT","Scion","2011 Scion xB","2011","158","162" +"74","153","224","Front-wheel drive","Scion 2.4L 4 Cylinder 158 hp 162 ft-lbs.","True","5","5 Speed Manual","22","Gasoline","28","Manual transmission","2011 Scion xB 8.0","Scion","2011 Scion xB","2011","158","162" +"74","153","224","Front-wheel drive","Scion 2.4L 4 Cylinder 158 hp 162 ft-lbs.","True","4","4 Speed Automatic Select Shift","22","Gasoline","28","Automatic transmission","2011 Scion xB 8.0 AT","Scion","2011 Scion xB","2011","158","162" +"64","153","224","Front-wheel drive","Scion 2.4L 4 Cylinder 158 hp 162 ft-lbs.","True","5","5 Speed Manual","22","Gasoline","28","Manual transmission","2010 Scion xB","Scion","2010 Scion xB","2010","158","162" +"64","153","224","Front-wheel drive","Scion 2.4L 4 Cylinder 158 hp 162 ft-lbs.","True","4","4 Speed Automatic Select Shift","22","Gasoline","28","Automatic transmission","2010 Scion xB AT","Scion","2010 Scion xB","2010","158","162" +"54","153","224","Front-wheel drive","Scion 2.4L 4 Cylinder 158 hp 162 ft-lbs.","True","5","5 Speed Manual","22","Gasoline","28","Manual transmission","2010 Scion xB 7.0","Scion","2010 Scion xB","2010","158","162" +"54","153","224","Front-wheel drive","Scion 2.4L 4 Cylinder 158 hp 162 ft-lbs.","True","4","4 Speed Automatic Select Shift","22","Gasoline","28","Automatic transmission","2010 Scion xB 7.0 AT","Scion","2010 Scion xB","2010","158","162" +"228","89","188","Front-wheel drive","Scion 1.8L 4 Cylinder 128 hp 125 ft-lbs.","True","5","5 Speed Manual","27","Gasoline","33","Manual transmission","2011 Scion xD","Scion","2011 Scion xD","2011","128","125" +"228","89","188","Front-wheel drive","Scion 1.8L 4 Cylinder 128 hp 125 ft-lbs.","True","4","4 Speed Automatic","27","Gasoline","33","Automatic transmission","2011 Scion xD AT","Scion","2011 Scion xD","2011","128","125" +"228","89","188","Front-wheel drive","Scion 1.8L 4 Cylinder 128 hp 125 ft-lbs.","True","5","5 Speed Manual","27","Gasoline","33","Manual transmission","2011 Scion xD 3.0","Scion","2011 Scion xD","2011","128","125" +"228","89","188","Front-wheel drive","Scion 1.8L 4 Cylinder 128 hp 125 ft-lbs.","True","4","4 Speed Automatic","27","Gasoline","33","Automatic transmission","2011 Scion xD 3.0 AT","Scion","2011 Scion xD","2011","128","125" +"7","96","113","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 490 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 Aston Martin Virage Volante","Aston Martin","2011 Aston Martin Virage Volante","2011","490","420" +"244","89","188","Front-wheel drive","Scion 1.8L 4 Cylinder 128 hp 125 ft-lbs.","True","5","5 Speed Manual","27","Gasoline","33","Manual transmission","2010 Scion xD","Scion","2010 Scion xD","2010","128","125" +"244","89","188","Front-wheel drive","Scion 1.8L 4 Cylinder 128 hp 125 ft-lbs.","True","4","4 Speed Automatic","27","Gasoline","33","Automatic transmission","2010 Scion xD AT","Scion","2010 Scion xD","2010","128","125" +"7","96","113","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 490 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2012 Aston Martin Virage Volante","Aston Martin","2012 Aston Martin Virage Volante","2012","490","420" +"133","208","237","Rear-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","5","5 Speed Automatic Select Shift","16","Gasoline","20","Automatic transmission","2011 Toyota Tundra","Toyota","2011 Toyota Tundra","2011","236","266" +"133","208","237","Rear-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","20","Automatic transmission","2011 Toyota Tundra 4.6L","Toyota","2011 Toyota Tundra","2011","310","327" +"143","208","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2011 Toyota Tundra 5.7L","Toyota","2011 Toyota Tundra","2011","381","401" +"143","208","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2011 Toyota Tundra 5.7L FFV","Toyota","2011 Toyota Tundra","2011","381","401" +"133","176","237","Rear-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","5","5 Speed Automatic Select Shift","16","Gasoline","20","Automatic transmission","2011 Toyota Tundra Long Bed","Toyota","2011 Toyota Tundra","2011","236","266" +"133","176","237","Rear-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","18","Automatic transmission","2011 Toyota Tundra Long Bed 5.7L","Toyota","2011 Toyota Tundra","2011","381","401" +"143","176","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2011 Toyota Tundra Long Bed 5.7L 4X4","Toyota","2011 Toyota Tundra","2011","381","401" +"143","176","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2011 Toyota Tundra Long Bed 5.7L FFV 4X4","Toyota","2011 Toyota Tundra","2011","381","401" +"133","176","237","Rear-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","5","5 Speed Automatic Select Shift","16","Gasoline","20","Automatic transmission","2011 Toyota Tundra Double Cab","Toyota","2011 Toyota Tundra","2011","236","266" +"133","176","237","Rear-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","20","Automatic transmission","2011 Toyota Tundra Double Cab 4.6L","Toyota","2011 Toyota Tundra","2011","310","327" +"143","176","237","Four-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2011 Toyota Tundra Double Cab 4.6L 4X4","Toyota","2011 Toyota Tundra","2011","310","327" +"133","176","237","Rear-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","18","Automatic transmission","2011 Toyota Tundra Double Cab 5.7L","Toyota","2011 Toyota Tundra","2011","381","401" +"143","176","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2011 Toyota Tundra Double Cab 5.7L 4X4","Toyota","2011 Toyota Tundra","2011","381","401" +"143","176","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2011 Toyota Tundra Double Cab 5.7L FFV 4X4","Toyota","2011 Toyota Tundra","2011","381","401" +"133","122","237","Rear-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","18","Automatic transmission","2011 Toyota Tundra Double Cab Long Bed","Toyota","2011 Toyota Tundra","2011","381","401" +"143","122","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2011 Toyota Tundra Double Cab Long Bed 4X4","Toyota","2011 Toyota Tundra","2011","381","401" +"133","176","237","Rear-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","20","Automatic transmission","2011 Toyota Tundra Double Cab 4.6L","Toyota","2011 Toyota Tundra","2011","310","327" +"143","176","237","Four-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2011 Toyota Tundra Double Cab 4.6L 4X4","Toyota","2011 Toyota Tundra","2011","310","327" +"143","176","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2011 Toyota Tundra Double Cab Limited 4X4","Toyota","2011 Toyota Tundra","2011","381","401" +"143","176","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2011 Toyota Tundra Double Cab Limited FFV 4X4","Toyota","2011 Toyota Tundra","2011","381","401" +"128","176","237","Rear-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","20","Automatic transmission","2011 Toyota Tundra CrewMax","Toyota","2011 Toyota Tundra","2011","310","327" +"138","176","237","Four-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2011 Toyota Tundra CrewMax 4X4","Toyota","2011 Toyota Tundra","2011","310","327" +"128","176","237","Rear-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","18","Automatic transmission","2011 Toyota Tundra CrewMax 5.7L","Toyota","2011 Toyota Tundra","2011","381","401" +"138","176","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2011 Toyota Tundra CrewMax 5.7L 4X4","Toyota","2011 Toyota Tundra","2011","381","401" +"138","176","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2011 Toyota Tundra CrewMax 5.7L FFV 4X4","Toyota","2011 Toyota Tundra","2011","381","401" +"128","176","237","Rear-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","18","Automatic transmission","2011 Toyota Tundra CrewMax Limited","Toyota","2011 Toyota Tundra","2011","381","401" +"134","27","8","Rear-wheel drive","Lexus 2.5L 6 Cylinder 204 hp 185 ft-lbs","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2010 Lexus IS 250 C Convertible","Lexus","2010 Lexus IS C","2010","204","185" +"134","27","8","Rear-wheel drive","Lexus 3.5L 6 Cylinder 306 hp 277 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2010 Lexus IS 350 C Convertible","Lexus","2010 Lexus IS C","2010","306","277" +"134","27","8","Rear-wheel drive","Lexus 2.5L 6 Cylinder 204 hp 185 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","29","Automatic transmission","2010 Lexus IS 250 C Convertible AT","Lexus","2010 Lexus IS C","2010","204","185" +"135","22","8","Rear-wheel drive","Lexus 2.5L 6 Cylinder 204 hp 185 ft-lbs","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2011 Lexus IS 250 C Convertible","Lexus","2011 Lexus IS C","2011","204","185" +"135","27","8","Rear-wheel drive","Lexus 2.5L 6 Cylinder 204 hp 185 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","30","Automatic transmission","2011 Lexus IS 250 C Convertible AT","Lexus","2011 Lexus IS C","2011","204","185" +"135","27","8","Rear-wheel drive","Lexus 3.5L 6 Cylinder 306 hp 277 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","27","Automatic transmission","2011 Lexus IS 350 C Convertible","Lexus","2011 Lexus IS C","2011","306","277" +"167","3","102","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 385 hp 380 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 Jaguar XJ","Jaguar","2010 Jaguar XJ","2010","385","380" +"167","127","102","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 385 hp 380 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2010 Jaguar XJL","Jaguar","2010 Jaguar XJ","2010","385","380" +"167","3","102","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 470 hp 424 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2010 Jaguar XJ Supercharged","Jaguar","2010 Jaguar XJ","2010","470","424" +"167","127","102","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 470 hp 424 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2010 Jaguar XJL Supercharged","Jaguar","2010 Jaguar XJ","2010","470","424" +"167","3","102","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 510 hp 461 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2010 Jaguar XJ Supersport","Jaguar","2010 Jaguar XJ","2010","510","461" +"167","127","102","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 510 hp 461 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2010 Jaguar XJL Supersport","Jaguar","2010 Jaguar XJ","2010","510","461" +"138","176","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2011 Toyota Tundra CrewMax Limited FFV 4X4","Toyota","2011 Toyota Tundra","2011","381","401" +"138","176","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2011 Toyota Tundra CrewMax Limited 4X4","Toyota","2011 Toyota Tundra","2011","381","401" +"226","126","29","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2010 Subaru Legacy 2.5i","Subaru","2010 Subaru Legacy","2010","170","170" +"226","126","29","All-wheel drive","Subaru 2.5L 4 cylinder 265 hp 258 ft-lbs Turbo","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2010 Subaru Legacy 2.5GT Premium","Subaru","2010 Subaru Legacy","2010","265","258" +"226","126","29","All-wheel drive","Subaru 3.6L 6 cylinder 256 hp 247 ft-lbs","True","5","5 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2010 Subaru Legacy 3.6R","Subaru","2010 Subaru Legacy","2010","256","247" +"226","126","29","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2010 Subaru Legacy 2.5i Premium","Subaru","2010 Subaru Legacy","2010","170","170" +"2","96","113","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 490 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 Aston Martin Virage Coup","Aston Martin","2011 Aston Martin Virage Coup","2011","490","420" +"2","96","113","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 490 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2012 Aston Martin Virage Coup","Aston Martin","2012 Aston Martin Virage Coup","2012","490","420" +"244","127","57","Rear-wheel drive","Suzuki 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Suzuki Equator Sport Crew Cab","Suzuki","2011 Suzuki Equator","2011","261","281" +"244","214","57","Four-wheel drive","Suzuki 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Suzuki Equator Sport Crew Cab Long Bed 4x4","Suzuki","2011 Suzuki Equator","2011","261","281" +"244","127","57","Four-wheel drive","Suzuki 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Suzuki Equator RMZ-4 Crew Cab","Suzuki","2011 Suzuki Equator","2011","261","281" +"208","127","57","Rear-wheel drive","Suzuki 2.5L 4 Cylinder 152 hp 171 ft-lbs","True","5","5 Speed Manual","19","Gasoline","23","Manual transmission","2011 Suzuki Equator Extended Cab","Suzuki","2011 Suzuki Equator","2011","152","171" +"208","127","57","Rear-wheel drive","Suzuki 2.5L 4 Cylinder 152 hp 171 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","22","Automatic transmission","2011 Suzuki Equator Premium Extended Cab","Suzuki","2011 Suzuki Equator","2011","152","171" +"234","127","57","Four-wheel drive","Suzuki 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Suzuki Equator Sport Extended Cab","Suzuki","2011 Suzuki Equator","2011","261","281" +"112","22","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","25","Automatic transmission","2010 Chevrolet Colorado Work Truck AT","Chevrolet","2010 Chevrolet Colorado","2010","185","190" +"112","22","181","Rear-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Chevrolet Colorado Work Truck 3.7L","Chevrolet","2010 Chevrolet Colorado","2010","242","242" +"112","22","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","25","Manual transmission","2010 Chevrolet Colorado LT1","Chevrolet","2010 Chevrolet Colorado","2010","185","190" +"112","22","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","18","Gasoline","25","Automatic transmission","2010 Chevrolet Colorado LT1 AT","Chevrolet","2010 Chevrolet Colorado","2010","185","190" +"112","22","181","Rear-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Chevrolet Colorado LT1 3.7L","Chevrolet","2010 Chevrolet Colorado","2010","242","242" +"181","22","206","Four-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","24","Manual transmission","2010 Chevrolet Colorado Work Truck 4WD","Chevrolet","2010 Chevrolet Colorado","2010","185","190" +"181","22","206","Four-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Chevrolet Colorado Work Truck AT 4WD","Chevrolet","2010 Chevrolet Colorado","2010","185","190" +"181","22","206","Four-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Chevrolet Colorado Work Truck 3.7L 4WD","Chevrolet","2010 Chevrolet Colorado","2010","242","242" +"181","22","206","Four-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","24","Manual transmission","2010 Chevrolet Colorado LT1 4WD","Chevrolet","2010 Chevrolet Colorado","2010","185","190" +"181","22","206","Four-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Chevrolet Colorado LT1 AT 4WD","Chevrolet","2010 Chevrolet Colorado","2010","185","190" +"181","22","206","Four-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Chevrolet Colorado LT1 3.7L 4WD","Chevrolet","2010 Chevrolet Colorado","2010","242","242" +"120","140","181","Rear-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Chevrolet Colorado Crew Cab LT1 3.7L","Chevrolet","2010 Chevrolet Colorado","2010","242","242" +"120","140","181","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Chevrolet Colorado Crew Cab LT1 5.3L","Chevrolet","2010 Chevrolet Colorado","2010","300","320" +"120","140","181","Rear-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Chevrolet Colorado Crew Cab LT2","Chevrolet","2010 Chevrolet Colorado","2010","242","242" +"120","140","181","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Chevrolet Colorado Crew Cab LT2 5.3L","Chevrolet","2010 Chevrolet Colorado","2010","300","320" +"120","140","181","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Chevrolet Colorado Crew Cab LT3","Chevrolet","2010 Chevrolet Colorado","2010","300","320" +"188","140","206","Four-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","21","Automatic transmission","2010 Chevrolet Colorado Crew Cab LT1 4WD","Chevrolet","2010 Chevrolet Colorado","2010","242","242" +"188","140","206","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Chevrolet Colorado Crew Cab LT1 5.3L 4WD","Chevrolet","2010 Chevrolet Colorado","2010","300","320" +"188","140","206","Four-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","21","Automatic transmission","2010 Chevrolet Colorado Crew Cab LT2 4WD","Chevrolet","2010 Chevrolet Colorado","2010","242","242" +"188","140","206","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Chevrolet Colorado Crew Cab LT2 5.3L 4WD","Chevrolet","2010 Chevrolet Colorado","2010","300","320" +"112","140","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","24","Automatic transmission","2010 Chevrolet Colorado Extended Cab Work Truck AT","Chevrolet","2010 Chevrolet Colorado","2010","185","190" +"112","140","181","Rear-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Chevrolet Colorado Extended Cab Work Truck 3.7L","Chevrolet","2010 Chevrolet Colorado","2010","242","242" +"112","140","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","20","Gasoline","26","Manual transmission","2010 Chevrolet Colorado Extended Cab LT1","Chevrolet","2010 Chevrolet Colorado","2010","185","190" +"112","140","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","24","Automatic transmission","2010 Chevrolet Colorado Extended Cab LT1 AT","Chevrolet","2010 Chevrolet Colorado","2010","185","190" +"112","140","181","Rear-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Chevrolet Colorado Extended Cab LT1 3.7L","Chevrolet","2010 Chevrolet Colorado","2010","242","242" +"112","140","181","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Chevrolet Colorado Extended Cab LT1 5.3L","Chevrolet","2010 Chevrolet Colorado","2010","300","320" +"112","140","181","Rear-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","23","Automatic transmission","2010 Chevrolet Colorado Extended Cab LT2","Chevrolet","2010 Chevrolet Colorado","2010","242","242" +"112","140","181","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Chevrolet Colorado Extended Cab LT2 5.3L","Chevrolet","2010 Chevrolet Colorado","2010","300","320" +"112","140","181","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Chevrolet Colorado Extended Cab LT3","Chevrolet","2010 Chevrolet Colorado","2010","300","320" +"181","140","206","Four-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","24","Manual transmission","2010 Chevrolet Colorado Extended Cab Work Truck 4WD","Chevrolet","2010 Chevrolet Colorado","2010","185","190" +"181","140","206","Four-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","23","Automatic transmission","2010 Chevrolet Colorado Extended Cab Work Truck AT 4WD","Chevrolet","2010 Chevrolet Colorado","2010","185","190" +"181","140","206","Four-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","22","Automatic transmission","2010 Chevrolet Colorado Extended Cab Work Truck 3.7L 4WD","Chevrolet","2010 Chevrolet Colorado","2010","242","242" +"181","140","206","Four-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","5","5 Speed Manual","18","Gasoline","24","Manual transmission","2010 Chevrolet Colorado Extended Cab LT1 4WD","Chevrolet","2010 Chevrolet Colorado","2010","185","190" +"181","140","206","Four-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","23","Automatic transmission","2010 Chevrolet Colorado Extended Cab LT1 AT 4WD","Chevrolet","2010 Chevrolet Colorado","2010","185","190" +"181","140","206","Four-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","22","Automatic transmission","2010 Chevrolet Colorado Extended Cab LT1 3.7L 4WD","Chevrolet","2010 Chevrolet Colorado","2010","242","242" +"112","140","181","Rear-wheel drive","Chevrolet 2.9L 4 Cylinder 185 hp 190 ft-lbs","True","4","4 Speed Automatic","17","Gasoline","24","Automatic transmission","2010 Chevrolet Colorado Extended Cab Work Truck AT","Chevrolet","2010 Chevrolet Colorado","2010","185","190" +"181","140","206","Four-wheel drive","Chevrolet 3.7L 5 Cylinder 242 hp 242 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","22","Automatic transmission","2010 Chevrolet Colorado Extended Cab LT2 4WD","Chevrolet","2010 Chevrolet Colorado","2010","242","242" +"181","140","206","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 300 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Chevrolet Colorado Extended Cab LT2 5.3L 4WD","Chevrolet","2010 Chevrolet Colorado","2010","300","320" +"208","99","57","Rear-wheel drive","Nissan 2.5L 4 Cylinder 152 hp 171 ft-lbs","True","5","5 Speed Manual","19","Gasoline","23","Manual transmission","2011 Nissan Frontier King Cab S","Nissan","2011 Nissan Frontier","2011","152","171" +"132","172","29","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2011 Subaru Outback 2.5i","Subaru","2011 Subaru Outback","2011","170","170" +"132","172","29","All-wheel drive","Subaru 3.6L 6 cylinder 256 hp 247 ft-lbs","True","5","5 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2011 Subaru Outback 3.6R","Subaru","2011 Subaru Outback","2011","256","247" +"132","172","29","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2011 Subaru Outback 2.5i Premium","Subaru","2011 Subaru Outback","2011","170","170" +"208","99","57","Rear-wheel drive","Nissan 2.5L 4 Cylinder 152 hp 171 ft-lbs","True","5","5 Speed Manual","19","Gasoline","23","Manual transmission","2011 Nissan Frontier King Cab SV 4-cylinder","Nissan","2011 Nissan Frontier","2011","152","171" +"234","99","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Nissan Frontier King Cab PRO-4X","Nissan","2011 Nissan Frontier","2011","261","281" +"234","99","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Nissan Frontier King Cab SV V6 4x4 AT","Nissan","2011 Nissan Frontier","2011","261","281" +"244","99","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","6","6 Speed Manual","16","Gasoline","20","Manual transmission","2011 Nissan Frontier Crew Cab S","Nissan","2011 Nissan Frontier","2011","261","281" +"234","99","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Nissan Frontier King Cab SV V6 AT","Nissan","2011 Nissan Frontier","2011","261","281" +"244","99","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Nissan Frontier Crew Cab S AT","Nissan","2011 Nissan Frontier","2011","261","281" +"244","196","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Nissan Frontier Crew Cab SV V6 Long Bed","Nissan","2011 Nissan Frontier","2011","261","281" +"244","99","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Nissan Frontier Crew Cab SV V6 AT","Nissan","2011 Nissan Frontier","2011","261","281" +"85","99","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Nissan Frontier Crew Cab SL 4x4","Nissan","2011 Nissan Frontier","2011","261","281" +"244","99","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","6","6 Speed Manual","15","Gasoline","20","Manual transmission","2011 Nissan Frontier Crew Cab SV V6 4x4","Nissan","2011 Nissan Frontier","2011","261","281" +"234","99","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Nissan Frontier King Cab PRO-4X 4x4 AT","Nissan","2011 Nissan Frontier","2011","261","281" +"244","99","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Nissan Frontier Crew Cab S 4x4 AT","Nissan","2011 Nissan Frontier","2011","261","281" +"85","99","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Nissan Frontier Crew Cab SL","Nissan","2011 Nissan Frontier","2011","261","281" +"244","99","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","6","6 Speed Manual","16","Gasoline","20","Manual transmission","2011 Nissan Frontier Crew Cab SV V6","Nissan","2011 Nissan Frontier","2011","261","281" +"244","196","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Nissan Frontier Crew Cab SV V6 Long Bed 4x4","Nissan","2011 Nissan Frontier","2011","261","281" +"208","99","57","Rear-wheel drive","Nissan 2.5L 4 Cylinder 152 hp 171 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","22","Automatic transmission","2011 Nissan Frontier King Cab SV 4-cylinder AT","Nissan","2011 Nissan Frontier","2011","152","171" +"57","196","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Nissan Frontier Crew Cab SL Long Bed","Nissan","2011 Nissan Frontier","2011","261","281" +"234","99","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","6","6 Speed Manual","16","Gasoline","20","Manual transmission","2011 Nissan Frontier King Cab SV V6","Nissan","2011 Nissan Frontier","2011","261","281" +"244","99","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Nissan Frontier Crew Cab PRO-4X 4x4 AT","Nissan","2011 Nissan Frontier","2011","261","281" +"244","99","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","6","6 Speed Manual","15","Gasoline","20","Manual transmission","2011 Nissan Frontier Crew Cab S 4x4","Nissan","2011 Nissan Frontier","2011","261","281" +"244","99","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Nissan Frontier Crew Cab PRO-4X","Nissan","2011 Nissan Frontier","2011","261","281" +"244","99","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Nissan Frontier Crew Cab SV V6 4x4 AT","Nissan","2011 Nissan Frontier","2011","261","281" +"234","99","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","6","6 Speed Manual","15","Gasoline","20","Manual transmission","2011 Nissan Frontier King Cab PRO-4X 4x4","Nissan","2011 Nissan Frontier","2011","261","281" +"234","99","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","6","6 Speed Manual","15","Gasoline","20","Manual transmission","2011 Nissan Frontier King Cab SV V6 4x4","Nissan","2011 Nissan Frontier","2011","261","281" +"208","99","57","Rear-wheel drive","Nissan 2.5L 4 Cylinder 152 hp 171 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","22","Automatic transmission","2011 Nissan Frontier King Cab S AT","Nissan","2011 Nissan Frontier","2011","152","171" +"73","196","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Nissan Frontier Crew Cab SL 4x4 Long Bed","Nissan","2011 Nissan Frontier","2011","261","281" +"244","99","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","6","6 Speed Manual","15","Gasoline","20","Manual transmission","2011 Nissan Frontier Crew Cab PRO-4X 4x4","Nissan","2011 Nissan Frontier","2011","261","281" +"244","127","57","Rear-wheel drive","Suzuki 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Suzuki Equator Sport Crew Cab","Suzuki","2010 Suzuki Equator","2010","261","281" +"244","214","57","Rear-wheel drive","Suzuki 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Suzuki Equator Sport Crew Cab Long Bed","Suzuki","2010 Suzuki Equator","2010","261","281" +"244","214","57","Four-wheel drive","Suzuki 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","19","Automatic transmission","2010 Suzuki Equator Sport Crew Cab Long Bed 4x4","Suzuki","2010 Suzuki Equator","2010","261","281" +"244","127","57","Four-wheel drive","Suzuki 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","19","Automatic transmission","2010 Suzuki Equator RMZ-4 Sport Crew Cab","Suzuki","2010 Suzuki Equator","2010","261","281" +"208","127","57","Rear-wheel drive","Suzuki 2.5L 4 Cylinder 152 hp 171 ft-lbs","True","5","5 Speed Manual","19","Gasoline","23","Manual transmission","2010 Suzuki Equator Extended Cab","Suzuki","2010 Suzuki Equator","2010","152","171" +"208","127","57","Rear-wheel drive","Suzuki 2.5L 4 Cylinder 152 hp 171 ft-lbs","True","5","5 Speed Manual","19","Gasoline","23","Manual transmission","2010 Suzuki Equator Comfort Extended Cab","Suzuki","2010 Suzuki Equator","2010","152","171" +"208","127","57","Rear-wheel drive","Suzuki 2.5L 4 Cylinder 152 hp 171 ft-lbs","True","5","5 Speed Manual","19","Gasoline","23","Manual transmission","2010 Suzuki Equator Premium Extended Cab","Suzuki","2010 Suzuki Equator","2010","152","171" +"234","127","57","Rear-wheel drive","Suzuki 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Suzuki Equator Sport Extended Cab","Suzuki","2010 Suzuki Equator","2010","261","281" +"234","127","57","Four-wheel drive","Suzuki 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","19","Automatic transmission","2010 Suzuki Equator Sport Extended Cab 4x4","Suzuki","2010 Suzuki Equator","2010","261","281" +"132","172","29","All-wheel drive","Subaru 3.6L 6 cylinder 256 hp 247 ft-lbs","True","5","5 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2010 Subaru Outback 3.6R","Subaru","2010 Subaru Outback","2010","256","247" +"132","172","29","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2010 Subaru Outback 2.5i","Subaru","2010 Subaru Outback","2010","170","170" +"132","172","29","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2010 Subaru Outback 2.5i Premium","Subaru","2010 Subaru Outback","2010","170","170" +"82","207","240","Rear-wheel drive","Chevrolet 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","20","Gasoline","223","Automatic transmission","2011 Chevrolet Silverado 1500 Hybrid 1HY","Chevrolet","2011 Chevrolet Silverado 1500 Hybrid","2011","332","367" +"82","207","240","Rear-wheel drive","Chevrolet 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","20","Gasoline","23","Automatic transmission","2011 Chevrolet Silverado 1500 Hybrid 2HY","Chevrolet","2011 Chevrolet Silverado 1500 Hybrid","2011","332","367" +"82","207","240","Four-wheel drive","Chevrolet 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","20","Gasoline","23","Automatic transmission","2011 Chevrolet Silverado 1500 Hybrid 1HY 4WD","Chevrolet","2011 Chevrolet Silverado 1500 Hybrid","2011","332","367" +"82","207","240","Four-wheel drive","Chevrolet 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","20","Gasoline","23","Automatic transmission","2011 Chevrolet Silverado 1500 Hybrid 2HY 4WD","Chevrolet","2011 Chevrolet Silverado 1500 Hybrid","2011","332","367" +"82","207","240","Rear-wheel drive","Chevrolet 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","21","Gasoline","22","Automatic transmission","2010 Chevrolet Silverado 1500 Hybrid 1HY","Chevrolet","2010 Chevrolet Silverado 1500 Hybrid","2010","332","367" +"82","207","240","Rear-wheel drive","Chevrolet 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","21","Gasoline","22","Automatic transmission","2010 Chevrolet Silverado 1500 Hybrid 2HY","Chevrolet","2010 Chevrolet Silverado 1500 Hybrid","2010","332","367" +"79","207","240","Four-wheel drive","Chevrolet 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","21","Gasoline","22","Automatic transmission","2010 Chevrolet Silverado 1500 Hybrid 1HY 4WD","Chevrolet","2010 Chevrolet Silverado 1500 Hybrid","2010","332","367" +"79","207","240","Four-wheel drive","Chevrolet 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","21","Gasoline","22","Automatic transmission","2010 Chevrolet Silverado 1500 Hybrid 2HY 4WD","Chevrolet","2010 Chevrolet Silverado 1500 Hybrid","2010","332","367" +"82","207","240","Rear-wheel drive","Chevrolet 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","21","Gasoline","22","Automatic transmission","2009 Chevrolet Silverado 1500 Hybrid 1HY","Chevrolet","2009 Chevrolet Silverado 1500 Hybrid","2009","332","367" +"82","207","240","Rear-wheel drive","Chevrolet 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","21","Gasoline","22","Automatic transmission","2009 Chevrolet Silverado 1500 Hybrid 2HY","Chevrolet","2009 Chevrolet Silverado 1500 Hybrid","2009","332","367" +"79","207","240","Four-wheel drive","Chevrolet 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","20","Gasoline","20","Automatic transmission","2009 Chevrolet Silverado 1500 Hybrid 1HY 4WD","Chevrolet","2009 Chevrolet Silverado 1500 Hybrid","2009","332","367" +"79","207","240","Four-wheel drive","Chevrolet 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","20","Gasoline","20","Automatic transmission","2009 Chevrolet Silverado 1500 Hybrid 2HY 4WD","Chevrolet","2009 Chevrolet Silverado 1500 Hybrid","2009","332","367" +"158","148","19","Rear-wheel drive","Suzuki 3.2L 6 Cylinder 230 hp 213 ft-lbs","True","5","5 Speed Automatic","18","Gasoline","24","Automatic transmission","2010 Suzuki Grand Vitara Limited 3.2L","Suzuki","2010 Suzuki Grand Vitara","2010","230","213" +"145","202","224","Rear-wheel drive","Ford 2.3L 4 Cylinder 143 hp 154 ft-lbs","True","5","5 Speed Manual","22","Gasoline","27","Manual transmission","2011 Ford Ranger XL","Ford","2011 Ford Ranger","2011","143","154" +"125","36","166","All-wheel drive","Mercedes-Benz 3.0L 6 Cylinder 210 hp 400 ft-lbs Turbo Diesel","True","7","7 Speed Automatic","18","Diesel fuel","24","Automatic transmission","2010 Mercedes-Benz R350 BlueTEC 4Matic","Ford","2010 Mercedes-Benz R-Class","2011","210","400" +"148","51","226","Rear-wheel drive","Ford 2.3L 4 Cylinder 143 hp 154 ft-lbs","True","5","5 Speed Manual","22","Gasoline","27","Manual transmission","2011 Ford Ranger XL SuperCab","Ford","2011 Ford Ranger","2011","143","154" +"148","51","226","Rear-wheel drive","Ford 2.3L 4 Cylinder 143 hp 154 ft-lbs","True","5","5 Speed Automatic","19","Gasoline","24","Automatic transmission","2011 Ford Ranger XL SuperCab AT","Ford","2011 Ford Ranger","2011","143","154" +"145","202","224","Rear-wheel drive","Ford 2.3L 4 Cylinder 143 hp 154 ft-lbs","True","5","5 Speed Manual","22","Gasoline","27","Manual transmission","2011 Ford Ranger XL","Ford","2011 Ford Ranger","2011","143","154" +"125","36","166","All-wheel drive","Mercedes-Benz 3.0L 6 Cylinder 210 hp 400 ft-lbs Turbo Diesel","True","7","7 Speed Automatic","18","Diesel fuel","24","Automatic transmission","2010 Mercedes-Benz R350 BlueTEC 4Matic","Ford","2010 Mercedes-Benz R-Class","2011","210","400" +"148","51","226","Rear-wheel drive","Ford 2.3L 4 Cylinder 143 hp 154 ft-lbs","True","5","5 Speed Manual","22","Gasoline","27","Manual transmission","2011 Ford Ranger XL SuperCab","Ford","2011 Ford Ranger","2011","143","154" +"148","51","226","Rear-wheel drive","Ford 2.3L 4 Cylinder 143 hp 154 ft-lbs","True","5","5 Speed Automatic","19","Gasoline","24","Automatic transmission","2011 Ford Ranger XLT SuperCab AT","Ford","2011 Ford Ranger","2011","143","154" +"148","51","226","Rear-wheel drive","Ford 4.0L 6 Cylinder 207 hp 238 ft-lbs","True","5","5 Speed Manual","16","Gasoline","21","Manual transmission","2011 Ford Ranger XLT SuperCab V6","Ford","2011 Ford Ranger","2011","207","238" +"148","51","226","Rear-wheel drive","Ford 4.0L 6 Cylinder 207 hp 238 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Ford Ranger XLT SuperCab V6 AT","Ford","2011 Ford Ranger","2011","207","238" +"148","51","226","Rear-wheel drive","Ford 2.3L 4 Cylinder 143 hp 154 ft-lbs","True","5","5 Speed Manual","22","Gasoline","27","Manual transmission","2011 Ford Ranger XLT SuperCab 4-Door","Ford","2011 Ford Ranger","2011","143","154" +"148","51","226","Rear-wheel drive","Ford 2.3L 4 Cylinder 143 hp 154 ft-lbs","True","5","5 Speed Automatic","19","Gasoline","24","Automatic transmission","2011 Ford Ranger XLT SuperCab 4-Door AT","Ford","2011 Ford Ranger","2011","143","154" +"183","51","19","Four-wheel drive","Ford 4.0L 6 Cylinder 207 hp 238 ft-lbs","True","5","5 Speed Manual","15","Gasoline","19","Manual transmission","2011 Ford Ranger XLT SuperCab 4-Door 4X4","Ford","2011 Ford Ranger","2011","207","238" +"183","51","19","Four-wheel drive","Ford 4.0L 6 Cylinder 207 hp 238 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","18","Automatic transmission","2011 Ford Ranger XLT SuperCab 4-Door 4X4 AT","Ford","2011 Ford Ranger","2011","207","238" +"148","51","226","Rear-wheel drive","Ford 4.0L 6 Cylinder 207 hp 238 ft-lbs","True","5","5 Speed Manual","16","Gasoline","21","Manual transmission","2011 Ford Ranger Sport","Ford","2011 Ford Ranger","2011","207","238" +"148","51","226","Rear-wheel drive","Ford 4.0L 6 Cylinder 207 hp 238 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Ford Ranger Sport AT","Ford","2011 Ford Ranger","2011","207","238" +"148","51","226","Rear-wheel drive","Ford 4.0L 6 Cylinder 207 hp 238 ft-lbs","True","5","5 Speed Manual","16","Gasoline","21","Manual transmission","2011 Ford Ranger Sport 4-Door","Ford","2011 Ford Ranger","2011","207","238" +"148","51","226","Rear-wheel drive","Ford 4.0L 6 Cylinder 207 hp 238 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Ford Ranger Sport 4-Door AT","Ford","2011 Ford Ranger","2011","207","238" +"183","51","19","Four-wheel drive","Ford 4.0L 6 Cylinder 207 hp 238 ft-lbs","True","5","5 Speed Manual","15","Gasoline","19","Manual transmission","2011 Ford Ranger Sport 4-Door 4X4","Ford","2011 Ford Ranger","2011","207","238" +"183","51","19","Four-wheel drive","Ford 4.0L 6 Cylinder 207 hp 238 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","18","Automatic transmission","2011 Ford Ranger Sport 4-Door AT 4X4","Ford","2011 Ford Ranger","2011","207","238" +"77","102","237","Rear-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Chevrolet Silverado 1500 Work Truck 4.8L","Chevrolet","2011 Chevrolet Silverado 1500","2011","302","305" +"77","102","237","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 338 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Chevrolet Silverado 1500 Work Truck 5.3L","Chevrolet","2011 Chevrolet Silverado 1500","2011","315","338" +"77","102","237","Rear-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","14","Automatic transmission","2011 Chevrolet Silverado 1500 LT","Chevrolet","2011 Chevrolet Silverado 1500","2011","302","305" +"77","102","237","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 338 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2011 Chevrolet Silverado 1500 LT 5.3L","Chevrolet","2011 Chevrolet Silverado 1500","2011","315","338" +"82","102","237","Four-wheel drive","Chevrolet 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","18","Automatic transmission","2011 Chevrolet Silverado 1500 Work Truck 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","195","260" +"82","102","237","Four-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2011 Chevrolet Silverado 1500 Work Truck 4.8L 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","302","305" +"82","102","237","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 338 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Chevrolet Silverado 1500 Work Truck 5.3L 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","315","338" +"82","102","237","Four-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Chevrolet Silverado 1500 LT 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","302","305" +"82","102","237","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 338 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2011 Chevrolet Silverado 1500 LT 5.3L 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","315","338" +"74","70","237","Rear-wheel drive","Chevrolet 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Chevrolet Silverado 1500 Long Box Work Truck","Chevrolet","2011 Chevrolet Silverado 1500","2011","195","260" +"74","70","237","Rear-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","14","Automatic transmission","2011 Chevrolet Silverado 1500 Long Box Work Truck 4.8L","Chevrolet","2011 Chevrolet Silverado 1500","2011","302","305" +"74","70","237","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 338 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2011 Chevrolet Silverado 1500 Long Box Work Truck 5.3L","Chevrolet","2011 Chevrolet Silverado 1500","2011","315","338" +"74","70","237","Rear-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Chevrolet Silverado 1500 Long Box LT","Chevrolet","2011 Chevrolet Silverado 1500","2011","302","305" +"74","70","237","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 338 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Chevrolet Silverado 1500 Long Box LT 5.3L","Chevrolet","2011 Chevrolet Silverado 1500","2011","315","338" +"82","70","237","Four-wheel drive","Chevrolet 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","18","Automatic transmission","2011 Chevrolet Silverado 1500 Long Box Work Truck 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","195","260" +"82","70","237","Four-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Chevrolet Silverado 1500 Long Box Work Truck 4.8L 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","302","305" +"82","70","237","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 338 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2011 Chevrolet Silverado 1500 Long Box Work Truck 5.3L 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","315","338" +"82","70","237","Four-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2011 Chevrolet Silverado 1500 Long Box LT 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","302","305" +"82","70","237","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 338 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2011 Chevrolet Silverado 1500 Long Box LT 5.3L 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","315","338" +"135","53","24","Rear-wheel drive","Lexus 5L 8 Cylinder 416hp 371 ft-lbs","True","8","8 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2010 Lexus IS F Sedan","Lexus","2010 Lexus IS F","2010","416","371" +"135","53","24","Rear-wheel drive","Lexus 5L 8 Cylinder 416hp 371 ft-lbs","True","8","8 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2011 Lexus IS F Sedan","Lexus","2011 lexus IS F","2011","416","371" +"234","99","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Nissan Frontier King Cab SE V6 AT","Nissan","2010 Nissan Frontier","2010","261","281" +"234","99","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Nissan Frontier King Cab PRO-4X","Nissan","2010 Nissan Frontier","2010","261","281" +"208","99","57","Rear-wheel drive","Nissan 2.5L 4 Cylinder 152 hp 171 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","22","Automatic transmission","2010 Nissan Frontier King Cab XE AT","Nissan","2010 Nissan Frontier","2010","152","171" +"234","99","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","6","6 Speed Manual","15","Gasoline","19","Manual transmission","2010 Nissan Frontier King Cab SE V6 4x4","Nissan","2010 Nissan Frontier","2010","261","281" +"234","99","57","Rear-wheel drive","Nissan 2.5L 4 Cylinder 152 hp 171 ft-lbs","True","5","5 Speed Manual","19","Gasoline","23","Manual transmission","2010 Nissan Frontier King Cab SE","Nissan","2010 Nissan Frontier","2010","152","171" +"234","99","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Nissan Frontier King Cab SE V6 4x4 AT","Nissan","2010 Nissan Frontier","2010","261","281" +"234","99","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Nissan Frontier King Cab LE","Nissan","2010 Nissan Frontier","2010","261","281" +"234","99","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","6","6 Speed Manual","16","Gasoline","20","Manual transmission","2010 Nissan Frontier King Cab SE V6","Nissan","2010 Nissan Frontier","2010","261","281" +"208","99","57","Rear-wheel drive","Nissan 2.5L 4 Cylinder 152 hp 171 ft-lbs","True","5","5 Speed Manual","19","Gasoline","23","Manual transmission","2010 Nissan Frontier King Cab XE","Nissan","2010 Nissan Frontier","2010","152","171" +"234","99","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Nissan Frontier King Cab LE 4x4","Nissan","2010 Nissan Frontier","2010","261","281" +"234","99","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Nissan Frontier King Cab PRO-4X 4x4","Nissan","2010 Nissan Frontier","2010","261","281" +"234","99","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","6","6 Speed Manual","15","Gasoline","19","Manual transmission","2010 Nissan Frontier King Cab PRO-4X 4x4 MT","Nissan","2010 Nissan Frontier","2010","261","281" +"234","99","57","Rear-wheel drive","Nissan 2.5L 4 Cylinder 152 hp 171 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","22","Automatic transmission","2010 Nissan Frontier King Cab SE AT","Nissan","2010 Nissan Frontier","2010","152","171" +"203","223","64","Front-wheel drive","Buick 2.0L 4 Cylinder 220 hp 258 ft-lbs FFV","True","6","6 Speed Manual","20","Gasoline","32","Manual transmission","2011 Buick Regal CXL Turbo MT","Buick","2011 Buick Regal","2011","220","258" +"128","127","179","Four-wheel drive","Lexus 5.7L 8 Cylinder 383hp 403 ft-lbs","True","6","6 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2010 Lexus LX 570 SUV","Lexus","2010 Lexus LX","2010","383","403" +"128","127","179","Four-wheel drive","Lexus 5.7L 8 Cylinder 383hp 403 ft-lbs","True","6","6 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2011 Lexus LX 570 SUV","Lexus","2011 Lexus LX","2011","383","403" +"145","202","224","Rear-wheel drive","Ford 2.3L 4 Cylinder 143 hp 154 ft-lbs","True","5","5 Speed Manual","22","Gasoline","27","Manual transmission","2010 Ford Ranger XL","Ford","2010 Ford Ranger","2010","143","154" +"145","202","224","Rear-wheel drive","Ford 2.3L 4 Cylinder 143 hp 154 ft-lbs","True","5","5 Speed Automatic","19","Gasoline","24","Automatic transmission","2010 Ford Ranger XL AT","Ford","2010 Ford Ranger","2010","143","154" +"148","51","226","Rear-wheel drive","Ford 2.3L 4 Cylinder 143 hp 154 ft-lbs","True","5","5 Speed Manual","22","Gasoline","27","Manual transmission","2010 Ford Ranger XL SuperCab","Ford","2010 Ford Ranger","2010","143","154" +"148","51","226","Rear-wheel drive","Ford 2.3L 4 Cylinder 143 hp 154 ft-lbs","True","5","5 Speed Automatic","19","Gasoline","24","Automatic transmission","2010 Ford Ranger XL SuperCab AT","Ford","2010 Ford Ranger","2010","143","154" +"145","202","224","Rear-wheel drive","Ford 2.3L 4 Cylinder 143 hp 154 ft-lbs","True","5","5 Speed Manual","22","Gasoline","27","Manual transmission","2010 Ford Ranger XLT","Ford","2010 Ford Ranger","2010","143","154" +"145","202","224","Rear-wheel drive","Ford 2.3L 4 Cylinder 143 hp 154 ft-lbs","True","5","5 Speed Automatic","19","Gasoline","24","Automatic transmission","2010 Ford Ranger XLT AT","Ford","2010 Ford Ranger","2010","143","154" +"148","51","226","Rear-wheel drive","Ford 2.3L 4 Cylinder 143 hp 154 ft-lbs","True","5","5 Speed Manual","22","Gasoline","27","Manual transmission","2010 Ford Ranger XLT SuperCab","Ford","2010 Ford Ranger","2010","143","154" +"148","51","226","Rear-wheel drive","Ford 2.3L 4 Cylinder 143 hp 154 ft-lbs","True","5","5 Speed Automatic","19","Gasoline","24","Automatic transmission","2010 Ford Ranger XLT SuperCab AT","Ford","2010 Ford Ranger","2010","143","154" +"148","51","226","Rear-wheel drive","Ford 4.0L 6 Cylinder 207 hp 238 ft-lbs","True","5","5 Speed Manual","15","Gasoline","21","Manual transmission","2010 Ford Ranger XLT SuperCab V6","Ford","2010 Ford Ranger","2010","207","238" +"148","51","226","Rear-wheel drive","Ford 4.0L 6 Cylinder 207 hp 238 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","21","Automatic transmission","2010 Ford Ranger XLT SuperCab V6 AT","Ford","2010 Ford Ranger","2010","207","238" +"148","51","226","Rear-wheel drive","Ford 4.0L 6 Cylinder 207 hp 238 ft-lbs","True","5","5 Speed Manual","15","Gasoline","21","Manual transmission","2010 Ford Ranger XLT SuperCab 4-Door","Ford","2010 Ford Ranger","2010","207","238" +"148","51","226","Rear-wheel drive","Ford 4.0L 6 Cylinder 207 hp 238 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","21","Automatic transmission","2010 Ford Ranger XLT SuperCab 4-Door AT","Ford","2010 Ford Ranger","2010","207","238" +"183","51","19","Four-wheel drive","Ford 4.0L 6 Cylinder 207 hp 238 ft-lbs","True","5","5 Speed Manual","15","Gasoline","19","Manual transmission","2010 Ford Ranger XLT SuperCab 4-Door 4X4","Ford","2010 Ford Ranger","2010","207","238" +"183","51","19","Four-wheel drive","Ford 4.0L 6 Cylinder 207 hp 238 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Ford Ranger XLT SuperCab 4-Door 4X4 AT","Ford","2010 Ford Ranger","2010","207","238" +"148","51","226","Rear-wheel drive","Ford 4.0L 6 Cylinder 207 hp 238 ft-lbs","True","5","5 Speed Manual","15","Gasoline","21","Manual transmission","2010 Ford Ranger Sport","Ford","2010 Ford Ranger","2010","207","238" +"148","51","226","Rear-wheel drive","Ford 4.0L 6 Cylinder 207 hp 238 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","21","Automatic transmission","2010 Ford Ranger Sport AT","Ford","2010 Ford Ranger","2010","207","238" +"148","51","226","Rear-wheel drive","Ford 4.0L 6 Cylinder 207 hp 238 ft-lbs","True","5","5 Speed Manual","15","Gasoline","21","Manual transmission","2010 Ford Ranger Sport 4-Door","Ford","2010 Ford Ranger","2010","207","238" +"148","51","226","Rear-wheel drive","Ford 4.0L 6 Cylinder 207 hp 238 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","21","Automatic transmission","2010 Ford Ranger Sport 4-Door AT","Ford","2010 Ford Ranger","2010","207","238" +"183","51","19","Four-wheel drive","Ford 4.0L 6 Cylinder 207 hp 238 ft-lbs","True","5","5 Speed Manual","15","Gasoline","19","Manual transmission","2010 Ford Ranger Sport 4-Door 4X4","Ford","2010 Ford Ranger","2010","207","238" +"183","51","19","Four-wheel drive","Ford 4.0L 6 Cylinder 207 hp 238 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Ford Ranger Sport 4-Door 4X4 AT","Ford","2010 Ford Ranger","2010","207","238" +"37","128","224","Rear-wheel drive","Ford 4.6L 8 cylinder 225 hp 286 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","16","Automatic transmission","2012 Ford E-150 Wagon XL","Ford","2012 Ford E-150 Wagon","2012","225","286" +"37","128","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","12","Gasoline","16","Automatic transmission","2012 Ford E-150 Wagon XL 5.4L","Ford","2012 Ford E-150 Wagon","2012","255","350" +"37","128","224","Rear-wheel drive","Ford 4.6L 8 cylinder 225 hp 286 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","12","Automatic transmission","2012 Ford E-150 Wagon XLT","Ford","2012 Ford E-150 Wagon","2012","225","286" +"37","128","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","12","Gasoline","16","Automatic transmission","2012 Ford E-150 Wagon XLT 5.4L","Ford","2012 Ford E-150 Wagon","2012","255","350" +"37","128","224","Rear-wheel drive","Ford 4.6L 8 cylinder 225 hp 286 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","12","Automatic transmission","2012 Ford E-150 Wagon XLT Premium","Ford","2012 Ford E-150 Wagon","2012","225","286" +"37","128","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","12","Automatic transmission","2012 Ford E-150 Wagon XLT Premium 5.4L","Ford","2012 Ford E-150 Wagon","2012","255","350" +"37","128","224","Rear-wheel drive","Ford 4.6L 8 cylinder 225 hp 286 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","16","Automatic transmission","2011 Ford E-150 Wagon XL","Ford","2011 Ford E-150 Wagon","2011","225","286" +"37","128","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","12","Gasoline","15","Automatic transmission","2011 Ford E-150 Wagon XL 5.4L","Ford","2011 Ford E-150 Wagon","2011","255","350" +"37","128","224","Rear-wheel drive","Ford 4.6L 8 cylinder 225 hp 286 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","12","Automatic transmission","2011 Ford E-150 Wagon XLT","Ford","2011 Ford E-150 Wagon","2011","225","286" +"37","128","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","12","Automatic transmission","2011 Ford E-150 Wagon XLT 5.4L","Ford","2011 Ford E-150 Wagon","2011","255","350" +"49","5","214","Front-wheel drive","Buick 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2012 Buick Enclave Convenience Group","Buick","2012 Buick Enclave","2012","288","270" +"49","5","214","Front-wheel drive","Buick 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2012 Buick Enclave Premium Group","Buick","2012 Buick Enclave","2012","288","270" +"49","5","214","All-wheel drive","Buick 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2012 Buick Enclave Leather Group AWD","Buick","2012 Buick Enclave","2012","288","270" +"49","5","214","All-wheel drive","Buick 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2012 Buick Enclave AWD","Buick","2012 Buick Enclave","2012","288","270" +"49","5","214","All-wheel drive","Buick 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2012 Buick Enclave Premium Group AWD","Buick","2012 Buick Enclave","2012","288","270" +"49","5","214","Front-wheel drive","Buick 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2012 Buick Enclave","Buick","2012 Buick Enclave","2012","288","270" +"49","5","214","Front-wheel drive","Buick 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2012 Buick Enclave Leather Group","Buick","2012 Buick Enclave","2012","288","270" +"49","5","214","All-wheel drive","Buick 3.6L 6 Cylinder 288 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2012 Buick Enclave Convenience Group AWD","Buick","2012 Buick Enclave","2012","288","270" +"62","128","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","11","Automatic transmission","2012 Ford E-350 Super Duty Wagon XL","Ford","2012 Ford E-350 Super Duty Wagon","2012","255","350" +"62","128","224","Rear-wheel drive","Ford 6.8L 10 cylinder 305 hp 420 ft-lbs","True","5","5 Speed Automatic","10","Gasoline","13","Automatic transmission","2012 Ford E-350 Super Duty Wagon XL V10","Ford","2012 Ford E-350 Super Duty Wagon","2012","305","420" +"42","124","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","11","Gasoline","15","Automatic transmission","2012 Ford E-350 Super Duty Wagon XL Extended","Ford","2012 Ford E-350 Super Duty Wagon","2012","255","350" +"42","124","224","Rear-wheel drive","Ford 6.8L 10 cylinder 305 hp 420 ft-lbs","True","5","5 Speed Automatic","10","Gasoline","13","Automatic transmission","2012 Ford E-350 Super Duty Wagon XL Extended V10","Ford","2012 Ford E-350 Super Duty Wagon","2012","305","420" +"62","128","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","11","Gasoline","15","Automatic transmission","2012 Ford E-350 Super Duty Wagon XLT","Ford","2012 Ford E-350 Super Duty Wagon","2012","255","350" +"62","128","224","Rear-wheel drive","Ford 6.8L 10 cylinder 305 hp 420 ft-lbs","True","5","5 Speed Automatic","10","Gasoline","13","Automatic transmission","2012 Ford E-350 Super Duty Wagon XLT V10","Ford","2012 Ford E-350 Super Duty Wagon","2012","305","420" +"42","124","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","11","Gasoline","15","Automatic transmission","2012 Ford E-350 Super Duty Wagon XLT Extended","Ford","2012 Ford E-350 Super Duty Wagon","2012","255","350" +"42","124","224","Rear-wheel drive","Ford 6.8L 10 cylinder 305 hp 420 ft-lbs","True","5","5 Speed Automatic","10","Gasoline","13","Automatic transmission","2012 Ford E-350 Super Duty Wagon XLT Extended V10","Ford","2012 Ford E-350 Super Duty Wagon","2012","305","420" +"62","128","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","11","Gasoline","15","Automatic transmission","2011 Ford E-350 Super Duty Wagon XL","Ford","2011 Ford E-350 Super Duty Wagon","2011","255","350" +"62","128","224","Rear-wheel drive","Ford 6.8L 10 cylinder 305 hp 420 ft-lbs","True","5","5 Speed Automatic","10","Gasoline","13","Automatic transmission","2011 Ford E-350 Super Duty Wagon XL V10","Ford","2011 Ford E-350 Super Duty Wagon","2011","305","420" +"42","124","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","11","Gasoline","15","Automatic transmission","2011 Ford E-350 Super Duty Wagon XL Extended","Ford","2011 Ford E-350 Super Duty Wagon","2011","255","350" +"42","124","224","Rear-wheel drive","Ford 6.8L 10 cylinder 305 hp 420 ft-lbs","True","5","5 Speed Automatic","10","Gasoline","13","Automatic transmission","2011 Ford E-350 Super Duty Wagon XL Extended V10","Ford","2011 Ford E-350 Super Duty Wagon","2011","305","420" +"62","128","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","11","Gasoline","15","Automatic transmission","2011 Ford E-350 Super Duty Wagon XLT","Ford","2011 Ford E-350 Super Duty Wagon","2011","255","350" +"62","128","224","Rear-wheel drive","Ford 6.8L 10 cylinder 305 hp 420 ft-lbs","True","5","5 Speed Automatic","10","Gasoline","13","Automatic transmission","2011 Ford E-350 Super Duty Wagon XLT V10","Ford","2011 Ford E-350 Super Duty Wagon","2011","305","420" +"42","124","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","11","Automatic transmission","2011 Ford E-350 Super Duty Wagon XLT Extended","Ford","2011 Ford E-350 Super Duty Wagon","2011","255","350" +"42","124","224","Rear-wheel drive","Ford 6.8L 10 cylinder 305 hp 420 ft-lbs","True","5","5 Speed Automatic","10","Gasoline","13","Automatic transmission","2011 Ford E-350 Super Duty Wagon XLT Extended V10","Ford","2011 Ford E-350 Super Duty Wagon","2011","305","420" +"223","137","64","Front-wheel drive","Buick 2.4L 4 Cylinder 182 hp 172 ft-lbs Hybrid","True","6","6 Speed Automatic Select Shift","25","Gasoline","36","Automatic transmission","2012 Buick Lacrosse Convenience Group","Buick","2012 Buick Lacrosse","2012","182","172" +"223","137","64","Front-wheel drive","Buick 2.4L 4 Cylinder 182 hp 172 ft-lbs Hybrid","True","6","6 Speed Automatic Select Shift","25","Gasoline","36","Automatic transmission","2012 Buick Lacrosse Leather Group","Buick","2012 Buick Lacrosse","2012","182","172" +"223","137","64","Front-wheel drive","Buick 3.6L 6 Cylinder 303 hp 264 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","17","Gasoline","27","Automatic transmission","2012 Buick Lacrosse Premium III Group","Buick","2012 Buick Lacrosse","2012","303","264" +"223","137","64","All-wheel drive","Buick 3.6L 6 Cylinder 303 hp 264 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","E85","18","Automatic transmission","2012 Buick Lacrosse Premium II Group AWD","Buick","2012 Buick Lacrosse","2012","303","264" +"223","137","64","Front-wheel drive","Buick 3.6L 6 Cylinder 303 hp 264 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","17","Gasoline","27","Automatic transmission","2012 Buick Lacrosse Premium II Group","Buick","2012 Buick Lacrosse","2012","303","264" +"223","137","64","Front-wheel drive","Buick 2.4L 4 Cylinder 182 hp 172 ft-lbs Hybrid","True","6","6 Speed Automatic Select Shift","25","Gasoline","36","Automatic transmission","2012 Buick Lacrosse Premium I Group","Buick","2012 Buick Lacrosse","2012","182","172" +"223","137","64","Front-wheel drive","Buick 3.6L 6 Cylinder 303 hp 264 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","17","Gasoline","27","Automatic transmission","2012 Buick Lacrosse Touring Group","Buick","2012 Buick Lacrosse","2012","303","264" +"223","137","64","Front-wheel drive","Buick 2.4L 4 Cylinder 182 hp 172 ft-lbs Hybrid","True","6","6 Speed Automatic Select Shift","25","Gasoline","36","Automatic transmission","2012 Buick Lacrosse","Buick","2012 Buick Lacrosse","2012","182","172" +"223","137","64","Front-wheel drive","Buick 3.6L 6 Cylinder 303 hp 264 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","17","Gasoline","27","Automatic transmission","2012 Buick Lacrosse Convenience Group 3.6L","Buick","2012 Buick Lacrosse","2012","303","264" +"223","137","64","Front-wheel drive","Buick 3.6L 6 Cylinder 303 hp 264 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","E85","19","Automatic transmission","2012 Buick Lacrosse Premium I Group 3.6L","Buick","2012 Buick Lacrosse","2012","303","264" +"223","137","64","All-wheel drive","Buick 3.6L 6 Cylinder 303 hp 264 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","16","Gasoline","26","Automatic transmission","2012 Buick Lacrosse Leather Group 3.6L AWD","Buick","2012 Buick Lacrosse","2012","303","264" +"223","137","64","All-wheel drive","Buick 3.6L 6 Cylinder 303 hp 264 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","E85","18","Automatic transmission","2012 Buick Lacrosse Premium I Group 3.6L AWD","Buick","2012 Buick Lacrosse","2012","303","264" +"223","137","64","Front-wheel drive","Buick 3.6L 6 Cylinder 303 hp 264 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","E85","19","Automatic transmission","2012 Buick Lacrosse Leather Group 3.6L","Buick","2012 Buick Lacrosse","2012","303","264" +"206","173","29","Rear-wheel drive","Dodge 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Dodge Ram Dakota ST Extended Cab 4x2","Dodge","2011 Dodge Dakota","2011","210","235" +"206","173","29","Four-wheel drive","Dodge 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","18","Automatic transmission","2011 Dodge Ram Dakota ST Extended Cab 4x4","Dodge","2011 Dodge Dakota","2011","210","235" +"208","173","29","Rear-wheel drive","Dodge 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Dodge Ram Dakota Bighorn/Lonestar Crew Cab 4x2","Dodge","2011 Dodge Dakota","2011","210","235" +"208","173","29","Rear-wheel drive","Dodge 4.7L 8 Cylinder 302 hp 329 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2011 Dodge Ram Dakota Bighorn/Lonestar Crew Cab 302 hp 4x2","Dodge","2011 Dodge Dakota","2011","302","329" +"206","173","29","Four-wheel drive","Dodge 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","18","Automatic transmission","2011 Dodge Ram Dakota Bighorn/Lonestar Crew Cab 4x4","Dodge","2011 Dodge Dakota","2011","210","235" +"206","173","29","Four-wheel drive","Dodge 4.7L 8 Cylinder 302 hp 329 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2011 Dodge Ram Dakota Bighorn/Lonestar Crew Cab 302 hp 4x4","Dodge","2011 Dodge Dakota","2011","302","329" +"206","173","29","Rear-wheel drive","Dodge 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Dodge Ram Dakota Bighorn/Lonestar Extended Cab 4x2","Dodge","2011 Dodge Dakota","2011","210","235" +"206","173","29","Rear-wheel drive","Dodge 4.7L 8 Cylinder 302 hp 329 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2011 Dodge Ram Dakota Bighorn/Lonestar Extended Cab 302 hp 4x2","Dodge","2011 Dodge Dakota","2011","302","329" +"206","173","29","Four-wheel drive","Dodge 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","18","Automatic transmission","2011 Dodge Ram Dakota Bighorn/Lonestar Extended Cab 4x4","Dodge","2011 Dodge Dakota","2011","210","235" +"206","173","29","Four-wheel drive","Dodge 4.7L 8 Cylinder 302 hp 329 ft-lbs FFV","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Dodge Ram Dakota Bighorn/Lonestar Extended Cab 302 hp 4x4","Dodge","2011 Dodge Dakota","2011","302","329" +"208","173","29","Rear-wheel drive","Dodge 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2011 Dodge Ram Dakota Laramie Crew Cab 4x2","Dodge","2011 Dodge Dakota","2011","210","235" +"208","173","29","Rear-wheel drive","Dodge 4.7L 8 Cylinder 302 hp 329 ft-lbs FFV","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Dodge Ram Dakota Laramie Crew Cab 302 hp 4x2","Dodge","2011 Dodge Dakota","2011","302","329" +"206","173","29","Four-wheel drive","Dodge 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","18","Automatic transmission","2011 Dodge Ram Dakota Laramie Crew Cab 4x4","Dodge","2011 Dodge Dakota","2011","210","235" +"206","173","29","Four-wheel drive","Dodge 4.7L 8 Cylinder 302 hp 329 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2011 Dodge Ram Dakota Laramie Crew Cab 302 hp 4x4","Dodge","2011 Dodge Dakota","2011","302","329" +"244","99","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","6","6 Speed Manual","16","Gasoline","20","Manual transmission","2010 Nissan Frontier Crew Cab SE","Nissan","2010 Nissan Frontier","2010","261","281" +"244","99","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Nissan Frontier Crew Cab SE AT","Nissan","2010 Nissan Frontier","2010","261","281" +"244","196","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","6","6 Speed Manual","16","Gasoline","20","Manual transmission","2010 Nissan Frontier Crew Cab SE Long Bed","Nissan","2010 Nissan Frontier","2010","261","281" +"244","196","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Nissan Frontier Crew Cab SE Long Bed AT","Nissan","2010 Nissan Frontier","2010","261","281" +"244","99","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","6","6 Speed Manual","15","Gasoline","19","Manual transmission","2010 Nissan Frontier Crew Cab SE 4x4","Nissan","2010 Nissan Frontier","2010","261","281" +"244","99","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Nissan Frontier Crew Cab SE 4x4 AT","Nissan","2010 Nissan Frontier","2010","261","281" +"244","196","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","6","6 Speed Manual","15","Gasoline","19","Manual transmission","2010 Nissan Frontier Crew Cab SE Long Bed 4x4","Nissan","2010 Nissan Frontier","2010","261","281" +"244","196","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Nissan Frontier Crew Cab SE Long Bed 4x4 AT","Nissan","2010 Nissan Frontier","2010","261","281" +"244","99","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Nissan Frontier Crew Cab PRO-4X","Nissan","2010 Nissan Frontier","2010","261","281" +"244","99","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Nissan Frontier Crew Cab PRO-4X 4x4","Nissan","2010 Nissan Frontier","2010","261","281" +"85","99","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Nissan Frontier Crew Cab LE","Nissan","2010 Nissan Frontier","2010","261","281" +"85","196","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Nissan Frontier Crew Cab LE Long Bed","Nissan","2010 Nissan Frontier","2010","261","281" +"85","99","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Nissan Frontier Crew Cab LE 4x4","Nissan","2010 Nissan Frontier","2010","261","281" +"85","196","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Nissan Frontier Crew Cab LE Long Bed 4x4","Nissan","2010 Nissan Frontier","2010","261","281" +"203","223","64","Front-wheel drive","Buick 2.0L 4 Cylinder 220 hp 258 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","18","Gasoline","29","Automatic transmission","2012 Buick Regal Turbo Premium III Group","Buick","2012 Buick Regal","2012","220","258" +"203","223","64","Front-wheel drive","Buick 2.4L 4 Cylinder 182 hp 172 ft-lbs Hybrid","True","6","6 Speed Automatic Select Shift","15","E85","22","Automatic transmission","2012 Buick Regal Premium I Group","Buick","2012 Buick Regal","2012","182","172" +"203","223","64","Front-wheel drive","Buick 2.0L 4 Cylinder 220 hp 258 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","18","Gasoline","29","Automatic transmission","2012 Buick Regal Turbo Premium I Group","Buick","2012 Buick Regal","2012","220","258" +"203","223","64","Front-wheel drive","Buick 2.0L 4 Cylinder 220 hp 258 ft-lbs FFV","True","6","6 Speed Manual","20","Gasoline","32","Manual transmission","2012 Buick Regal Turbo Premium I Group MT","Buick","2012 Buick Regal","2012","220","258" +"203","223","64","Front-wheel drive","Buick 2.4L 4 Cylinder 182 hp 172 ft-lbs Hybrid","True","6","6 Speed Automatic Select Shift","19","Gasoline","31","Automatic transmission","2012 Buick Regal","Buick","2012 Buick Regal","2012","182","172" +"203","223","64","Front-wheel drive","Buick 2.0L 4 Cylinder 220 hp 258 ft-lbs FFV","True","6","6 Speed Manual","20","Gasoline","32","Manual transmission","2012 Buick Regal Turbo Premium II Group MT","Buick","2012 Buick Regal","2012","220","258" +"203","223","64","Front-wheel drive","Buick 2.4L 4 Cylinder 182 hp 172 ft-lbs Hybrid","True","6","6 Speed Automatic Select Shift","15","E85","22","Automatic transmission","2012 Buick Regal Premium II Group","Buick","2012 Buick Regal","2012","182","172" +"203","223","64","Front-wheel drive","Buick 2.0L 4 Cylinder 220 hp 258 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","18","Gasoline","29","Automatic transmission","2012 Buick Regal Turbo Premium II Group","Buick","2012 Buick Regal","2012","220","258" +"203","223","64","Front-wheel drive","Buick 2.0L 4 Cylinder 220 hp 258 ft-lbs FFV","True","6","6 Speed Manual","20","Gasoline","32","Manual transmission","2012 Buick Regal Turbo Premium III Group MT","Buick","2012 Buick Regal","2012","220","258" +"193","223","64","Front-wheel drive","Buick 2.0L 4 Cylinder 270 hp 295 ft-lbs Turbo","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2012 Buick Regal GS","Buick","2012 Buick Regal","2012","270","295" +"195","227","3","All-wheel drive","Subaru 2.5L 4 cylinder 265 hp 244 ft-lbs Turbo","True","5","5 Speed Manual","19","Gasoline","25","Manual transmission","2011 Subaru Impreza WRX Premium Sedan","Subaru","2011 Subaru Impreza WRX Sedan","2011","265","244" +"195","227","3","All-wheel drive","Subaru 2.5L 4 cylinder 305 hp 290 ft-lbs Turbo","True","6","6 Speed Manual","17","Gasoline","23","Manual transmission","2011 Subaru Impreza WRX STI Limited Sedan","Subaru","2011 Subaru Impreza WRX Sedan","2011","305","290" +"195","227","3","All-wheel drive","Subaru 2.5L 4 cylinder 265 hp 244 ft-lbs Turbo","True","5","5 Speed Manual","19","Gasoline","25","Manual transmission","2011 Subaru Impreza WRX Limited Sedan","Subaru","2011 Subaru Impreza WRX Sedan","2011","265","244" +"44","128","224","Rear-wheel drive","Ford 4.6L 8 cylinder 225 hp 286 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","17","Automatic transmission","2012 Ford E-150 Van Commercial","Ford","2012 Ford E-150 Van","2012","225","286" +"44","128","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","12","Automatic transmission","2012 Ford E-150 Van Commercial 5.4L","Ford","2012 Ford E-150 Van","2012","255","350" +"50","116","224","Rear-wheel drive","Ford 4.6L 8 cylinder 225 hp 286 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","12","Automatic transmission","2012 Ford E-150 Van Commercial Extended","Ford","2012 Ford E-150 Van","2012","225","286" +"50","116","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","12","Gasoline","16","Automatic transmission","2012 Ford E-150 Van Commercial Extended 5.4L","Ford","2012 Ford E-150 Van","2012","255","350" +"44","128","224","Rear-wheel drive","Ford 4.6L 8 cylinder 225 hp 286 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","17","Automatic transmission","2012 Ford E-150 Van Recreational","Ford","2012 Ford E-150 Van","2012","225","286" +"44","128","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","12","Automatic transmission","2012 Ford E-150 Van Recreational 5.4L","Ford","2012 Ford E-150 Van","2012","255","350" +"133","208","237","Rear-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","5","5 Speed Automatic Select Shift","15","Gasoline","19","Automatic transmission","2010 Toyota Tundra","Toyota","2010 Toyota Tundra","2010","236","266" +"133","208","237","Rear-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","20","Automatic transmission","2010 Toyota Tundra 4.6L","Toyota","2010 Toyota Tundra","2010","310","327" +"143","208","237","Four-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2010 Toyota Tundra 4.6L 4X4","Toyota","2010 Toyota Tundra","2010","310","327" +"133","208","237","Rear-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","18","Automatic transmission","2010 Toyota Tundra 5.7L","Toyota","2010 Toyota Tundra","2010","381","401" +"143","208","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2010 Toyota Tundra 5.7L 4X4","Toyota","2010 Toyota Tundra","2010","381","401" +"143","208","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2010 Toyota Tundra 5.7L FFV 4X4","Toyota","2010 Toyota Tundra","2010","381","401" +"133","176","237","Rear-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","5","5 Speed Automatic Select Shift","15","Gasoline","19","Automatic transmission","2010 Toyota Tundra Long Bed","Toyota","2010 Toyota Tundra","2010","236","266" +"133","176","237","Rear-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","20","Automatic transmission","2010 Toyota Tundra Long Bed 4.6L","Toyota","2010 Toyota Tundra","2010","310","327" +"143","176","237","Four-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2010 Toyota Tundra Long Bed 4.6L 4X4","Toyota","2010 Toyota Tundra","2010","310","327" +"133","176","237","Rear-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","18","Automatic transmission","2010 Toyota Tundra Long Bed 5.7L","Toyota","2010 Toyota Tundra","2010","381","401" +"143","176","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2010 Toyota Tundra Long Bed 5.7L 4X4","Toyota","2010 Toyota Tundra","2010","381","401" +"143","176","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2010 Toyota Tundra Long Bed 5.7L 4X4 FFV","Toyota","2010 Toyota Tundra","2010","381","401" +"133","176","237","Rear-wheel drive","Toyota 4.0L 6 Cylinder 236 hp 266 ft-lbs","True","5","5 Speed Automatic Select Shift","15","Gasoline","19","Automatic transmission","2010 Toyota Tundra Double Cab","Toyota","2010 Toyota Tundra","2010","236","266" +"133","176","237","Rear-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","20","Automatic transmission","2010 Toyota Tundra Double Cab 4.6L","Toyota","2010 Toyota Tundra","2010","310","327" +"143","176","237","Four-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2010 Toyota Tundra Double Cab 4.6L 4X4","Toyota","2010 Toyota Tundra","2010","310","327" +"133","176","237","Rear-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","18","Automatic transmission","2010 Toyota Tundra Double Cab 5.7L","Toyota","2010 Toyota Tundra","2010","381","401" +"143","176","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2010 Toyota Tundra Double Cab 5.7L 4X4","Toyota","2010 Toyota Tundra","2010","381","401" +"143","176","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2010 Toyota Tundra Double Cab 5.7L FFV 4X4","Toyota","2010 Toyota Tundra","2010","381","401" +"133","122","237","Rear-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","20","Automatic transmission","2010 Toyota Tundra Double Cab Long Bed","Toyota","2010 Toyota Tundra","2010","310","327" +"143","122","237","Four-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2010 Toyota Tundra Double Cab Long Bed 4X4","Toyota","2010 Toyota Tundra","2010","310","327" +"133","122","237","Rear-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","18","Automatic transmission","2010 Toyota Tundra Double Cab Long Bed 5.7L","Toyota","2010 Toyota Tundra","2010","381","401" +"143","122","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2010 Toyota Tundra Double Cab Long Bed 5.7L 4X4","Toyota","2010 Toyota Tundra","2010","381","401" +"143","122","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","13","Automatic transmission","2010 Toyota Tundra Double Cab Long Bed 5.7L FFV 4X4","Toyota","2010 Toyota Tundra","2010","381","401" +"133","176","237","Rear-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","20","Automatic transmission","2010 Toyota Tundra Double Cab Limited","Toyota","2010 Toyota Tundra","2010","310","327" +"143","176","237","Four-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2010 Toyota Tundra Double Cab Limited 4X4","Toyota","2010 Toyota Tundra","2010","310","327" +"133","176","237","Rear-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","18","Automatic transmission","2010 Toyota Tundra Double Cab Limited 5.7L","Toyota","2010 Toyota Tundra","2010","381","401" +"143","176","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2010 Toyota Tundra Double Cab Limited 5.7L 4X4","Toyota","2010 Toyota Tundra","2010","381","401" +"143","176","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","13","Automatic transmission","2010 Toyota Tundra Double Cab Limited 5.7L FFV 4X4","Toyota","2010 Toyota Tundra","2010","381","401" +"128","176","237","Rear-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","20","Automatic transmission","2010 Toyota Tundra CrewMax","Toyota","2010 Toyota Tundra","2010","310","327" +"138","176","237","Four-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2010 Toyota Tundra CrewMax 4X4","Toyota","2010 Toyota Tundra","2010","310","327" +"128","176","237","Rear-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","18","Automatic transmission","2010 Toyota Tundra CrewMax 5.7L","Toyota","2010 Toyota Tundra","2010","381","401" +"138","176","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2010 Toyota Tundra CrewMax 5.7L 4X4","Toyota","2010 Toyota Tundra","2010","381","401" +"138","176","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","13","Automatic transmission","2010 Toyota Tundra CrewMax 5.7L FFV 4X4","Toyota","2010 Toyota Tundra","2010","381","401" +"128","176","237","Rear-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","20","Automatic transmission","2010 Toyota Tundra CrewMax Limited","Toyota","2010 Toyota Tundra","2010","310","327" +"138","176","237","Four-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2010 Toyota Tundra CrewMax Limited 4X4","Toyota","2010 Toyota Tundra","2010","310","327" +"128","176","237","Rear-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","18","Automatic transmission","2010 Toyota Tundra CrewMax Limited 5.7L","Toyota","2010 Toyota Tundra","2010","381","401" +"138","176","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2010 Toyota Tundra CrewMax Limited 5.7L 4X4","Toyota","2010 Toyota Tundra","2010","381","401" +"138","176","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2010 Toyota Tundra CrewMax Limited 5.7L FFV 4X4","Toyota","2010 Toyota Tundra","2010","381","401" +"44","128","224","Rear-wheel drive","Ford 4.6L 8 cylinder 225 hp 286 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","17","Automatic transmission","2011 Ford E-150 Van Commercial","Ford","2011 Ford E-150 Van","2011","225","286" +"44","128","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","12","Automatic transmission","2011 Ford E-150 Van Commercial 5.4L","Ford","2011 Ford E-150 Van","2011","255","350" +"50","116","224","Rear-wheel drive","Ford 4.6L 8 cylinder 225 hp 286 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","12","Automatic transmission","2011 Ford E-150 Van Commercial Extended","Ford","2011 Ford E-150 Van","2011","225","286" +"50","116","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","12","Automatic transmission","2011 Ford E-150 Van Commercial Extended 5.4L","Ford","2011 Ford E-150 Van","2011","255","350" +"44","128","224","Rear-wheel drive","Ford 4.6L 8 cylinder 225 hp 286 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","17","Automatic transmission","2011 Ford E-150 Van Recreational","Ford","2011 Ford E-150 Van","2011","225","286" +"44","128","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","12","Automatic transmission","2011 Ford E-150 Van Recreational 5.4L","Ford","2011 Ford E-150 Van","2011","255","350" +"195","227","203","All-wheel drive","Subaru 2.5L 4 cylinder 265 hp 244 ft-lbs Turbo","True","5","5 Speed Manual","18","Gasoline","25","Manual transmission","2010 Subaru Impreza WRX Limited Sedan","Subaru","2010 Subaru Impreza WRX Sedan","2010","265","244" +"195","227","203","All-wheel drive","Subaru 2.5L 4 cylinder 265 hp 244 ft-lbs Turbo","True","5","5 Speed Manual","18","Gasoline","25","Manual transmission","2010 Subaru Impreza WRX Premium Sedan","Subaru","2010 Subaru Impreza WRX Sedan","2010","265","244" +"102","72","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Nissan Titan King Cab S","Nissan","2011 Nissan Titan","2011","317","385" +"140","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2011 Nissan Titan King Cab S 4x4","Nissan","2011 Nissan Titan","2011","317","385" +"102","72","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Nissan Titan King Cab SV","Nissan","2011 Nissan Titan","2011","317","385" +"140","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2011 Nissan Titan King Cab SV 4x4","Nissan","2011 Nissan Titan","2011","317","385" +"153","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2011 Nissan Titan King Cab PRO-4X","Nissan","2011 Nissan Titan","2011","317","385" +"105","72","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Nissan Titan Crew Cab S","Nissan","2011 Nissan Titan","2011","317","385" +"146","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2011 Nissan Titan Crew Cab S 4x4","Nissan","2011 Nissan Titan","2011","317","385" +"105","72","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Nissan Titan Crew Cab SV","Nissan","2011 Nissan Titan","2011","317","385" +"105","58","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Nissan Titan Crew Cab SV Long Bed","Nissan","2011 Nissan Titan","2011","317","385" +"146","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2011 Nissan Titan Crew Cab SV 4x4","Nissan","2011 Nissan Titan","2011","317","385" +"146","58","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2011 Nissan Titan Crew Cab SV Long Bed 4x4","Nissan","2011 Nissan Titan","2011","317","385" +"161","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2011 Nissan Titan Crew Cab PRO-4X","Nissan","2011 Nissan Titan","2011","317","385" +"115","72","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Nissan Titan Crew Cab SL","Nissan","2011 Nissan Titan","2011","317","385" +"156","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2011 Nissan Titan Crew Cab SL 4x4","Nissan","2011 Nissan Titan","2011","317","385" +"102","72","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Nissan Titan King Cab S FFV","Nissan","2011 Nissan Titan","2011","317","385" +"140","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2011 Nissan Titan King Cab S 4x4 FFV","Nissan","2011 Nissan Titan","2011","317","385" +"206","173","29","Rear-wheel drive","Dodge 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Dodge Ram Dakota ST Extended Cab 4x2","Dodge","2010 Dodge Dakota","2010","210","235" +"206","173","29","Four-wheel drive","Dodge 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Dodge Ram Dakota ST Extended Cab 4x4","Dodge","2010 Dodge Dakota","2010","210","235" +"208","173","29","Rear-wheel drive","Dodge 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Dodge Ram Dakota Bighorn/Lonestar Crew Cab 4x2","Dodge","2010 Dodge Dakota","2010","210","235" +"208","173","29","Rear-wheel drive","Dodge 4.7L 8 Cylinder 302 hp 329 ft-lbs FFV","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Dodge Ram Dakota Bighorn/Lonestar Crew Cab 302 hp 4x2","Dodge","2010 Dodge Dakota","2010","302","329" +"206","173","29","Four-wheel drive","Dodge 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Dodge Ram Dakota Bighorn/Lonestar Crew Cab 4x4","Dodge","2010 Dodge Dakota","2010","210","235" +"206","173","29","Four-wheel drive","Dodge 4.7L 8 Cylinder 302 hp 329 ft-lbs FFV","True","5","5 Speed Automatic","14","Gasoline","14","Automatic transmission","2010 Dodge Ram Dakota Bighorn/Lonestar Crew Cab 302 hp 4x4","Dodge","2010 Dodge Dakota","2010","302","329" +"206","173","29","Rear-wheel drive","Dodge 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Dodge Ram Dakota Bighorn/Lonestar Extended Cab 4x2","Dodge","2010 Dodge Dakota","2010","210","235" +"206","173","29","Rear-wheel drive","Dodge 4.7L 8 Cylinder 302 hp 329 ft-lbs FFV","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Dodge Ram Dakota Bighorn/Lonestar Extended Cab 302 hp 4x2","Dodge","2010 Dodge Dakota","2010","302","329" +"206","173","29","Four-wheel drive","Dodge 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Dodge Ram Dakota Bighorn/Lonestar Extended Cab 4x4","Dodge","2010 Dodge Dakota","2010","210","235" +"206","173","29","Four-wheel drive","Dodge 4.7L 8 Cylinder 302 hp 329 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","12","Automatic transmission","2010 Dodge Ram Dakota Bighorn/Lonestar Extended Cab 302 hp 4x4","Dodge","2010 Dodge Dakota","2010","302","329" +"208","173","29","Rear-wheel drive","Dodge 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Dodge Ram Dakota Laramie Crew Cab 4x2","Dodge","2010 Dodge Dakota","2010","210","235" +"208","173","29","Rear-wheel drive","Dodge 4.7L 8 Cylinder 302 hp 329 ft-lbs FFV","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Dodge Ram Dakota Laramie Crew Cab 302 hp 4x2","Dodge","2010 Dodge Dakota","2010","302","329" +"206","173","29","Four-wheel drive","Dodge 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Dodge Ram Dakota Laramie Crew Cab 4x4","Dodge","2010 Dodge Dakota","2010","210","235" +"206","173","29","Four-wheel drive","Dodge 4.7L 8 Cylinder 302 hp 329 ft-lbs FFV","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Dodge Ram Dakota Laramie Crew Cab 302 hp 4x4","Dodge","2010 Dodge Dakota","2010","302","329" +"195","62","3","All-wheel drive","Subaru 2.5L 4 cylinder 265 hp 244 ft-lbs Turbo","True","5","5 Speed Manual","19","Gasoline","25","Manual transmission","2011 Subaru Impreza WRX Limited Hatchback","Subaru","2011 Subaru Impreza WRX Hatchback","2011","265","244" +"195","62","3","All-wheel drive","Subaru 2.5L 4 cylinder 265 hp 244 ft-lbs Turbo","True","5","5 Speed Manual","19","Gasoline","25","Manual transmission","2011 Subaru Impreza WRX Premium Hatchback","Subaru","2011 Subaru Impreza WRX Hatchback","2011","265","244" +"195","62","203","All-wheel drive","Subaru 2.5L 4 cylinder 265 hp 244 ft-lbs Turbo","True","5","5 Speed Manual","18","Gasoline","25","Manual transmission","2010 Subaru Impreza WRX Premium Hatchback","Subaru","2010 Subaru Impreza WRX Hatchback","2010","265","244" +"195","62","203","All-wheel drive","Subaru 2.5L 4 cylinder 265 hp 244 ft-lbs Turbo","True","5","5 Speed Manual","18","Gasoline","25","Manual transmission","2010 Subaru Impreza WRX Limited Hatchback","Subaru","2010 Subaru Impreza WRX Hatchback","2010","265","244" +"82","215","240","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 338 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Chevrolet Silverado 1500 Crew Cab Work Truck 5.3L","Chevrolet","2011 Chevrolet Silverado 1500","2011","315","338" +"82","215","240","Rear-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Chevrolet Silverado 1500 Crew Cab LS","Chevrolet","2011 Chevrolet Silverado 1500","2011","302","305" +"82","215","240","Rear-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","14","Automatic transmission","2011 Chevrolet Silverado 1500 Crew Cab LT","Chevrolet","2011 Chevrolet Silverado 1500","2011","302","305" +"82","215","240","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Chevrolet Silverado 1500 Crew Cab LT 6.2L","Chevrolet","2011 Chevrolet Silverado 1500","2011","403","417" +"82","215","240","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 338 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2011 Chevrolet Silverado 1500 Crew Cab Work Truck 5.3L","Chevrolet","2011 Chevrolet Silverado 1500","2011","315","338" +"82","215","240","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 338 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2011 Chevrolet Silverado 1500 Crew Cab LTZ","Chevrolet","2011 Chevrolet Silverado 1500","2011","315","338" +"82","215","240","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2011 Chevrolet Silverado 1500 Crew Cab LTZ 6.2L","Chevrolet","2011 Chevrolet Silverado 1500","2011","403","417" +"79","215","240","Four-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Chevrolet Silverado 1500 Crew Cab Work Truck 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","302","305" +"79","215","240","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 338 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Chevrolet Silverado 1500 Crew Cab Work Truck 5.3L 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","315","338" +"79","207","240","Four-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Chevrolet Silverado 1500 Crew Cab LS 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","302","305" +"79","215","240","Four-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2011 Chevrolet Silverado 1500 Crew Cab LT 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","302","305" +"79","215","240","Four-wheel drive","Chevrolet 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","12","Gasoline","18","Automatic transmission","2011 Chevrolet Silverado 1500 Crew Cab LT 6.2L 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","403","417" +"79","215","240","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 338 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Chevrolet Silverado 1500 Crew Cab LTZ 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","315","338" +"79","215","240","Four-wheel drive","Chevrolet 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2011 Chevrolet Silverado 1500 Crew Cab LTZ 6.2L 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","403","417" +"226","126","29","All-wheel drive","Subaru 3.6L 6 cylinder 256 hp 247 ft-lbs","True","5","5 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2011 Subaru Legacy 3.6R Premium","Subaru","2011 Subaru Legacy","2011","256","247" +"226","126","29","All-wheel drive","Subaru 3.6L 6 cylinder 256 hp 247 ft-lbs","True","5","5 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2011 Subaru Legacy 3.6R Limited","Subaru","2011 Subaru Legacy","2011","256","247" +"85","215","237","Rear-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","14","Automatic transmission","2011 Chevrolet Silverado 1500 Extended Cab Work Truck 4.8L","Chevrolet","2011 Chevrolet Silverado 1500","2011","302","305" +"85","215","237","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 338 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2011 Chevrolet Silverado 1500 Extended Cab Work Truck 5.3L","Chevrolet","2011 Chevrolet Silverado 1500","2011","315","338" +"85","215","237","Front-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Chevrolet Silverado 1500 Extended Cab LS","Chevrolet","2011 Chevrolet Silverado 1500","2011","302","305" +"85","215","237","Rear-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","14","Automatic transmission","2011 Chevrolet Silverado 1500 Extended Cab LT","Chevrolet","2011 Chevrolet Silverado 1500","2011","302","305" +"85","215","237","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2011 Chevrolet Silverado 1500 Extended Cab LT 6.2L","Chevrolet","2011 Chevrolet Silverado 1500","2011","403","417" +"85","215","237","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 338 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Chevrolet Silverado 1500 Extended Cab LTZ","Chevrolet","2011 Chevrolet Silverado 1500","2011","315","338" +"85","215","237","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2011 Chevrolet Silverado 1500 Extended Cab LTZ 6.2L","Chevrolet","2011 Chevrolet Silverado 1500","2011","403","417" +"96","215","237","Four-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2011 Chevrolet Silverado 1500 Extended Cab Work Truck 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","302","305" +"79","215","237","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 338 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2011 Chevrolet Silverado 1500 Extended Cab Work Truck 5.3L 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","315","338" +"79","215","237","Four-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2011 Chevrolet Silverado 1500 Extended Cab LS 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","302","305" +"79","215","237","Four-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2011 Chevrolet Silverado 1500 Extended Cab LT 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","302","305" +"79","215","237","Four-wheel drive","Chevrolet 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2011 Chevrolet Silverado 1500 Extended Cab LT 6.2L 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","403","417" +"79","215","237","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 338 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Chevrolet Silverado 1500 Extended Cab LTZ 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","315","338" +"79","215","237","Four-wheel drive","Chevrolet 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","12","Gasoline","18","Automatic transmission","2011 Chevrolet Silverado 1500 Extended Cab LTZ 6.2L 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","403","417" +"77","185","237","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 338 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2011 Chevrolet Silverado 1500 Extended Cab Long Box Work Truck","Chevrolet","2011 Chevrolet Silverado 1500","2011","315","338" +"77","185","237","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 338 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Chevrolet Silverado 1500 Extended Cab Long Box LT","Chevrolet","2011 Chevrolet Silverado 1500","2011","315","338" +"77","185","237","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 338 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Chevrolet Silverado 1500 Extended Cab Long Box LTZ","Chevrolet","2011 Chevrolet Silverado 1500","2011","315","338" +"77","185","237","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 338 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2011 Chevrolet Silverado 1500 Extended Cab Long Box Work Truck 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","315","338" +"77","185","237","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 338 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Chevrolet Silverado 1500 Extended Cab Long Box LT 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","315","338" +"77","185","237","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 338 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Chevrolet Silverado 1500 Extended Cab Long Box LTZ 4WD","Chevrolet","2011 Chevrolet Silverado 1500","2011","315","338" +"102","72","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Nissan Titan King Cab SV FFV","Nissan","2011 Nissan Titan","2011","317","385" +"140","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2011 Nissan Titan King Cab SV 4x4 FFV","Nissan","2011 Nissan Titan","2011","317","385" +"153","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2011 Nissan Titan King Cab PRO-4X FFV","Nissan","2011 Nissan Titan","2011","317","385" +"105","72","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Nissan Titan Crew Cab S FFV","Nissan","2011 Nissan Titan","2011","317","385" +"146","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2011 Nissan Titan Crew Cab S 4x4 FFV","Nissan","2011 Nissan Titan","2011","317","385" +"105","72","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Nissan Titan Crew Cab SV FFV","Nissan","2011 Nissan Titan","2011","317","385" +"105","58","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Nissan Titan Crew Cab SV Long Bed FFV","Nissan","2011 Nissan Titan","2011","317","385" +"146","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2011 Nissan Titan Crew Cab SV 4x4 FFV","Nissan","2011 Nissan Titan","2011","317","385" +"146","58","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2011 Nissan Titan Crew Cab SV Long Bed 4x4 FFV","Nissan","2011 Nissan Titan","2011","317","385" +"161","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2011 Nissan Titan Crew Cab PRO-4X FFV","Nissan","2011 Nissan Titan","2011","317","385" +"115","72","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Nissan Titan Crew Cab SL FFV","Nissan","2011 Nissan Titan","2011","317","385" +"156","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2011 Nissan Titan Crew Cab SL 4x4 FFV","Nissan","2011 Nissan Titan","2011","317","385" +"77","102","237","Rear-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Chevrolet Silverado 1500 Work Truck 4.8L","Chevrolet","2010 Chevrolet Silverado 1500","2010","302","305" +"77","102","237","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 Chevrolet Silverado 1500 Work Truck 5.3L","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"77","102","237","Rear-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","14","Automatic transmission","2010 Chevrolet Silverado 1500 LT","Chevrolet","2010 Chevrolet Silverado 1500","2010","302","305" +"77","102","237","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 Chevrolet Silverado 1500 LT 5.3L","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"82","102","237","Four-wheel drive","Chevrolet 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Chevrolet Silverado 1500 Work Truck 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","195","260" +"82","102","237","Four-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","18","Automatic transmission","2010 Chevrolet Silverado 1500 Work Truck 4.8L 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","302","305" +"82","102","237","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 Chevrolet Silverado 1500 Work Truck 5.3L 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"82","102","237","Four-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2010 Chevrolet Silverado 1500 LT 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","302","305" +"82","102","237","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 Chevrolet Silverado 1500 LT 5.3L 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"74","70","237","Rear-wheel drive","Chevrolet 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2010 Chevrolet Silverado 1500 Long Box Work Truck","Chevrolet","2010 Chevrolet Silverado 1500","2010","195","260" +"74","70","237","Rear-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Chevrolet Silverado 1500 Long Box Work Truck 4.8L","Chevrolet","2010 Chevrolet Silverado 1500","2010","302","305" +"74","70","237","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 Chevrolet Silverado 1500 Long Box Work Truck 5.3L","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"74","70","237","Rear-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Chevrolet Silverado 1500 Long Box LT","Chevrolet","2010 Chevrolet Silverado 1500","2010","302","305" +"74","70","237","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 Chevrolet Silverado 1500 Long Box LT 5.3L","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"82","70","237","Four-wheel drive","Chevrolet 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Chevrolet Silverado 1500 Long Box Work Truck 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","195","260" +"82","70","237","Four-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2010 Chevrolet Silverado 1500 Long Box Work Truck 4.8L 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","302","305" +"82","70","237","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Chevrolet Silverado 1500 Long Box Work Truck 5.3L 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"82","70","237","Four-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2010 Chevrolet Silverado 1500 Long Box LT 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","302","305" +"82","70","237","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 Chevrolet Silverado 1500 Long Box LT 5.3L 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"105","128","224","Rear-wheel drive","Ford 4.6L 8 cylinder 225 hp 286 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","17","Automatic transmission","2012 Ford E-250 Van Commercial","Ford","2012 Ford E-250 Van","2012","225","286" +"105","128","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","12","Gasoline","16","Automatic transmission","2012 Ford E-250 Van Commercial 5.4L","Ford","2012 Ford E-250 Van","2012","255","350" +"111","116","224","Rear-wheel drive","Ford 4.6L 8 cylinder 225 hp 286 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","17","Automatic transmission","2012 Ford E-250 Van Commercial Extended","Ford","2012 Ford E-250 Van","2012","225","286" +"111","116","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","12","Gasoline","16","Automatic transmission","2012 Ford E-250 Van Commercial Extended 5.4L","Ford","2012 Ford E-250 Van","2012","255","350" +"105","128","224","Rear-wheel drive","Ford 4.6L 8 cylinder 225 hp 286 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","12","Automatic transmission","2012 Ford E-250 Van Recreational","Ford","2012 Ford E-250 Van","2012","225","286" +"105","128","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","12","Gasoline","16","Automatic transmission","2012 Ford E-250 Van Recreational 5.4L","Ford","2012 Ford E-250 Van","2012","255","350" +"111","116","224","Rear-wheel drive","Ford 4.6L 8 cylinder 225 hp 286 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","12","Automatic transmission","2012 Ford E-250 Van Recreational Extended","Ford","2012 Ford E-250 Van","2012","225","286" +"111","116","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","12","Gasoline","16","Automatic transmission","2012 Ford E-250 Van Recreational Extended 5.4L","Ford","2012 Ford E-250 Van","2012","255","350" +"82","215","240","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 Chevrolet Silverado 1500 Crew Cab Work Truck 5.3L","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"82","215","240","Rear-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Chevrolet Silverado 1500 Crew Cab LS","Chevrolet","2010 Chevrolet Silverado 1500","2010","302","305" +"82","215","240","Rear-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Chevrolet Silverado 1500 Crew Cab LT","Chevrolet","2010 Chevrolet Silverado 1500","2010","302","305" +"82","215","240","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Chevrolet Silverado 1500 Crew Cab LT 5.3L","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"82","215","240","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","13","Gasoline","19","Automatic transmission","2010 Chevrolet Silverado 1500 Crew Cab LT 6.2L","Chevrolet","2010 Chevrolet Silverado 1500","2010","403","417" +"82","215","240","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","22","Automatic transmission","2010 Chevrolet Silverado 1500 Crew Cab XFE","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"82","215","240","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Chevrolet Silverado 1500 Crew Cab LTZ","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"82","215","240","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","13","Gasoline","19","Automatic transmission","2010 Chevrolet Silverado 1500 Crew Cab LTZ 6.2L","Chevrolet","2010 Chevrolet Silverado 1500","2010","403","417" +"79","215","240","Four-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2010 Chevrolet Silverado 1500 Crew Cab Work Truck 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","302","305" +"79","215","240","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Chevrolet Silverado 1500 Crew Cab Work Truck 5.3L 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"79","215","240","Four-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2010 Chevrolet Silverado 1500 Crew Cab LS 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","302","305" +"79","215","240","Four-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2010 Chevrolet Silverado 1500 Crew Cab LT 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","302","305" +"79","215","240","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Chevrolet Silverado 1500 Crew Cab LT 5.3L 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"79","215","240","Four-wheel drive","Chevrolet 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","12","Gasoline","19","Automatic transmission","2010 Chevrolet Silverado 1500 Crew Cab LT 6.2L 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","403","417" +"79","215","240","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 Chevrolet Silverado 1500 Crew Cab LTZ 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"79","215","240","Four-wheel drive","Chevrolet 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","12","Gasoline","19","Automatic transmission","2010 Chevrolet Silverado 1500 Crew Cab LTZ 6.2L 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","403","417" +"105","128","224","Rear-wheel drive","Ford 4.6L 8 cylinder 225 hp 286 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","17","Automatic transmission","2011 Ford E-250 Van Commercial","Ford","2011 Ford E-250 Van","2011","225","286" +"105","128","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","12","Automatic transmission","2011 Ford E-250 Van Commercial 5.4L","Ford","2011 Ford E-250 Van","2011","255","350" +"111","116","224","Rear-wheel drive","Ford 4.6L 8 cylinder 225 hp 286 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","17","Automatic transmission","2011 Ford E-250 Van Commercial Extended","Ford","2011 Ford E-250 Van","2011","225","286" +"111","116","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","12","Automatic transmission","2011 Ford E-250 Van Commercial Extended 5.4L","Ford","2011 Ford E-250 Van","2011","255","350" +"105","128","224","Rear-wheel drive","Ford 4.6L 8 cylinder 225 hp 286 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","17","Automatic transmission","2011 Ford E-250 Van Recreational","Ford","2011 Ford E-250 Van","2011","225","286" +"105","128","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","12","Automatic transmission","2011 Ford E-250 Van Recreational 5.4L","Ford","2011 Ford E-250 Van","2011","255","350" +"111","116","224","Rear-wheel drive","Ford 4.6L 8 cylinder 225 hp 286 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","12","Automatic transmission","2011 Ford E-250 Van Recreational Extended","Ford","2011 Ford E-250 Van","2011","225","286" +"111","116","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","12","Automatic transmission","2011 Ford E-250 Van Recreational Extended 5.4L","Ford","2011 Ford E-250 Van","2011","255","350" +"85","215","237","Rear-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","14","Automatic transmission","2010 Chevrolet Silverado 1500 Extended Cab Work Truck 4.8L","Chevrolet","2010 Chevrolet Silverado 1500","2010","302","305" +"85","215","237","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 Chevrolet Silverado 1500 Extended Cab Work Truck 5.3L","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"85","215","237","Rear-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Chevrolet Silverado 1500 Extended Cab LS","Chevrolet","2010 Chevrolet Silverado 1500","2010","302","305" +"85","215","237","Rear-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","14","Gasoline","19","Automatic transmission","2010 Chevrolet Silverado 1500 Extended Cab LT","Chevrolet","2010 Chevrolet Silverado 1500","2010","302","305" +"85","215","237","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 Chevrolet Silverado 1500 Extended Cab LT 5.3L","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"85","215","237","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","13","Gasoline","19","Automatic transmission","2010 Chevrolet Silverado 1500 Extended Cab LT 6.2L","Chevrolet","2010 Chevrolet Silverado 1500","2010","403","417" +"85","215","237","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Chevrolet Silverado 1500 Extended Cab LTZ","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"85","215","237","Rear-wheel drive","Chevrolet 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","13","Gasoline","19","Automatic transmission","2010 Chevrolet Silverado 1500 Extended Cab LTZ 6.2L","Chevrolet","2010 Chevrolet Silverado 1500","2010","403","417" +"79","215","237","Four-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2010 Chevrolet Silverado 1500 Extended Cab Work Truck 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","302","305" +"79","215","237","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Chevrolet Silverado 1500 Extended Cab Work Truck 5.3L 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"79","215","237","Four-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","18","Automatic transmission","2010 Chevrolet Silverado 1500 Extended Cab LS 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","302","305" +"79","215","237","Four-wheel drive","Chevrolet 4.8L 8 Cylinder 302 hp 305 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2010 Chevrolet Silverado 1500 Extended Cab LT 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","302","305" +"79","215","237","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Chevrolet Silverado 1500 Extended Cab LT 5.3L 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"79","215","237","Four-wheel drive","Chevrolet 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2010 Chevrolet Silverado 1500 Extended Cab LT 6.2L 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","403","417" +"79","215","237","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Chevrolet Silverado 1500 Extended Cab LTZ 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"79","215","237","Four-wheel drive","Chevrolet 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic","12","Gasoline","19","Automatic transmission","2010 Chevrolet Silverado 1500 Extended Cab LTZ 6.2L 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","403","417" +"77","185","237","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 Chevrolet Silverado 1500 Extended Cab Long Box Work Truck","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"77","185","237","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Chevrolet Silverado 1500 Extended Cab Long Box LT","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"77","185","237","Rear-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Chevrolet Silverado 1500 Extended Cab Long Box LTZ","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"77","185","237","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Chevrolet Silverado 1500 Extended Cab Long Box Work Truck 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"77","185","237","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2010 Chevrolet Silverado 1500 Extended Cab Long Box LT 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"77","185","237","Four-wheel drive","Chevrolet 5.3L 8 Cylinder 315 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Chevrolet Silverado 1500 Extended Cab Long Box LTZ 4WD","Chevrolet","2010 Chevrolet Silverado 1500","2010","315","335" +"77","128","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","12","Gasoline","16","Automatic transmission","2012 Ford E-350 Super Duty Van Commercial","Ford","2012 Ford E-350 Super Duty Van","2012","255","350" +"77","128","224","Rear-wheel drive","Ford 6.8L 10 cylinder 305 hp 420 ft-lbs","True","5","5 Speed Automatic","10","Gasoline","14","Automatic transmission","2012 Ford E-350 Super Duty Van Commercial V10","Ford","2012 Ford E-350 Super Duty Van","2012","305","420" +"75","116","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","12","Automatic transmission","2012 Ford E-350 Super Duty Van Commercial Extended","Ford","2012 Ford E-350 Super Duty Van","2012","255","350" +"75","116","224","Rear-wheel drive","Ford 6.8L 10 cylinder 305 hp 420 ft-lbs","True","5","5 Speed Automatic","10","Gasoline","14","Automatic transmission","2012 Ford E-350 Super Duty Van Commercial Extended V10","Ford","2012 Ford E-350 Super Duty Van","2012","305","420" +"77","128","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","12","Gasoline","16","Automatic transmission","2012 Ford E-350 Super Duty Van Recreational","Ford","2012 Ford E-350 Super Duty Van","2012","255","350" +"77","128","224","Rear-wheel drive","Ford 6.8L 10 cylinder 305 hp 420 ft-lbs","True","5","5 Speed Automatic","10","Gasoline","14","Automatic transmission","2012 Ford E-350 Super Duty Van Recreational V10","Ford","2012 Ford E-350 Super Duty Van","2012","305","420" +"75","116","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","12","Gasoline","16","Automatic transmission","2012 Ford E-350 Super Duty Van Recreational Extended","Ford","2012 Ford E-350 Super Duty Van","2012","255","350" +"75","116","224","Rear-wheel drive","Ford 6.8L 10 cylinder 305 hp 420 ft-lbs","True","5","5 Speed Automatic","10","Gasoline","14","Automatic transmission","2012 Ford E-350 Super Duty Van Recreational Extended V10","Ford","2012 Ford E-350 Super Duty Van","2012","305","420" +"77","128","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","12","Gasoline","15","Automatic transmission","2011 Ford E-350 Super Duty Van Commercial","Ford","2011 Ford E-350 Super Duty Van","2011","255","350" +"77","128","224","Rear-wheel drive","Ford 6.8L 10 cylinder 305 hp 420 ft-lbs","True","5","5 Speed Automatic","10","Gasoline","14","Automatic transmission","2011 Ford E-350 Super Duty Van Commercial V10","Ford","2011 Ford E-350 Super Duty Van","2011","305","420" +"75","116","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","12","Automatic transmission","2011 Ford E-350 Super Duty Van Commercial Extended","Ford","2011 Ford E-350 Super Duty Van","2011","255","350" +"75","116","224","Rear-wheel drive","Ford 6.8L 10 cylinder 305 hp 420 ft-lbs","True","5","5 Speed Automatic","10","Gasoline","14","Automatic transmission","2011 Ford E-350 Super Duty Van Commercial Extended V10","Ford","2011 Ford E-350 Super Duty Van","2011","305","420" +"77","128","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","12","Automatic transmission","2011 Ford E-350 Super Duty Van Recreational","Ford","2011 Ford E-350 Super Duty Van","2011","255","350" +"77","128","224","Rear-wheel drive","Ford 6.8L 10 cylinder 305 hp 420 ft-lbs","True","5","5 Speed Automatic","10","Gasoline","14","Automatic transmission","2011 Ford E-350 Super Duty Van Recreational V10","Ford","2011 Ford E-350 Super Duty Van","2011","305","420" +"75","116","224","Rear-wheel drive","Ford 5.4L 8 cylinder 255 hp 350 ft-lbs FFV","True","4","4 Speed Automatic","9","E85","12","Automatic transmission","2011 Ford E-350 Super Duty Van Recreational Extended","Ford","2011 Ford E-350 Super Duty Van","2011","255","350" +"75","116","224","Rear-wheel drive","Ford 6.8L 10 cylinder 305 hp 420 ft-lbs","True","5","5 Speed Automatic","10","Gasoline","14","Automatic transmission","2011 Ford E-350 Super Duty Van Recreational Extended V10","Ford","2011 Ford E-350 Super Duty Van","2011","305","420" +"102","72","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2010 Nissan Titan King Cab XE","Nissan","2010 Nissan Titan","2010","317","385" +"102","72","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2010 Nissan Titan King Cab XE FFV","Nissan","2010 Nissan Titan","2010","317","385" +"140","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2010 Nissan Titan King Cab XE 4x4","Nissan","2010 Nissan Titan","2010","317","385" +"140","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2010 Nissan Titan King Cab XE 4x4 FFV","Nissan","2010 Nissan Titan","2010","317","385" +"102","72","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2010 Nissan Titan King Cab SE","Nissan","2010 Nissan Titan","2010","317","385" +"102","72","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2010 Nissan Titan King Cab SE FFV","Nissan","2010 Nissan Titan","2010","317","385" +"140","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2010 Nissan Titan King Cab SE 4x4","Nissan","2010 Nissan Titan","2010","317","385" +"140","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","12","Automatic transmission","2010 Nissan Titan King Cab SE 4x4 FFV","Nissan","2010 Nissan Titan","2010","317","385" +"153","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2010 Nissan Titan King Cab PRO-4X","Nissan","2010 Nissan Titan","2010","317","385" +"153","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2010 Nissan Titan King Cab PRO-4X FFV","Nissan","2010 Nissan Titan","2010","317","385" +"105","72","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2010 Nissan Titan Crew Cab XE","Nissan","2010 Nissan Titan","2010","317","385" +"105","72","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2010 Nissan Titan Crew Cab XE FFV","Nissan","2010 Nissan Titan","2010","317","385" +"146","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2010 Nissan Titan Crew Cab XE 4x4","Nissan","2010 Nissan Titan","2010","317","385" +"146","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2010 Nissan Titan Crew Cab XE 4x4 FFV","Nissan","2010 Nissan Titan","2010","317","385" +"105","72","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2010 Nissan Titan Crew Cab SE","Nissan","2010 Nissan Titan","2010","317","385" +"105","72","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2010 Nissan Titan Crew Cab SE FFV","Nissan","2010 Nissan Titan","2010","317","385" +"105","58","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2010 Nissan Titan Crew Cab SE Long Bed","Nissan","2010 Nissan Titan","2010","317","385" +"105","58","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2010 Nissan Titan Crew Cab SE Long Bed FFV","Nissan","2010 Nissan Titan","2010","317","385" +"146","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2010 Nissan Titan Crew Cab SE 4x4","Nissan","2010 Nissan Titan","2010","317","385" +"146","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","12","Automatic transmission","2010 Nissan Titan Crew Cab SE 4x4 FFV","Nissan","2010 Nissan Titan","2010","317","385" +"146","58","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2010 Nissan Titan Crew Cab SE 4x4 Long Bed","Nissan","2010 Nissan Titan","2010","317","385" +"146","58","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","12","Automatic transmission","2010 Nissan Titan Crew Cab SE 4x4 Long Bed FFV","Nissan","2010 Nissan Titan","2010","317","385" +"161","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2010 Nissan Titan Crew Cab PRO-4X","Nissan","2010 Nissan Titan","2010","317","385" +"161","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2010 Nissan Titan Crew Cab PRO-4X FFV","Nissan","2010 Nissan Titan","2010","317","385" +"153","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","12","Automatic transmission","2010 Nissan Titan King Cab PRO-4X FFV","Nissan","2010 Nissan Titan","2010","317","385" +"115","72","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2010 Nissan Titan Crew Cab LE FFV","Nissan","2010 Nissan Titan","2010","317","385" +"156","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2010 Nissan Titan Crew Cab LE 4x4","Nissan","2010 Nissan Titan","2010","317","385" +"156","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2010 Nissan Titan Crew Cab LE 4x4 FFV","Nissan","2010 Nissan Titan","2010","317","385" +"226","126","29","All-wheel drive","Subaru 2.5L 4 cylinder 265 hp 258 ft-lbs Turbo","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2010 Subaru Legacy 2.5GT Limited","Subaru","2010 Subaru Legacy","2010","265","258" +"226","126","29","All-wheel drive","Subaru 3.6L 6 cylinder 256 hp 247 ft-lbs","True","5","5 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2010 Subaru Legacy 3.6R Premium","Subaru","2010 Subaru Legacy","2010","256","247" +"226","126","29","All-wheel drive","Subaru 3.6L 6 cylinder 256 hp 247 ft-lbs","True","5","5 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2010 Subaru Legacy 3.6R Limited","Subaru","2010 Subaru Legacy","2010","256","247" +"132","172","29","All-wheel drive","Subaru 3.6L 6 cylinder 256 hp 247 ft-lbs","True","5","5 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2011 Subaru Outback 3.6R Premium","Subaru","2011 Subaru Outback","2011","256","247" +"132","172","29","All-wheel drive","Subaru 3.6L 6 cylinder 256 hp 247 ft-lbs","True","5","5 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2011 Subaru Outback 3.6R Limited","Subaru","2011 Subaru Outback","2011","256","247" +"132","172","29","All-wheel drive","Subaru 3.6L 6 cylinder 256 hp 247 ft-lbs","True","5","5 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2010 Subaru Outback 3.6R Limited","Subaru","2010 Subaru Outback","2010","256","247" +"132","172","29","All-wheel drive","Subaru 3.6L 6 cylinder 256 hp 247 ft-lbs","True","5","5 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2010 Subaru Outback 3.6R Premium","Subaru","2010 Subaru Outback","2010","256","247" +"102","72","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2012 Nissan Titan King Cab S","Nissan","2012 Nissan Titan","2012","317","385" +"140","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2012 Nissan Titan King Cab S 4x4","Nissan","2012 Nissan Titan","2012","317","385" +"102","72","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2012 Nissan Titan King Cab SV","Nissan","2012 Nissan Titan","2012","317","385" +"140","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2012 Nissan Titan King Cab SV 4x4","Nissan","2012 Nissan Titan","2012","317","385" +"153","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2012 Nissan Titan King Cab PRO-4X","Nissan","2012 Nissan Titan","2012","317","385" +"105","72","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2012 Nissan Titan Crew Cab S","Nissan","2012 Nissan Titan","2012","317","385" +"146","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2012 Nissan Titan Crew Cab S 4x4","Nissan","2012 Nissan Titan","2012","317","385" +"105","72","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2012 Nissan Titan Crew Cab SV","Nissan","2012 Nissan Titan","2012","317","385" +"105","58","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2012 Nissan Titan Crew Cab SV Long Bed","Nissan","2012 Nissan Titan","2012","317","385" +"146","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2012 Nissan Titan Crew Cab SV 4x4","Nissan","2012 Nissan Titan","2012","317","385" +"146","58","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2012 Nissan Titan Crew Cab SV Long Bed 4x4","Nissan","2012 Nissan Titan","2012","317","385" +"153","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2012 Nissan Titan Crew Cab PRO-4X","Nissan","2012 Nissan Titan","2012","317","385" +"115","72","227","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2012 Nissan Titan Crew Cab SL","Nissan","2012 Nissan Titan","2012","317","385" +"156","72","227","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","17","Automatic transmission","2012 Nissan Titan Crew Cab SL 4x4","Nissan","2012 Nissan Titan","2012","317","385" +"102","188","224","Rear-wheel drive","Dodge 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 Tradesman Regular Cab 4x2","Dodge","2011 Dodge Ram 1500","2011","210","235" +"102","188","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 Tradesman Regular Cab 390 hp 4x2","Dodge","2011 Dodge Ram 1500","2011","390","407" +"102","188","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 Express Regular Cab 4x2","Dodge","2011 Dodge Ram 1500","2011","390","407" +"102","188","224","Rear-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2011 Dodge Ram 1500 Outdoorsman Regular Cab 4x2","Dodge","2011 Dodge Ram 1500","2011","310","330" +"102","188","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 Outdoorsman Regular Cab 390 hp 4x2","Dodge","2011 Dodge Ram 1500","2011","390","407" +"118","188","224","Four-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","8","E85","12","Automatic transmission","2011 Dodge Ram 1500 Tradesman Regular Cab 4x4","Dodge","2011 Dodge Ram 1500","2011","310","330" +"118","188","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 Tradesman Regular Cab 390 hp 4x4","Dodge","2011 Dodge Ram 1500","2011","390","407" +"118","188","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 Express Regular Cab 4x4","Dodge","2011 Dodge Ram 1500","2011","390","407" +"118","188","224","Four-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Dodge Ram 1500 Outdoorsman Regular Cab 4x4","Dodge","2011 Dodge Ram 1500","2011","310","330" +"118","188","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 Outdoorsman Regular Cab 390 hp 4x4","Dodge","2011 Dodge Ram 1500","2011","390","407" +"115","184","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 Big Horn Quad Cab 4x2","Dodge","2011 Dodge Ram 1500","2011","390","407" +"115","184","224","Rear-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 Lone Star Quad Cab 4x2","Dodge","2011 Dodge Ram 1500","2011","310","330" +"115","184","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 Lone Star Quad Cab 390 hp 4x2","Dodge","2011 Dodge Ram 1500","2011","390","407" +"115","184","224","Rear-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2011 Dodge Ram 1500 Outdoorsman Quad Cab 4x2","Dodge","2011 Dodge Ram 1500","2011","310","330" +"115","184","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 Outdoorsman Quad Cab 390 hp 4x2","Dodge","2011 Dodge Ram 1500","2011","390","407" +"130","184","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 Big Horn Quad Cab 390 hp 4x4","Dodge","2011 Dodge Ram 1500","2011","390","407" +"130","184","224","Four-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Dodge Ram 1500 Lone Star Quad Cab 4x4","Dodge","2011 Dodge Ram 1500","2011","310","330" +"130","184","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 Lone Star Quad Cab 390 hp 4x4","Dodge","2011 Dodge Ram 1500","2011","390","407" +"130","184","224","Four-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Dodge Ram 1500 Outdoorsman Quad Cab 4x4","Dodge","2011 Dodge Ram 1500","2011","310","330" +"130","184","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 Outdoorsman Quad Cab 390 hp 4x4","Dodge","2011 Dodge Ram 1500","2011","390","407" +"115","184","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 Big Horn Crew Cab 4x2","Dodge","2011 Dodge Ram 1500","2011","390","407" +"115","184","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 Lone Star Crew Cab 4x2","Dodge","2011 Dodge Ram 1500","2011","390","407" +"115","184","224","Rear-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2011 Dodge Ram 1500 Outdoorsman Crew Cab 4x2","Dodge","2011 Dodge Ram 1500","2011","310","330" +"115","184","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 Outdoorsman Crew Cab 390 hp 4x2","Dodge","2011 Dodge Ram 1500","2011","390","407" +"107","184","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 Big Horn Crew Cab 4x4","Dodge","2011 Dodge Ram 1500","2011","390","407" +"107","184","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 Lone Star Crew Cab 4x4","Dodge","2011 Dodge Ram 1500","2011","390","407" +"107","184","224","Four-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Dodge Ram 1500 Outdoorsman Crew Cab 4x4","Dodge","2011 Dodge Ram 1500","2011","310","330" +"107","184","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 Outdoorsman Crew Cab 390 hp 4x4","Dodge","2011 Dodge Ram 1500","2011","390","407" +"130","184","224","Four-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Dodge Ram 1500 Big Horn Quad Cab 4x4","Dodge","2011 Dodge Ram 1500","2011","310","330" +"135","253","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Ford F-150 FX2 SuperCab 6.5-ft. Bed","Ford","2011 Ford F-150","2011","360","380" +"135","253","212","Rear-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Ford F-150 FX2 SuperCab 6.5-ft. Bed V6","Ford","2011 Ford F-150","2011","365","420" +"95","253","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","15","Automatic transmission","2011 Ford F-150 FX2 SuperCrew 5.5-ft. Bed","Ford","2011 Ford F-150","2011","360","380" +"95","253","212","Rear-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Ford F-150 FX2 SuperCrew 5.5-ft. Bed V6","Ford","2011 Ford F-150","2011","365","420" +"95","45","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","15","Automatic transmission","2011 Ford F-150 FX2 SuperCrew 6.5-ft. Bed","Ford","2011 Ford F-150","2011","360","380" +"95","45","212","Rear-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Ford F-150 FX2 SuperCrew 6.5-ft. Bed V6","Ford","2011 Ford F-150","2011","365","420" +"135","253","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2011 Ford F-150 FX4 SuperCab 6.5-ft. Bed 4X4","Ford","2011 Ford F-150","2011","360","380" +"135","253","212","Four-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Ford F-150 FX4 SuperCab 6.5-ft. Bed V6 4X4","Ford","2011 Ford F-150","2011","365","420" +"143","253","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2011 Ford F-150 FX4 SuperCrew 5.5-ft. Bed 4X4","Ford","2011 Ford F-150","2011","360","380" +"143","253","212","Four-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Ford F-150 FX4 SuperCrew 5.5-ft. Bed V6 4X4","Ford","2011 Ford F-150","2011","365","420" +"148","45","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2011 Ford F-150 FX4 SuperCrew 6.5-ft. Bed 4X4","Ford","2011 Ford F-150","2011","360","380" +"148","45","212","Four-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Ford F-150 FX4 SuperCrew 6.5-ft. Bed V6 4X4","Ford","2011 Ford F-150","2011","365","420" +"95","45","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Ford F-150 King Ranch SuperCrew 6.5-ft. Bed","Ford","2011 Ford F-150","2011","360","380" +"95","45","212","Rear-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Ford F-150 King Ranch SuperCrew 6.5-ft. Bed V6","Ford","2011 Ford F-150","2011","365","420" +"148","45","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2011 Ford F-150 King Ranch SuperCrew 6.5-ft. Bed 4X4","Ford","2011 Ford F-150","2011","360","380" +"148","45","212","Four-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Ford F-150 King Ranch SuperCrew 6.5-ft. Bed V6 4X4","Ford","2011 Ford F-150","2011","365","420" +"95","253","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Ford F-150 King-Ranch SuperCrew 5.5-ft. Bed","Ford","2011 Ford F-150","2011","360","380" +"95","253","212","Rear-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Ford F-150 King-Ranch SuperCrew 5.5-ft. Bed V6","Ford","2011 Ford F-150","2011","365","420" +"143","253","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2011 Ford F-150 King-Ranch SuperCrew 5.5-ft. Bed 4X4","Ford","2011 Ford F-150","2011","360","380" +"143","253","212","Four-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Ford F-150 King-Ranch SuperCrew 5.5-ft. Bed V6 4X4","Ford","2011 Ford F-150","2011","365","420" +"135","253","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","15","Automatic transmission","2011 Ford F-150 Lariat SuperCab 6.5-ft. Bed","Ford","2011 Ford F-150","2011","360","380" +"135","253","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","14","Automatic transmission","2011 Ford F-150 FX4 SuperCab 6.5-ft. Bed 4X4","Ford","2011 Ford F-150","2011","360","380" +"135","253","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","14","Automatic transmission","2011 Ford F-150 Lariat SuperCab 6.5-ft. Bed 4X4","Ford","2011 Ford F-150","2011","360","380" +"135","253","212","Four-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Ford F-150 Lariat SuperCab 6.5-ft. Bed V6 4X4","Ford","2011 Ford F-150","2011","365","420" +"95","253","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Ford F-150 Lariat SuperCrew 5.5-ft. Bed","Ford","2011 Ford F-150","2011","360","380" +"95","253","212","Rear-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Ford F-150 Lariat SuperCrew 5.5-ft. Bed V6","Ford","2011 Ford F-150","2011","365","420" +"95","253","212","Rear-wheel drive","Ford 6.2L 8 Cylinder 411 hp 434 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 Ford F-150 Lariat SuperCrew 5.5-ft. Bed 6.2L","Ford","2011 Ford F-150","2011","411","434" +"143","253","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","14","Automatic transmission","2011 Ford F-150 Lariat SuperCrew 5.5-ft. Bed 4X4","Ford","2011 Ford F-150","2011","360","380" +"143","253","212","Four-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Ford F-150 Lariat SuperCrew 5.5-ft. Bed V6 4X4","Ford","2011 Ford F-150","2011","365","420" +"143","253","212","Four-wheel drive","Ford 6.2L 8 Cylinder 411 hp 434 ft-lbs","True","6","6 Speed Automatic Select Shift","12","Gasoline","16","Automatic transmission","2011 Ford F-150 Lariat SuperCrew 5.5-ft. Bed 6.2L 4X4","Ford","2011 Ford F-150","2011","411","434" +"95","45","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","15","Automatic transmission","2011 Ford F-150 Lariat SuperCrew 6.5-ft. Bed","Ford","2011 Ford F-150","2011","360","380" +"95","253","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","15","Automatic transmission","2011 Ford F-150 King-Ranch SuperCrew 5.5-ft. Bed","Ford","2011 Ford F-150","2011","360","380" +"95","253","212","Rear-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Ford F-150 King-Ranch SuperCrew 5.5-ft. Bed V6","Ford","2011 Ford F-150","2011","365","420" +"148","45","212","Four-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Ford F-150 Lariat SuperCrew 6.5-ft. Bed V6 4X4","Ford","2011 Ford F-150","2011","365","420" +"95","253","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","11","E85","15","Automatic transmission","2011 Ford F-150 Platinum SuperCrew 5.5-ft. Bed","Ford","2011 Ford F-150","2011","360","380" +"95","253","212","Rear-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Ford F-150 Platinum SuperCrew 5.5-ft. Bed V6","Ford","2011 Ford F-150","2011","365","420" +"95","253","212","Rear-wheel drive","Ford 6.2L 8 Cylinder 411 hp 434 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 Ford F-150 Platinum SuperCrew 5.5-ft. Bed 6.2L","Ford","2011 Ford F-150","2011","411","434" +"143","253","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","14","Automatic transmission","2011 Ford F-150 Platinum SuperCrew 5.5-ft. Bed 4X4","Ford","2011 Ford F-150","2011","360","380" +"143","253","212","Four-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Ford F-150 Platinum SuperCrew 5.5-ft. Bed V6 4X4","Ford","2011 Ford F-150","2011","365","420" +"143","253","212","Four-wheel drive","Ford 6.2L 8 Cylinder 411 hp 434 ft-lbs","True","6","6 Speed Automatic Select Shift","12","Gasoline","16","Automatic transmission","2011 Ford F-150 Platinum SuperCrew 5.5-ft. Bed 6.2L 4X4","Ford","2011 Ford F-150","2011","411","434" +"95","45","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Ford F-150 Platinum SuperCrew 6.5-ft. Bed","Ford","2011 Ford F-150","2011","360","380" +"95","45","212","Rear-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2011 Ford F-150 Platinum SuperCrew 6.5-ft. Bed V6","Ford","2011 Ford F-150","2011","365","420" +"143","253","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","Gasoline","19","Automatic transmission","2011 Ford F-150 Lariat SuperCrew 5.5-ft. Bed 4X4","Ford","2011 Ford F-150","2011","360","380" +"143","253","212","Four-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2011 Ford F-150 Lariat SuperCrew 5.5-ft. Bed V6 4X4","Ford","2011 Ford F-150","2011","365","420" +"102","36","212","Rear-wheel drive","Ford 3.7L 6 Cylinder 302 hp 278 ft-lbs FFV","True","6","6 Speed Automatic","12","E85","17","Automatic transmission","2011 Ford F-150 STX 6.5-ft. Bed","Ford","2011 Ford F-150","2011","302","278" +"102","36","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Ford F-150 STX 6.5-ft. Bed V8","Ford","2011 Ford F-150","2011","360","380" +"138","36","212","Four-wheel drive","Ford 3.7L 6 Cylinder 302 hp 278 ft-lbs FFV","True","6","6 Speed Automatic","16","Gasoline","21","Automatic transmission","2011 Ford F-150 STX 6.5-ft. Bed 4X4","Ford","2011 Ford F-150","2011","302","278" +"138","36","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2011 Ford F-150 STX 6.5-ft. Bed V8 4X4","Ford","2011 Ford F-150","2011","360","380" +"135","253","212","Rear-wheel drive","Ford 3.7L 6 Cylinder 302 hp 278 ft-lbs FFV","True","6","6 Speed Automatic","12","E85","17","Automatic transmission","2011 Ford F-150 STX SuperCab 6.5-ft. Bed","Ford","2011 Ford F-150","2011","302","278" +"135","253","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Ford F-150 STX SuperCab 6.5-ft. Bed V8","Ford","2011 Ford F-150","2011","360","380" +"135","253","212","Four-wheel drive","Ford 3.7L 6 Cylinder 302 hp 278 ft-lbs FFV","True","6","6 Speed Automatic","16","Gasoline","21","Automatic transmission","2011 Ford F-150 STX SuperCab 6.5-ft. Bed 4X4","Ford","2011 Ford F-150","2011","302","278" +"135","253","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2011 Ford F-150 STX SuperCab 6.5-ft. Bed V8 4X4","Ford","2011 Ford F-150","2011","360","380" +"199","234","144","Four-wheel drive","Ford 6.2L 8 Cylinder 411 hp 434 ft-lbs","True","6","6 Speed Automatic Select Shift","12","Gasoline","16","Automatic transmission","2011 Ford F-150 SVT Raptor SuperCab 5.5-ft. Bed 4X4","Ford","2011 Ford F-150","2011","411","434" +"199","7","144","Four-wheel drive","Ford 6.2L 8 Cylinder 411 hp 434 ft-lbs","True","6","6 Speed Automatic Select Shift","12","Gasoline","16","Automatic transmission","2011 Ford F-150 SVT Raptor SuperCrew 5.5-ft. Bed 4X4","Ford","2011 Ford F-150","2011","411","434" +"102","36","212","Rear-wheel drive","Ford 3.7L 6 Cylinder 302 hp 278 ft-lbs FFV","True","6","6 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Ford F-150 XL 6.5-ft. Bed","Ford","2011 Ford F-150","2011","302","278" +"102","36","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Ford F-150 XL 6.5-ft. Bed V8","Ford","2011 Ford F-150","2011","360","380" +"138","36","212","Four-wheel drive","Ford 3.7L 6 Cylinder 302 hp 278 ft-lbs FFV","True","6","6 Speed Automatic","16","Gasoline","21","Automatic transmission","2011 Ford F-150 XL 6.5-ft. Bed 4X4","Ford","2011 Ford F-150","2011","302","278" +"138","36","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2011 Ford F-150 XL 6.5-ft. Bed V8 4X4","Ford","2011 Ford F-150","2011","360","380" +"143","253","212","Rear-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Ford F-150 XL 8-ft. Bed","Ford","2011 Ford F-150","2011","365","420" +"143","253","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Ford F-150 XL 8-ft. Bed V8","Ford","2011 Ford F-150","2011","360","380" +"143","253","212","Rear-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Ford F-150 XL 8-ft. Bed 3.5L","Ford","2011 Ford F-150","2011","365","420" +"133","253","212","Four-wheel drive","Ford 3.7L 6 Cylinder 302 hp 278 ft-lbs FFV","True","6","6 Speed Automatic","16","Gasoline","21","Automatic transmission","2011 Ford F-150 XL 8-ft. Bed 4X4","Ford","2011 Ford F-150","2011","302","278" +"133","253","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2011 Ford F-150 XL 8-ft. Bed V8 4X4","Ford","2011 Ford F-150","2011","360","380" +"133","253","212","Four-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Ford F-150 XL 8-ft. Bed 3.5L 4X4","Ford","2011 Ford F-150","2011","365","420" +"135","253","212","Rear-wheel drive","Ford 3.7L 6 Cylinder 302 hp 278 ft-lbs FFV","True","6","6 Speed Automatic","12","E85","17","Automatic transmission","2011 Ford F-150 XL SuperCab 6.5-ft. Bed","Ford","2011 Ford F-150","2011","302","278" +"135","253","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Ford F-150 XL SuperCab 6.5-ft. Bed V8","Ford","2011 Ford F-150","2011","360","380" +"135","253","212","Rear-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Ford F-150 XL SuperCab 6.5-ft. Bed 3.5L","Ford","2011 Ford F-150","2011","365","420" +"135","253","212","Four-wheel drive","Ford 3.7L 6 Cylinder 302 hp 278 ft-lbs FFV","True","6","6 Speed Automatic","16","Gasoline","21","Automatic transmission","2011 Ford F-150 XL SuperCab 6.5-ft. Bed 4X4","Ford","2011 Ford F-150","2011","302","278" +"135","253","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Ford F-150 XL SuperCab 6.5-ft. Bed V8 4X4","Ford","2011 Ford F-150","2011","360","380" +"102","36","212","Rear-wheel drive","Ford 3.7L 6 Cylinder 302 hp 278 ft-lbs FFV","True","6","6 Speed Automatic","12","E85","17","Automatic transmission","2011 Ford F-150 XL 6.5-ft. Bed","Ford","2011 Ford F-150","2011","302","278" +"102","36","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","15","Automatic transmission","2011 Ford F-150 XL 6.5-ft. Bed V8","Ford","2011 Ford F-150","2011","360","380" +"135","213","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Ford F-150 XL SuperCab 8-ft. Bed V8","Ford","2011 Ford F-150","2011","360","380" +"135","213","212","Rear-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Ford F-150 XL SuperCab 8-ft. Bed 3.5L","Ford","2011 Ford F-150","2011","365","420" +"156","213","212","Four-wheel drive","Ford 3.7L 6 Cylinder 302 hp 278 ft-lbs FFV","True","6","6 Speed Automatic","16","Gasoline","21","Automatic transmission","2011 Ford F-150 XL SuperCab 8-ft. Bed 4X4","Ford","2011 Ford F-150","2011","302","278" +"156","213","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2011 Ford F-150 XL SuperCab 8-ft. Bed V8 4X4","Ford","2011 Ford F-150","2011","360","380" +"156","213","212","Four-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Ford F-150 XL SuperCab 8-ft. Bed 3.5L 4X4","Ford","2011 Ford F-150","2011","365","420" +"95","253","212","Rear-wheel drive","Ford 3.7L 6 Cylinder 302 hp 278 ft-lbs FFV","True","6","6 Speed Automatic","12","E85","17","Automatic transmission","2011 Ford F-150 XL SuperCrew 5.5-ft. Bed","Ford","2011 Ford F-150","2011","302","278" +"135","253","212","Rear-wheel drive","Ford 3.7L 6 Cylinder 302 hp 278 ft-lbs FFV","True","6","6 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Ford F-150 XL SuperCab 6.5-ft. Bed","Ford","2011 Ford F-150","2011","302","278" +"143","253","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2011 Ford F-150 XL SuperCrew 5.5-ft. Bed 4X4","Ford","2011 Ford F-150","2011","360","380" +"143","253","212","Four-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Ford F-150 XL SuperCrew 5.5-ft. Bed V6 4X4","Ford","2011 Ford F-150","2011","365","420" +"95","45","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Ford F-150 XL SuperCrew 6.5-ft. Bed","Ford","2011 Ford F-150","2011","360","380" +"148","45","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Ford F-150 XL SuperCrew 6.5-ft. Bed 4X4","Ford","2011 Ford F-150","2011","360","380" +"102","45","212","Rear-wheel drive","Ford 3.7L 6 Cylinder 302 hp 278 ft-lbs FFV","True","6","6 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Ford F-150 XLT 6.5-ft. Bed","Ford","2011 Ford F-150","2011","302","278" +"102","45","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","15","Automatic transmission","2011 Ford F-150 XLT 6.5-ft. Bed V8","Ford","2011 Ford F-150","2011","360","380" +"138","36","212","Four-wheel drive","Ford 3.7L 6 Cylinder 302 hp 278 ft-lbs FFV","True","6","6 Speed Automatic","16","Gasoline","21","Automatic transmission","2011 Ford F-150 XLT 6.5-ft. Bed 4X4","Ford","2011 Ford F-150","2011","302","278" +"138","36","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2011 Ford F-150 XLT 6.5-ft. Bed V8 4X4","Ford","2011 Ford F-150","2011","360","380" +"143","253","212","Rear-wheel drive","Ford 3.7L 6 Cylinder 302 hp 278 ft-lbs FFV","True","6","6 Speed Automatic","12","E85","17","Automatic transmission","2011 Ford F-150 XLT 8-ft. Bed","Ford","2011 Ford F-150","2011","302","278" +"143","253","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","15","Automatic transmission","2011 Ford F-150 XLT 8-ft. Bed V8","Ford","2011 Ford F-150","2011","360","380" +"143","253","212","Rear-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Ford F-150 XLT 8-ft. Bed 3.5L","Ford","2011 Ford F-150","2011","365","420" +"156","213","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Ford F-150 XL SuperCab 8-ft. Bed V8 4X4","Ford","2011 Ford F-150","2011","360","380" +"133","253","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2011 Ford F-150 XLT 8-ft. Bed V8 4X4","Ford","2011 Ford F-150","2011","360","380" +"133","253","212","Four-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Ford F-150 XLT 8-ft. Bed 3.5L 4X4","Ford","2011 Ford F-150","2011","365","420" +"135","253","212","Rear-wheel drive","Ford 3.7L 6 Cylinder 302 hp 278 ft-lbs FFV","True","6","6 Speed Automatic","12","E85","17","Automatic transmission","2011 Ford F-150 XLT SuperCab 6.5-ft. Bed","Ford","2011 Ford F-150","2011","302","278" +"135","253","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","15","Automatic transmission","2011 Ford F-150 XLT SuperCab 6.5-ft. Bed V8","Ford","2011 Ford F-150","2011","360","380" +"135","253","212","Rear-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Ford F-150 XLT SuperCab 6.5-ft. Bed 3.5L","Ford","2011 Ford F-150","2011","365","420" +"135","253","212","Four-wheel drive","Ford 3.7L 6 Cylinder 302 hp 278 ft-lbs FFV","True","6","6 Speed Automatic","16","Gasoline","21","Automatic transmission","2011 Ford F-150 XLT SuperCab 6.5-ft. Bed 4X4","Ford","2011 Ford F-150","2011","302","278" +"135","253","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2011 Ford F-150 XLT SuperCab 6.5-ft. Bed V8 4X4","Ford","2011 Ford F-150","2011","360","380" +"135","253","212","Four-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Ford F-150 XLT SuperCab 6.5-ft. Bed 3.5L 4X4","Ford","2011 Ford F-150","2011","365","420" +"135","213","212","Rear-wheel drive","Ford 3.7L 6 Cylinder 302 hp 278 ft-lbs FFV","True","6","6 Speed Automatic","12","E85","17","Automatic transmission","2011 Ford F-150 XLT SuperCab 8-ft. Bed","Ford","2011 Ford F-150","2011","302","278" +"135","213","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Ford F-150 XLT SuperCab 8-ft. Bed V8","Ford","2011 Ford F-150","2011","360","380" +"135","213","212","Rear-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Ford F-150 XLT SuperCab 8-ft. Bed 3.5L","Ford","2011 Ford F-150","2011","365","420" +"156","213","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Ford F-150 XLT SuperCab 8-ft. Bed 4X4","Ford","2011 Ford F-150","2011","360","380" +"156","213","212","Four-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Ford F-150 XLT SuperCab 8-ft. Bed V6 4X4","Ford","2011 Ford F-150","2011","365","420" +"95","253","212","Rear-wheel drive","Ford 3.7L 6 Cylinder 302 hp 278 ft-lbs FFV","True","6","6 Speed Automatic","17","Gasoline","23","Automatic transmission","2011 Ford F-150 XLT SuperCrew 5.5-ft. Bed","Ford","2011 Ford F-150","2011","302","278" +"95","253","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","15","Automatic transmission","2011 Ford F-150 XLT SuperCrew 5.5-ft. Bed V8","Ford","2011 Ford F-150","2011","360","380" +"95","253","212","Rear-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Ford F-150 XLT SuperCrew 5.5-ft. Bed 3.5L","Ford","2011 Ford F-150","2011","365","420" +"143","253","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2011 Ford F-150 XLT SuperCrew 5.5-ft. Bed 4X4","Ford","2011 Ford F-150","2011","360","380" +"143","253","212","Four-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Ford F-150 XLT SuperCrew 5.5-ft. Bed V6 4X4","Ford","2011 Ford F-150","2011","365","420" +"95","45","212","Rear-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Ford F-150 XLT SuperCrew 6.5-ft. Bed","Ford","2011 Ford F-150","2011","360","380" +"95","45","212","Rear-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","22","Automatic transmission","2011 Ford F-150 XLT SuperCrew 6.5-ft. Bed V6","Ford","2011 Ford F-150","2011","365","420" +"148","45","212","Four-wheel drive","Ford 5.0L 8 Cylinder 360 hp 380 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","19","Automatic transmission","2011 Ford F-150 XLT SuperCrew 6.5-ft. Bed 4X4","Ford","2011 Ford F-150","2011","360","380" +"148","45","212","Four-wheel drive","Ford 3.5L 6 Cylinder 365 hp 420 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2011 Ford F-150 XLT SuperCrew 6.5-ft. Bed V6 4X4","Ford","2011 Ford F-150","2011","365","420" +"95","253","212","Rear-wheel drive","Ford 6.2L 8 Cylinder 411 hp 434 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 Ford F-150 Harley-Davidson SuperCrew 5.5-ft. Bed","Ford","2011 Ford F-150","2011","411","434" +"143","253","212","Four-wheel drive","Ford 6.2L 8 Cylinder 411 hp 434 ft-lbs","True","6","6 Speed Automatic Select Shift","12","Gasoline","16","Automatic transmission","2011 Ford F-150 Harley-Davidson SuperCrew 5.5-ft. Bed 4X4","Ford","2011 Ford F-150","2011","411","434" +"95","253","212","Rear-wheel drive","Ford 6.2L 8 Cylinder 411 hp 434 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2011 Ford F-150 Lariat Limited SuperCrew 5.5-ft. Bed","Ford","2011 Ford F-150","2011","411","434" +"135","253","212","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Ford F-150 FX4 SuperCab 6.5-ft. Bed 4X4","Ford","2010 Ford F-150","2010","310","365" +"143","253","212","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","13","Automatic transmission","2010 Ford F-150 FX4 SuperCrew 5.5-ft. Bed 4X4","Ford","2010 Ford F-150","2010","310","365" +"148","45","212","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","13","Automatic transmission","2010 Ford F-150 FX4 SuperCrew 6.5-ft. Bed 4X4","Ford","2010 Ford F-150","2010","310","365" +"24","253","212","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2010 Ford F-150 Lariat SuperCab 6.5-ft. Bed","Ford","2010 Ford F-150","2010","310","365" +"135","253","212","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Ford F-150 Lariat SuperCab 6.5-ft. Bed 4X4","Ford","2010 Ford F-150","2010","310","365" +"95","253","212","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2010 Ford F-150 Lariat SuperCrew 5.5-ft. Bed","Ford","2010 Ford F-150","2010","310","365" +"143","253","212","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","13","Automatic transmission","2010 Ford F-150 Lariat SuperCrew 5.5-ft. Bed 4X4","Ford","2010 Ford F-150","2010","310","365" +"95","45","212","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Ford F-150 Lariat SuperCrew 6.5-ft. Bed","Ford","2010 Ford F-150","2010","310","365" +"148","45","212","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","13","Automatic transmission","2010 Ford F-150 Lariat SuperCrew 6.5-ft. Bed 4X4","Ford","2010 Ford F-150","2010","310","365" +"102","36","212","Rear-wheel drive","Ford 4.6L 8 cylinder 248 hp 294 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2010 Ford F-150 STX 6.5-ft. Bed","Ford","2010 Ford F-150","2010","248","294" +"138","36","212","Four-wheel drive","Ford 4.6L 8 cylinder 248 hp 294 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Ford F-150 STX 6.5-ft. Bed 4X4","Ford","2010 Ford F-150","2010","248","294" +"138","36","212","Four-wheel drive","Ford 4.6L 8 cylinder 292 hp 320 ft-lbs","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Ford F-150 STX 6.5-ft. Bed 292 hp 4X4","Ford","2010 Ford F-150","2010","292","320" +"24","253","212","Rear-wheel drive","Ford 4.6L 8 cylinder 248 hp 294 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2010 Ford F-150 STX SuperCab 6.5-ft. Bed","Ford","2010 Ford F-150","2010","248","294" +"24","253","212","Rear-wheel drive","Ford 4.6L 8 cylinder 292 hp 320 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Ford F-150 STX SuperCab 6.5-ft. Bed 292 hp","Ford","2010 Ford F-150","2010","292","320" +"135","253","212","Four-wheel drive","Ford 4.6L 8 cylinder 248 hp 294 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Ford F-150 STX SuperCab 6.5-ft. Bed 4X4","Ford","2010 Ford F-150","2010","248","294" +"135","253","212","Four-wheel drive","Ford 4.6L 8 cylinder 292 hp 320 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Ford F-150 STX SuperCab 6.5-ft. Bed 292 hp 4X4","Ford","2010 Ford F-150","2010","292","320" +"199","234","212","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Ford F-150 SVT Raptor SuperCab 5.5-ft. Bed 4X4","Ford","2010 Ford F-150","2010","310","365" +"102","36","212","Rear-wheel drive","Ford 4.6L 8 cylinder 248 hp 294 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2010 Ford F-150 XL 6.5-ft. Bed","Ford","2010 Ford F-150","2010","248","294" +"138","36","212","Four-wheel drive","Ford 4.6L 8 cylinder 248 hp 294 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Ford F-150 XL 6.5-ft. Bed 4X4","Ford","2010 Ford F-150","2010","248","294" +"143","253","212","Rear-wheel drive","Ford 4.6L 8 cylinder 248 hp 294 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2010 Ford F-150 XL 8-ft. Bed","Ford","2010 Ford F-150","2010","248","294" +"143","253","212","Rear-wheel drive","Ford 4.6L 8 cylinder 292 hp 320 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Ford F-150 XL 8-ft. Bed 292 hp","Ford","2010 Ford F-150","2010","292","320" +"143","253","212","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2010 Ford F-150 XL 8-ft. Bed FFV","Ford","2010 Ford F-150","2010","310","365" +"133","253","212","Four-wheel drive","Ford 4.6L 8 cylinder 248 hp 294 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Ford F-150 XL 8-ft. Bed 4X4","Ford","2010 Ford F-150","2010","248","294" +"133","253","212","Four-wheel drive","Ford 4.6L 8 cylinder 292 hp 320 ft-lbs","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Ford F-150 XL 8-ft. Bed 292 hp 4X4","Ford","2010 Ford F-150","2010","292","320" +"133","253","212","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Ford F-150 XL 8-ft. Bed FFV 4X4","Ford","2010 Ford F-150","2010","310","365" +"24","253","212","Rear-wheel drive","Ford 4.6L 8 cylinder 248 hp 294 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2010 Ford F-150 XL SuperCab 6.5-ft. Bed","Ford","2010 Ford F-150","2010","248","294" +"24","253","212","Rear-wheel drive","Ford 4.6L 8 cylinder 292 hp 320 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Ford F-150 XL SuperCab 6.5-ft. Bed 292 hp","Ford","2010 Ford F-150","2010","292","320" +"24","253","212","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Ford F-150 XL SuperCab 6.5-ft. Bed FFV","Ford","2010 Ford F-150","2010","310","365" +"135","253","212","Four-wheel drive","Ford 4.6L 8 cylinder 248 hp 294 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Ford F-150 XL SuperCab 6.5-ft. Bed 4X4","Ford","2010 Ford F-150","2010","248","294" +"135","253","212","Four-wheel drive","Ford 4.6L 8 cylinder 292 hp 320 ft-lbs","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Ford F-150 XL SuperCab 6.5-ft. Bed 292 hp 4X4","Ford","2010 Ford F-150","2010","292","320" +"135","253","212","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","13","Automatic transmission","2010 Ford F-150 XL SuperCab 6.5-ft. Bed FFV 4X4","Ford","2010 Ford F-150","2010","310","365" +"135","213","212","Rear-wheel drive","Ford 4.6L 8 cylinder 248 hp 294 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2010 Ford F-150 XL SuperCab 8-ft. Bed","Ford","2010 Ford F-150","2010","248","294" +"135","213","212","Rear-wheel drive","Ford 4.6L 8 cylinder 292 hp 320 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Ford F-150 XL SuperCab 8-ft. Bed 292 hp","Ford","2010 Ford F-150","2010","292","320" +"138","36","212","Four-wheel drive","Ford 4.6L 8 cylinder 248 hp 294 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Ford F-150 XL 6.5-ft. Bed 4X4","Ford","2010 Ford F-150","2010","248","294" +"143","253","212","Rear-wheel drive","Ford 4.6L 8 cylinder 248 hp 294 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2010 Ford F-150 XL 8-ft. Bed","Ford","2010 Ford F-150","2010","248","294" +"156","213","212","Four-wheel drive","Ford 4.6L 8 cylinder 292 hp 320 ft-lbs","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Ford F-150 XL SuperCab 8-ft. Bed 292 hp 4X4","Ford","2010 Ford F-150","2010","292","320" +"156","213","212","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Ford F-150 XL SuperCab 8-ft. Bed FFV 4X4","Ford","2010 Ford F-150","2010","310","365" +"95","253","212","Rear-wheel drive","Ford 4.6L 8 cylinder 248 hp 294 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2010 Ford F-150 XL SuperCrew 5.5-ft. Bed","Ford","2010 Ford F-150","2010","248","294" +"95","253","212","Rear-wheel drive","Ford 4.6L 8 cylinder 292 hp 320 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Ford F-150 XL SuperCrew 5.5-ft. Bed 292 hp","Ford","2010 Ford F-150","2010","292","320" +"143","253","212","Four-wheel drive","Ford 4.6L 8 cylinder 292 hp 320 ft-lbs","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Ford F-150 XL SuperCrew 5.5-ft. Bed 4X4","Ford","2010 Ford F-150","2010","292","320" +"95","45","212","Rear-wheel drive","Ford 4.6L 8 cylinder 248 hp 294 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2010 Ford F-150 XL SuperCrew 6.5-ft. Bed","Ford","2010 Ford F-150","2010","248","294" +"95","45","212","Rear-wheel drive","Ford 4.6L 8 cylinder 292 hp 320 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Ford F-150 XL SuperCrew 6.5-ft. Bed 292 hp","Ford","2010 Ford F-150","2010","292","320" +"148","45","212","Four-wheel drive","Ford 4.6L 8 cylinder 292 hp 320 ft-lbs","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Ford F-150 XL SuperCrew 6.5-ft. Bed 4X4","Ford","2010 Ford F-150","2010","292","320" +"102","36","212","Rear-wheel drive","Ford 4.6L 8 cylinder 248 hp 294 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2010 Ford F-150 XLT 6.5-ft. Bed","Ford","2010 Ford F-150","2010","248","294" +"138","36","212","Four-wheel drive","Ford 4.6L 8 cylinder 248 hp 294 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Ford F-150 XLT 6.5-ft. Bed 4X4","Ford","2010 Ford F-150","2010","248","294" +"135","253","212","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Ford F-150 XL SuperCab 6.5-ft. Bed FFV 4X4","Ford","2010 Ford F-150","2010","310","365" +"138","36","212","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","13","Automatic transmission","2010 Ford F-150 XLT 6.5-ft. Bed FFV 4X4","Ford","2010 Ford F-150","2010","310","365" +"143","253","212","Rear-wheel drive","Ford 4.6L 8 cylinder 248 hp 294 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2010 Ford F-150 XLT 8-ft. Bed","Ford","2010 Ford F-150","2010","248","294" +"143","253","212","Rear-wheel drive","Ford 4.6L 8 cylinder 292 hp 320 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Ford F-150 XLT 8-ft. Bed 292 hp","Ford","2010 Ford F-150","2010","292","320" +"143","253","212","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Ford F-150 XLT 8-ft. Bed FFV","Ford","2010 Ford F-150","2010","310","365" +"133","253","212","Four-wheel drive","Ford 4.6L 8 cylinder 248 hp 294 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Ford F-150 XLT 8-ft. Bed 4X4","Ford","2010 Ford F-150","2010","248","294" +"133","253","212","Four-wheel drive","Ford 4.6L 8 cylinder 292 hp 320 ft-lbs","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Ford F-150 XLT 8-ft. Bed 292 hp 4X4","Ford","2010 Ford F-150","2010","292","320" +"133","253","212","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Ford F-150 XLT 8-ft. Bed FFV 4X4","Ford","2010 Ford F-150","2010","310","365" +"24","253","212","Rear-wheel drive","Ford 4.6L 8 cylinder 292 hp 320 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Ford F-150 XLT SuperCab 6.5-ft. Bed","Ford","2010 Ford F-150","2010","292","320" +"143","253","212","Four-wheel drive","Ford 4.6L 8 cylinder 292 hp 320 ft-lbs","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Ford F-150 XL SuperCrew 5.5-ft. Bed 4X4","Ford","2010 Ford F-150","2010","292","320" +"95","45","212","Rear-wheel drive","Ford 4.6L 8 cylinder 248 hp 294 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","19","Automatic transmission","2010 Ford F-150 XL SuperCrew 6.5-ft. Bed","Ford","2010 Ford F-150","2010","248","294" +"135","253","212","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","13","Automatic transmission","2010 Ford F-150 XLT SuperCab 6.5-ft. Bed FFV 4X4","Ford","2010 Ford F-150","2010","310","365" +"135","213","212","Rear-wheel drive","Ford 4.6L 8 cylinder 292 hp 320 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Ford F-150 XLT SuperCab 8-ft. Bed","Ford","2010 Ford F-150","2010","292","320" +"135","213","212","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Ford F-150 XLT SuperCab 8-ft. Bed FFV","Ford","2010 Ford F-150","2010","310","365" +"156","213","212","Four-wheel drive","Ford 4.6L 8 cylinder 292 hp 320 ft-lbs","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Ford F-150 XLT SuperCab 8-ft. Bed 4X4","Ford","2010 Ford F-150","2010","292","320" +"156","213","212","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Ford F-150 XLT SuperCab 8-ft. Bed FFV 4X4","Ford","2010 Ford F-150","2010","310","365" +"95","253","212","Rear-wheel drive","Ford 4.6L 8 cylinder 292 hp 320 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Ford F-150 XLT SuperCrew 5.5-ft. Bed","Ford","2010 Ford F-150","2010","292","320" +"95","253","212","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","Gasoline","14","Automatic transmission","2010 Ford F-150 XLT SuperCrew 5.5-ft. Bed FFV","Ford","2010 Ford F-150","2010","310","365" +"143","253","212","Four-wheel drive","Ford 4.6L 8 cylinder 292 hp 320 ft-lbs","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Ford F-150 XLT SuperCrew 5.5-ft. Bed 4X4","Ford","2010 Ford F-150","2010","292","320" +"143","253","212","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","13","Automatic transmission","2010 Ford F-150 XLT SuperCrew 5.5-ft. Bed FFV 4X4","Ford","2010 Ford F-150","2010","310","365" +"95","45","212","Rear-wheel drive","Ford 4.6L 8 cylinder 292 hp 320 ft-lbs","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2010 Ford F-150 XLT SuperCrew 6.5-ft. Bed","Ford","2010 Ford F-150","2010","292","320" +"95","45","212","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2010 Ford F-150 XLT SuperCrew 6.5-ft. Bed FFV","Ford","2010 Ford F-150","2010","310","365" +"148","45","212","Four-wheel drive","Ford 4.6L 8 cylinder 292 hp 320 ft-lbs","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2010 Ford F-150 XLT SuperCrew 6.5-ft. Bed 4X4","Ford","2010 Ford F-150","2010","292","320" +"148","45","212","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","18","Automatic transmission","2010 Ford F-150 XLT SuperCrew 6.5-ft. Bed FFV 4X4","Ford","2010 Ford F-150","2010","310","365" +"82","207","240","Rear-wheel drive","GMC 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic Select Shift","20","Gasoline","23","Automatic transmission","2011 GMC Sierra 1500 Hybrid 3HA 2WD","GMC","2011 GMC Sierra 1500 Hybrid","2011","332","367" +"82","207","240","Rear-wheel drive","GMC 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic Select Shift","20","Gasoline","23","Automatic transmission","2011 GMC Sierra 1500 Hybrid 3HB 2WD","GMC","2011 GMC Sierra 1500 Hybrid","2011","332","367" +"79","207","240","Four-wheel drive","GMC 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic Select Shift","20","Gasoline","23","Automatic transmission","2011 GMC Sierra 1500 Hybrid 3HA 4WD","GMC","2011 GMC Sierra 1500 Hybrid","2011","332","367" +"79","207","240","Four-wheel drive","GMC 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic Select Shift","20","Gasoline","23","Automatic transmission","2011 GMC Sierra 1500 Hybrid 3HB 4WD","GMC","2011 GMC Sierra 1500 Hybrid","2011","332","367" +"82","207","240","Rear-wheel drive","GMC 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","21","Gasoline","22","Automatic transmission","2010 GMC Sierra 1500 Hybrid 3HA 2WD","GMC","2010 GMC Sierra 1500 Hybrid","2010","332","367" +"82","207","240","Rear-wheel drive","GMC 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","21","Gasoline","22","Automatic transmission","2010 GMC Sierra 1500 Hybrid 3HB 2WD","GMC","2010 GMC Sierra 1500 Hybrid","2010","332","367" +"79","207","240","Four-wheel drive","GMC 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","21","Gasoline","22","Automatic transmission","2010 GMC Sierra 1500 Hybrid 3HA 4WD","GMC","2010 GMC Sierra 1500 Hybrid","2010","332","367" +"79","207","240","Four-wheel drive","GMC 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","21","Gasoline","22","Automatic transmission","2010 GMC Sierra 1500 Hybrid 3HB 4WD","GMC","2010 GMC Sierra 1500 Hybrid","2010","332","367" +"135","2","219","Four-wheel drive","Ford 6.2L 8 Cylinder 411 hp 434 ft-lbs","True","6","6 Speed Automatic Select Shift","12","Gasoline","16","Automatic transmission","2011 Ford F-150 Lariat Limited SuperCrew 5.5-ft. Bed 4X4","Ford","2011 Ford F-150","2011","411","434" +"246","102","83","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 470 hp 443 ft-lbs","True","6","6 Speed Manual","11","Gasoline","17","Manual transmission","2011 Aston Martin DB9 Volante Special Edition","Aston Martin","2011 Aston Martin DB9 Volante","2011","470","443" +"183","40","67","Rear-wheel drive","BMW 3.0L 6 cylinder 240hp 230 ft-lbs","True","8","8 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2011 BMW 528i Sedan","BMW","2011 BMW 5 Series Sedan","2011","240","230" +"183","40","67","All-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","19","Gasoline","29","Automatic transmission","2011 BMW 535i xDrive Sedan","BMW","2011 BMW 5 Series Sedan","2011","300","300" +"183","40","67","All-wheel drive","BMW 4.4L 8 cylinder 400 hp 450 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2011 BMW 550i xDrive Sedan","BMW","2011 BMW 5 Series Sedan","2011","400","450" +"150","22","234","Rear-wheel drive","Mercedes-Benz 3.0L 6 Cylinder 228 hp 221 ft-lbs","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2010 Mercedes-Benz C300 Sport","Mercedes","2010 Mercedes-Benz C-Class","2010","228","221" +"150","22","234","Rear-wheel drive","Mercedes-Benz 3.0L 6 Cylinder 228 hp 221 ft-lbs","True","7","7 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2010 Mercedes-Benz C300 Sport AT","Mercedes","2010 Mercedes-Benz C-Class","2010","228","221" +"97","235","224","Rear-wheel drive","Dodge 3.7L 6 Cylinder 215 hp 235 ft-lbs","True","4","4 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 ST Regular Cab 8'' box 4x2","Dodge","2011 Dodge Ram 1500","2011","215","235" +"97","235","224","Rear-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2011 Dodge Ram 1500 ST Regular Cab 8'' box 310 hp 4x2","Dodge","2011 Dodge Ram 1500","2011","310","330" +"97","235","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 ST Regular Cab 8'' box 390 hp 4x2","Dodge","2011 Dodge Ram 1500","2011","390","407" +"113","235","224","Four-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Dodge Ram 1500 ST Regular Cab 8'' box 4x4","Dodge","2011 Dodge Ram 1500","2011","310","330" +"113","235","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 ST Regular Cab 8'' box 390 hp 4x4","Dodge","2011 Dodge Ram 1500","2011","390","407" +"97","235","224","Rear-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2011 Dodge Ram 1500 SLT Regular Cab 8'' box 4x2","Dodge","2011 Dodge Ram 1500","2011","310","330" +"97","235","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 SLT Regular Cab 8'' box 390 hp 4x2","Dodge","2011 Dodge Ram 1500","2011","390","407" +"113","235","224","Four-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Dodge Ram 1500 SLT Regular Cab 8'' box 4x4","Dodge","2011 Dodge Ram 1500","2011","310","330" +"113","235","224","Four-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 SLT Regular Cab 8'' box 390 hp 4x4","Dodge","2011 Dodge Ram 1500","2011","390","407" +"97","235","224","Rear-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2011 Dodge Ram 1500 Tradesman Regular Cab 8'' Box 4x2","Dodge","2011 Dodge Ram 1500","2011","310","330" +"97","235","224","Rear-wheel drive","Dodge 5.7L 8 Cylinder 390 hp 407 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2011 Dodge Ram 1500 Tradesman Regular Cab 8'' Box 390 hp 4x2","Dodge","2011 Dodge Ram 1500","2011","390","407" +"97","235","224","Four-wheel drive","Dodge 4.7L 8 Cylinder 310 hp 330 ft-lbs FFV","True","5","5 Speed Automatic","13","Gasoline","18","Automatic transmission","2011 Dodge Ram 1500 Tradesman Regular Cab 8'' Box 4x4","Dodge","2011 Dodge Ram 1500","2011","310","330" +"132","21","211","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","18","Gasoline","28","Manual transmission","2012 BMW 128i Convertible","BMW Motorrad","2012 BMW 1 Series Convertible","2012","230","200" +"132","21","211","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2012 BMW 128i Convertible AT","BMW Motorrad","2012 BMW 1 Series Convertible","2012","230","200" +"132","21","211","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Manual","19","Gasoline","28","Manual transmission","2012 BMW 135i Convertible","BMW","2012 BMW 1 Series Convertible","2012","300","300" +"142","21","211","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","18","Gasoline","28","Manual transmission","2012 BMW 128i Coup","BMW Motorrad","2012 BMW 1 Series Coup","2012","230","200" +"142","21","211","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2012 BMW 128i Coup AT","BMW Motorrad","2012 BMW 1 Series Coup","2012","230","200" +"142","21","211","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Manual","20","Gasoline","28","Manual transmission","2012 BMW 135i Coup","BMW","2012 BMW 1 Series Coup","2012","300","300" +"142","21","211","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","7","7 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2012 BMW 135i Coup AT","BMW","2012 BMW 1 Series Coup","2012","300","300" +"137","184","24","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2012 BMW 328i Sports Wagon","BMW Motorrad","2012 BMW 3 Series Sports Wagon","2012","230","200" +"137","184","24","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2012 BMW 328i Sports Wagon AT","BMW Motorrad","2012 BMW 3 Series Sports Wagon","2012","230","200" +"137","184","24","All-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","17","Gasoline","25","Manual transmission","2012 BMW 328i xDrive Sports Wagon","BMW Motorrad","2012 BMW 3 Series Sports Wagon","2012","230","200" +"137","184","24","All-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2012 BMW 328i xDrive Sports Wagon AT","BMW Motorrad","2012 BMW 3 Series Sports Wagon","2012","230","200" +"185","6","31","Front-wheel drive","Ford 2.0L 4 Cylinder 160 hp 146 ft-lbs","True","5","5 Speed Manual","26","Gasoline","36","Manual transmission","2012 Ford Focus SE 5-Door","Ford","2012 Ford Focus 5-Door","2012","160","146" +"185","6","31","Front-wheel drive","Ford 2.0L 4 Cylinder 160 hp 146 ft-lbs","True","6","6 Speed Automatic","28","Gasoline","38","Automatic transmission","2012 Ford Focus SE 5-Door AT","Ford","2012 Ford Focus 5-Door","2012","160","146" +"185","6","31","Front-wheel drive","Ford 2.0L 4 Cylinder 160 hp 146 ft-lbs","True","6","6 Speed Automatic Select Shift","27","Gasoline","37","Automatic transmission","2012 Ford Focus SEL 5-Door","Ford","2012 Ford Focus 5-Door","2012","160","146" +"185","6","31","Front-wheel drive","Ford 2.0L 4 Cylinder 160 hp 146 ft-lbs","True","6","6 Speed Automatic Select Shift","27","Gasoline","37","Automatic transmission","2012 Ford Focus Titanium 5-Door","Ford","2012 Ford Focus 5-Door","2012","160","146" +"45","150","57","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2012 Nissan 370Z Roadster Touring","Nissan","2012 Nissan 370Z Roadster","2012","332","270" +"45","150","57","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","7","7 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2012 Nissan 370Z Roadster","Nissan","2012 Nissan 370Z Roadster","2012","332","270" +"45","150","57","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","7","7 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2012 Nissan 370Z Roadster Touring AT","Nissan","2012 Nissan 370Z Roadster","2012","332","270" +"35","150","52","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2012 Nissan 370Z Coupe Touring","Nissan","2012 Nissan 370Z Coupe","2012","332","270" +"35","52","52","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2012 Nissan 370Z Coupe NISMO","Nissan","2012 Nissan 370Z Coupe","2012","332","270" +"35","150","52","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2012 Nissan 370Z Coupe","Nissan","2012 Nissan 370Z Coupe","2012","332","270" +"35","150","52","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","7","7 Speed Automatic Select Shift","19","Gasoline","26","Automatic transmission","2012 Nissan 370Z Coupe Touring AT","Nissan","2012 Nissan 370Z Coupe","2012","332","270" +"35","150","52","Rear-wheel drive","Nissan 3.7L 6 Cylinder 332 hp 270 ft-lbs","True","7","7 Speed Automatic Select Shift","19","Gasoline","26","Automatic transmission","2012 Nissan 370Z Coupe AT","Nissan","2012 Nissan 370Z Coupe","2012","332","270" +"33","28","229","Front-wheel drive","Nissan 1.6L 4 Cylinder 188 hp 177 ft-lbs Turbo","True","6","6 Speed Manual","25","Gasoline","31","Manual transmission","2012 Nissan JUKE SV MT","Nissan","2012 Nissan JUKE","2012","188","177" +"33","28","229","Front-wheel drive","Nissan 1.6L 4 Cylinder 188 hp 177 ft-lbs Turbo","True","6","6 Speed Manual","25","Gasoline","31","Manual transmission","2012 Nissan JUKE SL MT","Nissan","2012 Nissan JUKE","2012","188","177" +"119","122","254","Front-wheel drive","Hyundai 1.6L 4 Cylinder 138 hp 123 ft-lbs","True","6","6 Speed Manual","28","Gasoline","40","Manual transmission","2012 Hyundai Veloster","Hyundai","2012 Hyundai Veloster","2012","138","123" +"210","38","97","Rear-wheel drive","Hyundai 5.0L 8 Cylinder 429 hp 376 ft-lbs","True","8","8 Speed Automatic Select Shift","15","Gasoline","23","Automatic transmission","2012 Hyundai Equus Signature","Hyundai","2012 Hyundai Equus","2012","429","376" +"210","38","97","Rear-wheel drive","Hyundai 5.0L 8 Cylinder 429 hp 376 ft-lbs","True","8","8 Speed Automatic Select Shift","15","Gasoline","23","Automatic transmission","2012 Hyundai Equus Ultimate","Hyundai","2012 Hyundai Equus","2012","429","376" +"188","68","97","All-wheel drive","Hyundai 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2012 Hyundai Santa Fe Limited 3.5 AWD","Hyundai","2012 Hyundai Santa Fe","2012","276","248" +"188","68","97","All-wheel drive","Hyundai 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2012 Hyundai Santa Fe GLS 3.5 AWD","Hyundai","2012 Hyundai Santa Fe","2012","276","248" +"188","68","97","Front-wheel drive","Hyundai 2.4L 4 Cylinder 175 hp 169 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","28","Automatic transmission","2012 Hyundai Santa Fe Limited","Hyundai","2012 Hyundai Santa Fe","2012","175","169" +"188","68","97","All-wheel drive","Hyundai 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2012 Hyundai Santa Fe SE AWD","Hyundai","2012 Hyundai Santa Fe","2012","276","248" +"188","68","97","Front-wheel drive","Hyundai 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2012 Hyundai Santa Fe SE","Hyundai","2012 Hyundai Santa Fe","2012","276","248" +"188","68","97","Front-wheel drive","Hyundai 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2012 Hyundai Santa Fe Limited 3.5","Hyundai","2012 Hyundai Santa Fe","2012","276","248" +"188","68","97","Front-wheel drive","Hyundai 2.4L 4 Cylinder 175 hp 169 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","28","Automatic transmission","2012 Hyundai Santa Fe GLS","Hyundai","2012 Hyundai Santa Fe","2012","175","169" +"188","68","97","Front-wheel drive","Hyundai 3.5L 6 Cylinder 276 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","26","Automatic transmission","2012 Hyundai Santa Fe GLS 3.5","Hyundai","2012 Hyundai Santa Fe","2012","276","248" +"188","68","97","All-wheel drive","Hyundai 2.4L 4 Cylinder 175 hp 169 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","25","Automatic transmission","2012 Hyundai Santa Fe GLS AWD","Hyundai","2012 Hyundai Santa Fe","2012","175","169" +"168","125","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2012 Ford Expedition XL","Ford","2012 Ford Expedition","2012","310","365" +"168","125","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2012 Ford Expedition XLT","Ford","2012 Ford Expedition","2012","310","365" +"168","125","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2012 Ford Expedition Limited","Ford","2012 Ford Expedition","2012","310","365" +"168","125","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2012 Ford Expedition King Ranch","Ford","2012 Ford Expedition","2012","310","365" +"181","245","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2012 Ford Expedition XL EL","Ford","2012 Ford Expedition","2012","310","365" +"181","245","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2012 Ford Expedition XLT EL","Ford","2012 Ford Expedition","2012","310","365" +"181","245","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2012 Ford Expedition Limited EL","Ford","2012 Ford Expedition","2012","310","365" +"181","245","209","Rear-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2012 Ford Expedition King Ranch EL","Ford","2012 Ford Expedition","2012","310","365" +"168","125","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2012 Ford Expedition XL 4x4","Ford","2012 Ford Expedition","2012","310","365" +"168","125","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","13","Gasoline","18","Automatic transmission","2012 Ford Expedition XLT 4x4","Ford","2012 Ford Expedition","2012","310","365" +"168","125","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2012 Ford Expedition Limited 4x4","Ford","2012 Ford Expedition","2012","310","365" +"168","125","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","13","Gasoline","18","Automatic transmission","2012 Ford Expedition King Ranch 4x4","Ford","2012 Ford Expedition","2012","310","365" +"196","245","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2012 Ford Expedition XL EL 4x4","Ford","2012 Ford Expedition","2012","310","365" +"196","245","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2012 Ford Expedition XLT EL 4x4","Ford","2012 Ford Expedition","2012","310","365" +"196","245","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2012 Ford Expedition Limited EL 4x4","Ford","2012 Ford Expedition","2012","310","365" +"196","245","209","Four-wheel drive","Ford 5.4L 8 cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","13","Gasoline","18","Automatic transmission","2012 Ford Expedition King Ranch EL 4x4","Ford","2012 Ford Expedition","2012","310","365" +"110","186","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","22","Automatic transmission","2012 Nissan Xterra X","Nissan","2012 Nissan Xterra","2012","261","281" +"110","186","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2012 Nissan Xterra X 4X4","Nissan","2012 Nissan Xterra","2012","261","281" +"110","186","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","22","Automatic transmission","2012 Nissan Xterra S","Nissan","2012 Nissan Xterra","2012","261","281" +"110","186","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","6","6 Speed Manual","16","Gasoline","20","Manual transmission","2012 Nissan Xterra S 4X4","Nissan","2012 Nissan Xterra","2012","261","281" +"110","186","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2012 Nissan Xterra S 4X4 AT","Nissan","2012 Nissan Xterra","2012","261","281" +"110","186","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","6","6 Speed Manual","16","Gasoline","20","Manual transmission","2012 Nissan Xterra Pro-4X","Nissan","2012 Nissan Xterra","2012","261","281" +"110","186","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 261 hp 281 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","20","Automatic transmission","2012 Nissan Xterra Pro-4X AT","Nissan","2012 Nissan Xterra","2012","261","281" +"36","20","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","22","Automatic transmission","2012 Nissan Pathfinder S","Nissan","2012 Nissan Pathfinder","2012","266","288" +"52","20","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","20","Automatic transmission","2012 Nissan Pathfinder S 4x4","Nissan","2012 Nissan Pathfinder","2012","266","288" +"41","20","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2012 Nissan Pathfinder SV","Nissan","2012 Nissan Pathfinder","2012","266","288" +"52","20","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2012 Nissan Pathfinder SV 4x4","Nissan","2012 Nissan Pathfinder","2012","266","288" +"41","20","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2012 Nissan Pathfinder Silver Edition","Nissan","2012 Nissan Pathfinder","2012","266","288" +"52","20","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2012 Nissan Pathfinder Silver Edition 4x4","Nissan","2012 Nissan Pathfinder","2012","266","288" +"41","20","57","Rear-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2012 Nissan Pathfinder LE","Nissan","2012 Nissan Pathfinder","2012","266","288" +"52","20","57","Four-wheel drive","Nissan 4.0L 6 Cylinder 266 hp 288 ft-lbs","True","5","5 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2012 Nissan Pathfinder LE 4x4","Nissan","2012 Nissan Pathfinder","2012","266","288" +"54","20","57","Four-wheel drive","Nissan 5.6L 8 Cylinder 310 hp 388 ft-lbs","True","5","5 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2012 Nissan Pathfinder LE V8","Nissan","2012 Nissan Pathfinder","2012","310","388" +"214","233","153","Front-wheel drive","Hyundai 3.8L 6 cylinder 260hp 257 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","22","Automatic transmission","2012 Hyundai Veracruz GLS","Hyundai","2012 Hyundai Veracruz","2012","260","257" +"214","233","153","All-wheel drive","Hyundai 3.8L 6 cylinder 260hp 257 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","21","Automatic transmission","2012 Hyundai Veracruz GLS AWD","Hyundai","2012 Hyundai Veracruz","2012","260","257" +"214","233","153","All-wheel drive","Hyundai 3.8L 6 cylinder 260hp 257 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","21","Automatic transmission","2012 Hyundai Veracruz Limited AWD","Hyundai","2012 Hyundai Veracruz","2012","260","257" +"214","233","153","Front-wheel drive","Hyundai 3.8L 6 cylinder 260hp 257 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","22","Automatic transmission","2012 Hyundai Veracruz Limited","Hyundai","2012 Hyundai Veracruz","2012","260","257" +"172","164","236","Rear-wheel drive","Infiniti 2.5L 6 Cylinder 218 hp 187 ft-lbs","True","7","7 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2012 Infiniti G25","Infiniti","2012 Infiniti G25","2012","218","187" +"172","164","236","Rear-wheel drive","Infiniti 2.5L 6 Cylinder 218 hp 187 ft-lbs","True","7","7 Speed Automatic Select Shift","20","Gasoline","29","Automatic transmission","2012 Infiniti G25 Journey","Infiniti","2012 Infiniti G25","2012","218","187" +"172","164","236","All-wheel drive","Infiniti 2.5L 6 Cylinder 218 hp 187 ft-lbs","True","7","7 Speed Automatic Select Shift","19","Gasoline","27","Automatic transmission","2012 Infiniti G25x AWD","Infiniti","2012 Infiniti G25","2012","218","187" +"172","164","236","Rear-wheel drive","Infiniti 3.7L 6 cylinder 328 hp 269 ft-lbs","True","7","7 Speed Automatic Select Shift","19","Gasoline","27","Automatic transmission","2012 Infiniti G37 Sedan Journey","Infiniti","2012 Infiniti G37 Sedan","2012","328","269" +"188","164","236","All-wheel drive","Infiniti 3.7L 6 cylinder 328 hp 269 ft-lbs","True","7","7 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2012 Infiniti G37x Sedan AWD","Infiniti","2012 Infiniti G37 Sedan","2012","328","269" +"172","164","236","Rear-wheel drive","Infiniti 3.7L 6 cylinder 328 hp 269 ft-lbs","True","6","6 Speed Manual","17","Gasoline","25","Manual transmission","2012 Infiniti G37 Sedan Sport 6MT","Infiniti","2012 Infiniti G37 Sedan","2012","328","269" +"111","42","31","Rear-wheel drive","Infiniti 3.7L 6 cylinder 330 hp 270 ft-lbs","True","7","7 Speed Automatic Select Shift","19","Gasoline","27","Automatic transmission","2012 Infiniti G37 Coupe","Infiniti","2012 Infiniti G37 Coupe","2012","330","270" +"111","42","31","Rear-wheel drive","Infiniti 3.7L 6 cylinder 330 hp 270 ft-lbs","True","7","7 Speed Automatic Select Shift","19","Gasoline","27","Automatic transmission","2012 Infiniti G37 Coupe Journey","Infiniti","2012 Infiniti G37 Coupe","2012","330","270" +"127","42","31","All-wheel drive","Infiniti 3.7L 6 cylinder 330 hp 270 ft-lbs","True","7","7 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2012 Infiniti G37x Coupe AWD","Infiniti","2012 Infiniti G37 Coupe","2012","330","270" +"114","42","31","Rear-wheel drive","Infiniti 3.7L 6 cylinder 330 hp 270 ft-lbs","True","6","6 Speed Manual","17","Gasoline","25","Manual transmission","2012 Infiniti G37 Coupe Sport 6MT","Infiniti","2012 Infiniti G37 Coupe","2012","330","270" +"167","155","247","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","29","Manual transmission","2012 Volvo C30 R-Design","Volvo","2012 Volvo C30","2012","227","236" +"167","155","247","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","29","Manual transmission","2012 Volvo C30 T5","Volvo","2012 Volvo C30","2012","227","236" +"115","95","21","Four-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","22","Gasoline","28","Manual transmission","2012 Jeep Compass Sport 4x4","Jeep","2012 Jeep Compass","2012","172","165" +"115","95","21","Front-wheel drive","Jeep 2.0L 4 Cylinder 158 hp 141 ft-lbs","True","5","5 Speed Manual","23","Gasoline","29","Manual transmission","2012 Jeep Compass Sport 4x2","Jeep","2012 Jeep Compass","2012","158","141" +"168","155","222","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2012 Nissan Armada SV","Nissan","2012 Nissan Armada","2012","317","385" +"168","155","222","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","12","Gasoline","19","Automatic transmission","2012 Nissan Armada SV FFV","Nissan","2012 Nissan Armada","2012","317","385" +"189","155","222","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","18","Automatic transmission","2012 Nissan Armada SV 4x4","Nissan","2012 Nissan Armada","2012","317","385" +"189","155","222","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","12","Gasoline","18","Automatic transmission","2012 Nissan Armada SV 4x4 FFV","Nissan","2012 Nissan Armada","2012","317","385" +"168","155","222","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2012 Nissan Armada SL","Nissan","2012 Nissan Armada","2012","317","385" +"168","155","222","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","9","E85","13","Automatic transmission","2012 Nissan Armada SL FFV","Nissan","2012 Nissan Armada","2012","317","385" +"189","155","222","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","18","Automatic transmission","2012 Nissan Armada SL 4x4","Nissan","2012 Nissan Armada","2012","317","385" +"189","155","222","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","12","Gasoline","18","Automatic transmission","2012 Nissan Armada SL 4x4 FFV","Nissan","2012 Nissan Armada","2012","317","385" +"168","155","222","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","13","Gasoline","19","Automatic transmission","2012 Nissan Armada Platinum","Nissan","2012 Nissan Armada","2012","317","385" +"168","155","222","Rear-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","12","Gasoline","19","Automatic transmission","2012 Nissan Armada SL FFV","Nissan","2012 Nissan Armada","2012","317","385" +"189","155","222","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","18","Automatic transmission","2012 Nissan Armada Platinum 4x4","Nissan","2012 Nissan Armada","2012","317","385" +"189","155","222","Four-wheel drive","Nissan 5.6L 8 Cylinder 317 hp 385 ft-lbs FFV","True","5","5 Speed Automatic","12","Gasoline","18","Automatic transmission","2012 Nissan Armada Platinum 4x4 FFV","Nissan","2012 Nissan Armada","2012","317","385" +"145","228","8","Rear-wheel drive","Lexus 2.5L 6 Cylinder 204 hp 185 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","30","Automatic transmission","2012 Lexus IS 250 RWD","Lexus","2012 Lexus IS","2012","204","185" +"160","228","8","All-wheel drive","Lexus 2.5L 6 Cylinder 204 hp 185 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","27","Automatic transmission","2012 Lexus IS 250 AWD","Lexus","2012 Lexus IS","2012","204","185" +"145","228","8","Rear-wheel drive","Lexus 2.5L 6 Cylinder 204 hp 185 ft-lbs","True","6","6 Speed Manual","19","Gasoline","28","Manual transmission","2012 Lexus IS 250 RWD MT","Lexus","2012 Lexus IS","2012","204","185" +"145","228","8","Rear-wheel drive","Lexus 3.5L 6 Cylinder 306 hp 277 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","27","Automatic transmission","2012 Lexus IS 350 RWD","Lexus","2012 Lexus IS","2012","306","277" +"145","228","8","All-wheel drive","Lexus 3.5L 6 Cylinder 306 hp 277 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2012 Lexus IS 350 AWD","Lexus","2012 Lexus IS","2012","306","277" +"135","27","8","Rear-wheel drive","Lexus 2.5L 6 Cylinder 204 hp 185 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","27","Automatic transmission","2012 Lexus IS 350 C RWD","Lexus","2012 Lexus IS C","2012","204","185" +"135","22","8","Rear-wheel drive","Lexus 2.5L 6 Cylinder 204 hp 185 ft-lbs","True","6","6 Speed Manual","19","Gasoline","28","Manual transmission","2012 Lexus IS 250 C RWD MT","Lexus","2012 Lexus IS C","2012","204","185" +"135","27","8","Rear-wheel drive","Lexus 2.5L 6 Cylinder 204 hp 185 ft-lbs","True","6","6 Speed Automatic Select Shift","21","Gasoline","30","Automatic transmission","2012 Lexus IS 250 C RWD","Lexus","2012 Lexus IS C","2012","204","185" +"135","53","24","Rear-wheel drive","Lexus 5.0L 8 Cylinder 416 hp 371 ft-lbs","True","8","8 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Lexus IS F","Lexus","2012 Lexus IS F","2012","416","371" +"150","6","28","Front-wheel drive","Lexus 3.5L 6 Cylinder 268 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","28","Automatic transmission","2012 Lexus ES 350","Lexus","2012 Lexus ES","2012","268","248" +"195","196","83","Rear-wheel drive","Lexus 4.6L 8 Cylinder 380 hp 367 ft-lbs","True","8","8 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2012 Lexus LS 460","Lexus","2012 Lexus LS","2012","380","367" +"195","196","83","All-wheel drive","Lexus 4.6L 8 Cylinder 380 hp 367 ft-lbs","True","8","8 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Lexus LS 460 AWD","Lexus","2012 Lexus LS","2012","380","367" +"195","60","83","Rear-wheel drive","Lexus 4.6L 8 Cylinder 380 hp 367 ft-lbs","True","8","8 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2012 Lexus LS 460 L","Lexus","2012 Lexus LS","2012","380","367" +"195","60","83","All-wheel drive","Lexus 4.6L 8 Cylinder 380 hp 367 ft-lbs","True","8","8 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Lexus LS 460 L AWD","Lexus","2012 Lexus LS","2012","380","367" +"214","221","191","Front-wheel drive","Toyota 2.7L 4 Cylinder 187 hp 186 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","24","Automatic transmission","2012 Toyota Sienna","Toyota","2012 Toyota Sienna","2012","187","186" +"214","221","191","Front-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2012 Toyota Sienna V6","Toyota","2012 Toyota Sienna","2012","266","245" +"214","221","191","Front-wheel drive","Toyota 2.7L 4 Cylinder 187 hp 186 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","24","Automatic transmission","2012 Toyota Sienna LE","Toyota","2012 Toyota Sienna","2012","187","186" +"214","221","191","Front-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2012 Toyota Sienna LE V6","Toyota","2012 Toyota Sienna","2012","266","245" +"214","221","191","All-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2012 Toyota Sienna LE V6 AWD","Toyota","2012 Toyota Sienna","2012","266","245" +"214","221","191","Front-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2012 Toyota Sienna LE Mobility Auto Access","Toyota","2012 Toyota Sienna","2012","266","245" +"214","221","191","Front-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2012 Toyota Sienna SE","Toyota","2012 Toyota Sienna","2012","266","245" +"214","221","191","Front-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2012 Toyota Sienna XLE","Toyota","2012 Toyota Sienna","2012","266","245" +"214","221","191","All-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2012 Toyota Sienna XLE AWD","Toyota","2012 Toyota Sienna","2012","266","245" +"214","221","191","Front-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2012 Toyota Sienna XLE Mobility Auto Access","Toyota","2012 Toyota Sienna","2012","266","245" +"214","221","191","Front-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2012 Toyota Sienna Limited","Toyota","2012 Toyota Sienna","2012","266","245" +"214","221","191","All-wheel drive","Toyota 3.5L 6 Cylinder 266hp 245 ft-lbs.","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2012 Toyota Sienna Limited AWD","Toyota","2012 Toyota Sienna","2012","266","245" +"103","17","228","All-wheel drive","Audi 2.0L 4 cylinder 211 hp 258 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","21","Gasoline","29","Automatic transmission","2012 Audi A5 Cabriolet 2.0 T Quattro","Audi","2012 Audi A5 Cabriolet","2012","211","258" +"191","147","63","All-wheel drive","Audi 4.2L 8 Cylinder 372 hp 328 ft-lbs","True","8","8 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2012 Audi A8 L","Audi","2012 Audi A8","2012","372","328" +"180","17","63","All-wheel drive","Audi 4.2L 8 Cylinder 372 hp 328 ft-lbs","True","8","8 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2012 Audi A8","Audi","2012 Audi A8","2012","372","328" +"191","147","63","All-wheel drive","Audi 6.3L 12 Cylinder 500 hp 463 ft-lbs","True","8","8 Speed Automatic Select Shift","14","Gasoline","21","Automatic transmission","2012 Audi A8 W12","Audi","2012 Audi A8","2012","500","463" +"62","102","50","All-wheel drive","Audi 2.5L 5 Cylinder 360 hp 343 ft-lbs Turbo","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2012 Audi TT RS","Audi","2012 Audi TT RS","2012","360","343" +"195","86","54","Front-wheel drive","Honda 2.4L 4 cylinder 177 hp 161 ft-lbs","True","5","5 Speed Manual","23","Gasoline","34","Manual transmission","2012 Honda Accord LX Sedan","Honda","2012 Honda Accord Sedan","2012","177","161" +"195","86","54","Front-wheel drive","Honda 2.4L 4 cylinder 177 hp 161 ft-lbs","True","5","5 Speed Automatic","23","Gasoline","34","Automatic transmission","2012 Honda Accord LX Sedan AT","Honda","2012 Honda Accord Sedan","2012","177","161" +"195","86","54","Front-wheel drive","Honda 2.4L 4 cylinder 177 hp 161 ft-lbs","True","5","5 Speed Automatic","23","Gasoline","34","Automatic transmission","2012 Honda Accord LX-P Sedan","Honda","2012 Honda Accord Sedan","2012","177","161" +"195","86","54","Front-wheel drive","Honda 2.4L 4 cylinder 177 hp 161 ft-lbs","True","5","5 Speed Automatic","23","Gasoline","34","Automatic transmission","2012 Honda Accord SE Sedan","Honda","2012 Honda Accord Sedan","2012","177","161" +"195","86","54","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Manual","23","Gasoline","34","Manual transmission","2012 Honda Accord EX Sedan","Honda","2012 Honda Accord Sedan","2012","190","162" +"195","86","54","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Automatic","23","Gasoline","34","Automatic transmission","2012 Honda Accord EX Sedan AT","Honda","2012 Honda Accord Sedan","2012","190","162" +"195","86","54","Front-wheel drive","Honda 3.5L 6 Cylinder 271 hp 254 ft-lbs","True","5","5 Speed Automatic","20","Gasoline","30","Automatic transmission","2012 Honda Accord EX-L V-6 Sedan","Honda","2012 Honda Accord Sedan","2012","271","254" +"195","86","54","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Automatic","23","Gasoline","34","Automatic transmission","2012 Honda Accord EX-L Sedan","Honda","2012 Honda Accord Sedan","2012","190","162" +"195","86","54","Front-wheel drive","Honda 3.5L 6 Cylinder 271 hp 254 ft-lbs","True","5","5 Speed Automatic","20","Gasoline","30","Automatic transmission","2012 Honda Accord EX V-6 Sedan","Honda","2012 Honda Accord Sedan","2012","271","254" +"152","243","57","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Manual","23","Gasoline","32","Manual transmission","2012 Honda Accord LX-S Coupe","Honda","2012 Honda Accord Coupe","2012","190","162" +"152","243","57","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Automatic","22","Gasoline","33","Automatic transmission","2012 Honda Accord LX-S Coupe AT","Honda","2012 Honda Accord Coupe","2012","190","162" +"184","162","93","All-wheel drive","Lexus 3.5L 6 Cylinder 270 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2012 Lexus RX 350 AWD","Lexus","2012 Lexus RX","2012","270","248" +"184","162","93","Front-wheel drive","Lexus 3.5L 6 Cylinder 270 hp 248 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","25","Automatic transmission","2012 Lexus RX 350 FWD","Lexus","2012 Lexus RX","2012","270","248" +"152","243","57","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Manual","23","Gasoline","32","Manual transmission","2012 Honda Accord EX Coupe","Honda","2012 Honda Accord Coupe","2012","190","162" +"152","243","57","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Automatic","22","Gasoline","33","Automatic transmission","2012 Honda Accord EX Coupe AT","Honda","2012 Honda Accord Coupe","2012","190","162" +"152","243","57","Front-wheel drive","Honda 2.4L 4 cylinder 190 hp 162 ft-lbs","True","5","5 Speed Automatic","22","Gasoline","33","Automatic transmission","2012 Honda Accord EX-L Coupe","Honda","2012 Honda Accord Coupe","2012","190","162" +"152","243","57","Front-wheel drive","Honda 3.5L 6 Cylinder 271hp 251 ft-lbs","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2012 Honda Accord EX-L V6 Coupe","Honda","2012 Honda Accord Coupe","2012","271","251" +"152","243","57","Front-wheel drive","Honda 3.5L 6 Cylinder 271 hp 254 ft-lbs","True","5","5 Speed Automatic","19","Gasoline","29","Automatic transmission","2012 Honda Accord EX-L V6 Coupe AT","Honda","2012 Honda Accord Coupe","2012","271","254" +"117","47","59","Rear-wheel drive","Infiniti 3.7L 6 Cylinder 325 hp 267 ft-lbs","True","7","7 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2012 Infiniti G37 Convertible","Infiniti","2012 Infiniti G37 Convertible","2012","325","267" +"119","65","59","Rear-wheel drive","Infiniti 3.7L 6 Cylinder 325 hp 267 ft-lbs","True","6","6 Speed Manual","16","Gasoline","24","Manual transmission","2012 Infiniti G37 Convertible Sport 6MT","Infiniti","2012 Infiniti G37 Convertible","2012","325","267" +"114","93","31","Rear-wheel drive","Infiniti 3.7L 6 Cylinder 348 hp 276 ft-lbs","True","7","7 Speed Automatic Select Shift","19","Gasoline","27","Automatic transmission","2012 Infiniti IPL G Coupe","Infiniti","2012 Infiniti IPL G Coupe","2012","348","276" +"114","93","31","Rear-wheel drive","Infiniti 3.7L 6 Cylinder 348 hp 276 ft-lbs","True","6","6 Speed Manual","17","Gasoline","25","Manual transmission","2012 Infiniti IPL G Coupe 6MT","Infiniti","2012 Infiniti IPL G Coupe","2012","348","276" +"195","153","102","Rear-wheel drive","Lexus 4.8L 552 hp 354 ft-lbs","True","6","6 Speed Automatic Select Shift","11","Gasoline","16","Automatic transmission","2012 Lexus LFA","Lexus","2012 Lexus LFA","2012","552","354" +"36","22","11","Rear-wheel drive","Infiniti 3.5L 6 cylinder 297 hp 253 ft-lbs","True","7","7 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2012 Infiniti EX35","Infiniti","2012 Infiniti EX","2012","297","253" +"36","22","11","All-wheel drive","Infiniti 3.5L 6 cylinder 297 hp 253 ft-lbs","True","7","7 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2012 Infiniti EX35 AWD","Infiniti","2012 Infiniti EX","2012","297","253" +"36","22","11","Rear-wheel drive","Infiniti 3.5L 6 cylinder 297 hp 253 ft-lbs","True","7","7 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2012 Infiniti EX35 Journey","Infiniti","2012 Infiniti EX","2012","297","253" +"36","22","11","All-wheel drive","Infiniti 3.5L 6 cylinder 297 hp 253 ft-lbs","True","7","7 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2012 Infiniti EX35 Journey AWD","Infiniti","2012 Infiniti EX","2012","297","253" +"142","251","135","Rear-wheel drive","Infiniti 3.5L 6 cylinder 303 hp 262 ft-lbs","True","7","7 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Infiniti FX35","Infiniti","2012 Infiniti FX","2012","303","262" +"142","251","135","All-wheel drive","Infiniti 3.5L 6 cylinder 303 hp 262 ft-lbs","True","7","7 Speed Automatic Select Shift","16","Gasoline","21","Automatic transmission","2012 Infiniti FX35 AWD","Infiniti","2012 Infiniti FX","2012","303","262" +"142","251","135","All-wheel drive","Infiniti 5.0L 8 cylinder 390 hp 369 ft-lbs","True","7","7 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2012 Infiniti FX50 AWD","Infiniti","2012 Infiniti FX","2012","390","369" +"133","170","237","Rear-wheel drive","Infiniti 5.6L 8 Cylinder 400 hp 413 ft-lbs","True","7","7 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2012 Infiniti QX56 2WD","Infiniti","2012 Infiniti QX56","2012","400","413" +"133","170","237","Four-wheel drive","Infiniti 5.6L 8 Cylinder 400 hp 413 ft-lbs","True","7","7 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2012 Infiniti QX56 4WD","Infiniti","2012 Infiniti QX56","2012","400","413" +"8","210","133","Rear-wheel drive","Dodge 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","12","E85","17","Automatic transmission","2012 Dodge Durango SXT","Dodge","2012 Dodge Durango","2012","290","260" +"8","210","133","All-wheel drive","Dodge 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","12","E85","17","Automatic transmission","2012 Dodge Durango SXT AWD","Dodge","2012 Dodge Durango","2012","290","260" +"8","210","133","Rear-wheel drive","Dodge 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","16","Gasoline","23","Automatic transmission","2012 Dodge Durango Crew","Dodge","2012 Dodge Durango","2012","290","260" +"8","210","133","Rear-wheel drive","Dodge 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2012 Dodge Durango Crew V8","Dodge","2012 Dodge Durango","2012","360","390" +"8","210","133","All-wheel drive","Dodge 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","16","Gasoline","23","Automatic transmission","2012 Dodge Durango Crew AWD","Dodge","2012 Dodge Durango","2012","290","260" +"8","210","133","All-wheel drive","Dodge 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","6","6 Speed Automatic","13","Gasoline","20","Automatic transmission","2012 Dodge Durango Crew V8 AWD","Dodge","2012 Dodge Durango","2012","360","390" +"8","210","133","Rear-wheel drive","Dodge 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2012 Dodge Durango R/T","Dodge","2012 Dodge Durango","2012","360","390" +"8","210","133","All-wheel drive","Dodge 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","6","6 Speed Automatic","13","Gasoline","20","Automatic transmission","2012 Dodge Durango R/T AWD","Dodge","2012 Dodge Durango","2012","360","390" +"8","210","133","Rear-wheel drive","Dodge 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","12","E85","17","Automatic transmission","2012 Dodge Durango Citadel","Dodge","2012 Dodge Durango","2012","290","260" +"8","210","133","Rear-wheel drive","Dodge 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2012 Dodge Durango Citadel V8","Dodge","2012 Dodge Durango","2012","360","390" +"8","210","133","All-wheel drive","Dodge 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","16","Gasoline","23","Automatic transmission","2012 Dodge Durango Citadel AWD","Dodge","2012 Dodge Durango","2012","290","260" +"8","210","133","All-wheel drive","Dodge 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","6","6 Speed Automatic","13","Gasoline","20","Automatic transmission","2012 Dodge Durango Citadel AWD V8","Dodge","2012 Dodge Durango","2012","360","390" +"193","251","166","Four-wheel drive","Jeep 6.4L 8 Cylinder 465 hp 465 ft-lbs","True","5","5 Speed Automatic","12","Gasoline","18","Automatic transmission","2012 Grand Cherokee SRT8 4x4","Grand Cherokee","2012 Jeep Grand Cherokee","2012","465","465" +"193","212","151","Rear-wheel drive","Jeep 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2012 Grand Cherokee Laredo 4x2","Grand Cherokee","2012 Jeep Grand Cherokee","2012","290","260" +"193","212","151","Rear-wheel drive","Jeep 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2012 Grand Cherokee Limited 4x2","Grand Cherokee","2012 Jeep Grand Cherokee","2012","290","260" +"193","212","151","Rear-wheel drive","Jeep 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","13","E85","17","Automatic transmission","2012 Grand Cherokee Laredo X 4x2","Grand Cherokee","2012 Jeep Grand Cherokee","2012","290","260" +"193","212","151","Four-wheel drive","Jeep 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","16","Gasoline","23","Automatic transmission","2012 Grand Cherokee Limited 4x4","Grand Cherokee","2012 Jeep Grand Cherokee","2012","290","260" +"193","212","151","Four-wheel drive","Jeep 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","16","Gasoline","23","Automatic transmission","2012 Grand Cherokee Overland Summit 4x4","Grand Cherokee","2012 Jeep Grand Cherokee","2012","290","260" +"193","212","151","Four-wheel drive","Jeep 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","16","Gasoline","23","Automatic transmission","2012 Grand Cherokee Laredo 4x4","Grand Cherokee","2012 Jeep Grand Cherokee","2012","290","260" +"193","212","151","Rear-wheel drive","Jeep 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2012 Grand Cherokee Overland Summit 4x2","Grand Cherokee","2012 Jeep Grand Cherokee","2012","290","260" +"193","212","151","Four-wheel drive","Jeep 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","12","E85","17","Automatic transmission","2012 Grand Cherokee Laredo X 4x4","Grand Cherokee","2012 Jeep Grand Cherokee","2012","290","260" +"24","215","133","Rear-wheel drive","Toyota 4.0L 6 Cylinder 270 hp 278 ft-lbs","True","5","5 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2012 Toyota 4Runner SR5","Toyota","2012 Toyota 4Runner","2012","270","278" +"24","215","133","Rear-wheel drive","Toyota 4.0L 6 Cylinder 270 hp 278 ft-lbs","True","5","5 Speed Automatic Select Shift","17","Gasoline","22","Automatic transmission","2012 Toyota 4Runner SR5 4x4","Toyota","2012 Toyota 4Runner","2012","270","278" +"92","215","133","Rear-wheel drive","Toyota 4.0L 6 Cylinder 270 hp 278 ft-lbs","True","5","5 Speed Automatic Select Shift","17","Gasoline","22","Automatic transmission","2012 Toyota 4Runner Trail","Toyota","2012 Toyota 4Runner","2012","270","278" +"24","215","133","Rear-wheel drive","Toyota 4.0L 6 Cylinder 270 hp 278 ft-lbs","True","5","5 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2012 Toyota 4Runner Limited","Toyota","2012 Toyota 4Runner","2012","270","278" +"24","215","133","Rear-wheel drive","Toyota 4.0L 6 Cylinder 270 hp 278 ft-lbs","True","5","5 Speed Automatic Select Shift","17","Gasoline","22","Automatic transmission","2012 Toyota 4Runner Limited 4x4","Toyota","2012 Toyota 4Runner","2012","270","278" +"195","109","158","Front-wheel drive","Mazda 1.5L 4 Cylinder 100 hp 98 ft-lbs","True","5","5 Speed Manual","29","Gasoline","35","Manual transmission","2012 Mazda Mazda2 Sport","Mazda","2012 Mazda Mazda2","2012","100","98" +"195","109","158","Front-wheel drive","Mazda 1.5L 4 Cylinder 100 hp 98 ft-lbs","True","5","5 Speed Manual","29","Gasoline","35","Manual transmission","2012 Mazda Mazda2 Touring","Mazda","2012 Mazda Mazda2","2012","100","98" +"195","109","158","Front-wheel drive","Mazda 1.5L 4 Cylinder 100 hp 98 ft-lbs","True","4","4 Speed Automatic","28","Gasoline","34","Automatic transmission","2012 Mazda Mazda2 Sport AT","Mazda","2012 Mazda Mazda2","2012","100","98" +"195","109","158","Front-wheel drive","Mazda 1.5L 4 Cylinder 100 hp 98 ft-lbs","True","4","4 Speed Automatic","28","Gasoline","34","Automatic transmission","2012 Mazda Mazda2 Touring AT","Mazda","2012 Mazda Mazda2","2012","100","98" +"163","89","237","Rear-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2012 Toyota Sequoia SR5","Toyota","2012 Toyota Sequoia","2012","310","327" +"163","89","237","Rear-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2012 Toyota Sequoia SR5 5.7L","Toyota","2012 Toyota Sequoia","2012","381","401" +"163","89","237","Four-wheel drive","Toyota 4.6L 8 Cylinder 310 hp 327 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2012 Toyota Sequoia SR5 4WD","Toyota","2012 Toyota Sequoia","2012","310","327" +"163","89","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2012 Toyota Sequoia SR5 5.7L 4WD","Toyota","2012 Toyota Sequoia","2012","381","401" +"163","89","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2012 Toyota Sequoia SR5 FFV","Toyota","2012 Toyota Sequoia","2012","381","401" +"163","89","237","Rear-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2012 Toyota Sequoia Limited","Toyota","2012 Toyota Sequoia","2012","381","401" +"163","89","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2012 Toyota Sequoia Limited 4WD","Toyota","2012 Toyota Sequoia","2012","381","401" +"163","89","237","Four-wheel drive","Toyota 5.7L 8 Cylinder 381 hp 401 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","17","Automatic transmission","2012 Toyota Sequoia Limited FFV","Toyota","2012 Toyota Sequoia","2012","381","401" +"190","237","219","Front-wheel drive","Mazda 2L 4 Cylinder 148Hp 135 ft-lbs","True","5","5 Speed Manual","25","Gasoline","33","Manual transmission","2012 Mazda Mazda3 4-Door i SV","Mazda","2012 Mazda Mazda3 4-Door","2012","148","135" +"190","237","219","Front-wheel drive","Mazda 2L 4 Cylinder 148Hp 135 ft-lbs","True","5","5 Speed Manual","25","Gasoline","33","Manual transmission","2012 Mazda Mazda3 4-Door i Sport","Mazda","2012 Mazda Mazda3 4-Door","2012","148","135" +"190","237","219","Front-wheel drive","Mazda 2L 4 Cylinder 148Hp 135 ft-lbs","True","5","5 Speed Automatic","24","Gasoline","33","Automatic transmission","2012 Mazda Mazda3 4-Door i Sport AT","Mazda","2012 Mazda Mazda3 4-Door","2012","148","135" +"190","237","219","Front-wheel drive","Mazda 2.0L 4 Cylinder 155 hp 148 lb-ft","True","6","6 Speed Manual","27","Gasoline","39","Manual transmission","2012 Mazda Mazda3 4-Door i Touring","Mazda","2012 Mazda Mazda3 4-Door","2012","155","148" +"190","237","219","Front-wheel drive","Mazda 2.0L 4 Cylinder 155 hp 148 lb-ft","True","6","6 Speed Automatic","28","Gasoline","40","Automatic transmission","2012 Mazda Mazda3 4-Door i Touring AT","Mazda","2012 Mazda Mazda3 4-Door","2012","155","148" +"190","237","219","Front-wheel drive","Mazda 2.0L 4 Cylinder 155 hp 148 lb-ft","True","6","6 Speed Automatic","28","Gasoline","40","Automatic transmission","2012 Mazda Mazda3 4-Door i Grand Touring","Mazda","2012 Mazda Mazda3 4-Door","2012","155","148" +"190","237","219","Front-wheel drive","Mazda 2.5L 4 Cylinder 167 hp 168 ft-lbs","True","6","6 Speed Manual","20","Gasoline","28","Manual transmission","2012 Mazda Mazda3 4-Door s Grand Touring","Mazda","2012 Mazda Mazda3 4-Door","2012","167","168" +"190","242","219","Front-wheel drive","Mazda 2.5L 4 Cylinder 167 hp 168 ft-lbs","True","5","5 Speed Automatic","22","Gasoline","29","Automatic transmission","2012 Mazda Mazda3 4-Door s Grand Touring AT","Mazda","2012 Mazda Mazda3 4-Door","2012","167","168" +"203","213","113","Rear-wheel drive","Dodge 5.7L 8 Cylinder 370 hp 395 ft-lbs","True","5","5 Speed Automatic","16","Gasoline","25","Automatic transmission","2012 Dodge Charger R/T","Dodge","2012 Dodge Charger","2012","370","395" +"203","213","113","All-wheel drive","Dodge 5.7L 8 Cylinder 370 hp 395 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","23","Automatic transmission","2012 Dodge Charger R/T AWD","Dodge","2012 Dodge Charger","2012","370","395" +"130","80","16","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2012 Volkswagen Tiguan S","Volkswagen","2012 Volkswagen Tiguan","2012","200","207" +"130","80","16","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","22","Gasoline","27","Automatic transmission","2012 Volkswagen Tiguan S AT","Volkswagen","2012 Volkswagen Tiguan","2012","200","207" +"130","80","16","All-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","21","Gasoline","27","Automatic transmission","2012 Volkswagen Tiguan S 4Motion","Volkswagen","2012 Volkswagen Tiguan","2012","200","207" +"130","80","16","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","22","Gasoline","27","Automatic transmission","2012 Volkswagen Tiguan SE","Volkswagen","2012 Volkswagen Tiguan","2012","200","207" +"130","80","16","All-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","21","Gasoline","27","Automatic transmission","2012 Volkswagen Tiguan SE 4Motion","Volkswagen","2012 Volkswagen Tiguan","2012","200","207" +"130","80","16","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","22","Gasoline","27","Automatic transmission","2012 Volkswagen Tiguan SEL","Volkswagen","2012 Volkswagen Tiguan","2012","200","207" +"130","80","16","All-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","21","Gasoline","27","Automatic transmission","2012 Volkswagen Tiguan SEL 4Motion","Volkswagen","2012 Volkswagen Tiguan","2012","200","207" +"170","157","130","Rear-wheel drive","Dodge 3.6L 6 Cylinder 305 hp 268 ft-lbs","True","5","5 Speed Automatic","18","Gasoline","27","Automatic transmission","2012 Dodge Challenger SXT","Dodge","2012 Dodge Challenger","2012","305","268" +"170","157","130","Rear-wheel drive","Dodge 5.7L 8 Cylinder 376 hp 410 ft-lbs","True","5","5 Speed Automatic","15","Gasoline","23","Automatic transmission","2012 Dodge Challenger R/T","Dodge","2012 Dodge Challenger","2012","376","410" +"170","157","130","Rear-wheel drive","Dodge 5.7L 8 Cylinder 376 hp 410 ft-lbs","True","6","6 Speed Manual","16","Gasoline","25","Manual transmission","2012 Dodge Challenger R/T AT","Dodge","2012 Dodge Challenger","2012","376","410" +"170","157","130","Rear-wheel drive","Dodge 6.4L 8 Cylinder 470 hp 470 ft-lbs","True","5","5 Speed Automatic","14","Gasoline","23","Automatic transmission","2012 Dodge Challenger SRT8 392","Dodge","2012 Dodge Challenger","2012","470","470" +"170","157","130","Rear-wheel drive","Dodge 6.4L 8 Cylinder 470 hp 470 ft-lbs","True","6","6 Speed Manual","14","Gasoline","23","Manual transmission","2012 Dodge Challenger SRT8 392 AT","Dodge","2012 Dodge Challenger","2012","470","470" +"203","28","57","Front-wheel drive","Dodge 2.4L 4 Cylinder 173 hp 166 ft-lbs","True","4","4 Speed Automatic","21","Gasoline","30","Automatic transmission","2012 Dodge Avenger SE","Dodge","2012 Dodge Avenger","2012","173","166" +"203","28","57","Front-wheel drive","Dodge 2.4L 4 Cylinder 173 hp 166 ft-lbs","True","6","6 Speed Automatic Select Shift","20","Gasoline","31","Automatic transmission","2012 Dodge Avenger SXT","Dodge","2012 Dodge Avenger","2012","173","166" +"203","28","57","Front-wheel drive","Dodge 3.6L 6 Cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","E85","21","Automatic transmission","2012 Dodge Avenger SXT Plus","Dodge","2012 Dodge Avenger","2012","283","260" +"203","28","57","Front-wheel drive","Dodge 3.6L 6 Cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","E85","21","Automatic transmission","2012 Dodge Avenger R/T","Dodge","2012 Dodge Avenger","2012","283","260" +"254","62","211","Front-wheel drive","Dodge 2.0L 4 Cylinder 158 hp 141 ft-lbs","True","5","5 Speed Manual","24","Gasoline","32","Manual transmission","2012 Dodge Caliber SE","Dodge","2012 Dodge Caliber","2012","158","141" +"254","62","211","Front-wheel drive","Dodge 2.0L 4 Cylinder 158 hp 141 ft-lbs","True","5","5 Speed Manual","24","Gasoline","32","Manual transmission","2012 Dodge Caliber SXT Plus","Dodge","2012 Dodge Caliber","2012","158","141" +"172","19","242","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 115 hp 125 ft-lbs","True","5","5 Speed Manual","24","Gasoline","34","Manual transmission","2012 Volkswagen Jetta S","Volkswagen","2012 Volkswagen Jetta","2012","115","125" +"172","19","242","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 115 hp 125 ft-lbs","True","6","6 Speed Automatic Select Shift","23","Gasoline","29","Automatic transmission","2012 Volkswagen Jetta S AT","Volkswagen","2012 Volkswagen Jetta","2012","115","125" +"172","19","242","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","5","5 Speed Manual","23","Gasoline","33","Manual transmission","2012 Volkswagen Jetta SE","Volkswagen","2012 Volkswagen Jetta","2012","170","177" +"172","19","242","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic Select Shift","24","Gasoline","31","Automatic transmission","2012 Volkswagen Jetta SE AT","Volkswagen","2012 Volkswagen Jetta","2012","170","177" +"172","19","242","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","5","5 Speed Manual","23","Gasoline","33","Manual transmission","2012 Volkswagen Jetta SEL","Volkswagen","2012 Volkswagen Jetta","2012","170","177" +"172","19","242","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic Select Shift","24","Gasoline","31","Automatic transmission","2012 Volkswagen Jetta SEL AT","Volkswagen","2012 Volkswagen Jetta","2012","170","177" +"172","19","242","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 140 hp 236 ft-lbs Turbo Diesel","True","6","6 Speed Manual","30","Diesel fuel","42","Manual transmission","2012 Volkswagen Jetta TDI","Volkswagen","2012 Volkswagen Jetta","2012","140","236" +"172","19","242","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","22","Gasoline","33","Manual transmission","2012 Volkswagen Jetta GLI","Volkswagen","2012 Volkswagen Jetta","2012","200","207" +"172","19","242","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic Select Shift","24","Gasoline","31","Automatic transmission","2012 Volkswagen Jetta SEL AT","Volkswagen","2012 Volkswagen Jetta","2012","170","177" +"223","204","244","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","5","5 Speed Manual","23","Gasoline","33","Manual transmission","2012 Volkswagen Jetta SportWagen S","Volkswagen","2012 Volkswagen Jetta SportWagen","2012","170","177" +"223","204","244","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic Select Shift","24","Gasoline","31","Automatic transmission","2012 Volkswagen Jetta SportWagen S AT","Volkswagen","2012 Volkswagen Jetta SportWagen","2012","170","177" +"223","204","244","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic Select Shift","24","Gasoline","31","Automatic transmission","2012 Volkswagen Jetta SportWagen SE","Volkswagen","2012 Volkswagen Jetta SportWagen","2012","170","177" +"223","204","244","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 140 hp 236 ft-lbs Turbo Diesel","True","6","6 Speed Manual","30","Diesel fuel","42","Manual transmission","2012 Volkswagen Jetta SportWagen TDI","Volkswagen","2012 Volkswagen Jetta SportWagen","2012","140","236" +"137","190","62","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2012 Volkswagen CC Sport","Volkswagen","2012 Volkswagen CC","2012","200","207" +"137","190","62","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2012 Volkswagen CC R-Line","Volkswagen","2012 Volkswagen CC","2012","200","207" +"137","190","62","All-wheel drive","Volkswagen 3.6L 6 Cylinder 280 hp 265 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2012 Volkswagen CC VR6 4Motion Executive","Volkswagen","2012 Volkswagen CC","2012","280","265" +"190","153","219","Front-wheel drive","Mazda 2.0L 4 Cylinder 155 hp 148 lb-ft","True","6","6 Speed Manual","27","Gasoline","38","Manual transmission","2012 Mazda Mazda3 5-Door i Touring","Mazda","2012 Mazda Mazda3 5-Door","2012","155","148" +"190","153","219","Front-wheel drive","Mazda 2.0L 4 Cylinder 155 hp 148 lb-ft","True","6","6 Speed Automatic","28","Gasoline","39","Automatic transmission","2012 Mazda Mazda3 5-Door i Touring AT","Mazda","2012 Mazda Mazda3 5-Door","2012","155","148" +"190","153","219","Front-wheel drive","Mazda 2.0L 4 Cylinder 155 hp 148 lb-ft","True","6","6 Speed Automatic","28","Gasoline","39","Automatic transmission","2012 Mazda Mazda3 5-Door i Grand Touring","Mazda","2012 Mazda Mazda3 5-Door","2012","155","148" +"190","153","219","Front-wheel drive","Mazda 2.5L 4 Cylinder 167 hp 168 ft-lbs","True","6","6 Speed Manual","20","Gasoline","28","Manual transmission","2012 Mazda Mazda3 5-Door s Grand Touring","Mazda","2012 Mazda Mazda3 5-Door","2012","167","168" +"190","153","219","Front-wheel drive","Mazda 2.5L 4 Cylinder 167 hp 168 ft-lbs","True","5","5 Speed Automatic","22","Gasoline","29","Automatic transmission","2012 Mazda Mazda3 5-Door s Grand Touring AT","Mazda","2012 Mazda Mazda3 5-Door","2012","167","168" +"180","159","234","Front-wheel drive","Mazda 2.3L 4 Cylinder 263 hp 280 ft-lbs Turbo","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2012 Mazda Mazdaspeed3 Touring","Mazda","2012 Mazda Mazdaspeed3","2012","263","280" +"188","31","206","Front-wheel drive","Dodge 3.6L 6 Cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2012 Dodge Grand Caravan American Value Package","Dodge","2012 Dodge Grand Caravan","2012","283","260" +"188","31","206","Front-wheel drive","Dodge 3.6L 6 Cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","E85","18","Automatic transmission","2012 Dodge Grand Caravan SE","Dodge","2012 Dodge Grand Caravan","2012","283","260" +"188","31","206","Front-wheel drive","Dodge 3.6L 6 Cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","E85","18","Automatic transmission","2012 Dodge Grand Caravan SXT","Dodge","2012 Dodge Grand Caravan","2012","283","260" +"188","31","206","Front-wheel drive","Dodge 3.6L 6 Cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","E85","18","Automatic transmission","2012 Dodge Grand Caravan Crew","Dodge","2012 Dodge Grand Caravan","2012","283","260" +"188","31","206","Front-wheel drive","Dodge 3.6L 6 Cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2012 Dodge Grand Caravan R/T","Dodge","2012 Dodge Grand Caravan","2012","283","260" +"220","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 167 hp 158 ft-lbs","True","5","5 Speed Manual","22","Gasoline","28","Manual transmission","2012 Mazda MX-5 Miata Sport","Mazda","2012 Mazda MX-5 Miata","2012","167","158" +"220","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 167 hp 158 ft-lbs","True","6","6 Speed Automatic","21","Gasoline","28","Automatic transmission","2012 Mazda MX-5 Miata Sport AT","Mazda","2012 Mazda MX-5 Miata","2012","167","158" +"220","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 167 hp 158 ft-lbs","True","6","6 Speed Manual","21","Gasoline","28","Manual transmission","2012 Mazda MX-5 Miata Touring","Mazda","2012 Mazda MX-5 Miata","2012","167","158" +"220","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 167 hp 158 ft-lbs","True","6","6 Speed Automatic","21","Gasoline","28","Automatic transmission","2012 Mazda MX-5 Miata Touring AT","Mazda","2012 Mazda MX-5 Miata","2012","167","158" +"220","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 167 hp 158 ft-lbs","True","6","6 Speed Manual","21","Gasoline","28","Manual transmission","2012 Mazda MX-5 Miata Grand Touring","Mazda","2012 Mazda MX-5 Miata","2012","167","158" +"220","155","183","Rear-wheel drive","Mazda 2.0L 4 Cylinder 167 hp 158 ft-lbs","True","6","6 Speed Automatic","21","Gasoline","28","Automatic transmission","2012 Mazda MX-5 Miata Grand Touring AT","Mazda","2012 Mazda MX-5 Miata","2012","167","158" +"155","22","41","Front-wheel drive","Dodge 2.4L 4 Cylinder 173 hp 166 ft-lbs","True","4","4 Speed Automatic Select Shift","19","Gasoline","26","Automatic transmission","2012 Dodge Journey American Value Package","Dodge","2012 Dodge Journey","2012","173","166" +"155","22","41","Front-wheel drive","Dodge 2.4L 4 Cylinder 173 hp 166 ft-lbs","True","4","4 Speed Automatic Select Shift","19","Gasoline","26","Automatic transmission","2012 Dodge Journey SE","Dodge","2012 Dodge Journey","2012","173","166" +"229","22","41","Front-wheel drive","Dodge 3.6L 6 Cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","E85","18","Automatic transmission","2012 Dodge Journey SXT","Dodge","2012 Dodge Journey","2012","283","260" +"229","22","41","All-wheel drive","Dodge 3.6L 6 Cylinder 283 hp 260 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2012 Dodge Journey SXT AWD","Dodge","2012 Dodge Journey","2012","283","260" +"183","22","41","Front-wheel drive","Dodge 3.6L 6 Cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","E85","18","Automatic transmission","2012 Dodge Journey Crew","Dodge","2012 Dodge Journey","2012","283","260" +"186","22","41","All-wheel drive","Dodge 3.6L 6 Cylinder 283 hp 260 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2012 Dodge Journey Crew AWD","Dodge","2012 Dodge Journey","2012","283","260" +"188","22","41","Front-wheel drive","Dodge 3.6L 6 Cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2012 Dodge Journey R/T","Dodge","2012 Dodge Journey","2012","283","260" +"186","22","41","All-wheel drive","Dodge 3.6L 6 Cylinder 283 hp 260 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2012 Dodge Journey R/T AWD","Dodge","2012 Dodge Journey","2012","283","260" +"191","221","143","Front-wheel drive","Mazda 3.7L 6 Cylinder 273 hp 270 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","24","Automatic transmission","2012 Mazda CX-9 Sport","Mazda","2012 Mazda CX-9","2012","273","270" +"191","221","143","All-wheel drive","Mazda 3.7L 6 Cylinder 273 hp 270 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","22","Automatic transmission","2012 Mazda CX-9 Sport AWD","Mazda","2012 Mazda CX-9","2012","273","270" +"191","221","143","Front-wheel drive","Mazda 3.7L 6 Cylinder 273 hp 270 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","24","Automatic transmission","2012 Mazda CX-9 Touring","Mazda","2012 Mazda CX-9","2012","273","270" +"191","221","143","All-wheel drive","Mazda 3.7L 6 Cylinder 273 hp 270 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","22","Automatic transmission","2012 Mazda CX-9 Touring AWD","Mazda","2012 Mazda CX-9","2012","273","270" +"191","221","143","Front-wheel drive","Mazda 3.7L 6 Cylinder 273 hp 270 ft-lbs","True","6","6 Speed Automatic","17","Gasoline","24","Automatic transmission","2012 Mazda CX-9 Grand Touring","Mazda","2012 Mazda CX-9","2012","273","270" +"191","221","143","All-wheel drive","Mazda 3.7L 6 Cylinder 273 hp 270 ft-lbs","True","6","6 Speed Automatic","16","Gasoline","22","Automatic transmission","2012 Mazda CX-9 Grand Touring AWD","Mazda","2012 Mazda CX-9","2012","273","270" +"180","176","239","Front-wheel drive","Kia 2.0L 4 Cylinder 156 hp 144 ft-lbs","True","6","6 Speed Manual","25","Gasoline","34","Manual transmission","2012 Kia Forte LX","Kia","2012 Kia Forte","2012","156","144" +"180","176","239","Front-wheel drive","Kia 2.0L 4 Cylinder 156 hp 144 ft-lbs","True","6","6 Speed Automatic Select Shift","26","Gasoline","36","Automatic transmission","2012 Kia Forte LX AT","Kia","2012 Kia Forte","2012","156","144" +"180","176","239","Front-wheel drive","Kia 2.0L 4 Cylinder 156 hp 144 ft-lbs","True","6","6 Speed Automatic Select Shift","26","Gasoline","36","Automatic transmission","2012 Kia Forte EX","Kia","2012 Kia Forte","2012","156","144" +"180","176","239","Front-wheel drive","Kia 2.4L 4 Cylinder 173 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","23","Gasoline","32","Automatic transmission","2012 Kia Forte SX","Kia","2012 Kia Forte","2012","173","168" +"119","128","229","Front-wheel drive","Kia 2.0L 4 Cylinder 156 hp 144 ft-lbs","True","6","6 Speed Manual","24","Gasoline","33","Manual transmission","2012 Kia Forte Koup EX","Kia","2012 Kia Forte Koup","2012","156","144" +"119","128","229","Front-wheel drive","Kia 2.0L 4 Cylinder 156 hp 144 ft-lbs","True","6","6 Speed Automatic Select Shift","25","Gasoline","34","Automatic transmission","2012 Kia Forte Koup EX AT","Kia","2012 Kia Forte Koup","2012","156","144" +"119","128","229","Front-wheel drive","Kia 2.4L 4 Cylinder 173 hp 168 ft-lbs","True","6","6 Speed Manual","22","Gasoline","32","Manual transmission","2012 Kia Forte Koup SX","Kia","2012 Kia Forte Koup","2012","173","168" +"119","128","229","Front-wheel drive","Kia 2.4L 4 Cylinder 173 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","23","Gasoline","31","Automatic transmission","2012 Kia Forte Koup SX AT","Kia","2012 Kia Forte Koup","2012","173","168" +"180","244","239","Front-wheel drive","Kia 2.0L 4 Cylinder 156 hp 144 ft-lbs","True","6","6 Speed Automatic Select Shift","26","Gasoline","36","Automatic transmission","2012 Kia Forte 5-Door EX","Kia","2012 Kia Forte 5-Door","2012","156","144" +"180","244","239","Front-wheel drive","Kia 2.4L 4 Cylinder 173 hp 168 ft-lbs","True","6","6 Speed Automatic Select Shift","23","Gasoline","32","Automatic transmission","2012 Kia Forte 5-Door SX","Kia","2012 Kia Forte 5-Door","2012","173","168" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","28","Gasoline","39","Automatic transmission","2012 Honda Civic DX Sedan AT","Honda","2012 Honda Civic Sedan","2012","140","128" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Manual","28","Gasoline","36","Manual transmission","2012 Honda Civic DX Sedan","Honda","2012 Honda Civic Sedan","2012","140","128" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Manual","28","Gasoline","36","Manual transmission","2012 Honda Civic LX Sedan","Honda","2012 Honda Civic Sedan","2012","140","128" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","28","Gasoline","39","Automatic transmission","2012 Honda Civic LX Sedan AT","Honda","2012 Honda Civic Sedan","2012","140","128" +"174","235","38","Front-wheel drive","Kia 2.4L 4 Cylinder 200 hp 186 ft-lbs","True","6","6 Speed Manual","24","Gasoline","35","Manual transmission","2012 Kia Optima LX","Kia","2012 Kia Optima","2012","200","186" +"174","235","38","Front-wheel drive","Kia 2.4L 4 Cylinder 200 hp 186 ft-lbs","True","6","6 Speed Automatic Select Shift","24","Gasoline","35","Automatic transmission","2012 Kia Optima LX AT","Kia","2012 Kia Optima","2012","200","186" +"174","235","38","Front-wheel drive","Kia 2.4L 4 Cylinder 200 hp 186 ft-lbs","True","6","6 Speed Automatic Select Shift","24","Gasoline","35","Automatic transmission","2012 Kia Optima EX","Kia","2012 Kia Optima","2012","200","186" +"174","235","38","Front-wheel drive","Kia 2.0L 4 Cylinder 274 hp 269 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","22","Gasoline","34","Automatic transmission","2012 Kia Optima EX Turbo","Kia","2012 Kia Optima","2012","274","269" +"174","235","38","Front-wheel drive","Kia 2.0L 4 Cylinder 274 hp 269 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","22","Gasoline","34","Automatic transmission","2012 Kia Optima SX","Kia","2012 Kia Optima","2012","274","269" +"175","206","183","Front-wheel drive","Kia 1.6L 4 Cylinder 138 hp 123 ft-lbs","True","6","6 Speed Manual","30","Gasoline","40","Manual transmission","2012 Kia Rio 5-Door LX","Kia","2012 Kia Rio 5-Door","2012","138","123" +"175","206","183","Front-wheel drive","Kia 1.6L 4 Cylinder 138 hp 123 ft-lbs","True","6","6 Speed Automatic Select Shift","30","Gasoline","40","Automatic transmission","2012 Kia Rio 5-Door LX AT","Kia","2012 Kia Rio 5-Door","2012","138","123" +"175","206","183","Front-wheel drive","Kia 1.6L 4 Cylinder 138 hp 123 ft-lbs","True","6","6 Speed Automatic Select Shift","30","Gasoline","40","Automatic transmission","2012 Kia Rio 5-Door EX","Kia","2012 Kia Rio 5-Door","2012","138","123" +"175","206","183","Front-wheel drive","Kia 1.6L 4 Cylinder 138 hp 123 ft-lbs","True","6","6 Speed Automatic Select Shift","30","Gasoline","40","Automatic transmission","2012 Kia Rio 5-Door SX","Kia","2012 Kia Rio 5-Door","2012","138","123" +"74","23","249","Front-wheel drive","Kia 1.6L 4 Cylinder 138 hp 123 ft-lbs","True","6","6 Speed Manual","27","Gasoline","35","Manual transmission","2012 Kia Soul","Kia","2012 Kia Soul","2012","138","123" +"74","23","249","Front-wheel drive","Kia 1.6L 4 Cylinder 138 hp 123 ft-lbs","True","6","6 Speed Automatic","27","Gasoline","35","Automatic transmission","2012 Kia Soul AT","Kia","2012 Kia Soul","2012","138","123" +"74","23","249","Front-wheel drive","Kia 2.0L 4 Cylinder 164 hp 148 ft-lbs","True","6","6 Speed Manual","26","Gasoline","34","Manual transmission","2012 Kia Soul +","Kia","2012 Kia Soul","2012","164","148" +"74","23","249","Front-wheel drive","Kia 2.0L 4 Cylinder 164 hp 148 ft-lbs","True","6","6 Speed Automatic","26","Gasoline","34","Automatic transmission","2012 Kia Soul + AT","Kia","2012 Kia Soul","2012","164","148" +"74","23","249","Front-wheel drive","Kia 2.0L 4 Cylinder 164 hp 148 ft-lbs","True","6","6 Speed Automatic","26","Gasoline","34","Automatic transmission","2012 Kia Soul !","Kia","2012 Kia Soul","2012","164","148" +"205","2","41","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","5","5 Speed Manual","22","Gasoline","32","Manual transmission","2012 Volkswagen Passat 2.5L S","Volkswagen","2012 Volkswagen Passat","2012","170","177" +"205","2","41","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","5","5 Speed Manual","22","Gasoline","32","Manual transmission","2012 Volkswagen Passat 2.5L SE","Volkswagen","2012 Volkswagen Passat","2012","170","177" +"205","2","41","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","31","Automatic transmission","2012 Volkswagen Passat 2.5L SE AT","Volkswagen","2012 Volkswagen Passat","2012","170","177" +"205","2","41","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","31","Automatic transmission","2012 Volkswagen Passat 2.5L SEL","Volkswagen","2012 Volkswagen Passat","2012","170","177" +"205","2","41","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","31","Automatic transmission","2012 Volkswagen Passat 2.5L SEL Premium","Volkswagen","2012 Volkswagen Passat","2012","170","177" +"205","2","41","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 140 hp 236 ft-lbs Turbo Diesel","True","6","6 Speed Manual","31","Diesel fuel","43","Manual transmission","2012 Volkswagen Passat TDI SE","Volkswagen","2012 Volkswagen Passat","2012","140","236" +"196","187","148","Four-wheel drive","Volkswagen 3.6L 6 Cylinder 280 hp 265 ft-lbs","True","8","8 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Volkswagen Touareg V6 Sport","Volkswagen","2012 Volkswagen Touareg","2012","280","265" +"196","187","148","Four-wheel drive","Volkswagen 3.6L 6 Cylinder 280 hp 265 ft-lbs","True","8","8 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Volkswagen Touareg V6 Lux","Volkswagen","2012 Volkswagen Touareg","2012","280","265" +"196","187","148","Four-wheel drive","Volkswagen 3.6L 6 Cylinder 280 hp 265 ft-lbs","True","8","8 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Volkswagen Touareg V6 Executive","Volkswagen","2012 Volkswagen Touareg","2012","280","265" +"196","187","148","Four-wheel drive","Volkswagen 3.0L 6 Cylinder 225 hp 406 ft-lbs Turbo Diesel","True","8","8 Speed Automatic Select Shift","19","Diesel fuel","28","Automatic transmission","2012 Volkswagen Touareg TDI Sport","Volkswagen","2012 Volkswagen Touareg","2012","225","406" +"196","187","148","Four-wheel drive","Volkswagen 3.0L 6 Cylinder 225 hp 406 ft-lbs Turbo Diesel","True","8","8 Speed Automatic Select Shift","19","Diesel fuel","28","Automatic transmission","2012 Volkswagen Touareg TDI Lux","Volkswagen","2012 Volkswagen Touareg","2012","225","406" +"196","187","148","Four-wheel drive","Volkswagen 3.0L 6 Cylinder 225 hp 406 ft-lbs Turbo Diesel","True","8","8 Speed Automatic Select Shift","19","Diesel fuel","28","Automatic transmission","2012 Volkswagen Touareg TDI Executive","Volkswagen","2012 Volkswagen Touareg","2012","225","406" +"196","187","148","Four-wheel drive","Volkswagen 3.0L 6 Cylinder 380 hp 425 ft-lbs Hybrid","True","8","8 Speed Automatic Select Shift","20","Gasoline","24","Automatic transmission","2012 Volkswagen Touareg Hybrid","Volkswagen","2012 Volkswagen Touareg Hybrid","2012","380","425" +"239","233","194","Front-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic","17","Gasoline","24","Automatic transmission","2012 GMC Acadia SL","GMC","2012 GMC Acadia","2012","288","270" +"239","233","194","Front-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic","17","Gasoline","24","Automatic transmission","2012 GMC Acadia SLE","GMC","2012 GMC Acadia","2012","288","270" +"239","233","194","Front-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic","17","Gasoline","24","Automatic transmission","2012 GMC Acadia SLT1","GMC","2012 GMC Acadia","2012","288","270" +"239","233","194","Front-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic","17","Gasoline","24","Automatic transmission","2012 GMC Acadia SLT2","GMC","2012 GMC Acadia","2012","288","270" +"239","233","194","All-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic","16","Gasoline","23","Automatic transmission","2012 GMC Acadia SL AWD","GMC","2012 GMC Acadia","2012","288","270" +"239","233","194","All-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic","16","Gasoline","23","Automatic transmission","2012 GMC Acadia SLE AWD","GMC","2012 GMC Acadia","2012","288","270" +"239","233","194","All-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic","16","Gasoline","23","Automatic transmission","2012 GMC Acadia SLT1 AWD","GMC","2012 GMC Acadia","2012","288","270" +"239","233","194","All-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic","16","Gasoline","23","Automatic transmission","2012 GMC Acadia SLT2 AWD","GMC","2012 GMC Acadia","2012","288","270" +"239","233","194","Front-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic","17","Gasoline","24","Automatic transmission","2012 GMC Acadia Denali","GMC","2012 GMC Acadia","2012","288","270" +"239","233","194","All-wheel drive","GMC 3.6L 6 Cylinder 288 hp 270 ft-lbs.","True","6","6 Speed Automatic","16","Gasoline","23","Automatic transmission","2012 GMC Acadia Denali AWD","GMC","2012 GMC Acadia","2012","288","270" +"148","98","194","Front-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic","22","Gasoline","32","Automatic transmission","2012 GMC Terrain SLE-1","GMC","2012 GMC Terrain","2012","182","172" +"148","98","194","All-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic","20","Gasoline","29","Automatic transmission","2012 GMC Terrain SLE-1 AWD","GMC","2012 GMC Terrain","2012","182","172" +"148","98","194","Front-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic","22","Gasoline","32","Automatic transmission","2012 GMC Terrain SLE-2","GMC","2012 GMC Terrain","2012","182","172" +"148","98","194","All-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic","20","Gasoline","29","Automatic transmission","2012 GMC Terrain SLE-2 AWD","GMC","2012 GMC Terrain","2012","182","172" +"148","98","194","Front-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic","22","Gasoline","32","Automatic transmission","2012 GMC Terrain SLT-1","GMC","2012 GMC Terrain","2012","182","172" +"148","98","194","All-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic","20","Gasoline","29","Automatic transmission","2012 GMC Terrain SLT-1 AWD","GMC","2012 GMC Terrain","2012","182","172" +"148","98","194","Front-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic","22","Gasoline","32","Automatic transmission","2012 GMC Terrain SLT-2","GMC","2012 GMC Terrain","2012","182","172" +"148","98","194","All-wheel drive","GMC 2.4L 4 Cylinder 182 hp 172 ft-lbs","True","6","6 Speed Automatic","20","Gasoline","29","Automatic transmission","2012 GMC Terrain SLT-2 AWD","GMC","2012 GMC Terrain","2012","182","172" +"148","98","194","Front-wheel drive","GMC 3.0L 6 Cylinder 264 hp 222 ft-lbs FFV","True","6","6 Speed Automatic","12","E85","18","Automatic transmission","2012 GMC Terrain SLE-2 264 hp","GMC","2012 GMC Terrain","2012","264","222" +"148","98","194","All-wheel drive","GMC 3.0L 6 Cylinder 264 hp 222 ft-lbs FFV","True","6","6 Speed Automatic","12","E85","17","Automatic transmission","2012 GMC Terrain SLE-2 264 hp AWD","GMC","2012 GMC Terrain","2012","264","222" +"148","98","194","Front-wheel drive","GMC 3.0L 6 Cylinder 264 hp 222 ft-lbs FFV","True","6","6 Speed Automatic","12","E85","18","Automatic transmission","2012 GMC Terrain SLT-1 264 hp","GMC","2012 GMC Terrain","2012","264","222" +"148","98","194","All-wheel drive","GMC 3.0L 6 Cylinder 264 hp 222 ft-lbs FFV","True","6","6 Speed Automatic","16","Gasoline","23","Automatic transmission","2012 GMC Terrain SLT-1 264 hp AWD","GMC","2012 GMC Terrain","2012","264","222" +"148","98","194","Front-wheel drive","GMC 3.0L 6 Cylinder 264 hp 222 ft-lbs FFV","True","6","6 Speed Automatic","12","E85","18","Automatic transmission","2012 GMC Terrain SLT-2 264 hp","GMC","2012 GMC Terrain","2012","264","222" +"148","98","194","All-wheel drive","GMC 3.0L 6 Cylinder 264 hp 222 ft-lbs FFV","True","6","6 Speed Automatic","12","E85","17","Automatic transmission","2012 GMC Terrain SLT-2 264 hp AWD","GMC","2012 GMC Terrain","2012","264","222" +"161","10","214","Rear-wheel drive","GMC 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2012 GMC Yukon SLE","GMC","2012 GMC Yukon","2012","320","335" +"161","10","214","Four-wheel drive","GMC 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2012 GMC Yukon SLE 4WD","GMC","2012 GMC Yukon","2012","320","335" +"161","10","214","Rear-wheel drive","GMC 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2012 GMC Yukon SLT","GMC","2012 GMC Yukon","2012","320","335" +"161","10","214","Four-wheel drive","GMC 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","11","E85","16","Automatic transmission","2012 GMC Yukon SLT 4WD","GMC","2012 GMC Yukon","2012","320","335" +"158","16","217","Rear-wheel drive","GMC 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2012 GMC Yukon XL SLE 1500","GMC","2012 GMC Yukon XL","2012","320","335" +"158","16","217","Four-wheel drive","GMC 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2012 GMC Yukon XL SLE 1500 4WD","GMC","2012 GMC Yukon XL","2012","320","335" +"158","16","217","Rear-wheel drive","GMC 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2012 GMC Yukon XL SLT 1500","GMC","2012 GMC Yukon XL","2012","320","335" +"158","16","217","Four-wheel drive","GMC 5.3L 8 Cylinder 320 hp 335 ft-lbs FFV","True","6","6 Speed Automatic","15","Gasoline","21","Automatic transmission","2012 GMC Yukon XL SLT 1500 4WD","GMC","2012 GMC Yukon XL","2012","320","335" +"158","16","217","Rear-wheel drive","GMC 6.0L 8 Cylinder 352 hp 382 ft-lbs","True","6","6 Speed Automatic","10","Gasoline","16","Automatic transmission","2012 GMC Yukon XL SLE 2500","GMC","2012 GMC Yukon XL","2012","352","382" +"158","16","217","Four-wheel drive","GMC 6.0L 8 Cylinder 352 hp 382 ft-lbs","True","6","6 Speed Automatic","10","Gasoline","15","Automatic transmission","2012 GMC Yukon XL SLE 2500 4WD","GMC","2012 GMC Yukon XL","2012","352","382" +"158","16","217","Four-wheel drive","GMC 6.0L 8 Cylinder 352 hp 382 ft-lbs","True","6","6 Speed Automatic","10","Gasoline","15","Automatic transmission","2012 GMC Yukon XL SLT 2500 4WD","GMC","2012 GMC Yukon XL","2012","352","382" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","28","Gasoline","39","Automatic transmission","2012 Honda Civic EX-L Sedan","Honda","2012 Honda Civic Sedan","2012","140","128" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","28","Gasoline","39","Automatic transmission","2012 Honda Civic EX Sedan","Honda","2012 Honda Civic Sedan","2012","140","128" +"155","151","216","Front-wheel drive","Honda 2.4L 4 Cylinder 201 hp 170 ft-lbs","True","6","6 Speed Manual","22","Gasoline","31","Manual transmission","2012 Honda Civic Si Sedan","Honda","2012 Honda Civic Sedan","2012","201","170" +"193","212","151","Four-wheel drive","Jeep 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","6","6 Speed Automatic","13","Gasoline","20","Automatic transmission","2012 Grand Cherokee Laredo X 5.7L 4x4","Grand Cherokee","2012 Jeep Grand Cherokee","2012","360","390" +"155","151","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","29","Gasoline","41","Automatic transmission","2012 Honda Civic HF Sedan","Honda","2012 Honda Civic Sedan","2012","140","128" +"193","212","151","Four-wheel drive","Jeep 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","6","6 Speed Automatic","13","Gasoline","20","Automatic transmission","2012 Grand Cherokee Limited 5.7L 4x4","Grand Cherokee","2012 Jeep Grand Cherokee","2012","360","390" +"161","10","214","Rear-wheel drive","GMC 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","20","Gasoline","23","Automatic transmission","2012 GMC Yukon Hybrid","GMC","2012 GMC Yukon Hybrid","2012","332","367" +"161","10","214","Four-wheel drive","GMC 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic","20","Gasoline","23","Automatic transmission","2012 GMC Yukon Hybrid 4WD","GMC","2012 GMC Yukon Hybrid","2012","332","367" +"193","212","151","Four-wheel drive","Jeep 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","12","E85","17","Automatic transmission","2012 Grand Cherokee Overland 4x4","Grand Cherokee","2012 Jeep Grand Cherokee","2012","290","260" +"193","212","151","Rear-wheel drive","Jeep 3.6L 6 Cylinder 290 hp 260 ft-lbs FFV","True","5","5 Speed Automatic","17","Gasoline","23","Automatic transmission","2012 Grand Cherokee Overland 4x2","Grand Cherokee","2012 Jeep Grand Cherokee","2012","290","260" +"193","212","151","Four-wheel drive","Jeep 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","6","6 Speed Automatic","13","Gasoline","20","Automatic transmission","2012 Grand Cherokee Overland 5.7L 4x4","Grand Cherokee","2012 Jeep Grand Cherokee","2012","360","390" +"167","155","247","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","21","Gasoline","30","Automatic transmission","2012 Volvo C30 T5 AT","Volvo","2012 Volvo C30","2012","227","236" +"167","155","247","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","21","Gasoline","30","Automatic transmission","2012 Volvo C30 R-Design AT","Volvo","2012 Volvo C30","2012","227","236" +"119","230","44","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2012 Volvo C70 T5","Volvo","2012 Volvo C70","2012","227","236" +"77","60","219","Rear-wheel drive","GMC 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","10","E85","13","Automatic transmission","2012 GMC Savana Passenger 1LS 1500 Regular Wheelbase","GMC","2012 GMC Savana","2012","310","334" +"77","60","219","All-wheel drive","GMC 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","17","Automatic transmission","2012 GMC Savana Passenger 1LS 1500 Regular Wheelbase AWD","GMC","2012 GMC Savana","2012","310","334" +"77","60","219","Rear-wheel drive","GMC 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","17","Automatic transmission","2012 GMC Savana Passenger 1LT 1500 Regular Wheelbase","GMC","2012 GMC Savana","2012","310","334" +"77","60","219","All-wheel drive","GMC 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","17","Automatic transmission","2012 GMC Savana Passenger 1LT 1500 Regular Wheelbase AWD","GMC","2012 GMC Savana","2012","310","334" +"22","60","219","Rear-wheel drive","GMC 4.8L 8 Cylinder 280 hp 295 ft-lbs FFV","True","6","6 Speed Automatic","11","Gasoline","17","Automatic transmission","2012 GMC Savana Passenger 1LS 2500 Regular Wheelbase","GMC","2012 GMC Savana","2012","280","295" +"22","60","219","Rear-wheel drive","GMC 6.0L 8 Cylinder 324 hp 373 ft-lbs FFV","True","6","6 Speed Automatic","11","Gasoline","16","Automatic transmission","2012 GMC Savana Passenger 1LS 2500 Regular Wheelbase 324 hp","GMC","2012 GMC Savana","2012","324","373" +"22","60","219","Rear-wheel drive","GMC 4.8L 8 Cylinder 280 hp 295 ft-lbs FFV","True","6","6 Speed Automatic","8","E85","12","Automatic transmission","2012 GMC Savana Passenger 1LT 2500 Regular Wheelbase","GMC","2012 GMC Savana","2012","280","295" +"22","60","219","Rear-wheel drive","GMC 6.0L 8 Cylinder 324 hp 373 ft-lbs FFV","True","6","6 Speed Automatic","8","E85","11","Automatic transmission","2012 GMC Savana Passenger 1LT 2500 Regular Wheelbase 324 hp","GMC","2012 GMC Savana","2012","324","373" +"22","60","219","Rear-wheel drive","GMC 4.8L 8 Cylinder 280 hp 295 ft-lbs FFV","True","6","6 Speed Automatic","8","E85","12","Automatic transmission","2012 GMC Savana Passenger 1LS 3500 Regular Wheelbase","GMC","2012 GMC Savana","2012","280","295" +"22","60","219","Rear-wheel drive","GMC 6.0L 8 Cylinder 324 hp 373 ft-lbs FFV","True","6","6 Speed Automatic","8","E85","11","Automatic transmission","2012 GMC Savana Passenger 1LS 3500 Regular Wheelbase 324 hp","GMC","2012 GMC Savana","2012","324","373" +"22","60","219","Rear-wheel drive","GMC 4.8L 8 Cylinder 280 hp 295 ft-lbs FFV","True","6","6 Speed Automatic","8","E85","12","Automatic transmission","2012 GMC Savana Passenger 1LT 3500 Regular Wheelbase","GMC","2012 GMC Savana","2012","280","295" +"22","60","219","Rear-wheel drive","GMC 6.0L 8 Cylinder 324 hp 373 ft-lbs FFV","True","6","6 Speed Automatic","8","E85","11","Automatic transmission","2012 GMC Savana Passenger 1LT 3500 Regular Wheelbase 324 hp","GMC","2012 GMC Savana","2012","324","373" +"117","105","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Manual","28","Gasoline","36","Manual transmission","2012 Honda Civic DX Coupe","Honda","2012 Honda Civic Coupe","2012","140","128" +"117","105","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","28","Gasoline","39","Automatic transmission","2012 Honda Civic DX Coupe AT","Honda","2012 Honda Civic Coupe","2012","140","128" +"117","105","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Manual","28","Gasoline","36","Manual transmission","2012 Honda Civic LX Coupe","Honda","2012 Honda Civic Coupe","2012","140","128" +"117","105","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","28","Gasoline","39","Automatic transmission","2012 Honda Civic LX Coupe AT","Honda","2012 Honda Civic Coupe","2012","140","128" +"117","105","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Manual","28","Gasoline","36","Manual transmission","2012 Honda Civic EX Coupe","Honda","2012 Honda Civic Coupe","2012","140","128" +"117","105","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","28","Gasoline","39","Automatic transmission","2012 Honda Civic EX Coupe AT","Honda","2012 Honda Civic Coupe","2012","140","128" +"117","105","216","Front-wheel drive","Honda 1.8L 4 Cylinder 140hp 128 ft-lbs","True","5","5 Speed Automatic","28","Gasoline","39","Automatic transmission","2012 Honda Civic EX-L Coupe","Honda","2012 Honda Civic Coupe","2012","140","128" +"117","120","216","Front-wheel drive","Honda 2.4L 4 Cylinder 201 hp 170 ft-lbs","True","6","6 Speed Manual","22","Gasoline","31","Manual transmission","2012 Honda Civic Si Coupe","Honda","2012 Honda Civic Coupe","2012","201","170" +"200","105","249","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","5","5 Speed Manual","23","Gasoline","33","Manual transmission","2012 Volkswagen Golf 2.5L 2-Door","Volkswagen","2012 Volkswagen Golf 2-Door","2012","170","177" +"200","105","249","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic Select Shift","24","Gasoline","31","Automatic transmission","2012 Volkswagen Golf 2.5L 2-Door AT","Volkswagen","2012 Volkswagen Golf 2-Door","2012","170","177" +"200","105","249","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 140 hp 236 ft-lbs Turbo Diesel","True","6","6 Speed Manual","30","Diesel fuel","42","Manual transmission","2012 Volkswagen Golf TDI 2-Door","Volkswagen","2012 Volkswagen Golf 2-Door","2012","140","236" +"200","105","249","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic Select Shift","24","Gasoline","31","Automatic transmission","2012 Volkswagen Golf 4-Door 2.5L 4-Door","Volkswagen","2012 Volkswagen Golf 4-Door","2012","170","177" +"200","105","249","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 140 hp 236 ft-lbs Turbo Diesel","True","6","6 Speed Manual","30","Diesel fuel","42","Manual transmission","2012 Volkswagen Golf 4-Door TDI 4-Door","Volkswagen","2012 Volkswagen Golf 4-Door","2012","140","236" +"180","115","242","All-wheel drive","Volkswagen 2.0L 4 Cylinder 256 hp 243 ft-lbs Turbo","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2012 Volkswagen Golf R 2-Door","Volkswagen","2012 Volkswagen Golf R 2-Door","2012","256","243" +"115","95","21","Front-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","23","Gasoline","28","Manual transmission","2012 Jeep Compass Sport 2.4L 4x2","Jeep","2012 Jeep Compass","2012","172","165" +"142","179","90","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 318 hp 275 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2012 Cadillac CTS Coupe","Cadillac","2012 Cadillac CTS Coupe","2012","318","275" +"142","179","90","All-wheel drive","Cadillac 3.6L 6 Cylinder 318 hp 275 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2012 Cadillac CTS Coupe AWD","Cadillac","2012 Cadillac CTS Coupe","2012","318","275" +"142","179","90","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 318 hp 275 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2012 Cadillac CTS Coupe Performance","Cadillac","2012 Cadillac CTS Coupe","2012","318","275" +"142","179","90","All-wheel drive","Cadillac 3.6L 6 Cylinder 318 hp 275 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2012 Cadillac CTS Coupe Performance AWD","Cadillac","2012 Cadillac CTS Coupe","2012","318","275" +"142","179","90","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 318 hp 275 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2012 Cadillac CTS Coupe Premium","Cadillac","2012 Cadillac CTS Coupe","2012","318","275" +"142","179","90","All-wheel drive","Cadillac 3.6L 6 Cylinder 318 hp 275 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2012 Cadillac CTS Coupe Premium AWD","Cadillac","2012 Cadillac CTS Coupe","2012","318","275" +"180","97","5","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 385 hp 380 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","26","Automatic transmission","2012 Jaguar XF","Jaguar","2012 Jaguar XF","2012","385","380" +"180","97","5","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 385 hp 380 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","26","Automatic transmission","2012 Jaguar XF Portfolio","Jaguar","2012 Jaguar XF","2012","385","380" +"180","97","5","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 470 hp 424 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2012 Jaguar XF Supercharged","Jaguar","2012 Jaguar XF","2012","470","424" +"180","97","5","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 470 hp 424 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2012 Jaguar XFR","Jaguar","2012 Jaguar XF","2012","470","424" +"168","2","62","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 385 hp 380 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","26","Automatic transmission","2012 Jaguar XJ","Jaguar","2012 Jaguar XJ","2012","385","380" +"168","2","62","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 385 hp 380 ft-lbs","True","6","6 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2012 Jaguar XJL Portfolio","Jaguar","2012 Jaguar XJ","2012","385","380" +"168","2","62","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 470 hp 424 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2012 Jaguar XJ Supercharged","Jaguar","2012 Jaguar XJ","2012","470","424" +"168","2","62","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 470 hp 424 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2012 Jaguar XJL Supercharged","Jaguar","2012 Jaguar XJ","2012","470","424" +"168","2","62","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 510 hp 461 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2012 Jaguar XJ Supersport","Jaguar","2012 Jaguar XJ","2012","510","461" +"168","2","62","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 510 hp 461 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","21","Automatic transmission","2012 Jaguar XJL Supersport","Jaguar","2012 Jaguar XJ","2012","510","461" +"193","251","49","Rear-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2012 Cadillac CTS Sport Sedan","Cadillac","2012 Cadillac CTS Sport Sedan","2012","270","223" +"193","251","49","Rear-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2012 Cadillac CTS Sport Sedan AT","Cadillac","2012 Cadillac CTS Sport Sedan","2012","270","223" +"193","251","49","All-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2012 Cadillac CTS Sport Sedan AWD","Cadillac","2012 Cadillac CTS Sport Sedan","2012","270","223" +"193","251","49","Rear-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Manual","16","Gasoline","26","Manual transmission","2012 Cadillac CTS Sport Sedan Luxury","Cadillac","2012 Cadillac CTS Sport Sedan","2012","270","223" +"193","251","49","Rear-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2012 Cadillac CTS Sport Sedan Luxury AT","Cadillac","2012 Cadillac CTS Sport Sedan","2012","270","223" +"193","251","49","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 318 hp 275 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2012 Cadillac CTS Sport Sedan Performance","Cadillac","2012 Cadillac CTS Sport Sedan","2012","318","275" +"193","251","49","All-wheel drive","Cadillac 3.6L 6 Cylinder 318 hp 275 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2012 Cadillac CTS Sport Sedan Performance AWD","Cadillac","2012 Cadillac CTS Sport Sedan","2012","318","275" +"193","251","49","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 318 hp 275 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2012 Cadillac CTS Sport Sedan Premium","Cadillac","2012 Cadillac CTS Sport Sedan","2012","318","275" +"193","251","49","All-wheel drive","Cadillac 3.6L 6 Cylinder 318 hp 275 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2012 Cadillac CTS Sport Sedan Premium AWD","Cadillac","2012 Cadillac CTS Sport Sedan","2012","318","275" +"193","251","49","All-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2012 Cadillac CTS Sport Sedan Luxury AWD","Cadillac","2012 Cadillac CTS Sport Sedan","2012","270","223" +"193","212","151","Four-wheel drive","Jeep 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","6","6 Speed Automatic","13","Gasoline","20","Automatic transmission","2012 Grand Cherokee Overland Summit 5.7L 4x4","Grand Cherokee","2012 Jeep Grand Cherokee","2012","360","390" +"32","186","240","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 550 hp 502 ft-lbs S-charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2012 Jaguar XKR-S Coupe","Jaguar","2012 Jaguar XK Coup","2012","550","502" +"42","186","240","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 385 hp 380 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","24","Automatic transmission","2012 Jaguar XK Coupe","Jaguar","2012 Jaguar XK Coup","2012","385","380" +"42","186","240","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 510 hp 461 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2012 Jaguar XKR Coupe","Jaguar","2012 Jaguar XK Coup","2012","510","461" +"49","186","240","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 385 hp 380 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2012 Jaguar XK Convertible","Jaguar","2012 Jaguar XK Convertible","2012","385","380" +"49","186","240","Rear-wheel drive","Jaguar 5.0L 8 Cylinder 510 hp 461 ft-lbs S-Charged","True","6","6 Speed Automatic Select Shift","15","Gasoline","22","Automatic transmission","2012 Jaguar XKR Convertible","Jaguar","2012 Jaguar XK Convertible","2012","510","461" +"11","141","44","Four-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","21","Automatic transmission","2012 Jeep Liberty Arctic 4x4","Jeep","2012 Jeep Liberty","2012","210","235" +"11","141","44","Four-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","21","Automatic transmission","2012 Jeep Liberty Sport 4x4","Jeep","2012 Jeep Liberty","2012","210","235" +"11","141","44","Rear-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","22","Automatic transmission","2012 Jeep Liberty Limited Jet Edition 4x2","Jeep","2012 Jeep Liberty","2012","210","235" +"11","141","44","Four-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","21","Automatic transmission","2012 Jeep Liberty Limited Edition 4x4","Jeep","2012 Jeep Liberty","2012","210","235" +"11","141","44","Four-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","21","Automatic transmission","2012 Jeep Liberty Limited Jet Edition 4x4","Jeep","2012 Jeep Liberty","2012","210","235" +"11","141","44","Rear-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","22","Automatic transmission","2012 Jeep Liberty Sport 4x2","Jeep","2012 Jeep Liberty","2012","210","235" +"11","141","44","Rear-wheel drive","Jeep 3.7L 6 Cylinder 210 hp 235 ft-lbs","True","4","4 Speed Automatic","16","Gasoline","22","Automatic transmission","2012 Jeep Liberty Limited Edition 4x2","Jeep","2012 Jeep Liberty","2012","210","235" +"193","12","49","Rear-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2012 Cadillac CTS Sport Wagon","Cadillac","2012 Cadillac CTS Sport Wagon","2012","270","223" +"193","12","49","All-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2012 Cadillac CTS Sport Wagon AWD","Cadillac","2012 Cadillac CTS Sport Wagon","2012","270","223" +"193","12","49","Rear-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2012 Cadillac CTS Sport Wagon Luxury","Cadillac","2012 Cadillac CTS Sport Wagon","2012","270","223" +"193","12","49","All-wheel drive","Cadillac 3.0L 6 Cylinder 270 hp 223 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2012 Cadillac CTS Sport Wagon Luxury AWD","Cadillac","2012 Cadillac CTS Sport Wagon","2012","270","223" +"193","12","49","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 318 hp 275 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2012 Cadillac CTS Sport Wagon Performance","Cadillac","2012 Cadillac CTS Sport Wagon","2012","318","275" +"193","12","49","All-wheel drive","Cadillac 3.6L 6 Cylinder 318 hp 275 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2012 Cadillac CTS Sport Wagon Performance AWD","Cadillac","2012 Cadillac CTS Sport Wagon","2012","318","275" +"193","12","49","Rear-wheel drive","Cadillac 3.6L 6 Cylinder 318 hp 275 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2012 Cadillac CTS Sport Wagon Premium","Cadillac","2012 Cadillac CTS Sport Wagon","2012","318","275" +"193","12","49","All-wheel drive","Cadillac 3.6L 6 Cylinder 318 hp 275 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","26","Automatic transmission","2012 Cadillac CTS Sport Wagon Premium AWD","Cadillac","2012 Cadillac CTS Sport Wagon","2012","318","275" +"132","134","105","Front-wheel drive","Honda 3.5L 6 Cylinder 271 hp 254 ft-lbs","True","5","5 Speed Automatic","18","Gasoline","27","Automatic transmission","2012 Honda Crosstour EX","Honda","2012 Honda Accord Crosstour Hatchback","2012","271","254" +"142","179","90","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 556 hp 551 ft-lbs S-charged","True","6","6 Speed Manual","14","Gasoline","19","Manual transmission","2012 Cadillac CTS-V Coupe","Cadillac","2012 Cadillac CTS-V Coupe","2012","556","551" +"142","179","90","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 556 hp 551 ft-lbs S-charged","True","6","6 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2012 Cadillac CTS-V Coupe AT","Cadillac","2012 Cadillac CTS-V Coupe","2012","556","551" +"247","200","105","All-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Volvo XC90 3.2 R-Design AWD","Volvo","2012 Volvo XC90","2012","240","236" +"247","200","105","All-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Volvo XC90 3.2 AWD","Volvo","2012 Volvo XC90","2012","240","236" +"132","134","105","Front-wheel drive","Honda 3.5L 6 Cylinder 271 hp 254 ft-lbs","True","5","5 Speed Automatic","18","Gasoline","27","Automatic transmission","2012 Honda Crosstour EX-L","Honda","2012 Honda Accord Crosstour Hatchback","2012","271","254" +"66","230","69","All-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2012 Volvo XC70 3.2 AWD","Volvo","2012 Volvo XC70","2012","240","236" +"175","251","49","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 556 hp 551 ft-lbs S-charged","True","6","6 Speed Manual","14","Gasoline","19","Manual transmission","2012 Cadillac CTS-V Sedan","Cadillac","2012 Cadillac CTS-V Sedan","2012","556","551" +"175","251","49","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 556 hp 551 ft-lbs S-charged","True","6","6 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2012 Cadillac CTS-V Sedan AT","Cadillac","2012 Cadillac CTS-V Sedan","2012","556","551" +"175","19","97","All-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2012 Volvo XC60 3.2 AWD","Volvo","2012 Volvo XC60","2012","240","236" +"132","134","105","Four-wheel drive","Honda 3.5L 6 Cylinder 271 hp 254 ft-lbs","True","5","5 Speed Automatic","18","Gasoline","26","Automatic transmission","2012 Honda Crosstour EX-L 4WD","Honda","2012 Honda Accord Crosstour Hatchback","2012","271","254" +"180","115","242","All-wheel drive","Volkswagen 2.0L 4 Cylinder 256 hp 243 ft-lbs Turbo","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2012 Volkswagen Golf R 4-Door","Volkswagen","2012 Volkswagen Golf R 4-Door","2012","256","243" +"214","23","161","Front-wheel drive","Volkswagen 3.6L 6 Cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2012 Volkswagen Routan S","Volkswagen","2012 Volkswagen Routan","2012","283","260" +"214","23","161","Front-wheel drive","Volkswagen 3.6L 6 Cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","E85","18","Automatic transmission","2012 Volkswagen Routan SE","Volkswagen","2012 Volkswagen Routan","2012","283","260" +"214","23","161","Front-wheel drive","Volkswagen 3.6L 6 Cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2012 Volkswagen Routan SEL","Volkswagen","2012 Volkswagen Routan","2012","283","260" +"214","23","161","Front-wheel drive","Volkswagen 3.6L 6 Cylinder 283 hp 260 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2012 Volkswagen Routan SEL Premium","Volkswagen","2012 Volkswagen Routan","2012","283","260" +"188","115","242","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2012 Volkswagen GTI 2-Door","Volkswagen","2012 Volkswagen GTI 2-Door","2012","200","207" +"188","115","242","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2012 Volkswagen GTI 2-Door Autobahn","Volkswagen","2012 Volkswagen GTI 2-Door","2012","200","207" +"193","212","151","Rear-wheel drive","Jeep 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2012 Grand Cherokee Laredo X 5.7L 4x2","Grand Cherokee","2012 Jeep Grand Cherokee","2012","360","390" +"193","212","151","Rear-wheel drive","Jeep 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2012 Grand Cherokee Limited 5.7L 4x2","Grand Cherokee","2012 Jeep Grand Cherokee","2012","360","390" +"193","212","151","Rear-wheel drive","Jeep 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2012 Grand Cherokee Overland 5.7L 4x2","Grand Cherokee","2012 Jeep Grand Cherokee","2012","360","390" +"193","212","151","Rear-wheel drive","Jeep 5.7L 8 Cylinder 360 hp 390 ft-lbs","True","6","6 Speed Automatic","14","Gasoline","20","Automatic transmission","2012 Grand Cherokee Overland Summit 5.7L 4x2","Grand Cherokee","2012 Jeep Grand Cherokee","2012","360","390" +"167","155","247","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","29","Manual transmission","2012 Volvo C30 T5 Premier Plus","Volvo","2012 Volvo C30","2012","227","236" +"167","155","247","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","29","Manual transmission","2012 Volvo C30 T5 Platinum","Volvo","2012 Volvo C30","2012","227","236" +"167","155","247","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","29","Manual transmission","2012 Volvo C30 R-Design Premier Plus","Volvo","2012 Volvo C30","2012","227","236" +"167","155","247","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","29","Manual transmission","2012 Volvo C30 R-Design Platinum","Volvo","2012 Volvo C30","2012","227","236" +"167","155","247","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","21","Gasoline","30","Automatic transmission","2012 Volvo C30 T5 Premier Plus AT","Volvo","2012 Volvo C30","2012","227","236" +"167","155","247","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","21","Gasoline","30","Automatic transmission","2012 Volvo C30 T5 Platinum AT","Volvo","2012 Volvo C30","2012","227","236" +"167","155","247","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","21","Gasoline","30","Automatic transmission","2012 Volvo C30 R-Design Platinum AT","Volvo","2012 Volvo C30","2012","227","236" +"167","155","247","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","21","Gasoline","30","Automatic transmission","2012 Volvo C30 R-Design Premier Plus AT","Volvo","2012 Volvo C30","2012","227","236" +"119","230","44","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2012 Volvo C70 T5 Premier Plus","Volvo","2012 Volvo C70","2012","227","236" +"119","230","44","Front-wheel drive","Volvo 2.5L 5 Cylinder 227 hp 236 ft-lbs Turbo","True","5","5 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2012 Volvo C70 T5 Platinum","Volvo","2012 Volvo C70","2012","227","236" +"175","19","97","Front-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","25","Automatic transmission","2012 Volvo XC60 3.2 Platinum","Volvo","2012 Volvo XC60","2012","240","236" +"175","19","97","Front-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","25","Automatic transmission","2012 Volvo XC60 3.2 Premier","Volvo","2012 Volvo XC60","2012","240","236" +"175","19","97","Front-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","25","Automatic transmission","2012 Volvo XC60 3.2 Premier Plus","Volvo","2012 Volvo XC60","2012","240","236" +"175","19","97","All-wheel drive","Volvo 3.0 L 6 Cylinder 300 HP 325 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2012 Volvo XC60 T6 AWD Premier Plus","Volvo","2012 Volvo XC60","2012","300","325" +"175","19","97","All-wheel drive","Volvo 3.0 L 6 Cylinder 300 HP 325 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2012 Volvo XC60 T6 AWD Platinum","Volvo","2012 Volvo XC60","2012","300","325" +"175","19","97","All-wheel drive","Volvo 3.0 L 6 Cylinder 325 HP 354 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2012 Volvo XC60 T6 AWD R-Design Premier Plus","Volvo","2012 Volvo XC60","2012","325","354" +"175","19","97","All-wheel drive","Volvo 3.0 L 6 Cylinder 325 HP 354 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2012 Volvo XC60 T6 AWD R-Design Platinum","Volvo","2012 Volvo XC60","2012","325","354" +"188","115","242","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2012 Volkswagen GTI 4-Door","Volkswagen","2012 Volkswagen GTI 4-Door","2012","200","207" +"188","115","242","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2012 Volkswagen GTI 4-Door Autobahn","Volkswagen","2012 Volkswagen GTI 4-Door","2012","200","207" +"160","62","221","Four-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","22","Gasoline","28","Manual transmission","2012 Jeep Patriot Sport 4x4","Jeep","2012 Jeep Patriot","2012","172","165" +"127","62","221","Front-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","23","Gasoline","28","Manual transmission","2012 Jeep Patriot Sport 2.4L 4x2","Jeep","2012 Jeep Patriot","2012","172","165" +"127","62","221","Front-wheel drive","Jeep 2.0L 4 Cylinder 158 hp 141 ft-lbs","True","5","5 Speed Manual","23","Gasoline","29","Manual transmission","2012 Jeep Patriot Latitude 4x2","Jeep","2012 Jeep Patriot","2012","158","141" +"127","62","221","Front-wheel drive","Jeep 2.4L 4 Cylinder 172 hp 165 ft-lbs","True","5","5 Speed Manual","23","Gasoline","28","Manual transmission","2012 Jeep Patriot Latitude 2.4L 4x2","Jeep","2012 Jeep Patriot","2012","172","165" +"127","62","221","Front-wheel drive","Jeep 2.0L 4 Cylinder 158 hp 141 ft-lbs","True","5","5 Speed Manual","23","Gasoline","29","Manual transmission","2012 Jeep Patriot Sport 4x2","Jeep","2012 Jeep Patriot","2012","158","141" +"205","181","16","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","5","5 Speed Manual","22","Gasoline","31","Manual transmission","2012 Volkswagen Beetle 2.5L","Volkswagen","2012 Volkswagen Beetle","2012","170","177" +"205","181","16","Front-wheel drive","Volkswagen 2.5L 5 Cylinder 170 hp 177 ft-lbs","True","6","6 Speed Automatic Select Shift","22","Gasoline","29","Automatic transmission","2012 Volkswagen Beetle 2.5L AT","Volkswagen","2012 Volkswagen Beetle","2012","170","177" +"205","181","16","Front-wheel drive","Volkswagen 2.0L 4 Cylinder 200 hp 207 ft-lbs Turbo","True","6","6 Speed Manual","21","Gasoline","30","Manual transmission","2012 Volkswagen Beetle Turbo","Volkswagen","2012 Volkswagen Beetle","2012","200","207" +"193","12","49","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 556 hp 551 ft-lbs S-charged","True","6","6 Speed Manual","14","Gasoline","19","Manual transmission","2012 Cadillac CTS-V Wagon","Cadillac","2012 Cadillac CTS-V Wagon","2012","556","551" +"193","12","49","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 556 hp 551 ft-lbs S-charged","True","6","6 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2012 Cadillac CTS-V Wagon AT","Cadillac","2012 Cadillac CTS-V Wagon","2012","556","551" +"34","41","79","Four-wheel drive","Jeep 3.6L 6 Cylinder 280 hp 260 lb-ft","True","5","5 Speed Automatic","17","Gasoline","21","Automatic transmission","2012 Jeep Wrangler Sport S AT","Jeep","2012 Jeep Wrangler","2012","285","260" +"34","41","79","Four-wheel drive","Jeep 3.6L 6 Cylinder 280 hp 260 lb-ft","True","6","6 Speed Manual","17","Gasoline","21","Manual transmission","2012 Jeep Wrangler Sport","Jeep","2012 Jeep Wrangler","2012","285","260" +"34","41","79","Four-wheel drive","Jeep 3.6L 6 Cylinder 280 hp 260 lb-ft","True","6","6 Speed Manual","17","Gasoline","21","Manual transmission","2012 Jeep Wrangler Sport S","Jeep","2012 Jeep Wrangler","2012","285","260" +"34","41","79","Four-wheel drive","Jeep 3.6L 6 Cylinder 280 hp 260 lb-ft","True","5","5 Speed Automatic","17","Gasoline","21","Automatic transmission","2012 Jeep Wrangler Sport AT","Jeep","2012 Jeep Wrangler","2012","285","260" +"34","41","79","Four-wheel drive","Jeep 3.6L 6 Cylinder 280 hp 260 lb-ft","True","5","5 Speed Automatic","17","Gasoline","21","Automatic transmission","2012 Jeep Wrangler Rubicon AT","Jeep","2012 Jeep Wrangler","2012","285","260" +"34","41","79","Four-wheel drive","Jeep 3.6L 6 Cylinder 280 hp 260 lb-ft","True","5","5 Speed Automatic","17","Gasoline","21","Automatic transmission","2012 Jeep Wrangler Sahara AT","Jeep","2012 Jeep Wrangler","2012","285","260" +"34","41","79","Four-wheel drive","Jeep 3.6L 6 Cylinder 280 hp 260 lb-ft","True","5","5 Speed Automatic","17","Gasoline","21","Automatic transmission","2012 Jeep Wrangler Arctic AT","Jeep","2012 Jeep Wrangler","2012","285","260" +"34","41","79","Four-wheel drive","Jeep 3.6L 6 Cylinder 280 hp 260 lb-ft","True","6","6 Speed Manual","17","Gasoline","21","Manual transmission","2012 Jeep Wrangler Arctic","Jeep","2012 Jeep Wrangler","2012","285","260" +"34","41","79","Four-wheel drive","Jeep 3.6L 6 Cylinder 280 hp 260 lb-ft","True","6","6 Speed Manual","17","Gasoline","21","Manual transmission","2012 Jeep Wrangler Sahara","Jeep","2012 Jeep Wrangler","2012","285","260" +"34","41","79","Four-wheel drive","Jeep 3.6L 6 Cylinder 280 hp 260 lb-ft","True","6","6 Speed Manual","17","Gasoline","21","Manual transmission","2012 Jeep Wrangler Rubicon","Jeep","2012 Jeep Wrangler","2012","285","260" +"132","225","118","Front-wheel drive","Cadillac 3.6L 6 Cylinder 308 hp 265 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","E85","18","Automatic transmission","2012 Cadillac SRX Crossover","Cadillac","2012 Cadillac SRX Crossover","2012","308","265" +"132","225","118","Front-wheel drive","Cadillac 3.6L 6 Cylinder 308 hp 265 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2012 Cadillac SRX Crossover Premium","Cadillac","2012 Cadillac SRX Crossover","2012","308","265" +"132","225","118","All-wheel drive","Cadillac 3.6L 6 Cylinder 308 hp 265 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","E85","17","Automatic transmission","2012 Cadillac SRX Crossover Premium AWD","Cadillac","2012 Cadillac SRX Crossover","2012","308","265" +"132","225","118","Front-wheel drive","Cadillac 3.6L 6 Cylinder 308 hp 265 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2012 Cadillac SRX Crossover Luxury","Cadillac","2012 Cadillac SRX Crossover","2012","308","265" +"132","225","118","All-wheel drive","Cadillac 3.6L 6 Cylinder 308 hp 265 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Cadillac SRX Crossover Luxury AWD","Cadillac","2012 Cadillac SRX Crossover","2012","308","265" +"132","225","118","Front-wheel drive","Cadillac 3.6L 6 Cylinder 308 hp 265 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","12","E85","18","Automatic transmission","2012 Cadillac SRX Crossover Performance","Cadillac","2012 Cadillac SRX Crossover","2012","308","265" +"132","225","118","All-wheel drive","Cadillac 3.6L 6 Cylinder 308 hp 265 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Cadillac SRX Crossover Performance AWD","Cadillac","2012 Cadillac SRX Crossover","2012","308","265" +"77","60","219","Rear-wheel drive","GMC 4.3L 6 Cylinder 195 hp 260 ft-lbs","True","4","4 Speed Automatic","15","Gasoline","20","Automatic transmission","2012 GMC Savana Cargo Van 1500 Regular Wheelbase","GMC","2012 GMC Savana","2012","195","260" +"77","60","219","Rear-wheel drive","GMC 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","18","Automatic transmission","2012 GMC Savana Cargo Van 1500 Regular Wheelbase 310 hp","GMC","2012 GMC Savana","2012","310","334" +"77","60","219","All-wheel drive","GMC 5.3L 8 Cylinder 310 hp 334 ft-lbs FFV","True","4","4 Speed Automatic","13","Gasoline","17","Automatic transmission","2012 GMC Savana Cargo Van 1500 Regular Wheelbase AWD","GMC","2012 GMC Savana","2012","310","334" +"34","41","79","Four-wheel drive","Jeep 3.6L 6 Cylinder 280 hp 260 lb-ft","True","6","6 Speed Manual","17","Gasoline","21","Manual transmission","2012 Jeep Wrangler Call Of Duty MW3 Edition","Jeep","2012 Jeep Wrangler","2012","285","260" +"34","41","79","Four-wheel drive","Jeep 3.6L 6 Cylinder 280 hp 260 lb-ft","True","5","5 Speed Automatic","17","Gasoline","21","Automatic transmission","2012 Jeep Wrangler Call Of Duty MW3 Edition AT","Jeep","2012 Jeep Wrangler","2012","285","260" +"66","230","69","Front-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","25","Automatic transmission","2012 Volvo XC70 3.2 Premier","Volvo","2012 Volvo XC70","2012","240","236" +"66","230","69","All-wheel drive","Volvo 3.0 L 6 Cylinder 300 HP 325 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2012 Volvo XC70 T6 AWD Platinum","Volvo","2012 Volvo XC70","2012","300","325" +"66","230","69","Front-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","25","Automatic transmission","2012 Volvo XC70 3.2 Platinum","Volvo","2012 Volvo XC70","2012","240","236" +"66","230","69","Front-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","25","Automatic transmission","2012 Volvo XC70 3.2 Premier Plus","Volvo","2012 Volvo XC70","2012","240","236" +"66","230","69","All-wheel drive","Volvo 3.0 L 6 Cylinder 300 HP 325 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2012 Volvo XC70 T6 AWD Premier Plus","Volvo","2012 Volvo XC70","2012","300","325" +"114","12","247","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","18","Gasoline","28","Manual transmission","2012 BMW 328i Coup","BMW Motorrad","2012 BMW 3 Series Coup","2012","230","200" +"114","12","247","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2012 BMW 328i Coup AT","BMW Motorrad","2012 BMW 3 Series Coup","2012","230","200" +"114","12","247","All-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","17","Gasoline","25","Manual transmission","2012 BMW 328i xDrive Coup","BMW Motorrad","2012 BMW 3 Series Coup","2012","230","200" +"114","12","247","All-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2012 BMW 328i xDrive Coup AT","BMW Motorrad","2012 BMW 3 Series Coup","2012","230","200" +"114","12","247","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Manual","19","Gasoline","28","Manual transmission","2012 BMW 335i Coup","BMW","2012 BMW 3 Series Coup","2012","300","300" +"114","12","247","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2012 BMW 335i Coup AT","BMW","2012 BMW 3 Series Coup","2012","300","300" +"114","12","247","Rear-wheel drive","BMW 3.0L 6 cylinder 320 hp 332 ft-lbs Turbo","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2012 BMW 335is Coup","BMW","2012 BMW 3 Series Coup","2012","320","332" +"114","12","247","Rear-wheel drive","BMW 3.0L 6 cylinder 320 hp 332 ft-lbs Turbo","True","7","7 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2012 BMW 335is Coup AT","BMW","2012 BMW 3 Series Coup","2012","320","332" +"114","12","247","All-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2012 BMW 335i xDrive Coup","BMW","2012 BMW 3 Series Coup","2012","300","300" +"114","12","247","All-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2012 BMW 335i xDrive Coup AT","BMW","2012 BMW 3 Series Coup","2012","300","300" +"132","9","24","Rear-wheel drive","BMW 4.0L 8 cylinder 414 hp 295 ft-lbs","True","6","6 Speed Manual","14","Gasoline","20","Manual transmission","2012 BMW M3 Coup","BMW","2012 BMW 3 Series Coup","2012","414","295" +"132","9","24","Rear-wheel drive","BMW 4.0L 8 cylinder 414 hp 295 ft-lbs","True","7","7 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2012 BMW M3 Coup AT","BMW","2012 BMW 3 Series Coup","2012","414","295" +"247","200","105","Front-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Volvo XC90 3.2 Platinum","Volvo","2012 Volvo XC90","2012","240","236" +"247","200","105","Front-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Volvo XC90 3.2 Premier Plus","Volvo","2012 Volvo XC90","2012","240","236" +"247","200","105","Front-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Volvo XC90 3.2 R-Design Platinum","Volvo","2012 Volvo XC90","2012","240","236" +"247","200","105","Front-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Volvo XC90 3.2 R-Design Premier Plus","Volvo","2012 Volvo XC90","2012","240","236" +"175","19","97","All-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2012 Volvo XC60 3.2 AWD Premier Plus","Volvo","2012 Volvo XC60","2012","240","236" +"175","19","97","All-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2012 Volvo XC60 3.2 AWD Platinum","Volvo","2012 Volvo XC60","2012","240","236" +"175","19","97","All-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2012 Volvo XC60 3.2 AWD Premier","Volvo","2012 Volvo XC60","2012","240","236" +"66","230","69","All-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2012 Volvo XC70 3.2 AWD Premier Plus","Volvo","2012 Volvo XC70","2012","240","236" +"66","230","69","All-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2012 Volvo XC70 3.2 AWD Premier","Volvo","2012 Volvo XC70","2012","240","236" +"66","230","69","All-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","24","Automatic transmission","2012 Volvo XC70 3.2 AWD Platinum","Volvo","2012 Volvo XC70","2012","240","236" +"39","220","128","Four-wheel drive","Land Rover 5.0L 8 Cylinder 375 hp 375 ft-lbs","True","6","6 Speed Automatic Select Shift","12","Gasoline","17","Automatic transmission","2012 Land Rover LR4","Land Rover","2012 Land Rover LR4","2012","375","375" +"39","220","128","Four-wheel drive","Land Rover 5.0L 8 Cylinder 375 hp 375 ft-lbs","True","6","6 Speed Automatic Select Shift","12","Gasoline","17","Automatic transmission","2012 Land Rover LR4 HSE LUX","Land Rover","2012 Land Rover LR4","2012","375","375" +"39","220","128","Four-wheel drive","Land Rover 5.0L 8 Cylinder 375 hp 375 ft-lbs","True","6","6 Speed Automatic Select Shift","12","Gasoline","17","Automatic transmission","2012 Land Rover LR4 HSE","Land Rover","2012 Land Rover LR4","2012","375","375" +"135","23","214","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","Gasoline","18","Automatic transmission","2012 Cadillac Escalade","Cadillac","2012 Cadillac Escalade","2012","403","417" +"135","23","214","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","14","Automatic transmission","2012 Cadillac Escalade AWD","Cadillac","2012 Cadillac Escalade","2012","403","417" +"135","23","214","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","15","Automatic transmission","2012 Cadillac Escalade Luxury","Cadillac","2012 Cadillac Escalade","2012","403","417" +"135","23","214","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","14","Automatic transmission","2012 Cadillac Escalade Luxury AWD","Cadillac","2012 Cadillac Escalade","2012","403","417" +"135","23","214","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","Gasoline","18","Automatic transmission","2012 Cadillac Escalade Premium","Cadillac","2012 Cadillac Escalade","2012","403","417" +"135","23","214","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2012 Cadillac Escalade Premium AWD","Cadillac","2012 Cadillac Escalade","2012","403","417" +"135","23","214","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","Gasoline","18","Automatic transmission","2012 Cadillac Escalade Platinum","Cadillac","2012 Cadillac Escalade","2012","403","417" +"135","23","214","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2012 Cadillac Escalade Platinum AWD","Cadillac","2012 Cadillac Escalade","2012","403","417" +"135","23","214","Rear-wheel drive","Cadillac 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic Select Shift","20","Gasoline","23","Automatic transmission","2012 Cadillac Escalade Hybrid","Cadillac","2012 Cadillac Escalade Hybrid","2012","332","367" +"135","23","214","Four-wheel drive","Cadillac 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic Select Shift","20","Gasoline","23","Automatic transmission","2012 Cadillac Escalade Hybrid 4WD","Cadillac","2012 Cadillac Escalade Hybrid","2012","332","367" +"135","23","214","Rear-wheel drive","Cadillac 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic Select Shift","20","Gasoline","23","Automatic transmission","2012 Cadillac Escalade Hybrid Platinum","Cadillac","2012 Cadillac Escalade Hybrid","2012","332","367" +"135","23","214","Four-wheel drive","Cadillac 6.0L 8 Cylinder 332 hp 367 ft-lbs Hybrid","True","4","4 Speed Automatic Select Shift","20","Gasoline","23","Automatic transmission","2012 Cadillac Escalade Hybrid Platinum 4WD","Cadillac","2012 Cadillac Escalade Hybrid","2012","332","367" +"64","29","217","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","Gasoline","18","Automatic transmission","2012 Cadillac Escalade ESV","Cadillac","2012 Cadillac Escalade ESV","2012","403","417" +"64","29","217","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2012 Cadillac Escalade ESV AWD","Cadillac","2012 Cadillac Escalade ESV","2012","403","417" +"64","29","217","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","Gasoline","18","Automatic transmission","2012 Cadillac Escalade ESV Luxury","Cadillac","2012 Cadillac Escalade ESV","2012","403","417" +"64","29","217","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2012 Cadillac Escalade ESV Luxury AWD","Cadillac","2012 Cadillac Escalade ESV","2012","403","417" +"64","29","217","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","10","E85","15","Automatic transmission","2012 Cadillac Escalade ESV Premium","Cadillac","2012 Cadillac Escalade ESV","2012","403","417" +"64","29","217","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","9","E85","13","Automatic transmission","2012 Cadillac Escalade ESV Premium AWD","Cadillac","2012 Cadillac Escalade ESV","2012","403","417" +"64","29","217","Rear-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","14","Gasoline","18","Automatic transmission","2012 Cadillac Escalade ESV Platinum","Cadillac","2012 Cadillac Escalade ESV","2012","403","417" +"64","29","217","All-wheel drive","Cadillac 6.2L 8 Cylinder 403 hp 417 ft-lbs FFV","True","6","6 Speed Automatic Select Shift","9","E85","13","Automatic transmission","2012 Cadillac Escalade ESV Platinum AWD","Cadillac","2012 Cadillac Escalade ESV","2012","403","417" +"85","106","166","Four-wheel drive","Land Rover 5.0L 8 Cylinder 375 hp 375 ft-lbs","True","6","6 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2012 Land Rover Range Rover HSE LUX","Land Rover","2012 Land Rover Range Rover","2012","375","375" +"85","106","166","Four-wheel drive","Land Rover 5.0L 8 Cylinder 510 hp 461 ft-lbs S-charged","True","6","6 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2012 Land Rover Range Rover Autobiography","Land Rover","2012 Land Rover Range Rover","2012","510","461" +"85","106","166","Four-wheel drive","Land Rover 5.0L 8 Cylinder 510 hp 461 ft-lbs S-charged","True","6","6 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2012 Land Rover Range Rover Supercharged","Land Rover","2012 Land Rover Range Rover","2012","510","461" +"85","106","166","Four-wheel drive","Land Rover 5.0L 8 Cylinder 375 hp 375 ft-lbs","True","6","6 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2012 Land Rover Range Rover HSE","Land Rover","2012 Land Rover Range Rover","2012","375","375" +"104","12","247","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Manual","17","Gasoline","26","Manual transmission","2012 BMW 328i Convertible","BMW Motorrad","2012 BMW 3 Series Convertible","2012","230","200" +"104","12","247","Rear-wheel drive","BMW 3.0L 6 cylinder 230hp 200 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2012 BMW 328i Convertible AT","BMW Motorrad","2012 BMW 3 Series Convertible","2012","230","200" +"104","12","247","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Manual","19","Gasoline","28","Manual transmission","2012 BMW 335i Convertible","BMW","2012 BMW 3 Series Convertible","2012","300","300" +"104","12","247","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2012 BMW 335i Convertible AT","BMW","2012 BMW 3 Series Convertible","2012","300","300" +"91","12","247","Rear-wheel drive","BMW 3.0L 6 cylinder 320 hp 332 ft-lbs Turbo","True","6","6 Speed Manual","18","Gasoline","26","Manual transmission","2012 BMW 335is Convertible","BMW","2012 BMW 3 Series Convertible","2012","320","332" +"91","12","247","Rear-wheel drive","BMW 3.0L 6 cylinder 320 hp 332 ft-lbs Turbo","True","7","7 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2012 BMW 335is Convertible AT","BMW","2012 BMW 3 Series Convertible","2012","320","332" +"111","7","11","Rear-wheel drive","BMW 4.0L 8 cylinder 414 hp 295 ft-lbs","True","6","6 Speed Manual","13","Gasoline","20","Manual transmission","2012 BMW M3 Convertible","BMW","2012 BMW 3 Series Convertible","2012","414","295" +"111","7","11","Rear-wheel drive","BMW 4.0L 8 cylinder 414 hp 295 ft-lbs","True","7","7 Speed Automatic Select Shift","14","Gasoline","20","Automatic transmission","2012 BMW M3 Convertible AT","BMW","2012 BMW 3 Series Convertible","2012","414","295" +"252","167","108","Four-wheel drive","Land Rover 5.0L 8 Cylinder 375 hp 375 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2012 Land Rover Range Rover Sport HSE LUX","Land Rover","2012 Land Rover Range Rover Sport","2012","375","375" +"252","167","108","Four-wheel drive","Land Rover 5.0L 8 Cylinder 510 hp 461 ft-lbs S-charged","True","6","6 Speed Automatic Select Shift","12","Gasoline","17","Automatic transmission","2012 Land Rover Range Rover Sport Autobiography","Land Rover","2012 Land Rover Range Rover Sport","2012","510","461" +"252","167","108","Four-wheel drive","Land Rover 5.0L 8 Cylinder 375 hp 375 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","18","Automatic transmission","2012 Land Rover Range Rover Sport HSE","Land Rover","2012 Land Rover Range Rover Sport","2012","375","375" +"252","167","108","Four-wheel drive","Land Rover 5.0L 8 Cylinder 510 hp 461 ft-lbs S-charged","True","6","6 Speed Automatic Select Shift","12","Gasoline","17","Automatic transmission","2012 Land Rover Range Rover Sport Supercharged","Land Rover","2012 Land Rover Range Rover Sport","2012","510","461" +"247","200","105","All-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Volvo XC90 3.2 AWD Premier Plus","Volvo","2012 Volvo XC90","2012","240","236" +"247","200","105","All-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Volvo XC90 3.2 AWD Platinum","Volvo","2012 Volvo XC90","2012","240","236" +"183","40","67","Rear-wheel drive","BMW 2.0L 4 Cylinder 240 hp 260 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","23","Gasoline","34","Automatic transmission","2012 BMW 528i Sedan","BMW","2012 BMW 5 Series Sedan","2012","240","260" +"183","40","67","All-wheel drive","BMW 2.0L 4 Cylinder 240 hp 260 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2012 BMW 528i xDrive Sedan","BMW","2012 BMW 5 Series Sedan","2012","240","260" +"183","40","67","All-wheel drive","BMW 2.0L 4 Cylinder 240 hp 260 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","22","Gasoline","32","Automatic transmission","2012 BMW 528i xDrive Sedan AT","BMW","2012 BMW 5 Series Sedan","2012","240","260" +"183","183","67","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","6","6 Speed Manual","19","Gasoline","29","Manual transmission","2012 BMW 535i Sedan","BMW","2012 BMW 5 Series Sedan","2012","300","300" +"183","40","67","Rear-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","21","Gasoline","31","Automatic transmission","2012 BMW 535i Sedan AT","BMW","2012 BMW 5 Series Sedan","2012","300","300" +"183","40","67","All-wheel drive","BMW 3.0L 6 cylinder 300 hp 300 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","21","Gasoline","30","Automatic transmission","2012 BMW 535i xDrive Sedan","BMW","2012 BMW 5 Series Sedan","2012","300","300" +"183","40","67","Rear-wheel drive","BMW 4.4L 8 cylinder 400 hp 450 ft-lbs Turbo","True","6","6 Speed Manual","15","Gasoline","22","Manual transmission","2012 BMW 550i Sedan","BMW","2012 BMW 5 Series Sedan","2012","400","450" +"183","40","67","Rear-wheel drive","BMW 4.4L 8 cylinder 400 hp 450 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","15","Gasoline","23","Automatic transmission","2012 BMW 550i Sedan AT","BMW","2012 BMW 5 Series Sedan","2012","400","450" +"183","40","67","All-wheel drive","BMW 4.4L 8 cylinder 400 hp 450 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","15","Gasoline","20","Automatic transmission","2012 BMW 550i xDrive Sedan","BMW","2012 BMW 5 Series Sedan","2012","400","450" +"247","200","105","All-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Volvo XC90 3.2 R-Design AWD Platinum","Volvo","2012 Volvo XC90","2012","240","236" +"247","200","105","All-wheel drive","Volvo 3.2 L 6 cylinder 240 hp 236 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Volvo XC90 3.2 R-Design AWD Premier Plus","Volvo","2012 Volvo XC90","2012","240","236" +"246","102","83","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 470 hp 443 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","20","Automatic transmission","2012 Aston Martin DB9 Luxury SE","Aston Martin","2012 Aston Martin DB9 Coup","2012","470","443" +"246","102","83","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 470 hp 443 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","20","Automatic transmission","2012 Aston Martin DB9 Sport SE","Aston Martin","2012 Aston Martin DB9 Coup","2012","470","443" +"246","102","83","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 470 hp 443 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","20","Automatic transmission","2012 Aston Martin DB9 Coup","Aston Martin","2012 Aston Martin DB9 Coup","2012","470","443" +"246","102","83","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 470 hp 443 ft-lbs","True","6","6 Speed Manual","11","Gasoline","17","Manual transmission","2012 Aston Martin DB9 Volante","Aston Martin","2012 Aston Martin DB9 Volante","2012","470","443" +"246","102","83","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 470 hp 443 ft-lbs","True","6","6 Speed Manual","11","Gasoline","17","Manual transmission","2012 Aston Martin DB9 Volante Luxury SE","Aston Martin","2012 Aston Martin DB9 Volante","2012","470","443" +"175","109","55","All-wheel drive","Acura 3.7L 6 Cylinder 300 hp 271 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2012 Acura RL","Acura","2012 Acura RL","2012","300","271" +"160","107","48","Front-wheel drive","Acura 2.4L 4 Cylinder 201 hp 170 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","31","Automatic transmission","2012 Acura TSX","Acura","2012 Acura TSX","2012","201","170" +"160","107","48","Front-wheel drive","Acura 2.4L 4 Cylinder 201 hp 170 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","31","Automatic transmission","2012 Acura TSX Special Edition","Acura","2012 Acura TSX","2012","201","170" +"160","107","48","Front-wheel drive","Acura 2.4L 4 Cylinder 201 hp 170 ft-lbs","True","6","6 Speed Manual","21","Gasoline","29","Manual transmission","2012 Acura TSX Special Edition MT","Acura","2012 Acura TSX","2012","201","170" +"160","107","48","Front-wheel drive","Acura 3.5L 6 Cylinder 280 hp 254 ft-lbs","True","5","5 Speed Automatic Select Shift","19","Gasoline","28","Automatic transmission","2012 Acura TSX V-6","Acura","2012 Acura TSX","2012","280","254" +"190","197","48","Front-wheel drive","Acura 2.4L 4 Cylinder 201 hp 170 ft-lbs","True","5","5 Speed Automatic Select Shift","22","Gasoline","30","Automatic transmission","2012 Acura TSX Sport Wagon","Acura","2012 Acura TSX Sport Wagon","2012","201","170" +"60","23","203","All-wheel drive","Acura 3.7L 6 Cylinder 300 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Acura ZDX","Acura","2012 Acura ZDX","2012","300","270" +"197","3","202","Four-wheel drive","Acura 3.7L 6 Cylinder 300 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","21","Automatic transmission","2012 Acura MDX","Acura","2012 Acura MDX","2012","300","270" +"185","62","203","All-wheel drive","Subaru 2.0L 4 Cylinder 148 hp 145 ft-lbs","True","5","5 Speed Manual","25","Gasoline","34","Manual transmission","2012 Subaru Impreza Hatchback 2.0i","Subaru","2012 Subaru Impreza Hatchback","2012","148","145" +"185","62","203","All-wheel drive","Subaru 2.0L 4 Cylinder 148 hp 145 ft-lbs PZEV","True","5","5 Speed Manual","25","Gasoline","34","Manual transmission","2012 Subaru Impreza Hatchback 2.0i PZEV","Subaru","2012 Subaru Impreza Hatchback","2012","148","145" +"185","62","203","All-wheel drive","Subaru 2.0L 4 Cylinder 148 hp 145 ft-lbs","True","5","5 Speed Manual","25","Gasoline","34","Manual transmission","2012 Subaru Impreza Hatchback 2.0i Premium","Subaru","2012 Subaru Impreza Hatchback","2012","148","145" +"185","62","203","All-wheel drive","Subaru 2.0L 4 Cylinder 148 hp 145 ft-lbs","True","5","5 Speed Manual","25","Gasoline","34","Manual transmission","2012 Subaru Impreza Hatchback 2.0i Premium PZEV","Subaru","2012 Subaru Impreza Hatchback","2012","148","145" +"185","62","203","All-wheel drive","Subaru 2.0L 4 Cylinder 148 hp 145 ft-lbs","True","5","5 Speed Manual","25","Gasoline","34","Manual transmission","2012 Subaru Impreza Hatchback 2.0i Sport Premium","Subaru","2012 Subaru Impreza Hatchback","2012","148","145" +"231","62","203","All-wheel drive","Subaru 2.0L 4 Cylinder 148 hp 145 ft-lbs","True","5","5 Speed Manual","25","Gasoline","34","Manual transmission","2012 Subaru Impreza Hatchback 2.0i Sport Premium PZEV","Subaru","2012 Subaru Impreza Hatchback","2012","148","145" +"226","126","29","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2012 Subaru Legacy 2.5i","Subaru","2012 Subaru Legacy","2012","170","170" +"226","126","29","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2012 Subaru Legacy 2.5i Premium","Subaru","2012 Subaru Legacy","2012","170","170" +"226","126","29","All-wheel drive","Subaru 2.5L 4 cylinder 265 hp 258 ft-lbs Turbo","True","6","6 Speed Manual","18","Gasoline","25","Manual transmission","2012 Subaru Legacy 2.5GT Limited","Subaru","2012 Subaru Legacy","2012","265","258" +"226","126","29","All-wheel drive","Subaru 3.6L 6 cylinder 256 hp 247 ft-lbs","True","5","5 Speed Automatic","18","Gasoline","25","Automatic transmission","2012 Subaru Legacy 3.6R","Subaru","2012 Subaru Legacy","2012","256","247" +"226","126","29","All-wheel drive","Subaru 3.6L 6 cylinder 256 hp 247 ft-lbs","True","5","5 Speed Automatic","18","Gasoline","25","Automatic transmission","2012 Subaru Legacy 3.6R Premium","Subaru","2012 Subaru Legacy","2012","256","247" +"226","126","29","All-wheel drive","Subaru 3.6L 6 cylinder 256 hp 247 ft-lbs","True","5","5 Speed Automatic","18","Gasoline","25","Automatic transmission","2012 Subaru Legacy 3.6R Limited","Subaru","2012 Subaru Legacy","2012","256","247" +"185","245","46","Front-wheel drive","Hyundai 2.4L 4 Cylinder 160 hp 157 ft-lbs","True","4","4 Speed Automatic Select Shift","21","Gasoline","30","Automatic transmission","2012 Mitsubishi Galant SE","Mitsubishi","2012 Mitsubishi Galant","2012","160","157" +"177","245","46","Front-wheel drive","Hyundai 2.4L 4 Cylinder 160 hp 157 ft-lbs","True","4","4 Speed Automatic Select Shift","21","Gasoline","30","Automatic transmission","2012 Mitsubishi Galant ES","Mitsubishi","2012 Mitsubishi Galant","2012","160","157" +"144","57","8","All-wheel drive","Mitsubishi 3.0L 6 Cylinder 230 hp 215 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","25","Automatic transmission","2012 Mitsubishi Outlander GT AWD","Mitsubishi","2012 Mitsubishi Outlander","2012","230","215" +"144","57","8","Front-wheel drive","Mitsubishi 3.0L 6 Cylinder 230 hp 215 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","26","Automatic transmission","2012 Mitsubishi Outlander GT","Mitsubishi","2012 Mitsubishi Outlander","2012","230","215" +"132","172","29","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2012 Subaru Outback 2.5i","Subaru","2012 Subaru Outback","2012","170","170" +"132","172","29","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2012 Subaru Outback 2.5i PZEV","Subaru","2012 Subaru Outback","2012","170","170" +"132","172","29","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2012 Subaru Outback 2.5i Premium","Subaru","2012 Subaru Outback","2012","170","170" +"132","172","29","All-wheel drive","Subaru 2.5L 4 cylinder 170 hp 170 ft-lbs","True","6","6 Speed Manual","19","Gasoline","27","Manual transmission","2012 Subaru Outback 2.5i Premium PZEV","Subaru","2012 Subaru Outback","2012","170","170" +"203","63","24","Front-wheel drive","Buick 2.4L 4 Cylinder 180 hp 171 ft-lbs FFV","True","6","6 Speed Automatic","22","Gasoline","31","Automatic transmission","2012 Buick Verano","Buick","2012 Buick Verano","2012","180","171" +"203","63","24","Front-wheel drive","Buick 2.4L 4 Cylinder 180 hp 171 ft-lbs FFV","True","6","6 Speed Automatic","22","Gasoline","31","Automatic transmission","2012 Buick Verano Convenience Group","Buick","2012 Buick Verano","2012","180","171" +"203","63","24","Front-wheel drive","Buick 2.4L 4 Cylinder 180 hp 171 ft-lbs FFV","True","6","6 Speed Automatic","22","Gasoline","31","Automatic transmission","2012 Buick Verano Leather Group","Buick","2012 Buick Verano","2012","180","171" +"9","112","113","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 510 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2012 Aston Martin DBS Volante Carbon Edition AT","Aston Martin","2012 Aston Martin DBS Volante","2012","510","420" +"9","112","113","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 510 hp 420 ft-lbs","True","6","6 Speed Manual","11","Gasoline","17","Manual transmission","2012 Aston Martin DBS Volante","Aston Martin","2012 Aston Martin DBS Volante","2012","510","420" +"9","112","113","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 510 hp 420 ft-lbs","True","6","6 Speed Manual","11","Gasoline","17","Manual transmission","2012 Aston Martin DBS Volante Carbon Edition","Aston Martin","2012 Aston Martin DBS Volante","2012","510","420" +"9","112","113","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 510 hp 420 ft-lbs","True","6","6 Speed Automatic Select Shift","12","Gasoline","18","Automatic transmission","2012 Aston Martin DBS Volante AT","Aston Martin","2012 Aston Martin DBS Volante","2012","510","420" +"200","42","29","Front-wheel drive","Suzuki 2.4L 4 Cylinder 185 hp 170 ft-lbs","True","6","6 Speed Manual","21","Gasoline","31","Manual transmission","2012 Suzuki Kizashi S","Suzuki","2012 Suzuki Kizashi","2012","185","170" +"200","42","29","Front-wheel drive","Suzuki 2.4L 4 Cylinder 180 hp 170 ft-lbs","True","6","6 Speed Manual","20","Gasoline","29","Manual transmission","2012 Suzuki Kizashi Sport GTS","Suzuki","2012 Suzuki Kizashi","2012","180","170" +"80","155","137","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 470 hp 443 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","19","Automatic transmission","2012 Aston Martin Rapide","Aston Martin","2012 Aston Martin Rapide","2012","470","443" +"80","155","137","Rear-wheel drive","Aston Martin 5.9L 12 Cylinder 470 hp 443 ft-lbs","True","6","6 Speed Automatic Select Shift","13","Gasoline","19","Automatic transmission","2012 Aston Martin Rapide Luxe","Aston Martin","2012 Aston Martin Rapide","2012","470","443" +"217","33","73","Rear-wheel drive","Aston Martin 6.0L 510 hp 420 ft-lbs","True","6","6 Speed Manual","13","Gasoline","19","Manual transmission","2012 Aston Martin V12 Vantage","Aston Martin","2012 Aston Martin V12 Vantage","2012","510","420" +"217","33","73","Rear-wheel drive","Aston Martin 6.0L 510 hp 420 ft-lbs","True","6","6 Speed Manual","13","Gasoline","19","Manual transmission","2012 Aston Martin V12 Vantage Carbon Black","Aston Martin","2012 Aston Martin V12 Vantage","2012","510","420" +"236","30","74","Rear-wheel drive","Aston Martin 4.7L 8 Cylinder 430 hp 361 ft-lbs","True","6","6 Speed Manual","13","Gasoline","19","Manual transmission","2012 Aston Martin V8 Vantage Roadster","Aston Martin","2012 Aston Martin V8 Vantage Roadster","2012","430","361" +"236","30","74","Rear-wheel drive","Aston Martin 4.7L 8 Cylinder 430 hp 361 ft-lbs","True","6","6 Speed Manual","13","Gasoline","19","Manual transmission","2012 Aston Martin V8 Vantage N420 Roadster","Aston Martin","2012 Aston Martin V8 Vantage Roadster","2012","430","361" +"170","37","8","Front-wheel drive","Saab 2.0L 4 Cylinder 220 hp 258 ft-lbs Turbo FFV","True","6","6 Speed Automatic Select Shift","19","Gasoline","29","Automatic transmission","2012 Saab 9-3 Sport Sedan Aero","Saab","2012 Saab 9-3 Sport Sedan","2012","220","258" +"170","37","8","Front-wheel drive","Saab 2.0L 4 Cylinder 220 hp 258 ft-lbs Turbo FFV","True","6","6 Speed Automatic Select Shift","14","E85","20","Automatic transmission","2012 Saab 9-3 Sport Sedan Turbo4 AT","Saab","2012 Saab 9-3 Sport Sedan","2012","220","258" +"170","37","8","Front-wheel drive","Saab 2.0L 4 Cylinder 220 hp 258 ft-lbs Turbo FFV","True","6","6 Speed Manual","15","E85","23","Manual transmission","2012 Saab 9-3 Sport Sedan Turbo4","Saab","2012 Saab 9-3 Sport Sedan","2012","220","258" +"170","37","8","Front-wheel drive","Saab 2.0L 4 Cylinder 220 hp 258 ft-lbs Turbo FFV","True","6","6 Speed Manual","20","Gasoline","33","Manual transmission","2012 Saab 9-3 Sport Sedan Aero MT","Saab","2012 Saab 9-3 Sport Sedan","2012","220","258" +"163","207","244","All-wheel drive","Subaru 2.5L 4 Cylinder 170 hp 174 ft-lbs","True","5","5 Speed Manual","21","Gasoline","27","Manual transmission","2012 Subaru Forester 2.5X","Subaru","2012 Subaru Forester","2012","170","174" +"163","207","244","All-wheel drive","Subaru 2.5L 4 Cylinder 170 hp 174 ft-lbs","True","4","4 Speed Automatic Select Shift","21","Gasoline","27","Automatic transmission","2012 Subaru Forester 2.5X AT","Subaru","2012 Subaru Forester","2012","170","174" +"163","207","244","All-wheel drive","Subaru 2.5L 4 Cylinder 170 hp 174 ft-lbs","True","5","5 Speed Manual","21","Gasoline","27","Manual transmission","2012 Subaru Forester 2.5X Premium","Subaru","2012 Subaru Forester","2012","170","174" +"163","207","244","All-wheel drive","Subaru 2.5L 4 Cylinder 170 hp 174 ft-lbs","True","4","4 Speed Automatic Select Shift","21","Gasoline","27","Automatic transmission","2012 Subaru Forester 2.5X Premium AT","Subaru","2012 Subaru Forester","2012","170","174" +"163","207","244","All-wheel drive","Subaru 2.5L 4 Cylinder 170 hp 174 ft-lbs","True","4","4 Speed Automatic Select Shift","21","Gasoline","27","Automatic transmission","2012 Subaru Forester 2.5X Limited","Subaru","2012 Subaru Forester","2012","170","174" +"163","207","244","All-wheel drive","Subaru 2.5L 4 Cylinder 170 hp 174 ft-lbs","True","4","4 Speed Automatic Select Shift","21","Gasoline","27","Automatic transmission","2012 Subaru Forester 2.5X Touring","Subaru","2012 Subaru Forester","2012","170","174" +"163","207","244","All-wheel drive","Subaru 2.5L 4 cylinder 224 hp 226 ft-lbs Turbo","True","4","4 Speed Automatic Select Shift","19","Gasoline","24","Automatic transmission","2012 Subaru Forester 2.5XT Premium","Subaru","2012 Subaru Forester","2012","224","226" +"163","207","244","All-wheel drive","Subaru 2.5L 4 cylinder 224 hp 226 ft-lbs Turbo","True","4","4 Speed Automatic Select Shift","19","Gasoline","24","Automatic transmission","2012 Subaru Forester 2.5XT Touring","Subaru","2012 Subaru Forester","2012","224","226" +"170","63","8","Front-wheel drive","Saab 2.0L 4 Cylinder 220 hp 258 ft-lbs Turbo FFV","True","6","6 Speed Manual","15","E85","23","Manual transmission","2012 Saab 9-3 SportCombi Turbo4","Saab","2012 Saab 9-3 SportCombi","2012","220","258" +"170","63","8","Front-wheel drive","Saab 2.0L 4 Cylinder 220 hp 258 ft-lbs Turbo FFV","True","6","6 Speed Automatic Select Shift","13","E85","21","Automatic transmission","2012 Saab 9-3 SportCombi Turbo4 AT","Saab","2012 Saab 9-3 SportCombi","2012","220","258" +"8","138","193","Front-wheel drive","Suzuki 2.0L 4 Cylinder 150 hp 140 ft-lbs","True","6","6 Speed Manual","23","Gasoline","33","Manual transmission","2012 Suzuki SX4 Sedan","Suzuki","2012 Suzuki SX4 Sedan","2012","150","140" +"8","138","193","Front-wheel drive","Suzuki 2.0L 4 Cylinder 150 hp 140 ft-lbs","True","6","6 Speed Manual","23","Gasoline","33","Manual transmission","2012 Suzuki SX4 Sedan LE","Suzuki","2012 Suzuki SX4 Sedan","2012","150","140" +"33","18","219","Front-wheel drive","Suzuki 2.0L 4 Cylinder 150 hp 140 ft-lbs","True","6","6 Speed Manual","23","Gasoline","30","Manual transmission","2012 Suzuki SX4 Sportback","Suzuki","2012 Suzuki SX4 Sportback","2012","150","140" +"69","39","219","All-wheel drive","Suzuki 2.0L 4 Cylinder 150 hp 140 ft-lbs","True","6","6 Speed Manual","22","Gasoline","30","Manual transmission","2012 Suzuki SX4 Crossover","Suzuki","2012 Suzuki SX4 Crossover","2012","150","140" +"69","39","219","All-wheel drive","Suzuki 2.0L 4 Cylinder 150 hp 140 ft-lbs","True","6","6 Speed Manual","22","Gasoline","30","Manual transmission","2012 Suzuki SX4 Crossover Technology Value Package","Suzuki","2012 Suzuki SX4 Crossover","2012","150","140" +"236","30","74","Rear-wheel drive","Aston Martin 4.7L 8 cylinder 420 hp 346 ft-lbs","True","6","6 Speed Manual","13","Gasoline","19","Manual transmission","2012 Aston Martin V8 Vantage N420 Coup","Aston Martin","2012 Aston Martin V8 Vantage Coup","2012","420","346" +"236","30","74","Rear-wheel drive","Aston Martin 4.7L 8 cylinder 420 hp 346 ft-lbs","True","6","6 Speed Manual","13","Gasoline","19","Manual transmission","2012 Aston Martin V8 Vantage Coup","Aston Martin","2012 Aston Martin V8 Vantage Coup","2012","420","346" +"157","37","244","Front-wheel drive","Saab 2.0L 4 Cylinder 220 hp 258 ft-lbs Turbo FFV","True","6","6 Speed Manual","15","E85","23","Manual transmission","2012 Saab 9-3 Convertible Turbo4","Saab","2012 Saab 9-3 Convertible","2012","220","258" +"157","37","244","Front-wheel drive","Saab 2.0L 4 Cylinder 220 hp 258 ft-lbs Turbo FFV","True","6","6 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2012 Saab 9-3 Convertible Turbo4 AT","Saab","2012 Saab 9-3 Convertible","2012","220","258" +"157","37","244","Front-wheel drive","Saab 2.0L 4 Cylinder 220 hp 258 ft-lbs Turbo FFV","True","6","6 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2012 Saab 9-3 Convertible Aero","Saab","2012 Saab 9-3 Convertible","2012","220","258" +"157","37","244","Front-wheel drive","Saab 2.0L 4 Cylinder 220 hp 258 ft-lbs Turbo FFV","True","6","6 Speed Manual","15","E85","23","Manual transmission","2012 Saab 9-3 Convertible Aero MT","Saab","2012 Saab 9-3 Convertible","2012","220","258" +"157","37","244","Front-wheel drive","Saab 2.0L 4 Cylinder 220 hp 258 ft-lbs Turbo FFV","True","6","6 Speed Automatic Select Shift","18","Gasoline","28","Automatic transmission","2012 Saab 9-3 Convertible Independence","Saab","2012 Saab 9-3 Convertible","2012","220","258" +"157","37","244","Front-wheel drive","Saab 2.0L 4 Cylinder 220 hp 258 ft-lbs Turbo FFV","True","6","6 Speed Manual","20","Gasoline","33","Manual transmission","2012 Saab 9-3 Convertible Independence MT","Saab","2012 Saab 9-3 Convertible","2012","220","258" +"165","212","41","Front-wheel drive","Lincoln 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic Select Shift","18","Gasoline","27","Automatic transmission","2012 Lincoln MKZ","Lincoln","2012 Lincoln MKZ","2012","263","249" +"165","212","41","All-wheel drive","Lincoln 3.5L 6 Cylinder 263 hp 249 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2012 Lincoln MKZ AWD","Lincoln","2012 Lincoln MKZ","2012","263","249" +"28","64","135","Front-wheel drive","Lincoln 3.7L 6 Cylinder 274 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2012 Lincoln MKS","Lincoln","2012 Lincoln MKS","2012","274","270" +"28","64","135","All-wheel drive","Lincoln 3.5L 6 Cylinder 355 hp 350 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2012 Lincoln MKS Ecoboost","Lincoln","2012 Lincoln MKS","2012","355","350" +"28","64","135","All-wheel drive","Lincoln 3.7L 6 Cylinder 274 hp 270 ft-lbs","True","6","6 Speed Automatic Select Shift","16","Gasoline","23","Automatic transmission","2012 Lincoln MKS AWD","Lincoln","2012 Lincoln MKS","2012","274","270" +"173","134","138","Front-wheel drive","Lincoln 3.7L 6 Cylinder 305 hp 280 ft-lbs","True","6","6 Speed Automatic Select Shift","19","Gasoline","26","Automatic transmission","2012 Lincoln MKX","Lincoln","2012 Lincoln MKX","2012","305","280" +"173","134","138","All-wheel drive","Lincoln 3.7L 6 Cylinder 305 hp 280 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","23","Automatic transmission","2012 Lincoln MKX AWD","Lincoln","2012 Lincoln MKX","2012","305","280" +"175","153","138","Front-wheel drive","Lincoln 3.7L 6 Cylinder 268 hp 267 ft-lbs","True","6","6 Speed Automatic Select Shift","17","Gasoline","24","Automatic transmission","2012 Lincoln MKT","Lincoln","2012 Lincoln MKT","2012","268","267" +"175","153","138","All-wheel drive","Lincoln 3.5L 6 Cylinder 355 hp 350 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","16","Gasoline","22","Automatic transmission","2012 Lincoln MKT Ecoboost","Lincoln","2012 Lincoln MKT","2012","355","350" +"241","199","134","Rear-wheel drive","Bentley 6.8L 8 Cylinder 505 hp 752 ft-lbs Turbo","True","8","8 Speed Automatic Select Shift","11","Gasoline","18","Automatic transmission","2012 Bentley Mulsanne","Bentley","2012 Bentley Mulsanne","2012","505","752" +"196","173","209","Rear-wheel drive","Lincoln 5.4L 8 Cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2012 Lincoln Navigator","Lincoln","2012 Lincoln Navigator","2012","310","365" +"196","173","209","Four-wheel drive","Lincoln 5.4L 8 Cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","13","Gasoline","18","Automatic transmission","2012 Lincoln Navigator 4X4","Lincoln","2012 Lincoln Navigator","2012","310","365" +"191","39","209","Rear-wheel drive","Lincoln 5.4L 8 Cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","10","E85","14","Automatic transmission","2012 Lincoln Navigator L","Lincoln","2012 Lincoln Navigator","2012","310","365" +"191","39","209","Four-wheel drive","Lincoln 5.4L 8 Cylinder 310 hp 365 ft-lbs FFV","True","6","6 Speed Automatic","9","E85","13","Automatic transmission","2012 Lincoln Navigator L 4X4","Lincoln","2012 Lincoln Navigator","2012","310","365" +"114","239","203","Front-wheel drive","Honda 1.5L 4 Cylinder 122hp 128lb-ft Hybrid","True","6","6 Speed Manual","31","Gasoline","37","Manual transmission","2012 Honda CR-Z EX","Honda","2012 Honda CR-Z","2012","122","128" +"114","239","203","Front-wheel drive","Honda 1.5L 4 Cylinder 122hp 128lb-ft Hybrid","True","6","6 Speed Manual","31","Gasoline","37","Manual transmission","2012 Honda CR-Z","Honda","2012 Honda CR-Z","2012","122","128" +"244","8","158","Front-wheel drive","Honda 1.5L 4 Cylinder 117 hp 106 ft-lbs","True","5","5 Speed Manual","27","Gasoline","33","Manual transmission","2012 Honda Fit Sport","Honda","2012 Honda Fit","2012","117","106" +"244","8","158","Front-wheel drive","Honda 1.5L 4 Cylinder 117 hp 106 ft-lbs","True","5","5 Speed Manual","27","Gasoline","33","Manual transmission","2012 Honda Fit","Honda","2012 Honda Fit","2012","117","106" +"244","8","158","Front-wheel drive","Honda 1.5L 4 Cylinder 117 hp 106 ft-lbs","True","5","5 Speed Automatic","28","Gasoline","35","Automatic transmission","2012 Honda Fit AT","Honda","2012 Honda Fit","2012","117","106" +"244","8","158","Front-wheel drive","Honda 1.5L 4 Cylinder 117 hp 106 ft-lbs","True","5","5 Speed Automatic Select Shift","27","Gasoline","33","Automatic transmission","2012 Honda Fit Sport AT","Honda","2012 Honda Fit","2012","117","106" +"201","33","219","Front-wheel drive","Honda 3.5L 6 Cylinder 248 hp 250 ft-lbs","True","5","5 Speed Automatic","18","Gasoline","27","Automatic transmission","2012 Honda Odyssey LX","Honda","2012 Honda Odyssey","2012","248","250" +"201","33","219","Front-wheel drive","Honda 3.5L 6 Cylinder 248 hp 250 ft-lbs","True","5","5 Speed Automatic","18","Gasoline","27","Automatic transmission","2012 Honda Odyssey EX-L","Honda","2012 Honda Odyssey","2012","248","250" +"201","33","219","Front-wheel drive","Honda 3.5L 6 Cylinder 248 hp 250 ft-lbs","True","6","6 Speed Automatic","19","Gasoline","28","Automatic transmission","2012 Honda Odyssey Touring","Honda","2012 Honda Odyssey","2012","248","250" +"201","33","219","Front-wheel drive","Honda 3.5L 6 Cylinder 248 hp 250 ft-lbs","True","5","5 Speed Automatic","18","Gasoline","27","Automatic transmission","2012 Honda Odyssey EX","Honda","2012 Honda Odyssey","2012","248","250" +"201","33","219","Front-wheel drive","Honda 3.5L 6 Cylinder 248 hp 250 ft-lbs","True","6","6 Speed Automatic","19","Gasoline","28","Automatic transmission","2012 Honda Odyssey Touring Elite","Honda","2012 Honda Odyssey","2012","248","250" +"3","253","201","Front-wheel drive","Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs","True","5","5 Speed Automatic","18","Gasoline","25","Automatic transmission","2012 Honda Pilot LX","Honda","2012 Honda Pilot","2012","250","253" +"3","253","201","Four-wheel drive","Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","24","Automatic transmission","2012 Honda Pilot LX 4WD","Honda","2012 Honda Pilot","2012","250","253" +"3","253","201","Front-wheel drive","Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs","True","5","5 Speed Automatic","18","Gasoline","25","Automatic transmission","2012 Honda Pilot EX","Honda","2012 Honda Pilot","2012","250","253" +"3","253","201","Four-wheel drive","Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs","True","5","5 Speed Automatic","17","Gasoline","24","Automatic transmission","2012 Honda Pilot EX 4WD","Honda","2012 Honda Pilot","2012","250","253" +"13","253","201","Front-wheel drive","Honda 3.5L 6 Cylinder 250 hp 253 ft-lbs","True","5","5 Speed Automatic","18","Gasoline","25","Automatic transmission","2012 Honda Pilot EX-L","Honda","2012 Honda Pilot","2012","250","253" +"141","249","108","All-wheel drive","Lamborghini 5.2L 10 cylinder 552 hp 398 ft-lbs","True","6","6 Speed Manual","12","Gasoline","20","Manual transmission","2012 Lamborghini Gallardo Coupe LP 560-4","Lamborghini","2012 Lamborghini Gallardo Coup","2012","552","398" +"160","249","108","All-wheel drive","Lamborghini 5.2L 10 cylinder 552 hp 398 ft-lbs","True","6","6 Speed Manual","12","Gasoline","20","Manual transmission","2012 Lamborghini Gallardo LP 560-4 Spyder","Lamborghini","2012 Lamborghini Gallardo Spyder","2012","552","398" +"200","210","110","Rear-wheel drive","BMW 3.0L 6 cylinder 315hp 330 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2012 BMW 740i Sedan","BMW","2012 BMW 7 Series","2012","315","330" +"200","94","110","Rear-wheel drive","BMW 3.0L 6 cylinder 315hp 330 ft-lbs Turbo","True","6","6 Speed Automatic Select Shift","17","Gasoline","25","Automatic transmission","2012 BMW 740Li Sedan","BMW","2012 BMW 7 Series","2012","315","330" diff --git a/geckodriver.log b/geckodriver.log new file mode 100644 index 0000000..cafbd3a --- /dev/null +++ b/geckodriver.log @@ -0,0 +1,192 @@ +1615996319949 mozrunner::runner INFO Running command: "/usr/bin/firefox" "-marionette" "-foreground" "-no-remote" "-profile" "/tmp/rust_mozprofile3SwH8J" +Unable to init server: Broadway display type not supported: unixneeds-to-be-defined +Error: cannot open display: unixneeds-to-be-defined +1615996396899 mozrunner::runner INFO Running command: "/usr/bin/firefox" "-marionette" "-foreground" "-no-remote" "-profile" "/tmp/rust_mozprofileHd4E9m" +Unable to init server: Broadway display type not supported: unixneeds-to-be-defined +Error: cannot open display: unixneeds-to-be-defined +1615996897121 mozrunner::runner INFO Running command: "/usr/bin/firefox" "-marionette" "-foreground" "-no-remote" "-profile" "/tmp/rust_mozprofileAC6gLj" +Unable to init server: Broadway display type not supported: unixneeds-to-be-defined +Error: cannot open display: unixneeds-to-be-defined +1615996934315 mozrunner::runner INFO Running command: "/usr/bin/firefox" "-marionette" "-foreground" "-no-remote" "-profile" "/tmp/rust_mozprofileM3JB3z" +Unable to init server: Broadway display type not supported: unixneeds-to-be-defined +Error: cannot open display: unixneeds-to-be-defined +1615997022311 mozrunner::runner INFO Running command: "/usr/bin/firefox" "-marionette" "-headless" "-foreground" "-no-remote" "-profile" "/tmp/rust_mozprofileP525OX" +*** You are running in headless mode. +[GFX1-]: glxtest: libpci missing +[GFX1-]: glxtest: Unable to open a connection to the X server +[GFX1-]: glxtest: libEGL initialize failed +[GFX1-]: No GPUs detected via PCI + +(/usr/lib/firefox/firefox:30030): GLib-GObject-CRITICAL **: 16:03:43.035: g_object_set: assertion 'G_IS_OBJECT (object)' failed + +(/usr/lib/firefox/firefox:30055): GLib-GObject-CRITICAL **: 16:03:43.114: g_object_set: assertion 'G_IS_OBJECT (object)' failed +console.warn: SearchSettings: "get: No settings file exists, new profile?" (new Error("", "(unknown module)")) +1615997024099 Marionette INFO Listening on port 41349 +1615997024137 Marionette WARN TLS certificate errors will be ignored for this session + +(/usr/lib/firefox/firefox:30135): GLib-GObject-CRITICAL **: 16:03:44.149: g_object_set: assertion 'G_IS_OBJECT (object)' failed +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js, line 1: unreachable code after return statement +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js line 281 > eval, line 1: WebGL warning: : Can't use WebGL in headless mode (https://bugzil.la/1375585). +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js line 281 > eval, line 1: Failed to create WebGL context: WebGL creation failed: +* Can't use WebGL in headless mode (https://bugzil.la/1375585). +1615997050237 mozrunner::runner INFO Running command: "/usr/bin/firefox" "-marionette" "-headless" "-foreground" "-no-remote" "-profile" "/tmp/rust_mozprofilecRANm3" +*** You are running in headless mode. +[GFX1-]: glxtest: libpci missing +[GFX1-]: glxtest: Unable to open a connection to the X server +[GFX1-]: glxtest: libEGL initialize failed +[GFX1-]: No GPUs detected via PCI + +(/usr/lib/firefox/firefox:30506): GLib-GObject-CRITICAL **: 16:04:10.965: g_object_set: assertion 'G_IS_OBJECT (object)' failed + +(/usr/lib/firefox/firefox:30531): GLib-GObject-CRITICAL **: 16:04:11.041: g_object_set: assertion 'G_IS_OBJECT (object)' failed +console.warn: SearchSettings: "get: No settings file exists, new profile?" (new Error("", "(unknown module)")) +1615997051931 Marionette INFO Listening on port 40183 +1615997051963 Marionette WARN TLS certificate errors will be ignored for this session + +(/usr/lib/firefox/firefox:30612): GLib-GObject-CRITICAL **: 16:04:12.068: g_object_set: assertion 'G_IS_OBJECT (object)' failed +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js, line 1: unreachable code after return statement +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js line 281 > eval, line 1: WebGL warning: : Can't use WebGL in headless mode (https://bugzil.la/1375585). +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js line 281 > eval, line 1: Failed to create WebGL context: WebGL creation failed: +* Can't use WebGL in headless mode (https://bugzil.la/1375585). +1615997248619 mozrunner::runner INFO Running command: "/usr/bin/firefox" "-marionette" "-headless" "-foreground" "-no-remote" "-profile" "/tmp/rust_mozprofile6razdM" +*** You are running in headless mode. +[GFX1-]: glxtest: libpci missing +[GFX1-]: glxtest: Unable to open a connection to the X server +[GFX1-]: glxtest: libEGL initialize failed +[GFX1-]: No GPUs detected via PCI + +(/usr/lib/firefox/firefox:32448): GLib-GObject-CRITICAL **: 16:07:29.412: g_object_set: assertion 'G_IS_OBJECT (object)' failed + +(/usr/lib/firefox/firefox:32473): GLib-GObject-CRITICAL **: 16:07:29.496: g_object_set: assertion 'G_IS_OBJECT (object)' failed +console.warn: SearchSettings: "get: No settings file exists, new profile?" (new Error("", "(unknown module)")) +1615997250485 Marionette INFO Listening on port 43665 + +(/usr/lib/firefox/firefox:32558): GLib-GObject-CRITICAL **: 16:07:30.529: g_object_set: assertion 'G_IS_OBJECT (object)' failed +1615997250549 Marionette WARN TLS certificate errors will be ignored for this session +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js, line 1: unreachable code after return statement +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js line 281 > eval, line 1: WebGL warning: : Can't use WebGL in headless mode (https://bugzil.la/1375585). +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js line 281 > eval, line 1: Failed to create WebGL context: WebGL creation failed: +* Can't use WebGL in headless mode (https://bugzil.la/1375585). +1615997269453 mozrunner::runner INFO Running command: "/usr/bin/firefox" "-marionette" "-headless" "-foreground" "-no-remote" "-profile" "/tmp/rust_mozprofilekX5pQg" +*** You are running in headless mode. +[GFX1-]: glxtest: libpci missing +[GFX1-]: glxtest: Unable to open a connection to the X server +[GFX1-]: glxtest: libEGL initialize failed +[GFX1-]: No GPUs detected via PCI + +(/usr/lib/firefox/firefox:382): GLib-GObject-CRITICAL **: 16:07:50.191: g_object_set: assertion 'G_IS_OBJECT (object)' failed + +(/usr/lib/firefox/firefox:406): GLib-GObject-CRITICAL **: 16:07:50.260: g_object_set: assertion 'G_IS_OBJECT (object)' failed +console.warn: SearchSettings: "get: No settings file exists, new profile?" (new Error("", "(unknown module)")) +1615997271233 Marionette INFO Listening on port 42223 + +(/usr/lib/firefox/firefox:491): GLib-GObject-CRITICAL **: 16:07:51.276: g_object_set: assertion 'G_IS_OBJECT (object)' failed +1615997271279 Marionette WARN TLS certificate errors will be ignored for this session +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js, line 1: unreachable code after return statement +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js line 281 > eval, line 1: WebGL warning: : Can't use WebGL in headless mode (https://bugzil.la/1375585). +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js line 281 > eval, line 1: Failed to create WebGL context: WebGL creation failed: +* Can't use WebGL in headless mode (https://bugzil.la/1375585). +1615997292364 mozrunner::runner INFO Running command: "/usr/bin/firefox" "-marionette" "-headless" "-foreground" "-no-remote" "-profile" "/tmp/rust_mozprofileD1MDUI" +*** You are running in headless mode. +[GFX1-]: glxtest: libpci missing +[GFX1-]: glxtest: Unable to open a connection to the X server +[GFX1-]: glxtest: libEGL initialize failed +[GFX1-]: No GPUs detected via PCI + +(/usr/lib/firefox/firefox:826): GLib-GObject-CRITICAL **: 16:08:13.420: g_object_set: assertion 'G_IS_OBJECT (object)' failed + +(/usr/lib/firefox/firefox:855): GLib-GObject-CRITICAL **: 16:08:13.501: g_object_set: assertion 'G_IS_OBJECT (object)' failed +console.warn: SearchSettings: "get: No settings file exists, new profile?" (new Error("", "(unknown module)")) +1615997294533 Marionette INFO Listening on port 34405 + +(/usr/lib/firefox/firefox:934): GLib-GObject-CRITICAL **: 16:08:14.580: g_object_set: assertion 'G_IS_OBJECT (object)' failed +1615997294595 Marionette WARN TLS certificate errors will be ignored for this session +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js, line 1: unreachable code after return statement +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js line 281 > eval, line 1: WebGL warning: : Can't use WebGL in headless mode (https://bugzil.la/1375585). +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js line 281 > eval, line 1: Failed to create WebGL context: WebGL creation failed: +* Can't use WebGL in headless mode (https://bugzil.la/1375585). +console.log: WebExtensions: reset-default-search: No addons in our list are installed. +console.log: WebExtensions: reset-default-search: No addons in our list are installed. +console.log: WebExtensions: reset-default-search: No addons in our list are installed. +console.log: WebExtensions: reset-default-search: No addons in our list are installed. +console.log: WebExtensions: reset-default-search: No addons in our list are installed. +1616007631757 mozrunner::runner INFO Running command: "/usr/bin/firefox" "-marionette" "-headless" "-foreground" "-no-remote" "-profile" "/tmp/rust_mozprofile7yWWPh" +*** You are running in headless mode. +[GFX1-]: glxtest: libpci missing +[GFX1-]: glxtest: Unable to open a connection to the X server +[GFX1-]: glxtest: libEGL initialize failed +[GFX1-]: No GPUs detected via PCI + +(/usr/lib/firefox/firefox:28710): GLib-GObject-CRITICAL **: 19:00:32.523: g_object_set: assertion 'G_IS_OBJECT (object)' failed + +(/usr/lib/firefox/firefox:28732): GLib-GObject-CRITICAL **: 19:00:32.602: g_object_set: assertion 'G_IS_OBJECT (object)' failed +console.warn: SearchSettings: "get: No settings file exists, new profile?" (new Error("", "(unknown module)")) +1616007633571 Marionette INFO Listening on port 33945 + +(/usr/lib/firefox/firefox:28813): GLib-GObject-CRITICAL **: 19:00:33.579: g_object_set: assertion 'G_IS_OBJECT (object)' failed +1616007633682 Marionette WARN TLS certificate errors will be ignored for this session +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js, line 1: unreachable code after return statement +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js line 281 > eval, line 1: WebGL warning: : Can't use WebGL in headless mode (https://bugzil.la/1375585). +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js line 281 > eval, line 1: Failed to create WebGL context: WebGL creation failed: +* Can't use WebGL in headless mode (https://bugzil.la/1375585). +console.log: WebExtensions: reset-default-search: No addons in our list are installed. +1616008301900 mozrunner::runner INFO Running command: "/usr/bin/firefox" "-marionette" "-headless" "-foreground" "-no-remote" "-profile" "/tmp/rust_mozprofile5kzUU6" +*** You are running in headless mode. +[GFX1-]: glxtest: libpci missing +[GFX1-]: glxtest: Unable to open a connection to the X server +[GFX1-]: glxtest: libEGL initialize failed +[GFX1-]: No GPUs detected via PCI + +(/usr/lib/firefox/firefox:3138): GLib-GObject-CRITICAL **: 19:11:42.612: g_object_set: assertion 'G_IS_OBJECT (object)' failed + +(/usr/lib/firefox/firefox:3163): GLib-GObject-CRITICAL **: 19:11:42.701: g_object_set: assertion 'G_IS_OBJECT (object)' failed +console.warn: SearchSettings: "get: No settings file exists, new profile?" (new Error("", "(unknown module)")) +1616008303749 Marionette INFO Listening on port 33101 + +(/usr/lib/firefox/firefox:3244): GLib-GObject-CRITICAL **: 19:11:43.792: g_object_set: assertion 'G_IS_OBJECT (object)' failed +1616008303832 Marionette WARN TLS certificate errors will be ignored for this session +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js, line 1: unreachable code after return statement +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js line 281 > eval, line 1: WebGL warning: : Can't use WebGL in headless mode (https://bugzil.la/1375585). +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js line 281 > eval, line 1: Failed to create WebGL context: WebGL creation failed: +* Can't use WebGL in headless mode (https://bugzil.la/1375585). +1616008311028 mozrunner::runner INFO Running command: "/usr/bin/firefox" "-marionette" "-headless" "-foreground" "-no-remote" "-profile" "/tmp/rust_mozprofilerVAJPs" +*** You are running in headless mode. +[GFX1-]: glxtest: libpci missing +[GFX1-]: glxtest: Unable to open a connection to the X server +[GFX1-]: glxtest: libEGL initialize failed +[GFX1-]: No GPUs detected via PCI + +(/usr/lib/firefox/firefox:3442): GLib-GObject-CRITICAL **: 19:11:51.916: g_object_set: assertion 'G_IS_OBJECT (object)' failed + +(/usr/lib/firefox/firefox:3469): GLib-GObject-CRITICAL **: 19:11:51.994: g_object_set: assertion 'G_IS_OBJECT (object)' failed +console.warn: SearchSettings: "get: No settings file exists, new profile?" (new Error("", "(unknown module)")) +1616008313003 Marionette INFO Listening on port 35969 + +(/usr/lib/firefox/firefox:3552): GLib-GObject-CRITICAL **: 19:11:53.036: g_object_set: assertion 'G_IS_OBJECT (object)' failed +1616008313059 Marionette WARN TLS certificate errors will be ignored for this session +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js, line 1: unreachable code after return statement +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js line 281 > eval, line 1: WebGL warning: : Can't use WebGL in headless mode (https://bugzil.la/1375585). +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js line 281 > eval, line 1: Failed to create WebGL context: WebGL creation failed: +* Can't use WebGL in headless mode (https://bugzil.la/1375585). +1616008321327 mozrunner::runner INFO Running command: "/usr/bin/firefox" "-marionette" "-headless" "-foreground" "-no-remote" "-profile" "/tmp/rust_mozprofileUN21w9" +*** You are running in headless mode. +[GFX1-]: glxtest: libpci missing +[GFX1-]: glxtest: Unable to open a connection to the X server +[GFX1-]: glxtest: libEGL initialize failed +[GFX1-]: No GPUs detected via PCI + +(/usr/lib/firefox/firefox:3761): GLib-GObject-CRITICAL **: 19:12:02.180: g_object_set: assertion 'G_IS_OBJECT (object)' failed + +(/usr/lib/firefox/firefox:3786): GLib-GObject-CRITICAL **: 19:12:02.287: g_object_set: assertion 'G_IS_OBJECT (object)' failed +console.warn: SearchSettings: "get: No settings file exists, new profile?" (new Error("", "(unknown module)")) +1616008323497 Marionette INFO Listening on port 45791 + +(/usr/lib/firefox/firefox:3869): GLib-GObject-CRITICAL **: 19:12:03.503: g_object_set: assertion 'G_IS_OBJECT (object)' failed +1616008323557 Marionette WARN TLS certificate errors will be ignored for this session +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js, line 1: unreachable code after return statement +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js line 281 > eval, line 1: WebGL warning: : Can't use WebGL in headless mode (https://bugzil.la/1375585). +JavaScript warning: https://cdn.bluebillywig.com/apps/player/20210308.155412/player.js line 281 > eval, line 1: Failed to create WebGL context: WebGL creation failed: +* Can't use WebGL in headless mode (https://bugzil.la/1375585). +console.log: WebExtensions: reset-default-search: No addons in our list are installed. +console.log: WebExtensions: reset-default-search: No addons in our list are installed. +console.log: WebExtensions: reset-default-search: No addons in our list are installed. diff --git a/modules/__pycache__/ex1_week6.cpython-37.pyc b/modules/__pycache__/ex1_week6.cpython-37.pyc index 76621cf9c21ecb5004afcf66c409e3411bc178ed..623c40b9dbe501841d4cff78137bc96b2aa70bd4 100644 GIT binary patch delta 638 zcmZ{gzi-n(6vuu3alWK+AgK_v5fIc?l@|t7L5HeC77&7|Q?nQ+cZn>W?dbWgEfWKb zT`V)8POu<>!~%Z{%l##c+;as;P)@q9?&*Es=e>JB`X8=ElPKys_I!VT{NlWhHpryj z-5qm>`;zA2G$hVrhXr+B{LO!&{AD-2J62GEvv=!b1hYt{DQ4FZ@uR`n2t$X_)ps;$&`R3xz$jANy4V^ zH}7DFD~yFWQ%N#vKKjM}J+$DEu=RiVz7a}6L0b$_9i22nK!VfS$A%@%tQpbwc>H8kuX UFS(ZDkXT2BJM9rhu9Keo6G5$p+yDRo delta 602 zcmZ{hOH0E*5XZB5buDexB1)^+;sY&$f(P{=3SJaM5IpH+t!6EO?M5aWA14vLc`Ew} zJbF;69{d1)i+mD~?nG4Z5y+1j=0E?LOm2JMO2xHeF>je?=3skYbcz+S(3zSVShoT< z@UE@EyR!HEz}~SMen-xCx)0Ph;yVlIbBk2TLe6BVlYmI+Q7E`%?gn^HRwDrBE#W!-hQ zCb8TgS>vygMlSW$`Ee*)V57cZkd_Z4d6)oj lsb-H7l>m>I!NIbNK+nI1rF6L+1&QD*#3*7MTOgG5Iq%57e2M@7 diff --git a/modules/ex1_week6.py b/modules/ex1_week6.py index d11d417..6abe9b9 100644 --- a/modules/ex1_week6.py +++ b/modules/ex1_week6.py @@ -1,12 +1,13 @@ from typing import Text import requests from concurrent.futures import ThreadPoolExecutor, as_completed - +from bf4 import BeautifulSoup; class TextComparer: def __init__(self, url_list=[]): self.url_list = url_list + def download(self, url, filename): try: r = requests.get(url) From 651c895d4a5d0148b2bf3048df00547f17709f52 Mon Sep 17 00:00:00 2001 From: = Date: Tue, 20 Apr 2021 10:35:52 +0200 Subject: [PATCH 13/14] week11 --- .ipynb_checkpoints/Week11-checkpoint.ipynb | 282 ---------------- .ipynb_checkpoints/Week_11-checkpoint.ipynb | 345 ++++++++++++++++++++ Week11.ipynb | 282 ---------------- Week_11.ipynb | 345 ++++++++++++++++++++ 4 files changed, 690 insertions(+), 564 deletions(-) delete mode 100644 .ipynb_checkpoints/Week11-checkpoint.ipynb create mode 100644 .ipynb_checkpoints/Week_11-checkpoint.ipynb delete mode 100644 Week11.ipynb create mode 100644 Week_11.ipynb diff --git a/.ipynb_checkpoints/Week11-checkpoint.ipynb b/.ipynb_checkpoints/Week11-checkpoint.ipynb deleted file mode 100644 index 9f5589a..0000000 --- a/.ipynb_checkpoints/Week11-checkpoint.ipynb +++ /dev/null @@ -1,282 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise meanshift\n", - "1. load 'data/iris_data.csv' into a dataframe (use decimal=',') and remove the 2 `Petal` columns. Now we are left with a 2D feature space\n", - "2. get unique labels (Species column)\n", - "3. plot with a scatter plot each iris flower sample colored by label (3 different colors)\n", - "\n", - "4. use: `MeanShift` and `estimate_bandwidth` from `sklearn.cluster` to first estimate bandwidth and then get the clusters (HINT: estimate_bandwidth() takes an argument: `quantile` set it to `0.2` for best result)\n", - "5. print out labels, cluster centers and number of clusters (as returned from the MeanShift function)\n", - "5. create a new scatter plot where each flower is colored according to cluster label\n", - "6. add a dot for the cluster centers\n", - "7. Compare the 2 plots (colored by actual labels vs. colored by cluster label)\n", - "8. Try changing the 'quantile' argument to 0.15 and see what happens to your cluster plot." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
Sepal lengthSepal width
05,103,50
14,903,00
24,703,20
34,603,10
45,003,60
.........
1456,703,00
1466,302,50
1476,503,00
1486,203,40
1495,903,00
\n", - "

150 rows × 2 columns

\n", - "
" - ], - "text/plain": [ - " Sepal length Sepal width\n", - "0 5,10 3,50\n", - "1 4,90 3,00\n", - "2 4,70 3,20\n", - "3 4,60 3,10\n", - "4 5,00 3,60\n", - ".. ... ...\n", - "145 6,70 3,00\n", - "146 6,30 2,50\n", - "147 6,50 3,00\n", - "148 6,20 3,40\n", - "149 5,90 3,00\n", - "\n", - "[150 rows x 2 columns]" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# 1. load 'data/iris_data.csv' into a dataframe (use decimal=',') and remove the 2 `Petal` columns. \n", - "# Now we are left with a 2D feature space\n", - "import pandas as pd\n", - "\n", - "df = pd.read_csv('../data/iris_data.csv')\n", - "df.head()\n", - "df.drop(['Petal length','Petal width','Species'], inplace=True, axis=1)\n", - "\n", - "df\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['I. setosa' 'I. versicolor' 'I. virginica']\n" - ] - } - ], - "source": [ - "# 2. get unique labels (Species column)\n", - "#uniqueSpecies = df['Species'].unique()\n", - "#print(uniqueSpecies)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# 3. plot with a scatter plot each iris flower sample colored by label (3 different colors)\n", - "import matplotlib.pyplot as plt\n", - "\n", - "fig, ax = plt.subplots()\n", - "\n", - "colors = {'I. setosa':'red', 'I. versicolor':'green', 'I. virginica':'blue'}\n", - "\n", - "ax.scatter(df['Sepal length'], df['Sepal width'], c=df['Species'].map(colors))\n", - "\n", - "result = plt.xticks(rotation=90, horizontalalignment='right',fontweight='light')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 0 1 2 3 4 5 6 7 8 9 ... \\\n", - "Sepal length 5,10 4,90 4,70 4,60 5,00 5,40 4,60 5,00 4,40 4,90 ... \n", - "Sepal width 3,50 3,00 3,20 3,10 3,60 3,90 3,40 3,40 2,90 3,10 ... \n", - "\n", - " 140 141 142 143 144 145 146 147 148 149 \n", - "Sepal length 6,70 6,90 5,80 6,80 6,70 6,70 6,30 6,50 6,20 5,90 \n", - "Sepal width 3,10 3,10 2,70 3,20 3,30 3,00 2,50 3,00 3,40 3,00 \n", - "\n", - "[2 rows x 150 columns]\n" - ] - }, - { - "ename": "ValueError", - "evalue": "could not convert string to float: '5,10'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mbandwidth\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcluster_centers\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_clusters\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 23\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 24\u001b[0;31m \u001b[0mbandwidth\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_clusters\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmean_shift\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 25\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m\u001b[0m in \u001b[0;36mmean_shift\u001b[0;34m(data, n_samples)\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mmean_shift\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_samples\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1000\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m bandwidth = estimate_bandwidth(data, quantile=0.2, \n\u001b[0;32m---> 10\u001b[0;31m n_samples=n_samples)\n\u001b[0m\u001b[1;32m 11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0mms\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mMeanShift\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbandwidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbandwidth\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbin_seeding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/sklearn/cluster/_mean_shift.py\u001b[0m in \u001b[0;36mestimate_bandwidth\u001b[0;34m(X, quantile, n_samples, random_state, n_jobs)\u001b[0m\n\u001b[1;32m 63\u001b[0m \u001b[0mThe\u001b[0m \u001b[0mbandwidth\u001b[0m \u001b[0mparameter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 64\u001b[0m \"\"\"\n\u001b[0;32m---> 65\u001b[0;31m \u001b[0mX\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcheck_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 66\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 67\u001b[0m \u001b[0mrandom_state\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcheck_random_state\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrandom_state\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36mcheck_array\u001b[0;34m(array, accept_sparse, accept_large_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, warn_on_dtype, estimator)\u001b[0m\n\u001b[1;32m 529\u001b[0m \u001b[0marray\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0marray\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcasting\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"unsafe\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 530\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 531\u001b[0;31m \u001b[0marray\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0morder\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0morder\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 532\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mComplexWarning\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 533\u001b[0m raise ValueError(\"Complex data not supported\\n\"\n", - "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/numpy/core/_asarray.py\u001b[0m in \u001b[0;36masarray\u001b[0;34m(a, dtype, order)\u001b[0m\n\u001b[1;32m 83\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 84\u001b[0m \"\"\"\n\u001b[0;32m---> 85\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0morder\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0morder\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 86\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 87\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mValueError\u001b[0m: could not convert string to float: '5,10'" - ] - } - ], - "source": [ - "# 4. use: `MeanShift` and `estimate_bandwidth` from `sklearn.cluster` to \n", - "# first estimate bandwidth and then get the clusters \n", - "# (HINT: estimate_bandwidth() takes an argument: `quantile` set it to `0.2` for best result)\n", - "from sklearn.cluster import MeanShift, estimate_bandwidth\n", - "\n", - "def mean_shift(data, n_samples=1000):\n", - " bandwidth = estimate_bandwidth(data, quantile=0.2, \n", - " n_samples=n_samples)\n", - "\n", - " ms = MeanShift(bandwidth=bandwidth, bin_seeding=True)\n", - " ms.fit(data)\n", - " labels = ms.labels_\n", - " cluster_centers = ms.cluster_centers_\n", - "\n", - " labels_unique = np.unique(labels)\n", - " n_clusters = len(labels_unique)\n", - "\n", - " print('Number of estimated clusters : {}'.format(n_clusters))\n", - " \n", - " return bandwidth, labels, cluster_centers, n_clusters\n", - "\n", - "bandwidth, labels, n_clusters = mean_shift(df)\n", - "\n" - ] - } - ], - "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": "3.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/.ipynb_checkpoints/Week_11-checkpoint.ipynb b/.ipynb_checkpoints/Week_11-checkpoint.ipynb new file mode 100644 index 0000000..e3bb032 --- /dev/null +++ b/.ipynb_checkpoints/Week_11-checkpoint.ipynb @@ -0,0 +1,345 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise meanshift\n", + "1. load 'data/iris_data.csv' into a dataframe (use decimal=',') and remove the 2 `Petal` columns. Now we are left with a 2D feature space\n", + "2. get unique labels (Species column)\n", + "3. plot with a scatter plot each iris flower sample colored by label (3 different colors)\n", + "\n", + "4. use: `MeanShift` and `estimate_bandwidth` from `sklearn.cluster` to first estimate bandwidth and then get the clusters (HINT: estimate_bandwidth() takes an argument: `quantile` set it to `0.2` for best result)\n", + "5. print out labels, cluster centers and number of clusters (as returned from the MeanShift function)\n", + "5. create a new scatter plot where each flower is colored according to cluster label\n", + "6. add a dot for the cluster centers\n", + "7. Compare the 2 plots (colored by actual labels vs. colored by cluster label)\n", + "8. Try changing the 'quantile' argument to 0.15 and see what happens to your cluster plot." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Sepal lengthSepal widthSpecies
05.13.5I. setosa
14.93.0I. setosa
24.73.2I. setosa
34.63.1I. setosa
45.03.6I. setosa
............
1456.73.0I. virginica
1466.32.5I. virginica
1476.53.0I. virginica
1486.23.4I. virginica
1495.93.0I. virginica
\n", + "

150 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " Sepal length Sepal width Species\n", + "0 5.1 3.5 I. setosa\n", + "1 4.9 3.0 I. setosa\n", + "2 4.7 3.2 I. setosa\n", + "3 4.6 3.1 I. setosa\n", + "4 5.0 3.6 I. setosa\n", + ".. ... ... ...\n", + "145 6.7 3.0 I. virginica\n", + "146 6.3 2.5 I. virginica\n", + "147 6.5 3.0 I. virginica\n", + "148 6.2 3.4 I. virginica\n", + "149 5.9 3.0 I. virginica\n", + "\n", + "[150 rows x 3 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 1. load 'data/iris_data.csv' into a dataframe (use decimal=',') and remove the 2 `Petal` columns. \n", + "# Now we are left with a 2D feature space\n", + "import pandas as pd\n", + "\n", + "df = pd.read_csv('../data/iris_data.csv', decimal=',')\n", + "df.head()\n", + "df.drop(['Petal length','Petal width'], inplace=True, axis=1)\n", + "\n", + "df\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['I. setosa' 'I. versicolor' 'I. virginica']\n" + ] + } + ], + "source": [ + "# 2. get unique labels (Species column)\n", + "uniqueSpecies = df['Species'].unique()\n", + "print(uniqueSpecies)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 3. plot with a scatter plot each iris flower sample colored by label (3 different colors)\n", + "import matplotlib.pyplot as plt\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "colors = {'I. setosa':'red', 'I. versicolor':'green', 'I. virginica':'blue'}\n", + "\n", + "ax.scatter(df['Sepal length'], df['Sepal width'], c=df['Species'].map(colors))\n", + "\n", + "result = plt.xticks(rotation=90, horizontalalignment='right',fontweight='light')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of estimated clusters : 3\n" + ] + } + ], + "source": [ + "# 4. use: `MeanShift` and `estimate_bandwidth` from `sklearn.cluster` to \n", + "# first estimate bandwidth and then get the clusters \n", + "# (HINT: estimate_bandwidth() takes an argument: `quantile` set it to `0.2` for best result)\n", + "from sklearn.cluster import MeanShift, estimate_bandwidth\n", + "import numpy as np\n", + "\n", + "#df.drop('Species', inplace=True, axis=1)\n", + "\n", + "def mean_shift(data, n_samples=1000):\n", + " bandwidth = estimate_bandwidth(data, quantile=0.2, \n", + " n_samples=n_samples)\n", + "\n", + " ms = MeanShift(bandwidth=bandwidth, bin_seeding=True)\n", + " ms.fit(data)\n", + " labels = ms.labels_\n", + " cluster_centers = ms.cluster_centers_\n", + "\n", + " labels_unique = np.unique(labels)\n", + " n_clusters = len(labels_unique)\n", + "\n", + " print('Number of estimated clusters : {}'.format(n_clusters))\n", + " \n", + " return labels, cluster_centers, n_clusters\n", + "\n", + "labels, cluster_centers, n_clusters = mean_shift(df)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[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\n", + " 1 1 1 1 1 1 1 1 1 1 1 1 1 2 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 2 0 0 2 1 2 0 2 0\n", + " 0 0 0 0 0 0 2 2 0 0 0 2 0 0 2 0 0 0 2 2 2 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0]\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEICAYAAACgQWTXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3dfZQdZZXv8e+2SSZAt4SXjCFJQ64kYUZc+JKIMu04jIoTlCTzxzgjE+YudWkHrnJRVG7idanjigaXI0sFlfTIVRAGVAwQECJ4hZEXgZsgoBDJizB0OmloCCHdQBMI+/5R1cnpk3O66vSprlMvv89aZ6VPVZ2ndlV3dlc/tet5zN0REZFieE2rAxARkeQoqYuIFIiSuohIgSipi4gUiJK6iEiBKKmLiBSIknrBmdlfm9mjrY6jFjM7xcy2tToOADNzM5vTon0fb2a/M7NBM/ufDXwuM+dPskNJPaPM7HEze9HMhipeF8f43Kjk5O53uPvxExTjj8xs5US0XTLnA7e7e4e7fyftnYc/a+9Ne7/hvj9kZo+a2XNm9pSZXWZmr21FLEWhpJ5ti9y9veL1yVYHJGMzs4PG8bFjgYeTjiUNFmgmj9wFdLn7YcDrgYMAXSg0QUk9h8xsjpn9Z3h187SZ/SRc/ptwkwfDK/t/qv4TPbwq+5yZPWRmz5vZpWb2OjO7Ofzz/1dmdnjF9j8zs/5wX78xsxPC5d3AUuD8cF83hMtnmNnPzWzAzB6r7E4ws4PDq/tnzewR4G0Rx+lmdpaZbQ4/810zs3Ddl83sioptZ4fbHxS+v93MVprZ3SPxmdmRZnalme02s/9nZrOrdvl+M/tTeE6/UZmszOyjZrYxjOOXZnZsVZyfMLPNwOY6x7LYzB42s11hbH8ZLv818LfAxWGc82p89ggz+6GZbQ/3f90Y52tOxft9f0mZ2VFmdmO4/51mdoeZvcbMfgwcA9wQ7v/8cPt3hOdul5k9aGanVLR7u5l91czuAl4AXm9mHw7P3WD4fV9aK8Zq7t7r7k9XLNoLtKQbrDDcXa8MvoDHgffWWXcV8L8JfilPAd5Zsc6BORXvTwG2VbV7D/A6YCbwFHA/8Bbgz4BfA1+q2P6jQEe47lvAAxXrfgSsrHj/GmAD8EVgMsGV15+AvwvXXwDcARwBdAJ/qIytxnE6cCMwlSDxDAALw3VfBq6o2HZ2uP1B4fvbgS3AccBhwCPAJuC9BFeDlwM/rNrXbWFsx4Tbfixc9/dhW38ZfvYLwN1Vn701/OzBNY5jHvA8cCowiaC7ZQswuSLWj41xHn4B/AQ4PPz839T53lZ/7/d9f4BVwCXh5ycBfw1YrZ+18OfiGeD94ff01PD9tIp4nwBOCM/HYcBu4Phw/dHACeHXxwC7gGPGOL53As+F8T8PvK/V///y/NKVerZdF14pjbw+Hi5/meBP9hnuPuzudzbY7kXu/qS79xEk2Xvd/Xfu/hJwLUGCB8Dd/4+7D4brvgy8ycwOq9Pu2wj+43/F3fe4+5+Afwc+FK7/R+Cr7r7T3XuBOP3HF7j7Lnd/giDpvrmB4/yhu2919+eAm4Gt7v4rd38F+FnlcYa+Hsb2BMEvsDPC5cuAVe6+Mfzs14A3V16th+t3uvuLNeL4J+AX7n6ru78M/BtwMPBXUQdgZkcDpwFnufuz7v6yu/9n7DOw38sEyfbYsI07PMyoNZwJ3OTuN7n7q+5+K7CeIMmP+JG7Pxyej1eAV4E3mtnB7r7D3R8GcPcn3H1qeE5rcvc7Peh+mQV8g+CXjIyTknq2/X34H2Lk9e/h8vMBA+4L/6T/aIPtPlnx9Ys13rcDmFmbmV1gZlvNbDf7/7MdVafdY4EZlb+IgM8T/FUAMAPordj+v2LE2l/x9QsjscUU6zgrVMc2I/z6WODbFce0k+D8z6zz2WozqDhWd3813H5m3U/s1wnsdPdnY2w7lm8Q/HVwS9hNsnyMbY8FPlj1fXwnwS+FEfuO192fJ/jFdRaww8x+YWZ/0WiA4UXGOuDqRj8r+ymp55C797v7x919BsFV5PdsYsrx/hlYQtBlcRhBFwcECQ2CP5cr9QKPVf0i6nD3kSu8HQRJasQxTcT2PHBIxfvpTbQ1ojq27eHXvcCyquM62N3vrth+rOFOtxMkSiC4uRjuqy9GTL3AEWY2Nca2L1DnnIR/bX3G3V8PLALOM7P31Im9F/hx1fEe6u4XVGwz6jPu/kt3P5Ug8f+R4C+08TiIoMtMxklJPYfM7INmNit8+yzBf7C94fsnCfqyk9ABvETQn3oIQbdDpep93QfsNrP/Fd4UbTOzN5rZyA3RnwIrzOzwMP5zmojtAeBdZnZM2B20oom2RnwujK0TOJegHxuCvugVtv8m8WFm9sEG2v0p8AEze4+ZTQI+Q3Be7x77Y+DuOwi6jr4XxjbJzN5VZ/MHgH8Oz/tC4G9GVpjZ6RbcYDeC/u+91P+ZuQJYZGZ/F7Y1xYIb7rOowYIb7YvN7NDwuIYq2h6TmS0Nv4cWdmd9Ffi/cT4rtSmpZ9tIRcLI69pw+duAe81sCFgLnOvuj4XrvgxcFv7Z/I9N7v9ygm6DPoIbjfdUrb8UeEO4r+vcfS/BVeCbgceAp4EfEFzlA/xr2N5jwC3Aj8cbWNjP+xPgIYKbszeOt60K14dtPUBwc/LScF/XAl8Hrg67of5A0M8dN9ZHCfqpLyI4J4sIylX3xGziXwj6xP9IcGP7U3W2OzdsexdBZVJllcxc4FcECfe3wPfc/fZw3SrgC+H38bPh/Y4lBF1nAwRX7p+jfr54DcEvqu0EXVN/A/wPgDBhD5lZvb/K3kDwy22IoLzxUeDjdbaVGEbufouISAHoSl1EpECU1EVECkRJXUSkQGIn9fAu+O/M7IAbUuGd8efM7IHw9cVkwxQRkTgaGXzoXGAjUG8EtTvc/fS4jR111FE+e/bsBnYvIiIbNmx42t2n1VsfK6mH9akfIKghPS+JwGbPns369euTaEpEpDTMbMwnseN2v3yL4NH0V8fY5uRwNLebRx7SqBFMt5mtN7P1AwMDMXctIiJxRSZ1MzsdeMrdN4yx2f0EAwW9ieABi5pDg7p7j7svcPcF06bV/etBRETGKc6Vehew2MweJxho591WMY41gLvvdveh8OubgElmVm/QJxERmSCRSd3dV7j7LHefTTCE6q/d/czKbcxsejimBGZ2UtjuMxMQr4iIjGE8U28BYGZnAbj7JcA/AGeb2SsEQ5p+aIyxmkVEZIK0bOyXBQsWuKpfZMTQniF6NvSw+ZnNzD1yLt3zu2mf3MjQ6SLlYGYb3H1BvfXjvlIXScrQniEWXrGQu3rv2rdszcY1rDtznRK7SIM0TIC0XM+GnlEJHeCu3rvo2dDToohE8ktJXVpu8zObay7f8syWlCMRyT8ldWm5uUfOrbl8zpETMUOfSLEpqUvLdc/vpquza9Syrs4uuud3tygikfzSjVJpufbJ7aw7cx09G3rY8swW5hw5R9UvIuOkpC6Z0D65nfNOTmSsOJFSU/eLiEiBKKmLiBSIkrqISIEoqYuIFIiSuohIgSipi4gUiJK6iEiBKKmLiBSIkrqISIHoiVJpmia4EMkOJXVpiia4EMkWdb9IUzTBhUi2KKlLUzTBhUi2KKlLUzTBhUi2KKlLUzTBhUi26EapNEUTXIhki5K6NE0TXIhkh5J6wamGXKRclNQLTDXkIuWjG6UFphpykfJRUi8w1ZCLlI+SeoGphlykfJTUC0w15CLloxulBaYacpHyUVIvONWQi5RL7KRuZm3AeqDP3U+vWmfAt4H3Ay8AH3b3+5MMVMpN9fYi8TRypX4usBF4bY11pwFzw9fbge+H/4o0TfX2IvHFulFqZrOADwA/qLPJEuByD9wDTDWzoxOKUUpO9fYi8cWtfvkWcD7wap31M4HeivfbwmWjmFm3ma03s/UDAwMNBSrlpXp7kfgik7qZnQ485e4bxtqsxjI/YIF7j7svcPcF06ZNayBMKTPV24vEF+dKvQtYbGaPA1cD7zazK6q22QZ0VryfBWxPJEIpPdXbi8QXeaPU3VcAKwDM7BTgs+5+ZtVma4FPmtnVBDdIn3P3HQnHKiWlenuR+MZdp25mZwG4+yXATQTljFsISho/kkh0IiHV24vE01BSd/fbgdvDry+pWO7AJ5IMTLKhf6ifZTcsY8vOLcw5Yg6rF61mevv0VoclInXoiVKpq3+on3kXzWNwzyAAjzz9CLdddBubztmkxC6SURrQS+padsOyfQl9xOCeQZbdsKxFEYlIFCV1qWvLztp14PWWi0jrKalLXXOOqF0HXm+5iLSekrrUtXrRajomd4xa1jG5g9WLVrcoIhGJoqQudU1vn86mczaxeN5i3nDUG1g8b7FukopknKpfZEzT26dz/RnXtzoMEYlJV+oiIgWiK/Uc27pzK4uvWsz2we3M6JjB2jPWctwRx7U6rHHRJBiSeUND0NMDmzfD3LnQ3Q3tDf6MJtFGBCX1nNq6cyvHX3Q8e9kLwK6XdnH8Rcfz6DmP5i6xaxIMybyhIVi4EO6qGNd/zRpYty5+Uk6ijRjU/ZJTi69avC+hj9jLXpZctaRFEY2fJsGQzOvpGZ2MIXjf08DPaBJtxKCknlPbB2uPbNw32JdyJM3TJBiSeZtr/4yypYGf0STaiEFJPadmdMxoaHmWaRIMyYLh4WE2b97M8PDwgSvn1v4ZZU4DP6NJtBGDknpOrT1jLW20jVrWRhtrz1jboojGT5NgSCvt3buXFStWMG/evH2vFStWsHdvRfdmdzd0jf4ZpasrWB5XEm3EYMGouelbsGCBr1+/viX7LoqtO7ey5Kol9A32MbNjJtefcX3ubpKOGKl+0SQYkrYVK1ZwwQUXHLB8+fLlrFq1av+CkcqVLVuCq+tmql+aaMPMNrj7grrrldRFpKyGh4eZN28evb29B6zr7Oxk06ZNTJkypQWR1ReV1FXSmGNJ1HZHtaH6cSmy3t7emgl9ZF1fXx/HHZevv36V1HMqidruqDZUPy5F19nZSWdnZ90r9ZkzZ7YgquboRmlOJVHbHdWG6sel6KZMmcLSpUtrrlu6dGnmul7i0JV6TiVR2x3VhurHpQxWrlwJwJVXXklvby+dnZ0sXbp03/K8UVLPqSRqu6PaUP24lEFbWxurVq3iS1/6En19fcycOTOXV+gj1P2SU0nUdke1ofpxKZMpU6Zw3HHH5Tqhg0oacy2J2u6oNlQ/LpItqlMXESkQ1amPQxq12XH2oRpxKYUUxhgvEyX1KmnUZsfZh2rEpRRSGmO8THSjtEoatdlx9qEacSmFlMYYLxMl9Spp1GbH2YdqxKUUUhpjvEyU1KukUZsdZx+qEZdSSGmM8TJRUq+SRm12nH2oRlxKIaUxxstEJY01pFGbHWcfqhGXUkhinPISUZ26iEiBNF2nbmZTgN8AfxZuf427f6lqm1OA64HHwkVr3P0r4w1aAv1D/Sy7YRlbdm5hzhFzWL1oNdPbp8deD9mpuReRdEReqZuZAYe6+5CZTQLuBM5193sqtjkF+Ky7nx53x7pSH1v/UD/zLprH4J7Bfcs6Jnew6ZxNTG+fHrkeate6d3V2TXjNfdL7EJH9oq7UI2+UemAofDspfLWmz6ZElt2wbFTCBhjcM8iyG5bFWg/ZqbkXkfTEqn4xszYzewB4CrjV3e+tsdnJZvagmd1sZifUaafbzNab2fqBgYEmwi6+LTtr1+mOLI9aD9mpuReR9MRK6u6+193fDMwCTjKzN1Ztcj9wrLu/CbgIuK5OOz3uvsDdF0ybNq2ZuAtvzhG163RHlketh+zU3ItIehqqU3f3XcDtwMKq5btHumjc/SZgkpkdlVSQZbR60Wo6JneMWtYxuYPVi1bHWg/ZqbkXkfTEuVE6DXjZ3XeZ2cHALcDX3f3Gim2mA0+6u5vZScA1BFfudRvXjdJoSVa/tLrmXkSS0XSdupmdCFwGtBFc2f/U3b9iZmcBuPslZvZJ4GzgFeBF4Dx3v3usdpXURUQa13Sdurs/BLylxvJLKr6+GLh4vEGKiEgyNJ56DUk8TBOna6TZNtKYaCOJ48iKJOZiiNOG5nyQVtIwAVWSeJgmzoNBsdt4fhB2A6+FjkP3txEnzmaPJYnjyIpaczF0dTU2F0OcNpLYj8hYmn74qGySeJgmzoNBUbqv72bwF4NBgWj4GvzFIN3Xd8eOs9ljSeI4siKJuRjitKE5H6TV1P1SJYmHaeI8GBTl7svuhsrksBu4C+4+5G5Yms5EG0kcR1YkMRdDnDY054O0mq7UqyTxME2cB4PGMjw8zPMbnq+57vkNzzM8PJzKRBvNHkeWJDEXQ5w2NOeDtJqSepUkHqaJ82DQWHp7exneOVxz3fDOYfr6+lKZaKPZ48iSJOZiiNOG5nyQVtON0hqSeJimmaqR4eFh5s2bR29v7wHrOjs72bRpE1OmTElloo0iVr80MxdDnDY054NMJE2SkVMrVqzgggsuOGD58uXLWbVqVQsiEpEsUPVLTq1cuZJPf+7TTP3zqQBM/fOpfPpzn2blypX7thnaM8SFv72Qs288mwt/eyFDe4bqNScp6u+HJUvghBOCf/v7yxmDtIaqXzLqxb0vct9f3Meuj++C3bDrtbu47/X38eLeF2lva69Zg75m4xpNTtFi/f0wbx4MhpWgjzwCt90GmzbB9JR6rbIQg7SOrtQzal+N+STgSGDS6BpzTU6RTcuW7U+mIwYHg+VlikFaR0k9o6JqzDU5RTbVq0dPs049CzFI6yipZ1RUjbkmp8imevXoadapZyEGaR0l9YyKqjHX5BTZtHo1dIwu7aejI1hephikdVTSmGFRNeaanCKb+vuD/uuROvXVq9O/QZmFGGRiqE5dRKRAmp4kI2+SGAs9qo20nrJM4ljKJC/jmEddRad1HFH7iRVHWoPUS3zu3pLX/PnzPWmDLw1616VdzpfZ9+q6tMsHXxpMrI0dgzu842sdo9Z3fK3DdwzuyNyxlMngoHtXlzvsf3V1BcuzZMcO946O0XF2dATL3dM7jqj9xIojiWDz8o3LEGC9j5FbC3WjNIna7ag20hpjXHXojcnLOOZRNeRpHUfUfmLFkdYg9dKQQiX1JGq3o9pIa4xx1aE3Ji/jmEfVkKd1HFH7iRVHWoPUS0MKldSTqN2OaiOtMcZVh96YvIxjHlVDntZxRO0nVhxpDVIvjRmrb2YiX+pTn/hjKZO8dM2qT73BQOQARPSpF66kMYna7ag20q5+UR16PHkZxzxu9ctEH0fUfmLFkdYg9bKP6tRFRApE46mPQxLjlEe10T/Uz5KrlnDCd09gyVVL6B/SgNdlMTQEF14IZ58d/Ds0AcPgb90ajKV++OHBv1u3tqYNSZ+u1KvUGqe8q7OroXHKo9roH+pn3kXzRpVGdkzuYNM5m3I7VZzEMzQECxeOruLr6oJ165Lrcdi6FY4/Hvbu3b+srQ0efRSOOy69NmRi6Eq9QUWqdZfsSaMse/Hi0ckYgvdLlqTbhrSGknqVItW6S/akUZa9fXvt5X196bYhraGkXqVIte6SPWmUZc+Y0djyiWpDWkNJvUoS45RHtbF60Wo6Jo8e8LpjcgerF2nA66Lr7g760Ct1dQXLk7J2bdD/XamtLVieZhvSGrpRWkORat0le9Ioy966Nej/7uuDmTPh+usbv8GZRBuSPNWpi4gUSNPVL2Y2xczuM7MHzexhM/vXGtuYmX3HzLaY2UNm9tZmAxcRkcbFmSTjJeDd7j5kZpOAO83sZne/p2Kb04C54evtwPfDfxMVZ9KIrEwsEdW9kpdjSSKGOFOrJTFPQhKTT2RhGritW4OSwu3bgxuTa9ce2O0RdSxpnfNIcXaShUky8hJnHGMNDFP9Ag4B7gfeXrV8NXBGxftHgaPHaqvRAb3iDHCVlUGwogb9ysuxJBFD1ABW7smM6ZTEQFlxYp1oW7a4t7WNjqGtLVg+IupY0jrnkeLsJAsDeuUlzhBJTJJhZm1m9gDwFHCru99btclMoLfi/bZwWWLiPBSUlYkloh4uysuxJBFD1KQQkMwDOUlMPhEn1okW56GfqGNJ65xHirOTLEySkZc4Y4qV1N19r7u/GZgFnGRmb6zaxGp9rHqBmXWb2XozWz8wMNBQoHEeCsrKxBJRDxfl5ViSiCFqUghI5oGcJCafiBPrRIvz0E/UsaR1ziPF2UkWJsnIS5wxNVSn7u67gNuBhVWrtgGdFe9nAQf8eLp7j7svcPcF06ZNayjQOA8FZWViiaiHi/JyLEnEEDUpBCTzQE4Sk0/EiXWixXnoJ+pY0jrnkeLsJAuTZOQlzrjG6psJum+YBkwNvz4YuAM4vWqbDwA3E1yxvwO4L6pd9aln/1jUp64+9abkpa86L3GGaHaSDDM7EbgMaCO4sv+pu3/FzM4KfylcYmYGXExwBf8C8BF3H7MIfTx16nEeCsrKxBJxq1+yfixJxNBIJUYzD+QkMflEVqpfoh76iTqWtM55pDg7ycIkGXmJEz18JNKQ4eFhent76ezsZMqUKa0OR+QAUUk9Tp16rmShtltGy0oJ8Fj72Lt3L1/4whe44oor2batl0MP7eSkk5Zy7bUrOeywtlhtxN0miWPNS8l0Ikp1sAkYq29mIl9ZnXhakpWV7sqofSxfvtwJKrZGvWbOXN7QZMyJTOjc5LEUSqkONh6SqFPPiyzUdstoWSkBHmsfw8PDXHnllTU/19d3Jd/97nDsOKO2SeJYc1Qy3bxSHWwyCpXUs1DbLaNlpQR4rH309vbS29tbewN6eeihvsg24uwnbhtRclQy3bxSHWwyCpXUs1DbLaNlpQR4rH10dnbS2dlZewM6OfHEmZFtxNlP3Dai5KlkummlOtiEjNU3M5Ev9amXg/rU1afelFIdbDw0W6c+USaqpDELtd0yWlZKgMfaR3X1S3t7J297W/3ql2aOJYljzUjJdDpKdbDRVKcu0oDh4WH6+vqYOXOm6tQlk0pXpy7Zk8Q45mmVKu/aNYXzzjuuqTiaHes8rWMtVPl3qx90yJKx+mYm8jURfeqSPUmMuZJWt2oScTQ7Lktax1qoruos3JRJERF96krqMqG++c3R/w9GXt/85v5tFi+uvc3ixfHbSEIScURtk5VjTWs/qUjjYDJ0wqKSeqFKGiV7khjHPK1S5STiaHas87SOtVDl361+0CFjlNRlQiUxjnlapcpJxNHsWOdpHWuhyr9b/aBD1ox1GT+RL3W/lIP61NWnPuHUpz7qpZJGmXBJjGOeVqlyEnE0O9Z5WsdaqPLvVj/okCLVqYuIFIjq1EsuC+PLJ1He+9BDcOqpsGsXTJ0Kt94KJ56YfhxJ7Ccv5c6SU2P1zUzkS33qEy8LY+Ek0RX54IO1q8kefDDdOJLYT4a6ZiWnUEljeWVhfPkkhsM+9dTay9/3vnTjSGI/Gh5cJpqSeoFlYXz5JMp7d+2qvfzZZ9ONI4n95KjcWXJKSb3AsjC+fBLlvVOnNrZ8ouJIYj95KneWfFJSL7Du+d10dXaNWtbV2UX3/O70YuiGrtEh0NUVLI/r1lsbWz5RcSSxn7TikPJSSWPBZWF8+STKex96KOhDf/ZZOPxwuOWW8Ve/tLr+OyPlzpJTqlMXESkQ1anLhEui7jortd2qIZe68vLDMVa940S+VKdeDGnMuZmVGnMpsQz9cKA6dZlISdRdZ6W2WzXkUleOfjiU1KUpSdRdZ6W2WzXkUleOfjiU1KUpSdRdZ6W2WzXkUleefjjG6puZyJf61ItBfepSChn64UDjqctES6LuOiu13aohl7oy8sOhOnURkQKJSurqUxcRKZDIh4/MrBO4HJgOvAr0uPu3q7Y5BbgeeCxctMbdv5JsqMWSxOQVWZgAA5J5cCgvz3XEETVdXRqKdD6lQWN1uIddM0cDbw2/7gA2AW+o2uYU4MaotipfZb5RmsTkFVmYAMM9mZucGboH1bSoiaXTUKTzKQei2YeP3H2Hu98ffj0IbARmTsQvmLJIYvKKLEyAAck8OJSj5zoiLVsGg4Ojlw0OBsvTUqTzKY1rqE/dzGYDbwHurbH6ZDN70MxuNrMT6ny+28zWm9n6gYGBhoMtiiQmr8jCBBiQzINDOXquI1K9mNM8liKdT2lc7KRuZu3Az4FPufvuqtX3A8e6+5uAi4DrarXh7j3uvsDdF0ybNm28MedeEpNXZGECDEjmwaE8PdcRpV7MaR5Lkc6njMNYfTMjL2AS8EvgvJjbPw4cNdY26lNXn3rcNvJEfeoy0Wj24SMzM+AyYKe7f6rONtOBJ93dzewk4BqCK/e6jZe9Tj2JySuyMAEGJPPgUEae60hElqpfinA+ZbSmHz4ys3cCdwC/JyhpBPg8cAyAu19iZp8EzgZeAV4kuKK/e6x2y57URUTGo+lJMtz9TsAitrkYuLjx8MorKzXmScjClamIBDTzUQsM7Rli4RULR5Ukrtm4hnVnrstdYu/vh3nz9pfxPfII3HYbbNqkxC7SChomoAWyUmOehCzUZYvIfkrqLZCVGvMkZKEuW0T2U1JvgazUmCchC3XZIrKfknoLdM/vpquza9Syrs4uuud3tyii8Vu9Gjo6Ri/r6AiWi0j6dKO0Bdont7PuzHWZqDFv1vTpwU1RVb+IZIMmyRARyZGm69SLJk/14XmJVWN3j6bzIa1UqqSep/rwvMQ6NAQLF44e6nXNGli3rpyJTOdDWq1UN0rzVB+el1g1dvdoOh/SaqVK6nmqD89LrBq7ezSdD2m1UiX1PNWH5yVWjd09ms6HtFqpknqe6sPzEmt3N3SNDpOurmB5Gel8SKuVrqQxK2OQx5GXWDV292g6HzKRmh5PfaKoTl1EpHFRSb1U3S9Sbv39sGQJnHBC8G9/f+NtDA3BhRfC2WcH/w4NJR+nSDNKVacu5ZXEuO+qQZc80JW6lEIS476rBl3yQEldSiGJcd9Vgy55oKQupZDEuO+qQZc8UFKXUkhi3HfVoEse6EaplEIS4763twc3RVWDLlmmOnURkRxRnbqISIkoqYuIFIiSuohIgSipi4gUiJK6iEiBKKmLiBSIkrqISIEoqYuIFIiSuohIgUQOE2BmncDlwHTgVaDH3dedesEAAAWeSURBVL9dtY0B3wbeD7wAfNjd708+3HIZmc5u8zObmXvk3MxOZyci2RFn7JdXgM+4+/1m1gFsMLNb3f2Rim1OA+aGr7cD3w//lXEa2jPEwisWclfv/gG812xcw7oz1ymxi0hdkd0v7r5j5Krb3QeBjcDMqs2WAJd74B5gqpkdnXi0JdKzoWdUQge4q/cuejZoRgYRqa+hPnUzmw28Bbi3atVMoLfi/TYOTPyYWbeZrTez9QMDA41FWjKbn6k9I8OWZzQjg4jUFzupm1k78HPgU+6+u3p1jY8cMPyju/e4+wJ3XzBt2rTGIi2ZuUfWnpFhzpGakUFE6ouV1M1sEkFCv9Ld19TYZBvQWfF+FrC9+fDKq3t+N12do2dk6Orsonu+ZmQQkfriVL8YcCmw0d0vrLPZWuCTZnY1wQ3S59x9R3Jhlk/75HbWnbmOng09bHlmC3OOnKPqFxGJFKf6pQv4F+D3ZvZAuOzzwDEA7n4JcBNBOeMWgpLGjyQfavm0T27nvJPPa3UYIpIjkUnd3e+kdp955TYOfCKpoEREZHz0RKmISIEoqYuIFIiSuohIgSipi4gUiAX3OFuwY7MB4L9asvPAUcDTLdx/I/ISq+JMVl7ihPzEWoQ4j3X3uk9vtiypt5qZrXf3Ba2OI468xKo4k5WXOCE/sZYhTnW/iIgUiJK6iEiBlDmp52kM27zEqjiTlZc4IT+xFj7O0vapi4gUUZmv1EVECkdJXUSkQEqR1M2szcx+Z2Y31lh3ipk9Z2YPhK8vtijGx83s92EM62usNzP7jpltMbOHzOytrYgzjCUq1qyc06lmdo2Z/dHMNprZyVXrM3FOY8SZlfN5fEUMD5jZbjP7VNU2LT+nMePMyjn9tJk9bGZ/MLOrzGxK1frGz6e7F/4FnAf8B3BjjXWn1FreghgfB44aY/37gZsJRsx8B3BvhmPNyjm9DPhY+PVkYGoWz2mMODNxPqtiagP6CR6Eydw5jRFny88pwZSfjwEHh+9/Cny42fNZ+Ct1M5sFfAD4QatjaZIm926Amb0WeBfBBC+4+x5331W1WcvPacw4s+g9wFZ3r34qvOXntEq9OLPiIOBgMzsIOIQDZ4xr+HwWPqkD3wLOB14dY5uTzexBM7vZzE5IKa5qDtxiZhvMrNacdbEm905JVKzQ+nP6emAA+GHY9fYDMzu0apssnNM4cULrz2e1DwFX1ViehXNaqV6c0OJz6u59wL8BTwA7CGaMu6Vqs4bPZ6GTupmdDjzl7hvG2Ox+gj/N3gRcBFyXSnAH6nL3twKnAZ8ws3dVrY81uXdKomLNwjk9CHgr8H13fwvwPLC8apssnNM4cWbhfO5jZpOBxcDPaq2usawlP6cRcbb8nJrZ4QRX4v8NmAEcamZnVm9W46Njns9CJ3WCqfgWm9njwNXAu83sisoN3H23uw+FX98ETDKzo9IO1N23h/8+BVwLnFS1SWYm946KNSPndBuwzd3vDd9fQ5A8q7dp9TmNjDMj57PSacD97v5kjXVZOKcj6saZkXP6XuAxdx9w95eBNcBfVW3T8PksdFJ39xXuPsvdZxP8GfZrdx/1m9DMppuZhV+fRHBOnkkzTjM71Mw6Rr4G3gf8oWqztcB/D++Gv4MWTe4dJ9YsnFN37wd6zez4cNF7gEeqNmv5OY0TZxbOZ5UzqN+l0fJzWqFunBk5p08A7zCzQ8JY3gNsrNqm4fMZZ+LpwjGzs2DfpNn/AJxtZq8ALwIf8vC2c4peB1wb/owdBPyHu6+rijMrk3vHiTUL5xTgHODK8M/wPwEfyeg5jYozK+cTMzsEOBVYVrEsc+c0RpwtP6fufq+ZXUPQFfQK8Dugp9nzqWECREQKpNDdLyIiZaOkLiJSIErqIiIFoqQuIlIgSuoiIgWipC4iUiBK6iIiBfL/AQJVwK6QsVqIAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 5. create a new scatter plot where each flower is colored according to cluster label\n", + "# 6. add a dot for the cluster centers\n", + "from itertools import cycle\n", + "\n", + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "\n", + "arr = df.to_numpy()\n", + "\n", + "colors = cycle('bgrcmy')\n", + "\n", + "print(labels)\n", + "\n", + "for k, col in zip(range(n_clusters), colors):\n", + " my_members = (labels == k)\n", + " cluster_center = cluster_centers[k]\n", + "\n", + " x, y = arr[my_members,0], arr[my_members,1]\n", + " ax.scatter(x, y, c=col, linewidth=0.2)\n", + " ax.scatter(cluster_center[0], cluster_center[1], c='k', s=50, linewidth=0.2)\n", + "\n", + "plt.title('Estimated number of clusters: {}'.format(n_clusters))\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 7. Compare the 2 plots (colored by actual labels vs. colored by cluster label)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Week11.ipynb b/Week11.ipynb deleted file mode 100644 index 9f5589a..0000000 --- a/Week11.ipynb +++ /dev/null @@ -1,282 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise meanshift\n", - "1. load 'data/iris_data.csv' into a dataframe (use decimal=',') and remove the 2 `Petal` columns. Now we are left with a 2D feature space\n", - "2. get unique labels (Species column)\n", - "3. plot with a scatter plot each iris flower sample colored by label (3 different colors)\n", - "\n", - "4. use: `MeanShift` and `estimate_bandwidth` from `sklearn.cluster` to first estimate bandwidth and then get the clusters (HINT: estimate_bandwidth() takes an argument: `quantile` set it to `0.2` for best result)\n", - "5. print out labels, cluster centers and number of clusters (as returned from the MeanShift function)\n", - "5. create a new scatter plot where each flower is colored according to cluster label\n", - "6. add a dot for the cluster centers\n", - "7. Compare the 2 plots (colored by actual labels vs. colored by cluster label)\n", - "8. Try changing the 'quantile' argument to 0.15 and see what happens to your cluster plot." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
Sepal lengthSepal width
05,103,50
14,903,00
24,703,20
34,603,10
45,003,60
.........
1456,703,00
1466,302,50
1476,503,00
1486,203,40
1495,903,00
\n", - "

150 rows × 2 columns

\n", - "
" - ], - "text/plain": [ - " Sepal length Sepal width\n", - "0 5,10 3,50\n", - "1 4,90 3,00\n", - "2 4,70 3,20\n", - "3 4,60 3,10\n", - "4 5,00 3,60\n", - ".. ... ...\n", - "145 6,70 3,00\n", - "146 6,30 2,50\n", - "147 6,50 3,00\n", - "148 6,20 3,40\n", - "149 5,90 3,00\n", - "\n", - "[150 rows x 2 columns]" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# 1. load 'data/iris_data.csv' into a dataframe (use decimal=',') and remove the 2 `Petal` columns. \n", - "# Now we are left with a 2D feature space\n", - "import pandas as pd\n", - "\n", - "df = pd.read_csv('../data/iris_data.csv')\n", - "df.head()\n", - "df.drop(['Petal length','Petal width','Species'], inplace=True, axis=1)\n", - "\n", - "df\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['I. setosa' 'I. versicolor' 'I. virginica']\n" - ] - } - ], - "source": [ - "# 2. get unique labels (Species column)\n", - "#uniqueSpecies = df['Species'].unique()\n", - "#print(uniqueSpecies)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# 3. plot with a scatter plot each iris flower sample colored by label (3 different colors)\n", - "import matplotlib.pyplot as plt\n", - "\n", - "fig, ax = plt.subplots()\n", - "\n", - "colors = {'I. setosa':'red', 'I. versicolor':'green', 'I. virginica':'blue'}\n", - "\n", - "ax.scatter(df['Sepal length'], df['Sepal width'], c=df['Species'].map(colors))\n", - "\n", - "result = plt.xticks(rotation=90, horizontalalignment='right',fontweight='light')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 0 1 2 3 4 5 6 7 8 9 ... \\\n", - "Sepal length 5,10 4,90 4,70 4,60 5,00 5,40 4,60 5,00 4,40 4,90 ... \n", - "Sepal width 3,50 3,00 3,20 3,10 3,60 3,90 3,40 3,40 2,90 3,10 ... \n", - "\n", - " 140 141 142 143 144 145 146 147 148 149 \n", - "Sepal length 6,70 6,90 5,80 6,80 6,70 6,70 6,30 6,50 6,20 5,90 \n", - "Sepal width 3,10 3,10 2,70 3,20 3,30 3,00 2,50 3,00 3,40 3,00 \n", - "\n", - "[2 rows x 150 columns]\n" - ] - }, - { - "ename": "ValueError", - "evalue": "could not convert string to float: '5,10'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mbandwidth\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcluster_centers\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_clusters\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 23\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 24\u001b[0;31m \u001b[0mbandwidth\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_clusters\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmean_shift\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 25\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m\u001b[0m in \u001b[0;36mmean_shift\u001b[0;34m(data, n_samples)\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mmean_shift\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_samples\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1000\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m bandwidth = estimate_bandwidth(data, quantile=0.2, \n\u001b[0;32m---> 10\u001b[0;31m n_samples=n_samples)\n\u001b[0m\u001b[1;32m 11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0mms\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mMeanShift\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbandwidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbandwidth\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbin_seeding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/sklearn/cluster/_mean_shift.py\u001b[0m in \u001b[0;36mestimate_bandwidth\u001b[0;34m(X, quantile, n_samples, random_state, n_jobs)\u001b[0m\n\u001b[1;32m 63\u001b[0m \u001b[0mThe\u001b[0m \u001b[0mbandwidth\u001b[0m \u001b[0mparameter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 64\u001b[0m \"\"\"\n\u001b[0;32m---> 65\u001b[0;31m \u001b[0mX\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcheck_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 66\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 67\u001b[0m \u001b[0mrandom_state\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcheck_random_state\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrandom_state\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36mcheck_array\u001b[0;34m(array, accept_sparse, accept_large_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, warn_on_dtype, estimator)\u001b[0m\n\u001b[1;32m 529\u001b[0m \u001b[0marray\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0marray\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcasting\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"unsafe\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 530\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 531\u001b[0;31m \u001b[0marray\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0morder\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0morder\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 532\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mComplexWarning\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 533\u001b[0m raise ValueError(\"Complex data not supported\\n\"\n", - "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/numpy/core/_asarray.py\u001b[0m in \u001b[0;36masarray\u001b[0;34m(a, dtype, order)\u001b[0m\n\u001b[1;32m 83\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 84\u001b[0m \"\"\"\n\u001b[0;32m---> 85\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0morder\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0morder\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 86\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 87\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mValueError\u001b[0m: could not convert string to float: '5,10'" - ] - } - ], - "source": [ - "# 4. use: `MeanShift` and `estimate_bandwidth` from `sklearn.cluster` to \n", - "# first estimate bandwidth and then get the clusters \n", - "# (HINT: estimate_bandwidth() takes an argument: `quantile` set it to `0.2` for best result)\n", - "from sklearn.cluster import MeanShift, estimate_bandwidth\n", - "\n", - "def mean_shift(data, n_samples=1000):\n", - " bandwidth = estimate_bandwidth(data, quantile=0.2, \n", - " n_samples=n_samples)\n", - "\n", - " ms = MeanShift(bandwidth=bandwidth, bin_seeding=True)\n", - " ms.fit(data)\n", - " labels = ms.labels_\n", - " cluster_centers = ms.cluster_centers_\n", - "\n", - " labels_unique = np.unique(labels)\n", - " n_clusters = len(labels_unique)\n", - "\n", - " print('Number of estimated clusters : {}'.format(n_clusters))\n", - " \n", - " return bandwidth, labels, cluster_centers, n_clusters\n", - "\n", - "bandwidth, labels, n_clusters = mean_shift(df)\n", - "\n" - ] - } - ], - "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": "3.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/Week_11.ipynb b/Week_11.ipynb new file mode 100644 index 0000000..e3bb032 --- /dev/null +++ b/Week_11.ipynb @@ -0,0 +1,345 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise meanshift\n", + "1. load 'data/iris_data.csv' into a dataframe (use decimal=',') and remove the 2 `Petal` columns. Now we are left with a 2D feature space\n", + "2. get unique labels (Species column)\n", + "3. plot with a scatter plot each iris flower sample colored by label (3 different colors)\n", + "\n", + "4. use: `MeanShift` and `estimate_bandwidth` from `sklearn.cluster` to first estimate bandwidth and then get the clusters (HINT: estimate_bandwidth() takes an argument: `quantile` set it to `0.2` for best result)\n", + "5. print out labels, cluster centers and number of clusters (as returned from the MeanShift function)\n", + "5. create a new scatter plot where each flower is colored according to cluster label\n", + "6. add a dot for the cluster centers\n", + "7. Compare the 2 plots (colored by actual labels vs. colored by cluster label)\n", + "8. Try changing the 'quantile' argument to 0.15 and see what happens to your cluster plot." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Sepal lengthSepal widthSpecies
05.13.5I. setosa
14.93.0I. setosa
24.73.2I. setosa
34.63.1I. setosa
45.03.6I. setosa
............
1456.73.0I. virginica
1466.32.5I. virginica
1476.53.0I. virginica
1486.23.4I. virginica
1495.93.0I. virginica
\n", + "

150 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " Sepal length Sepal width Species\n", + "0 5.1 3.5 I. setosa\n", + "1 4.9 3.0 I. setosa\n", + "2 4.7 3.2 I. setosa\n", + "3 4.6 3.1 I. setosa\n", + "4 5.0 3.6 I. setosa\n", + ".. ... ... ...\n", + "145 6.7 3.0 I. virginica\n", + "146 6.3 2.5 I. virginica\n", + "147 6.5 3.0 I. virginica\n", + "148 6.2 3.4 I. virginica\n", + "149 5.9 3.0 I. virginica\n", + "\n", + "[150 rows x 3 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 1. load 'data/iris_data.csv' into a dataframe (use decimal=',') and remove the 2 `Petal` columns. \n", + "# Now we are left with a 2D feature space\n", + "import pandas as pd\n", + "\n", + "df = pd.read_csv('../data/iris_data.csv', decimal=',')\n", + "df.head()\n", + "df.drop(['Petal length','Petal width'], inplace=True, axis=1)\n", + "\n", + "df\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['I. setosa' 'I. versicolor' 'I. virginica']\n" + ] + } + ], + "source": [ + "# 2. get unique labels (Species column)\n", + "uniqueSpecies = df['Species'].unique()\n", + "print(uniqueSpecies)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAEBCAYAAABojF4hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO2dd3hUVfrHv2d6SQGS0JHeqxCKCkizodhAAWUVVwEbP3bRdde6SrUsuyqoCOIqqCjoCoiIIiAgSO9VaigGCCUkmUkmU97fHychmcyd5Ca5mclM3s/z3Cc399x77nvPnHnn3HPeIogIDMMwTOSjC7cADMMwjDawQmcYhokSWKEzDMNECazQGYZhogRW6AzDMFECK3SGYZgoQbVCF0LohRA7hBBLFcr6CCGuCCF25m2vaCsmwzAMUxKGUpw7DsABAHFBytcR0R3lF4lhGIYpC6oUuhCiPoDbAUwGMF6LGycmJlKjRo20qIphGKbKsG3btgtElKRUpnaE/jaA5wDEFnPOdUKIXQD+APAsEe0rrsJGjRph69atKm/PMAzDAIAQIiVYWYlz6EKIOwCcJ6JtxZy2HUBDIuoIYDqARUHqGi2E2CqE2JqWllbSrRmGYZhSoGZR9AYAdwohTgD4EkA/IcRnhU8gogwiysrbXwbAKIRILFoREc0iomQiSk5KUnxjYBiGYcpIiQqdiJ4novpE1AjAMACriGhE4XOEELWFECJvv1tevRcrQF6GYRgmCKWxcvFDCPE4ABDRTABDADwhhPAAyAYwjDiMI8MwTEgR4dK7ycnJxIuizFUcDmDHDqBGDaBNm3BLwzCVFiHENiJKVipjT1Em/Hz4IVCzJnD77UDXrkCHDsCpU+GWimEiDlboTHhZvx4YPx5wOoGMDPl3/37gttsAnrVjmFLBCp0JL+++C2Rn+x/zeoETJ4Ddu8MiEsNEKqzQmfCSmqo8EjcYgAsXQi8Pw0QwrNCZ8HLnnYDVGng8NxdIVlz3YRgmCKzQmfAyZgxQty5gsRQcs9mAiROB+PjwycUwEUiZ7dAZRhNiY4Ht24H33wcWLQKSkoBx44ABA8ItGcNEHGyHzjAME0GwHTrDMEwVgBU6wzBMlMAKnWEYJkpghc4wDBMlsEJnGIaJElihMwzDRAms0BmGYaIEVugMwzBRAit0pnxkZQFTpgCdOgE33AB88QWHvWWYMMGu/0zZyckBevQAjh6V+wCwaxewbh3wwQfhlY1hqiA8QmfKzldfybjl+cockKnkPvkEOH48XFIxTJWFFTpTdn78USrwohgMwIYNoZeHYao4rNCZslO/PmA0Bh4XAqhVK/TyMEwVhxU6U3ZGjw5U6DodUK0a0LdveGRimCoMK3Sm7DRrBixcCCQkyLjmNhvQujWwejWg14dbOoapcrCVC1M+Bg4Ezp4F9u4F7HagefNwS8QwVRZW6NGM0ylH0Lt3A+3aAUOHylG01hgM0g6dYZiwwgo9WjlzBujWDcjIkM4/MTHACy8AmzcDDRqEWzqGYSoAnkOPVsaOBc6dk8ockH/T0oAnnwyvXAzDVBis0KOV778HvF7/Y14vsHw5u+YzTJTCCj1aCWZlouOPnGGiFf52RytDhgAmk/8xoxEYPFg6/jAME3WwQo9W3n5bmhDGxEjFHhsLNG0KTJ8ebskYhqkg2MolWqlRQ5or/vwzsH8/0KoVcPPNPOXCMFGMaoUuhNAD2ArgDBHdUaRMAHgHwEAATgAjiWi7loIyZUCnk0r85pvDLUn5IZImlxcvAt27S+9UhmH8KM1wbRyAA0HKbgPQPG8bDYCDYTPaceyYnD4aMAAYPlwGBZs6NdxSMUylQ5VCF0LUB3A7gI+CnHIXgLkk2QigmhCijkYyMlUZIhle4PhxaUufkSHjr0+eDKxYEW7pGKZSoXaE/jaA5wD4gpTXA3Cq0P+n844xTPnYswc4fRrwFel6Dgfw7rvhkYlhKiklKnQhxB0AzhPRtuJOUzgW4L0ihBgthNgqhNialpZWCjGZKkt6enCb+kuXQisLw1Ry1IzQbwBwpxDiBIAvAfQTQnxW5JzTAAoHCKkP4I+iFRHRLCJKJqLkpKSkMorMVCmSkwM9XgHAagXuvTf08jBMJaZEhU5EzxNRfSJqBGAYgFVENKLIaUsAPCQkPQBcIaJU7cVlqhw2m5xasdkKTC5tNqBRI2DMmLCKxjCVjTLboQshHgcAIpoJYBmkyeIRSLPFRzSRjmEA4M9/Btq3B2bMkLHX77wTeOSRigkFzDARjKAwBWpKTk6mrVu3huXeTCnJzQVSU4F69WTsc4ZhwoYQYhsRJSuVsdsgExyPB+jTBzCb5RSHyQQ89li4pWIYJgis0JngDBgArFlT8D8RMGcO8Pe/h08mhmGCwgqdUSYnx1+ZF+add0IrC8MwqmCFzihz5kzwMpcrdHIwDKMaVuiMMg0bBo+bHhsbWlkYhlEFK3RGGYMB+NOflMtefz20sjAMowpW6ExwPv0UGD++IPNRTIxMkMGJphmmUsJ26AzDMBEE26FHI1euAG3ayHluIeSc99Gj4ZaqbKSmylF/48ZAly7A559LE0mGqSRcvgw895zM4ti+PfDBB4EBQEsiFN2cR+iRiNcrg1O53f7HhZDxwmNiwiNXWbhwAWjXTkZOzH8emw146ingzTfDKxvDAHA6gQ4dgFOnpNM0ILvovfcC8+apq0PLbs4j9Gjj1VcDlTkgf+5HFI2bVsmZMUO+bRR+HqdTztVfuBA+uRgmj88+kyGE8pU5ILvo118Dhw+rqyNU3ZwVeiSyZEnwst9+C50cWrBypXRiKorZDOzcGXp5GKYIq1fLfCpFMRhkmls1hKqbs0KPRBo1Cl5Wq1bIxNCExo0LwuIWxu2WwcAYJsw0aVJg6FUUtV00VN2cFXok8t//Bi/7KFja10rK+PGAxeJ/zGiUk5atW4dHJoYpxOjRsksWRq+XY6fevdXVEapuzgo9EqlRQyr1op6cr7wCdOsWHpnKSqdOwBdfAElJgN0u30H79gWWLg23ZAwDQBqQLV0K1K8vFzLNZvk1W71aedStRKi6OVu5RDrLlskJvnvvDZ57MxLweoHjx4H4eNnrGaaSQSS7qM0G1K5dtjq06ObFWblwtoJIZssWYPlyufyemChjlweLv6IEEbB2LfDVV/LHYMQIoHt3/3POn5dvAwcOAD16yHMqwixSrweaNdO+XobRCCHkfHp5qOhuziP0SGXiRBlTJSdHKmabDRg+HJg1S71Sf+IJaUjrdMprLBbgmWeACRNk+e7dQK9e8gcjJ0e+K1avLn9IyjpEYRimXLAderRx4gQwZYpUxD6fVOgOBzB/PrBxo7o6tmwB5s6V1xHJepxO4K23gCNH5DmPPCIdlfLtrRwOaZD7wgsV8lgMw5QPVuiRyLJlyqNwpxNYtEhdHUuWKBvG5tefkQHs2RNY5vEAixerl5VhmJDBCj0SsViUl9f1ejn1ogarVXkRVaeT9ReXDNpsVncPhmFCCiv0SOTuu5UjAxmNwAMPqKtj2DBlpU0kLWZsNuDmmwPPsViARx8tvcwMw1Q4rNAjkRo1gAULpNKNjZVWJxaLzPXZvLm6Opo0Ad5/X14XEyPrsdmksWxiojzn449lfbGxckHUZgN69gReeqnino1hmDLDVi6RTEaGnO/2eIBbby1QxKXh4kXghx/kSHzgQCAuzr+cSCaLPnZMekd07qyN7AzDlInirFxYoStx5gywbp0cCffrV/x8cllxuYCffwaysuQ9lLwMDhwAduyQsVuuu650NuYMEyFwNy8d7FhUGl56CZg2rSB4g9UKrFoFtG2r3T02bQJuu026jRFJO+8pU2TAB0BG7Bk6VDoNGQzynMaNZcg29qJkogTu5trDc+iFWb4cePttac6XmSm38+el8tXqTSY3V05tXL4sp0wyM+Vo/eWXC2JxvvWWlCU7W5ZnZQEHD0q7cIaJEribaw8r9MK8/75y4OP0dECr6aFVq+Scd1FycoA5c+T+hx/KXl4Ytxv46SfZ6xkmCuBurj2s0AuTmal8XAjteli+Z2ZRfD6Z0gSQDkLB5CicNoVhIhju5trDCr0wQ4cqO+Z4vTIwlRb06aOcPs5uB4YMkfuDBikvxDZrJhdqGSYK4G6uPazQC/PIIzKTq90u/9fr5aLohx/Kv1qQkCAnD222Am9Pux244Qbgnnvk/1OmADVrFvy4mM3SVry4xBYME2FwN9ceNlssSm6uzP763Xeyt40era2FSz7bt8vsQleuAIMHA3fd5e+Kn5EBfPIJsH490LIlMGYMp2Rjog7u5qWH7dAjFacT2LVLemsGcxo6dEhayXTooFzucgHnzsl8WRUVg4UISE2VXqf8rswwFUq5wucKISxCiM1CiF1CiH1CiNcUzukjhLgihNiZt72iheBVmvvvl1Mx118vjXI7dvSPjrh2rXTJb9VKllksMhxAPkQyrnliokxamJAA/POf2plf5rNhA9CiBdC0KVCnjnSSSk3V9h4Mw6iDiIrdAAgAMXn7RgCbAPQock4fAEtLqqvw1qVLF2KC8Ne/EknV679de60sdziIdDrlc44dk+e8/TaRzeZfZrMRvfmmdnKePEkUE+N/D4OBqGVLIp9Pu/swDHMVAFspiF4tcYSeV0e+zZ4xbwvPPE1V4f33lY/v2CEnHSdOVI62CAB/+5v8O3VqoF2Y0wm8+aZ2cs6aFWhf5vEUhE5gGCakqLJyEULohRA7AZwHsIKINimcdl3etMwPQgjFVUQhxGghxFYhxNa0tLRyiB3lFGeEe+aMnDcPxvHj8u+FC8rlFy9qN+1y+HBwWU+d0uYeDMOoRpVCJyIvEXUCUB9ANyFEuyKnbAfQkIg6ApgOQDFtDhHNIqJkIkpO4mANwaleXfm4EHKB9JZbgl97443yb+vWyuUtW2oX/ah37+B2+126aHMPhmFUUyo7dCJKB/ALgFuLHM/In5YhomUAjEKIMsRyZQAA776rfPyxx6QnxqhRQLVqgeUmEzBpktz/z38CbeetVnlcKx56SC7Y5gcyA6SCv+MOuVjLMExIUWPlkiSEqJa3bwUwAMDBIufUFkIO+4QQ3fLqvai9uFWEBx8EvvxS2sHrdNLa5bXX5Jw1II+lpBSE9tXrga5dgaNHC0bMAwYAK1YAfftKk8UbbwR+/FHGTdeKmBgZ42bMGKBuXeniN2mSTJLBMEzIKdEOXQjRAcCnAPSQinoBEU0QQjwOAEQ0UwjxNIAnAHgAZAMYT0QbiquX7dAZhmFKT7ns0IloNxFdS0QdiKgdEU3IOz6TiGbm7c8gorZE1JGIepSkzCs1J07IvJxJSXK++r33gluUBGPJEqB2bTmSNpuBxx8vfR1z50onHZ1OjrpfeMG/PDtbhtxt0EDaf48bJ0PyFuaXX2TKuMREac++alXpZADkPfLDFFSvXhARMsLw+Dx4a/1baPx2Y9R8qyYeXfIozmadLVUdoWpyhikzwewZK3qrlHboqalENWr423jbbERPPKG+jp9+UrYPHzBAfR2ffKJcx8iRstznI+rVi8hiKSgzmaT9t8slz1m+nMhqDbRDX7pUvRyjRyvLMXu2+joqCfctuI+sk6yEV0F4FWSYYKA6/6pD6dnpqq4PVZMzTEmgGDt0VuiF+cc/iMzmQAVmNktlr4YmTZSVIECUlqaujmrVlK8XQmqPdeuI7PbA8pgYoi+/lHW0aaNcR4sW6mRwu+X9lOqIj1dXRyXh0IVDZJlkuarM8zfbZBv957f/qKojFE3OMGooTqFztMXCrFsnY58UxWIB9u5VV0dx9tdr1qirIz8uelGI5MLntm3KSTKysmR6OyC4rfrhw+rs0FNSgp8XTL5Kyo7UHTDqjAHHnW4n1p1U5wAViiZnmPLCCr0wrVr5RzzMJzcXaNhQXR1xccHLggXQKkpxQbQaNJDZdE2mwDKbTcZUAaSFjBJJSers0IsLead070pMo2qNQArOzSa9CS0TWqqro1HFNznDlBdW6IX5618DlanJJJNbNG+uro5XX1U+3rCh+jrGjlU+npwsTQUHDgTi4wN/fEwmafIIyEXUok4/Nhvw/PPqZLBYZAp2JZ58Ul0dlYRu9bqhafWmAaN0k96Ex5MfV1VHKJqcYcpNsLmYit4q5Rw6EdGKFUSNGsl5c7OZ6L77iK5cKV0d48f7L6y2aEF0+XLp6njwQf857C5diLKzC8pTUuQqnckkt2uvJdqzp6Dc5yOaOpUoNlau5MXGEk2aVLqgWS4XUbdu/nP4w4aV7jkqCWmONBr42UAyTTSRaaKJWk5vSRtObihVHaFocoYpCRQzh87x0JUgAtLSpENPfvai0uLxyBTmdeuWPUZ4bi7w++/ANdcEn8q5ckW62ge7h9st47ckJPh7dJaGjAzg5EnpOGSxlK2OSkKmKxMurwuJtrI7MoeiyRkmGOWyQ6+SCCEnRMuqzAHpwdmuXdmV+eXLwDvvAC++CEyeLBcpC0MkjZyffhp44glp+65k6240Spv48miWuDj5LBGuzAEg1hxbLmUOyKmXYB/rvuNpuHn0anS6fRNuGrUau4+eL9e9ysqKFcC110p7+fvuA86WzuSeiVSCDd0requ0Uy6VgdOniWrVKjBqNpmkzdyGQlMEzz7rb0dntxMNHcrv92Fk2W9HSVguEwxO+bEYnARLOi1edzikckyaFGg6aTAQHTkSUjGYCgJsthhhvPiifGfPzpb/5+YCDgfw5z/L/w8fBmbMkMfycTiApUs5DnkYGfHYZVBOHODJC4rmsQI5sXjoscyQyeDxAK8o5AvzeKQDNBPdsEKvjHz/vbLR87FjUtH/+KPydU6nTG7NhIVLBzog8Culw5XfO8DnC81a1cqVwaNMbN8eEhGYMMIKvTISbO6eSM5jx8bKOfqiGAxygpcJD4acoMd1utAYoheXZoAXaKMfVuiVkSeeCDRoNhqB226Tyv7uu5VdDw0GYMSI0MjIBNDhlu2AIdv/oCEbbQaEzpqrc2fpqqDEsGEhE4MJE6zQKyPPPAMMGiRH43FxUol36AB8/LEsj4+XVi1xcQWbzQb897/SpZEJC6s/64YarfYBRidgzgCMDlRvfgCrP1e0MKs4OVYHerW2bg189FFIxWDCANuhV2aOHAF27pRKukuXQP/xnBxpuujxyGQXwYZmTEhZvPYI1mxNQ68uibjnRpXewRrj80kFfugQMGRIcKdfJvIozg5dYSI2wjl5EvjpJzliHTRIzjeXlsOH5TCnRg3g9tsDU7mlp0vb8NRU6fd9223ayF4YIuDSJZnsOSZGfkOL+p1bLNInnQEA7Dm3BxtObUDtmNoY2HwgjPrwTBrf1bsZ7urdLGj53mNp+PfcgzAYBP7+SFs0reefQ9brlYubx44BnToB3buXPhaMTgeMHl38OSV185wcuT5/8aJMeNVSIexNeducCNiyRS7YNmoE3HSTcjglRiXB7BkreqsQO/SJE6XPtc0m/a7tdqKff1Z/vc9H9PTT/nVUq0a0dWvBOV98ERhWtnVrIq9Xu+fIzibq10/Kb7VKORo3JjpzRrt7RBEer4fuX3A/2SbbyDrJSrFTYqnWW7Xo0IVD4RYtgAdfWCPt002ZBFMGweCgv05bf7U8NZWoaVP5kVutsgv07k3kdGong5puvn27TA0QGyvPsVqJxowpcHPQos25m5cNVIl46L/9JnueUsBqh0NdHYsWKQe9rl1bKmy32z9GS+Ht2We1e5aXX/bPpAAQ6fVE/ftrd48oYuaWmWSbbPOLdS5eFdTuvXbhFs2PlVtPFDgdFd4MDtp77DwREd16q3QCKlxusRA9/7x2cpTUzb1eonr1AsvtdqKvv5Z1aNHm3M3LRnEKPXoWRT/5RL4jFkWnk1Mwapg1y99ZJx+HA9i8WSY/Dmbkm79gqQUffxz4LF4vsHYtkBk6J5VI4cNtH8LpdvodIxCOXj6K45ePh0mqQKbOPAb4FOYTBGHK7ANwOuVUS1EXhJwcud6tFSV18+3blUPeOxzAhx/KfS3anLu59kTPHHp2trKyJVJOWqGE0g8CICcwXS7lb0E+So5AZSU3NzT3iRJcXuXPVyd0QcvCgcsFZYVOOuTkELze4NcW1yVKS0nd3OuV46DirtWizbmba0/0jNCHDlV2yHG75UqLGkaMCO7U06MH8Kc/Bb/2jjvU3UMNgwcre4G0aSMTNTN+DG83HBZDYOCw6pbqqhNYhILRD9QGjMradOyfGiM2FujYMXAB1GgE7rlHOzlK6uZduyovwtpsBbHftWhz7uYVQLC5mIreNJ9D9/lkcKr8yUGDQa60zJqlvo7cXKK+feW8e35QLKtVTjrm889/Bk4uxsURZWZq9ywXLsjVoXw5rFaZx3PXLu3uEUVkubKo08xOFDMlhvAqyDLJQvbJdlp7Ym24RQug012rCcYsAjwE4SYYHdT/0VVXy/fulQuU+XHZ7Haihg2Jzp/XTgY13XzpUrkkZTIVLEX16lWQEFuLNuduXjZQZeKhU15I2cWLpbnin/4k08qVBq8X+OEHuSUlASNHBjrrrF8PvPSSNCm8807gn//UPi1bdjawYAGwcSPQogXw0EMywDajiNvrxrcHv8UvJ35Bg7gGGNlpJOrE1gm3WIrMWrQHMz+9CL0BGD+qNobf7N9HL10C5s6VNuTdukkPz6ImheVFTTdPSQE+/RQ4dw645RZp2ljYpFCLNuduXnqKs0OPLoWuFR6PTCxRrZpMUFEWXC7pGJSUFDzZ5KZN0sj35puVY7MwUQmR7Bp6PdCkScXdZ/2B37H9yGkM652MpPhict0Ww4r1aTh0zImRg+shxsZ9tDLACS5Kw8KFQK1a0pujaVOgTx+Zvag0fPihVOTXXSezDd11l/+y/aZN0lmoRw857DGbpaMSE/Vs3iyVeKdOMmdI69bAvn3a3uPo2XOwtF+Gnu2vwf8NSUbNmkDnR+eUqo6NOy/BaM/AzT0TMfahaxBr1+HWBw9pKyijPcHmYip6q5QJLrZuDbRlNxiIkpPV17F8eWAdZjPRoEGy3O0mMhqVbdlL4wTFRBwXL0rnmcIfuRBECQnaOg5Z2n0faO9uzKLhUz5TXYfOnEWAr0gX9dFL045qJyhTJlAl7NC14O23A226PB5g/365qeH112Vc8sK4XNIW/vx5YOZMaXmjxN//XnqZmYjhiy8CzfHyrWoXLdLmHpsPH0XOgX4FSTbycdux4MPGquqYs/AUfC4bgEBTl2lTyhBKgwkZrNALc+JE8Lycf/yhro4zZ5SPm0xydeno0eDXpqaquwcTkZw5U5CEqjC5udp99DuOngb0ygMGb0ZtVXXs3BPEUB0CrixbkDKmMsAKvTA336ycCDknR2bcVUPfvsoLnERA8+bS+DYYN96o7h5MRHLDDcoBMY1G7aIh3tezCyAUBiXCjdgW6lIWPTosyCI+CPWahyfpNaMOVuiFeeopGXqusAmi3Q48+6x6W6oXXwzMKGSzAW+8IX8sevZUNqU0GOSUDxO13HYb0LatvwmizQb07i3Xx7WgRkwMuj2yEDAW8moWbsCchTnTGqqqo1ObeDTseAJAYQs4AoQPC+ZxRqxKTbDJ9YreKuWiKBHRuXNEf/0rUbNmRD16EC1YUBBiTi0pKUSjR8uweb17Ey1b5l/u9RI99phcPDUaiW64gejECe2egam0OJ1Er78uA3S2b0/0zjvS0UdrHn7rC9I3WUuocZjienxFC37dXOo67hx5UC6O6nIpsclJWr0pTXtBmVKDKuNYxDAME+WUyw5dCGERQmwWQuwSQuwTQrymcI4QQrwrhDgihNgthOisheABfP65dCez2YDkZBmdvzAnTwL33SenPBITpdVIsEhEFclnn0mnJCHkVMqQIf6LrS4X8MIL0lY9JkbOq6ek+NexZo10E7TZgGbNgHnzQvsMeXy++3O0mN4Ctsk2JM9Kxurjq0u+qBA+nw/Dvh4GwwQDxGsC8VPj8enOT/3OOXjhIAZ+PhD2KXbUmVYHU9ZNgcdXuuhMny0/gGqtdkKYnDBU/wNDnlkDn69gsKKmyd/5cifsjfdBGJ0wJqVgzORfSyWDVgwYILuOEDJI1pNP+pefvHIS9y28D7FTY5H4ZiL+vuLvyPEU9HOfjzDsuTUw1DgNYXIivsUufPq9v5XWwYMyN4rdDtSpA0yZon1ArAjq5hGjWkok2NA9f4O0XYrJ2zcC2ASgR5FzBgL4Ie/cHgA2lVRvqadcZs4MtO+2Wol++UWWX75MVLOmf7xyi4XoppvK9l5TVhYtUrYx79Gj4JyBAwuCdQBS5sREaahMRLRuXeCz2mxE774b0kdRinltnWSlX47/orqOXh/38rs+f1u4byEREZ26corip8aTeFVcLbNNstFD3z6k+h6L1hzOi4/ib3fdY1hBjJSSmvy9r3cRjI6AOgY/s1q1HFrQtaty93n6aVl+Ofsy1XyzJule011tL8skC900t6Cf9/rTKsX2WLhKJp84dUrGTCmcp8VmI3pIfZOrIkK6ecSolnygVYILADYA2wF0L3L8QwDDC/1/CECd4uoqlUL3eqX3RXGKcto05QQXNhvRzp1lbrxS06CBspyATMWyb59/Ly/cg954Q9bRs6fy9dWrE3k8IXkMr89LCW8kKCrjHh/1KLkCIkpzpClej1dBdafVJSKiZ358hkwTTQHllokWOn3ltKr7NLj+VxnoqmiTGRx0Ji1DVZPHNd+p2OTCeplcuaFpc5creNfR6eQ50zZMI9skW0B72SbbaGfqTkpLdwQqcxABHqrbbQMRET3zTEHQrcKbxUJ0Wl2Tl0iEdPOIUi35FKfQVVm5CCH0QoidAM4DWEFEm4qcUg/AqUL/n847pg3p6cEj3uc7/GzeHOjQA8h31j17NBOlRM6eDV72229SFiWzxuxsGaEICO4Lnp0tY7+EgPScdGTmKrf5/jR1TlYbT20MWnbeIc3fNp7eiFxvYGBss8Gs+j5nf68HkEKb6j34bW+qqibPPH2NYt3kNuPw6Uuq5CgvxXXT/Bm7zWc2w+kJ7Oc6ocOe83uwcW+qstki9Dh/pD4A+cxKscjNZvX+cyURId08olSLGlQpdCLyElEnAPUBdBNCtN4jw6oAACAASURBVCtyilIK24DVViHEaCHEViHE1rTSxEeJi5O9TYn8EHHt2inbkBPJyblQUVwg586dpSxKzktmM9C+vdwPFrHJYAhZoOg4cxzMeuU2b1Stkao6OtXpFLQs3izN39rXbA+DCPzmu7wuNK3RVNV9qjc4D0ChTb1GdG5RU1WTW5OCePbovGhcp5oqOcqLUhLmfPLjk7er2U4xDjkRoVmNZujUIgnwKQXR8iG+nhxstG+vrGxdLhm+SAsipJtHlGpRQ6ns0IkoHcAvAG4tUnQaQINC/9cHEOBaSUSziCiZiJKTkpLU39hgAJ57Tq5YFMZmAyZNkvujRgWGsDWZpM139+7q71VepkxRPt6yJdC4sVTq7dopyzpmjNyfMEH5WcePV84IUAEYdAY8d8NzsBn95bAZbZjUd5KqOurH1UebxDaKZZP7yWBk468bD7PB/xtlMVjQr3E/NKmuLhThlNdsgYkjjE607LcFjetWU9Xkz73kAIxFhmFGB3oP3QKbJTRtHhMTXMndd5/8O6rzKJj0/g9i0pvQKrEVutfrjvpJcWhz02Z/O3QAMOZg8mtSK40fH6jELBagXz/toj9GSDePKNWiimBzMfkbgCQA1fL2rQDWAbijyDm3w39RdHNJ9ZZ6UdTnI5oyRUb/1+uJ6tYl+qxIsKHdu4m6d5flRqNMeHHpUunuowWTJvln+k1O9k9UnZ5O9MADciJTr5crYTt2+Ncxf77M1KvXywQaEyfKCb8Q4vP5aMq6KVRtajXSv6anuv+qS5/tVh/giYgo251N3Wd3vzrXa5hgoFdXv+p3zvqT66n9++1J/5qeLJMsNGrJKHLkqkzsncekj7eQIfF4XtKILEoevJoc2QUG3mqafOybv5Iu/g9Zhzmd+j+6itye0La5xyNdIArP1RZNmrz77G7qPrs76V/Tk3GCkYYuHEqXnAX9PNvlpu5DVxNMmQThJkNCCr06y98Off16aQev18u581Gj1OdSV0uEdPOIUi1Exc+hl2iHLoToAOBTAHrIEf0CIpoghHg87wdhphBCAJgBOXJ3AniEiIo1Mi+zHbrPJ98NLRblPFmALNfrwx9j/NIl+U4XTA6PR25K73OA/D7n5MjhVLAkjyHARz64PC5YDBaIYG1eAh6fBxk5GahhqxH0nBxPDow6I/Q6hbybKrmUkY04uxkGvXJ7ldTkPh8hPSun2DpCQW6ujNpcu7Z/UonCuDwu6HV6GHTK/cvj9SHD4UKNuODZMXJy5Gg42D20IEK6ecSolqqT4MLlkoas8+dLRfr44zLVChNWdp7dif9s/A9OXD6Bm5rehCe7Poka1gLF7sh14KPtH2HRwUWoGVMTY7uNRc9remoux4qjK/DB1g9wxXUF97e5Hw93ethvPvpc1jlM3zwda1PWonVia/ylx1/QOqn11XIiwuJDi/HR9o+Q683FQx0fwrB2w/wUakqKjOCwbZucdvjLX/wzAXl9Xny17yt8uutTGIQBj3Z+FPe0uqdUP5Qujwvzds/D/L3zEWeKw+PJj+OWZtHZz4lkArKPPpI/cg89JDM4hXusFk6qhkJ3u2Vwq127Cpak7XZg3DhOHhFGvj3wLUZ8OwI5nhz4yAeLwYLqlurYMWYHasXUQlZuFrrO7oqU9BRke7IhIGA1WvHmgDfxVLenNJPjtV9ew5sb3oTTLfuGzWhD26S2+PXPv8KkN+FE+gl0mdUFjlwHXF4X9EIPs8GMpcOXom/jvgCAMUvH4PPdn8PhlvPTdqMdvRv2xtIHlkIndNi9W4bqycmR3dFolKPOtWtlbDciwl1f3oVVx1f51XF/2/vx8V0fq3oOt9eNGz+5EbvO7br6LHajHeO6j8Pk/tHXz8eMkU4/jrwlAbtdxr5ZujS8o/lwUjUyFn3zDbB7t799kcMBTJsWPKQtU6F4fV6MXjoaTrcTPpImDzmeHFxwXsDUX6cCAGZvm31VmQMAgeB0O/G3FX9DpiuIPVkpOZt1Fq//+vpVBQgATrcT+9P2Y8G+BQCA539+Huk56XB5XVJ28sLpduKx7x4DEWF/2n7M2zXvqiIGAIfbgbUpa7Hq+CoAwNNPSxO4/HD3bjeQlSVjvgHALyd+8VPm+XV8te8r7D63W9WzfHPgG+w+t9vvWRxuB6b9Ng1nMqKrn+/fL1+4HYXWdx0O+QO5alX45KrMRI9C/+47/08+H5NJ+hczIefIpSPIcQf6R7t9bnz3+3cAgEWHFl1V5oUx6o3YfGazJnKsS1kHoz7QbMLhdmDxwcUAgBXHVlz90SnM6YzTuJh9ESuPrQQFWuLC4XZg+ZHlAKSbgRKbNsmpgxXHVvgp83w8Pg9WHlup6lm+O/SdYh0mvQlrUqKrn69cKdutKA4HsHx56OWJBKJHoSclKa/sCBE6o1bGj3hLPNw+5WQL+XPoNW3Ksbe9Pq/fPHt5qG5V/vz1Qo9aMbUAFNjFK2Ez2lDdWl1x8dGsNyPRlghATgcoXm+T3TDBmqBo22/UGYPKWJQkexL0IrCfCyFQ3RJd/bx6deW5crNZxlNhAokehT5qlLKHgNksox0xIad2TG1c3+B6GHX+o2O70Y7xPcYDAMZ2Hxtg664TOtSLq4dOtYM7JpWGPo36wG4K1LYmvQmju4wGAPxf9/8LkMOkN+HuVnfDZrTh7lZ3QycCvy56nR4jOowAAIwe7R/rHJAWE489JvcfaP+AojLWCR3ubX2vqmcZ1XlUgN0+IH9YBjSJrn5+993K8+R6PTBiROjliQSiR6G3bQvMmiWHSXFxMixavXryvS1UXgpMAF8N+Qoda3eEzWhDvDkeFoMFT3V9CsPaDQMA9G7YG1P6T4HVYEW8OR52ox3NqjfD8geXl9lEsigGnQE//+lnNIhrgFhTLOLMcbAZbfjgjg/QoVYHAPKHZUT7EbAYLIg3x8NqsOKGBjdg9qDZAIAYUwyWP7gcibbEq3XEmeOwYMgC1I+TLvWTJgG33y6VeHy8/HvbbTLNLADUia2Db4Z+g3hz/NXrE62J+OHBHxBnjlP1LG1rtsWsQbNgN9oRZ45DrCkW9WLrYeVDKxWnlSKZmBg5tZKYKL/OcXFyW7AAqF8/3NJVTqLHyiUfp1NOZtrtMi5nVV0Kr2TsPb8Xf2T+gc51Ol+doihMhisDm05vQoItAdfWvlYzZV4YH/mw5cwWZOVmoUf9Hoqj9tTMVOw5vweNqjVCi4QWAeUenwcbT2+Ex+fBdfWvUxwtp6TI8LQtW/qbLOaT683FhlMbYNAZ0KN+j6B25MXhdDvx26nfYDfZ0a1eN8W3h2jB45HxXzwemaovmKt+VaE4K5fos+a02YD+/cMtBVMIpxPYtaId/vijHaw9pGlfUX393e/fYf6e+UiyJ+G1Pq/hmnj/YFkZGdKQ6eJFmba1S5fSy6ETOnSvH9xX2+PzYN7uefjlxC9omdASr/V5DXEW/5Hz+bMG7PquJ9xu4Jo7A13lvV4ZsGn/fukWUb9+4DzwxvUmvPt2H+j1gOXvMv52YXK9uVhyaAmOXT6GTrU7YUCTAQEK22a0oX+T8vXz7anbser4KtSw1sDg1oMRb6mc6eUMBtlnguH1Aj/8INu8VSsZ570i7NQPHJD3sdlkbPfSRC8JGcFcSCt6q7Qp6BhN2buXqEYNopgYGQ3BbicaMECGiiUicnvd1PjtxgHhYN/b/N7VOjZsIIqNldcajTJs6bBh2rqIn8s8FxD7XfeajtalrLt6zqefSjd5q5XIbJb7U6cW1JGWRtSihZTVYJB/mzYlOn++4Jzbbw8MwzpyZEF5SnoK1Z1Wl2KnxJJhgoFipsRQ5w87U6YrU7Nn9fq8NOJ/I8g22UbGCUayT7ZTzJQYv2eNFNS0uRY884z83E0m2f+sVqIlS7S9h1pQ3vC5DFNW7rsPuHxZ2mN7PNLkbMMGYPp0Wf7ciudwPP14wHVPL3saOZ4ceL1ycSwzU17rdssR/3ffAV9+qZ2cg+YP8rPtBuQUze1f3A4AOHdOOh7n5Mjwri6X3J8wAdi7V57/l78Ax49LWT0e+TclRdqnA8CyZcD33wfe+5NPgO3b5f7IRSNxLuscMnMz4fF5kJWbhX3n9+GV1a9o9qzf7P8G3x74Fk63E26fGw63A1m5Wbjny3tKnSkq3JTU5lqwdi0wc6b83HNzZf/LzgaGD5f9ujLBCp2pMFJSgBMnAm2JnU5gzhy5P3fXXMVrCYT/7vgvtm6VX56iOBwFdWjB1lTl9ZwMVwZOZ5zGkiXK8T1yc4GvvpL733xT4FSUj8cDLFok2+Bf/wp+/zfflCEQfj35K7zk9StzeV34bPdnpXmcYpmzY46iLbvL68Km00VTHVRuSmpzLZg3Tzkeul4P/PijNvfQClboTIWhFA+7aJmSs04+XvLC5wseKMnrVT5eJor58nt93qDPQlQgRzAFkn9tce3h9RbfFsWVlRYlBypA2rIHK6uslNTmWuD1Kt+HSNv7aAErdKbCaNRIWo4WxWoFHn5Y7g9tO1TxWgGBP3f6M7p2VbY6tduBRx7RTtZ888WA+xjtaFitIQYNUv7yWiwFscoHDQpcjNPrgTvukD9KY8cGv/+zz0rTSCWLFZPehGFth5XmcYrl4Y4Pw24MtPDRCR161O+h2X1CQUltrgUPPKDsNObxADffrM09tIIVOlNhCCGnI+LiChIIxMQAHTrIuU8AePuWt1HLXivg2in9p8BmssFgkHbHdntB+FW7XcZhe/BB7WRdPHxxQOIIAYGF9y0EANStC/z73/LHKD/crNUqY79de608f/p0eV5MTMGz1q4NzJgh/x88GOjVK/De995bkCjhk7s/QYI1ATFGWUmMKQZNqjfBxH4TNXvWYe2GoX+T/rAb7RAQsBgssBltWDBkQcTZspfU5lrQv79U6jabtII2meRnP2eO9DeoTESfHTpT6UhPlwuYZ85IO+Jbb/V3D/D5fHhvy3tYuH8hEm2JmNBnAtrV8s9ymJYmoyJfuCAz69x4o3YjsHxyPDn45+p/YsOpDWiW0AxT+09F7ZjafuccPQosXCjnzu+5pyCdWj4uF/C//8l8ma1bSyVeNA744sXAu+/KH4W//Q246Sb/ckeuAwv2Lbhqtnhnyzs1V7REhHUn1+HnYz8jwZqAYe2GXQ2DEGmoaXMt2LJFLmrHxABDhwINGpR8TUVQNcLnMoqcd5zHkUtH0LR607B+YU+kn0BqZira1WyHWHNsmep4/dNt2H/EgVfGtEOz+qWP80JEOHDhALJys9CpdqeAEblWnD8PHDki83PWUmhyrxfYuVMq9I4dtf9hYqKbquVYxACQTjJjvhuDL/Z8AbPBDJfXhaFth2L2oNkhfa1Oz0nH4K8GY8PpDTDpTXB73Xip90t4odcLquv4csVBDL+9AeDuDIAwb5JAo97rcHyNwvxFEI5cOoJB8wfh5JWTMOgMEBCYc+ccDG4zuAxPpYzHI+N3f/GF9GZ0ueRIbvbsgnWANWuA+++XljtEQLVq0iKjLI5SDFMUHqFHKa+sfgXTfpvmZ1ttNVgxrvs4TB0wNWRyDPx8IFYeX4lcb+7VY3ajHXPvmas6IJUwOgGPFTJlbT6EIc+swcJ/9Snxeq/Pi8bvNMbpjNN+1iI2gw1bR2/1y0pUHl55RYbfL2zilj/PPnWqHLk3aRIY5Tk+Xk5HBYvWyDCFqRoJLhg/ZmyeEeAok+3Jxvtb3w+ZDOcd57Hq+Co/ZQ7IGOJvrX9LVR0vfrBRQZlL/je7pao61qasRXpOeoDpX643FzO3zlRVhxpmzAi0V87OBt7Pa/L585VNLb1e4NtvNRODqcKwQo9SMlwZisczXZkI1VvZpexLQad3zjnOqarjwO85UDYSF/DlxKiqI82ZpnjcQx6cydQuy0+GcpMjM1NOr5w9K71Li5KbK0fvDFNeWKFHKV3rdVU83qVOlwqJZKhEsxrNAmKhAzKc7S1N1SU1fn50CyiNzgFC9WaHVNVxfYPr4fYGJtqwG+24vfntqupQQ1flJkeXLnLhs2/fAvO6whgM0mqHYcoLK/QoZfpt02E32q8mVNALPexGO6YPnB4yGQw6A6YPnA6b0QaRp5RNOhOqWarhpd4vqaqja+u6qNl5E/xH6QQIL5bMV2e1Uz+uPp7q9pSfM43VYEXj6o0xvP1wtY9TItOny3nw/MRZer38Pz9uzYABMqKzrVAeDbtdxlDnRVFGC3hRNIo5dOEQ3lj/Bnak7kDH2h3xj57/QKvEViGXY8OpDXhr/VtIuZKC/k3645nrngmw7y6JWx9fjZ8+aw9y2RDf9BCWfJmI3p3UGwITERYdXIQZW2YgIycDQ9sNxRPJTyjGRC8Phw4Bb7wB7NghTRL/8Q8Z0jWf3Fzg44+BTz+VI/PHHpPZd5SyJzKMEmyHzjAMEyWwlQtTYRy+eBg3zbsJhgkG2CbbMPq70cjKLV1M0R2pO3DDnBugn6BH3NQ4/O2nv/lZxuR6c/H3FX9H/Ovx0E/Qo8dHPbDtj21aPwqWLZOjaZ1Ouo+/+652EfuYyObwYenRazDIKbPRoytf6FyAR+hMObjovIjm05v7mQSa9WYk103Gr3/+VVUdxy8fR4eZHfx+BKwGKwY2H4iv7/8aADD86+FYfGgxsj0FcXRjjDHY8fgONKvRTJNnWblSBnoqHKrXZgNefllOmzBVl4sXgebNZQiLfHVpNstMU7+q6+aawiN0pkL4aPtHyPHk+Nl3u7wu7Dy7U/UI+t8b/w2Xx+V3LNuTje8Pf4+TV07iTMYZfHvwWz9lDsi4K9M2TCv/Q+Tx4ouBcdedTmDKFOkBylRdPvpImpsWHvu6XDJ8wzbtXxTLBSt0pszsOLsjQNECMq72gQsH1NWRugNuX6BJoVlvxqELh3D40mFYDIGRljzkwY6zO0ovdBB+/135uNsNXLqk2W2YCGTHDuUkK0LIPKOVCVboTJnpXKczrAZrwHEiQutEde70net0VrRVd3ldaJnYEs1rNEeOJ9Abx6Az4Nra15Ze6CC0DOJ0ajIBNUofB4yJIjp3liEcikIkoztWJlihM2Xm0WsfhdVovWpjDsiR9bV1rkWXuuoMq8dfNx5mg9nvmNVgxR3N78A18degXlw93Nv63oAfDovBgmevf7b8D5HH5MmBX1qbDXjhhYrJIM9EDo8+KvtGYX88s1nGwa9s/gOs0Jkyk2BLwMZHN2JAkwEw6AywG+0Y2WkkfnjwB9V1NKrWCOseWYcbGtwAvdAjzhyHp7s9jc8Hf371nE/v/hTjuo9DvDkeeqHH9fWvx5qRa9C0RlPNnqVfP5mfsrCVyxtvAM89p9ktmAglIQHYuFE6hhkM0hls5EjgB/XdPGSwlQvDMEwEUS4rFyFEAyHEaiHEASHEPiHEOIVz+gghrgghduZtr2gheLRCJDOs9OsnTZ/efDMwpGpJ+MiHubvmoufHPdFtdje8t/m9gKiGocDpduJfG/6F5FnJ6PtJXyzctzAg+Nf6k+tx1/y70GlmJzz707NIzUz1K09PB159Vc5V3nJL5Rz5qOWHjcfQvN86WOsfQtO+v2Lp+qNhkWP9euCuu4BOnWS+0tTUkq9hogAiKnYDUAdA57z9WAC/A2hT5Jw+AJaWVFfhrUuXLlRVGT+eyG4nkqqdyGolatuWKDtbfR3Dvx5O9sl2wqsgvAqyTbZRr497kcfrqTjBi5DjzqGOH3Qk6yTrVTnsk+00dtnYq+fM2zWPbJNtV8tNE02U+EYinb5ymoiI0tOJGjUislgK2sNuJ5oyJWSPoRmfLN1HMGUSdLnyWYSbYMyk2Yv3hFSOefOIbLaC9jSZiBITiU6fDqkYTAUBYCsF0asljtCJKJWItuftZwI4AEAhlzujhtOngffe8x+RZ2cDJ07ITDdq2HV2FxYfWgyHu6ASp9uJHWd3YPmR5doKXAxf7fsKRy4d8TNddLgdmL1tNk6kn4Db68bYH8b6xWXP9eYi3ZWOiWtl0uOZMwPDyjocwIQJcuQeSTw11gfkxgC+PKsdMgDuGIwbG7qlKrcbGDvWPy57bq5sy4na5ZlmKiml6mlCiEYArgWwSaH4OiHELiHED0KIthrIFpVs2CBN4YricEjXczWsSVkDry8wU0JWbhZWHl9ZTgnVs/zIcr8flXyMeiPWn1yPo5ePwuML9Mrx+Dz46ehPAGTSXaUY4WYzEGlLLI4TyoHPnCdbwecLzVrV0aPKjlAeD/DTTyERgQkjqhW6ECIGwDcA/kJERUP5bwfQkIg6ApgOYFGQOkYLIbYKIbampSknHYh2atZUPm4wAPVUvvfUtNdUTHBs0VtQN7ZuOaQrHfXi6inakANSxgRrgmIccgBXE1bXq6ecJNnjCd5WlRVhCZLhwpwJnS40MegTEuQoXQmlhNVMdKFKoQshjJDK/HMi+l/RciLKIKKsvP1lAIxCiESF82YRUTIRJSclJZVT9Mikd2+gevVAJWYyAY8/rq6Ou1reBYMu0Dhar9NjRIcRGkipjtGdRwfIISAQa45Fv8b9kGRPQr/G/QJ+fGxGG567XtoDjhsXaP+t18vcm+3bV6j4mtPrvl2Ascgbi9GJ6+7dHjIZkpLkYnvRt0CbjU0wqwJqrFwEgDkADhDRv4OcUzvvPAghuuXVe1FLQaMFnQ5YtUraO9tsQFyczPw+b556rzOr0YpVD69Cw/iGiDHFINYUiyRbEr4b/l2p44yXh+YJzfHlkC9R3VIdsaZY2Iw2tEhogdUPr4ZeJwN8fzH4C/S6phesBivizfGwGqx4qfdLuKf1PQCAHj1kLs7YWNkWVqu0zPjhB+WRe2Xmx9m90KLPNsCQA1iuAIYcNO25DT9/3DOkcnzxBdCrl2zL+Hj596WXgHvuCakYTBgo0Q5dCNETwDoAewD48g6/AOAaACCimUKIpwE8AcADIBvAeCLaUFy9Vd0OnQg4eFCG4OzUCTAqz1yUUAdhz/k98Pg86Fir41UlGmrcXjd2nt0Ju8mO1omtFVPcpaSnIDUrFW2T2iLWHBtQnpMD7Nol3eybNw+F1BXHgRMXsG5nKm7oWBttG4fvTTQlRZortm0rfzCZ6IATXFRCTl05hS/3fonM3EwMbD4Q3et1D1muT635747/4pOdn8BusuPl3i/jugbXhVskholaWKFXMhbuW4iHFz0MH/mQ682F1WjF/W3ux8d3fRxRSt3n86HN+21w6KJ/suYnuz6J9wa+FyapGCa64XjolYhMVyZGLh6JbE82XF4XCASn24mF+xeG1IZcC97c8GaAMgeA97e8j5NXToZBIoap2rBCDzErj6+EQQRaqDjcDny+53OFKyovc3bMCVr29sa3QygJwzAAK/SQoxd6IMisSrgWNcuKXgSXV8mskmGYioUVeojp36Q/fOQLOG432vFwx4fDIFHZearrU0HLxl83PoSSMAwDsEIPOTajDQuGLIDNaIPdaIdZb4bVYMWozqPQt1HfcItXKsZ2H4uudbsGHH+598shtYdnGEbCVi5h4qLzIv534H/Iys3Crc1uReukSpbLqhQsO7wMs7bNQowpBi/3fhktE4Pkc2MYptwUZ+VSNSc69+wB/vhDBuAOUwiCBFsCRnUZVew5f2T+gd3ndqNxtcaVWkn2adQHJr0JdqMdzRMi3CtIA06kn8DBCwfRMqElGldvHG5xmCpE1VLoaWnAbbfJVN1GI+ByyVijb7xRqfzMfeTDE0ufwNxdc2E2mJHrzUW3et2wZPgSxJnjwi2eH5/t/gyPL30cep0eRIQ4cxyWPbgMHWp1CLdoISfXm4sHvnkA3x/+Hma9GS6vC7c2vRXzh8yHxWAJt3hMFaBqzaEPHQrs3i2DRV+5Iv3N338fmD8/3JL5MX3TdHy25zPkeHNwxXUF2Z5sbDy9EY8teSzcovmx7/w+jPluDBxuBzJcGcjMzcSZzDMYMHdA0CiL0cxLq17CssPLkOORn1uOJwc/Hv0R//j5H+EWjakiVB2FfvasDEZeNLaowwH85z/hkSkI72561y8pBAC4vC4sPrQ44Hg4mb19NlxeV8Bxl8eFn4/9HAaJwsusbbP8kn0AQLYnu1h7fYbRkqqj0K9cCR4B69Kl0MpSAldcV4KWVSaFnuZIg5cCE20QCJdzLodBovCilOwDkJ9ZuIwPmKpF1VHozZoBFoV5TKMRGDQo9PIUw01NboJOBH409ePqI8GaEAaJlBnUchDsRnvAcbfPjRsb3hgGicLL9fWvVzzeo36PiIrRw0QuVUeh6/XA7NkyCLku77EtFmnl8sIL4ZWtCFMHTEV1S3WY9WYA0iPTZrTho0EfVSrFMLj1YHSs3dFPqduNdjx73bOoF1f10s7OGDgDsabYqwk9jDojYkwxmHHbjDBLxlQVqp4d+q5dwDvvAMePAwMGAE88IYNwVzLOZZ3DjM0zsO7kOrRMbIm/9vgrWiUq56wMJ7neXMzbNQ9f7v0SseZYPJ78OG5uenO4xQobJ6+cxNsb38a21G3oXLszxvUYh0bVGoVbLCaK4PC5DJOHM8eNXI8X1WLKbkaY680FEcFsMGsoGcOog8PnMlWelLNX0LDnethjfKgeZ4C94X589XNg6N/iOJt1Fnd8cQfsU+ywT7Hjxv/eiCOXjlSQxAxTeniEzkQ9Ph8hrtk+OE42A7z5I3MfYM7Ctt1OdG5RctwZr8+LFjNa4GT6SXjIAwDQCR1qWGvg2P8dU0yrxzAVAY/QmSrNFz8dhON040LKHAB0gNeIv046oKqOH4/+iDRH2lVlDkiP3mx3NubvrVyOaUzVhRU6E/Vs2XsZEIH28vBYcfigurn0wxcPI9ebG3Dc4XbgQJq6HwWGqWhYoTNRT/8eNQGfQtgioxPXJgd6uirRsXZHGPWBjmkxphh0qdulvCIyjCawQmeinjt7NkPNdnsBQyG3fOGBMDnx7osdVdVxY8Mb0Sqh1VXfAEBmZUq0JmJImyFai8wwZYIVOlMlw2SJVgAABxBJREFUOPxrR1x//0YIexpgykS97puxbkMOmtarrup6IQRWj1yNUV1GoYa1BuLMcXiw/YPYNGoTR1JkKg1s5cIwDBNBsJULwzBMFYAVOsMwTJTACp1hGCZKYIXOMAwTJbBCZxiGiRJYoTMMw0QJrNAZhmGiBFboDMMwUUKJCl0I0UAIsVoIcUAIsU8IMU7hHCGEeFcIcUQIsVsI0blixK06ZLuz8cnOTzBm6Rj8a8O/cMF5IdwiMQxTyVGIWBSAB8AzRLRdCBELYJsQYgUR7S90zm0Amudt3QF8kPeXKQMXnBfQbXY3nHech8PtgNVgxcS1E7F25Fp0rK0u9gjDMFWPEkfoRJRKRNvz9jMBHABQNAPwXQDmkmQjgGpCiDqaS1tFeHnVyzidcRoOtwMAkO3JRoYrAw8vejjMkjEMU5kp1Ry6EKIRgGsBbCpSVA/AqUL/n0ag0mdU8s2Bb+D2uQOO70/bj8vZl8MgEcMwkYBqhS6EiAHwDYC/EFFG0WKFSwKifgkhRgshtgohtqalpZVO0iqESW8KWmbQqZklYximKqJKoQshjJDK/HMi+p/CKacBNCj0f30AfxQ9iYhmEVEyESUnJSWVRd4qwaPXPgqrwep3TC/06N2wN+euZBgmKGqsXASAOQAOENG/g5y2BMBDedYuPQBcIaJUDeWsUjzf63lc3+B62I12WA1WxJpi0bBaQ8y9Z264RWMYphKj5v39BgB/ArBHCLEz79gLAK4BACKaCWAZgIEAjgBwAnhEe1GrDhaDBT8/9DO2nNmCHWd3oFG1RujfuD/0On24RWMYphLDCS4YhmEiCE5wwTAMUwVghc4wDBMlsEJnGIaJElihMwzDRAms0BmGYaKEsFm5CCHSAKSE5eaSRACREsIwUmRlObUlUuQEIkfWaJCzIREpemaGTaGHGyHE1mCmP5WNSJGV5dSWSJETiBxZo11OnnJhGIaJElihMwzDRAlVWaHPCrcApSBSZGU5tSVS5AQiR9aolrPKzqEzDMNEG1V5hM4wDBNVsEJnGIaJElihMwzDRAlVIp+ZEKIGEV0KtxxKCCFqQeZfJQB/ENG5MIukCm5TbanM7Qlwm2pNRbVn1C2KCiFeIqJJefttACwCYITMezqUiIomuA4LQohOAGYCiAdwJu9wfQDpAJ4kou3hkq0o3KbaEintCXCbak2FtycRRdUGYHuh/e8B3Ja33w3AhnDLV0i2nQC6KxzvAWBXuOXjNuX25DaNvPaM9jn0ukT0AwAQ0WYA1hLODyV2Uhg1ENFGAPYwyKMWblNtqcztCXCbak2Ftmc0zqE3EUIsgXzVqi+EsBGRM6/MGEa5ivKDEOJ7AHMBnMo71gDAQwCWh00qZbhNtSVS2hPgNtWaCm3PaJxDv7HIoW1ElJW3CDGEiN4Lh1xKCCFuA3AX5OKIAHAawBIiWhZWwYrAbaotkdSeALep1lRke0adQmcYhqmqRPscuh9CiNHhlkENkSInEDmyspzaEymyViU5q5RCh3y9iQQiRU4gcmRlObUnUmStMnJWiSkXIcRcInoo3HIUhxCiJ6SJ1V4i+inc8hRHZZVVCNEdwAEiyhBCWAH8A0BnAPsBTCGiK2EVMI9IkRMAhBD/B+BbIjpV4slhJILkNAEYBulM9LMQ4gEA1wM4AGAWEbnLVX+0KfS8lW6/QwD6AlgFAER0Z8iFUkAIsZmIuuXtjwLwFIBvAdwM4Dsiej2c8hUmUmQVQuwD0JGIPEKIWQCcAL4G0D/v+L1hFTCPSJETAIQQVwA4ABwFMB/AQiJKC69UgUSQnJ9DWhfaIJ2JYgD8D/KzBxGNLNcNwm1or/UGYDuAzwD0AXBj3t/UvP0bwy1fITl3FNrfAiApb98OYE+45YtEWSFHvVf7QZGyneGWL9LkzP/sIadmbwYwB0AapHndwwBiwy1fBMq5O++vAcA5APq8/0V+WXm2aJxDTwawDcCLAK4Q0S8AsoloDRGtCatk/uiEENWFEAmQb0ppAEBEDgCe8IoWQKTIulcI8Uje/i4hRDIACCFaACjXq6zGRIqcAEBE5COin4joUQB1AbwP4FYAx8Irmh+RIqcub9olFnKUHp933AwN7OWjzrGIiHwA/iOEWJj39xwq53PGQ/7wCAAkhKhNRGeFEDGofIs4kSLrYwDeEUK8BJkx/TchxClIB47HwiqZP5EiJ1Dk8yU5x7sEwJK8+f/KQqTIOQfAQQB6yEHnQiHEMUjX/y/LW3nUzaEXRQhxO4AbiOiFcMuiBiGEDUAtIjoebllKorLKKoSIBdAE8of8NFXSyICRIKcQogUR/R5uOUoiUuQEACFEXQAgoj+EENUADABwkmSYgvLVHe0KnWEYpqoQjXPoDMMwVRJW6AzDMFECK3SGYZgogRU6wzBMlMAKnWEYJkr4fzQmGNKfUqp5AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 3. plot with a scatter plot each iris flower sample colored by label (3 different colors)\n", + "import matplotlib.pyplot as plt\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "colors = {'I. setosa':'red', 'I. versicolor':'green', 'I. virginica':'blue'}\n", + "\n", + "ax.scatter(df['Sepal length'], df['Sepal width'], c=df['Species'].map(colors))\n", + "\n", + "result = plt.xticks(rotation=90, horizontalalignment='right',fontweight='light')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of estimated clusters : 3\n" + ] + } + ], + "source": [ + "# 4. use: `MeanShift` and `estimate_bandwidth` from `sklearn.cluster` to \n", + "# first estimate bandwidth and then get the clusters \n", + "# (HINT: estimate_bandwidth() takes an argument: `quantile` set it to `0.2` for best result)\n", + "from sklearn.cluster import MeanShift, estimate_bandwidth\n", + "import numpy as np\n", + "\n", + "#df.drop('Species', inplace=True, axis=1)\n", + "\n", + "def mean_shift(data, n_samples=1000):\n", + " bandwidth = estimate_bandwidth(data, quantile=0.2, \n", + " n_samples=n_samples)\n", + "\n", + " ms = MeanShift(bandwidth=bandwidth, bin_seeding=True)\n", + " ms.fit(data)\n", + " labels = ms.labels_\n", + " cluster_centers = ms.cluster_centers_\n", + "\n", + " labels_unique = np.unique(labels)\n", + " n_clusters = len(labels_unique)\n", + "\n", + " print('Number of estimated clusters : {}'.format(n_clusters))\n", + " \n", + " return labels, cluster_centers, n_clusters\n", + "\n", + "labels, cluster_centers, n_clusters = mean_shift(df)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[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\n", + " 1 1 1 1 1 1 1 1 1 1 1 1 1 2 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 2 0 0 2 1 2 0 2 0\n", + " 0 0 0 0 0 0 2 2 0 0 0 2 0 0 2 0 0 0 2 2 2 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0]\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 5. create a new scatter plot where each flower is colored according to cluster label\n", + "# 6. add a dot for the cluster centers\n", + "from itertools import cycle\n", + "\n", + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "\n", + "arr = df.to_numpy()\n", + "\n", + "colors = cycle('bgrcmy')\n", + "\n", + "print(labels)\n", + "\n", + "for k, col in zip(range(n_clusters), colors):\n", + " my_members = (labels == k)\n", + " cluster_center = cluster_centers[k]\n", + "\n", + " x, y = arr[my_members,0], arr[my_members,1]\n", + " ax.scatter(x, y, c=col, linewidth=0.2)\n", + " ax.scatter(cluster_center[0], cluster_center[1], c='k', s=50, linewidth=0.2)\n", + "\n", + "plt.title('Estimated number of clusters: {}'.format(n_clusters))\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 7. Compare the 2 plots (colored by actual labels vs. colored by cluster label)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From b17431732ac3b11c68afe98b8aaf4e284d190ff2 Mon Sep 17 00:00:00 2001 From: = Date: Mon, 3 May 2021 13:18:51 +0200 Subject: [PATCH 14/14] week12 --- .ipynb_checkpoints/Week_11_2-checkpoint.ipynb | 6 + .ipynb_checkpoints/Week_12-checkpoint.ipynb | 200 ++++++++ Week_11_2.ipynb | 431 ++++++++++++++++++ Week_12.ipynb | 235 ++++++++++ cifar_net.pth | Bin 0 -> 251401 bytes 5 files changed, 872 insertions(+) create mode 100644 .ipynb_checkpoints/Week_11_2-checkpoint.ipynb create mode 100644 .ipynb_checkpoints/Week_12-checkpoint.ipynb create mode 100644 Week_11_2.ipynb create mode 100644 Week_12.ipynb create mode 100644 cifar_net.pth diff --git a/.ipynb_checkpoints/Week_11_2-checkpoint.ipynb b/.ipynb_checkpoints/Week_11_2-checkpoint.ipynb new file mode 100644 index 0000000..7fec515 --- /dev/null +++ b/.ipynb_checkpoints/Week_11_2-checkpoint.ipynb @@ -0,0 +1,6 @@ +{ + "cells": [], + "metadata": {}, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/.ipynb_checkpoints/Week_12-checkpoint.ipynb b/.ipynb_checkpoints/Week_12-checkpoint.ipynb new file mode 100644 index 0000000..dd61230 --- /dev/null +++ b/.ipynb_checkpoints/Week_12-checkpoint.ipynb @@ -0,0 +1,200 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise\n", + "### Part 1\n", + "1. Take a picture of an apple and put it in the image folder in the notebook environment\n", + "2. Find the contour of the apple\n", + "3. Draw a yellow circle with the center placed on the center of the apple contour\n", + "4. Draw a square that precisely holds the apple\n", + "5. Take a picture of three seperate apples.\n", + "6. Use contours to programmatically identify the number of apples in the photo" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# 1. Take a picture of an apple and put it in the image folder in the notebook environment\n", + "# DONE\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# 2. Find the contour of the apple\n", + "import cv2\n", + "import numpy as np\n", + "from matplotlib import pyplot as plt\n", + "\n", + "img = cv2.imread('../images/apple.jpg')\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cv2.inRange(img,lower,higher) Image shape: (720, 1080, 3) and mask shape: (720, 1080)\n", + " Image contains: [ 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17\n", + " 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35\n", + " 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53\n", + " 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n", + " 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89\n", + " 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107\n", + " 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125\n", + " 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143\n", + " 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161\n", + " 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179\n", + " 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197\n", + " 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215\n", + " 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233\n", + " 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251\n", + " 252 253 254 255]\n", + " mask contains: [0] which is good cause object to be found should be white and background should be black.\n" + ] + }, + { + "data": { + "text/plain": [ + "array([[0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " ...,\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0]], dtype=uint8)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def create_apple_mask(image):\n", + " \"\"\"From an image create a HSV mask by identifying lower and upper bounds of the three values\"\"\"\n", + " # Color values in HSV\n", + " green_lower = (0, 100, 50) # hsv (0-360, 0-255, 0-255) sometimes written as (0-360, 100%, 100%)\n", + " green_upper = (0, 71, 57)\n", + "\n", + " hsv_img = cv2.cvtColor(image, cv2.COLOR_RGB2HSV)\n", + " \n", + " mask = cv2.inRange(hsv_img, green_lower, green_upper) # inRange: exclude all pixels outside of range\n", + " mask = cv2.dilate(mask, None, iterations=2) # dilate: (like pupils) expand pixels around the center\n", + " mask = cv2.erode(mask, None, iterations=2) # erode: opposite of dilate. remove pixels from outer layer\n", + " print(f'cv2.inRange(img,lower,higher){type(mask)} Image shape: {image.shape} and mask shape: {mask.shape}\\n Image contains: {np.unique(image)}\\n mask contains: {np.unique(mask)} which is good cause object to be found should be white and background should be black.')\n", + " \n", + " return mask\n", + "my_mask = create_apple_mask(img)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "def mark_object(image, mask):\n", + " \"\"\"find the largest contour in the mask, then use it to compute the minimum enclosing circle and centroid\"\"\"\n", + " # Finds contours in a binary image. The contours are a useful tool for shape analysis and object detection and recognition.\n", + " contours = cv2.findContours(mask, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)[-2]\n", + "\n", + " c = max(contours, key=cv2.contourArea)\n", + " ((x, y), radius) = cv2.minEnclosingCircle(c)\n", + "\n", + " # draw the circle and centroid on the frame,\n", + " # then update the list of tracked points\n", + " cv2.circle(image, center=(int(x), int(y)), radius=int(radius), color=(255, 0, 0), thickness=3)\n", + " return image\n", + "mark_object(img, )" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cv2.inRange(img,lower,higher) Image shape: (720, 1080, 3) and mask shape: (720, 1080)\n", + " Image contains: [ 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17\n", + " 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35\n", + " 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53\n", + " 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n", + " 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89\n", + " 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107\n", + " 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125\n", + " 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143\n", + " 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161\n", + " 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179\n", + " 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197\n", + " 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215\n", + " 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233\n", + " 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251\n", + " 252 253 254 255]\n", + " mask contains: [0] which is good cause object to be found should be white and background should be black.\n" + ] + }, + { + "ename": "ValueError", + "evalue": "max() arg is an empty sequence", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mmask\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcreate_apple_mask\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmark_object\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmask\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mimg_converted\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcvtColor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mCOLOR_RGB2BGR\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;31m#cv2.imwrite('./images/week12apple.jpg', img_converted)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;31m#cv.show()\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m\u001b[0m in \u001b[0;36mmark_object\u001b[0;34m(image, mask)\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mcontours\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfindContours\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmask\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mRETR_EXTERNAL\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mCHAIN_APPROX_SIMPLE\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmax\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcontours\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontourArea\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 7\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mradius\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mminEnclosingCircle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mValueError\u001b[0m: max() arg is an empty sequence" + ] + } + ], + "source": [ + "mask = create_apple_mask(img)\n", + "img = mark_object(img, mask)\n", + "img_converted = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n", + "#cv2.imwrite('./images/week12apple.jpg', img_converted)\n", + "#cv.show()" + ] + } + ], + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Week_11_2.ipynb b/Week_11_2.ipynb new file mode 100644 index 0000000..997417a --- /dev/null +++ b/Week_11_2.ipynb @@ -0,0 +1,431 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Files already downloaded and verified\n", + "Files already downloaded and verified\n" + ] + } + ], + "source": [ + "import torch\n", + "import torchvision\n", + "import torchvision.transforms as transforms\n", + "\n", + "transform = transforms.Compose(\n", + " [transforms.ToTensor(),\n", + " transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))])\n", + "\n", + "batch_size = 4\n", + "\n", + "trainset = torchvision.datasets.CIFAR10(root='./data', train=True,\n", + " download=True, transform=transform)\n", + "trainloader = torch.utils.data.DataLoader(trainset, batch_size=batch_size,\n", + " shuffle=True, num_workers=2)\n", + "\n", + "testset = torchvision.datasets.CIFAR10(root='./data', train=False,\n", + " download=True, transform=transform)\n", + "testloader = torch.utils.data.DataLoader(testset, batch_size=batch_size,\n", + " shuffle=False, num_workers=2)\n", + "\n", + "classes = ('plane', 'car', 'bird', 'cat',\n", + " 'deer', 'dog', 'frog', 'horse', 'ship', 'truck')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plane frog dog truck\n" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "# functions to show an image\n", + "\n", + "\n", + "def imshow(img):\n", + " img = img / 2 + 0.5 # unnormalize\n", + " npimg = img.numpy()\n", + " plt.imshow(np.transpose(npimg, (1, 2, 0)))\n", + " plt.show()\n", + "\n", + "\n", + "# get some random training images\n", + "dataiter = iter(trainloader)\n", + "images, labels = dataiter.next()\n", + "\n", + "# show images\n", + "imshow(torchvision.utils.make_grid(images))\n", + "# print labels\n", + "print(' '.join('%5s' % classes[labels[j]] for j in range(batch_size)))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "\n", + "\n", + "class Net(nn.Module):\n", + " def __init__(self):\n", + " super().__init__()\n", + " self.conv1 = nn.Conv2d(3, 6, 5)\n", + " self.pool = nn.MaxPool2d(2, 2)\n", + " self.conv2 = nn.Conv2d(6, 16, 5)\n", + " self.fc1 = nn.Linear(16 * 5 * 5, 120)\n", + " self.fc2 = nn.Linear(120, 84)\n", + " self.fc3 = nn.Linear(84, 10)\n", + "\n", + " def forward(self, x):\n", + " x = self.pool(F.relu(self.conv1(x)))\n", + " x = self.pool(F.relu(self.conv2(x)))\n", + " x = x.view(-1, 16 * 5 * 5)\n", + " x = F.relu(self.fc1(x))\n", + " x = F.relu(self.fc2(x))\n", + " x = self.fc3(x)\n", + " return x\n", + "\n", + "\n", + "net = Net()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import torch.optim as optim\n", + "\n", + "criterion = nn.CrossEntropyLoss()\n", + "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1, 2000] loss: 2.128\n", + "[1, 4000] loss: 1.759\n", + "[1, 6000] loss: 1.626\n", + "[1, 8000] loss: 1.543\n", + "[1, 10000] loss: 1.495\n", + "[1, 12000] loss: 1.423\n", + "[2, 2000] loss: 1.366\n", + "[2, 4000] loss: 1.349\n", + "[2, 6000] loss: 1.323\n", + "[2, 8000] loss: 1.282\n", + "[2, 10000] loss: 1.284\n", + "[2, 12000] loss: 1.256\n", + "Finished Training\n" + ] + } + ], + "source": [ + "for epoch in range(2): # loop over the dataset multiple times\n", + "\n", + " running_loss = 0.0\n", + " for i, data in enumerate(trainloader, 0):\n", + " # get the inputs; data is a list of [inputs, labels]\n", + " inputs, labels = data\n", + "\n", + " # zero the parameter gradients\n", + " optimizer.zero_grad()\n", + "\n", + " # forward + backward + optimize\n", + " outputs = net(inputs)\n", + " loss = criterion(outputs, labels)\n", + " loss.backward()\n", + " optimizer.step()\n", + "\n", + " # print statistics\n", + " running_loss += loss.item()\n", + " if i % 2000 == 1999: # print every 2000 mini-batches\n", + " print('[%d, %5d] loss: %.3f' %\n", + " (epoch + 1, i + 1, running_loss / 2000))\n", + " running_loss = 0.0\n", + "\n", + "print('Finished Training')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "PATH = './cifar_net.pth'\n", + "torch.save(net.state_dict(), PATH)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroundTruth: cat ship ship plane\n" + ] + } + ], + "source": [ + "dataiter = iter(testloader)\n", + "images, labels = dataiter.next()\n", + "\n", + "# print images\n", + "imshow(torchvision.utils.make_grid(images))\n", + "print('GroundTruth: ', ' '.join('%5s' % classes[labels[j]] for j in range(4)))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "net = Net()\n", + "net.load_state_dict(torch.load(PATH))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "outputs = net(images)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predicted: cat car ship plane\n" + ] + } + ], + "source": [ + "_, predicted = torch.max(outputs, 1)\n", + "\n", + "print('Predicted: ', ' '.join('%5s' % classes[predicted[j]]\n", + " for j in range(4)))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy of the network on the 10000 test images: 56 %\n" + ] + } + ], + "source": [ + "correct = 0\n", + "total = 0\n", + "with torch.no_grad():\n", + " for data in testloader:\n", + " images, labels = data\n", + " outputs = net(images)\n", + " _, predicted = torch.max(outputs.data, 1)\n", + " total += labels.size(0)\n", + " correct += (predicted == labels).sum().item()\n", + "\n", + "print('Accuracy of the network on the 10000 test images: %d %%' % (\n", + " 100 * correct / total))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy of plane : 67 %\n", + "Accuracy of car : 68 %\n", + "Accuracy of bird : 44 %\n", + "Accuracy of cat : 20 %\n", + "Accuracy of deer : 46 %\n", + "Accuracy of dog : 57 %\n", + "Accuracy of frog : 79 %\n", + "Accuracy of horse : 49 %\n", + "Accuracy of ship : 68 %\n", + "Accuracy of truck : 66 %\n" + ] + } + ], + "source": [ + "class_correct = list(0. for i in range(10))\n", + "class_total = list(0. for i in range(10))\n", + "with torch.no_grad():\n", + " for data in testloader:\n", + " images, labels = data\n", + " outputs = net(images)\n", + " _, predicted = torch.max(outputs, 1)\n", + " c = (predicted == labels).squeeze()\n", + " for i in range(4):\n", + " label = labels[i]\n", + " class_correct[label] += c[i].item()\n", + " class_total[label] += 1\n", + "\n", + "\n", + "for i in range(10):\n", + " print('Accuracy of %5s : %2d %%' % (\n", + " classes[i], 100 * class_correct[i] / class_total[i]))" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cpu\n" + ] + } + ], + "source": [ + "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", + "\n", + "# Assuming that we are on a CUDA machine, this should print a CUDA device:\n", + "\n", + "print(device)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Net(\n", + " (conv1): Conv2d(3, 6, kernel_size=(5, 5), stride=(1, 1))\n", + " (pool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + " (conv2): Conv2d(6, 16, kernel_size=(5, 5), stride=(1, 1))\n", + " (fc1): Linear(in_features=400, out_features=120, bias=True)\n", + " (fc2): Linear(in_features=120, out_features=84, bias=True)\n", + " (fc3): Linear(in_features=84, out_features=10, bias=True)\n", + ")" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "net.to(device)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "inputs, labels = data[0].to(device), data[1].to(device)" + ] + } + ], + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Week_12.ipynb b/Week_12.ipynb new file mode 100644 index 0000000..18d1e1e --- /dev/null +++ b/Week_12.ipynb @@ -0,0 +1,235 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise\n", + "### Part 1\n", + "1. Take a picture of an apple and put it in the image folder in the notebook environment\n", + "2. Find the contour of the apple\n", + "3. Draw a yellow circle with the center placed on the center of the apple contour\n", + "4. Draw a square that precisely holds the apple\n", + "5. Take a picture of three seperate apples.\n", + "6. Use contours to programmatically identify the number of apples in the photo" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 1. Take a picture of an apple and put it in the image folder in the notebook environment\n", + "# DONE\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 2. Find the contour of the apple\n", + "import cv2\n", + "import numpy as np\n", + "from matplotlib import pyplot as plt\n", + "\n", + "image = cv2.imread('../images/apple.png')\n", + "\n", + "image = cv2.cvtColor(image,cv2.COLOR_BGR2RGB)\n", + "fig, ax = plt.subplots(1, figsize=(12,8))\n", + "plt.imshow(image)\n", + "g = cv2.cvtColor(image,cv2.COLOR_RGB2GRAY)\n", + "edge = cv2.Canny(g, 60, 180)\n", + "fig, ax = plt.subplots(1, figsize=(12,8))\n", + "plt.imshow(edge, cmap='Greys')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 3. Draw a yellow circle with the center placed on the center of the apple contour\n", + "# 4. Draw a square that precisely holds the apple\n", + "draw_img = image.copy() # Make a copy of the image\n", + "cv2.rectangle(draw_img,(1700,1560),(450,150),(0,255,255),3)\n", + "cv2.circle(draw_img,(1050,1000), radius=100, color=(255,200,0), thickness=-1) # negative thickness makes circle filled\n", + "font = cv2.FONT_HERSHEY_SIMPLEX \n", + "textcolor = (196,188,180)\n", + "cv2.putText(draw_img,'Apple',(60,130),font, 1,textcolor,2,cv2.LINE_AA)\n", + "plt.imshow(draw_img) # show the image" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 5. Take a picture of three seperate apples.\n", + "# DONE" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Image shape (682, 1023, 3) Thresh (682, 1023) [ 0 254 255]\n", + "There are 1 cards\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOy9S8w9y3Yf9FtV3b1f3+P/OPfc61dIBgYpEbPIzJAlhMgAyQIJ5CCkIAJGUSADIsU38gAh5MjKDCQQNiIimWA8QWQQKQqWIiZBRDBKjAyGkOTmXvuc8398j/3q7qrFoGpVr66u3nt/3z3H+fvqW0f7fPvfu7u6atWqVetdxMx4gRd4gRd4gT/4YP5pd+AFXuAFXuAFvh54Yegv8AIv8AI/IvDC0F/gBV7gBX5E4IWhv8ALvMAL/IjAC0N/gRd4gRf4EYEXhv4CL/ACL/AjAt8YQyeiP0FEv01Ev0NE3/2m3vMCL/ACL/ACAeibiEMnIgvg/wLwLwP4HoC/C+BPMvNvfe0ve4EXeIEXeAEA35yE/jMAfoeZ/19mbgH8OoCf+4be9QIv8AIv8AIAqm+o3Z8A8I/Vv78H4F+Yu/nq9jW//c5PAKDh4uQrjR8Cz92Y3Vl6Lr+WAwNUfmu6gxlkhv1w7j6ic+/K2py5P//tKZoVEZ1s+4IW1Lf59/KAthN3BfDep/48tV/PGYu870nPFQahL13a1Lm5eu685ngoje3S9s7hhZnV++Teoe38+W8sA53HKz+t5vR6uXpBU7GPl4z9BCdQ/Zq7b+hPWCMU7s1ZWNbtr373e3j8+P5JhP5NMfTTowJARL8A4BcA4M3nP47v/tf/42jBGc0s4/US4Zd+06Db0e1p0MwldNSl56y1aUByz/F4xHq9hvN+1KYxJt0nTNQY82TmK8/q57336Psey+US3nv4+G7dtnzT10zslyxGzdzl+xye9H0C1vPo9/x+AQ/AFRZWVVXY7Xao6zqN94eFfCxzfXLOwXuPpmlARAmHk/ZgJ88W7zPT3733sNbCGIO+7yftyHhL1/S8n4Pj8YjFYjHuzwmGPqKTwpyf2xhkbMdjDyJK6yK0M6Wnc1Cirbn7Ek7YTPCj25E1CBqvy9IzANC2bcJhzls03pgZ7OdxIvc558r3ZHPddR2qqko0KO/2nkfv/s/+vX/1JG5K8E0x9O8B+Cn1758E8H19AzP/GoBfA4B/5p/75zlnzPlE55Ov78uJ6RRR5YyrtEuXHpfft9stbm5uwuQViLHUn0uhtNjlujEGi8UC+/0e6/V6lhldAqV+6fZKzL307HMkwu12i8ViAWZGXdeJ6V0CpY3oKc8aY1DXNfb7PZbL5bMk/TENDm0LyOapx3UJszz3W/6enJk/p81z7/OZwAIAdV2jbVtUVXVys7hkzE/WmDI58RIaKGmnRITHx0dcXV2NBKczDQHAiGnLM/od5/rknEs0uFqtsvf+8FrNN8XQ/y6AnyaiPwLgnwD4eQD/1uzdNEjCp9SgfDfO7zt1LW9D/55LsHVVT/pCRINk7lxoI+uHltBlMcxKgWfGVxoHM2O5XKJtWzDzSEo6xWhzaUNvHOfMHjIuGYcmwNJCTlqF9yAztF1VFe7u7hIRy3istaN+jSSyAr7yMZQ2wRLjH6Qgj9Vqhf1+D2st6rqeamhxDJdKzDlDl/eVtIBSW/kYSn3x3sMYg91uh6urq1lpMG/n3Pv0WHMozQ2AEQ02TQNhRJfQk8BZBnoGtJaRrxnGGP9yj2xEbdvi6uoqzXtJi85xZ4yBc26EE40X0Vq898V1kY97s9kk4Wbo5/h5OmsansI3wtCZuSei/xDA3wRgAfwVZv77c/cTxiaKye+KiecMfc5UoJ8ttZffO27Xp2vWWnRdBw8kVT0xC/XcUyXG54Bmgt77kepmjBmpdmqAs8zlHAhun/KcMJ++70GVRVVVMMbgcDgkiag0rt9PcM4lCbdt22T+OQWaUQsw3Oi3bwKkbWZG13W4uroKuD2BM810fth3lkDMVs45HA4HLJdT/F2q8T21X/mGX+qjNlPK7865RIfS90s2ncHcM2X8c4JX3/fje7M+yvpYrVbo+z5tFFpoeu7cfVMSOpj5bwD4G098ZiI9yscYExZQlIyTvluYE0O6zanaOCdlBkmDRwTt+h5gRhMZgCYkorCHJvs6B6+gHkcu/V0K+TO5U89am6QOayPjpLHZKddGThFKSSosQXqeGDAM2fycI1ghcNfj229ucf/wETVZtK5HYytYMkCcj1z66JnRsx/8REo6zlXauXHkkpGWbufmoLIN+s6lzbv07kR7secaZ/lmJ9LgnJ+jtPnrfuYSszEGbdsmJnrKTFRL+AAHUnQM+BkNRvdn7nct7MhYyAS8OO9AhlA3Fvt9kHyrqoKPPhZDao1p+zP50XyWtElNf2Nty4HjfzINjhg2CoQWBLADLMF0Pa4Wwax29A5AYJi2WaBjn/iHnudSf0bCEHkIjwifqa9FtFHn3GgseiPKtS7mwURX1/UPJRx+Ywz9KXDKzKKhJKGfg3z3vOQ9co8sMFGLTvXn64Zzi06uLxYL9H2fnGT5YrmUOJ5iVhhfC9ctGRAzqqpCRz0+fPiAxTLYyJkMiCIBz7RdYnJ67Dn8MDgf0YQxsNaibdvkdC6ZM0697xK6zb+f0lT0Pb7rAeexbJrwW/yv6KN7Ih/IhafUzAnptzRWkTQPh0PSfObpqWxWmrt2DiwIhgaGbq2FqQz2uwOalcWHDx9QLRdooxQs7/lhfFA5nOUxZ+hDtFhx2oeN8Xn9+yRS/4kIh8PhpF1Q7nsqU58z15z6aFvYer0e2enOfb4uyFXLU9estVgsFui6bkRQT1F1S22Xfp97xjmHvu/R7g9oj0e8ef0afd9jvV6jbVuYyDif0raMowQ/DL7zOfPeJ7PL4+Pjk993bv4vpZFcI5WFvVqtkkb2ddLe3OaSS5O5cJG/T0xAq9UqrWNjTPrMtZW/79y1ErBoQi4wwON+j7sPH2B6B0uE17e3uF6twZG3zK2nc59zeHzqJx+rXHPO4Xg8Ppu2PwmGDoRdHsDIiZEjoOS80fcI4nPHhCyQfMGUronTxBiDpmlOqut6QVxKgM+BpO5m+MiJc7FYYLvdoq7rtNvnONMMPzdp6Ov55poToqiNfd/DWotl06A2FoYIn7/9DF999dWofzInJYKWTVRD3m9mnoSIlTQWPddyr4xJfssXq/xe1zWqqsJ2u52VFvM5KNFGSYWXd+eRI9r5qq+HEMEjlk0DA8BSMGmZiBvZrEt+jtJmOMf0L9349ean+yprRuz26/V6tA6FDnWfpB1tlipFn+Uf/Yy0bRioyMAA2G+3+Nabt9hsNnj9rc/w/uNHPD4+onX9WRNivoZL60T3M3fGlnCq56n03pxnCM8hCqGNz/CJfhomF2AwH7RtC6DsvS5BiZDnII9AyNsUe2VVVWiaZhR6ds5R9BwH4iV9nYPSom3bFtfX17i/v8dyufyh+1AKWxNm5ZwDPKdoh7fXb/D+/gHr9RqPj49YNQts2x0+tB+wXG/A0c6Jr3nTEyYpm9elz6QxZkphXddomgaPj4+o6xqLxSK2z5NnUxtPiGSS5+fC34Ag8Xrvwxy6YKaibKywY3ozxsAUOABjvOnP9es5kPqNwachYXnb7RbL5TKZEkrPCpM+NW+n1pMxBt2xRXc8YlHX2CxXeP/+PehmiR989SW+8+Yt7u/v0e73YLKJ0TqetnmuP4Iz+d05N/ITzLXHzGAlkJU2sFxAE23xOQLip8HQCTFJg9EsKhABru+SPTNIyQbW1INUBZH6NGIM2DOMGRhPPjklh5ogWcLYACQveC7955KtwJzaqLWLc8x+TgWekwLyd0oI3qtXr5LpYLVapQWVS/SaSPUYRPrOxwIADj44n7zHq+sb8HKDj3cfYCpG5zrs2y2Wqysc2xaoVyBj0DsGGw/rODlONTjmZBOm7J2a2ZXwd45JSRu1CRqAie8jZjgenGvh8SitAdhcrUJ0E/cIww3+gXHjITxTTxdjoJuStpkWrVGJORz6BDvMv2iHlii4nRXNEREqBkAGjhkGwTXtAXgK7Qk+DZ2nu0sgSagFbc87P9BN3LRXq1XSMuaiiHKhStN0aY11HgjbB2CNwX6/x7deXYN7lxLWQAAfW1RkwMagihtyzwYt+8Q7CICtqmQuKtGRlsr1fApNMQ/OdNFUmfWGQHDOozIEZllzUabhcSRSaSMxMzR9Cj4Zk4sGouApPhwOqKoKdV1fpLqcC+eae5fYJx8fH59E/KeI758mtG2L9XoNay32+z2A5+32c8DMaX7gPPrO4csvv8TnP/Y5VtfXcJbxeDzAg+BBcIh2dpTtkzNJeBM4ZYcs/T4y12EgdjtzX95uXdc4Ho/JHDMXU67NALkqPWeLNRj3qTIG3Dvs9/sY230Z6FUheLwUn18XlMwL8m8xYc6ZsDTMMdWSsNR1HZqqQncIwQBffvkluq7D9fU1KjJ49eoV3r9/f3Jd6lyREl3mfZujE83oZXMomUlP0ds52r4UPkmGbq1Njj4d0F+CnKGec6yWoOs6GGNmo1nm4FNl6EDQMKqqwmKxSI6WrwVipMrVao2qqvDF+3d4+9lnaDuPdx/u8Lg7oHdA1QwRN+c+l0JO9PkmP7dgLr2vtFCbpsFqtcLj42NRa8nturnN95KxMnNyhMl8/UGC3B4u12S8TdOgbVtst9uJDV7DOYZu4GHgQeTBrsP1ZgU2hO/94Pu4ffMah67F7331JY5dj0PbwdYNOufBZIqbnAiAz2XomnnnDD2X7k995nyGz4FPw+SiILdze++Ts0+SKvTvyGyEgfGX1fCSDWu322Gz2Sg16nTI36nFmV/TMdB6skv3liBX3Z8Cun1J09aZrqV3lf6tbYsAsDQWTV3j48ePoMpi8+oW7+7vcPvqLe4eHlAvK3SdhzHVpC1mLkbWcXaf3KvxluOkdC0f+9ziGDOO+dA8ESIks1Dbttu2BaGQGajyBUrvH+Z/eNd+v8dmswmmIMruK/R9jjY1noGpeVHT9SWbaf7s/O9TR32uzdR1DWstdrsdbm5uJn3K3yeRZrJ+Ap6DkGIYuH51g4e7OzARPvv8c3z55Zd4+/Zt0LS3RzA8krzqCKAyvjQzPjXWEi3qaDgx0eqEpb7vJ2a6tJ7cuG2ikKgofCi08XTG/kkwdHH4AGrBqu+yoHa73aiYTtjdxhJVuD6OeEjvyRa99z4x828SSo7b52TP/TDZd2K2ksJYkvxQIt7ckaXxuFkucf/hI9brNR52W6yvrtDGGOR6eVl9kUugNG+l8V/OdE6/55ypTWuJj4+PWK1W6NqnS9LpfV2fspBP0eBT5lz7QoRZ/X5qjXMJX5ph397e4vHxEYvFolh2QYMwyiGyhGAJ2O628O0Ry+UC97s9Oudg6xq7wyGsa9hwLUbeQG2Ul0BJOj/nuM01O/m37n8JJ3Ob83Phk2DowdFhh0GyAakKbsJ8lqtViqpYLBYAEcgogifA2OAIKplApD3ngq3y+vo6Sfx59miO6BLi51RDfQ3IpCyZ6IKaRjPaQendpgdABjYmmYTCfz7KJTQ4/sy4oqJIl8aYUXgjs4mMm2EJIAvcrkJs+93HezTLFZgZB+vRXDXYbu+xqBfgroUlQl+ZuHCGRI+SNlKUxnyQp8QBaOJILBE4btAGQE/Bb8gEVITkLAwjB6y38AR4Uk46mdfCojEYBLeeMTgXqVyDRT4SBbNoVgUp3AKBh4Tyyjyu/pfGXlnsYrW/rneAjdocxrjrxbnJQOddyoo0ui1EGqNp2G9uBpgzDZ5iqufMiUPVSXH6zb+zPfZYLtYhZwI+Ml032Qyqqgoa5XKB/WEHYkYDRt8e8OZqjapp8OW7d+icQVWvALODZxtx7UMZDB/aB3nAMawJcUB936OyFkceb8hj6fgyh3uOZ/2cxl+Oi9K9IsSC+VkOUeCTYeinIUk1kZEfj8diDY5czS2pvFJHYb1en3Wifh02LWlHQBPJpTvznNRj1d9IDRBPgxieSu8WHPpI8EF1lLEGSci1LQwI5B1+7Dufo+s9DFl8uPsK6/UKb968wWHfYrfdwzb1xTg6NRZgcOrov9KyODOF2A0CvwTH51k2NqRE/VMSo4ZL9R3RVlarFY6Hbta3c66N/X4PIko0SAWpUP/18TlPQSYoVO6dPJt/f04/T7V96r5zIHZ15xwWy2m6++FwCH60pgL7BpYYtbVomga73Q592+I7n3+OXWvw4cMHLJdhPYMNiAaHpIA4oFn9W4ShuXGVoLR+RaOd2/iKodUXmr2eCn8gGHqORLFLiTNT4FKGLvUSkko2A7q9r2thaCKQUKdzUJIURCoaD++05KXHIHXVxc5nyAyM1XusmgXu7+9xe3OF4/GI3jHaY4fXb9+ibVt8+PiAum5QL5bR9juVOC4ey4XPljZYbWss2ueVnfccTi4BXURpsVikSKxLgZmTMHJq3Oekw3Pv+Dra+SYZumg63vtUj0ivZQnrvP/wMUSuWOCr+0eY7R6b5QqVtXj3e1/hSA3W6zWOx+Mknv8SrYOewdBLNCgmrtJ6HkzBVGToX6dZ7JOIchEbek58YufOB67t45KIpO28+XdgYKA6Q1TecUolEihlqZY89tJn/UzpHbKja1v1KXV4cp0YZBCcP/F76b5TTEPi7hOO4gcxC2+5XOLh4QFN06DrQl7Ah7sH7I8hggDGgKNZZO592p44J5GUrpc25xKOSrgtmb/0XOX3lMwr+v16McpvQl+SgNb3/Yh+9dzrvzqtO+9jPsY5hjq3GZbU+ZyRXKJx5v4JPfbSHM2BxoNuV2hf8C4VQ0fz4hy64zHEl8cIo2W9wHKxQuc87nd72OUqxbtLPRT9Lk17Ggd6A5Z+6Dmd40P5NQ0S+iz36cNN5HlZ66U1keNIbzZPgU9DQqcxE/bewxQEVx03akyoDbJcLhNh9X2PpmnGmYBRIpfMtVzazm3n+YKV65eCtot/3ZD6RJxMI9I1IkBMgqMstQJBlyRdwwbkGQTG9eYK9w932O72+Oxbb/Hw+IjXr1/jyy++gl01IFPB9R5gAqcjv6aROCVHo+D261Y1nwJz9nFAEnQulZgHpk5EyQE23YiCNiiHKnRdV2y7xNxL93nvQdnJUZ7L8fwlafU5iUannMf5tdL60RErOWi8CayXy7BRdgdsrq9x2O1x22yw3e+BpkYXFgAaN6Vvo+renNLQJCJOa83ClPN+zglEmtGLT0rakqCDUp10LfTJM6WN+qnwaTB0IJbGVbt4Fv4FhOww5nCWp1zzHB0I3sGSB/ojHIB6sYBhAlvAt0dsVktwjIhhH5038Kg8KYdcMFAaYgDBqegR7NGeGVUs3ekpZHG1kY5HUpiy98uUzElcwkhyjSHfdKbIitIMovONotmBxEE2/EfRvuzjdUuETjYcHwoYHQ87rJoljt0Rfd9hvVmGcS8avL+7x9X1K3zx/gNQN/BUwfVR0pAU6rgh24jT5LADoQehiieRSlhWLu0ZO11ErY9+gNhYRQRrg8vUcweiMCrvDcBiC3XwhOLC4chYjQ8JTpJNaeMs9epaaY5KkhmnLFIPayzIMNrjFouqAVvCompQ1xUObQvuO1yt1jDOozZ2lGR1qWlDj4kjQ2dD0ZdAoxTz0jMlmDK+ackHLXnOaZB5v5kyzdqENScigHN9Cnaw3sP5Dv2xw/p6A9f2WG02+PLhI5gID7sdbm9v8e7DPTyAGhWaoJ6GdtPLEcoyz+BV8xPvfQhCAMEQBmc8A9aG2jBMlDKKPSlhU5lL9UanmXfiT35aVyps/oqOFO68MHf1/6fAJ8PQTyH/FBERhUI2V+sVwA6+b7Fch5jh3vWoTAW2hIE1T3fCkXMRCAwKkV7iJUvD8cg2PTvf/0vG+U1I8ZP3RcY/WJqVCu09XN8Cvoe1Bm/fvsH79+8BxJocjcWiafCw26KqFxdlIAazjQfYwGFwZE76dcHYvcwDMxwxDDMGd+dQziBEu0TJ+ozg7+PEylj0uaenxqel6JI5SErvLmxY7HVVoaotur5FE/MAhJFYBKHiqUGPo81kkBZCO3zaXj6H71P3ljSGkvmltHYxQ+eUXSP2IANUMHj7nc/R9z12zgXBgAg+vq/zDtTUsIhCn2zUxVEVxonxnIlJRgcRyF/prolrnuLz8pz+O3lPRhenQjkngs0zQplz+JFg6IKIkA5sk+lFkGWtRZ9JHaV2hotjFa7Uv3Bt2p9zBPb7zdBLYzAsUp4LzicKqe0fP37EZrPBx48f8fbtW3juJzbfp/SZYliB/JXPU4c9SPX6QdG2AKaB2epxXtr2U+7LwwLlfdo+LOYX7Z+w1l50Ss6lfS1rDKcd/Dlo01zp3jmGXpI68+eJBq1Mf9f3yLsXVXCOGg7O0P7Y4n33Hm/evMExRgHdPz6CqkXCbbI1a/xkf0d9UgxdtOI5fMlw0pgxZuginc+ZFJO2nmk3Gqclhn6O31wCnwxDLzkictAqjUDaaa0FVxWAwWvOzKM60sWJztTJcN94MkoqpX4+L7yVq3alnbdYEOuEFJW/V9v78r7NbRqpXyA0VbCD+75D3VT4+PEjbm9vcXd3B+897u7usLlaqXMUx6qsNhdNVEox/zAAMLwY9yn8W84aTSo5ymda5uOX+4I9dprscekiKC2iotlA+VNy/Ot51Q44ycoVu3Eww42ZSN6WtuHO9bH0jG5P11KZo5U54ag0ft1efrZoHsBQojcbzZeDSB7+dDFFUhyTlSH0bYvNZoP7jx9R1zVe396i7zrc3d3h+tUrfPHFF1hdbdDzlOmRV45fxCADMy2gV8Ln3HxI2yPm64e2BB+a9+i2chzLfVpL05EveULY8O6n+5k+GYZ+iYSeXxNVlzmEgjV1BWKHqqnTgtL3nkLPaFLVDq2lr7k+a8lLnBwy0SVmnI+3NL7Svy+FUxsQEMwgrutC7DMzrtYbHNt7bLdb3N7eAgA+fvyI6hjGUjU1nlNehGhKlHIkYOhj9FVguuhKC9E7Do7gWHUv+BJKLsyvH/LNE8AgSMSF3LYtlpVNjvhUwMyO25G/l8zq3NzrTeBUtqUED8z5cfL2Lu1HHkWmr0uCVL5qfNZf7z26tsUiZmKtJXFQhf9tt1u8efMG99tBQtfvtqQ2FQo27/4MYrUEfcmYCWFvOufvOLXWz/Ex3Y5+91PhkwhbBMo7/akPgHRCT13XIY0YQwIG83B0XJh4mk3G8Ih22oJt8BRiPTtYQqovAWAiqcnCnXzOjK80XoFTSSU57kquMEMMOI+3b9/AWouP79/j9evXaNsOHz9+xN3dPTabDdpjD+9QWJpngGXB2fSXSDKBjbpG6vp0DEDG0DHMk/43+Shx/X5wdgXCxFNyEIUMXVsPAkVeObG0qFP2Z+y//nsJPZyim1LhJ4vpZw6kL3KP9MkYEw6WMGZ0pmewS1OxoqUlgniqamvArse3v/UtXK832O12yUnqnMPd3QNABO8Z9/f3qKuAR9EcpN/nxisgvEHwpWmo9FfjNRwswgAFGsvp7Jyp7zlr/LnwyUjoXqkrcx9mF6JarEkFjWQx9VLrmCxsNLVoScAYA+IwkU6V/W/h1LYWJIWaKWXu6frdOb9oDIOIAe6DnOkH6UBMKATAjh6MjIoIjnhEDKUJLplzwCECx0SpJJgjkIx/OryTKTgnDQ/nftaWsHdHHI8HXF1dhQV0v8XrN5+FMxirGm3nYatYm4UJlSEYD/Tep4OHBYwx8OyijVsQYGFAMFQr84RBVUVJ1wOkRVdj0EmcLiGZd7QZoWcPFz3WTABhqK+uHdtSX51m5o4xqN1Wta83kTzpTJtRRPM6qmxlabPnwIRC5FUoiwszqNphN2dUxsByOGwZCKfuePaJWaRaUgxwprLngo/MtcbnwLylLZJOorZKkgzkBM9Tc8/CRBz4oBk1ZEKkVOpa+E3ew+B0yIahaQy8ZwKcx9ViDeYjqGI0xuFAhFfXN/j4cI83b9/i7u4Oq+sbdN4DZFE3K4h3UkJr5QQnF7VAWdEk9RsUeO9B1sL5QD8UaajlWDgvzV00ozBgwagMYCnMeV0RrBezY8SZWusa57rgF2d0XEoy0qGL+f1PhU+CocvOqh1P+a4LDLbA/X6fUvdLoO2bo6y8yGBxRr0UyJE6sWNi6KcOQzrXDoBwMjmPGTqYJpNtyYSQNHWfT6ePZxUdY9N60SeiIaDvjnh9c4vedXjz9i1+93d/F1VVYblc4tg5uMdH1PFAAEJkRgCOx2OKtTbGpMVzqZqe1xZ5Lmgme7IdigveDpthr+K2rZnaTvON9FRfRYo0UWjQiSojmlVam3Nu5KgPoZqBAQZGP17EaS0gSMeVrcbrwqrDGSREVe2zkdxHkvIA440SAGp1+k7uoyrRk/6ucTW8p3AqEDHqCvD+iOurJdjXePfuHbwLvrGr62u8+/Ah2KRp8JelBMJqnJzivb/YxiDtaIeuMNJLmGfYTM0s62AeFxLTyUoTgQwoMvwSbp8KnwRDB8a7GzAlHPldMha19K2BmWHU6d6S5eicw7JZw2UZXClXRxYypgyxJLEBwqhp9Ly1Q7RDup5pHsIwAzGKPQ+AVxK6JrLIrId3WGhjStHjz+K8dKiMgWFgtVriw8f3qCJjefXmDY7HYzwtxwB2kJKtio2XbMjkkDbTYkRhnHFzzph3iRnI74lBYwwle2Uu3XCUlmTRCB5qY2PmLNLmXRs7eR8jhC3mEq9ODtOOLopMRk63JzM9DSg52IHkGxC87Xa7dCybzvBlH4pJVaaZLPCqINhEBA0hoUK7MVs4+HTC5Uox6kTXpDQGoSFM4Zw5IJ//kmMwx6N3LZbrNR4eHuD6Dq9vXuHLdx+wXK2wi3jt/LguimyaB9cD8Kniag4joUdpNPncaOekXNfMl4iCxSAKL0OS0PCeIMlPeZXeODSeStqe/kjlTTkYXGj7qXB2ayKiv0JEXxDR31PX3hDR3yKi/zv+fa1++4tE9DtE9NtE9K88pTOndiXnHLbbbUrxVe87+QECQxIHVX56+qVwyvGk+3HqN/27paDOjT4mOww4fkrXLoXKAK47AtxjvVqAfQ9TV2hdH8rdWhdyXVcAACAASURBVAOqLMgYOO91dOFIxqqqKmU45ot3jlgvhdL9+SaQ41ZsqSXcGgyHIZRwWxkTNrnoMDxFO7qPANKJQtrReA7ETCOVLgfNMlh2iYLpTpdvEBxLn/NPZQxqa7Prga6ayqIy8doJe7l+V952leFWIjOeA2Kq8t4B3KE9blFXFoaDwNUsFui9B1WhWiYKdn8iSj4xCaWdix7L6/2fijKbg9K8au1QF+Mq0UwuEGoan3tG+92ea3K55Kn/DsCfyK59F8BvMvNPA/jN+G8Q0R8F8PMA/lh85r8i8YxdAOdU3Kurq4tUZf2pqiqoxJF4pMrdUxl6uW8RfXy6rbkJJwpOotHfQr8mbROPnDynwHUdPvvss1RP/u2rt6l08Lt370Zq5ykmTDTgz3c9LMa1NwzHanbfMENPNmY/9blMGy4zBtkMqujY0w4/YXri/JKPRYioen1zm8YLHvwkynswAXHe9j4cjuEmYy1vKiWH5uxvStOUMLpzG9WptuX5ucQwDSMmQqwcAAHatsVqtcJnn73Cer3Amze3OERtpe/7dPiFMWZU6K3UbznEWwIiRtPNQ2CDpqeS6XT0+4wzOtxsYu6zSfMmG1SOx3yz1O+6hKFrISEIkHMYn4ezJhdm/l+I6A9nl38OwM/G738VwN8G8Ivx+q8z8xHAPyCi3wHwMwD+zrn3iJQiAxns5oTjsY0n7QSnJ1IeZ3gO0Is7RGXIFFJMI6ytBcFgUdc4HltUiyao3NGzYbyYMnJbZLSRc2CiuhAVu+F3zowGun6D/iXdz4ChUEyAUKmJjfZQdXBH7wBmAlMfVHSilGVonE+ZcxRNTYfDAXVdxzMWV/jiiy9QGYNXt2/wxe99iWq1xMP9I5aLVQgFpJB4ZbXmgxgNoy4QAW9vb3E8HnE8HGCqKqXRx/ONJzZXYGo+yReYyKsD0+bgJ4jvDJiPTjnm6FeYmuSkbQ8PdojmtLBIqqTahFBHihyYvUdlY3kCZjA71MbEeQ5M3FYWj9s9rtfBZLeqQhRLgyrtqjLmjlwy83gCjj5uluEmtJ5hqhp916Uyzp58kiwDbsTJR6mfgothPoRxCt1rG/jwrCdl5xbdi6dz4jAuZAUAlQvOdg+GsRRoBNN5JfawZND7PpSDNwzfhbXHzHh1fYO7uzts7xk31wvcf/iI5XqN7b7FYyz0xhz6VcXNTXLIdFhoxUoTNgbb/R7ruEE658AUyncw+xEN5hqkrE1pz7OH8YHXLIyNkTpDEIX3gCcLBqNHqFHvmQEX+mcgZyowKrJhU5GDof0QlquBkh+MYS3A7NJ373tU1e+vU/TbzPyDiKAfENHn8fpPAPhf1X3fi9cmQES/AOAXAOCzH/vJiZqhT4e5vb0NC8tUSRJKDJ88kO2MGhW6Te9C6V2yFo/7Xbg3lbtUxM38JOdpeq8xKXFCrlHgSBOQ/V087ISpjTlBrN0iXTRAilypqgrwHqaqIBtbU1n0XRvqULQdllGiEUZvYpVFfXivlhhOFWBqY6LRIi4oWIOmWYyZfwTteMslcG23rJTkIhugTrIK+Bls59r8NZrfmcy9uX4BSIeK6PvFBirS4+FwSBFV46SayxKbRppMfHcV69A/Pj4Wi8al788R0xSUarBI27rUq55/+b2ktfUZjglA3dTwXQzdjMRexwMqiAhd36JuKoCj2bRZwtgKi1V07GbOSt2fU7Ber9Edj4AJh7W0M0ESc2PREUtaO9F4YuZoT59W23SOR+tSoDIGzhDgfRAMePxO6Y8e69xvT4WvOw69NANFrsjMv8bMf5yZ//jtm7dDfGlEsHMObdvi+voaQIz1Jp8+1nD4EI1szGL7k7bE9pc7UVerFRaLxeREciAQbedc2PmVGjc4K8pZaLkJgDNGJQlHwBAX64HRe0qfkvmillhfZizrBsfdHoY8vGtxe7PBtz9/i7oi3Gw22G936LouODzrKo1FcK6zAmWMwtDyMWkmsFgswMzYbrdJZT5ll9a40LirjEm+AoPIZJlH/oPcpqtxPKfW6n/r68MpTVP1HhgYnfhdpETrxDRRMUzFIOvT9zyZTDMqebd8pP7Lfr8PJhnFkLRar2lP2gEGbUjTXo6DEiStMybECbOb2xD15tt5BzahGJpDDCWNY4EPxomGDNarBTbrJfruiKvNCof9FrvdDq/ffgtd7+B8kKbJVhN60Bt2yTShxyZx/o+PjxM8yL9znMg4dcZn3rZuJw/UyLO89TxIGC31DnAeULxD2/Y1DZZMMc+F50rov0dEPxal8x8D8EW8/j0AP6Xu+0kA339Kw+Js6LoOq9X4iC9D4/BFYLyD5Iw0B0FeiEcdmPJ+v8fVMixadi7ZD0YSU6G9kRB9QpovMRzm59mbNRgMdr+b62u03R6LusHdh4+4ublBZSx2D4/41tu32LVH7NoOdbMEx4U8YrSjccliKjHGod9EIanL1kEDkPDQUynVpWsmWgLIB/MNgTAva51uz3sPKogp5zCs56Jt21CHOzvDtvSMzloMEupUuixL3kM7Nzc3eHx8TIk1p8Z3bgyz75u5P/+9dH8w1wTQERxyb+89TGWxXi3x+HCHujJoOfivLBE+vHuHH//Od7A/HvHh412I3ScD4mDOkROGSpJpae1InwSqqgqHjRyPMHU19Hlm7HNaW25ykutSiqj0jG7TUIgmAw0auGGMirCdmo9SeONT4bkS+l8H8Kfi9z8F4H9S13+eiBZE9EcA/DSA/+0pDYukt9lsAkEoaS949ikF/Fvikfe+igidY5ROMaLUZozD3u/36Lou2OEISQKRz5wkKDAn4ch7tbQtyU35R947+qQ6BOO2ZeLC5neE61oslg2aRQ3PDmSA3nVYLld49+EDlot1sjWeyx6saMgCBDCSJPQ4iCjhW0wTWiN6Kp60pKIjekqRPfk7pE99vOay/pacZboX+ndjTAoxlP6UJCdG2Dz0R+NRHKrMQzar/PU8bkscg+K01zg59dHg4vhLYz730fhMNGbGh8HINRfDLNMnanuH/R6vb28B5/Hu/VcwlrC5WuPN29f4/g/+STC/tA6L5SaeFTvOKM21xXz8ek51ZqfM+2KxSAJhHjqY+h8d3Plc5gxdf587VSyE9g4mLd3vObo9JcDp8T/naEPgAgmdiP57BAfoZ0T0PQD/CYBfAfAbRPSnAfwjAP9G7OzfJ6LfAPBbCL6uP8vMF1UBEQZxOBywXC5HqpcMjtnDcCZZUqkozhRhHkCHsS0sPBOcoMurUEfiGD3y0qehfwkfoz6n9sVWyWqXBQDvUnYjiNCJM9dTyo4NjjqAzKDeaqeoRxckWFCqKevAMNFN09gai2U4d9E5h2+9fQvvGK+v3+DdwwOWmxvsDkesKnX4Bw9ZlgHHIn0rqTw6isQr4b1HHzeecN6oR61UZYk+sNamZJucgZcWiAeHOHgo6R/jeRY86XaAISs0zTqFGuzMIfNPtAxiwBHC0X3EYO6jE21IXiETDvk4Ho+JmeuY9HzOKwqhdxznhkCwlkL8skjLROhj0pnh8G8TJhsOBuw8iPpYJdTh9vo62Z7rup4XEtTlkBtgYingoRqhMQRyQ5xzbu4CQt+ICBKpxR4wcS56P/xmAMAzPAf7v3MuzQZz8NVcXa3Re4/NzTWuXr0O2gZZbHcHvH7zGR62jzBVja7rY73xwfmbj5OI4UHwDDDC2JhcLJHMYCZIDzyHkMc+2sS7rkuRNTIPlUybOFsRxpmS8pSgJwfIaHoUmtPmoIpirgnHjGMG2ASHqTcG3jk4QokdjfiI9nPI9bZtn6W5XxLl8idnfvqXZu7/ZQC//LRuhEFst9sYzeJGi152XBPVtLkQu5IDSNusmacqj40LkZ3HoqpRkUG7j4kj6j6tWg8dm/4OtX/Jtb6QRSolpcYLrAx5Vp+G3W6HzdvPQjhh3+LNm8/w4f3HIAktFmlznCv3mb9ff5da4fLW/GlRRzUsFgv0fZ+SJHLV91LH5RwMSR6DI0kY+pxZJNyn6uoYkZqjBMUAXJiRx+0Wb25uJn1lLqvwJbOLfJf7jdqcc5OKBkngapoGzrmRlqDHEjbJ4VoaI8Z4lkgObTPWNuQ5nKX7C79VElGl7Fq7hzv8xHd+DB8+vMNiUaOpLba7hxSWuFwu0XU9VstNjEJ5pokxSt3an5HjRbRF7z222y02m03SJPPxPQVyLQUI2dfyW57ujxmaPuXwFOFH1utznKOfRKYog9MZlqOdEuMwOAJSNIieTJ2VmTuK5C8ZkxwUsticc1jYsYonCRvaJpwv1NTvAl3UhbPz2JaiRsaOm9xWPWKymBIhc5BuRM0M9bZtqCljayxWiwlzmUpoA5RwBoyjGhhAzx4S/VbCjY4ckAWVZ8/lEkm+Eeda0NC3Ma68SoSa4FzNdXg+mgaIkvQPjA/gaNsWt9fXihEPGajeTc0cwszzxa7vy5lNuhYXfWL8iilIO4vFArvdDtfX1ympKzn7eewo9d7DFQiSs+igkgNcxqFxVhoHRxOLOKz1b8K4rSX0fQdQlKBthdZ5gEzcVMebXS71aggajwlhgz6E+UnfTpntZDzL5TIIPDFCKdd48jOGE45sFq+P4L/Lo2IseETb3vtwEA4zejk3FQyJwSzhVdOZ+G2kUudz4NNg6Mwpi+4SiRXQDO6ZzoOoXuvFq2G5XKaTxPOKeQKlfpYsXwyanIZjtX0cY+aYS7Vy28S+Ccbx0GH5eomHx3sslis87nYAJO/dQMvVp+x3o/7Ge3QCTDJTJc0CI2Zaavb6+joRqM6sy8eSv1fG93XC1D46npCu60JMuPdFiirZ0IU5adDmvJN9iR/5WgJrLVarVQpt1H0FTUsZnBq37l8J8uthrk+DtL3ZbNA0DXa7R3Sdx7c+e4N37x8DI+Ox4OO4n2yCp0BMbXQKUTNjAICrqyvs9/uUO6A3A7256Q0mn2uxmuSChqT+642BZzaanP5ywQAIWchi7n2K1qrhk2DohsIpIJJefsliLiHkUiQMDgxCRVMpS6bkerMJm4xzMc57/N6yVFF4Hyicd6rAkxklHJxm6FMmKMz19evX+PDhAxbLBsfWxZ2+RiwagHMMfc5MkSSy+LNnn73/PEPvui7U5oi1dMSUkPejxOTnfBXPhTmGLqr4Jtpba2WayvvzVIZ+ShPKGTrRGIdacl2tVjgej7AxfyB/DyD+g/lx6/6V4BxDTxozhnlPtuSmwZdffolXr27gfY/379/DNptkn/d6oz6xoc/36zKGXgLnHFarFdzhODlFKne+5mswjR0YrdW0NvxwWL38m2Y28znrARA2BLFQnNKiL4FPgqEDg21US8wTdc+zpP/BRfXbUwhBDPXOHSrPMGZsfxdzjWWP2gpSGbCUspRLzEQIAABcG2zCHQYnlE7mSqaAwsQbJoDt6FplxjZPMINBMWIyM73E+N7wNVT5AxN6z9juHWCXOHRAZYOKGkxMHA5ThlKlZTmOXwsA8XDl8JHKkSHDMTMVRNzIeZ+JNWZ2TQ1So6Jt25BdKvbG0JtU+nYOEi4MJW7iXSxuBQPm8alQXuHOcIjZd+RBJkZTMMHG7Nyj61KNkEELEWdZ0HSc5+RMFSZORLB+WoPdpaqOATOGLDyNDw0mCpFaoS3xvYQJ1syCOeYqEIBmgWPfY38IlS+998EZSOo0JGXHTf0xJZNGmZmOzGfxnqEeOgDmVPRMzFbeezhPqFdrbI8xuajaBFMdIea8qv4wkukzvRfjapyBzgKug53aBfr3wxNChy2VBRVtWnHOoarD+uv6NoWiGtUvhsxtdPhjMI1ZDlUxZX0QhXh8b2w6z1Z+k7559gCRJCeH8QnuDKPyNsWiG0NYLBfoeg+qzKyP8BL4ZBh6Dpqhpd0Pw6KQCJHOhYhlysKd8nbku9jB0rU4i/q+VGM7evOrqkK9tCH6oAoRHNN6HIOdvzCayX3CEHUfRxmuqnSAblRsa7tYD/6cgycP15sjFKdD1mRDAxcXSwly6SbXMsT2uD8cRmVkgTB3pxh6kmpK1850bZgXFaJpLbgPiWvr66uTjsqnwoguuGC6UvelDVHGziqJTWtIwlQj3e73+8SUzpl45hzh+q/AiKGnORz6bUh1BqGscnB8F2qlzGwa8k7drzwrONwz1brLNDJeW7l9XTsrxUkv2k5TKHs8/76pNl3qYz62OTDGpKRGCSQwZlgLPzIMXZBeCuXxFFT/3g1pJ7n6FCZwsC/mHnGt8jCHeFZrbUo/rqLzNO+PiYg/uB6Pj4+4urkBR2eklJbNQd7V0XjhGVM2t+RRBcOYxJRSJSJYLpeTWs56ExT89X4ac1wyZ2gb/ykGp/EpEntYSFMmrtVHUTfX6zXatsXhcBicfRF3c6Y2zdBH9OCDg1bGK3Mlm5MwRqiIAWvDxlwbi6urqzT/eeSHHgsRwbl+Es3iLaU4aIFevTv1W0W5CKMjDE5+KCYnm6jcy37KdCU8VHCqizpJBFDqYxZ9MTHbqb7qz0B7UaOsaxgiMML4drtdSvzLupgYemlj16YkWQuSMDjCt3cjutGb8ihr1tD03RkzlPdI5rMw0N1uh5ubm1FJB12DSeNW8gZGvqDCehKQjSVfa9ZadP0RlbFpDaf3xtoxuXnmKfBJMHTGOK0+D1mc3D+DRIE8NTeXOjRoDYCZ0TEnpOh7JaqAiJKjah3DsnR0gi8QU76YSpIRgIn6LiCRJofDAcaYoCH4gQmUFs7w/mkf8kUNDCGKp0A0EK2NlKSaKVMYS0zi7Ntut1itVqNokhLMSSvhPYPslJiZzuCL94naK4xQHLUS/56/T2jiUtBzO8XxZWPSGtG5xdw0TSoHDYw3z/zzXAiChxoXgkAVir5dj07ZEcjXWv7+U5Jn6d7x/dOx5PjWdKffJ7QhmmLTNGiqKqzj9Tox9HGoql4z5f7Oras8Aikw6KDVkOFR8pB20vpS6NwT4JNg6OChjrHeFYHMZBL/euaRmpaD3hw0w5PJTogGYkRROAqMOWSeStsju6znFBomEnnbtikKJvW3FF7I45oshHE0zLlFV1VVchoP0tbQvg67yiHUcAv/uezgAHkewIgJ6n7mfZxn6MOCOrXB6Ovr9Rpd16GJ45rDw1w74e/Qz9QXvcHE68aaYCIwBnW06YcFVBYY8gVKZuqsGhVYQyzzjAHf6U71CnneYTC5pPbUe4M0PA/MnJzMEmKraSGX0p8D0g+RRr0P2rH4lTRDy8f3wzL0Utsle2ZJ89TtyKYjfhzdpiEKZ+dGrVdwmGvx5xi6vle+SxijzIdzDr53aJoatqLRPQLBxHvZhj4HnwZDB+JACEQGXTeYGPQ5ldbI38FebuSAYETbOsQBEY74ciHfLCxcP2boQbULE5Aqp1kDx6FMKDEn5ttxUIeProeLzqjKVui6Hl1/wGa1ArxHGwloFOsLg1QsM4jMIJpKU6PSvEJ0xoDbDnAMu1wMafdGFQ2KH2FkYpoIDqvxhih4GCBuXtkpNoGgdDW+4Hy03KMyQ7KMOGHlZBz2g3OJqbBZ8ZjxN00zOiZQz02+UCu9yClGTxg5wHg4+YkpZoX64FQzxOiPRyxihcOA65A5PMJPWpTBlCJlUpkZxseUfhuqexowGg7Lx4lD35hkotAqe2pDSYFGjVVopYFEhBCg2kkhcUoQcRj8QWJGWlU1DAM+CkZMBK81kIjzzrsguBgTUk6JMDh8w5wSEWrxO8Qmju0Bdb0cJXcx8+C4BcCx2mjtCE0V0vb8KHvawJCUo2b0jrGspnTiyMB5F46ii0EOFQV/EhnA9cHcWEPRv3xX+5eN0WSeKW62wXFtDKGmwPBt1NZ2hwPWmxXg+0hjQCjvQDDeyAACCTNCEEN2kpnzWTHAyJtS9B4bsDM4sgd5TvV7mBlyCtlUM7kcPhmGHpiqmzIAjFUSHSYkz5VUJf03h9HuH7js6ON5cMAy80hy0pI+ESUn5Xa7xWoxTeaZg3MqsZauJNpm5OBkPvsOIJOy40c/kaQ6JTGmfo1vHEvnNEgZc1Igq3ecIlIdpy7S36VQMqEhaQ8hTf14PKZIFn1/XnRJM4Z8NGJyuKQ/k0+m8ZRmXGs8c20KWCAVgmIOJsp6tUbftqPILBhTNKXVJpzZaRjJEy+nJQFIUrleA217RLNoisl0eV/DGCkFHOhHTPy3FMgjlmr35yE348nGntqW33RUjdR2oWnAgqZLycx8uH/Eze11OqqSxNuhpXb1fN6O7qusXR9DEvN7mTnZ9WUdahw+Bz4phq7tTiUQtUkzfpFctHf7UoZOUZXKkRySdjKGjsF2L+/23qfTTdbrNfbbLeplM3rHHFxi43TOYb/fY7NcJbUvbSyzTz0NTppG1FK0VQVmgPShHnHOqqpC74ds3cHZN7UzlkAYeRsZkk6iuaT/up2coYs5Qpsizm2CqbASZ5tSeOPZ/uSfczBsquVxFdvJBAtjDGzMGtZjLdlkTWxTtARLBE9j2haGLvO2Wq3Q9UfQpNjDdPwAMEehLJqVNWGjK9TRnwMxO8p78nkcBJGpLVvoEigzYmGmNzc32G4fU9a6bkePz2PwX80xdOFVK1XkTd+n+Z3WRH9kGLocFyd1ofUC1BldQsAiYeeLWg5a1QQfPma0CxKFk2qcdwDCYRfGGHTcjxk4gm2cmdG78FtQnwBZ4N6H48W2h8H7L+/ShZTyCRzZ6xQ+JJ1/s9kkSUycZjoFWW9iOR6AcEiw4DAUjmK0Ko1d+ikJVlJrgxio6koxiGiu0f1VUoYAqY+kQes5LM2LsIimCcXDRKIGMFFpNYhKW6prTUToujadHZovXIFabdxEJjroA5NjIngXzSNWJGIxcw3mEk/DRpYLxESExir7LYLUp9nssMgHeki0kzkeBZ+WCFbROeLc6Jj/5XKJxlQj/1TYqEM/LRgwIWNa8JTmigwcBydes6jTumI/+DrGkWgY0TIQtRwO70gaHMca6j7U4DEMdFntJj3vQu/5vGnmlzvViTCiM++D3yvkWkyDJLSmGQ4A32C320dcBoEFNDDggIdxlcWUMAck/FdVhfV6nbRpwZn0SZcs0cKRrOtzgkcJPgmGnu9sRDTyAOdqvZhdJMJkpEYriSVJ20KsmDoPbZToEoMxBuQHdROIalvWzxIQhQiYtm3RNM2waVQWiM7UU1mwwqhFDUuHxvpBNsylMv1ujQPpK3keQuPiRzM4wXUtNnSFQ4YHE0f7OmAswWOwA2tpQ2Ktk6TJ42glmTunFoVALjFJGQhJoHmqxOK9Ry9+johDaX9Oah5Lp4DlIE06wXFk2JpplGwwaZPSG5YsdP1I7srI+gBk85hJ7CZ7hohSNBQRjXBoaYj8ISJ4GsoTk+fk68hpqu+6UGDLdbB2MHWIeUL6ZpiibVltcjyuWCh+J/l3misS2hnTC6GsteeF+zSUyoEkZsmcNt5EtzS8Q/rmmNG1RyzWq3RwC3sXaT84uw0hhKL6Ybwp/DCGFi8WC9R1HU5kUnOkN1cAo/BTza+eC58EQxcJQ7LdhPEkIkvlWANzW9hwriiD4KIjleM5itZWqGMcumEaMQ7DQE0hNMgxEEqYMhBDz60NJUcrCs8I0VKsLUvMoQxAjJ2l5BgcNh/DIY0cCJPVNE1gkhw4QGLGUFKd9E9ipKOJIBGaDUyykjj5+C72fmhHMymOTJwIFB1cozAqMPregUji7BlVjCP3kVOxSFGewXERBw2Fw4k1LJ7/UNg/RQkRkirfO05OU9FSJLPT9VHyAaF3PuHGO4/edVg0wQ58PB5H5Yy1xB+YpQei86x3QSU/HPtwZiwxuqjBVT5kALJHinEmxZU1kxhq05skmVVx8bIb8CTnqFYc2rbMONCwwIW28/2DiMDeT5Lh9KLXgockt6W1gsFMM0z5oIFUJmgTdRPyJpg5bY4cGVtKdoqpjCsmeBfKwMoJRPUymHDIVOj6oMGAQsRWYHSxKqNH2LR4MNV03sPBjWL8R8yUeahLTtNNXTNx+fcx0raNwkfPAPcuMcFB4CP07OFdoFtvCF3Xjzb3vu/BouUiZgNTqK9UMWCcx/Vyhb7v0xnEhgned6ireGaCCU5Tay2MD3TctS3W8YSrcF7twBu09QFxk2UAfZxf7wlt67BYiEaHJ8MnwdA1DLWczYi4gbFqp+PCc/VLIN/Jc4eK3jl1JEEphE6YlJb4SxK7rgVOROnwWi0tCiPPGbHEZeeQ+wak7fyahqSu8qCtJLVvxGymn5K6ly8yoJyANFqQNH1W91ueF+YidTCICCYSebNcYhezS/MKf0HyU2YeW+Hu4RGbqxv0SiMiCouNiEBCM4gxPDSMRdOcB1KZCd1vjaeSiF5S5/Pf0/PZPUwExLnSmaQ5fr33o5rr6TcaTDki/Yv5cb/fpwNjmKfz6z2PzDWr1QpHHh+SQRjS5Uu0WAJtMhqZfTKGPQd6vvU1bcIYxjCNIRda1gJSqb+J7mLkj7YG1HWN3jl4z2iagE+hDTE5yvN1U8+2L9qFflcVz14N/aRkHopPzeJlDj45hi6DnFeLBwlnuJYxdDXhI7DB3smGAJIDDcY2XY1sTUSGhqw7+cxlVGrm1TQNHqLqNlrsGC/6w+GAq6urQaqfIVSNi1MgxKyr8mmVWG9+OUPXY5iOa2oSGDGlExKW7rf2AYxU8GReC0lAYj7oui5INDPtAuFcydevX+PofAyfJNWeT6Vyk30aSFqWMSaE0s3MaVLJFVMylUnokBOmygx9bAKYY+hiXhwJMVk/9O8jxgakcERvxnXqiYIpUE5DYhQ2ZwDe9eiPfWDmfQe24/pD+p1zDL3EqLVkrtdB6Zkc5hi6xsfcuzV9CN50gbPSe4gomZQkpNAxo6kbwHkYw2Dfp/XrvUfbtkmQcy5mjZOSNHhcvljTkC7HyxjyccLamkXLLHwyDL1pmlFMZm7nBYKaVJvh5BUfTRBa4mbmJE1rQhKpR5ybWurQu31ihBgkbEG2JpA5SG5qEQAAIABJREFUCTYnYufCQRPSZuqr0gLEzCITqUsJ5LiYW1BzCyzHAYDkHJLfg8QxZvxBwh4zwBDXDhgzaBoljSW1GUGHmwqItEJEQ3+YU0KOYw7qKhHavg8OwCgJCV5EqukZaNsjFssrHFsPNsMiTniIbab4b8EXmeI8p1oqkr1ZkJY650IIoTHpwG/BS6JFY0bRIiX7qIyFqmAi4+DpD/jn8cYp31PJATVfHoGJdM6FYnVmqK0uJ0kBGPme5ONA6GMJYTnirY9mtJSQxh4LOzYnhb/T4nrMoSa41na141LmRjN4XcpC07NIrNJ/HQOfO0Rdpn3q5B59TfAiONX9MSoHwFoLy/GIu7pG3x9SITrAJrxKUpL3DsweREjM3VCVfGO5vVw2gmCSaUYnFZ0T2krwSTD0XG3Rk14KDZIFIKqxXMtLiwo450DWDudORkeFpWD31JtG/nxqJ5O8cmRr5iZ91+2JXVJOZNJeeKnpMAc5DuR9p+5PeIrv0g7ZTjmo8gWkmY6uSzK8c4zX3IlTikrRUn+p3y7bkAkxDV6FQnrvsDAGDw8POB6PIfrHGHTegKzBQtktrRlvaIFhxZNgUmZIAMOUpPK04fiQiEZ2qIgnyS0jhm2C+cpi2ASeE0+a6DkyaM+D36JUnT14HDg5DmUevPfJvAcMUrrYbx8fHwPdLxosFgtst1t470NyVyxv3MW2nPfwRjkUIw32FExjIl1K//W6zNfrnAR/DieaF+SboW5XcKAFm2Rqi5tBwo/aWOdMMJrRG2MCQ+99wtXD3RbHrsPVq7fp0AyR/kE+CULEDIYD81BeV2sMacNQ5RtkY3yuY/STYOgEoCYgnBkqGaEMgoMlgITAojPr0PfonQsOTQJcF5jVwpgQU+tdtCEyOudCxhk8FkQpnE4kg04K9hgJS0M6d3RUiIcYIE6HAQOcHJQQAuGQmeoVczLWhPMGyQbHo+thvAfBwHuHZrlE68L5llV0IGkic84F6S8uLIOAD0nIsMagRzAJ2ei4cyacZwhj4KI05nw/HExsxsWojDFpIYva1/c92i7guLFV0CAIcBQSJQwFn0BFBpWtQBBbZSwzSjZm2kbpqTIxBpng4jmlPQExVTeZtAI6Gd6ZJH2KVLU/hLM2m8UKnoOD0/seZBiulwVPaQHl2oxmDvLpSPlpTBy7nMMJhveEvmeYWphUKJZW1zXQBQmMEB2fbOHU/ImZp4uMuo9MuI/mGaPwDyA4SmkwJ7L3QF2HBJwYjWIQNSwv9BHK7DIjnUnricCG0DkHNvEg775HZQzWiyU+HPcpO1c0pZ45mGysDSYZQ/DsQiIRm/CXCB0iY3ceC6rhAVSmBxkPx4Qjd2AP2BDph9451DHIwIHhoknRBm8zKgP0svl4lxzNPtK/PsZQMiu995CQ4T4yRXEcGxPCMMOeHkyr7BlVZWCpiptzLCbHIbTCGoOOw6bvfI9FHXNJDABiVJbAnmAsY/ewRW1qeHj0h31Yt6YCuxBsUNkmCmchkKHvXMwuDl3ulGAluJcxMfewNswpkRcZ8knwaTB0xWBlcVVW3FZDrluSBo0JCEb0blc21DBWJgIhfMPB1CJODLFRpV0aQykBiup1z+MkAmNMUj9zc4ZAkiisGS1ouU+kZdEklotVshEHpjAPPvuuj63w2XWKjNZ7j7bvh6w/Gpyyzk8rumkzllZJGZx8D2Adthdt4USojEnSYjJbxE8u/YizrmcPCws2BAs7kUrmtKC6rhOt3N/fo1otU4GCU9LfOclwZJJi8T9QwkcfJUCR2EGEigjOcVx88TczDo3sug51VSX8CTXnPhKRouVZkSy1OcUgMGoDA1HotN3d2EG6TJpJ1GItkEya8py+r6QFS04SmWBuIaIg0ERqFWe268OxbYgRZ16VfwhRTSHyJNTotwCbYLbzDuAQLSaCFpDVKdeSvplWIawJaXMCognHj/NWtElG6IiIRnQTBLJpHSatjcm1umlCeLJrcf+4w2K5BkGOBgRkVRpjYcwQZCH2dtl4AIy0dYr9nwvLvAQ+CYaunTSD2tHDuajCxfFVZFBRCBn0CLVUqAo/SgiUMSYln/nwQ1JtwOOEA82wvQ+1FRw4EaqoRY6DdC73Jqam5j/Z6hQxVxTsnZ0PzKpZLoHEEIK0byyBOx+LhJXVrPyqTlnXLE/G1Uatw1qb7H16wYp6qDdAGcNQdN/AViEqpLbyxsH2L1tQbUKYnNieJ3035WggrfqWYos1U5Tne+9BPkQY7He7dIqUbnMO9G8ls09uyhMToHyXjVcvQES6kfpBYvLR+JZQNW1fTvcqOhNGmzOsnMmK3VXu1wk4YERTTRW00Gh6AQJT7roO1XIJ9EPtHE0DuYkTPjDhdKi28agppP8zE7gDAELfLsL8WQJxHyoXeQbYw7ABu5CotUCFjj0s2VD3hmKUEg1BAkEYY1Rxuow1cHEdGWLU1dhESI5gG8rOBw1SNxAjp4hgTdAQXXyPFS03zoOJG4Gmk/TdmKjVhv56EI5dj/1hh8ViERONho1B47WKGdbiZG3bdkR3cph6XdfoIrMnonSG7FPhk2DoBBrFqzJzYvJVVSk74mDmqJP9LhKCyogkxDDDyKSDOhdkHGDssJTpq+sa3LtwwG1kMulkHSIYmtrFCeO4Ye89lvVQEbGqKjw8PKBaLHDoW3TdEcsYY962h5iB5kEmEqAbiFpvNhVHSQOR4GmQJgR3wnRkfLJIRG/T0kZtBi9+ksiVZiHvrwzAxsDELFJYi76P74wMw4JCmBeNtRqNJ22fF5OOZthaetJOLWFcIpmLvZKZ0azGqdmCc+3gKplbcrOLhiGKaRzSqn/X170hdM7Dx/h3xx6I3+W5oOIPtKn7ozeyRLvZxptvRDpKIu9/bYJ0VwEp87Miwt3DA6qmARPhfr8b2ZK1BKv7QEQwcAAT4AFCA2KCjefVumODdk94uNvj4f4RtgK88VjfLvDq7TWsqbF/fIQ/9mhsBd94wAQfRh/zBKgi9K5FE2k1zaE14ZQp55KJkZlRG0aFaIITmqIQzw0RNIyBcWHdhxh0JJ4QTJYh+5c4RiYpv4PmCxLpEgRKi+PBwRqDZrGBMRa2IlQ1gWwNhoHrQ20aY2gUbx7W2CBUSoDEiNfF36R6pmihz4FPgqEDg2oksbLOO1gbd7U+TF5TVenMRxMH3DFPFp5mKSGFO4Yr+qmTRksnyRZuQ/KLl6pB0REk0lFO+PLvQUIIzP3x8RHX19doncPCLGAXSxUmCdh4DpmnWLHOTaXIsFkN3nodFSDXcq2DeIioETVWkpWAUG1O8K3fM3kvMxg+ZRUCQFPXIdLljAmjNLdSrCm/rqVNDfv9Pp0mr005UltHnIi6rHBJ+pZ3cYFWTkGuwTwV0rgufD6XxoEpTnJIcx7/XZlQzdCGvGg8bLe43mxw6HtQZWH91NQm7WgchXdTyJ7xNQg1uoNHswkCxfYIfPx+h8NDg8++820sN4AzwOY1UC2B7Q5gt8LtJmww6xVgKsDVQF0D+x449gC1Fuxb2KoCMJSQqKLZNGgG4qQM/pKqsvA+OntjJVPIZoCx+XBYK24yTmR0kEvXsqa3ux0Wi1BP6bDfx8qiFDfx4dmu7wAaZ7mHjYESLTRNE2qi05D0qLWzvu9HEUlPhbMMnYh+CsBfA/AdBCvGrzHzf05EbwD8DwD+MID/D8C/ycwf4jN/EcCfRghv/XPM/DdPvwMAMYylYIKAB5FFY6N5o4pSWWURNN1gqwvmEA/LCOqYjbZzz8ku3vc9EHdDa0IYXEoSQpDkDYLJxiEsoN73gHeoEJ2lxoDIBlsxhRRrw0BdDynQacdFD7DBdnePV7ev4bkDs6iSg2q5qC2c73HYHVCvlgAbdOhDanFcjKIFGEtgChsOGQsywfHqqIcxFgwP1wcHHsUgjt4xPIUMOI64qmLIp6UhfTslMcQT2iuyAIWs2tZ3IDKwpomblAM8ozYGDiE6hergGOt7YfADo7dkghPUR98nAT1ckq7EVu28D47o6MSD8+hjbO9yuQymNhBajiaNiEOR3OQwamGCtRGpl9G6PjEEkWy1H0Av3tTvYKkCGQZTiIoKjMIA5MFwIGMBdrAUzoc18ME0EZ1hhOibIYqOfgvHwe5sMzNUkvijA1a+B7oTh5loHwRmAzIhFrrv+6DlEdBYgiGOm7jHdrvF+mqTSgJwDJZn48E+CAem8ji6O7xp/xC66oDe7ENpALOGe9hgvz+g3bdY1gboGf1Hi3/9ZyMj/JlhDf+1v874f/7hI4474PPvXIFuPNqjx/HuEVXl8eN/6Bbb4zt8/pPfwkMHvOuPePOdBWxTo/E1HtsjrpZL+G1IuwcDloC236MyHMx/ILAL/heubChDQVFKtxZ918G7eH6oZxx9CHMOtAV4CmfAsok+HB4qtxoTnftEMN4B7GHrGvfbR2w212g7hosMWiJ9DJvknN3vD6iaBq7vUC3qoNgwgxCyzxHp1FqLpq5x7I7w7NDUdch25hAoUZsQCjk6EvIJcImE3gP488z8fxDRNYD/nYj+FoB/B8BvMvOvENF3AXwXwC8S0R8F8PMA/hiAHwfwPxPRP8vMs3F5yR6cqbmD6odR3LaWTF3fgQFUKllA26Fksmpr0ekqWREMDwxAIJgbDOqqRqOK5YiEbLzPdv8huaBpDPb7PV69egXm6fv0+Ky1aJZLHA8dJLY74USrxOzUptHBwAT7Owyc7wanWDTJ9OIoI4zi57VzWat9QDzjMkq8tQlMvTLVSIPhGJWnJe6D62elbOLM2QYk9UmiEqqqCkyXEbazPiRZLesmVLzz4TBkXSte8ChjAUIsv1RpFK3E55rbjDaizTFFTcUMsfYyNyONSG0K+t+D6coMceNZ+2PTx7Sap7a9a9Ne7/rR2KQt+dt1Ha5vbtBH2uFobggBAh3ADVxrQdygRoV7/wUWvILpVkC/RLsH7t9t0R06/MK/9nr0nr/0l97B8hswgGYJ/Md/nvCP/6HDf/ofXad7fum/uAOogvELdLbHh3c9FldXeLz3+Hf/xbL0+av/iNF54OO+R90fsVousKhreArClY2OWUMW7HwIL/WDP0LjSb5Lxq1DiIzpecgp0CY0mTuJ32eEE8I2m00M/cWIVmQOCSEqxVqLw+GAZlGN6rPocGHtT5JDcZI/ixlgSjRbOnjlEjjL0Jn5BwB+EL8/ENH/CeAnAPwcgJ+Nt/1VAH8bwC/G67/OzEcA/4CIfgdhL/87596lFwiA2e/aeUVRJNWLRTuPZAHMvrOuUuRFOsmeYv0YW4128FyyGxgdp+qAx/aI5WqdDk7I50UveHlv3TTYH9tBzWPAxMp/HEIjooOYo33Xp2ettWAKlQF759NBHz375F/I1Xhtoknp9zbEzRKHui7GGLDzKSY6bCwMG+u49N7HsNHBGSi4T2NVSWAplT0uglqbSaIjWWKlLQ12SA6icvCdKP6lmZnY13Wy0ohmkgQ8bMqJyUWHlSckPwzIgBErORIFR3zG0Ecbl6IH7RQdXc8IId9U5xh6acPIbesCfbBDoO17rBfL6HxHap+jLwY+CD9VAzA7GDQwG6B9XODh+8D2yx3+zL+9Se3+6q8yvvz+Ix7vOnz7zWt89bsOv/33foD1qytcvTb4xb/g8Et/OeDjz/4Fxn/5lwm//Odu8Sv/DeO7//7UvPVnfuMjHm5X2HzWgKmD61v8tz9zhf/gDxF+6bcOWNkKNxVhXRs0fY+VBRoYrGwF7j2MC/VUyHv0/bj9ENww/DvRPA+FscJ8IB1gE7So4Ii1Jvin/n/q3jzasqwq8/2tZjenP7eJPiIzI7KDTEAQAUW0eKIo2D7BUqSkRJQ0E4ECREAEAUH02fCeWKhYaNlQT8QOnxZq2aCC0iOQSRqZkZnRN7c59/S7XWu9P9be554bmVDIeG+MrD1GjIg499x799l77bnm/Ob3fTPLMt93qJOXupej6niy26eq6dRxHJMX6R7otRYJ1q9d7Z4phCd3OOMporvV2pc2uPzfhKELIa4DHgd8BDhQBXucc5eEEPurtx0BPrz0beer167+WS8EXgiw79BRqp+zeFDqC1C/Vl+gq/0QnN1VUtaLd/nhrf9fv38ZtwqCYBEMjTHIpcbs8k1ZPpabGFc31vI8RwUhxYIT7QO6N/KvmjvVQ2qcV5VZfOdcVg1UKXeFRssPdGn9A6+lLz0Xk3aEZxyUxsMzZVl6po61e85xufm1/Fnqz6uU8hua87iaqIOw2B1I4IOvrdgCe4Ujy6rA+vrXY9Yq/AHrHIGQi6HJAo+L1yP/0iRBX0VfrRu2D4V5Lt+PusmbZRk6CD2NbYlbv7zhLG9sgVR7VJU1G8LWD6sQezcAucsIWv73YjOuf85DWBvsqTCXPsvVBlZSykV1Wf/M5XOu1+9y0mKMwQhJmee0oojSWbTzw1qW16iUEpMHCJ1j5JQwiMnTHHtlhX/554u85WW7j+ov/6JjMoTTgxxh2symcHEIaabo9A6RpnNs2cQYuO1HE+JuwEw6XvDyjHf9YsSrf0jwkv/smJsM53Le9dIur/xTx+fSAa7nSGc5DS3QTvOCf5rwrid3eMste73wf/kBRy5AlyXGeRqztgVYiUYCuxTk5eRtGQr1SZ834XIVQ640xveapCRSCl014Gs4LIoir1BWvhrWqq7mBCzu1+79tNb/zjAMmc1mOOcWTXxTibZqiFNr7RO2+vy0TyALs+vM+KUeX3RAF0K0gT8E/pNzbvwFfulDfeFB6YRz7p3AOwFueNRjXfU79pQhVwfMBQd46f+mErnUD0FQEfWvbvB8vsNVwdW4XYqax/P3+jFfde5LmKb/2mw2o9frMc+LKhPy7/NuddUmg1ioChe/z/q2o3FemZjlOYUxNBq+CVMWBUpqytJUrJxqp6/Lxorz6ulfXnxiTD093i681JezO3HVZwEvAHF1Fl2WBHXzV4oqC6/gm/q1qtQtq4BRZzAPddP3ZCNXsSmcc8RB6KfIh7sMgHpD+nwNyYe6N8v3ezKZEDebVfYvHhKTlG6XR7/w4K+yciclhausApay/KuPqxlJDyrJ6s9fV0RLGoerH95lho9cCixCiIUkfHntLVeJSimS3PsBiWrterrsbtVaZ5VKSYRSCNuBWZMrpxLu++iAX3iLD+ZvfZMjGcOdZ0rSJCPPBVma0+i0OXPfBRo9za1POMD20HF+6wrdcIXmYc1EZchuk/FGyg/99JwstIxWYZRDOi953rsdH5kPGIY5emZpDGZ0tSZutFjf3+c5fz9CqACcoBtpfvWJAT9yXPC6j0zpRCEjcrpRSKRCXGmJpUKIXbuO5Y3v6nXjUD6o23qNKO+qafxaRykipUnnCY1Ok7zaUBd0SHZhK898q5vwdcXnA7fSPgGoh7XUDLSafw7Vhq73np+oEgdbJZrmS4zpX1RAF0IE+GD+bufcH1UvXxFCHKqy80PARvX6eeDY0rcfBS5+wV/gQAqvuDOl31FzawmqzENLz+8uKgc9rbVXRVo/+1MjsEW5CJSl9ZCAq1SWEnaVkPV78As+EgEO3yQqjb+JhSt9+VOJIowxFNV5BEFAXhoC5c87ywtMUdCMGhS5b8DWcwWN8005jJcMl8LjZFIJIhFQlpYsN75UdgJTQqwbfkHMc//5gpCstJQI31EvrS/7RDWR3XqxhzKSQFicNmAKAhVhComLCpwVWAM45UU8IgVRKQ6VrPjdVSyyFh1HGKkQrkBLVTWP/SbiJflL/PEqyzZC4+UramFVWntZLAJttXninGcrlSVhGDIvchptX+ILa3FlSSiXPO+rxtcyxLXIfgsopENohxQGJORSoVtdZkmClIIgEAQyQGkvydLSlyKFtejAZ0ZOSkoLgdRYI3DKEQhDaTJE4NeeIKAoDIH29DJVNrBljg4lSvrGZCHwU52c9SpnUSCIF0OfpfWWwhKBUJWHBwKkolQlQiwzIyxgEEISBHvstijLqtFdidKm0yn9dpsw8NPs6wacEAJtlG9i45AKnMoxsmR0X5eP/cV5fuVtx+Db4bWvyki2BQ9cgns/vYGdN9ENTRnmdI+1mCcT9n/ZYfYdE4yDCQdu7LBqQrYuZMQH2pyfT7nmSBOx3mYwH3P4SJ+hcGyMZ4S9Nh+7dJENpoQh9ApHEAgyBVfmY6ZXCppCURQJQkiKVsQdHzK846sVP/Wk9uKTv+MuR5mXNCJJ5jLisKp8pPTqZOUqIkJV2S9imIfXjDXU84O1lpRZjtGKojTkxtBqNPFFocZicKXFKuFVpq7Elh72lMonCWAIA+UNu4wjlAGqEVfuloq0yKsKtiQINaomcxS1bYbv7dUVpnMWKRWtMPi8ycwXOr4YlosA3gXc7Zz7xaUv/SnwH4Gfqf5+39Lr/00I8Yv4puiNwEe/2BOqCfUi1LilkrYu0+vmWP1Q10rI5cYc0iwwX+d2jYyyLPP/rnBg6RxBBbgVRVE1oAxOsWA2GClxxgddWzW3wDdbysI3JMM4XnDSvf9GddQZVR2MXZU1IxEuryoM62XslYzZCYNCImJNOs+wyYROJwJnsaWtaMEGJ6vssMo8EJZZ4XClRqmIpMjQgUAjccIhAijJvJrQaITzjB9jPNe4xBudqWWxjts7SEE6h9SaoqJWLR/L5e1yZVJ/rT5M/WAZQ6A18/kcqXahtTr7XB4b55wDJR/0+5xzGFlUma6sEgOLKjyUEMXKb1b4jdUiEVJRElT+3hFJGlVDh0uMLTG5QxDhTISyktBBlnspuw5BklHmM6SSyDjBZiUyCD2jwTlEJXPHKYSVKKuWZ20vKKB1o9RSWbQCpVS704/E7nqq4b/laqR+2GsBVKfZ8tDRVV/3a8PgpEMIAwp02afYhrs+vM2vvO0Y73i7Y2urZJ5Ytq/MGJwtwShMIRjNZ9huwfFruqzd0GFrbiiaEPUDojXYtxZQuIwkLOnv7+PaYCMoWy0uYZiqgs2GRQUlmzon04JGK6QsE3aSBCKFsJZk5NlgtjBIrQl3xhT93TX2w3+d8qtfHzObQVspRkXK4X0tQgGT6ZRmM6SwBT4z2b3eWlS0XmOQwiKc9/hXSi281IuiwJaOlV4Xax0Ys6g8C2OQziGkplL/Vdi5h3vq/wdBgJHGs19gMdyidgqt45NaQDt6D0xkq/hSVwX/f/LQvxr4PuCzQoh/qV77cXwg/30hxAuAs8B3ATjn7hJC/D7wOTxD5kXuCzBcrj52O/tmQTesueelNRX25QirBpZcytwWePPSSLRlzBE8XrnAdmFB6fKZvVdwmqJcZE+LzaKGJqrXsjRdUJBgqQHndgUh9YYixK7MdxGIAOtK78+hFM6BzXMwXukmnCSIFc6GlEWGRSNcAFZjjLc+UCpABxFpYpiOJmxdTBkOStZW9hP1Nb19GlFanAKCEhFZrAMtDKKy9wwDhcNQGrWYYFPT7vbkhFVgrRukD3UsG4yVZUkQ7po3Le6HcxVuLpmnqZ+IU+R7eiYP1UC8OqAtIBdKpABtNeBpkiqIwGpyFIWTPOvm8AusOHjT72zSjQOaUYBWIduDGeOdOZOdlG68xptetcveeNXP3MnKgTaHDq7DAYFQhiwvkRpPrfNljlceOgEuwPFg1d9y9lVL8rXWfm2KvVzxq/H7+ntqGKb2RpFiF8ZSSmFK6zFjWSB0iXUgXMg331yt/idV962AwGjKSU4v7GO6lm5DMrZz7BhEM2THTinLgtXre8RtSdxVBIHFRZJHfVWbu7fnnJ4PSFwb3W2yPRhjCkuuQk4NN4miBulsk4P7u6y0ApLBkP1rPbLphJYMcKUlLaDR6oBQXL+6xnve8x5eHMzJpSCpEq/RYI5oNzEi5vRFWI0KOr020yQjDN2Ccrp8nRfNcCkotB8jSXU90zQFLWm2GtXzCVSziZYJBfVzX9vp+mRqt69x9fqs40F9X8uyZDab0el0qnuzZD9i97LmluPXv/X4YlguH+ShcXGAp32e73kL8JZ/y4ksLlaNk7vdBqjHJncvnNYaKqqQvGp+qF/0e+1Kl7O/OltfbuZB1fS76pxqWMEag1USpWTFufZZYVT97odqnsKy66FdbFSL7AuBlNpL2fE894ZoeQsDpzyvXICTChHFTHcSpAnIMkM6zcgySxgGmGxGOs/o9/v08j4ug627ZyRmiAumlMIRxQFWlchYsLa2goo2OXLNEQ4c6jFN5mTGEAVxZX1QnaPby7ioM/DSFntYI1BlI0W2hwWyjG8vN5Lra5AkCe1Gc88mcDWmvMh8qnVR/6xlIyYtIlxusETkRlJozbNu3WVoAPzgHw8powabWwNW+6u0w5D5JGO+tcN7bz/E679v3xdcm6973RQlNG94U8zPvvpRD/r6r/4/Uw5e10JqiynnSFWgQoMzOVIE1Cn6csZdr79lEkAQBJhqc6uDyTJ0sqdRDItMTgivfnRyL4PJJw6l552jcXmD+VDBDfDyl85YX2nQWTWMRnNG50Nm25LLZ6Zsb41ptRscf2qXo6LJzFpaByW2ZxnnO/TX12j3INRgTU6zFbISBVwax4yT3MMJkSNWIYPRGJlnuCThYGB54v4VstkU2QhYD0Po9xmOZtBqYnWDnfGUVneF0ybnKd/2rWxsbnH04CH6VeX45m9q8WPvHdKONd1GE506iswitUO1NSoEIfLd9VcpoOuHO9QaW3rv+CzLFjHCGIPTCiEkpvSmdLVOoigKpA4q1bpvNCsEwVLTewGZGLNwyqyrJ+f8WMUaW4/jGCt2+0rLUOIy+eNLOR4WStF6YS97Zgit0ZVRTU0PkkuQx+c7PD96r+qtvmimutjLR+2s6KSHPRC7pl/L55Y7H/Dr6SJRFC0JTsSe389Vrz3k4QRYXc001TgnKIMmuYE0LxjP54ynE0wQM8nmNOMWKknpC4USAZ1+A6lgVE659qY15klCo9OAVcOKaFGULbSCKxsFs2mKSy2U2MSdAAAgAElEQVSNvMGPfU/Eba/6OPd84iTrh1rceOs17Du8giXFOksUhpVogj3b+AIHX2r2wi7nf9nPvVbCLTcpF5SxQDMcjeh3upVh1YOz8WWTqqsZGrtTd6oNeR6iTcxoUnB6Y4c3fe8x/tN/t0xy4++ZVAysIclDXHsfZy9e4lA7oIthXy/kW37og/zZrz+FZ3/X/eQ7giMHjlEUBc1GDMLSbkoGwxmNZskbX52RF2NPZysEUavFrBjywz/tMd63/W7K/qNtVtYBXSBl6sVJdncdfb4H1W9Ogkjuzcr3LJml61l7gEDFeFlqxO9WgRZTQ2B5zHfcsqvV2H+gic5helnT62qcgrvuusJ0R7N+6DDjZIOtjSEHjve44SbN5emUVq9Nt7vKdDpjba1FtycxpUDbgl47IB/OOL+zTRS3ybMZTd0kK+bIPCNI5ly33qM7GxNqSZlZ+kVGGDcwgaaMQoYWekeOMBrPKQpDR3qca2MyJwoCXvA7E971fR3+j+/q80t/ZZBFTmoDjHE044jEGmRT4xrZLpWZinHkWMAxodbkc68baTQaCHxvrlSSMIz2XOsFa8vV9si7cC1La/uhmtx1s3R57TrndRZhEO1J8mqoZdd58cH3/4s5HhYBvd5Na6xpmS2wuLDg/Rqu+qCSXcdBJ+tGRRVMrropNb5t7N6scLncUfgGS715uOo9Su56GscV88Cf0l4/8Np61TcBHVQOMrujuyTOSUobUYMa83lGXhouDFPKIGb1QJsXP67/oOv0K591BImh11QEkaUsUm758jWG45QDjZhRbmiEguHOBMqQ6Y4hpkF/X4fbv8Wf78//nONHf9b/+1VvPsdf//GnCFrwjd/1WPr9DkU+J1ACiXrQ5lmNlMQZHz2EEIuZifVCrAPNgjWyVLY655iOx/R6PahtGLSGYomy57yq0kqHcoLSCfCaQHClv2bWC5+wktnIkIymCBXzpu/1vfixE2ROoHQA2jehJ6MxKtnk1kNN/uL33s2Rtuax199IJCQvedU2a7eskmzC2ftnHDrcYvNCxs6VKVfOX+EpX3ML505for1PsHY0IIoto3RE7kaUTvDGN8z5yTc0edl/8JS7V//sGW5+7AEOXttBhnPPnJHe5qEOtMsIqRBe0OKc9zqx1oJ8sFcL+EBeFAX9Tpc0TX2TujS4mvnkZB3ZF8+AdZLAetjp9pdOCLM25mjJdNMyuqBIipzx/TmTDUMUrjHaynCRwI5WmA9L8txy9HibOYa5EXQaLSaTCQf3dXyva+5JAlEQMJ5OKadznDRMxxcpnKbYGaAwxKpPPhty4NBhclOSJ3M6rSatdpOs2SKwglGW4gJN4HzfSTYaXMlKNIKeETzvNwb89g+s8pKnK975N5a09NWeMYpWpHAZNIMAKBFitzLEWhAaLS25Lf3c3wqikvhRjYsNUUpcuWs5UAf05Yrf36PqGfGcRYKle1zbe9f0aC0kKG9n0YobTOd+elS9KddJ0qKyWhKU/VuOh0VAp2a3VLJpJTVaKG8EZPFNuwqGEQiU1AhrwCtmMaam/+EbqbVgR+mFWAbnKKUX88h6YwCMLUBUQzAqjrcygsKUyEDvGnRZhylLWmEDZz1LQ4oqLbIWF0icLL2pUE0pI0A7gZYRmZNk1pEZsAlk1lAWBWEgkFLR6DZoh22mmeGOCuP8/n/I0HGIywre9TUhrUbB6sEA5aCtDf1+0zNOQo3UgiRVTMqc9uEO6dzSXI1oHYULnx0C8As/l5LkGW/+qS3macpPv+Xo4g78ZvX3n9xZEAUl1uZYbDUUWWGdASyR8mVnICrIQ3nKpbEGHUh04MfnSaVxViBQlEWJc56n32q0yOceVrAK6vmWWnhTpfreWBxSgnSyGgQOlgJte8xTx3CSMN4qyNIWr3nOLgviBX+QkXZgllsOthTzFOY5dIXjB55+PfOTn+CBjuD973kP1z33m/mqJ38jQrYh9R43h3TJygpkWUSZWh73ZbfwN3/5USLT4/x9sH6iQWu1ZHWlh15po5zAJSGvfOk2q+tdXvO6gJ951bXc9rIHaO23fPU3n6DVyMAYVCDIjSV1EmscgfIDVig8yyZUAi2gkB7FRQoKs3cWZT0kxdXsL2N8piiEZ4FZ468lFikCXG4IdJNvutWvqY4I6B4AM9J8/B/uYeuBjAOt4yTTgmawQm9Vszkac/ToPqYuIZANJhsFLrb0r9HsbE9YbXTotjuMBwkH1iKylqaclYy3LrIz2WY8mhG1mmSjue+ijSfEEcTCst5rkwy3iYVECsvlKxdpH7+JSZFTKoUIHflsSoKmtAKZegg1Sw0yjNCF5Fnv3OYPX7jG6Z2CRkuBMHRbMcJ7ozE+L+iutnDNBKuMH+AtdTWpyRHF1YjHhXJcVEmCoCh9n8d4cyWk84Pocd4+AATCeYvguS0WAV9ah8WinKWs6LyiIhnI0id2gRTessBkNJtN8jxnOp36++l2mVtfCrulPr707/z/9HDkZUlWFL75UHHJ6z/Lx8KdTvtp3rkpF/akdaZdu9stly6l3bWGXcAi7GbYyx7FwK61pt01umo0GnsaVoLqb2VAVgFPFgSlxWWaPG0wn7c5s6m455Lj3u2Cy6liEsZMmhGDEKZKUESSUxcvcenyNq/+Cv95n//+AcU8I5+kvOtrfHYVdwJy6aAJ+1cDyjSlqRy9SHtf6LIkVo7Q5ly7IllRFp1MePQJn+03w4gylWQjRTl1/MRrzy8+77d9z98C8B2PCnj6iQZ5KLwdqhC+SSt8YJdCLXDghzIqq7OXq3H0+Xy+kDsv90o+r4rXaM//CxJwCrI2olzl1OfGnLt/ArYJIuY1zwm4/TeGfP9vz3nub09ZXQnZ2kyYzAxnLkxRCvLJlG5hePOPvYV//vt/wroZ133FjRx7zHFG2SVKd4FWr2T/NTOe9LU9+odTrn0krB/LmWYFx649yI3X30wzXidwK+STmHzcwKQRg60xO4NNBuNLbO7cx2te69m7v/a244hZjw+9d4fz50sS22BSlhghUaXGVoG6Vtw65zNCucRqgb0qVGst7XZ7gc0ur1shBMKGOCM9DZeqkW+afNMNPpi/9EUzgsjhypxsDKOL4PKY6XyH7nWKa5/UIO2dJzw6Iokm9PYrXJAShCWRsrQs3HikjcrGrMbQazaYjHJmowRjLPP5nGQ6J+50kVkJ8xQGQxp5xiEd0yr8euit9AmaDTbHI6696UY2BtsUzp+ztZ4X3u52iRsNz0jDJ1zTsWE6LWk2vRWBkwXK5PRaMVEAgTZEscUUIRuXpxRZRGE0uSvJiswvqwrisABK7nn+6+f86sy4NgWsXVvrP8trt9awLKDAJcvkZYjyarVxHdhrH/T6Z36+ucr/s+NhkaFb50iLHOOs56JXC3x5lqAQfqAAzvnpKkWBFZ6WVFRTeQKlkMY3LGpBja3xL2sXsysXlMeq2Vo3R7VSKA1giZoNBqMhUaOBUCClnxlYO+fJqizzgRz/IJmAqZVYIfnX01uEvVV0W2H6Hr5rtGMyA0NTEBnJG5/QfMjr8T2/eSdpPGKSF7R7XcAr5lzHkpERqoAcRaepCXAM5nNco0kQQL8Z+VPKITIlNo8ZDFK4GW5/qeAXfzlDFCHO9AB43WvP+Ov0yIybXnsvlzZ3ePc7n8i3XtPhvR9L6PY1QQMgxxmvzK0ZAHvu4RJkVl9jrUIveEkS2u324n3Lm4Ff4HvviavYBs4JBCHFNGbnkuH0hQH7evsQAcwKePl3+OWbrnSY5hJsxpkLW2gXEMVtygweuG+LnIILyvDIb/r3/Pnvvo0n3XQttx44wO//xp8QrBzjP373IziwrpG9CGlLDquYHT1h7VBAKw6guIYP/tmU9VjTXemw1u9wz2dGmDQjbnfZPn+ef/+8W9ENeP97RrzoeRc4cKLL69/c2XON3v0hR3dfCXqEc4rSSQ+xOIdQYoG3OuerwX6nw+XN7QVHv7Zercvymh3jBUsCrUOMS33C7jSRivj6KjN/yQtndHsBOiyYDhznTg5IZgFBFKL7IUk7QR7ss3a4R7vTwQnorkJjDVSnoLdiaQcp6wdiRNBCyIJCBExThdMBf/U//hp14FoaSjMeDGBrg/7aGsOLF+itrmOyMVqDdIJPfPyTPPIxj2YuBac2NqDVIuy2CHLDShSxs7FDXhYIYyolN0SNGJErdOFItzxrqK8imhK6gaapLXEEkYYQmM0b5GMJaAItscUMhZ9klleDZaTaCytaKsqg3DsjQCmFVHUA9+u0MLaqPN0eISNS78YHt0uPXE5ujDEURbbHOjlJkkWsq7H0L+V4eAR0a8mqXQp40LCEveb1u17UfkaoL2/qie6BUoRKLwZV1BmQweHMQ5QztV+J8QIOHSga7QaTyYSVXofJbIZEI2RcbRpLA5K194jAgTMhJhVceCAjSUuSTKCigmYvYFYW5GWJSUJ0HIB1/Pgtmjv+60d5x2t+nBe//OWsX3eEn/yuLwPg957/KJ79W3cSSoWqBh7/yHHBewfOc9hR5Di0EzhjiZtN7r20zeqhNcrSEBlFmUOah1gLo9w3w17/ese5He8y1+1rOm3otjuUZkZht/npt1y759J88h/v49FfcR37DjcraLYO5Lt83F3qVbEI1Ivs3PgGULPZXCzwsiwXG3XNVhGCRba+YHiIAsoGGM3G+RmaFtce3Ec2gcw5Xv71ktvflzPTATY0NERCqAKs6bMaCLK8YFbCrMqMplnOtlU88Ruezcf+9N0c2X+EteNPwMkGj37MDSTDnNV9IaGA6QY0jsVkWUq7C+fPjrj2cQ0OjEIunIHPfnLI4GxOcrGNEwXnLs144ON3sf9wl32HO1y4tMFsXPCKF11h37E2gWryilcKPvuPA2554iq9gx1yO0FIB1XmZ1myBqiufzab02g0yLJswYKpj+Vr76+3QCg/jMIaR1nA3XdehONw+w8O6fUj4jjDWo0JMq559Cqdfas45/n187Ak1YZGv4NoQikTTDdArGnaBwL2rUFP53TCEq0dQStgO4NGK+D+wYxUaIaDAfPRFJIU5lNiZWD7As961jP553/8MGQJ2Vxz6y2PZjRPibp9ZBzRWOmynSbMs5IiLeh2muzMUgIr0DLA4SjKkjDPkWWAnfn1E6aKWApkDiqUWJOhtOLAwZDNS4YsF5BIZnlGqxuAqpIO5X1PbbGX119Pd6qtoevr7imPHtlyzi0ovcsV6tWZOCwxsqoYh3EL1Xgd95Yr3OVgfnWD9Ys9HhaQS81Aqf2vy7JcDHQ2dYm+1Ax1UiyodWU1X3TXw2F3/mDdFMX5YRd1wAEv+5aOhRTdVNmlEILB1jZBELC1tcXKygrSsZjasqi4DGAN1jrKVJGM4ew9I0bnp8R5g5sPrnGoEdHKE1aiiOMHW/SjAF1YVO7P9euf9gR+/C1v4YMf+TBv/vmfA+C1f+tFta7MGQ+2mQy3ue0DAwDKwo9ti0JBYg1OKLISMgedtTXyNCMSiiKHeQbTOTzj0YLnPk3wo29wfOxvEu75kOTkRzV/8Z6z3H8nbJ0vyZOAXnyMt75lc3FPXvmaz/Lpj93N5/7lDPeevICxvpQX0ou7BH4OaZ2VU1UvdelYL852u00QSLQWKAVBIIkbIXEj3MM7r+81wvlxX1JSJJqTnxri8gbppGTryjbGOV7+nKqZLBUjB+P5iKOHG2TZDoUEFUBpEjZ3NtBRgM1Trun3SYdzrr/xcTzmq57GFk0+t5nR7O9DNqBQCVZZruxsUzAlt2OuuaFDI/bOeJ11wXA2wRlDINqQt9iZX+HspdPMSFAy5PK5Lf7mLz7AeDPj1L9c4eLJORdODWlGhre9zfEzr17j1KcSBmdCyizEGnB47YPF9xjyPKcoCs8UCrw3Ta/XexA7pjCGvCw9XlsLU1yJcJZQa0IVcf70CIBGo0GzJWi0Avr9kNWDHWjN2f8IOPZY6B+HY7dq2muaApi7jNZBhWxJrDbIIKPVdRw4FLJ/XdNrBUhX0mzAPCvZmWfsu/Y4o9kcV+Ywn3HIWfTmJV7+vOfw6296Azes9zhx+ABRs8GZixe479T9RFGMjhtkee51C0ohkUxHY6y1pEXJ1BQUeOxZh5IwCljp+Govn2YUSUHkgKykEUV+vGOj5PDBkEhZhpsjRBog0CAURbk7sq+G/uo/y2uxzryXk8g9AVY4P/9U7P2eooJ0lv2n3BIUCSCE2rMh1yI6KSWtVoskST4/FPk/OR4WGTr4crJe0N1ul7z0waI2tRFLjnfCOmya+SCtA6Tw46+scFhh0cLvwM4JAgtWBigUhS38oFkcajGaVqGFo7u+yng8Zjaas7LSYzqdcuzwMdI89xguJaDIyxKBxAhL6HKUWGG07bh8ekxDN+msGWyZMh4rVnSEDptkmSPJDFIY9q9HOO3ZEO9//z/wV3/4Ps78/Qd4xe//Hr/A77LS8WV6Nh6iZcxwY4c/fd6jeP0nU2aHJMqWBBKcCNjKHUIF5JnBBbAiNUXmGZHDccazb4y57ZdGbN6Tc2YLLtwzJd8ZYaVCI7nHTcnlDjZKePTjV2l0Hb/wcwmveGWDn3vro/nBF3+EN7/kVgD+6wcHrB7UFKZAKT+dx1pXNZJdNWGmmr0pvTfKykoXLTx7QAlvQmScrLxrwIae1iWlxEmLCKqp8kh2zjX47D9vE4mQN776waq5V/6O49w8oXO4gYjapCnE3Q6zLGdzYkgKiWmGZOmElcjQLEeYEM6d3aC/9kia5wLM7BLXHLuZu09d4pHHD5HMC1rNNbY2hqzu71IISA1EbUVZCG64ocPpBE4Nt5jMCwqVE7f6yFmByzRH913DkWuOE4RzPvXJj3No/wGSkeGuT15i7aiHuN70Cg+z/dL7ElYOB6hwXolgQ7pxgLEFs3lBd3WV0+fOs7KyQpbnWGvJiwIpqsHmtsbWd6+JLjVBVFIkBadObvJ/vvIW/2w1JbMkodlrMS9LRpcT0BKjSzYHJcIFDHZmaNFgnhl0rpjNU9aP5TRaAXFhaAkBztLpSQYzx2jLMZjOmMwC5oXm0nTOheEAVRSoouAnXvZi3vnOX+YTH/8U+caI3//N3+brng9P+NqnMLQpJ/odLpw9RzdQZFGI0CEChTWOMGowHs1xUZukdASupCksndUGDRci5j6xa+zXKDNHIOi3NFivvDaZJQzgwLokjroMJiXp1BE0FQ6NtRU92lWq3QreEFL64dSV7XNtruXjT2XZIH3gDoWglCWlxfvziFpYJBZNWFPmvpjVAoyHeJSUaOEZWxaBxfu6hDpclGbtdps0Tf/XZbkI4a0n6wubJAlRFchhF5/V7JYi9bimzNSY4q7Hh6uyd98M9S6F3k1RorWf5ZIlM5RSFHmxuHjGGKJGoxo/57iyuUkYRoRRROmUB8K1AwwCic1XuHyx5PLpBGWaGBwvva0BwHv+3JKOEtQ8wDX8EIqwFXL5gQl0WrAffv2F/46nnvldvv0HX8hn7r8AwI8+wQf0P3vZ1/H0n/krpPQ/701fHvPOCw4RhKSZpaUFo9JRCocuSw5EETivXj13boBNVgFwF7v0S9jYgl53H+NsxnRaEKqAyU6ODTOOHVvn/KkRqwdirly+jxffcQ9vf8dN/Je3eynhNz73fXz/u1d5z8cSwk6GkEXFrKicctyulajAQyndbhdT+bAoJdFKLOhjpamYdcIuFrwTVQaaNbhy1nDyQ45IrfHG1wl+/m05O5dS5luKch7zTx/+DH+3eheP+rqbKMcJnesbbA8m9HsR++KQrBBs7owhg9QZ2pEmGU9QuSFoNJnlLT5z90UOH9jPaiPAGcmly2OaImYyGrD/QJcw0uzspDRdTEiAbQguDWBwCUZbBUpEWAvzeYnWXQqp2BrPMNLxbU+9lo1LNzK5XLLSX0F1Z8zHQ179Y0O06vHmtwpe8u3+vr77E1uIOMeYEtlcZZbmBHHE9nCH/fv3szUaQpr46T3WeH9wZ1H2wSW5VYaiFCh6bJx5AIAX3ZGSqZQT17TZ2ZkjA8XBawJ0HDMrQM40Fy4UzDfapGaGakOrJWm1OsRhTiMKaMVQJCWioZkmJTtTx1am2J7B1k5JbgVb2zuU4zFNJMZYfvbn/y9MMuXxX/8E7jrxGWSnxVc/5Wv5p49+gubqCld2hkytI58M6feOIcIYV0IQamxmabYabE/nNFST2Dr6UtEVME+GZBVkd+yQphl1ScYlUA32MJDNLaXICHREuwmTmWK24+hHIc1WzixLcKaBdRYhd+NGfSybfC3ohHq3d+YreekHXCyJB53bFSMtQ7vGmAWjZjEasKL5lnVvDxZYvNaaRqPxJUTSh0lAh10MVWtNFEVkabrADOtys8AtBqrWNyEzeXURFErtMgNqPMwJgcWhggCHh2bq4LKyskKeGQaDAVEUeV8RKWg3e+jA0mjHfuKOMVgjQZUYlxEHXYSJOHNPye3fEez5HL/xG44f+AHBd3/zXjTr9/7Sy5LbdBiMDK/54IS3PqXDM7/nubztl36N4WzOE1/3fj76U89YfE+ZzXFScPuf3M+vfMcJ0qQkCTxDXBnNMC8x0nGkHSEt2CJmvAVuvMp3P0Fw2x0J5z4F9959gcNrR9g8X2BN5BkQFmaznFgZbrxhlbDRozQZo4nhyn1b/MB33s8jvvwazm2e5aK+zLNv/zu++1cavP9ehxMpRmYoKRBOI1DIQFCkKUJJms3mnq6+1gJdM2Yc3kCrNESVl3tiMsIwQtkmp/+15PTnZgjT4I1v8CKP9HJAejHg9McGDC7u8KRbHsupKwPu/qOTnPjaI2wmc1rXB7RXJPtCwcgWxOtdLpw6xZEjR7HzKTZwzCeX+I7nPpafedvHodUgSwd85VfdwsXNCWGvw3Ajo9FeQTQEG+MpoQgYbaVoF3Pnp4dcum+O1Ot8/bcc4hMfvsSVsxGFK0jLgs3xnNJMGW6knD11gWf+b0/m0oUHaPVSWp2IVk+hgpB0WvLaV+ZszQt+7T+3CEyf1Y5jsLW5y/6R3jpgMp/hUKjKhqIsSxyGPM0I3a6SVgiBkA4ZaIoi5r6TG7z1pScAaDUiYi2YTlLW15toDTqCWQKbFy1XrsBgR5AXEtXs0N0HjT6YEKImNLqO/j5JFBUegyZgOyk4MzI412RuS05fvIiUChVGiHlCWSRc2Nrk7T/7s7zpJ3+SJ3/TM/nX+07yUz94G4971rMJuz2ubA+x7SbtVosid6TzGWXhh1ALFEGoCNoN0nHKoU4XNU9p2QhlII59sLtw/4zmmuPoehslvIakKEpmacGhAx3SpKAoJO2WYj4IGW7MOXB9hAlynGggXb4gNewRsoldNsrVvvfLwb9Sx1SvVdYVVRyrA7MP7n7AdM1+kVr7weo1e4nKKM/u4utfCn4OD6OAHkWRl8RW2FEYhovJH8HCL8VfvNoYSkrvP+y54j7w57mjEBUehre5NFW5KoQXqDi9m/nXv3dnZ4d+v08URUwmY7QOQHgvQYvEOoOSjlA2cGnE6ZNzXvSdnn1wx+2W/SuCRmtMcA28652OdO5vUH8F/sPzBVceyDhwIqIRQ1MoXv8Un4nfdeoyT3zik3nf776be3LL9T/yW9x0yw302jGnZncyG56j1/aLKi0Ns8ygdFilwo6mDCkNzKRleCZjcKlkth3CE+DUJ6ds/cuYpmiydWFKkpdIQlxYekdBZ9l3sEuzB43VOXHUYmW+n3a7zeBKwkc++BG+7CsfwwPnLiKsXyrPuFHw/nscQagxJN6UzEmKrFIuKq8UDcNw4fltjEG4KrspS0pDNY7Ne6ErpUlHIcML8K+f3OZtbzy4WBeve9WMM58p2Tw3ZPPMHFcK7v7cBrItOXrsZuYXM1YOxhwJNFFeEkaGZiRY7QgOrrQpp2N2drYZpQktm/K3H7ifk6fPEcYxj7rpEH/9D3dy7a03M8ohKUviOOLixgThClbabWwEd981xqYtDh5qsf+mgNN3wf61fQwupYzylAxD1NAgI/bT4tabjvHBj3yI629Yp3lA0u936K77nkMrbDAYTWhUfZTJZUUrAhW22BoM2HdwH0lh0AiG0x2EDLHGYY3FlBYtQeuAMkkW1Nw4jpFSkmcFgVzlgXtPA/DqVzicy2jEln0HG4QRFAZmY0MyVySbBdmGIt00iFCzc2nKStRmZ6ukecBR9gWRljTb0GmENENHKQRnt2ecn8XMZiPGc+9SOBxNcYWBvCAQkAYhr3/DG3nm07+BT9z9aa5cPs+Nj30Mzabi3ntPMthJuPXGRxDGq8SyidK+UaWtIlKKnckYVVj6qo2cOdpEmGnJu1/kIavf/FtHGpZMs4z7zg052G+x0g2YlwX9RpPSOPprAUpZiq0MV0qywpCOAlQcYihRWoB48KCSZaij/vfV06+oREO7799latXslt2GqV2I7epZyAqBEZUphPP3tx4Ic/U5/FuOh0VAX840iopSJGAR4GtWRFmWi4nYNZ1IC4ktCqw1C+54zRhQgfKqRmqptAAcZWmJQ83Ozg5Kemgnz3MGg0HlJ609nGUMpYUiL3Gi9IwTE/Ettwo/YA/44RcY7j91kX1POMINj+ly58kdykmXwQXHYHvI/qNNeD4IGzEdzilaJXHXbwQv/suSmRjzyBtupvWsZ/HH738fm9M2O/dvc+M1B8mtYa0VYKvP/2OP8Nj728+OacYNGk7SbUCRGS6bOfs6HQIHz3iqX3j7e+vERxIuX95k3+GD3H3/FawLcLkDAoRLeczjTtDqW6I4RMqSbl/RaDaJ2zmr06M8cPI+bjx+E/dvnObbnvdB/vS3n8IzbhL8xf2uskqoLV4rcUvFv/X0LwnGIqUF5bORzFbXtCg9M0MrNILpluLkp3YWwfwtP+5Ic8NsQ7F1eo5UEDQaXHdiH5mbM0wTtqdz0qxEnDVkdsQjvnKNshsxno3ZGllOXHuMu0/ei5Mwni5yaaEAACAASURBVAimoxn3ffavcPImDu1fY3D5fm5+/BO4MpozL0LWw4BOH+y4RdSQ7Izg8vmUzDUpi4IsnZDu9LnvMzlX7tGUsgDpKXWj9AppOeIbn/YIYjXj8IlVVFOimk0aDUnctLS1ppgZmu0O6XmvAXjBtwl++Y9HHLoxQDdizl44TxS3MAiiRgNXeCOzwhkCIbGFXwtRFC0SmiAIyIsUazWXLw9oxusAzCcT9h9psf+QpN+vVM+ZwVrFbJ6hbEE/jtAtzcU7h5gJ3PnpTU48dpVWCeMmXAlzDq6HdA4pVAiboxIjYjbmCVk280lGOkPrAFuUJNMZNkmAknlWMNzZIi9SHv+oW7jx4H4+vrPJqc98hmc+54ewvXWSVNIyNVSS4GxAu9Vmf9xnaEuwmvlgSLfbZWXdB8Nfe29GtA6TOKdwLdptb1t8aXNIf7WNDCRCWoqipNeLyDNNv1CME8n2pTn7ro0RcobUgVfWslfq7+xuMF2wr5Yamf6ofPZLsyegl5Ul9LK/k3XgjA/qVN8vhcdZTG1/YS1pXiyaqQ/Fh/9ijodFQAewuQ/kQYUx5aZEmZJYSIyUzIscqfViuncoag6554JbC0JoAhVisN6REUEhIVeWTJYIBKvNNqPhEIOg3eqSphnGGFZXVxfZjnG7Zl6iLBHakmEQrsW33uTLve+/vcBd0Hzm0/fxtKdfz/HrwJZw43UrTDZhfGXK2v4OMvQ35SV3PLiEevs3au74hOO+rW3WHnGCO254MX/2tx/g5AN3c0GX3HzDI/mbP/gDjosuX/X2D3H8luP8t6cdZtNo9JUph9f6pBuQJYLbb+lCH29YDDz79h0KV3Lm8oBGQzKfb3DrjQc5ec9ZSiwqNFxzywqdQyADCGKNEyWWHLAcvGaN2Tinv7rKPafOYrOCxoEu3/kjn+CPfvnxfNMJwZ/fW1KWQ4RwlNpzpEtnKUxJVhYEUu1WUcKb9xe5ARtQuBznCmLXZ3454nlPkwurt594VcZgOyUOYmIByhRk2x1a0YDuftiyCf/uq9bYGUPYhK1Bick15z+TcPLUJdoHIpAFRXKRfk9x7soVOm3BpeGQrNXk1huO8S9//xHuv3iOJ3+zZpqMkWKNfDIhLTRbV7ZYW19BzJu4kUTOEm59VIekgPFpy/xAE7Vdsj0J2c6HWAuxVKw3Vrh45xl68QqHDq6juylp5Xt95NoWtoD5JuhWwaETq7zrHTkvuCPkR/73Hm/7v0fc8hUr5IEf0qJMhLYOF+aY0jefVRDuYVTU7AjnvD93rJv8yNOb8HS47bZNrjnYobsCrU6GsY5uM6bbUmxFBdpFDB4Iuefk/Wxfgkc8+QRX7pqwGvTZGO+gszaRKFhvNTk9LUhHAeEU8lIzzuYU0rKRGLLhiFBrTDIltBlmOibISpwMaPeafOqzd7O1vcm9+SkuPv6xFFGb773j9bQP90jnBenYMBtPEKlkRffQYcDlc0N6633UTk4vAB03CbXg3HjOD/76iNt+KOK3/s4RS8HRPiRZyaWtDW48dpjQlIQ6IQqblJlgPM7ptT2jaLSdIXSHvATCEGfcghXnKntr4yAvjGdmSQHSIoRb+PgvnFTx4yuFEgTSLX6GteBMiXIagUDjMAhERUXM85ysKNDS+0fhHM7uDi/Pl8zYvpTjYRHQBSx45LrKvuvGQSAVGjBSkGRe7SWjyNvAao2Q3iMhz/1QCuccURiQpwlxENNUClKHsBFKCAKtabVaGGsZjIas9VcXjY/aPCmoDKCklJTVnwCJSX0wv/3lOVmqGQ62+IZnXM9XPhVka45Tltk0ZiQN+w83SedgteMnXmUYlmP08ZCdYMxv3XYIgBd+YMzp7XPs27cP50p+4enr8Ex/TZ70jg/zwY98kK95xtfx8U99jt56h/mGz+zNIKEbNhlt57zi0dHiOt72dke+PUJGmrPTLVZbTbSZM5pqtrcL2o05iCnddovCzThy7TGsytGh908JwgilYGd7hqGk3WyQyZKjx/aRnM+YjXJaa02+/bZ/4H2/9rUMt+c02gYVsaAvlmXpx8AJiQu8wWieZZhKRVeWjixLCJsWKTV5KnnO0/xneOmLCkJrUYS0WzAdpog8JmgohhtDxL6ATz1wL2vHe3zoQ1cok4Cbb13l/f/9rzl8Yh+HH7PKwf09hrMhQpVEWnH29AM0XMEoFzjp/dfXV1fYv7bOcL5DkiXIFmxtbXDtgVUGoy3WDqwy24HAauK2okinjJOcbkPjdEArsMRBii0FQSUMiqMmukgIipCSjKwYc83hdfYfDphMZpx9YMTqSp+wGdNaCUgo2Lce8Jvv3OD5L9zPy57T41f/x5Brr1/FyBll6oONcRrUrsHTAgKwe10+bSkYDzN4JDzvBRdZ7awz3ACpLEeujSitI80LWp2ASAdc2Ezp9GOO33yUE9eFuBXD7LBlnMwRzZiiGzBrBPzruGR7yzBw3jjMFnMm1rCzs0OaZRhh2d7ZJslTpBQUeYpMDdKlHLv+KCcfOEPWaoLSnHjyU7nxhkeghOQXn/T5A9bLfiNnY5TRJsCNE/7LK3oPes/WRsY16wEdCe2WptdYJ8AQhN7xcD71NMhAh+QJrKzBgTTk7PmUwWXByhGBocC5veP/dpXMOaFWi97PIlbVOLpzi6E6SimvnQGc1gshEbDYBJYVv845MlOiKkcfay1Sa1zmWUy1P9L/skpRKQVxVJ+KH0SsZEwj8L4lDt8QdcKb2aRJwkq74zFE4d8gpfTeCVKTZgkr3RbCWLJ5QiwljXaT4c4YFTeJdMDOZMzBw4fY2RosOsqqHl9XGn+zhMAa4x0VXYutS8CtoNKAzTOX+YZvWOcRj4HOSkkYRESh4oEs58DBiDiCLIPZDOZzsKliMjIMVMbz/nhGEOW885ld7vh/qXvzKEnTq7zz977vt8aWGbnWXurqLnVLanVraS0tCRDCGGlgEMh4ELIRIA4CBIexMAIJDDY7Az6GsRkhjA0CgWE4A3MEYhUIgaBFt6Tel+quqq4198zI2L713eaPLzKrGnsA6S/5OydORkZGREZ8y33vvc99nue+kve/JuHb/7pZrN73NyU/+dqE33nXqwHYmu2Vh2c3gKVgnne/+Ebv7+t+a0oraXPh8iVuXV7lqScf4yVnX8Wnfvc8/bmU0U5FgYQyY7krESKj29EsHxUkrarJMFyIJDks/wQwmoxwaI4c6aCDI5y7eB1pPB/+xS8E4OIz67z03lM4WSCdJ5hZgsmwYYhKPwOOfMPoFVKg8FhbI4UikPNsbzcl7/ve41m/vku/o+itRIxtM+Y5zcfUvuL4bUtss8eJ40cIOoLYt5huGbIR3Puy15L0FdpNUHXC4uIRNgfXEGmDkextr7OVW6oix9SahX7KtbVLtKVle28LMTX00j7W1VhZYzx0un0wkMSetLXA1k5O7RKqHFrLErHcQ+6VxDIl01PqumKuFXNkscPa4Apf9ba7ubq7y5EjKfXcEqPxGqGaMj/nCeIYZytkmLAyl/ChX/Z8/TsE3/al83z4cY9MZaPx4xRGqMM57TzPn8NMhBt937KyfPMXLgLgBgFlDTrXdHohG9cMS6sBcRxSlhW6VLTThMFmxtFb2lw8VzK6PoJui+7ZFkVUkp2ocd0A1wvw3YBSQlEXSBnx7PV1tjfWqL1ga2cXlUTUuqAuMoRzKGMpi5zra5tM84Izr3s9t7/ilXgVsr4/IZ75q/3IR3aYD5fYHU6Zb3UwU8hyzw9/s+Tbfq7gA//qhr/oT/2apbfiedcbA77lZzPKjsXFkJNx8sQcjgitZ7ZbTtHqBAeBg7yqsb7ixIku+0PH3kRhKo2IHMbbQwD0ZonmxjHKEs3OZV3fEJs72JQQhwJexs5Gt8QNsUFoxiIPWjE3C3FVziJnQx4HRKJ2u810OsXOWi+fy/Z5EdC957BPrJQiDENyYxsxpzg5pPYfzKGnadoI08Ns/rwZnzsgDiVhi93hkNX+AmqGKudlwcljq4z3RoRxzOLyMpMsO0Sin6NTzQ2UW8weH+wEbF5twNhqPOCLX3eEF78G2r0ChceXLQYTSKIA6SydHpA1M+FGKzqxpMxznnfbMf7TV98wXHj/a5qT9hde12SpSjp+5JMZaZyyPykQYUJbeELpeM+rmte9+27Fu/6kZm88RdcB46nAjGGu1+e2Uy3uev6r+L3ffIrluVX2nh1zfGWRydYaQhr28wnKTHjZC0+RlxtE0TLd9hw2sMQJWOuZ67cZDQrCMESbkrhj+Yl3Hzv8zN/w7keQyrM+N+SFdz8PIp5DpLihM31jnx78TQmPcxFCRtgi5V1vErzrXZrLV7c5sRJz/GSbVgt87gnCEOEDqgVJO1Ys91ewCq5vjFnbvUy/22Y0COj154kDxe40pxxIJpMBqp2wsX4dIklhHKPBPtbkKCSGjFvvOsP5Rx8iK8Z04xhrKnYGu6iwJIkMla1YWlHICZhBgClbPPLQLm5zgcce2GHxyCqVb4BUI5qRuRMnTrE/eIav/po38NsfuY8Xv+o4cbzEJBtx7OhxVGRYPRYwyiZ0ux0GteTCkwVPPjbiex/0/PTPC958p+DD5wqE0kRBM68PN/x0vffUdX04NHCg5mdNE2je+jXXkeOU8+evEAQB3blVglZJmnTwLRChIhYBSkC7G1MamFuOSMwq13XBRjjGno4oexVRWNKOOwyNZ7QzIrA1EFGVAjvNuba+RmdhkY0rl4l7MdIboigk3xxDlLKVW77ynd+FT9rIoIUD+v1eQwQCUtWjGkMSdNi4nOMyQRgnfO/POn763c319+/e71GiJm2Bz+BnftPznncLfua/VoyGGq8ko7FnviMAS5yEWK8auQ4BWjviOEIaha0dx05E7D8G9diRLDXCXjdn5g3hqMHr2mlyuO9vDsY3q7MyixWHLVol4SZwU/LcaupgIa6cRc3GFmOliKIIPIfvI6X8/zWh+Pu2z4uADh4/s3OK4pi6rnBOImfjiYfU2BlYgGvs0rz3hFGE8QZrm51gjKGkQiYhk2xCK00pypIkiclHGXPdLnldMx6PSbodvL8h4nVwQANumGVorTHGcO2K5T3vaPHe93rC1TF33wVxMnNAqj3Ogkgr2nWMEL7pS6eCLLOkIRDG/PQPdp7zrX/ojzPaacC0rph6xc/+0zY/du//WN/lYPva398H2eL6VGNdiq9BVoKdjW1aw0We3J2QtnPOnDzG2uY+XiVMB1ssyZKxrCiDkJXuPBLNwmIfawuMTgnTBkSK4wRvPFEoCFWCl7C4EPEHf+T58jc1p9iv/uzdvPO95xAOnnziEne8+AhKeqSgUX+cXbDBrG126Asrwc7KVOlD/reXC77jfYZ6qpnvpNxyW5eFozCpM9pK0EpbJBLyoWJ9bQ91qULrNj7scXKpx/JJKALL9vaAnlxAiABXxbSTHlM9oXaK3e19xpUmDCQ6m6K14alnHsalHp9KJvmUufmIqsqp9JijJxZRUYs0iWiv1DinuPDJjNHTmmPtJR5+IqdlVlm/XKBcAUGEQ5N2ulxdX2cunOdjHz9P7/QCznT4zANXecm9qxTjHCrN2kbNiVPLRAL+n98/TxCc4fynrrLc3+StX7vGb/3fx3nzHSm//8wIbw3MrMpuDt43C6AdcDTece9J3vrdDzHYnNKepuiJ5fTtpzG1wVtFmXmkEzMeRUkcJkSJpCos7b5iMpwQLcdUsWXHGSwJiagYrO9wpB8zHwW0CKhHE5RXKG1Y6naY5gUxlnKwj7C2Gf8V8Lqv+0aCuTlaK6ewxtNLI7JJwd7mCF/VcC/UPiLf9wjjCYqQamL4qffeGPf9vp+uUT2IVUgIjAaOOHL8x1+zWFdB0qawhjx3xMrQbcmmhy0sngAVQukrhExJvWI0znFBgFIR2dCRLgUgbhiCHEzTOSewtrGIJGySEmueq//vb6pkD+njvjGlEd4fqrTeLIVxM8jZEJhm73Ew3ijUoR9scFM77bPZPk8CusDYZkWrtaeqZ2OI3lPMALbaGkLTfEntDJVspmCEkEinkBKUlFhvUVnFfH8OU9dURUE7ihlPp7Q68wzyrGGgBgFoQ6E1wnuSGQM1kAJnPdIqaj+mJmR3rUVdjwHYW3+GL/uyM7SWLGmisCYkCgU+8CQywsSewHqMg6oUhIFkXEOv2xzM//R7HuYhLuDa9Qnnsl2WbztK3GlO5Hd93FLkTfsljmOMLvgvb2wWgq/5SEWeacJSkRsoXYGsPWLbcjxdYTCesrGl6McJvY7k+Xc/j40HnyFqBeSTmiO9FI8hZ5OVI7dQV4IwiqjFkE64gJAeY3LCMCaMLEJqHJrFxQQZwgf/rykPPzXk537+BEaMMVXIztqQu19+EusysA7hHM5bZKjwErRwOOnpKDmTXxCgEva2AngRVLs1S23PwmlYPOJIWgIZR8SdkNIYuv2AWgdsb3uWFo5x7qFNap2xd2VMsbPKba/oU7U7TCYZ/eV5kn2oRh1EUpL2FhGRpgg3GU32SIoKOdqn3rmIjpfB1Gxf3ySgRpuKfr/Psfo4MokZhCNOB/Nsa095VNMv5hk8DmYakRvHrtNESLwdEArBdCzJpCbq1JxdXeKW5yd05zQqVeS7NctHuoyzPZaWlnCu8Sk1ZUU1VJy9/Ra2roy5/okNvue7Lf/+PyhK4QmUJvUBQkIUBxjpUKoRqWt0zhWyJSgmzbmjt+bJL1WEYswtZ49SOVhwAaMNEFKgF2tWViPCSOGFIcxdI5PcUtRLiqEQbBlFNa9wYcGJjmVOpYgwZK/OMXFCu9tlOnFEq6eIttYIs03K9V0oNemR45x5+T2c+Odn2Mtq4qRPvlFzbKnNiS60jqZsrEfYmSVjK4R6rsKPEya6RoomI/7Od9X8/Psj/o/vjfjen6hwkWOun7DSCRgVNYNiQr+1SDmFTioIvMJqS1EJwhDSVgBVTbcVUXhFXlT4MMa7gLCOkB4KZzBFSNKuiYIKZxKEiDBSN5R+GjytthBKhZUeUzWGz9EsAIM4lCRxQG0t3t3oqTdAXzMUUJYlzrkb49hWzszX/Wwh8VjvkEogLDMvhc9++7wI6DeL2hxkIFrrQ6OJsiwx3hGGzQGXgLMW5S1VrQ9dg1Sg0EaztLTEaDggmAGg4/GYfr/PJKsOWyw3gxSNdMhMslQJvLcNuUCkRCJmd2eI1A0wc+uZJfrLAUtHoCggiMTMDLnR7A4seATezTRFtCNseVqzPR1pB1OPyBTZzoRTtx1DtgL0jJ9UVxbvmgwgm1QoL/iO3ymwxpP1YDI07F/d4djqArmRSJcyneQ89MQ5zt5+O4ES7F8acP7qdSI9jxOK4WiPtBOSVbscP7nK7adfiHY5SnWoK8vyah9jSqI4JE0j6tLSX0yxLsAYSxhJrNS0ewmj7Yq3f+NT/PIHX8A7fvB+jHasX9tn9Wj6nL6f1gbpGz30Q/BOCFCKqgr5hjc07aNiXHH2dfMgLYsrkkleEYcxadz4hOYBdJfghS9fYuviCLmUE1YhWQaTqeQv//gKd7z8NNoV7A0uc8sdiywudWnJgOPHTrIwbLN97RnaUUq+sYEsK5589GHO3PPFEAnWR5uo+aYsN6MhJ7xHjw1ivsWDVzXlRJDNzZG+AP7izz9Ne/4oo0FMVTUViZIKaWM8FW2ZMrcAS8dSFlZj4k6Erlp05wKKouTosUWkhKqq6bQjlo7N8ZE/vIi2liSMqW3Cb/+XP4b/AP/87DwffmpMGgVEgaAVxYRBQKQClJyZmjvIy4o4auRkYxTT8Zg06nH5/GUWVp/HpeGYpdNzdJYDOu3oUBwqij3dvqe12qGWMCoKFmXAUmGYRo60l9KdC0isp3SWqNtnNB4z1oZYBJyaP0IZxAwXlrj7Va/HyRAvAmoHDzxxgTtefCdOCyKfMLoyZsl2SOYl0dSyfXUPgHd/6X+fgX7nux2VNnzTt2T8yi+1+envj/mBH80YyZqUgCiOOLG4iPSwc30X67qEoWoWvSjAeygrx3wnYrBfE6gQpCXPARGiZ2x85Vs4I5DSEUYhXgZYbWHGLL/BCG0+YxAEOG2eA6BW/sbEi/GO2uhD8+c8zw8xORkGh90DMcMBg4DZiDZUullEVBgd/l/nGl/Tz3b7vAjoB2I2N4vaBEHQ2D3d9OWc8IiZIE4cKJI4JIgk02mz84zWOGupsilJGBGlCcYYtLWMJhOsvTG0r5RqxOetwx/4ilqL1hYHRInCmYjdTYfRIf/67U1WcdddC6webTwJvbDIIMTjGkkB6TH6hjNRaKHdUXgBqmpOhG/9Z88FO/7tb+TgA6yZgShGEDiFqT1VVhH4gGwjo9uPmOQZYdalr3v4NUdRaeYWU7yvuPPe5zO5mnHxseuMn55wND2OKSW+pYhbCffc+yKubT7G3S+7HaNyhvsbtDstoASv6C8mVFVFVeYIoVChxeuAbjtkNNlj8egi6TxQppSZ4G3f8hC//Esv5Z0//jdcPLfB8RMvIAybmJ2IBOM8wt+4IA4kGSqrGDXFDu945z6DnZpzT27x6i9YpTIF8/MppoYiM4iwAf8qU6E9JEsB/dMpk2HJPS++g+kAzj1WMtopSeYjjh15Ht0I8lHJHS9ZpO7Dykqb1f6X8Bu/9gFQTcXnxnvIepdUTqhyzf5Wg7OcOnFrw4cIwWiL6adsbBfUtWE6FizctsTt4XHu+4PrdEkpfYXFsLTcZWUuYnv3QWR0C7UfMrd0ku2dDVzeZbyck+dT5pZOk03HOFHRXexz1z0n+d0PPEOsFsjzMS++8wyfvrLJW77+k/zuh+5FyWA2/SVpRRGToiCgCUhRFFHWNUmS0o0aieV8f0yoFFVVYcuKyeAaL7r7NqajDGcSrIG60sSJotMLICzpLsPmqOZYX6FMTZKmrOcOQyP+Re0xUcT6YEw+nuIULKuA6TOXeOSxB/nCt3wF1yvH3PISFkGkIu542Qq+rsBI5pSiHsZs701ITszRiSKMX+C7ftKha4PzHiM9aRxhxhW5rdBGoKeOb/t2wwd+IeDHf7DNj/+MJagqvIOondJuw9LRFkK4JnEyBmtDtG6m1abeIZUjigQqDJgMocgs2gRcvbpO98gxNq8XnEpioqAgCRqFJ+WbRfIAyDxIRgI5C87coOgXVdVk6DOnNGNto+Fi/05fXt1ovQCz2NOIsdnZ78ZqdFk2ht9KNQnt55Ckf14EdOBw5bp5R8ibWFPaaGwcEUpFGkW04ghnamQQgTMkUZO9m7okjVPKoiCfTInaLQpdEyQx7aSFMYYkmYEdB/KVcEhSshpqV1OLCluGrF+qMXXz/B/5d7ssvgG8rTA2QAUSOZMRcL5ZdELpQUqM9TPKexMcvK742Ec9tYYyh+EIvvGbBceXUkYedCb4pg/uEbQcdekoJwXKB+xvj6iugZ1LEUvzbJ/bZufxIaudE1S2pH3rPK6GrCg41u3QPnuG7WrE5QtrdOOA7dGYXhTxl3/9Cb78f72XT953H6/4grtYPbKEQ9PutAhCyeJyiJIpedb0aiud0ZvrMtobk7Y6VHnzuetJgS4iLl7Z563f9hn+8wdeznf/3KNIIowpQFpMZUGExHGIdvZQTRMHkW/zjtcJvvP7Ks4/tEm8n1L2O6xfGnHP6+aQIexs5fjZiGkYCKIwpt0RhLFhafUoZeUYDobYJGV+RVGMJ0z3BM98ZpvXv+kMDzwyYfdCRHo048iZDi88e4bv+YYfJXaCzlzMk9uX+KUP/iLFpQuEvXkmusDJhDd95WupoxathQRlLc8OS0waodf2WPvEFr3dRR58Zo27bjvB+QuXsUnETj7i2u4Gr/2SV/NFJ15KtblM4Tcos6afHPUccZJQlprNtZxWN6E9nzIaZSw/b446vo6vQ2pf8chTT6FCxytvvZffBb7i9hZ/dmGKCiP0rD9rYGYs3mxKRFy7NIHbYWd3yNaoYDmaxxpLN2wzneT051tYDXu7BUtSMLfs6HViuv2IzGracc3zV1osO8Gl3GKcZVQ79mxArS1awWaukapN5WvCqMXKLbdz5y1nuYwgOjLH1DXttnntWHKSwHURU8N01xIPFfu7EA/BCYcKAiYjMDqkrDTpUkQ07+i0I2QoGdYlkYkILHz/ezwGyw/8jOJXft2jHVx9epszt63QTlp0ulDWNf1ePFNsrQhUGyUEyjbqirWWTPKanbWKvLL0+i10CUanjIeOOBFIXyFkozV0s4HLAanxIBiXZUkaxyilmG+1qeoa7SxGAqLpJkRR9By/V2vlYefhYDwa1fg4BEJSGE2oJLqqDheR/6mnXLgJMDhAeOFgZ9hDEoVSTRbsceAMrShiOJrivMXTOKZUdcl04lhYWEA7x+5o2OzMWaZ4UNLcLEB/s9Fz0zczJN5TZOB0hJtNEJw8vUgQ1igh0LUC2Wh++9nY5Mw1jIaPCvUMLbcVoAVFYYlSxSTL+cZvbmbKtYZskmEqxa984yLf97ueeA4u7uZI61ntLvH4zlVU1uPCYxdY6PTItvbJNxQL8ytsXhmwuzfGyZz71JO8/W2v4NxeThh1KeN9WqJLbXIW+/M8/ug5Xn7XK3j63BPceectM3lQQDiiSKErS1lMkQpWVucoq4L5+RZ1ZVi7PuTpczUyNOTbjl5wkrVLDduxrusm84sdgVJ4b3DO4twNh3ptNYGI2L42gtthuFay9vQeR+0im+2AF7+sTytu0P+kFSCCphwta4cIa4I0IOxPUK6NzCFU81zbhulgzGp3GZVAvh/wZ3+4i9cx27FkedJlYxeGV8CECe0UnpoOUUdXeetXfgevuPsk1/bXmMYhQyJUb57NoWZ7rNGFYZMAPahZqBWRkOzuFJxYuZWJqnnxl51GD3JKscpffuJv+cj/+7d86T85zXjncU4+b4W9zYLn371A7wgM9yrSdJ4oTCiLmqQTksoWLoCv++Y38KH3f4Y47GJ0Rhi0+dX/6rf9cAAAIABJREFU82940wN/wx/94WvRzAgtUqAFmLoijcIGhJudt9/6xh5ve9dDPDRcQ5OQG0cnbmNqR5wE5OWE4Shg8USHKIIksczPwdZeTlVaTh2fZ89pCALGXrGbW2w7YXOikQg2d/fRKAIVE6qQ3MOw22uuz0gxriuSMCINAyIr6TjLYCMjKkL8VOAzSUyXp5/YQ8URC/NdJDTepUKSZTlJFFLoKYudPoIahyQJW9jK4YLm+tu4NuL739e4b/3sL9aE8yGu44jiEGs1rTSirh2mgjzTdLqKumERkbQitNPNQjff4tr1kribMBlVLK8256yayWlX1h0G1r8LZh4atqQtItGY2Ug8cRgQIfA3yZI418SkgJQkSQ7dibz3eCEbYpK4ISgYhuFzAvr/tHroB+XNwRc4MMJFSirvqK2hHcWkHkKvyC2UKmGiBVHcJg1bTEY5iJCydgyLktxoJlWFtYJQpSRBC20dznrwghBF5CUt5+hJSew9xmqsmrVj6LE/rDCuAmH5N/9+zDd9kyASEilC3Kzn7bwF2UgDHMgOeAHaQF1BXQTUNcggwXnFcBem+yG/8Is1AN/xFQK7Lvmpf5HyXT/puPwnO7hn4XRrgfluj3NPXeZ5q0dRE82rnncHZk0QT+aZ7kl2dnaQrarRsTYlSdbldz74FDJxGLvJmZUVhBwz1xLMRYr5/hyZ05w6fRIRlajQE4UpSRqSSkmc1Mz1W0ynko0NzWRs8SgqU6NEl8cf2CGsj7N+cQu95/FrDcV8NN5kMqkRPsTVHm9co9niPAJJnhVMnWZEwdu/dJ5v+Y417v/9zyBKwbgWTK9o/vJjn+GhJ6dkhSKNJN2uoDULPr3lCc5McYOEuVbEypGI7hIs36pZPpFiE8duPSCcK0m0Ig1bbJybsv0gnP8DzdXfh8d+fcjafYakmMfvJHTSk0wldFeO88lNwcNZl/vXawYuJCsthXOkdU2nnbLV67D6phdx9quWeXb4GI89eo1P//UGj97/LE/+9VXuuessy8c6/PWfDlhoH2VSVOwVe+xOJuxv5UgP8/0YFVckLUtV5lCFTEeepy99kte88jaELlhMu+jSMhhanni8sbIzVlCVmsgKYtfokYxqiyMCItxsprvIc/LhiATDQtJFaEnYhsIJAuaJXQdTOtIUlpc8k4lHiS61d5RKU0tPJxYs4jndDliNPX0NoQzxztCLJGkCnUBwIkoAx3UcO9oRhy0iG9EqQxKjCYjoJQELNqJdh5ROUXlP13VZ1F0mGznjQYUrLSr3iC3F5mMCU/aoAWM6tOMIoyV5Jg6VCg+C+Y/+sOfd3xrx9V8r2NtzSCtoRwGJaJQWtXWMsopJKShqxWRq0DX0l0L2B0O2z0XIOkHhyPYsroyp8NjAAhEhglgqhLEo57FlhdfgvKKygr28IvONR7FXEhmFqCAgThI6SUwaNpaQkRSEgsZW03tS1bTQHNBRsNRt0Y5CYgSpl0RB44Esmfk0fA6x9B8M6EKIRAjxgBDiESHEE0KIH549viCE+KgQ4vzsZ/+m17xPCHFBCPG0EOLL/qH/4QVY2dxyXWEOkd9mciVSAUkU4YQgNyWB8JTjIbbM2d0foAU4KdgbDok7bZZXV5hkWTM1YwyTLKPSGgdUpmE0Wma9LymoZ4EYmDFFBbUWVIXA6AhfS37se3p85A8a5yOlBEqaWeUQHOrQNKBqDQEYp6l0Y0rb6gbI0BBFYGa9cj21/MIvNPd/9LuaUcXp2h6xidi9VLF3KWd0oWTt4R2evu88gwsTPv1nF8g2KmKb0mnPsbp6irX1bdY3N5lbSBFYhID1jW2cDShyz5GVFYQQDMYjiiwnmIEzB36GTQkomU49zsZMx+CqhNGepiybagWpyIaWfCC58NQ60qdsbQyYDBsuwId+7Cu4du1aIx41Y9kemAMcSoVaUDStq9G+pq4E3kfgAmQk+Oq3vJzlhQ5FYRhPDc6nSAXtXsjR1WX6CwnpvKayI2RgiWPozoUcO5vS6kuMhTvvOsLqiT5pDOAY7BXkueHxZzZh2uaR+y4QKxhPPZcuW/7kj6d86n7Yq0LO5xPOVYJHdjRlHmLrmJAUUztUJ+ZR6dlZSem9dJk6KSmLim09Razsc/7S0xxZOIFKRzx76Sonj5/k1InTDPdLur0WYSwR0tPpxPS6zXtWVZNdnzx2ho21bea7c3S6KQtLPQwFW+v7zflobnhXHpq/WMu0LMjrCiNnin9KkhtNjSE3BaXJiELFyvGYvfEa02JA1LOEi2AI2N0bog2kcQdRN4HYjAtiL1BaUI80y3FI11uOdTosRzGLScRqK2KuFeCtIRYeZQ1+MiHISjreQ1mCg+nmlHqaQeKxrYx9M6VSiqmucRaqfU1PtLj21DrFtuHKY2tMrwrWHsvxY4l0EbpsTJ/r0vGD3+/5oX/jec+/ashkP/DeZp+M9wy7ezXWCaJ2ow4pkOACdraGmEriTMA4yzh9a8T8Qget3cygRuJsk3xVRqPdjY7AgfJrkiTNjHgT1w7bh5PJ5IbulLhRiR7oTB1k9VJKsiw7HPo4eH4chrTTlDSOZwRJDrsQn2u7Bf5xGXoFvMF7fzfwEuCNQohXA+8F/tx7fxb489nvCCFeCLyVRr7qjcD7hRB/7yd0zpEVBVlRkJclxrlGBwQOp1CEEFjVZPIxgrk4IQ1CtNZs7+4StVtUzrK2tcX+aEQYRYynU2TYHBQ5AzKstRg/s51jNmokb1I4cw7hBFUuqAqF15LZiHyz6oYhzVpz4P/I4YGVEmTU9OSr0jQAifdoX9DuhtR1M+EgpcQVYEae//gznp/48aZM80NLtjHh+pObmO2AeD/h1uQOeuUSdx07wejqlHyrxJaO/cmAJ86do6o8zlv2RltYVVLpikCkRHGbza1dhvv7LK2sUBvD8uoKO1tbh8DLgWuL92CdYDxybG9VbFzPmY5D9gYF+JA0arPYi9jbmLC/XWK0wvsQ5wNe/8a/AuD6tS0cDakCJQ41dzwOFUgCGVNNm5P8t3/zj6hNgvYBlfMsrCyzuwFbV+Hxz1wlChOKqaDU4KhRCmQ04QUv7bF6qsVcXxGnnjiF+WOO/irccnaB7b2alZPQ7tUsLMXUuiCvHI4IFyiOnTjOZBN6Q8XmHw658qEt3EczXiPmeVWrxS1C0TGK8xsTplVAXUtGeclwkkHtqWzJvf/LEcremN1qhG85wqMTMjtib2efF915FOvhiSee5eqlfVwds76eNbhNKrHO4zwM9ydY40miJiBNhhW7ky3WdzcY5Ftk7LO8cJy3f9djKG70c5MkmYFxJdOqJNeNLgjANM/JTElGTSlrhFKcOnmMjesTdtYH2FqiZEhewnAfnGg1+9UF7G2MWWm3kdoTS1C1wAxqViQsC8mKUByPY5aF5FgaEkiPDCM6TtERipW0S88r2oWlpT31eELHdDGjirTnWbq1TXuly8TUWOHZ3x1R7pRsPzsiqhI2L+5hdwSP/9lldp7QDK9pnn1mh6oAqwWmFngLUQph6lCRp6waD87//Z0p2ThkkkHpoL+UNpemV/Tn+lS5Jx9bxsMpWzvQX+wjA4lxMBhkaC2pqkY6oSr1YZw4mHA5SEzMjNx4ENyrqmoGI6RAO0upm176oZzxLPgfECWrqjoES4UQCOeJ45A0TTHOPcfpKM/zmVTyZ4+K/oMB3TfbdPZrOLt54M3Ar84e/1Xgq2b33wz8lve+8t5fAi4Ar/x7P4QQLHRaJIGkFUi6cUgSx3RaLVphxFy3SxI286MtpZiLY1pxRBAq5ufn6c/NkY0nLC0s0Gm1GtBTSZCS0WRCVldYPIXRZFVFXpYUdcX+dMLOcJ+8KNDuJilMJxmNyiZTFOBFc/JEERg7u9UHhKcbo5YN4zWkyMGaiKK0eAkLi2nj9ajB1RFl5ghcgq1gb2eANIKf+CFPWyS89AUnKCeGfFDACNafuM7m9V0+9ldPEkdtrDc4DCQFThqMM5w8fZJpNcRLg5OOKIlotWPSTjPF8/T5p2nN9RiNRoSzGeDJZMJwOKTTaVOWJbUD5wIund/GmTkmE0E+CtndKplOKgb7NfgaFDjhMd6wtT3g6Sev8pZ3/QUf+N5/igqjprwUAusN+Bs+sLiAt97T5W3f/ihJsEBlJWYmDbC5PeTXfv4hth6BrfMRTzy+x5VLI5ywhAnEMZy9fZmo5ekvhliXE6eW7hxEbfCpJl31LN3mCZcMR+5oceRMTNhxeKWx1Dyz+zRGOvaezXj2owPic5BuSC4+vM6cAfYHhGZEks7Ax8yQb2XceqRFr654VSTRT13hecvwRW94EaUcELc1cRDyspe9mLn5iHxac+bW29naHJJPoS4U3sUUU0ueGaxv1Bn7/XmqqqKYwKWn9iknirl0HlTMuBrx5W96E4PBhCsXNpsWIRxmbgcZpKlqbK0PGdaT0YiyyCkp2NMjMllz7tnrPPnwFfLdgHIv5vLTjquX4ML5ivFUsLE1IlSS1X6PugYhEqZjqMcVHQP1zh4tXbEUCeaFo+8dy6ppkY5yTUKMnlaM9jPKYYGbahId0o+6uIkmJcFWnlobaj0hSZvvUk9L8sEUU9QMh8OGVFgbGEVsXcwZj6b02otMxyX1TPbAakh6hrBTINOM5aMt/u0P17zvvRVv/zrJ+oZldxemE6h1cw6ORwXeCZwVpPEiRQYqaFik1oJUCUHQIssbxyHrodL2OdXlQVCHG9IAQdBYA07zvBHpCgImWcZgOCTLGuOcqqoO5b8PjtuBobdzDu8c2ANV2BA780g+eP6BS9tnu/2jXiGEUEKIh4Ft4KPe+/uBVe/9BsDs58rs6ceBaze9/Prssb/7nu8UQnxaCPHp8f4enTShHYW04ohQikYvuNYURdHsSO/xdUUnDpnrxHhvGeUThoNdWlFMpBTSOpbn+4RheHhQDlbVQ/MAd5OzurVU1jS2Z0IgRSO2FMqQaVYhghAw/MC7GgDTWEelHdOxQ7noOd/HOUddayYjSzGBPPNoDTKU1NqjJFQFlJlFl4KsbMbCkjQC4djdHWIqw+ZGI3nQ7XYZDcYIXeMDgUAw1PsUqiBeVLz6i+/EktNqJ1y+dhkVSFpzMcaVDIsdpvU+p59/hLosOXXiFGvr60yn00bitCiIomiWCTQLWW0tUQrHTp5hc2dIXTqsTtndrVnf3CaIHfvDK/igwMoSLzReCIaDjP29Bg8oysbjUgTNdIDRFq1rnLPEcaOX8+AnH0bICENDEHNSs7eXkegX8Ke/PiLbWWZpeRFXR3TnFCr2hBGoqALpsFajAoiTgHYXQhXSnhe0ViacuTtm4aQlPWqwvYL+sZRbz87TbQUcTY6Qbwn2t0I2hhXhqYSlO5YZDxzDixa/YXE7Uzq6YrkqSTd3yR55muKhHU4FAZvXL3H26Fn+2y/ex3jrPG954ys5eazN+Lrj0c/cz1xfcfnJXT51/4OkcRfhW+S5o5g2HqRVYRtSUAQLyyneSSb7sHZphLQt6tIRBm1UFPGxv/oz+nNLbG/u8ea7OjdkXQ9BfEE3TUnDEF/PQDjnaQchBkPmKiauZmM8IG4ldDs9ionjiUcvk03g6qWcWEX0ej0Elskw5/pOybhoWo+xCugqRS+KmI8iUiFoK0kioBs0QPWkhGJkwAbsDjOKQqBzTzWs2bu2Tzka42vY38yoRo5+J6GebDPe3WNlbhFTVhBYWgsJQllUZLEe0riLSiCbFoRRQKsdEcUB40kzmtztdejNdRgNc+a7IbqcSR58dcjaJcfedahNQbsT0O2lHDgJJVHAaNcynTQ+Bca5hsxIU007L8nz8jlY3sGEy80B+WCgwjmH9R6hFEiJUAo1axMfLABKKdI0pd1uz+JDfRD7cNpgZtVVM8VnDgHRgwr6c9n+UQHde2+99y8BTgCvFELc+fc8/X/Uy//vagfv/X/23t/jvb+n118kjWMW2h1iqVBxxMRr9oopwyqncIbKalrthMFkzOY4Z1jUjLMSwphM18StFtFsHDEUAVaDCmN6vR6JEMS1pjcrX4NWiheNjV0YRASisaWztkGcpY+RWZvUScKw+ej/7Tcc3ki8bco121Bm8MaDAeVClA8pp4o8a6QA0kSBsdRVwd6WZrwDToeYImA80qRpREAbPRGM1jN6apHpdklgY5JAsrc7wYiArXKfQZpjpCZJI3Ymuzz8qWcgUGxnm9SxZ2w1V3bXGPuMihqVOr74S1d58fNvQahden1LqQt8WBNGhiJzpPEi19f30CbGjBTTosZ6z8VHx2ycs3z6T6/y5Kd2GE8DRqWmqJp+Y7vbxcpmQSoqz/lnrgJw6dlrlLVDa0tZlhR1hjMRdW35itubU+3K2pjKeISyhEHDRA9dmyw3TOqKzUslf/GbGevrNYMtizcZSyuQdGISrfBVQBIqECWtFqSBp9vPOXt7j04XevMBnX5O96Rn5QVtnr30DC7PqMspdWW5fH3IbqXRSzVHXhqT2TGP/cYGxx4/zpf4k7y8sNxStdl9ashL73wZD3z8cdRGm5O+heQir7nnFVx4qOATH32MvfUMUw14yYtewuXzO9QmxFSK0X7G1WtX0LWhKizjvGBnN2ftWsFgG7Y2HGNj2B1ALDrU4ZixzLmid9gsM4bVkBe9doH1vQsAFEYz0iO89LSTiPm2YmG+TacVQt1cbqPxFpM6x1GS+4qR1+yKKSKUqBC8tdyyeoanH9hisFayedFTjgSDoWNKRDYWZLs1xXaFyh2dIGWu16LfhnYQMJpCUSo2h+DzgMjHDPKafKRZtj2krjBVTqdIqNclsZtjumXJn7XUjwyxl0pi02a0M0IqKJXDLhqOviKle3tIbqYEVOhyyGSjbioGb7FaEwQhWRFy+RlNsS0ZXskIXMradYu0AT/4viYwXt/yPHHZMy1CNrdr9oY1RkCYSsqiQCHYWc8wrhGL80VF4KCcCnQVkteGQpcNUGwNk7Kg9g6nJHEcU5Qlpa5phxHtIMGUttGrl41LF0rQiSPSICQOIqwG4QOUDMitYzPPqK2nJUMyHBNdo70nTVOSIKS0ZgbOKnJrGlLHZ7l9Vjm9934IfJymN74lhDgKMPu5PXvadeDkTS87Aaz/fe8rhMB5QWUdDnE4JhIKga9qfFlhi5LYN1k4QF5pBtPGoq3dbjeKZ7PV9WCVg2a17PV6xK3GK1QCAWImFCVoBSFpFKONQTvLpKqpSoOuHFEMddmUWW/7FzN6tT4ApurGqMH4wzZMrZuul3U1KoAghCBQeNcsBNYZjNGUVYkEhns12ShnsD1kobfM9rUhj3/6PPe+7AyPPHCRtUtreG0JZUhZFnhvKeuMytZc39nECKixlLWmYao2i4/BEqguH/vzPSoqbrntNG/5mjdz4fITdPoBt5w5hbFN9ROoiMmooNIOpwO21vcZ7+WsXxzjswWqnR4XH5xS7KWEUZ/cTrBRhVUllgKcu2HA8ZY7Dve/EAJnG3/Yg0zni976IYpJCc5jrCE3NZX3GFlgsQRByu5Wzeblgl4yx3QksHXK/i48+pkLfOL+B3GiJGwpWp2IvNYsHBG0uxFSwTQrCUPFscUe82mLbDxlod8DJVAESOnwYorzhicfuMrD913HxxE744xP33+eCw/u4bYCnvzzT9IvDcsaTgY1F//240y3tzi90uXksRBX7xFoRzHZhirgqUeuMtivqIVBhZ4jx5bwOLJ8Sl3XFJUmjGO8EOwPc/JCU+eC4Y7hxNHn4axAyQhjGjKJ8or9nRGTYQ6As7P5ZRnS7czN+ug1XgomeQZAVuYI4XCUjQa3M+A1R48eZWNnm83r+wQanrx/jXqwwPb1grJqqh1dG4S3COeQ1hP5AFF4iv0cKsizmuFEsz+aUlTgrIGqIHYGN9qnFSsqUxFEIZWpieOAySDj8c88w5OfOU85cOR7E9pBhNeG6f4YUTv2N3ZZXVrk1C0LBKGkxlDqCUdOt5CLFbk1TPY11RQCYajHkukIKq0oi0YewztBXTYxYbrv+dfvlPzLfxbztW+OycvGnN15QbeXUhtHlKTYxoIUEShq04zdhkoR3iSMddALPwA34zhuxOq0Jo5j5ubmcAKyssAZQxQExKpRxnQCwjg+lCwxxlDXNfv7+zdY6t5TZBm6qhDeExxk/bMqoCzLwxbPZ7P9Y6ZcloUQ87P7KfBPgHPA7wHfMHvaNwAfnt3/PeCtQohYCHELcBZ44B/4HxjXIPeFbhzOUxVQTTOW5/usLi2x0Othyppu2sE6T9hKsTP2lpqplR0M9B8wrbz3RFF0CDbEvU7TixQ3NI4jIQmUanxMrUVGIdZJvAsoCjBG8UM/1QSkUoPxgjiO6PcjvBV42yDlRgNO4Lw7BD+qEqaTHG9CsIpOJ8A6jZAwnU6pS8N0XNNJFhnsTBjuFqSyzx/8znmmg4peZ2Fmt+cbrDEEYyuMKzl+6jSlqUCGeG+aOhIHwuOwXNhc5+P3P8ioLlhaXeaDv/xfef3rX4MLCqb5iG6v3bi1eEmZWayXZJnAO0ldVKR+GXTKM4+vc+nhfUIX4KXCRJalU/PE8wpD1kjc7g/5wn/5gcPj6b3HO4G1DkSjTwFw8emrCC1xGCpKKgwuDEn7IUQWqSKsjpnuhGxvWsoCisKiQjh7x2285J4X0OolREmAUJK0FSIiiNu+kV/wgqKoyIcOU2jarYi8HFPbipIx+/kVWks5S8cC0qTD5St7jOqSiakZTywf+/DDPH3fHseTOzh33yXsAM4sHucNL/sC2O0yuDgmUhn3fuFxjp0MeM2r78FXAUYHaO0p/z/q3izWti297/qNMWa7ut2e/tyurqvKripXuapwsAN5iOyAhCVeeEAgUATuY1uOZcuC0AUjRwZETIJ44CECxULIEQ84gA2Wg1N2mVRj+1Z3m7qn7r3nnm53q539HC0PY51d5RfAkSqyp7S0dfbZzdpjzfWNb/y/f8OIyjWjrTg+nTOM0W4zahQkddUxDoZE5gx1RrVyPH1yjvf7E106BWKu5hc/90f4Pr49rfVY41EyIVEpSqZY46+xXID5YkJwLRJPYMTTIRPP+dUFFoUPJb/xv3wFu57x2d96j8v34+khz1LyrCAXGW50TFVB5gSutczEHGETvE/wVjK2GlMPZEExxZD1HTeQvP3lLxNGjRLR0XBsGyb5lIPpTebpLfqNI4ySB298HTFavDakISMPGfVyjR52iFRQFiXZXHGxfo/i0OOCYKgUzVKjrEK3irYGrRP60ZDniskc8smfLGP/4d+IRdiZnLoJrHew3ID1CW074gG3j/SzBoQPKAGzSUaw5nqQKaWkaRqMMWit/0SRFUnEyauqihtCGhtDoVTE1ffsLrMv0M/ZMuM4XsMpIQSGYbju8BXf0gz9UyYW/f/p0O8AvyuE+ArwRSKG/r8BvwL8FSHEA+Cv7P9NCOF14B8AbwD/B/BTIYT/160mduiSatDs2p5Mpt/8I5W6xtKzsuRqvaFtes7PLsiT7DpP8fku+HwxnsegPbdyDUA7jswmURCQJQlZUZCVBWrvCBicQyIxFowVdC0MncCM8QXY7KLXstWwXVra3tF0lrqxjBpGE1WhWVpEb/AQo+e8VjSV4dGjS+aLSBVMUAzNiLQ5zXqkVAsulpdYEWi6gatNza5tSJ4HZfsYEDyYBhN63n38No4BEQZgRAizX8yYwpzLnHl+yPmq49nZjg9+4GNIJIcnC64u1nSNxmh7HZllQ0AiKGcF918+5Y0vv0Geprz60nfw6K0l/9f/+Sa9MTRG89rrX+N8fYajx7uear283iC/1R1TiLj5XV8+IfiY1uKFZqCnY+TR6hlbXdGZDus81a7l6plBIklUSWcMXmlkmmIt9B20jadpDU1XcXhU4h3kaU6W5IRMYtKEYpHxye/9EC/fv49MAq9+9EUatjzdPmIzrjCMDKGjp6MeB8r8hC9+9htcnUuwt/j7//1v8uxxzWd++zX+8T98i9/8B19js/bcffUm8nDgD7/wBqMzJElA25oQBrSvSfJA1axZHMwYx5G279HOMl8cg0jp+8D2SvP+Ny5Ik5w8zwg4PvqxDwEGY0eUyJjPIxNYEMU3xsT5Stf1VG2HDdcELEQSgBFPS5YFQGP9yGWzRk4ydlYDJXYskG7Kl7/wHu++vmF5ZrAaVuuBeXnA0AX6zqJ8YHXZcHG+48njJVjBSzeOWb97xXC24TAk3EhTyjHw0mTO3XxBbnLcAGUypRpWnK3P6HrNo/fOuXx2yYsv3OP4+BhrAlKkOCOo1j1KK5wzLIcV690Kq6G7amjPG9587R1cm3H1fsfYabreIooEmZboPqDdwC/9cnyPnN6K2PWuDvzET1f8u/+G4PzMcLWq2TYjeRkH/30Xw3ASlccoRA+zMuFoNudoMflmvOXe96lpmv29nF8HuSRJQpLnDPtCL0IgTxKavotfoyTaWpo9ZTFNU5yLgfRd11GoBD9qhHUkAQqVkOfRQjvLMqbT6beN5fKVEMInQwgfDyF8LITwS/vPr0IIPxBC+OD+4/pbvueXQwivhhA+HEL4rf/P3+FjCnzbDyAUwcesvWIyYVtXkCiCiriSSxPSvCBLczKpUMhrC9FvhVye+y08543u6pq678B5pnmBN5bL5ZLd0NONA4RAEiCXin7QWCewJhZ2Fxt0msrsd/RIpxJBoUQCQWG0x+hAmqSYMYZENzvP2EGzc2RpysnpMfMFTCYFzmpkUAy15rUvfIXXv/Qm3/3p72R2q8AmlsObJ5zVl9SmiywA4RlNh1AOISyg8b4jhA4ROhIRFawBi0w8mpHduGWzMfzh596kXVtwGZttQ984mqonSbJ4YlAeLwLbuufodMJLHzjmQx96GaFSDqdTjvOXeef1FX2XkE9OGK1ksBoXLAILIvCZX/vx65tR7+2Jr7m8kRjOZlXF543GixErBhpXE0QWYZEycPeFQ45uznlkWxZXAAAgAElEQVT8dcvn/tEFtlUIl+JN5Bb3HQw1mF4y9gnHJ4t97BfUW0dbOR4uG541OzZ65GpTR190UfLVN56yWUuGMUcTouFYJjFyYGCk7juEzNhcrjBjQykSDss577z9FTQtu23C5//gnF/7td/hj798jveHyDzQu0sWCzgqJxyelPRjxaBbqnq3H3g5mqZDG8MwWLbbmrbWdO3Itl7zkY99kDSTvPnml0iER8qAD5qujuSycRz3A2azF4hK2CftpFlsNpJU7ZONDKNpkVhMGNnqhmfdFefDGi3ACjC+4eX7H2Z3ltBvU4wOhDDl8mqIMxBtQQmczNm1jmH0BO1ZvbdirhP0eY1eV9QXG5JRcpMJBzph+/CK84dLdqua8ihhcStnPVQM1qCyhF1TcbVasd5s6AbLtu2YFicsH0W5PNLgvKTbKpJNSWFyipDw9pcf8vQbHc5rklyxq1uSLAELbsj5+Z+Lpeenf0Twoz+2wacaXJyn/ce/MOcXf2rBqB1tB17Goq/7AYLAuqh1UQLmZYEI/nrwCdC2Lfle6l+W5bVZoPcelETuC3+epGRZdh1hmSQJKokJWc45JpMJJycn141nmqYsFos/kZmc5/l1I5qm6bdHWPTP4pISgtEop9FNzelhzvE0Z71ZMs0TfNvgMTxeralGy6bvMDha3eNc5IdaAYOLOPjoAyZwrbxCePJJSSDBKxmHrBYICsaRMsuRQkXPDAtNPYKDYIlwyv55/tTP5NQd1F1kcmADXoPpBEMn0UbQ9Y4QFNUusN44lqsRj6LTHqsT1uewW+8YBVS9pV7BUCVYJfmeH8x53DzElYYnT88oshlWGkbfE4Il+Gg+5oPDh5oQeqCHIDDeY70Fb/dh2Q4vYEAwjJ6yyDBDg+hT+mogFwW2C1ido23CdmdQlJjB8uKHpjx4+nX+6HNv8rnPvkfbKupdpFfV3RLrPbCfUUiB0LGT+Km//RtI4gDJBc223kW+9D6MpL1akQiFFxWEgZAoKj8wonAuZWgDT59uybMZepmyuyh4/Bh2DYytIBGRJTT2oHVkFi2XHdUW6gZ2laUeLZPFjI99xyFJn/LgwTPSecGV6bBqhrITCpHggsFKR28rQljxie+b49wTvPGgNnz6e+/yqU+8TN9VfN9f+jh5seLVD8zoVwOqu8GP/vC/jh56mnFAyhkYxXd/50sc3jumGhqunm4o5QHkDanK2G0b9ODpB0s3Oryz7LYNQc34wpfepHOaehxwKovh5rRI4F/5kV/nr37/bUY7IJNodzyZTCKcY6OSE2B59gTpLSBxmcWww0tHI7dYOVKWEoUnCZ5yNqU915jdAd94Z0vYW0YfLgqqtUZ3Ct1JhrYjt5L7iyNMu2bQGjEqUp2Qm5TuvGFYDQhRIDrHkSy5d+cOl23FqALr1ZJMOnyquLjquHjcsKpaxgAHpykTKXnt97/E5eM17W4geA3BYmrJ49cuufj6BSmC6a2cO5+4weRuQTIXqCQmR/XaR3FIOORn/3qEnqzVvPyBnO12zY/+VcNf+8lIOd4sLdstOCfinC4RzGaQK4FAIhzkKeRpSiFhKuFkPmU+K6m6BgeUWUYa2J+4HEfTCUWq8C5gfUDbwLYf2TUtzkXNCiGwqRrGwVAkKWWZkpax+JMpQpnRmoGuqzg5zkhSQZrA0Oz+HBd0IThZTDmYl7z0wh0264q6qpFKUBYFp8dHUZWpFGVRRBvRNOXw4IBij5GbPQXROMeoLYM2GOuZTCbxqOQcQz9+k9dKAKGYTqcMfc8wjuyqltF6tIlWuN5H+MB5+Ll/Lw6otpVl0JKuC1jvcBa63tF2mq6FptZ0DWzWA96l9KOg2lmGNlCtDetLy3pZMdaaq8crmk1PXY985Ls+xsUTcKNnaHtCEHS6xUqPw2P8gLg+gvnrAaikoMgKJukUJWUM/nCegMMHj0xj6lLfj+h+JFUlP/iXP83l5ZK6bhkHzXbd0VSWegPD6Hjn/WfcuneK0ZK+C3TGM3hL51t0aHHeoJKUqJt14OOtl2ZxfpEmOfPFjEleIOQ+YDe+0AgsYr9bGmNwWIbgsELiUNSD59H5hs12R9V41hUsNz3bSlPvogBkcC1e6KgCbixtA+sraCqP0VCdG37/t8545/Un7HYjz3YrrLBs+m18Pl4jZRzmpjKF4Pn+f/4j/Mv/6r9Imo28+vJ9Hj98GxkS3vzK24yD4dOf+gj9cMmbb3yNTOX8D3/vf+bw4HhvT6FpzZar+gH3XrnF7XsnPHzvMefPVvSDxXvL6Y0T6qaKNgqJxHsZu+Gg4uZuBj7xz30qmkk5CziyPN3PUL4ZrJAkSTySz6K6+OQ4yuG9NfgAiCQeV8Q+sR6DDQYvYQyODsem8jx9uuKrbzxAZId8462a4AXvfH2L60qGNqVvDbPpAU5DWebcuHOTxjrO1ysul0uEhoKMw2KKM9C3mrHtOb+8xHhDvWkoVY7zjsFYWu3pBodHoq3GSYPzlkSmCCVJhKJI44C79zU+VwyMhNwyP0k4eSlFlpErrgdPtRkxPuLVbWvwOuWH/50dUqScPYW8KEhKgTZxYPpf/mcH/M1/X6DtCMpEBa6LQ1UZJMZFj3rvPUoGiiIhzxRFmSGVoO/jxnByeHQdG5enKUcHB5RlyWgMLgTyLA5fn0OZRwcHlNMZWutrLYGxI+3Q40JgHEc2mxXlpODqcovpO1YX5ywmJWnyp7fa+jNR0L2LafNKBrwbUMIipEQmSYyfE1H8Ve92JIHo65KkKB8IHgZtaJqWpu0ZjWUwmq4bGY1FG4f10NQtztu9YCDiYZNpSTGdMJvPGccxQi8y7rjeRv+jv/NLKX/nlwW/+ivxDbSrYLUMVDvBtjE02tFrh9FgRzBDTrV1DJ2kqQLOJZgxIIJi6A1t23J4eIjdeZ4+OOfs2QXHx8f87j/6LP/jf/f7mG1AhQSHZcTQ256A3RfzQHS/J4p2hGIxX/Dxj383SSYIwcROHoPAIYXHhEhFvH3zLmV5wG7T8MZb56x3axwO62KgSL1zVBuLHuH2vbvcvHeCSlNGR4QnkkCQBikDzjccHkz3z2sPuwD/9U//EF3XXccDJnvmQLFnHOEi3BLCHu/HINFY4RgZ6UVgRNJYhRGKw6Mjri4M251AJCVPHlu0h6M7U6aHGVLkJGJBtYbtMtBsoF561u8bNg9Hnr6/xpLQAX0YSJSi8wYnPc7bPTPKM6Hk937n9ygnHTfvtswmoMeKvqvI04J3v/4ONgimizlFluG0o1ATwqTnQx9/iZGe/CDHKY8bO2bTgpu3TtltB0yX0+ueclZw4/YpZVkiZMb5sqbVgtqPNKFnVI4v/vHnkdfvyIS2rf+EmEXrmKITfOwq00yxOJgDkE1SwJEoAc4AnhAcwscT3arfUaWWSzo2WCpavuPjr/DOe09ZXiR0LVTbhLOnmmrjMV7SVYHtpqUZHO8+OWNEwizj+M5NVueXhG4ktZ4kSIbWUO0MQ+tJZUpiJF7H3HsbAoMPNMEyYNFijAEmWIag6UxDeVhy/8P3mN3O8YVm63rKGwdMjxecX11w9eyKrm6xBkJI8KT0PewqhzaS8/OKECZYm3F5odECTl5QyFzxb/9bLT/3s7Gp+Nu/UlBMJKkq6dvYwAyjJwDWg0fQDJpdM9COBiVTEiRpKpkUGZMyY9Q9VbVBa804jte4uLU2xgaaEa17UiWYFBkiGIahRWtNUU7ptaduW4JzLCYTiizj8uqKk4NDJknK3dMb1Kv1Nezzp7n+TBR0qRTL9QaHQKQZR6fHyCQhL0vqrqXre7q+R6UpMklAymurgEEbrBN4J+l6w27b4pyg7QeePj1nW9Vo46JSdGiRKiBkTJ5fra9iR0Egm0Yee13XWA1NPUTiCPCTv2iun+vP/lzKw0eWr3/dsLosefbYYnRG3wrqXaCrJUOrkCKnriySlH7QrNdbql1Nvet59njFl/7oXVot0Wlg2+3IVYEwGVhBQkAJQ6kkEgvSxUIoNAiHSqKMOwQQMvDVr32Ztov4NIwo4RBYQtCYMGKD5+23n/Dm649YrXrOL5bcuHkTFxzdMDIMMPRxMPbk0YqzsytIAjY4at2xdYbaWYJKUcoBms3mIrrihQEfDB/8S38DiDYIdV2Tpxmnx8cUaUauYqchE4VSIwSDyiRFLlHpyBh2aFljZYsWFh0k9dhw/tSwPhdszgXtDkSSoK3g/GygqmG1cVxcwrsPeh6/PfLFf/yQs3d7njzYcHXRUhQTooVeoMwyjBsYwkDrByyGEDTlYYFLG46PTjh7dMErr9zAi6d88l/4AGJu+PT3fw+7assXP/8661XDMLbx+9IEMVuyOEmZTmasV4bqaYrXjraqOTk5Ybfr2WwcbSXYbQxSZbS14PLJiB3nPDvfodHkM4URHbNFQRCWfRIlBIvz5k+s6/NLa01d16gkvoUXJxOgwbkduB1SDARaQnA4TDxFuJZOarzqcdnA4AZm02PanefyqWC79VRth8wll1cjVxcjkhkiKBKfcv7eBV4GZBIoZY7UAact1dWG6rKh2VjaxjPNy8j2EJ6AQGOxjCgVGGVgTCzvLR8xSEsfLEFJrrYXmNwwuVMyfWHGYCWX5y19DYmd022gWnWMfaTptmbEKmitxQZFOjnAuASSKdJFTcj6IlAtB9A5fQ0//mNR2PO3/qMcox2Djiw2ZwXaABKyomAwnk3b0/SaIilYZCWJFGSpYjErOJxNQYRrj5a+79lsNgxDpM1mWYLXIwTHfDZhWqS0dUW13dB2mqoZGFxsKMok5XCxoBsH+r7n6ODgmrHHt4nl8m2/rPOIrOTJ2RUOxftnK1bbDavthvnBAZPZlGI6IQhBbzTbpmZbV7TjgPMR203y7JqLbmw8ynRdxzhaPIJEpUynE5JUxQGSCIw6LmL8upFhHMmLCV0zRlEA37TU/dGfjjfDz/zMwMVlT90mnL3vWS8jsWS5rOlbwzhY+iEKbmSiIk1K59i2pLlK+cPPvM/5NzxWzShOj7nxgfs0rmYYWyyGwfcYenzomaSKaZoRsNEyWASQDucMUiSAZLfbxaN18FEVF40srh8h6Hji8Iq8mNG0A4Meo12BjCb9wQm29Zaqqjk+ukGeTGmaAW37+GaU4GSKNnEtlBB4PwJ6D58YyjIqQZWKMJa1lt1uh9H6+rjq+xZrW1QimU+nGDtE4yoafuAHP4bMNUo5jNfcP7lLGCVjJRB9yrCD3tV4JN0uY3UGZlS0jafewFdfex/b5bz79hmrpoYcRObQvkZ4g7cGi8HuN7o4GQl86i9+klc+fps/eu3LfOGfvMNnf/d1gpe8+/CMt955xuc+/xZK3gA/Y72pIr8bjTYV63c0X/3CA9qmQWI5Pix5/91nzKYLXrx3n8ViQd30lOlNLp7UvP3GBeePK84etzx5b8VicgA4PvgdL2Ntw2a7JLhIjVNZicqSa5O654O5586keVYSiMpZgGKSQh4IokdJgxQ9SkQqqwCsHSLUFCJLQ4Up43rGxTsdbit58PqO9XrHjftzOjsy9ILlqqfvPe+99ZD2cs2xKJmkkna3YV7M0YOjMxo7OOzgMUZgtMeNHpuAVh6VC2bTlFdeuIkQBusNxaJkfjLDi8BsdkCalpBkPDk7o7MjySxF0VJmlr7dUE5TJvOSPJuwvFrT9S2ajuwAZAIhCcgEjA84B0pospCxftLDkFIoRVO3eKv48R/x/PhP9PzdX42hzN5LfFAYDW0zYpzDec+u7+hN9F0q84zgLXroMcZSZCnBxcHlZDLh9u3bzGazPcccZpMSRIyzTNOE2aTg4DllOknIywl+r1Tf5/VwenrKk/Mzwh6ZkGny7eGh/7O4olkN6H5kvdqgkhRZzLkxO2aaFWgPw+C5PLtA9x1KSvp+5OzZOefrFc3Qs9xuaaqKWVlyejylzDOOFjPmZcpUCU6mJSezkqPJnHmWclAW3Dw6Zjqf01tDP45kacokSzk+PUALjYzkDJJ9+s5P/jWDNwnW5ewaSxM66jbw5dda2iYlnWQMQ4LzCeF5/Q0J23VDuw3o9QwzLHjvYsflbsXmYsfjt68YhxxZHOAyixWazg2IpGQ1dNTOkJDGh1BIrxBBMJsWpBLAYm2HFJYgHB6PExYnHFZoVAhY4djScXLnJpMsZ7GYMJmW4BVtPdBUI6b3BGc5e3bBbj0wdEOEu3BYrzHOYZxHygIfDIhufwrwICxdHWcMKE9eKHKVx1NUO1wnQjHJ8Ai86Wl25wQaihlYPJ/5zOuYAby1FNLyuLliWe1oNxqjJVVvSNM57Q42G0FVO6yF86/3vP/VM8QY0L5ldmfCZJ5gXM/T6gKtYBSWzvdI4SOLBIcQjjxJ+YPf/AMKcpwZOchzDrMp1hlefvEjbJc9YxfAFwQSgpUMvmUQFb3vkJOcTnvSokSSUg+eRBywOu959PgsOoQ2E77wubd4+80rXvvCY5486qiqwPosctK1HHjtja+SZodRTyBGQqhxukekgnaIDI5gY3hw23QELyEJdCbQ2+ddXGB2XJJKRxI03ml8MEgsSfJcRm5RQTMJkUn29pfex24kzy6vCFYwv3mKOFb0uceIwNi0KCYUeka+trw4m8JuJNMK29SAjQwmkRAcDKsNvhq4uNjQ9QPlrTl6Fqi9YcfIVnRAoFq1rJ7uEBrGrkdKSW80H/uuT5PakqTLKY8miBsefdQhj+BqecH55RatBVkyYzKZIJNAVuY4L3He4cPI0BrEnk6oVIa3OW07IMkwlcSPgqyM6+Gtp0jAmgHro7No1/Ys8iklCYVXyCBRaUaWFCQyIXGSIp8gZEprIrOskNEv3zlH0JYizTHaUjUt/agRThLs3hs9lRR5DJZfLiu2XYsVnmcXz9jtdvT9gFI5j59cou2f14IuJeM4cuvGDYo99UfIJNq8ComxUTl159Ytbt+8yenRMSfHNzg+OmVSlphhJBjDbLFgPp/TDwNKwfHRAYvZFIJD7DvccRwZdMTd272K8Vtz/7z1SJGQJhl/6xcEP/ILa4INKCGQMtl3u54sS3nhpRn9AEpMwRc0zd650LkoAHIm7uhiweZy4PGjZ8wPSj74kbvcOD4gSVT0d5CK1VCzHmq8gkm+QKIQqGtlmVJq35UTwzz6GOyhlMB6E3ePICHEPNPnoSECh8XgCHzpy29wenCH5eoSbXrqdktepOyqNU4L6raDINmuG46PTgky/jaVELmaYv+zhUNiYkEXFrDx/4G8TEmlIs9Ljk9OODw8otj7uKB8tPjF4HyP3xtNFWqOHgPBJwjiwPsv/NBdPvDx48jz7cHolCdPRl7/2paxF1xdVTx4Y8X505Z651BJweRgweV6yYv370VrUplTFAXaaaQMCBUHXkpACJrRdmQJXF485cMfeYnJwvHRT3yAtvF89nc/B94T9jRLGKOT5D4Y2AbFrq0YxoFmaKnpcF7w9pvvst7UkCkWt2dcNVe89OqLEc5rBi6Xa1abzT6H0uKIzYSxmsgqjycAgcV5zT/59Z8DIEuLaHrmHGUxoUxS9DCg9/OKYAzeWYytojGadAQ0EovH7LF5ixSOoBxWaWSAzKfkScHY9Qgv2awdYxeQQaAHzdg7TBfQu5GgA+tHawqT0206Dos5w7aDJA6a00QyL+dkTLHGoaVhZbaUs5zzqwtu37+1N24D56N9de8HhlQjVMLbb7/Nk0cX7NYV6STj8NYxs9MFVVPFIWRRkKQpZxdXaBOHx8Z5rAko+TwQQrJe9iRZwag9qVJIme8VmJEd9d/8apzpPM8DTVKJtZrlcokxhklRUKgEM45Rx0KcBfVdlP4XRU6WZeyamk1dY4K/bgqdc9ciouf+LwCz2Yw8TRnHHkSksvZ9T9f2pDLhzskpi+mcrh0Yx5HTkxt/flku1lq08RgbGEbLqB1110Y4gRjpNhpzbUFZ1/W169w0Vdw4XFDmKQJHayOM8pwdIKWkLDPSPMNJRaMNV9sd75+ds652JEnCZDJhOp1eH2ubuuVXfj4WoeCSa5e0gwOuC2zbdjx4e8DahKb2DJ1g6MA5C9J8M+fQwNVjw2d/5zW2VcW2Pefp2dc4PJmi/ciqvmSkR8sOlyV01mC1JnGeqUwoZMwbRHhG2++P/B5jRwIO6wyCgN9T1qKtWTTHF0gQDhc0QsDJ0W0ePrjg5PA2zgYOjxYEYejGiqv1ai+6CPSD5eHDx6hMMaIZ9r9LCRB7WCdITcBFQZPUFGWEBp7jf8+5us9hsPhijEipCWKgzBOkEHSVRgRFCPG5B+JR1NDz4BuPeOftSy7OApsqsFx6ukHx5FnFdusIzPjGu88wTqCtYLlpGDScnZ2hgmNSZhAcszTD+Zii5LzZb0IeITy9bTk7X/Luu+9z484pZ5fnfO2rD8iTWZyKi54gGpAj+SRaA+/9LtFBMpnOSZOEXCpW9ZL5/IDBjLhkpFE77n/yFn/whd9j06yiH820oGpqinmKyALOOxIVyNNALOgOgUNJT3ARqvr1L1VRoNQ2IAJFkXF6dMSinMT0IuAL//A/oFsvgUBgQGKAHqQBYpjJ8w3j/nfeZ6k3gGC3adH13niqD3QXPaJPWD7bYF1kKK1XGybpguZq5Eid0l8OSKNwreEgmWP6nhu3jnDB0XcjD998xNnVGp8LDu/OkVMPdmR1foZQ8RQ5OIsoFKcv3WT2yjGmCDy9PGd2MENkClUmbNsGmeXMDg/prWYwIxpDMlXoYGjbkXEMNO3IqANCSUatEVng8FQyPcywBFRBHMLaAY/nx38mruvf+S8SQvCkOag0UDdbmqYBKUmyDA/043ida9wMPevdjq6LvjBaazo90nuHlYLldsNms4mmf+NIXddRXSoFB0dHlGXJbr2hrxuklJHlZQzSCe4d3+D+3XuoNOVqtWJxdPhPZdD1Z6KgS6kwztP2AyrNaPuBqq4ZvcP6uBNrF4N8n7sE9n08qikESkaxDgSm+90zSb5ZiJ2LWYCbXR39K9KUcjIhyfJr7+O2banrGh8caRY74Z/4xWiBmWZqP83+5o47mUxo64A3ioCkKBOqrbkWBvR9jxk99cbw8MElR7M7TOcLdD/gu57zJ08Yh45EKlyINK5e16R5zkt370WPmTRFhn3CuB0AR5LIbzrvJZKwZ5hIFd0ipYBJmXPz9Eb0piBS15JU8KlPfYqu0WwuNamc0dQdIMnTkr43mEGw3Q64MWEyPQAliEmpdj+gG/FhBDySAPR43wEDWfGcYhWFKTEOsEePFrm3w09zgUo8Ulq8H1AiYEdLCIJJMYmbkPAMtuPzv/OIYbvg4OAFBudZNw1XlaF3Ce1oKGZTdruG+dEBRnm0DMgypTyacnLrBBscd+/ewTjDYEYCFuMHAhbronNjwCBlhgwHVGvJm197zMNHZ4Ci61uUcCjlEEm0MDg8XsTQRuFwIgCee/fvcnJ8gEgExcGEqq3Y1luCDAglWFdrTk9u4kNMqvF4yknG4emCXjekiaDMMw6PShAeIQNSGlwYkUl8bbUeETJujl3fxDmRtqgkCsn+7v/6BgDFzSOkiveEZEAKjafF+Y5AD8R1eHL2BIfDhcByvcGYgMsc211Dux7RO4NAUsxmpEVKlqcIJKYPZDYn8TmTYoI1nscPHmK2A7vlOs5DssD9+/fiLOVoQph5Frcn3HrxFi+98iJOGoQMeCFoTUcXWrToOD49QKYKkUFHQz1ucTIgkoxd05KWBaQJMpMkE4X2nkFH0VUMrtHkk5QsV5QHnukxiMmImo0sboo9fVdiQ/Qe//n/JEJVPli07ZgdFJSTAq017RDttNuhp2qbGElZFCAly120yM3TlLs3b9GNA04QFedZei1oLMsS7z11XUcdhpTMFgsmRUGWJMxmU05PT9HGMRrP+VXFs4srHj97ikhUpPp+u+xzv/2XYLna8PjJM0ZtUUmGI1AURaQrti3aGGazGfP5nNlsds3pTCY5Vd+i9cjRYs7pfEoqFfP5nKOjo+ucvmfPntHXLdOsYFpMODk65d7tO9fDjGEYKIr4oqZ77Nw5hw+G23fLa3+Y57t1LP4K4xz9OHJ+2ZJmBX2nIUjM6Bk6h+kT2k3NvXv32O06/JhwlLxAMiR8+OVXmWYlIUQ8tyzmZFLysQ99mFQp6rFHFpHvLRBIsffDxiNkFFHE5dvnrKJhT/+czbKIq4cYVj0/yujHHeU05cFXL3nnjQvcmGF6yWbZ8YFXP8h6XbG8rFital5/8+uMZkCl4IiwihIxM5RgCF7HQi8MCMMf/+9/E4CqqnDOkWUZbdsihSLdL+jiYIrWBucGtG2xvr/+OZ4RywBSM5kqpuUJSEc21xhpGcaU0QdaO5LOU7J5isbiM8P8RknIR26/fEx5nPLo4imtG3nrvQf0bsSquK1JIa4DN/AWEkvIWxx+b0uQ4EVAHQGqQ4ToKxRcjEGbz+eQBJLDnPnNAuhpu4pMJQQv2FQ9ZBEWUSFjd9agrwS7dTRLa+rooV21FdPDknSisM6hTcdy+Qwlo+TV79fVu6gUnc2nnJycUE5yQvBsdmt2bcP5asnDp+/zke/+LmCfY+k0goFA/AgDQQxY18N+gN1tW46yA7S3eBVwheTkxRuETDGaCIeIVKFySVpKvuNDLzEpc0xv6aqRru2xClSWxDWpHPMwYTopKQ4lrqiZ5BJnB7KFYEh7nq6e8uT8HITDBsfoHS4NyCIKniaJQmGZHKbM789Ipxn5rOTZ5RUyz/AKBjdiMATpmR0sCCohK1NQnqSUqAIObmQUkwnLtUVrh/eKJIXdrseYqAxdHE8ZTNws/6tfyjk6nZNkcHrjiOl0Srtn1M0WC4KInbhxDpGlGAEuBE4WC+4cHHE0jzkDCsGtw+Nr1svJyQl37twhTVN2bUPTdwghOJjPKZOUSZ4yPzjACcW75xc8rVqSsuDGrVtoa/F8M+f4T3P9mSjozkcDm49+9KMcHR1dCxoCVu4AACAASURBVCiOTk5JkgwRAjdObnDn7m2yQqGylCxPmE6La+MnACUEuOhc1uwqgnMx9FVbzs6vaKsI1bT7cIf1ass46msmwTAM9H177YuibfQNf3K2Q497doDM6BqDJKOrG9qmR6iEophwudzQdZrNuuHpkyXLi4qhdWh63r94l14bHDnN1nLj9CZFosgTya3FMbePT+iHhkU557d/97fjoBhB07d7r/b936gUBI1A4kM0AUOEPW5uIDicHTg/e4wQ5hryWK/XjLZn8D3WJZw/3bBd9lydVTRbQ1vHN+rQaaq6p246tsOW+dGUEE09968LCCw+jAixL+r79KZf/a2vAPLaLM0YQ8Bf+0O/+PI9pJCAJU0ECItDE4TBMKLlwOxoQhCam3cn3H61JDkxUAiELBB5wsmtQ0Y3slotEdJzdGuOy0YoLWkB290qWp+OA17J5/ygSFPcB4w7pxGpADnyykcOCL6J/H5pQVq+//s/DQwIZfcAlgQU77/3GKzHupH8UPGpv/wXefb4CW5wsFcLzk7nFGWJbT2+VZw9uGTsYHVVAdHG1ljNe++9S9+3mNDTjxXOaRAhznq8J3jN7HB2fV9+a9rNbDZDKIXzAqky6iE6LhrTUkwL3L5wXz9cR9if8ByB4D2DHpFKYb0ny3NEHmHNQWsG68mnOUGODGNLP7YsDqYE6+i6gb4baHZ19Cufl7RVS7NrGHVPEIZ0LknTyIQqJ5L1uCLkkjZovHTXc5dh6ADBJCl47/13cMKwbTbIwuGlZ7Vdc3B8GOMjgyNLFIioIWjbliIt8MKDtBRlinOBi6st27XG9QnCTEhkSr0FO0pUkpKmCWUBXd/wY389rttsnlPVMfJP60gnfC7Nz7KMqqquPaGGYYjUZmOZFgV3Tm8gQ/SjPzk4YDqdXn/tYrHg4OCA2WwWU6v288HL1ZLLy0v6vkekCeuq5tlqSVZG6DdR6R6m/HNKW5RScvPmTeZlSZIkXKyWXG02tE3HrEiZyJwyCOzY0jU9l1dXCBE4OZyyKEqmScznOzg4QO/xq7LImJVZ5Jw7z8ntFyLEohRD8KyaLUbF3tf4wHQ2wzpNogRZFpelKFOMCYy9jLv06FkvK3QfWJ41CK8ZjWVbaZ5d1vR7NsZmFxjaCX2b8OjxY+584JR/84c/QXEYsKLDTTzf9b3fhZaGcWyZJinV+YackuW6IqiEne6QQlKS7c3L4MaNG5yenpKmM+xeGMNeMRoCBCQBST9GcVVvOlwY49e5hM/94dc4qxsEDmME1RraShJCxlf/+F3auscOBmsEfbAYYQhJh0pGhBzx0mPpEWIEWkJYQxjBxvWalAcEFIvDGfPFBI/kfPWU7S7yp1/77f8Un3bkSYF3HUG0eDTGb/ngJ19kx5pbr95EKkXfaa62Oyo3UPuGdbvEj5p+aHAhsGk1OnWYLDAkBjXPWG53pGGGLj1HHzxGnQhcEoU+9z94lw9+/AOEYJiWBTJ40lzx7utvRBVmCIggSEPGZ3/z/0aSYoOJmLt35EkOXQpjAcaiRccff+63gZxqU1POc45vHxImkrDI6VPFs82OyeyEg8URVbNjVV0RnGfKhPP3liQoAjuQIwRPsGNMhcKDDPzAD/1LAFxcXLBe7Vhe7tisK4Zes5jNuHd6E2E9y+USgL/wfd+DygUQcMJGaOs53YoRsEiZMagRgyPNBVnu2TzbsPnGjmcPnzI7nKBK2NU19Aa6hG4zoHWPR3BwNKdMcvJOUATBmLSI04ylbxiCpupbEpGgzcjR4QyVGG7fPuTghSOOX72JnwZm96aQDggpWV9UXG0aDl+5yfTFU+Q8hskkBxlqkaAmgeIw4eTuIUWeg3WRRTIOeDdiXGB6mGOFpR88UuVksuDRN2q63pEtoHUtk4MJjd7ilOb8iSMLB6R7MyxVxNe5zCbcuXkb0/WYPXYulaJuW4Zeczg/ZJKVKJny7uOnXGzWhD38udvtSIRkOpnRGcuzqyVV16NHw2q7ZrNZ47wlX8zYmoHz9YZ1tYsD1FQhnGWz2tD1cUCsncX/eeWh+xCwwTPoeMT1Ag7mUQF3tWqoupZmHHDakqkM5QXCOry1NHrkvfNzVtsdxnkylSBU3F1loq79hZ+ngRRZRpnlZEKC94zGsNlsuDg/53A642SxINkLG63TsSN47tyoe1QSseBylpAV8cZVMqGpevrWINycYCdUO0PbWpK05OHbT3n2EL7nky9y/94BB8UB33jrKW1l8UZxsd7wqe/5XjKR4QV03rFzI23QaBn2/HLHxeU5H//Ed2PMSIKIEu9gCN4A8VQRu/lI43p+ZBPRPIDB1CgEKI0UKZurAacT6rrBaw9W4K1itVojlaILPRcXS1rbEsKICD2jHogRsRH6QbqYUkFk30gpcSZET/sgCD52lP/T52MHROqxYsT4HqEsCEug4Yt/+BnyXPHWmw/ojaPqViSFpChTJIEiUXR1T7Vr6axBHmaEk4CdeuZ354SZo1MtYRooXyrIX8248723EbcEtd9ydvWQtx98GZl4xq4nEQplSlJ/PybOFCDTDKlmoCLeqdJ0/0hIyxQhBaBIJicMvSC5d5NkokjmEjEBSsXY9RR3puwOe6avHGIHT+c7jm8eRRbS83tRpFgb7SfwA0i7P1FpEIa0VPzG3/vXADg+Pub09JQbN24wnU7Z7XZcXV1dKxWfW+j2fkBlCWDjycm7fXC4IbJn3PXnNQOtX3P7xWNUbtk80QgrKCaerPD0bYvsJ1y8t6FZ9gy7kdRHMY01PTKx5DOJnMDpKydMTjPKG1PUVNHLAZVAvd4ijCSxCaZq6bZr0oOUUfWkB5No/zto2lHT6hGVpRhvIRVoZ8gmKU5oinmKER2DMVgCaZExWZRY6RAyQSYJFkMygflxzm7dIoJCJgGVeYTy3LwL+RSSLICIQe//7X++Z42pnovzK/K05PCoYDabXYuGJpMJKknobTT/e/mFF8mmE8x+UoFMsNpRNR27YYxzv+Bp9Yj2jmw6IS8n7JqWRxeXLDdbZosDkiRht9sxn8+5f/8+5f9D3ZvHWJbd932fc+5+3/5q7a7qfbp7pmfIITkaDjUaLpKs0IIkxomDxEEAW0YAGQkcRIgQw4ENy7ITQ9GSeJMCyRFoJZQjJwody7JkRlYomouGs3Bm2Jyenp7u6q696tWrt959OSd/nDfFCSzIpJA/6As0ut+rQnX3fff+7jm/3/f7+QbB2YP5XSrju+lq387xHVHQsywjLwq8IEA6NsXClDKZTEiShK2dHQaTMUra2K5FqSCvFWVRo4RNWpQUygTXprlhKsyzlMlsRlYUzNIE23FotlqMhkOS2YwyzUimM3zLphWEBK5HGIYUdUm3b7a6SldnZg5FibQ0fmjTX25juTWnowFXrqwzGc/wnAZFaiSM6VxRFoLZPEUh6fTW+YOvfI2W5/KJ7/kAVanZ3znmaH/IUm8dG4f79x+YdokuKW1BaUFtCaMrV6UZeErB53//9/DObtoSIcxNC0Z9srFh0v7eNUUJrRFUbGyuEHiuITIqQaMR4rr2wijkMp1MSOcZRV4xmyfM6zmOsCnqAmuhltGqMH1orZHCxrIFSMXS+WXzdwlxZugaj2bEUWYyMYUmK8z29tqtKyirRDgKi5JO2wWZQTnjseuXiIuZKdi+xWg+odI1ySxifDLGs31s6ZEmOWVVEfYCrFaF06/oXrSJ5ZBwVTJPJ7SXGmROgrOsaa05nL+4TrvfxnYEy+tLeA2XrFgghMuMSuTgWizE/cymU4IgOMMB266mUDnCsamyDM8PuXD5HLVI6K2HFGrOZH6KEpCXOcLWzJMZ0gWraXFwckxdlnQ7Peq6JKkTKiqzIhfGT2mJAq1zpFNRS1Ok/8b//lWyLENrTb/fx3VdEyWojK55PB6fKbqiMkHbGmxhDGWUQIGUFWaFXlAr01+vKZiVEV7D7ADzYYJVWDi1jdSGxzM8njCbRiRxdtZ2qEtNWVSUuiCpEoTvMC/GVHbJcHZKrmpwBVrAZBaRTkuSaUY2z/BthzKOcZsedltSO8ZDUZDS7PmkdYJ2FI1OiBtYeL7LaDrm9PSUKM7IywptWyRljvQkNSWzOOJ4eGIQtkJQKcVkFFMUZgFnWC0ek4mZMS4vexRlRrUQN/zsr0e0l2waYZvZJKVWJiN4NjMtMt/3cRyH4WTMbDbDsSzGkwlpWTCPY2xbsLK0hJSSWRyjlGIwGLCzs8NoNMJ1XZZ7SxRFyZ27b5MVJb7jmXDoyvCM3sXlNhoNLMui3W4bpde76rBv4/iOKOhSSpaWlsirksl0agwp8zkrKyt0ej28MMDxPbKq5mg0ZX84ZDidU9s2vuPiCAdpueSVJtOCrDJA+iTLzmDzRW305lmWMTkd0W02We32WA4adIMAz/OYpQkHpwOK2phkPv1z6yYpCIVtW1SqYP18h9PxMd1+k49+7Bb7BycopZhOZ9Sl4OBgwmSSGO2q5yBswdK5Ho4b8vVXHvDSV7ZIy5Jmp43v+8znU2wslK7oBD6eZVGrctHtNDwOs2XWKG0yOvMiRaCMyE9VC8OMJgwaHB0dsbS4wEwfvsayzJa72fCodUWpFZVO2LjaYhofMRlFOEioIJ4X1LUyq3ynopCJWT1qjcRCqeoM/m/6vjWn25/hx376swabO42oSo3r+Hiu0eOa4mMK+oOX/gdsX6ArA9iazcyqpN3rcef2ayArpuUYLSzarQ6TUURZKKR2SbKMslCEXhddQBUXBH5o/i26ZGm5i6o1fh6y8419iiSh2XFYWvfZfXSfeVqgbIu4TpGhpLvqg0xAa8JGg9rOyesRnV4PLElelUjHRglFlMZI15hSwn6DUkfEyQQhMzYvLPG+993A8yW1BOYa61jBNKX25siWxcbFc7SabaSWxFlCJSJKOQcSkItdli5QOqeuEi5f2+R7//wvUFbmARnHMXEck6ap0e77Pt1u98yhC7B2fp2g5S88AwopzPQAbVboErUYvCZUZKR1yksvv87R9pgyjxkfzth5e8Td17cp85rWagCeprILaktR2pponhNHGWGzweB0SJLmKFUQBg51UZngYyWoF9LerNAI6aE0ZFGOK0MsS+L2XWRbQkvTWrXprIW0V1pIzyarK7SlzINRuuQZTCcmK6FWAqTADjyUDZZj4XgeVS1IE81sWp6JEpIo5+RoQhFbTE9zGn6XaBF3b9lmwbNyroEdVMYroSXT2Zg4jo1fJTMZo+8uMn3HxbVtptGc0+mUWZwQzTP6na7R3Vc1Ddfj6qXLrC8to8uKIk5oSo922CZwA/J5yqWV8ywtLWFZFnfu3GE4HFJVFVmWcXBwgGVZ9Pt9ykUG6bdVS/9YFfj/50MD23u7pGnKaDTizTfeoMoLk9MHZ7CnLM+ZziPyPKfb7dJoNhECQs9B1jlSl1ieMeN4nsfKyhqNRsjy8rIx5liCS1cvsXp+jXPn17l4YQPHNi2HqlJkec7a+iqraw3++18zBWh1ZQVN/c30eiCKZ7zz4C7fuH1IkebYi6TuoijIioiyVvgNyXw2YT6Zc3I6Zv9wyGRUcjKYU9Wa2WxGv79ktPTNgI0Lq5RlvoAvqUVAhn4PyIoF20GAwFAO0diWjUJQvYfjPBgOvmkwEpJaKw4PD8nSgkbQxMKjUqbt4Tk2rvANeQ6bIi8NzxhNpVKEbXYISiuUBgubqs5RKjfhG4tz8pHnn2V4OjDziyDAdQ2lrqrMAGs2m/Gzv/E1AM5tLgMFqkywRI5wBPP5BCEVUTKks+JT1gXSsciKgsBrApKqrglbIZPJBFVoSDTRMCWaliRThVA+unDoiA7JSUQeZSZqr57R3TyP43tUlmaeRAjPYpbPEHYJEvx2SGPFAbc015uoKcmRtkKXBZWukVLghw6FSql0TcMJQdR8/a3XuXv/LVReMJ7PyCcp4weHBAVYXkldVZwMBuRpzng8xvMdPv4DLyDsEhl4htFMhXp3te5YSFtR6YysKNjdNfeGEILBYMC9+/eZjGcGHOW6lEXNP3zpmC/+yn+FFdjgWCAkpS7OXLFSml1mpVLTJhMKLwjw/JC6ttA6x5cuD9/cp5hIJoMpdhOkrbAci5VL6/gNH5VX2MJFlRrP9amqGlsLljs96qImi3JOBkNOTkdYXkC2YMEL6VAWFUVsBobSA7/r0VhpU1klti/J68V9nhlYX02NHxqYmS4EzXYDpEZLE7Hnehaeb1pieVGT5TXT4XxBSC0p8hoLEzmnlcSxzYKlLGr+p58zUlq/scBZWJYJssDGC02w82Q6ZW9v7wy3kBYplVKsr6xSFMVZ0HyUpNiuw2Q2Y3d7m7WlZdqtFtPhKcPBgCyasbrUI4oi5rMZ9UIt1wxCU+NqQ4Uty5I8SXnw4AF1UZ6JNb6d4zuioFtSErgO586vs9Lv8fHnnuPpJx/HtWA0GtBrN+gGHr32Et2gxY3z61xbX8EHxpMxjqO5cX6Za6tt+p5gejoijzOkhrpQpPMMUSt8CzwfbM9iND3l0cE2kyrj/sEhO/sHuNKi61h0GuBYi4RuBZBT1AXCsjg8mpoLDJt4WiOVTcP1SKMxjluxesFHKEGuj/jej36IwcMph1sDfLeJ3w4QDji1xFIOR4cDwzXpNGh3Q7TrUGPode5CXSGFg9Bq0ToBqcGzPCQOrtek1hLzFY88zynKHIFGa4HEM6RKZVOUFvO0JMkKlFOitM/WnRHZRGBbRi2R15ppGVPWNY4UCFWiixjbMgpq15XYtkKrCVrPqYqCRqcPmAHyaDRiPjMPXNezTa6qlKyvrLG2usSFzXUAgr4EnZqVvzVHVyO0zo1Mz68Q/pz96Q4nyRGlkzNXCaUjqF2IdIK37OJ3PI6Pp1jSYCPK2qFQmrgYM86PwanRVU2WlMzigsCVaJVj2ZJOv8/41DwUdC3Bl+hWxKTcZ/XqGnk8w112cFYUhZiBW4LIqFREFM9RhaDOHfYfTlCVoloOmMiSLE7xZYsoKhC+B67k8OCA4jRGJApd1AxPB8TpnHtvv8nS0hI3HrsFWtJpNLCkNmYwB/y25Iv/8CeIkwLpegSOR+AF9JdX8BpNxvOIwWhMmlWMZnMebpugbho1/moXhMSRRspaqQylMoMBAKROQefERcw0i4irmEKB5yo6rkU1K5DKIa8y3FQjC8H+yYCm75BFc8anp8xP56i4gnmBlTvsPTjEFpbhA5UFS60+dVoaZIQUSNtGCbBDH3RNMp6i8mLBUJJMI4OMLsoalGT1wipux0X7Am0VCJmTVQlO4FDVJVWRoSuThDOZzbACC9+zCEOb0JOsrLZxbYnr+Syft/BaikIblkyj2QHgJ3/lEEuCyj2m81O297YZHM9BWIxnc/b3D6i1IV32miHTaE5UZfT7Ha5tnif0PeNi9V0ajRCpagokeVlTV5p2f5lJkhE0HVqdBhcunievK955+AhLQ7PRoEhSdra3Wen16YQNqqIgsB3Ora1hW/+W4nPrssSzjYnGDXycRkgz9PEsQZmnBI5Fr9Mi8ATdToPAd0CXtBrG2t1fXmV5dQkpBa4L5zc2mKcJR6dDcOTZMKW/vEqag+MFhM026yurnFtqs77U5dbNx7i0eQ5NzWRSErbMZDRJ50hpIbSLwCKKYlQlsXRoQpCTfAHZsTg9mTI4GiEtcOgwOMqoSk2lE5yw5OaTFynrFOx3Vz4m6iqep0SzAtfysHFNClOp8cQ3U5fAOD+FMEiAVrNtVtVaIKRZKUtpv+d7jW7dFja2sHGljW9ZCF2T1iWzPKGQBVduXSHouVRKEWeG3lfrwjDPLQvQRrJGQl0n1CpamItM1qm7SCPyfZ/Lly/TbDbZ2dlha2uLwdER49MRaZrS6XTYPzoEIGx4nH/8Gk5gU5YpLNoNlmtBFjMZjdAKToYjbNdf3OQaasVoNMZ1PNK0wA4dsC2SOqf2SrRfU7gZpwxJnCna0rT9NjLzqQsLKW1AE5dTsHNwYuhIROCQljW98xcYHOwjXEGVF3giQBcF2IrWxRb+agBOhVAlskgpshmNboswDKlthfIgn+QUcUGWlTw63sdaDtnZ3mc2SbGlj+810LVgd2eP08EpR/sHgGYan1KqHK1zltfaON6Cothu4zkOSWb6vp7n0Vi0CHu93llL690+eq/fxvUNrbFWC027qrCkQpGDKJFCAyVKl5QUlCon0gkrV1axWhZJFZGTsP9wj8l0RDKJEeOaMsoJlzxcH2ajOVWsydOa8TQhLUqELZEeLK22qOoSyzO7tCxPqSlRdUE1n2FrizKtSZMCpSVxlJClOb7vU1UF0jK7SymlaXN4DkpotIY8K7Ath3iek2cVcZTSbJjknySNsRyT3mQkyCbzc3AcUxWCqtRkWUG9YKT0llpM51MALl26xIWLG8RxxNHBAaEfkKYpOzs72MLisccew/M8dnZ2SJKEVqvFcDgkiiLqumZpaYnl5WXa7Tbj8fhsyBkEAXGS43sBFzc3sRCkRUaz2URKyWg0YmVlhSRJ2NjYwPM8qurdaMh/S1fonuuyef68+RCyjCjPaAY+tiXptppc2NzAFpDMIx4+2uJ4cEgYBma5qgVZmnN0POJkOGU4Stje2+XR7g7bu7sUlWKexGw9esRbb99j//CIz/3uv+QLX/wS+/uH+A7YlmZ3b4fX3/gap6dDTkcnYJmhVK0qpPaxbdM3FljoWiJVQF0KyrIkyxN8L6TfWcfSIVmWMtjJ2N3dpdkKuPX+JziZHPHKay+TVSnTZGpuWKGJk5honrD1zg62krhCLlQdDoHj4iDP+NcCCyksOu0umxsXF5p0Q5IUfJPjIjGvtQZqgaUErmXjuza2LaisGsuTXL5+jfOXN9gfHDCeTtCWIq2mKFlhuzZ1meFIGI32EESU9YBKTYEUhML2HKbxBDBRXUop0jSl1Wpx7coV1paWCTyPWRQRZRl6YWX2Oz65jijVfLH9L/B8hapjpGej0syYpixY3TxHVuaMJ6fkeUmZVRwPRhxPxsRFTKYKMpXTXAqxm4J5PsNbdjh/fZOT42Pmo5girknSnDSKsFwL4WiwMlavrnHhsXPoPKXMCmZRROvSBrpKUFnJ/GQGWUa/16IUFVkeU+cJdZYgc9OqiUczZscj6tEMHEFczMAXFJTIhs/65Ut4TkielZRFxfHRKXlWoSqNqmsmo6OzeYgiB6um1fFhsUO8dvESUkp2Dva5fedNHj58SBEnpHGMJQTn19dpBAHDwQCAO//Xf4e0FfhGPS+F4efUKjNFXceLCMOFHlwqSmm0/qkq0LZmfXOVTr/N5UuXcLtGlhntzCnyiqtPXcRruaTDCU2/bdoOUqBdh9IqsH1Nb6UHjqSOZ7i2heMJOuc6iJ4L2uT8CukiLWehyrLPWkpRPEdTEcUJeZpzsLeHteiZ247EcQ2kTAjLQMrgjJnybsvxXW+E1jWT8cworVouSVEYnb427dTZ/JgknS+ct8Yv0WgGLPf7NIKAMjfy0LquKYuaRtjCsT3arS5SmAxQ3/fPeu5hGBIEgZE4lyVPPGEMX9t7h+zt7tNttLly9QKzdMbp6Sn9fh+lFFtbW2xtbRk3KjAejxkMBn8ceu53RkHPq5K3tx5QqprJ8JR8MmMSZxRaMokzvvH2fdJK43c6FEqwsnGRSrhMkpzTyQxpO2gh8fwApE2Z5Xzgqffx5M2bVFmGKkquXrhIEDRYXl7lAx/4EM89993YjsfW1hHjcYwftmn0lumvnaPdbdBbMf37siqI5zlhGOAFFranjGmmUOha0ml3TQag7TM5TRkd5Ub7Pnd44RPXef77bjEZ5zz37PcyiVKUkvR6fcoKVCVZX91gdXXNnAidYcuCpmfjWCV5NsUWGks6cOYU1RRFxVtv36XIS2zLpSwMQ1sKewHwEotfEiyHDEV/bRWvFZJUCaiUVtPn9PiYL/8/X6Gca4QtsX1JRkSz65MWqQmvUAUOJYIEmCGYg8iQokYJzZWblwHDrTk8POTw8JDxeEwYhpxfX2d3e5skSSiqkrv33gZgmozx2qaHiqtwrIo8PUWIGF3nBF5It+/jtCQnyYBKpPi+yYpNk5zByZh2v0dl16RxhG1pZuMT0lmMXfnGJBXlrK9sIrEonIooG2J3XexQ4IQmf3M2H7N7/y7kJdVsjC0LSj0HX2E7AU3ZwHZDoumUbCeCicKpXchMyDfzjDB3KY5iEAGh28C+pdHnc6qmgTztv3mARuF6thlyU5mkHrtGiEWPnglKRkCB9Eq8Brz2z36KX/r8I6rc9N1rIeguL/PdH34OVddE0xmz8YS6KEnmEf1Ol5//HYMAcHyN55uQFIlGyhrIqdUURIauU4Qo0TqnVgkFOXGSsruzw/R0xNHuHirPkIFN1YOw0yA9idG25mg+oBJgWW1sLQlDG6/rQROayw38js/B4bFht/s+RRHTbAdoD5y+T/D4OonIkYFDLUtcR+LYHlVpdh9r6ytE8ZwkLUmjhIbnYzuStIjpLPloK6NUCbYjDDTOzsnLCK01s0nEfFxQVgVB6J8NNetKsXs0wWu4YGf82j8wLRc3rPnGnde5f/8+SZxi2zanoyF337zDcr/PRz78YY4Pj/jyF7/EvbffYT6LmE3nPNx6ZHbISnH37l22trbMzEia+MXhcHjWd7csC4SDhUWRJEgp6K/2jPyzqvjQhz7E008/zWQyYTgcsrGxgdaal156yXChvs3jO6KgSynp95dNAGua0+30zqSLcZrS6/WQtk1RwXiWcHA8YGt7h4eP9nj77XvM53PK3DC+PdelGTYZHgyYDk/xLZvR0QHv3LvH6ekplpREs5hoZuLXOr0+SJv9wyPyvMS2IPCaC6s0/K9//wJhq0Gczs6GfHluzDrCFoawVkGvu0SV1XT7S1y++hhJHPONb+zyaGeLycmcL335ZQKnjSVt4jiGWuG7HicnJwyHJ8RFSpxGPPPs0ziOnAErdwAAIABJREFUZmNjBdcX9HsthDZsZUsaFsgsmmGJb65OQJq4OQAtFpwVkCgqpXAcj0d7+xyeDFHCIBOOB8fMJjGjUUylJK5n8cFn3s9yZ4k4TlC6xrMcg8+lAkqkKNEyB61R2kJls7PEnAsXLnD58mXWVlZwXZeT01Mz0Gw0cByH1dVVNjcuAnDnn/4cQTNcJB3VBA3HmGCq2Khf6prJ7i5Flpl+7XxGHMcMx0OQYLsWRZaQJglFmXLuXJfJ8ITp6RwbBylsOs02g9MhTuBSezX4FlUyoahzktMRthWSHc+wvJBmp0mz2UJVOb4PsmUjdE00TVBAf3UJP2iBEpRZiu82SOdzcCHXCaISENfkaUEZ1Fgdiw991/upsgK3srAdCVKT5Cm2baGpyMoZwqq5dn0DRInWxsmpqhwvMJ/t0dERg+GQhm+ULJPJhDzPWV1dZT6bkWcZYRiy/egRR0dHHO2bltbJy58maHummAszcJVC4XkOriOQlqFNrqwvg1RISyNRpHHO0+//IHmecW5pnWk8I0oTvNAjrwtaS23wXNKypl7cB1VdUumKLE/J64xc1wjbImyYEAghBFE0Nw5dqRBNid1rUGYxSG2YMmVFNo959GgHy3EQDsR5TlYUJFnK/t6heZgXKa5rUxQZGkVR5oQtj7Dpg6pQyqRkVbpiPB+RF9kiCCRCiIqw6RJ2TCv17/9mxOp6i/c99TiOZXYIruvSarXIKxMm0mo0+K4PfejMwr+8vMza2hr9bpfDgz3WVle5efMx4igylMawwXg8XqjXzHC22Wwynk74xlt3yLKM1eVldre3efHFF5lOp1RVxWAwYG9vj+l8bvANGO/BH2OB/p1R0AUC1/bQyiItKh7s7uG7NkHgEfou58+vE3gOqsxZX1shyTIc1+aJmze4ceMqvXaDS2trWFXO4OSECo3bbNLp9en2XZbXVlhbXyHodnhn6xH33rnPw60d1tfP4zZdVteXuHThHNcvXmA2jNl6eMxwdMDP/cYRAKlOCJqGIV2mEolLFM+opClsWnkMD8c40iUnJhpWeK5gfFAyHVgUSUaIzWM3L3Lr/ddwXUHgWXQ7DSxLkNYluVZ4zQaHx8cooTg5GfDxFz6KVDW2rrj1+DWC0MJCIYWmIKfGUBgl4OBiSwvXkkgBvmMKh0WFKhUWHrV2qTBMFC19JllBYWlyp8QJLQ5PHlKVOQE+Hd+BukCj0TjY0oPFgwU8tG7gdpd47bd/CjDBuVv3H3D/3jv8wVe/yt3777BzeMz+0YDX37hNVdQ8fPiQ/+wX/jlgHjaeI6BKiOMTpMrwhYOFTZ5nUDsUgwQv83BVgzyBzCpI7YRSxhwd7+JpSZLlRNEpvnARuUMhE9pdi8PTHWQDMrdC5xH4muBCD78NQScgEB6Upm2GZ5HWCtfxmcyH0MwJuw5h20X2XOZ+jnNR0rrmIRsuhShwlySrT/eouxlh04PSQmmQ84DoIOLVF19CVzVRWiIxBMvJLKbQhiQJCl1l3H/7NWP8ETaua9PshaxdWgWg3enQarc5GQ6wVY0vBQ8fbeEFHmsb58C2cDyfD33XR7h08SqtoMGP/8rnAHBaCm1HVDoxzl6RUpRztM7xQp9uv8dkfIzlKLwGlOQI2+XFN16jkor7248YHI5pJW3mJwmlW3F/6yFJkeP2PHAKhuMhaQ7g0PADgkYD3XApbUElCmTTI68Vnt+gLGpQirLIqcoMXAccm0LVVGkE0kMIj/F0jnItGstNdOiB51PUCqEdEA7jSYS0POqiQmpBbZt+ue8GdFs+0qlRtsYNbUSgCRse7iKQQsgMPGPWcZslFzd7rPZbhK7DycEhloCLFzcZjKfcvX/f+FiSGHTJG2+8QZYk9Nst9rYfsL11D6suKdOEt+58nYf37zOfxDRaPsPTAQ8ePGA2neM6HnlmHhbNbpc8yXh88wpPP/00g8GA9fV11tbWePLJJ9k7OCLOS9bPbyJdn6J4j8LtWzy+Iwp6XhQcDwa888477O3u0m+28IIGfugzGI54+dXXiBLDs3jtlVeZTCaEQYAlBFmRcfvum7y99YCiVKTTiCSasLu3xTyJmBeA26CQDq/cfp3e+VUSCvYnA/ZOjynyGttyuP/OFjv7h3R7DYRlbPWN9iLZfhESW5TGDlyU+ZlWdDqdGpLjeMzR0RHD3UMe3nnIamsdWQWEskun26S73ODegzdxAou8isnLiijO8byAMAjxPY8sUxwdjUlizXxe85UvvU6S1EjbZj6fE8cxlrSMnfsPOW7evEmr1aLRaFDXNY7lsICaLw4zJFO6plAJQlZIy8jPRqcJh4en3Lj5BHExJ87nhn9yZloyMslFhhNYFcIzPfH/4hd/kyzLWFtbo9MxLrjHrl5jc3WN9z31FNevX2f34IDlc6bfC+AHLo22j/Bq6jpHUaB0iiJHytKsLPOc4fGA2lHszPconZyl8z3clk3Q9UjUnFpb7D6aURYSbSmKNGW+yG0NQo+yTqBhsXytQVpu461prBXFXIwgyE1/PM+pZznxcUog+1iej9OoSOpDqvGQZDAhGp+Q11OsZoGyE5TImZ1MIa+YzyaErdD4HkY1nBS03C5FUpHHBYPjEzOsFhqEwrHk4jyW2JY2afcUFMWEtY0lPvfL/zk/9Y9fZDQasrKyxFK/TzSf89adOwyOj/m/P/c5vvSlL3H37l22t7dRSvHqq6/yO//it0lj0x9+7Po1ZGBR62qBDi5phjZFOSGOT8mSCapMcGxBHM2o0DT6TeIyo3ZgMBmTZrD76ACJg5QueZTSCGyWOyGoGjvwwLXxOgFu4BNHmTH1pDW1XRvcsFRkeUle1AjhYdkOFJlxdS55NJYNR8Z2LbA4c4uvttssd0Mst8ZuWcQYLPa7WOb5fG6MRKUGZZzaSVQwncwWHokax7HxgsUv12cyirAX3H7LhrxQFFVNVhZ4YcB4OqOqBc8//zy9Xo+lpSVu3rzOxsYGTz311JlRaHV19YyqeP36da5fv85gMDj7LN792unpKb7v88wzz2DbNoeHhyilaLfbvPrqq3zlK1+hKApc10VrfQYSbLVaXLx48T3BJN/68S0XdCGEJYR4TQjxW4vXfSHE7woh3ln83nvP9/43Qoj7Qoi3hRCf/Df9bMuyuXnrBtevX+fi5ibXr14jLyv2D4dcunKV85sXsByXVhjy0Rde4CMf/jCNRoPZeEKj6fP444/jNHxwHS5fukIQBDzzzIdwfIeHjw7YPTymyCt+8HteoOe63Lp6lf/gh3+I8yvLRPOY/b1D2r0+RycD/C7YgUuvt0Kja05P4EOz2UDr+qwfalmShw8fng0CkyQxgLGbT5DMU+ajlL3dQ6IkJk5nrKx3aXQDHu5uYbsWSmuCVtNcyEC/0yWvZzgNTapmdJebpLUpqllVcDw8QUiJEiDew0nWWp/p4yfTEaPxkCieLbIY1CIUWy4IjcqEU1iaiphP/uD3IyxNURQUSjGdJbzxjdtUuqbSBcIyxVxIqNQigKFaKFxsQzkEWF5eYmdnh52dHcbjscGCFgXL/T67j7Z59dVX6S0vcXh4yL237gJw+5//DOsXl+ida4LIgIKSCMsuUERInUCdo/OCUTzCWbNp9S1OZ8eUuqDdb9Bba2K3CjPUa5QU/jGb718hz2OODw+JkhlYJW5LkqUxfq/HLI6IopjOhQ1oNpiejrClglrhWCHpUUwZWWQZSCtAqiZ6qJGJx60bTyEti7DRoRpmZOOE3rlzhCtdkvmUbrfLstOBXFErjRP6ZOkMIawzR+CFC5tIWyNFhSWNRtxxDfCsseKTVEZ18fnPf543b79BkWZ4toNQmssXLvL8cx/hk5/8JE/cuMGFc+eJJlMOdndZXVnh1q1bSCX4pc8/4g/+j7+O33NxHHn2MK6KGEnC8lLAhc0+moIsHhJ6NlpkjJIxGJ4htu8QTxOQLpZlEzab9Pt9ijwhiiYEC+u+QhBHKWmUMNsfYhUWwnIImiF+w8Ny7bNs0aoqqWrwuh3c0KHZ8/FbNloYVIFlG7yt7TjMTkYcH+0RdFzay128lo9Sin6/f3bdJ4lRx1RlvSjuNao2eavCUrQ6IciKKJnQ6IT0+l0DYgO2t99ha2uPc+fPE2cJX3vjNfJCIbB55513eOutt0jTlDDkzLU+nU7RWvPyyy9zeHh4hge4cuUKy8vL9Ho9Op0Ojz/+OKurq0RRZDTldc3169exbZv79+9z7tw5nnvuOZ577jmiKDLD2EYDpRSvv/463W6H3//93zfhN9/m8e2s0P9L4K33vP7LwO9pra8Dv7d4jRDiFvBngCeBPwn8ohDij3zUxHHE/s4BSZKwd3DAr/+fv8HDB/cZHB1y/97b5GmCJUBVNUJrvvSFf8XoZGjS5LOcaDKm3etSWRazoqau4dVXXsO1XFb6PaYnR5we7NL2AlqejStcXvnq1zjaO6bdaHEyPOVoMKS7tMJwDH7QYjxOOTk9AODTf2edJDV9MuMwM8aFdx2TjUbjrAe3sWnsu/M04vK1C4SrLrgKt+FTlCW1FpSVZl5OCNqatJhRVQmz8SnXH7/IuQt9ahImsxMqlZLXKQJBlucUVUWlTF/83ePdYq7R7O3vIiQ89b4nqWpDOtTKXPx6oWpQukTammbYZDIfsnnhHKrWWBjEgSEkahDCGIoozx4EeuE2tB0BruKFH3gBgJ/8D7+Hixcv0u/3uXTpEr1ej+PjY752++t4YcD58+cJbIfzK6tcuniRv/Dzvw6A5UOuYtA5QuQELtR6hu3mKCvD823arZCymiObFYFvIVRFPJlytLeL0DmileK2QLkpsp2yd3Kfdr+P5ThoZR5KRT6kGGVku1PUrMZzQpJ5hON5qKoizyKwFeXpMa7vwdEx0XGCil0QtjFnjTNef/lV8tnYmNT8DiS1kaj6FmG/w2Q0YnI6JFjpkqiUeXSE3bPPiJdZHvNw+z5VnSOsGi1KAycrEoKGDW7J4Ru/AMDjN6/TajT4R5/5DH/zz32cv/0Xf5j/9kc/wX/0zBJSG5noV7/6VU5OTrhw4QKeYzE+HfLowRbD4xNzfgNJWc4X3q/a7HxkSlbMmM9OUFXM2vqK+f/rHFXnLJ1bgXxOXVUstzuQpZycDPCbHnbTQQYuy2vrZElJHGVUcU2da+pIQSpQUYFOZiRJwjxKqKsCVRWGZGmzeAiYXXmSluRZiXQltarMIFUItJDEUUGz0UKpiiJPoH43WCY2yrIsM6ozaVbbaRajKPF8B8c18t04jnA9y+z+rBhp5Xz6Zzb5zMundHpNBC6PHu2xurrMU0/d4s1v3GFwfMrNmzf54Ac/yL1797h374Dl5WVarRYHB6ZGfepTn2Jzc/MsK9d13TNRwP7+PsvLS1y9ehV7kd/wrpLl9u3btFotfN9ibW2Nsix59OgRnufheR7tdpubN28ync74kR/5EbwFPOzbOb6lgi6E2AR+CPif3/P2vwv86uLPvwr8qfe8/+ta61xr/RC4D3z4j/r5ayurdFst5rMZ1594nA8+92E+8uzTPHHjKrduXuOxKxdwLc329jaz2YxbTzzBytKSoeTlOedXlrhz5w4vvfoqv/Gb/5SvvXGHIGhxbrXPSifg2fc9zp/+U59ilBZ88bW3OJjMmSuYV5ogEIRhyI0bN6gVvPzq67z66m2+8Pkv83DnbX7rHaNZVbqm2+sgpUH7Oq7ZVlmWAYDZtk2v1+P3v/waVmDTP9dnmB1TuBHaUrzxxhtMJzOyNEdrQ3h7/7PXeN/TN03GYF3z6OEuD7Z2ePa7XjB9a7uBUB41Rq+upVhgFb85/X5vQVe6QumKt+6+aYISLPO+Kej6jEmjlKLTbfLyKy+ys/vIhIFQoUS1IMIIwD5LTFFVgdbV4isarUqCXpP9o10u/chfADi7wba3t3nzzTfZvHiBjSuXeWdri9tf/zrJbE7oeoxPT89gUi/9xk9x6bENUBW1SkiLGVqUeIEFHuRpzOxwQBC61CqiylOKJMW3XFpBSBpHRPGUOClI5ikr62u0O2vUlSYIffyGT5pHdNd6lNMZolI4VY5QMYI5mgRR1YSBjesp+hfX8fySczdXoMyQQUhnLQRvhtdy6Kx6hBdC5vEBWkR4js94PGZ6dEAyPsWyLIRVs35hGa/v0nlsDRrlmTdAa70YrBegahqhT1UkIGuSaM7mZaN2+ul/8oYZmBU5H3vhhbPP+k/82N8CIE9Tfv7HPsnv/J0f5x/8pT8NtWH4fPbn/iK/8/d+gr/yZ54F4GM/8DGE5xrnMRKhSko1J5qeUNQJtqUYnhwbXbrUVEVCNBkBgnw6Y3S4Z+Y1yQzlKGpPM4oj4rwEbHRaUccVIpPEDw4JapdAWggUVZrj2J6J7XME0hdID4q6oMxLLOGRRAVCOvjNAK/lIxb3VJrn5DWkpcFfe7aHpSyqqkIpdZZW5rquiQeUaqE/l1R1vij4KSurSwgJSytdhF+Qlyaf1Q2MzX535wDX85nOZxRVyYOHW8zn8dku4OTkhPX1dcIwZDwes7m5CRiE9Qc+8AFc1+XBgwdcuXIF27ZZWzMRe9vbO1RVxbVr1xiPx4xGI27dusWNGzdoNpvcvn0Xx3HY2Nhgf3+fF198kcceu8LOzg5SSl577TVGoxGj0fiPKpt/6PGtrtD/NvCXeBd8bY41rfXh4kI9BFYX728Au+/5vr3Fe/+fQwjxY0KIV4QQr+zvPQLHZTia8S9/9/d46atf5gv/6kWCsMHe/jH/4nO/h9IWVqPJve0HTIeH+I6g0XI5TWu+/tZDPvDkMzz95Pt59plneP8Tl/nArcfQAqIMplnNF774ZcMsDptcWF5CJhk9zyUv4NKlizSbTZIo4v1PvI/lTpuPfPeT/MAnPs5q35wip9niaPwOl651sTyF3WzQDBw8t0uWW7TaPSaHMSvLq6RpwnQ0YPP8OT72PTdotlbQ0uGHfuRP8uxzz6IsB7/u8IXffo03Xn/EJFOItkt34xyTtOCVr72M68C1y6u4siCwPJ544gahL3C8GssWKC2R0gd8EM5CEGejhEEfrPSXWF9eAlEjpGHB1Mqstitdsn9wglQ9tPLRdk1tZeha4lseT167gE+5sKTHuHaJFAmWLMiYYTUsPvF9z/LyP/pJtv/ZLwHwxc9/nrdu38YRgscuX2Z0eIKaRDzz1C36vRa337zD2/ce8Jm//ud4+cWvnl0HYdPF7jpmF+PWBF5FPD1AJzMQY0QwJZCCcjdnbzAlCLtMpymHJwMmxYT0cAdpzeieX2M8Kpjt3iVspUSjHURVYzst8mGF33Tpb7TprzTJZiO0hMqqUauavA1Or8FsNqXO4HA/Aa9C5fsUkwRbdclVieeukBzNEcJFxxZ5DWoMdtGC2qPMY8o6w2u45OMp0+1Tqj0onRQl52Dn6HKGRUJNSpJFCDSoBNFO+BM/+DxPf+rH+cv/3tMcbx+wt3PE6Szlr/7qVwA4PjBD+pdefw2Ai//OnwfgZHTCX/2PzZrp+T/71/izf+N/4Wf/yWvYvuSD338Lr5kjiUiKCHDR5IxOj4zyhJqyShEqwm845NmEfjckXGmiGhbekgcdQVRFaNuivdZnJhKsDjhNgecrQl1AxyV1MpI6QTq+4bUXGUHoggXSk1i+hddywSpwWhZuaCECid9tYFcVuigoakEVFyahCUlegbYUtZNT2hrlSNwwIC0rsrymLKCqNbbnUXkCq+0apZNTMxwdm9gXHdPsOPza373IT//jtynnKVcvbNAIQl579et8/OPPYFkWtx5/H9QSVeZmdycVX/jil+h2l6mRjGZT3nzrLqejKYdHA16+/XX+4JVXidOSSsPe4Q6/9IufplYVl66c40tf+QLD4Yg0qpimFZ21i3zla7fZvHyTVtshzRMuX3+cx27c4uDgmOeff57T0Yh5FBMELZaXlr/F8vzN49/oLRVC/DAw0Fq/KoT4xLfwM/+wmI1/TYGjtf5l4JcBrtx6WmutWVpa4iMf+QgXLp3D1Yqdnf0z55Xvu3QaTbpBg+vXrzAYDvniy9vMk5p2GFApTcv3aHo2DafPZz/7WS5fvYbrBcxjY1qYR1MCv0ESZ2xsnifLU7a2ttg5GHD3/kP63TYXNzcoSsF8GrO7e8zwZA4vgOtXdLqG0leqGcJ20Iv4uKBpMR1OScqUe68fY2VNmt02j+495K0793jssac4GR6x/eCIo/0RjmiSVnOicUSFIKcgsCU3rt80gxchuXxhA6EVq+vr7OzvkMcRUlfYUnPt+nUODkZMp9OzMGkwbRGBIKsyjk4GoGukZRKRLMsyaTy2RZYlhEGfssxxXQdh16gsw7Vdiiri4c49Cj1H64pep894uodtQVXnSMehu9Lidz794/zN/+0P2NraYnd3l94Heniex7179/A8jzjJWVpZ5a/9Jx/71y6GH/3RH+W/5hcBePLJJ9m5M2Bwd4scjV3boEwfVtcVurCQRQ2FoMojJpMBuphS5RVeqwPNFs1eh8nuDlgl65cukKQ1lCnChmo2p0pCqAW+HVBSQqXxhUTLGrvTQsclKiuophlVOgUXnF5IKWfE0Q52owu5YnDvbfyVPrblEOkMwhTGCZbsUdcCCw/w2Lq9A0kGuIBmub/C8HiIhUKr2mCPAV2XWJbCbrlcf+Yyv/BX/v2zc/T000/zP/74p/jCe87b7d/6uwB89m+ZXdH59XV+8Od/nZ/5ie8D4Mr3/6fE7TnxfM72w4c0goCPfvyjvPHlN0wQxCLVTKgaSbVAIttghei6Ip2egB3SavrMpyPsfkCj28AuXeyGy6yY0q66hKHPSE7RcUQ5TWmf69O5uMo0nlGTgx8gC23CufMKy3VQeYXjOSbQ3DYB8BpBkSWUJ1OksiBoUzuCUmoqAXlpkLWqcg0rSSkoFYFrwGRFUZgBJJAlCYHjE0VzukEbyxa4lovQNb1eg+nEaPSlrLhy/cb/S917Rcl1nme6z86VU+eIDmiEbqARSQAkQRKESJGirEBlW5IlmZYs2bIlp7HOrPFQPk7HHvkoWFYwbVoSZVqBskiJmSIJBgAkQGSgEbrRuauru6or7do5zEXB9Jm1zsxYs+Zi/N9Uda9dVat3dX317+973/fhhUOvUyis0dnVjmVASy5LT1eclw69Qlf/nZhWQCyZQZNinD13iR3bt1Kv1lhaWGBxcYnr921jLr+E7/tcvnSJzvbm7vz22w9yceISHR0d3HLzAR5/7AkERFItGU6dPc2W0VEe+qd/5N1vfwsjg0P88J8fRZUVbtyzBzc0ef6559i4cSNhEPz/V9L/yfq37NBvBN4mCMIM8E/AbYIgPAgUBEHoArh2u3Lt+AWg7//z+F5g6X/0Ao5tI4XQkslw7tRpnnnySWq1GsViEdM0rw0jmrkgrbkcX/vqV1EjEXZdt5vOnm5kTSUWl4jFoDWXQ5Ek2traGB8fp7e39w1rrSgJrBvoxXYsLKuZYNfV1UUqleL666/ntttuIx6P0zewjvaOHoIQYokYP50Iuf/PuvjuV4c4efYMoWqA0CAUBALBJZqSGBtfjydYaEGCuqezVFxirVQmo7VQq5e55903I8kimVwSx9exPR8XGSuwiSUj1HSdF557jupalbVSmbMXLnLm/AVWymtE1Si1epm+vj4y2ebQ5V8oRaIoQiiiyXGkUGoG7SERhAKiFGm2agQPJAfXa8KzY/EEstwc7IYE2Nfs9z7N3q7hlkG0iUQECF1kIUAQXETRJ/DWuO7G7fzeV57iP31gHw/8x1/i2a//AX/5a3fT3t7OM1//j3z9996P7/v8X+/exfBbPsH4Oz/9xns98uZP8LnPfe6Nn7/1R78Iko3SEgdsQkFHwCDwy4iqh6qAXdGhZiHbIY7eAEkEVSIUmre2YzWLpO8RFQSSySRyPIKRnyLZnSGWSSKIzdiGekUnFkmD3zRNCSLYpo5ZqYLrgCaBphLg0jPcSfumdpSEdy3xUiCdiKNFZCIZhY6e1iZNSfKRZNAiMp7h4Bku+DL4PmJos7o8T2hXSaeiyCqE4jXKU+gSSYRYlWkybck3zslvf+knpFIpAHpu+OB/81np2vc+AH79Cw8TVTWKhRU+8vkH+cLDZzl44ACKJDE0MEBrLkelUmF+aZ4P/+oHCRWLkCphUEcWXULsJg9WsFFlDzka0LO5HzUusrQ8h2tWCaI+xWoBX3RwfRPH0nEsE9ts0NadBQ0wGtSW5nEqRWTHQAodNM8C0W9uFEIP36gTlErg+2iqTCyVwPYcUATcsHluRVFEVABJQItHQYHOvm7USISGbqKKTYC7KIooikKlUmk+RggwGs3NhyQ024FO0MAPLRpmlUxGwfUK/PPf7Od7R2p4gclivs7O3TuQJJFapcLEuSvUKzWiEbmpy5dlOnt6mJldQDeb0R6OqfPIj3/EpStXmJyep1YP6WrvIJfOYOg6vuui12p0dreRTKSpVRooisL+W24goirkFxfYPDJMVFPZuX2cVCyF77ps2zbGdTt2MHnpMv293WzbOsbSwhyLCzP8r1hF/6cFPQzDz4Vh2BuG4QDNYedzYRh+EHgU+OVrh/0y8Mi1+48C7xcEQRMEYRAYAV77H72GpmlUKhUefvhhFEVh/fr1DA8PMzg4SGdnJ2NjYxw//jqFYpFHHn+M6/fupVouIwYhI0N9dLRlmJtb4vTZGV46fJyHf/RjfN8nEom80W/r6++hWq3y9NPPsLA4x/TM1WuKjCjlcpkTJ07w3e9+F9e1eOTh71Mtl5iavIKqhHhuk7jzod+aIplO84EP7yCXTYIYIqgh5cYKqC6bt66HQKartY+O3k5yPW3odZNiocIPv3+IuZklurt6mtZsScAJmhb6Wq2G4IJn+81etyhgOS6m56ObNnXHJpbOsbCyQr5Q5GfPvYjZcJElDd9rAjBc3yIiq0iCjCIoIEi4gY/t2IhS+Ab1XZLzsTUIAAAgAElEQVQkBEHCsd2mmy2w6ehsBVEkDJvgY/AQxIAwcCnXCsgyuF4DWQ6IdMSYXrzM5PQVbvrIfUQ2384NH/g9AJaW/vV7O5tuuvGmHv8GAwMDb/z+wIEDvPe97wXgM19+FICVc98mGgPEBoFXAxog2ISBTiqmopcq4II7WyXuKKgeaGqTWpNIJDGrZVRJQvAD8suLlGvLBKFHa88GknISLzSJt0VwsXCF5l+o1xtNc4rT7MGSFFBbFIi4IDcjbA3bINvWgblWRk1ppFtaKFyZozS5gNNwcMsurZlObM9BSclYiomgBgRBc0awftMmAhw0RUBUZMrlAq5nNb9gBZMAHd1YYe9dtzO6dZT3/P7XAfir3/oFPv+xWwG44fo9/81n5W2/cDcf+cP7+ervvIuFhQUuXryIrutcnZyktLKKJis8+K1v84W/+Esa9TqHXn6Rpw49RaozSTyXRBRC/MBAEhwicoiIg2vXCawyy/lp1KiAL/uI6XgzT10KMeqV5qZLkNCrVWzfxvANUEOURAJNkrFrdQTXwzdMJD9oOk1FAUEIQRRAURG98Fq8RwNRlZEiKpFkgmhrFk8ImqARCfRKGSmiUmnU3lBxyaL8Bt7tX1yWhmEQuB6KJGAYBmvFVRRFRlFFRDmgsyvNauUK//S1rTx0eJmHfvAPuH4IvgCOw7694yTTEarVKju272Bmepbt41tYmJ0h9Bxuu2U/8ahCfmGenu5O7rzzDrZt20Emm6NYXGNkZIRkMklHRwdTU1OsW7eOc+fP8sTjTzbjHYKA+YU56tUqTz/1BL19PayuLvP8z37G9PwivgQNs8G5SxOkMjkWF/Ns2ryR9773vczOzr4xe/l51s8f5/Wv68+B7wuC8CvAHPAegDAMzwuC8H3gAk1Myq+H4bVrzP/OEgUB33XZvnWcq9OTnD5xknU9zWyX48ePc/DgQdatW8dKzaSrr5cbbriBZDSG7XisFvP4boN1GwdZylcJxSJ33PkWMskIsZjaBEVrUebmZxAEaGnNkYgnSSUzRDWFer2pC925s5NGvYrjONz+ppvp6x5Ci4zjBzqC1zxN3/nSMB/97SIP/P3zDLVvaiYECj4BDvnCPIlIO14YUNarbN26iWq5wFxhFcfQcIgS2gJHXjyLokgIoYsigiRLeH7QpC2JyrXdtXdNmijgBRBR41y6MokQEdm3/wDL+VUWrywTjyeo1MvkMmlq9QpBIKKIEobvEtAciMaiURKpCB1dOc6eOouiKPi+RzbbQr6QB3xmp1cQFZXAtRGEazv8wMYnIKIpBIGOJIHjWHzgXe+gfaCLwQ0jTdCC3aC9vdnr+8bvf4A3feKP8X2f/3z/fv7ogUP84UdvodbQSex8F3v37OP14uucv3AG/m9YW1t7438gEpOpST5hYKFICm5oARGq5TVCN4YoRglclcpChUAxUOQkaiSKEvp0t7SxMrdK6Nko0ThKSsYo2NSNAM2N4no2RHzi7Qkai2VULUZEi1+DXwv4ckgyFcfzTNB9YnKcdLaF/OQ05allSLbg2Do4UVpyXazVdERLoDxbJy413YU1fY3NB65n4tAZkGW0ZIbJC+eQIhqBayIEIaqmYBpVUHwITCTZQUnKzC3NslPZiSwrtO56D5ZlsXfvXgqFAj944kuMX/kNzjz21wA8/dQT5NI5PvulRzjWdpSJiQkCWyC3P9cMCfN9stkse/bsYWB4iEAUWdfTRUZN8uX7/l8INWQ8CD1czyRAAkRiUkijUUGv1CHWihBTrs1QZPBADEUcvYGaS+A5Lm7QBJfIsoQdKoSKjCtfk5zEYmA1h+wgEtUieGKIaRgICQlRkpA0Fcfz8F0XVZXREjEETcYyTBRRxPEc8EIM3SCCRL3WwDFdVEFGURTiuSgRJYLjGgS+jxD6BCHEo1Fq9TVEyaChr7B9ezcA7d1pbr/zdpbzDfLzy7Rv7ePC8jSJhMrRI69x6/7dtLe0c/78eRLJGIPrOnjyySdR5AiiKFJZKzHQ389Lh4+zmC+Qy2UZ6Gth6soVNDVKR1sbEVXlTW86SKWkU6/pbB3fwNnz0NfThRiRePXwETo6Wnn7297K/f/wLT7+yXtRU3Hilk1Zr7O7e5wH//E7zM8tsHPHrjfEAz/P+rkKehiGLwAvXLtfAg7+d477E+BP/q3PKwgB2XSEC2eXiSeTqEmRmckZArmpTg59l1gg0pJK4vlw6sIlRFFm4vJVNvX309KSpNEwaWlLk4pIPProowxvGqZzpUBUS3D2+Gm2jY7R3pFmTXe4eOkybS1p0tkEE7NLNOoCuj6LaxbZNDDAD554irvf+iZasmkikQwTE7O87Yt/zaNf/g0U1SEbHSAUbQKhwU17xnjtlUsYRZHiapFoIodrVigXytihzeb9/Zw6doUNg4Ms5+eJuzGsmkBbqhUp4zC0o52F/CJXTi/gWTJBaDRBwX6AqjV3zYFjE5OyhE7IpWNT6JaOEzg4DR0wMX0ZX/DQA4tUOgUNHzEUwddAdDCMgHo1Big0Gjp3vPUmXnnhdcAjIitYXkAmnUOvlwgDC98zAQdXsHBdk0jg4FCGjM/V5atcnJvg8uQEGzdvpqLrrFSqb7yXpcIao5s2AfCHH70FgP62TtoO5tiwaZQnf/IY77zrLTzEU6SuJTVuPHgvQYdDGATU50xE28YVfPBFIqkUvgWi4hH4PqEQoaezl5XqKo1KEW1DF3W7iueYKAkVo7aGYumoCQlJkqlXVpEbEp7dhEhLoUtgVAllATSRUAtIeiqK6VMv6ZBQCaSA0lwD0YmjiCpSI4phuKQGkxSX5yFUUJRWQiuKrqyheFFwokz87BJ4IVFVgbqJoIqgmuCIEDjYlgm4tLQm0Es6dtjg4Fv2slIpUFgqkIgLvOeed/Ly4WO0tXezfuMIg4NdJGJJzlw7vzft3sfU5QkKC7N0trdj1nVOHDnKxKsvsfe2gxQKBRYXF/EdC3yXybOnmDh/At8OeNe97+fhv3uQ0AuRCFGIYqETSAYNWpokQVHAM9YIvRotGwYpVSvN9lZERU7IxOIClWoNzUthrziYcQspoSLGowgplUCvgdkAx0OKqni+gyUETSls6BMlCaKGbToIfojkhbiBQOgHRBwXwfXxJAln1QTXIyKKqLIIok+UKKICkhISOgZi4CNoEo2GQ2j4BL6DIxcZH+9BkGwe/KsNvA783jd/xsqOEp5jc/H8cTbf8w7sICQWi3Hs+Cm2je9gemYNy/MZGFnPzMwcL71ymgMH305pbQUtojI9XySaWCMQTPB8/v6b32HDn/0nRjdvQW/UcGwP2/Q4f/Ec2VQWOYSrl1bYMTrKy6+dQghFdo3v4tzZ19BUkb27d6EEIjdtGeOxx56nWq2SX1zinW97B45poaoqP4z9K7zk37qk++677+d+0P/u9ddf/9v73v7Lv0E0mmTyynnGxoYZ6h3GsA00TWNgcD2eH2IHAk8+/RQiAQcO3EapXOXUmePccOMNxNNJDNNlem6Rbdu2UiytcuuBW5mcnKYlk+HKpYu0t7eixZK0d3QQj0VIp2J4joEQwNjYBrZv30IskmRkwwZyuRSSKKBpcUzTIxQFPiM+wB98KMXIDz9BtaYjhxqXp+aJJ1JU6wY7944yc24BWRZZKeSp13VGN4yRn1thbWWNru4WfNHH9m10s4ppm8hKnKnJOeKxODW9iqop17TnIelMkvXrh1ktFhFECc8XcFwXQQA/dJEVie6+Xtra2lktLKNGIjiug+/7aGqEiBpj69ZRdL3Bysoqiirjey51vYbZsFFFFc9t0mwMwyIIPcBBxIPAgdBoasSxCMQG9/7up0imYoyPb8WybSYuXCCRSNDe3s7U3T/jY3/0bZ742u8jfnGAvh/cRP+P97P+kVt56YVDhKJAKp2hLZPj6JHDrH30DJuevpvTBx4h8w9bSWXTDA4Oc/n0JQQ0AkFq0mpMn9AXSaUzSMk4TqVMXW+gphO0DvSxWlrCcz1kWcNtGBBAe7aNSr5IOtcKBLi2TSqVxLJMvIaOHFFxbJNAoonHy69h1k2UVIqO7g7kQMDSPXyjih8VcBHBCwnkgGxXB0bdoK2lk4ZrIucEIqJA0DAJJBvkEA8fz29myI9t3ExpeYnA94nGVFyvgamXCYQGkWSIlgkplldJp9MsLc1x+PDLrK2WOHP2DGHo43s2J0+cYuNjd3HXxU+ykl/kuUPPUa7r+ECpVKK7p4d3vvvd7NqzBz8IGNm4gc7uLhRJpr+ri6H1w2zZMk4sGieWyTF7+SqqGsH3m3FhISEEAkEQAhKhLCFnE3haSCSm4toWoiiR1OJUVgpImozoAlaAFFeJR7UmZUgMkAhwPYcw8JqtFkJCz0NQJGRVwbYt3MBFEKXmzC8MCBwfMQzxHJfQdUCUkGIipmU1E0YDkdD2aZhNG346k8C3LMy6ji8aJGIantcgm1Zx3CqWt8JK+QKL72+29A7v+jYP9/wV9zb+mF07d3Pp0kW6u7vYvaOb+ZkVFhYW2To+hufY/PTxR7hw4RKpZJrRzZu5ePECtVqZ1tY2urrb8TyPFw+9ws6du0CGeCqOElHpHxjEtFxGRno5d/4CDcvG9nykSIz+vi48y+PLX/4yn/zUvZw+c4qO9h5isRgLCwU2bdqEIAj89NGf0tbezdLqKu3d/Tz20P18+pMf//zPU0v/jyjof/qXX7ivY+NuTp48zs037WPzxiHqZQvXc7j77r2Uaz6zi0scfe0EjUadfXuuI5dr4eLlST76sQ9QrdU4cuQ4R159DdeH8lqBD3/47VRrIY2GQWsuy9jYBoyGwWuvn+LU6dOU14rEIhLtmSQnTp4iwEUSRUqFGgtL87iuSeA3Ken5fBHXD5iYPMux67/LxXd9lXsuf4VkLMNSPk/NaOAIIe39XaxdLWOZBoZjMrpplNdePYYqRnBsEyewWDfShxwTqet1fF+guFLHsVwMRyeRjtJo6EiiSDqTpFqtEBJQ1WvNguX7SJJMQICsSLiOQa2ygml7uLbbLOQRjY6ODirlKq4TsLy8iGU1VT6ObdDZ1UWxuEYQCPieh38tVwSA0KWnu4VarUCITUSykASLULIY2T3C4OgQ3/n2A5w6cYKZmRk+9iu/wsVLl+ju6uLswcc4ecs/A3DP7G9hmgYjI8MIQcBb7roTWVM4c/o0Tz74EK293ZQ+cprTB5pjl72vvIPxbeOAyEppDde38d1/EYMIIGr4jo2gyniuQ0t/D3rDwDIdAttCliSkEFRFAS9AL5nEE2kqlSKiIhII15isCARiCIpEYDXAdUi35BDtJjBE0hTKayWMUpWg4YPkE+vMgCSBG+BaNZwQCCTqhSqClqC1t4XaUhXJl/BFl+Fdo1iOg2eYCIFAaXkZz68jEmK7VcBAUGxCocxv/v6vEUmLTM9MccMN+1iYmSUVj7N7+3ZGRzeQSieRBZFYNIppudi2jWkZ7N69E0nTSGYyNBoN8guLrBQKGJbJ8nKeyclJjr74IlW9zpEnn8YKPOKxOEgSl6Yuk0kkWF3NNz0MYdg0HskyBA4hImgKgRTiiyaSLCApChFJxmoYRJGIxFVCx8WazyNn4xgNHQgIhZBAr6Gmok1vhiAhiyK+5yKJTSWWQNhULwU+QeCDFxCTVULbRVMUfFFCjWp4ckA8FsOo6jh1B8kTiUQEbEcnElORBMBr8nTLa0XScY2WbJQQne17e/nEp+/ik+J9HP1gmdX3NWWyHzf/HMexKZVKlIpr2LbPtm1b6WzvYmlpEVEWuOWWm2jv7Ka9rZ116zpYv6Ef03Qolda4evUqO3fuJJvJkl/OMzSynlxbjp889hMe/clPuXzlKgdu3MW3vv0dXj91itvvvBs3EDjy4rP89CePsWVsK+Nbx0mmUjz5xFNomsbmzZu5cOECtVqNdDLL7j3X0zfQxSNP/oxXfvIQn/vdz/5cBV0I/1dCd/83r03bdod/8LXv8/jjj3P7m24jCAIyuV4qa8us5BfZfd0eSrUGzzx/CM+3ee89byOZTFMs15GEJn80HmtBVlQmLl9k7/U7qVVNHE+ksLLMyHAXy4szbBjcwF988Rt88MMfJpeJkk7ByqpHtkXm/KVZhgf6eeiBH/OWt91JV3eU1UIFy4JKxSESSRFJ6nSmWrmhq6kn+tCnLpFOdbKyVGV5qQihyMqpZm9x3007mJpaQImrzFycQlYkVooraBGNRCKOG6qslop0tLZg+w36RnooFJaZnZ1GlkQkGfbduIdTZ84gygrVst6M6dWaGeyirxDQtDiHgYAsqYiiQHtHG57nsVaqIAtRWlsyiJLA4tJc060nBPiO1LRZu002qUiIF1rEYiJhWMexioShicgKouogJjziHTGSbWk6W9uwDANBkojG40xNXyWVSHLlxAnu/exneeZnz6JFo0SjUaxGHb1coa+nh227dyEqCl/7iy+w79YbSMYibN9+HXXDxqyvkWlrp629m6tT00ycOc/hJ45BGAcviiy1QCihRjswLJNYZzuuK+OaAVoyTbJVoZifAgJiySyylqBmVolmI5j1IkMDA5SLFcqlNdAU0GTwPRRZwG00YE2DqkWkM0mo+YgNH7NoE2+JIqc1qqt1MpksakyhWq3iNgKEhkQoJQiUBjgyeAFkRDArIETAcpDVOL7nILKGpoo4bh1BNnDtAnvesg8tIbFaylOpVNg2vpNUKsX3v/E3JHJp9IbOvb/5O9z/5S+RbmtjcMMYg8ND1GprELq8fOhlPvyxjzE1NUW9WKKrvZ2lwhK1Wo0gCOjo6KCjo5uqZWHpVWrVMi0dnZhWyOXzZ/EaNm7Zw2mICGEUX04jBlFUJY0vxnAFAa0lgRqJUi9XEWNJEqkUdt6AtIxNABVItWfxRRtflRF8EXN6Grmvg1AR30C7BQJIsoykyggKWF5TQikrGoIHbtECP0SNxnFEAVGLNK9UGyZRVIxSDWyP0U0D1CwdLRkhGY/j6w6u16C0kmfb9iGOHv0pv/k7H8ELVsl2JMi0x4lEEnx0b9MQ9NgFi5VinpnpOTLpHDfs38JPfvI0ihRD1FRuuul6VotrHHr+eWanF3nHO97Blq39/POPn2qa1wyDffv20NPbzerqKq8ePY4kw7btWyksrxLVkpSXZ9m8dZTB4XV85zsPk0hmufXm7eTzJVYLFZLpNKlcktJygTAMGR0dJQgCJicnmbh8ieH1G8i2ZDl3YYIH/vATrC1O/1zixf8jduhf/9tv3jc4fh2GoaPFk9gOnJ+cYmlhgf6+HobW9bOwWOClw0doGDqL87O0tLTyp3/2/7BrfBNSCAM9Pfz4nx/j7OmTZNJJlvIrTF2d58iRV3j16IusrCwytmkblyanUTWNixMXmJ1b5snnjvLS0bMYdhXB90hHcxw9dpRSaY10KoksR5iamkMVomwebSWmwfum7+MfWj/PDa/+Lq7tYtZs0okMN+8dYeJMnZqpM72wgC+5zBfm2HX9dgorK3S09uLpPoEpoMWylBslRkY6kCI+88tLrCyvMDw4hKQIpNMp6noNURZIJNNYtkk8pRJJCCRSGk6DZovkmr448EMQIJVKoqoqjYaBaTawTY9avUou1wyr6u7tpFa2WbeuH8tq4Hk2EJBtjVLTiwShjhha+KFBQA3fr7Hn1j3svfl6ejrbmbp0hZv376eruwtN01BVja1jY7R0tFEsrVKtVVk3NIDve5w5chhBlqjVqri+z/JqASdwuPTqSyzlFzj0o+9x/NDLnLtwjsNPPc1icQXHtTh9+nUS0QS27RCGMgQhohgQ2ALpXJp6pUboCWCJ+HUPo7ZK50A7HZ1NvbdFCIJPJKGiyBJxUaZWriJoKvHWLCgyAiGe0SCZzpHwUpiWg6AKOE4Dr2ohiTEE36dRqYMrYIUuvuBjlyuEnoQYyETVkMEd6ykVlmnvbcdQGohVp1ncEQgCDwSbqGZj2Tp+UEfWLHZcv5lUe4Kd1+3m+LHjbFy/iWw6x+LSEt39vdz95oMMDgzw4pGjtLd3MLZlC7PzSySSSRzHYmF+ltXLk0RSSVaX8px+9nEuTVyhp6eL1kyGE88/z/zCAjML88wVi0xPXmagrxfXcdA0DSWusLw0x8i6IVbzxSa05V9AKoFE6PoEnotveyBIiBEFNaYiaiJRV6NeWETOxEjHMlQbVdyIjeeY4EuEToiMiIcLnousKm9cOdqWiec7yBGVwPNJJlOookJoOEiihOv7EIZoiThe1SChRVAFAfBRNZWObPYalCNkYW4W/IBAKDOysZ2eQY2RrXFK9bPMTc9jNmx277gRSdIY/OkdHN71D9x16dfRIgqDA0M89+wh+gYG6R0YJBJNMjuX5+zFS+TzBbaNbuauO+7iB9/7Pslkms6uLiRRJQxCRBHmF2ZwXQdNUDn+2lE+fu87qFc8rl65yvJigUpllYsXLtDX2cVzTz3Njp1biUbifPNv/5bNW7aSTKeYn5lhcHCQxx9/nM7OTkzTpK2rndNnT9KWy6LKIq89/WN+97O/+e+v5fI33/jmfS2Do+zbfzs/fPgRPvnJ95HPlxlY18Wtt4yjyoAvMb5tOwduuYXrd25Hci327Rxl987NdHa1UNVdbM/j/e95J6dfe4nbD95Ke64FQy/z1rce5Lod28jFE7R39IAQsG3nZkaG+pmdmOTTv/ZuMvFWujv6qegGI5u2EYtE6OnuolyqsLy8zMjGIeZn57HDkMtzyzwx9CX2Pv8rbBtfj6xKXL0yR6MWxw9dXF2nLdlCNtFKbc3Ecx0Mo4En+CRaU4hxjYZVJZA9Jhen8GMSO3aMMzk5Sao1gi94LMwXSOeyVM0ikWyMaqmMZ/tk2ltZXl4hHUlhmRayoJJKJUHw8O0o1UqNSqVK4PloSHjRANdz8Qlo7YwTSXgsza8RuB51vdKEUAsurrOKREgsIhO4VaIxCzGmM75vE6lUwE8ffwTHBd82uHj+DCura6zklxnsbuflF54hmk6zWizjGA1WZ2cJTJNf/cx/QItEqekmgR9gGRZbNm+hb3A9iAof/vXPkOjqp2abjGzbRluuhbGNG2lJp9m0dYxcS4yVwiyBLSAGCq6kYTkmeDaZVJqIouBhoaQELLfK9fv2cHlyilg0RSQZx/QcYpEoy1dmCQIJN7AIXJeokMZsOCjpKI5nItoejqeT7IgRiAFB1UUWBVRJwXE9kBVUJYldNZqa/1QEuVXFKHkYazq+H9DQG2S1LKbhAiKELtAgGnMxDRdZsZG0MvG0Tak6x8SxE+hOg6nTRynOXEVvVNmz/xZOnzvDs888TSKZYl3fELJkEdVkFuYWaM9lkPAw6msMDwyQzaRwLIOuvn6GRoYoWiayptIzOMitBw5g1uosnz1FSybDwuxV+ob76V3fw+EXnsepFFmdvYSgQiAa4DuosoR8bQ6DGEA2gm/oKIkEjuehKALVtXlQQ7r7+yk3ygR2A0HVIAgIpABSCmJSRQwBUSQQgcBHjEUIJB9VEpBlBcGXEMwAT28gCiF2xSOsOiCJxBIqjuPhOjq5dAQ8C00Ap+7geRZtHUlGNreyUjhHrs3BCWdwvRJjY1u4sjDLr370I0ycO42mCGzaNMDxM2e47dSn+N17ttDyg9289vpxyhWDqzMz7N69k7/56leYn5nGrlh86hPv46v3P8CF8xdxbIttYxtR5JAHv3U/2Vw7ihKlvyPH8888QaVqsm18F1ZD4+SJk+zYNU4q18ptt93MamGFUBKoWRZKupO+/n4yuSzzM/O88vIxfvUT7+EH3/8RetVmauoq8/OzHDt8lMXZBXzX5e2/cDePfOebfPbTv/7vr6D/6V984b5Yz0ZOnz5Lf3cnB/dvZ3p+ja72FqanpllaLlKtmJw4cYyfPf0Ew4ODxBNJjp04QUdHJ0bDYym/wuUrU0xPTpPNJkkkk5ybuMK5CxNMXr5IfnmJ9s5+nnjyOVZXCyQ1if7edo4eOclrr58iloiRyaR56J++x4ljx1g/2DTx9PRkcMMktUqZr3/9K9xw3U6uXLhI7w/v4O//+A4e2/p5Xt7/5ww89MsYZoP+viEaNZ3KWo161USNJohkNDp7Owm0EDWhoCYlVtfmGdu+ntEdG9BiGtVyBdlPsDCfx7JsVCVGsbRK30An8bSK63lYpoXtesTjKSqlMmgWQVhGikewrRAtruIFOsgOoe8QCqDERHItOWzToFJepVFroEganuuwYWQDlbUCkhziCz6Bb2M7ZfxwDcdd5J0feAcvH36OKxNnCWybnv5h9Ooa8/PzDAwNsW/fHl584XmGhvoprCxj6jqmrrOyMENnRxvzi3lW8gtMnj9NZ0crrm2QXyxQKq2iaSqFwgr55QLzZ19n+dIERd1EVjWefvIZzh15kUQuQzqdZWVxoRn8rwoQ6CSySUxDx7aamfBC1MPVC7Ss66CslzCWi7hCgJpsDpjViIIbNo0rfmBhrxQRIwJ+ZYlQ1nDqNpIgNgOeajqCHyMMA9LZDA3LJtvZhh+4eEaDWCKD54Gj2+CGeL4LnokggtnQUTWRwHWQZRBCB8epA1WCoMLg5i5a2+Lk2tL4gkTHul7Wbxzh7oO3c+niRV47dZp73nUPpcIy9VqN48dOMH/6GJNnT7HvwO387IcPk+7u4uLlK8xfuICjqrR1djI7N8/EhQvUGg0USebc2bOcPXGCYqXCez5yL9Ozs9TnryInsiwt5Onp7iaiadiuz7br9pLr7cdcW8ZzLXzPJxqL47o2MSnE9xzSyRi2VUHWIJpJYochdc/BdxwIQ6KKSCauYVSrqAC2j+iHhEFz4KmqEaJqFMey8WyLSDyJ5bgEjodj27i2j6rEERWVWDqOh08iLmEUF3F8i1hERRYFEgkXJWpRtxZZXjzJhvUtfPxTH2J+/iKWUSWbynDwTTfz6KOPslIosGFkhGQ6xwuHDlFbqzJxx6Pc2/hjXn75MFsjU9MAACAASURBVIQy27dvZ2W1wP6bbuSW/bfQ0A2yuR7aO1oZ3TTK8OAQMzMztLS20Nfby/DwRpLJFEODA1y/dxfnLlygVq0jigITl84xdfUyk5MzaKrI/htvZK1SoVKtMzq+EymEwy+/SDqVYXz7NrLZJH09A+SXlygV17jrrjdzdWqKzs5ONm/exGpxlVeffYTP/Man/v0V9L/6ytfvG9h2K8mowujGQfq7+sh1dLE0P0dvbxfZdBtLKxVeO/IiH/zF99LR2UUsEae7Z4BycQVRkolGkywsLjO+ZQvjWzdR1y2QoqTTWfbffBMHDuyhVHWYnl7gTQduZV1nK2srK7ihjOPZeIFHR3snfb19FPN5dm3fwqFDh3D8OK8cfp1atcTBAzdx/fYNHHnpCCODA7zl6qfY9MiHefWmB+i4//10dHUhKyqiKGHoJpKq4UsCydY4ybYUi6t5Ei0Roi0SgeNRLBVxvYCZ2TzzU8vUqwaRuIhtldDiEZRISKE4h27VkSURx/YhVNDLdZAl1LRLrFXF98F3NVyhztCWYfrX9xNPx0kko7R1tiCJTTedIiq4doDrWUgyFPKLSIqP45aarsuggqxVCcJVst1pWrsziFLA4MAAjufQMAx6u9tZOn+SeEsXheU801OXmDxzks2bN3HXnXdy7swpTKPGyuw0w5s3s2lkPV2dbRx5+gl279uDGok12aYi9K9bh143GRrsZnjzGMXiGptGxzBMGzUu4PoeVy9fAddGlH2EUETTFCzDRgzUZpsgFBBkmdBrGrFsx8XzIBKRsVyDZEsST4QwlMm1JRElnxCQBRs1IRKLJfEazQlsKp3CdkMwQ0IhoOEYIIlYjoVnV5GiMTpbOigvl8AV0ZIavmuwaXQTul7Fs0z8wITQIQgtCC3AQJILhGID068RCjaTZ17DaFi0Dw6Szy+xfHWGibNnUdMZrkxNIoY+iixz4OAdCOkUH7j34zz07Qe58c476Fs3yObRUXqGhogkE+iGQTQaYffu60inMxQKBRLJJJKisG54PSuVGrbn0dY3QKmwihyElKt15DCgtFKg5nl4ioyRn8R1GyhyiG3piHgEnojv2JimiRyPYXkG8ZYWTM8Cz0VUFYQwwPMaiIqIElEQhGaSom8YKLKEbxj4loNjOsRVDcezULUITt0g9DzwA3CFZrswk6ZaXqGzowURn5tuuYHyyhJi4GLVqwxtkAjFMrlWqJUnacvCvltuYCU/SSoW4+UXXmLXddvJr67Q1dFJJpUilUoRTcTZvGEjj2/4Ch8q/mFTARaNcOrUaT70oXdRrzf40z/5YwzdYHZmmm3bt7K0uMTyUp6urh46u3pomCadnd2cPHWKSETD8T26u7u4cuUKff29/OIvvZOnnnma3bv2IeBhmQbrN2wgkcrw0stH2bxxhDsO7mb66jz5QoFoROH114+zbXwbQ0ODFIsl3vveewhCn76+PhKJOM/86Lv/PnfoX/zrr9+35mhct2Mrzz35NGNbtvHS4Vc5dvQwb3vrQUpli6npRWzHpqu7m67OTl55+WX+9v5vcvbUSYaHNuB5AqulMt964O+p18v0DQ5y8uQFvv/DH5HLtnDq5ATDwxsIfQFNkqhXV+jp7qJS82htb2nKumJxWnIZrtu5g7Nnz2BZBjfceD2z03kG1nXxplu3UCt7dHT20NnVT3dPJyPDQ3yn/fPceOT3iMSz2F4TcJxIJUEKkSICnmBRqpXJ5LL4ooMWE1i8uoQQKjQaNo2GS0LNoikyaswj1RahWquQziYJ8ejtGUCQFLRogmQkRb2qI4sinm/huR5OwyP0ZPoG2miYdaYnr9DZ1snUuUsUVwu4noNjGcSiMeyGhaS4uI5FMqnheU08VyojY9lzSGKeSLRBIi2xXCrgeQ6lQoGBdf3s2r2DQy88y449N9K/bpCrU1MEns2uPdcRiyaYm88zsnETer1GLZ9npaJz8sgRpi6cB7uBFEswPTPPwuxVFudnmbh4GVlVmZuc4sqJV7E8n4imUCwuo5eLlCs13vWB9zNx9gyBW0IUVPACNClJIpHDaJiARGh74IaYZYtoNIcmSQj4uK6FFtUwfY/AcpEkD9+10WQN37EIQwfLbKqbWltaKM0tgek3I3OjAQR1Eq1ZotEIkUwcc20NQ68TIhCJRUEJ0TSF/NxVPM9GVUQy2TiWUYVQJxJz8NwCYTANoUOiI0siGaOjpwNbt5lfzrNz9x6uTExw4803EW9pR5RE6uU1PNdlemYeXxR59umnwXPYsGET0WSa5188jBRCYbWILCmIgcC5M2fA92hrayMSjbJaLJJKpbFME71eRZEkcF2qKwXu+IW3MXt1mnp+CUeW0dcqePoqSD6+pyPLImFg4odNIAdahEQqjW0aEHqI+PQP9KOX15BDn1CRsT0HN/DwJVDiCslEFE2W8PwmVzMiyzRWV5vyz2vxv0IYoCoyguPhOQau30AMLSqXzmOYJkZtGbtRoDUtUipcZvLVB/nlT36EeBJ6+1oZHduE4fi88spzrB9ez57rbuTk+RO8duoUuWyWnzz6KENDQ3zufdfx+IavAND/w5vp7utj3bp+qtUGl69cZdeuXWzauIF1fevo6enFs02SqQSZXI6/+C9f5IYbbkFUJQ6/chhDr3N1fh7XC2jNZVkrVajXGvT3D9DW1sqLLx7h6tQlPvqRe/j4r/0mP/rxo4hihOF1fbS3Zrk8NcnFixfo7ujhxpv28cKh52hv6yDwQVEE+vp7Ka2VeOG5l5g99yqf+fS/wx36f/niX9/3+/f9JW+98xYOHLiDqZkFIlGN973nHlaLZSYmpjDsJoUlncnQ05PgxPGT/NF//g3efPtBTpy8QFt7N4/+5HHGt2xl796djG5dh2Eq9PSsI51K8fxzz9LV2sXcQp5nnn2a+YUpbtq/n2eeOsKZs2dZWMhjNGyeeuol/u6B7xL4Njfvv5GNI1l+9P0nWFiaYTVfo7Orj7/84tcorNU5dewQe27axd+n/ojzb/0ao099FF232TCygYZexfRNYpkIfYM91Ks1lpeKaFEF128QU1UyLQksT6e1M4derxC6EoZZo1ZdI/Q1zJqAa/gkEzmWS0Vi8SS+7eNZHo5RazJKgyipeAbPcVEU8Dyfnq4eJs9dISLHQRQZ3zrGWmWFer2K5/l4foMgcPE8C0KXQLAwrXkIFmlJGdRrc9RrJfTCArGWdqxGg+lLE5RrFQLPIZ3NsLK6xu7duznx0iHmJye5euE8ZTvEclxWVkqMXX8dt9x8kFtvfxNT0zOkWtsYGhpm89gYN92wh4imkEyl6entIxVJMrRpjD3X76JYXKS+ViCwQjZsHme1UkGvF4kpIW5Qw3MN/BAMo4YSFQgCk3hcJtfSjuN6mHoDp2GiKAqu5yIIIVo0jqPrhIEFYUDoyMiSjKxIZDNZjIZBrdocfkqyihBC51AbtuohEVIvl7DrFRBCFFlCFAJso4wfhrhWA1WT8V2T0HdxXQtJ8vH9Mp67xJ5bR8kvnCfUJCzboZLPs7ZWRmiYeLZLS98gjWqV04efp+gGDA8Pc/mlZzFDkda2Tnbv28f2beN4lsmxF19EiGe4bu8+ps6cZmxsDM/30CSJWqXM3r17OHXyJN29vezYtbPpE5AlojGNWnmNeFTGN00uzizS2dpKLBIhcJ2mQCceYdfunczPXiLTmsO0dUSxQjIOjlHF1cuEdoPQMglMi3KxCK6H7zgEbkhMi+NZJrLkEngmjmtgWDpB4CFrMslEHKNWRQ5EomqExtIifhgSV1RicrO9kswliash0YiK4+SJRmps2pzi8uXn8Pw5Uq1Zcm1plourLCyuoOsOiXSOXdftoKOtnemZBcZ2jZHM5LjrzXfS193NPz74IKsfPMZ9f/c8fT/cz5kz53jzm9/MV7/2Nzz15DPYjsPevXsIA4+jR45QLBa5557b+Mxv/wfyy6sYDY/16zeSzaWolsu8/z1vZXD9KN09Pdz/jW8y0D/M2OgWlhaX2bNnC2NbdvHM04/z1rfcTq61i/d94JeQ5CgrSwt0dLZRq1bYsm2c2ek5ZFkilojyve99j4Zusrg0S7G4SiaTIflfqXvP4Diua2336ck5YAJmBoOcEwGQBHMSg0RKpGjKOsq2sm1ZspzDcTiHjvKxLcuWLVmWrGTLyoGKJCVRzAlMIAGCIHLGYHLO4fsBl6pcde6t+n7cqqv+N93Ve6/ee/fba9Za+301eg5/8NpnMyn60P/8dqfGZGf/vo8ZGxnGZLHy8b59hOJJzPYSFGot46Oj7N/7Gks76qkus5JMwJ49R/F7AtRU1zLnciEWwfrVS6ioriSVBJtVj1gkQiLJc9VVG7jce5FbbtzE5itX0Ll4KdlcAbHaQHNbK3abhSWddZAXs3bpCq6/cQPOciODQ0nKKxporKtl+coF9F0cYHR8kq88cDv2aicef5hdJY8AsOrMrejUFuLJFIYiK4ODo8zNudBqNWSyWSRyOTaHjXAsikglJhCOIEWGQV9EqpAkE8+RT4oQEBDJCkh1SnJICIU85JJhlGYDoUAIuUhCKpFEIlMiiKXEwhHEhSzhUJhcLkfAF5h/UbMp8tkCmUyabCaDSCwglUoxmgVSiQTkU6hVeTJpNzr5FCnBTzztQ61SkJcrWbP9BgZHRhGLxVTWN2B1VqDSmxifnCYQDNHS0Eg6X6C+aQHWiipSqRRioYCEJGajHrc/wPmzZ9HrdNTX1rDvrdcZnpnCZNRw+lTX/AYUQKaW4wuFGRodIRaN4/P4SKfieFwu8oIIlVaLb2qaQi6NRmsgL2RRq6Wk4n60qnmpt2g4TC6XAlkGlcpMJpFEKp9PwkW9MeQSAaVKQszvQWnQkEnniPsjGA0mgr455CoFuVSKQjwxz4mUz+G02pkbGqahow1vMASIyKcy5DJZEETYKoqQSZREgxFEYhF5IQn4EYsCSMV+srk53NEQuWgAsknURSaWrN/KrMeHTCLGbHfQ0NJGXX0NCzuXEoqEudR/mR0334XZYmdudobJyUnOX+jG7ZmjEI0RzmTI5rIYLXqSyfkwj0wq43J/P/3nz5Ahh0qr5ci+j0m6PVS0NlHf0MzQyCjeiWmSiThZlQa1TIzHNUEinUVjMJFERDaXnw+XUCAvkyDNJ4nHZxEKAaRCFKkoQzaZRi4CIVUgF04hzUvJh+NIxSIyoTDinIisy4dMqpoXLJdLkSvliCkgKUAynEAklZGNhFBrVETDHiwlFlK5EIXoBGplHHFRjnz0AsXFElpaq6hrrMZst1LZsACbswSz2UxjYy0f7n6PwdEp7rr3Dh5+5A8cO3Gcixcvcf11W3j0kUd48ZdfwnPbKR59r5ea2hpS2RyVVVXU1tbQ2dnOtus+j0gqI5fLYbZYsNrNVNdW4pmLc90N1+EL+mhqWoDRZMHvc1FUpEcQJOz7cB81lVVs27oWvdbCS/98kS1briSTyfCD736DxUuXEornqaupof/ieWLhIH0XLrBq5VreeHsXZ8+eQa1Rs2jhQsRiMQvbO/D7vKxfvZ7lyxfx4qsvo9Br6D26j299Fj30Rx9/YueXv/PfOEocyJVq+gaG2bxhHZFwkNLychKxKIlIgNtuuQG5Us7I4Awnjh8jGglSXlFDHjGeQJiTXV1s2rieOY+X4cERLl64jMVUhEjIU1SkQyTI2LdvPzq9CbVaycWL/SSiaQb7+6GQx1zsIOD3c+78eYbHJlApTJw/18Obr7yF2arGbjOilGlZtmwtj/31KZzWBhyWEv5p/int27/Je4/fy+n1j1D9wTVI5ALZXA6JXIZYJpAmgz/qJ1mIkRInScTy+L0xZDI5BVEBuUZGNOcjnY+j1IupXeQknA8hUauQoERQqVFrDYgLIsKRKGKRGIVRhN6kIJ8vkIjOx4G1Oj3ZXAapXIpCo0CpK+D3u8gUUmQyMShkiYZCiIQcClmcZGqQHCOkMxMU8mGQgAwpyWiUsYERcuEw6WQU38w0ZZVVTExM4B+fIBOPI9frqaqtxe31cP78WWrqG2lqquPCmdNsv3YbDfXN1NbUUF5ZSSyRxNnQSFtrO6Ojo9TX1WE22fAHw4jFcuRSGRKRBJVaRyqVw1TpoNhUTE4Q43LNoZBIkGhkCCoR9iobc1N9FApBUgU3ghD5F3OigEqpocigIOidRSGoyCYFsskUCqmcRCyFSCZHIohRiGRkExmioQj5XA6ZSEI2EEYsk1LI50gnEoQDUfI5Aa/XC9EAZDOIRXnE4gL5XJJoOEAiFkYiSiKIQohEfnIiP7mchwJhlFoV+iIbxWUlmMx6ook0M94IFnMRUlGW2YkJFHoNH7/8POcvnEehkhMKhTHbiuk6eZzQ9Bj28krKKsoo5LKoTEUsXbICqUSMkEtzsfscFouZaZcPR2kJixY00NbRRn//JXL5PMUlTryRCJm8gFQsI53NoFSpSEXjBOMRMv4ABbGUmqYFdCxZisc9h396CqO1mOLSUgxqHdHIfOmqVCEnmQoDPrKZKfL5IBpdDvIesqkAomwMST6OOJdGVMhhkkkJe2YQ5TIohByBoX4cJjWJlBdEIVSGLJnQIDZjikx2nODYETKBPiLuM7R3NiCSC1w+eZTzly5jKa/A6iijq+soU1NTXLv9WkQSKebiYtrbOjAVFXHl5g3Y7FYy6TS/v28rO4bv59rRB1h25EbUSiW2EjPpbJrqqlreeft9Nl/VyYNf/z7rr1hHwBuguMjAk3/9M5NjozidleiMWlasXMDkpAfXzCztHQswGnR43HOICiJcs7OEonHyBehYuJDzF84Ti8fZsH4Nsy4vCoWKcDhI+4JW+i/1UVVZw8uvvMYjj3yPfftPIJFIicdiVFVVc/liH5MT4+QR4Q2EqayqYGpqiuO73+BH3//uZw/QH/vr33ZWt61gbGycq6+5lkgiiywfp3VBK/F4BKfNQS6TpoBAWbmDdFaEa26Gm/7jcxSZbITiaS72D7Ns+Uoi4RBanZrJiUnq6xpobLQRCMZIJJKMjkwgIGAwGqipKWJ2KkAmmcVhs2FzlDAyMgESCRqtikWLOsinM+QzBa5YtYacKMmcewLPXIDXXn6XxYsXU2zVsaNjnvbUdfMJtt//Cy5f8wmKp6uRyeCDZ65gSdc3SKbzZNI5VBotyUwWc7GFiDeCRCwlkYlRkOUYmx7BUGykIAikc1lkOjlimZxgMIlZZyHkDxCNxUlnkuRjUfLiHHl5gooqOzOTLsjIkUgFEtEgKpUKyBAPzJFKhEEkRkBEfU0VHtc4EmkeERFSmQlE4ilyucuIhAIFuQS9wYgoB+U1DVQ3N9HU1kxDbSUjY+MYTUYCHj96s5ni8nLC8RiDo6NI5FKWLOqgpq6eXL6AQqXgjTff4NSps3j9fs72XODS0ACIJRz5cD/u0VFGR0YIRJOo1AZmplwEfV5mp6ZwlpahNVrIZGKoJCp8wTAmux0hmyXi86C1lyCWSjHbLUilImL+SUQSAYkkj0RIIhPH8PiHERWypBNpCsk8YnEalVJBPBQin0wjEgRigQD5dHK+fj8WJRsIgSAgKkChkJonCBSLUSs15DI58oIcctn5yo1cCpVUgiDNIBISSEURcjkXElEAdYmOVMSFSJInL4hYvHwNLvcME33dKAxWdCYb8WiYqNdFNh6hurkVR1U1frcLu9OGwVzExOQkBoOW6toK+nr7kCgUqJUKmpub2bPnI/zBICO9vaRjEVz+INFUDpvTyaULpzl76BAN7R1UVlQyPjWN3VGKudhONJrA4/FgMheRUcrZuGEDQwMjkAhhqawigwipAAajkYlLF0jJVEjFCgLhAIgllJSXUV5bSSg4jSCkyWcjpHMxskk34CFX8JDPepFIoogKQWKhccRCmGw2QD7nRyoECPuHkcqTmIrleC9/Qi4xRNg3gcIkRWmSUmRUUWSykBTyRLOgdpQgVs8TpZWUldJUVUYkEkWhVPHMcy8wO+fF75ljxYoluD0zPProHzn9ym8A+FbhYWRSMR/t/Yje872s33wFuUKOU11nUchVTE8Hue2mG1i4wMnspA+NWs3dt+9ALFIxODiE1WphcnIOR0kJzz37PPX1jVRV2njsz48Tj8UpUMDpLOPJJ59kz949rFixgnA4SlllKf/5gx9jMJi49ZZreOf9D3niiScI+MNs3/45kmkJmzZtYN26ToaHJlAqlTgdjvnch05Lsd2KWqWi3Obg1L73ePD+r3z2AP0nO3++01zeREtzHRaLlUAwCOkkbreP0rJKTp7oYv8n+/G5Z2hu6eDw8S5GR0dJxvzkEWO1Oug+f4Gnnvwr8UgAh80G+QLRcJS9u/fjsBdjt9uIxDIcP3GMVDaFSmXiwMHDSBQaDh45jEqj5cjRE1gsFgYvnceg0UJeIBAMMD09ycjoMK0t9bQ2LuDUqQsYLAZ0RbCr9PFPn+NLgd/w4YIn+anuMX77tdUArDh7N+FAFLFURDKRQSKSEgyEmZudoqyqhJQ4SV6ex1ZSTCAYQiHXE49kCYcixGNZTEV2srkkUplknoQsG8VSXUxBAWq1lGQsRjyaIJ9OIRYVkCpEJCIusoU0RqtxngMmmZ4HxOAUYqJo9T5y2Wmy2WHyeRcieYF8Lo+g1pFJCyhlKlwBH5NTk4yMjePx+0gkkmQEKdFEgnAwQGBigsrmJswWCxcPH6asupz+gWFm3HOsu2IddXWN2BxlNLe3o1Zr0Wj16AwGOpcsY8HiDuqbGglH45ittnmGyIifO754KxnAHYyiU8swagyMTbuwlZUx1dtL65J1NNS1oFCoEBck2Cx25Eo9xiIzbtcwWXGETMFFPhNCrRYjFWdQqvIkkl5yuSSCkEUkgrTPh4gCSpmYTDSKRJynkMtAPo9ELJoXbFYpoJDFYFARi4Qgm0UkKqDXKiATQSakkajjpNJuMulpCgUfOSFNViaiuqYMqRTCcz7CWSgIYrQ6DRlE5AU5JSVmDBoFwWSKWCaP3+cjm00x099DRqpArytiYmyURCSMSKGmobGRc6e6GDxxmMbFK2hqWcCiJYsZmZzghptvQW+2EgiFMRoMNLQtxOcLYbDYsDhLUShUzMy4yYvEKOQyqmpryOSzSCQKpiemWLF5K0MjA4QTacIBP1NjYwgaA+U1tTQsXExrxyJyBTEjvT1oSxwkIllEIhWZnJiK+kaCsQQiWQKZOotcLRBPeEGWJpOeAXkamVZMOhtArUmRTM1RXl1GfWsNo+5papvrWH3FGiQGG3qHA53BQt/pHtIqEw0LWug/dIjajkVUVFTx4s4vcGrNW2ifakWuULBx4waqqqrRKeW88fpL/PUHtxK+Y57C7Bu/e4N4Isbk7DihUJStWz+H2+di8eJGnvrrC5w7d57//OHdfOme+5DLDPz5z4/TubgTvdnC5OQUL/3zn2zevIVjx47zyisvc+22bRQVWUmlUpSXl9LR0YZcoeJi32Vu++Jt1NbX8Prrb2K12gnFQzz4wLdIJ1KksgKtHW00NTfR1taBSq0hEYsgESCWLFBRXs4rr7zCDdevZ/fuAxzrOsH0xDRtLQt4/ZVXGOo+yre/8bXPHqD/9vd/2HnVdTciFaC6upJAIIB7zoO9tJxgNEqhIODzBgh4pqmprmPh8hZWru7EVlyCUWdgzjNH/8U+vvnNB7jh+s0k42mGR0bJZfNUVJSTzaVxljo5evwMP/jBFym2VuGamUWqUiJo9OhMRbS2thOPJblmcycdja2k02k+2X+Q5StWMDI2gk6lp7W5jnOnz6PS6piaHUMuNVH3wdVUvrWeRyveQmOU8bLttzS+eQVHV74KwLk1T6L4WyPOMjOxaJhoLIhMKkKtlpAVJVFalBQkeYLhEEVGDfFYDCFbQCItIBbPh21ShQhiIY9IkiUrTVDWWEJekiUZTJEMZJDLpEh1IpJBP+VVZQRiPsjFyAgphHyEQj6GRIgikbjJMUksdppsbhZdkRKJVEw6lUNXZEOqKcKoN+NxeciL81xx3XXEUxk0BgMGqw25Rk9ZdSUVtTWYnE6MRiMKqQyRTExVVRk9vf1otHqGhoaxOUrYtXcvQ8PDGA1GRoaGSMbijIwN03uxm+HhISKJGCKJlFg4hHfsEqePfsLInBupSsPIuTPIZWo8My6KKytJp9O4xwe5fO4YU9MzSBVyervPkhIy6IutCEoVJWUlkMsSD89SIEEyNUEy5QZRnlw6Sr6QQavTgiAgFeURClkkShn5WBAx89Ub+XwOvUFDKOghk40TjrgRiVJIxVFy4hA5fAjiAKn0NInEOFankaSQQFDKsZY5EUkUZNMJKspKmZ6bQ28pIZFIkoiHcJRWUFHXiGt6nImxERRaI/bKapqaW1Cr1HgiMRLeIJ3LV5JIpKguqyCSzJAnT4nDRmVzK3qDiWn3HElBQCKXEokncJZVUVvXyJzXw/DgGNP9A9QtXEIqD/FIiCKzFWd5OdF4nLJSB/FEnNKyKqrrWyhQQCwqYCkpx2GzMTE8QHVjIztuvJEPT5xgbHyKuoZmtMWlFJdVkMtLmPMGWLvtWsbcHhw1NRQyOXIFMXlkVNY3YbDYUKplhMJR2pevQqFRE4kEQMjiGRuibc16MlI50USK013nqKxooHXhQvKZHI6yKhpaFlBdV031gnbqquvY9/HHRO/uBuD28C8IRyLkc2lee+mfHHrx58zceAKAo1NZJI9WoFDpuWb7Zt5+bxdiqQyvN4LDWUoknOXKTVdhMOqIJbJ899t3Mj3tY8f1N9Dd24PBbKauvprrtm9nZtbFksWdFJnNxKIxznf3UV7hxG6zMj42RnlFFUMjEzS3NtHT20M4HEMqVbF6w0oG+wbJptLkxSLy4jxHjhzmk30H8Pv8NDfWU2w1MzPn5uSJE6TTaRRS/b+EqduYnXLhnnFz/ec/z3uvPs03Potliw8/+uedN37566TyeUbGp+nu6WVyqzcMFQAAIABJREFUapzm1mZkchmBYBRvIIJaqUWp1rHr3QO8vWsPp7q6WL1iIfFogrFpH11nevnHS69hthZx9NApDu4/jFoj4vjxfVz3uas4dbKbXe8dJBJP0tDQxMe793LuVBf7P9rNkkVtlNjsnDrZw77D+zGaDbS2LuLlF17n0qUeGqvLCUV9yBVFdJ3ppaTcwer1K+m51I9UJcdk0VBVa+P6uZ/ylWuaAXjk3V721j+O59aP2HjmRmoaHUy6BhHkaXRyBRKxiFQ2hy/kx2DSkoiH0WgUFIQkCo2ERDqMRJ7DVCTHXqxHIioQCAaYHR8jOjNDOhglm0zjdFgJBObIJdMEfFPznmghQz4RRSkXochNIZGMk5K6yCT7gRgAarMTsVxLMhRDaTQRzcsRpGIKhRRqvYGxmSC1tY1cutCNIIhQqA2EPdNMDlxibnYGk0GHyWDk1ImjqCUCJoMRhVSCw2TkyMF9VFRUUd/QwKmuUwSnxnFWVVBV24TJap4nOlrUyVWbriKeTKI0GogXBEzFDhobW5ib83LlNVu454H7OH6sC73RQjQRoby1jeKyMuQqDR63jxvvvJVIPAEiCSMDQwjZHKW1jcQyGbLZDOQSFNv15IQk2VyQfHyObMpDJuVDKsmRCE9TKASQi5JIxGlkihzJ1AwqsQ+JNE4mF0Ys8pDO9lMQx8mJoyBEyIuiVC5cTDqXJepyURBLiPmDVLYsRK3WcL7rDM7aJpwVVVgdVurqmhgaHkckFlNaWU19TQN9Z7qxVVYyNjrO8MAQHZ2dRPMFSmvqEcnlCBIxsXSaptY2jp48RUVNHY6yMkrLytAYTKi1CmzFxcxMTzI3O0s4EqWhvpb2pYsZHh1FqVJDNk22kMdsteL3+YgGo4RiAfIFMRVV1UQiEbweD0qNCqlUhlSpx6g3cmTffhRqPXqDjvHxcUYGL+HzuLGVVRArCAz09lBSUc7c3Byr1l3BjNuHVKGiuKSckpoGwtE0sYKA2mBi89ZrMdnKUOvM1Hd0UlCoWbt+I0atjoamRhoWLkBrMBKJxTh37gxn336Ru777Y3a9tYtAKIhIEPDeOg/aC0/ezLM/upkzq98g9qV5Wblfv3iE1gNXE4xFWLpqJa/980Xa2heydv2VTE27CAaCDE54Ka2sxeOexlnmJJbI456LIJGJiMQDSBVicoU8UomYd3e9zdjYNHUNDbi8UxTbzciUcuKJJDU1lQRCSRLpFPlMDGORHrlEQonTjs8zi5AX0MqlWCwGjEYjA4PDlFls3HzjjditZk6ePElbWwelZSbef+d9KsvLyYugf3SQJx5/GoNWSzIVwVFq4+ieN3ngK1/+7AH6b3//h50RsRaZXIFeX4QgCKxfvwqxWIRarUUQJPhDIeqqy1i5soNoPM305ATlzhLq6mrwBaNI5Frcbg+LOlq55uoNjI1Mcuftd9K+uJlrt28jkxNRXlnHkpVLKbaacVjU6HUGli5ezHe+dReI5Hg9HgzGIlasXIZICkqpjo8++oSf7PwJCxZWU+wsJxxOoNMYUMpFrFjsJJ+WcvLIcbRKJZGAn+6e82ieXMyjNbt55Y2X+XnRG7xe8is6jmxjaLSPlvZ6uk4dIBIcBVGMaMxPPpdFIZWTSeUZH58knckhIEEQpIhFUuRyOSMDw3gGRskJUhDmldKz6QxEAiRyCVKJIDopKFVJ0pkJ5KowclmIWPwiqWwPqewsqiIzBqsVmSAjmcgjMpiobWrF5fMhk0uRaoxE5maRK0VEQzEszmoCfjfxsT6S/jnMpVVMnDlOppAhF/RjLi2lxFFKbW01H733Dg2tbaxYvZo333gDh8NOZW0DMy4XZpOZuqZGwuEwIpkSl2cOhVpBIpFEKVeCREYoFMLV20fDosUUxDJGL/Rw4eghzg4NUFffyMzMHDkyyJVqBoeHaV+8jCK7A7drlr5LlykutlFSWorb66WhrYPFnctJZvOk8gXEUoF4NoFaJycZmqFAAogiqMXk8nHIzc5zv+d8pDNhcjk36ZyHTDaB1CAjk/TMb+WXK1l/5WaGey7QvGgRensp1mI7Eo0OqVwJUhnFZZXEEgmiiTjBOTf28mq8YS9Ts7PY7A7M1mLESiVWkxlrmZOp2VksVgvLly4jnctQXlONSmtEqzcQT8VQKFVEolH0egOBQJDpmRn6BwaYnXXh87rJZbM47A4qq6q4fKmfwcFLGPQ6NDotp0+dxqDVYigysvsv/4n3ttNceeEestkEwWCEaZebSCRKeWU5RUV6yitqGJuYwqQ3Yi4yoFRp8Pm86PRaFi7soL2lhYrKekrLy5ApFei0WsxGIxZbMW6PF3uJDalKSTCSpGPhYmQKORcu9ND15sMM3J9jydLl7Nn1FoaSEl5/6F4KD5fS1XWcjqVLcLm9aNRaKirLue4LX+B71y+ids812O12jjz/o0+xomvpi1z3g7/yM/Pz3BP9OTuGvo7P5yWdyXLlpvW88847NNbUMDY+QSgao7KiGqezhGXL19Lf30vHggY+eP899HoTUzMuHCUlpLMZ3HMzXO67THvrAtQqBWqNhmwuj81hx+PxkC+I6O6+QH1dG4GQn3giyszUBBNj4wBc6uujq+skYkHCLTdt5LnnX0IklaA3Wmitr+GVl1/i4MFDNDQ0oFKqicRjLF64CL1ez/u7d7P1c9vZsOkqRkZGqCgrRaXV8PGulz6bO0Uf+dNjO1ds2EZTQwM6lYa66moKZAmGY5zp7sU1M0s8GsbvHaeqqhKTsQi1QkFjTQ0fHzjCiVPdWC1WDuzbS1mpmSWdrRzYdwiNVsvEzCSnz1xAayjljnvvJhEL0n36OEsWd5IIhXjx5deYdfkpCHDwwCHi0Th/fexRdDoVnZ0tHDh0hjfefZNBV5CJ2UkSoThDly8RDbuRi5QY9EW88upbbN26nRMnu9ixZSPnT3djs1vpuXgWZ2k5u2v+hO7vC0lnY6iUYpQKiASGSWXmyObDFBnkuCcGEYQkIiGGUpEllwoS98+SCM1SX2OjkAoiVxbIFeKQD0MmRD7hgcwc2fQMYkWUQqyfVGqAXO4y2fwMda3FhNLD5NIuEBUoaExEplwkRQL60nLMpRW4fV7i8Qgp1xS2umYMNjM15SU0tbYjUaqprS6jqa2ZgkKBRCanc8UyGltaKKttIJ5IEokl8Xg9SNUqAvEM+w8fpSACsVyOSqtDrlRTWl7F8eNH8Xq9VNU2gVBgYmoSo6GIysoa5txuuo8cYtmWLWzecg2V1TU4Kypx1NWCSERdfRPBUJQio462jkUIYikSiYJQKEw2k0SmULJs7ToOHTuC2WlHEMlx+3yUV1TT338ZuUqHWKFl5br1DI+OUNPRSiCXxVBchEInIxkJItPLyBVyGCucqM0mEnE/KrMZe1kZwZkR0BSjNjvIS2QE0znsznJCqTSCICIUiRJPJomOHMB183FWn76N1gUt6E1mAuEoVY2NyGRSZEoFLp+XBYsW4w/4SKQSiCQS9AYDp8+dZdY1TSqVxWA0MTw6Sj6TwWKxUFVdzbJlyzCbzcTjcSRSKfUNjTiddtoWLECpUBKLJ1AqVSzsaEMiFhONx1GpNFyzeTMv/M8Dn75rmd86KbEYUal0WEtL6b7YS21DHWG/j11//A6B289ie2kpyUSMDVddSWlZGXWNjUyMj5NMpsnmCrhmZlErFOg1as6cPk1jaxsNTU30X+onFouj1hooUECjUTO0/7n5jr8xyo6p79LS1oovFGZyxwE8XzjNmjO30dffzxe+eAdPP/0Mh195mQNv/B6A6ev2c/nK9/jSQ69yZvVrAPzitS6qKioIh/wIhTzDly4il0q4fPkyxRYb9bW1FBkMHDl2nJKyMg4dPMz42BhKuYLTJ46wceMaThw9wju73qS1fTFSpZJsOsnhg0doqm4gFo0wPjVC/+VBzJZiKioqudh7mdaWNs6cPkt5uZPG5gp2730flVyFw1HCmjUr+eUvf829934Jvc6AQqbG6SyhsrqGd9/fQ0trNWvWriadyeKeCxAOx0jm0hRyWcYnxli+YiU9PX3EUzFUWhWdS5YyODTKhcN7efCrn0EP/TcP/2GnylqOUqlEo9Kwd+9e3nn/ba6/6QuYLTaUKgUauZjmpmoqqio4drwLjUaDxWygrLqRUCjM5Yu9tDbV8uV7byWThaaWNrQ6Pcl0ggUdS3j8sWe4/4H7CXgmWb1yKfbiYqRSJfWNTUSiEZYsW4pCrmJoaIRbb7mRxuYGCnkl9fWtbN1+DeU1NdiKiygrdpKKJ7nrrh3ExTI+OnCS6275AsMz01hK7KzsrMBqqUBfZKCk1E5f3wBdy15m8ZE7uHbrNs6cOIXFaME77Wb1qlV4PJPIlClS8QlcY10oZH6KDClc4ydQ5KdRCNMsardz6vjrtDRoGR/cj0TqJZ/0IGQmMJszGPQJwp6L5OinII1APo65tJJwPINJX0I0FKUg11FS04itqhilugh/LEnjggU4ShxkUgkEuQJndT2CkKfv/BkGTp6irnMZXV3H6Tl2CN/YKCmZCofDweTUBAaTlUsDg1xzzVYOHDpEQ0sL9c1tNLe1sbCjk0Q6jVSuZNbtxVBkpqKyHI1WRyoDer0Wn89La2sb6WQWlVqHodjM7PQUH39yEI83QPe5btx+H8PDQ9Q2tGAyFXPq1HHygFyuIJFIIZJImXNNs/6qLZgsVkpKSykrdeL3B7FaraRzWcZPnaS8rQO9sQyV2kRNXT2hWJLSynqKHeVEImmKLFaWrlzL9bfeBWIVJaVV6DRaknklVmc1aqOVBZ2dGIrtlJbVsGLNGgoCuENBOhYtYnBokNLycuZuPQ1A9pFygn4fIqkUQSyjtKqSeDxKIOAhmkjgD8bweufQ6rU0NzWhVCqxOuy0tLQwN+fG4nBSVl5OPptBEETIZDI8Hg9DQ0Pz2pUVFThKnExNjTE+NsbF3ovYbHZOnzpN97kzaDUaui9cYObE64x/PY/z1WV4vngOgNr3ryQScHPqTDdXb/8cPr8ft9tFIZPGdfO8/dM3HWfJsesx6PQgCGTyOZpb2jCbLIQjUSwWCx6vG6fTSU1tLeV1jYgk8+LHUqmE7p4ebrj5JrpOnMR9yynu3vk859btIvFwKe/+8ZtM7jjAA4+8Q9fylxjdcQj3TV3sKn2Yh5yvU9bazOllr/wbPmy+9GXaPtlO18pX+S/9k/z5T48Sj0ZZvmIpj//xj8jlCjoWLUKr1WIwGuf/8SpVzHl9bNp4JW+8/jreORdbt15NJBJh06b1WM0mZt1+7CUlWM1FVFZUkE1lKJBn9dqVNLc2c6GnB7fHT3VVDfF4lGAggEIhw+/3MT01wcrlq+jr68Pj8fHggw/y7LPPIhZJsJqNVFZWkEilQCRFIhYQBCkIAmvXreP4iRO0tHWQSSUoLy9lZmqG9vbFKNTzfFJBf5ipiVnOHniPb3/9gc8eoD/25FM7r7r5TowmE339A1xz7bUUW00Ume18sHcf4yMjLGqtJZnKMTg6zcjEFJU1VThLHYjFYmqrKjh94gjkc5hLypn2Bnnqb//kfM8FjCY1GqUGtUhNLp1gxdJ2Lvb0MTEZwFBUwhtvvEwmk6a6tpaTJ7p46ZXXyEvA7Z1DnFfwyO8e4WL3GUSJEIf3fUBtZTMvvfgmVY2tDA5Po1YX8dHeT5ibnMCoEmNyljE2NkckFkMsElNf3cBrzt+geaKJJ3/4eYav/YieTW/zYO5xLvT1kyHDjs9twz0zi0Qkxl5qY/O2K7HadPhmBgj75ne/RSNuerr2s2T9YlauX4rSpKay3sLE3GW2bNuAJxpArNRTbC8lK1IQFSsx1zSi0mnxTE/RuW4zVkcNMZ8Hc3EpgkRGpiDCbjEzMtDH6pWryIhlZDIpOhe2oneUkpVoWLJkKZMzUzgbmmluX4pCKSMaixJPpmlpa6PEWUooEuFy32UEkRyJVM6pkycZGhxCbzLR0bkUrz9EJBRkbHyCoX3PMLbjMMn7hrlx9ntotQYQBFRqFa0tLeiMJmQKNWKJhC1br8ZgsZDJgd8fQaWcZz+MxZL07X2Cuj1XI4gFxiYmmZqcQSWRsOvll0kmwuRyWZpbm9E5nRhNJianp2nraMZqNSCRShifmGLz1u24AyFcc3OYrTb++dTTVC1aQu+lywz2X8BcVsHqTVcRj4dJpZNMTM+y4/PX8+rrr7JoUQdKo4lAOExDUzMqjZbBqz8EYEX37cRjEZqaWwjFEsRCYWJhP3KFmIa6Ro4+vxP/bacZvyfC5PgEG9ev55lnnqH3wnk0+iI2XLkZj8dLOpXk3NkzxGIxHA4Hfr+fzs5Olq9YQQHhX3srYNXKVWh1+vmwk8NGPBZl9PB8Uj58b9+nYA6g/8ciGltqMReXcPJEF6s6l3B4/yfIJCKCd13ksQ/6+aD2zyw7eSP/+PvzqNQadEVmVBo9b7/7Hms2bESp11BSVkoinSKWSOALp3j+RzchfaKJ5UuXsHrtWtQGPatXreLdqj9xbt0uvvu3fbz+y3s+taNr+UsA6Dq2kfrKAD/42z7UWi0Tk+M079tMz7p3+cfRad4q+z2HF/2drn8VGRT9YxEldhurVy5n376P+No3v87E1BSHjh1BLFNQU19POh5jeHSM1vYOvF4ft3/xi2TSGQ4fP47RaqP7fC+tzU1EQ1ECQQ919dW4PbPsP7Sf6tp6qssr+Ps//4FGr2Z4ZISFC9vx+aZZs3o1H+35iNUrV9PU0ETAH2Ld2rWIRBKmJqexFdvZtm0bUxOj+AN+iu0OwtEEQwNjKBQaVBoVyUyUcNzHxb5RVq1cgl6vwjU7S3/vEI2NLYz2DzI6MEh5SSlnDr7L1x/4DJYt/vxXv97ZvvpqNlyxHvesh48/3otGJVBVXo6okOfk8aO0tLcjlytwOMp5++3dNNRV0XP+OE2tzQyOTuLzxvD6gjS316NVGOg+e5Yr1q/CXGRkQWsNJc4yiiwWLvReQKs3srhzGb/77a9x2vRs3rKBupoiFrQ10Nm5msaWxZiNKuwmE1LyfOv7d9NYX4+5uJpnX3wTY7GZabeLqzetwzU9w/jwID//2VdRqYxkMnDscBclTjuTswNU11bygukhNH9bgO+Lp/ivZw9ysOM55E804PG6aGxo5JZbr2Nswk8knkCl0pHPiHDNzFFZU4PWVsKSNVu40NdPcWkpFy5cwORwIpGpSSbjjPVepOfoYVZfez2ReJbx0UkyqRwdV6xDjoBrepQN27aSQcAfCiGTKhno78HmcFJdVUM0FCUYDHPm5Fkqq6s5f7qLvgP7UBWXcsXGK+g+18XY0VfZeulerFY7l/v7aGtvo6auno72hYSjcZQqDTX1DTQsaCcYClNUZKS+oY7qmjou9PSRTqYZ7O/Dd+7df5t3/4/V5MghEiTMTk+iVCvRGY3I1UqWL+zkkV8/xPj4OI1tHURSGS50n6W1tYVQwIf/jvNM7DjAffFfsefDD9l01ZUUGY1Mjk/xhbvupH3pUgpiMcV2OwGvD6vNxq5Hv8PZK95jaPshwndf5PiSF5m76Rjp+4dYfvZ2HI2NIBJTEImYO7WL0F29OF9fxfDIOA0Njcg1RrIFCTXV1bz91htoNGqOPPtTjC8sZWp6Ct+tpwAYvGoPrhtPUvn2OpKpJNU1DYyOjtDa1Mibv/82Dz78FidXvMLd2d/Q0FTHo9+7Gb45Ad+aInTneRK/s2M2m3HPzFJcbKS8ugyboxS9wcTA5T58/gD+ZIbXX3iBilInh/cfoL6ugea2DqLRGGarjYbdV9K76QMANn/1N9wV+Tn7Wv6G5+YT9G7cyzUj96NWKshLpBgsDm646XPsa3mOD2rnxagXHNrGtx78GpdHx6ioqWfW5WLZ0iV0nzlFJp0h4A8SDQcZGeonHInhuuEYY9v3o3xuEbF4kmAoxtnubgaunLfhxrkfsudfbf/4mU841PE8AKmvDLDzhaNksnl+fMMizq9+g5518+tk1fm7+EXRY4j+WE7Fa0tYdvpO1qxciclgoL+vh7VrVqPW6NDpDNjtTry+AKl0Fm8syNScm6mZGbL5AjkKrFi5EGeJE/esn22fWw8yGWq1nJq6OsKhKEajGZvFitlUxODoONffcDU95y/S0tCC2+XCZDPx05078cy5aG9rw24vxu/zMDk9xSN//AM33HQDL7/8KgppjpPHT2E12+hoL+ftN3bx4Yf7qKutIZvJoFUqCfmDlDpLCQVDyOUK9AYjZVWVHDhyiNXrVqM1FaEy6dnz8tN868H/uyqX/yuR6P+vDplMTllpBTIx9Pb28tX772NifJjTZ85RbLGzaNEiZmdnqSh3UlquRqPRIMoLlDoreO65v1NT3czw0Ag+j5tYOEJVUzlGg47uM2cZHR9icmIDfb39XLv98/T0XaS2thadTiAPnOkdxht5jys2bOTY8S60OiPHTxzjO9+4C41GjS8c4sOPjmKzmLDaali1eiVj48OkM1EKFEgk45jMRTzz7Dv4Ax7u++rdWCwm4vF5PVS1Wg3A5Y8eA+Bnd65l5Z2/Ihjzk0knefHX9/Ai98DPYMe3HuOt398PgFB6Bb/85c9weT0Mjg/TtKAVnVyMrdTBwRd+BUDbNQ/Q0rkMe1kpgiBGbdCxZNVK0jI5mXyBjpY2Lvec5dzZC9hKy0mnU+QLAslCns7lyxDLVEzlJ7hi4ybOXB5AUMm56e470ShVXB4eJRIKcPateVKjf/zum/zoib1cddVVvPLaS9x26xd46dVXcJSU4fP5mJyeIpmGFStWcOrkcex2C13nzjN7bN6z0tRt+rc5NzZfTUATYOOVG4hGcpw+fRyZXMJ1//EfnDh9jkgkwvYdOxieGOOd382PyYov/jft7e3se/q/P23n7V3vsnnzZk6cOMHA+0+wrv/HHDpyjFyhgMlWzKEDB8j2fQTAz/9xmMHLl+jt7aVtQSvP/uxeGrfcRx54efeX/te12dTYjNfjo6axmQpBzPSki+WrlyGVFHj6J7fz9T+9xx+f38qt//0sA/+65/5HdvHYNz/H8PAwve89zrF/nR8Etnzp5zz65A4Ann76OcrLiuG/4KHXTvOf/7EYgDMvPsSZf91z24//TGt7G25vGIlUwdp165mYHOe133wVfge7OchPn96NVKHi4MGDLFmyBJ/Px//ct4Uv7nyOSDKBoczAD29a9m/P9cHePURDEeaOzYc3Cnf+EP5zPYx8AkAwEOaWtSto2XYT1fUtbFy/AbPJwOClXmqqqvjZHev+rb3/eaub7+9oZ/cfvg7Asrt/yYmn55OZ33/iPYJaPw+9fg6ZJM+371oEwD9P+7h1sYn3du8mEonAPfC3w1Pcs3peYejsuTM4LAZqqipZ0tHCP17bw/vvvst9X/kyZNOcPnmKnEhMa2sbfr+fRCLBiRMnuO/Bu3nu2b9jtzkQBDGlTifvv/8BXSdPY7WUIz+ooLjUSN+5C4CINWs3kYjH2ffxJ/i8bpavXUcq2ca6dev44J0PsNkcFJIpvJ45brrxZpKZFFOzUzQ01pHKZFi4qIPu7m5++JMf0nfhFHfccze5bJ6TpwfYcf11bLxqK4ODA/T1jVBbvY2LvX3kCyI2bdrEhx99wvXXf57e3otMT01w/MRJJFIpPX0XiUaj/+ua/H87/n8hQVfdtKDwyKuHCQZD7P34Q1QaGXZ7OS2NzfT39JJNx3nnvTd5/KkniCcyhAMJuo4dZd26VYxPjjM6PM6BfUdIJWI8+I17yeRlpLNZBof7qagop6y0gtHhCYaGhli3YRUlJSXIJWJCoQx+X4CjXSe54/ZtvPbGYRzFNuprHNgcauZm48hlKnoHemivqyAvUvLi6++yYuVS4vEg0VAEmURNNBJjz97d3HrbTTjLbAxfnubyQD8rVi9iesJLRXk9g8P9RAI+HvrqFgBu/6/nqK6s4L/uXMc7PXGubVVRf/XXuPzBn/7XMfrhEx/zyUcfojOo+fBfgFa55nYUCikgxmK1c67nHHaTmav/4wZSFAjPeDBrpBw/1cXqDZuYnJyikMoSTAQZGpmgY+ESjhw8SDoeQVtsZ0FzHf098/W+wx8+A8DSa+/j5Dt/+dSOlqvvocRuw+sPcOat+Y/Uqlu/z5YtWygIci4PDZJPxvB4Zqmua+Av37sFgLt3PsPTO+8CoGbjPTjtxaTTKRpaG4nFQSUrcPjQAVLpNAsWdiJkIJmM0rm0k4e+spW7fvcOz3zn2k/t+Mnf9vDzezZ/+vu541PcsXweCG76/p/IAla7jYGBAT5+fB5YvvuX3XjdLpqbmxkbHcZgMPCLe+fn49adT/PPnXf/25jf8d9PsaB9CU898zQ2pwNDkQmJWIpSpeDtt94kdPJVvvPEXn73lasAqNpwOyP75j3P9hu/h8Nq5oM/fY/vPLkfcT6DxaJnYmyMR79946d9fP7bf+KNh7/Go+8N8ODWOirW3MbYoRc+vb7l/l8gFosRSzVYim3Ewn4CPi97/vIjvvSrF3nyh7dQuu42tmy9hie/c/O/2X/v/7zCgo52vF4vP71lJZ23/YhTL/zy0+t3/fJ5nvnR7f/regN48OFXcPsD6PRFpLM5ent7seg1LF2+Emd5FfesnR/vHz3zETlBzKzbTS6Xw1FczG/u3shDb50lEghy6dIlIpEIW7ZcjT/g4Zd3bPh/7PP1njAKhYKBy4NcOH8GjUzMimWdjI0O8uG+YyxesoStW7fy17/8hcH+Pn70051YLRY2bNrCbV+4g4rqKjZe0Uk8lkcuF/HUk//A6XTy+Ruv4Jln3mJ8zMW127chU4JOrcHjCzA1OUex1UqxUcfk1ARWRwlWs+lfNBlhhoeGyKQTrLliPW++8y720nIOHT7AV+++h7Pd3UTjSU6fOsOGTZsoK7Nxqa+fo0ePcv3115PNZXjx2ecwW4tR/R/q3jM6qiPb+/51q3Ors9RSK+eMsoQoZ5rpAAAgAElEQVSEyMJgjAEDNgZ7xjnhnNPYM9jjOA7jcbbHYZw9GGMMmJyzJEACZZRzbLVa6qhOzwf59b3zzPW9d9Z63rXurS99Vp1dVefs0+d/dv33rtoKBXfdfTf79h1k5syZnDhxgoKCAioqKggODiZYoSA3Px+fz4dELub6hdl0NF74l1LQ/Y8A9JSsvMAfP91Fd28fF+prmTV3JuEhkUiCxLidTlTBMo4e3c+Ea4ryhYsIuP1UV1ezdGk5k1Y7Z8+end4rWxLEhHUMh1dAb38/4xNmMjOymDd3IVu3bKe1pZHf3rAem82G2+Gj9vx5FswuIjkljeGhEWxuF8NDoyQmxXO+sYaUhBzqLjSQm5+C3TJMbGIGH3z6NTa7lVtvvR6BH378YSfxcQlIpGJsdivxiTFM2YWcr62mpCwfbXAYzRfbefW1l/nL638iLimSEqOApz8+wB9vnv5jP/T2Tl67+7L/UDfv7apn8w87OPDhYwB8dLCdWxYmALDh5b/z3mP/Bg6qwjUUpGdS3dLKZVes5GJNHWe//xoiIjBERnHpJUvYuul7sksKOPXpRgAkmSt48J47mPKANljK72/89ZcNYP2T79Lf282Rz1/6pS5x8c0o5TJ0xkjEYjGj/T3odSoOfvr8r/Yze/1jxCUlYDAaCAmLY9IyRG9HGzK5HGNYJPsPHGH1quU8ec1sAO557wDmgW6+fvZGAF78+iijlkleu2vZP/X92yffY9JuY8VVV/L2228TmPJQveVNrnv2c5QKKW0XW5hdVoouREdYRAxr80J+9Tq/ON5P//AIAolw+r9lsxNAyOnKSk59/Hue+eokckUwj67K/qXNve/s5M27pp/nXa9/R0vnIAGfm+z0JKqqqkhMySAhMY2n1xVw/R8+5bNnbmTDKz/y3iMrmbH8LmSKYKr+/jIAL286yb59+4hJTOOTx6/+D6/xuuc/JyLSxEs3XMKftpzj9OnTlJSU8Ojq/F9k1j79Ec3NzZzf9ApPbTrHc2vzSbrsVnxePx17P/5F7vH3dxMTF8edl6YBsO7xd/n2pTv/YbzN1aM4pgJIRGIuVJ9BJpHgCQQIj4pErVYj8Pmxu5wIhEL6evsZt1hw2SZJSk5AFxrKLXPiWPX4ezTWNdC04y3u+cuP2O12srKyMJvNrF49n8/+9gNOxwQZqSnotRpqqs8wMGAmOSOLuOQkRAIhidExNLY2odEa0BlCeO6FlygsLEQS5KO4qIS33nqbwoJirFYrWXnZaDQaKiqqUCuDyc7N5MjxI2zdup1Ll64gPz+fqFA9hw/to+JMDc89+ywNdbXotME0NjSwaOECbE4XPoEQWbAaj9eNSiLFbLGwd/9BFsxfiN3pRCjwIZaISEuL5dNP/k5JSQl+1yT+gACLdYKY+GSkEhltLReRSqXodDo0Gg12u53jx48TGhpKYX4+x48f55vXHqWt8fy/BOj/LcpFIBB0ApOAD/AGAoFCgUCgB/4OxAGdwNpAIGD5Wf4J4Oaf5e8NBAJ7/rP+x63jeDweBgcHKZ45E43BgFIBXs8UQ8P93HXvczz1+ydZWpjN3p0n6bzYyBWrVmBzubG63AyOjmEeHcJqGWPDhg0MjY5T29TI/PkLkcuVmMcmSE/PQCjw0d3dTXFxMccOnyImJgazxUKBTkqIKQqnA/xZSdQ3dLPksiUcO1DN5csWEhUBpyrddPcOEx2byNBwP2brBIUz4sjKysIUHoFEKqazq42IsDh++nE/Y2bL9Ob6cjFNzQ089NBDjIwOs333LniWX8D8nte+JzEzgTk3PktBUREGfQhPryuiaO0TVG16EbvLyTXXrmf5D5dy/6oc3nn3A1g4rbf3Xn0VHoObX/qejx9fQ/nceQT5/FyxYgU2txupMIjSVat4cuMfWJ6h4iu+4Vrfp3T09f6i+2VLlyLw+1HrdJytOAk3wiN/2QRBIoLEUjrbWxEJIDVjBk9ft5DKiiq0Bh0Af95xngcuz6HtZ0B48m9HGBsbY3igh4OfPs9Tnx+gp3eQz568FoDHP/gJb5CEV2+5hEmbDalUyojZTLAhCrFMysDgIF6vdzpKKTeHJ6+ZzaLb/4hYHky3vBudUkLK4lu4as1KkvOTifb8x8bIFStWEJ8cwZET1Sxbvpyh3j6qgZT0NKwWMwsvWYTPM8XY+DiTbg+v9pzFZXdgMZsZMY8xZ8ElbNu6me2vP8DWrVtR6fSYLSPERZmYsI4xc9ZcGhuaAPjDtbN49K8HWffUR3S1X+S62+6mT9fLC1vOotOqscZa8EtUGNRK9u/ZwYMPPkhTcxtenxuA8AjD9LN8ZCUAHpEQw880HcAXX3xBeXk5O/cegcen64SZi1k4r5T9707Tq1WnqxAKfHADiKQSMrNn0NPf9w86CQoKYs2aNZznFRRqDQA33HADFouF1/iYe97fj06lYNJvpqWzgxte+Z6/PbLmFzD/64E2bi1PJO/KB3jG+wwb7n6YEfMYiKV4PFNkzMhALJcjFArZtX07ZvMomTm5SOVqvvr6G0whenxeF/PipmdEP7y0AYDNZy0ol8o4fPgwGrUSg17DwQNnuGL5pXimpqiuOcfgoJMrr1rH9i1bychMo6alGX2wnjMnq+gd6WHlqjVInE7y8vMpmz2bceswISYd9z/8MBcu1JGYlopGq8XtdbOwfN705mRmC5cuuYySkjIutnUzNDSEGB+XXX45V6xZS8WJKubMLmLcMkZJWTGOKTcKVTBTbg/7du4iOycLgU6HVCplxYoVvPP2u6xdt47De/fj9bupORvK2MgQIWoDGTNjGR718fIrf0YfFsn4pI2WlhZKS0tpbW0lMTERg8FAsE7L0JiZvYcOsnrlcj55/t7/DDb/w/LfstB/BvTCQCAw+u/q/gSMBQKBlwQCweOALhAIPCYQCDKAb4BiIALYD6QEAgHfr/Wfmp0feHvLcU5XVZOamU6QQoTTMogQMS63jym/D7lChjhIw/ioGY1MgN5ooPLcOUCC3TaB22WjZGYBmRkJfP7Fj8TFxeHx+XC7vIyPO7BP2Dl8cCd33HULhYV5bPp2K1qNjtyCPNo7u3C4pmhrb6cwN4/+3l7Kl85nYsxFe2MdWRkmEGk4frqWN9/7kAXzZyIW+rn1xhvo6RmiobGFcasFsdBLwC9DqVCD0MvshTMRIsY64WRkuB+DToveGMblqQpW3v8qP77xMCcHAwwMOwCwjI/hdLi459Jkvjtn5ap8DXvaPfT2DGAyhnFZuhT4RwsQ4N539/HmnZdwzePvEh8dg0csxWAKRytVcOLIPo5VnKZj/98A0BWvx1I5HWHw1Genee76f+RWAb463cGR4ydxORy4nHbiomPQaUN44pq5lFz7OKe/eok7Xt0MwiDef3CaD15467OMjk9w4btXASi59jHiEhKRyJXYHE56Wpu49bab8QTE3FWe9MtYl9//MsGGKPxeBwlRUZSVltLR1c35phY+fmgNAPe9+xOxcSns2/MT8+eUYhkZZHh0jE+enrbWVYWrmDzzAw9/vIdXb17C/N8+SW5uLu6An/auTmprztN/bPqeX95SxaRtgpqz5xAK/BTPmY1MLCEQELBj6xYkUgXX3XQ7ne0XeXpdGUXrn6Dqmxe59N4/kxgbxqyZJYxYrLR3D/LmXdPg9MB7u+lqa0Xgn6J1YIR169bR0tRMUVEBH77/LiMWGxtuuxUBXn744QeEIgllZWWYwkMwjwxxruYCe99+4lffv6yVd/HHF15hVaYCgDv+8j0RkSH8/sp5v9oGIPfKh6nZ/Cr3v7eTNzZcxk0vf8snj6375fyTXxyipbGJ717YwKdnJ6g4cZiRvj68BIiMS+bdDdN+j42f7iE5PYtrSyL/of+nv6pkoL+H36xbzcDAIMNjYwCog4NxTFipaWhkwaIl9PX1YR7sI+DzEpmYSLjRyNoZOrIuv5u6HW9zdCDAY488SXxsDBfq6rnzzjsJlonZd2APSqWSeXPnUlyUQFeblVPV1ahCQslKy+T00VOYYsPxeHykZyaxfds+pFIpgyP9XLFyNQMDAzTU15OYmMiUx4tWq8VsNtNc30B7Szu33HEz323ZQvPFdnQ6Hdddux7L2DBD/UNYLOOsWrGSxEQNh46dYf/Bw5QvXIRKqeT+u+9j1eoryM0vICY2gbAwHTW1TVRXVzOvuJTB4V6ioiM5e6aGsllzCTXKcHv9eH0Ctm7fTensOQT5PQQFBTE0OIJcLicuPoaewWECgQANDQ0kxMfz8oY1dF2s+39vof9KWQnM//n4M+Aw8NjP9d8GAgE30CEQCFqZBvdTv9aRw+FAG6JgeKgP89gwkbFRBHwSBgZbqa+rRatVMG9OGTKlD8vEEF9/9j0L5pVTvuhSvvxmMw7HOMODbchFHuRSKWUzC9m9Zw9padkkJadz9ux57G4X88rnYrM7CQAzZ82EgA+bbYzImCiOHT1JfEwUcZGhJCZFMjAwgkarIzYtkcFxC+GhAQQ+IW++/hJFeWG4zXZ2Hz3FsMVFU3sPq1YsJy0hjB937GPZZQvxuNxMuvxYHC6am+ro7+thxowZpGTGAfDjGw+zrXGMU51NtHf209TQgNs1xqOPTJthV+VPW1GHj51AEBCzZ+du7gv/nnXrV9OU0/2L7m7783fYvRYAvn7pTi6/63l+c8NNjE1MYh43s3f3NrJyC+j4Wf63193Am0yD28nqCq7t/ByR38fVa6/g7KnT+Dwejo8cRCKTYrPZEAHWCQc2zzgAp7+aplpqGxqJj0/45ToO/vX3ALyyowa7dYLujE7SsrLw+GFqysOW526hile5/c+b4N+xOjveeOyX4+yrHqaptY3KilNctmINKcvuQKtR8pevl/HKtlpmzZ/H6YqT9Pd0kJqS/ku7yTM/APDqzdNc9t0PPsiV/45G2fCnr1lS/SZX5IXy2Ooi3jnQhE6toaejDa1CjlRpoL2rm5jEdMRBAs5Vn/2lbdU3LwKw+80HWHr/a1See5+qr/7Euj9+Na3PZz8lIjuUlOgIBru60ZvCkYnE5Gbn0tXSwYLiElTGEIKDg6mprWPRJUvxez3ERJuYsNt46ZZl3PfBHvb+PN7S+//MrjceAOBPexp5dEk6ucVFv4A5QEtzO4f27Ycr/02PWWsexmufoGn3hwDc9OKXHJ88BIAyOBiAnp4ukpfeRMuuaf/IC79d8Et7q3mQrJRUpGkZDAwNgUTMXw+30drSSFtvB1EJyeztC3B47zFeuHEuAIkJEaSmxLDtpx309PWRl5tPZHQUhw4fw6RRk5OZgSpYSmiYjtrzZxAKhYSYwlHKpNz/1g+8sWMV7+9rpEMzwPIVl7F00Wwa67uwTNiJT05ikUTA+PgYcrWGHbvPc+jgPpYtW0ZVVRVpcfGkZyZx8PBhiooLGR0aRST0YjKaCPinGBsZIio8hOiwOQT8Hs5X1zFit4NEjEyp4urfXIvbZmfdqpUEiaTYXU7cXh8FhTNx2cYYGhrCHXDQ0uWhoKiQ9OQM2tvbSU1J4LsfvsQ6bmNgcIKWllZcriiiI014PU6EQQFmziylvauT/NISukb7iU6cwXefb8LvDxBlikbkDxCTEEF7azdut5um5gZKZydTdbYHiUxBZmYmLs8USpWMf7X8dy30DsACBIAPAoHAhwKBYDwQCGj/nYwlEAjoBALB28DpQCDw5c/1HwO7AoHA5v+rz9uA2wA0IWEFG/+2B3x+DAY16WlxtLaNUHn6FHdtWMX2HSeJiY3k7IUWEhPjaamv4ZJLljDl89PROUxfbwcet4Xiojy8PjE9XW0EBQkQSxSUzSlhz+4THDl2HGNUGDabjZSUFLZv385dt99GamIMSpWGA/uP8OMPW1izajmmmDjEMiUdXT2IBQEyUpMIDpbR3j7G/uMHmZoa57bf3MLwyABKdQhvvP0eK5cvIypMT2RcFH3dAwgCfsJNkTS0dmExj5Cfm4NaLWZy0ktwsIjOti70oSF4AwLOnq2mOCebSZeTYbOVs2dqMBqNJCbFER0bzebt25EiICcjm9b2DuISk9gwP+afnlPxNQ9RUlJC3fk6Wlva0Gk0XH31Gp78zUJe3V7Dw8tz/0H+qa9PUltdQ15mGjKFmKSYWKrPnEWn0xGs19E70E9LRwfJKRkotDqGzWOoRCKqKk5hnbSTn1fAO/etIHzu9fz26isxT1iJSYjn6MFDHDqwn6ioMB546AkeXJ7LtU99wlfP3cStr33LXx/6Nyvxy2NtOLwBzGOjPLHmn2cL/195cUs1bq+HpvoLSIV+hodGue7GW1lfFPpPsrlXPUjNd6/zypYqgoODeeutt+hobSOvuIiTnz3HQx/tZs9PO+nr6eHeBx8mNCIe6+QEbpeTibFRFs6fw9TUFFfOUAPwwAe7+fPtl/7DGA9/fAjHhBmL1Up/fz+zSkoYGxqmu6eFyy67ApVGS0drG6ZQLZXn65CrtNicLjTKYIaH+qg4foJ77rmPB/8dz/2flY3fnmLjulJe/6mBB5dl/MO561/+O5899h/z6wCv/VRHY/NFJEHw7n2rf1Xu0Q/3YrfbMRqNhEdGoNFqOV9dhSkslHff/5A77r4fsVCMShVMR0cbQvzEx8fT392FQCBgZHgUhUZNWmoGPf09hBhDcHs9KGVyWuvqkYsl1NXVsXT55QwMDeHwTOHz+dBrtUQZDXz+6SfExieRV1RCeIgGgShAsFLB7j17ycnKIzUzmsOHLyASiRAKhYSFhRFm0tHfO4rb7cbv9yMSCzl6+hxRERGUzipgzDzO2aoKTAYtg4ODrFq7kq++3ELpzJk0NTeycOFC3n3vA4aHh/F6/DzwwAOoNApqamoYGhhg4bz5bNu2jQm7jSVLlhAbG4NKJaKuoZPNW3awePFiTBHhfPLpR5TOKkGn1eN2u6cDL2Qy3G43EpcbU1QEx09VEGoy0dnbQ7hBT093L0qlEplMBoIAM0sKOHOukeHhYZxOJ3975i5Getr+3ztFBQJBRCAQ6BcIBEZgH3APsO1XAP0d4NT/Beg7A4HA97/Wf/KM/MD1T72Fa9JGR1sza9Ysw08wAZ+HyqpTGHQa1ly5mMrqbj756CPuuuNGQkNDEQhFNLb2IZUIsVmHKS7M5/HHn+U3v72alLQUert7iYiMxml3Ex4ZzHsffMN9961n155qVEolapWSpIRIgsTgmQLbhBulXIyXAGdr6kjPyMJoCKK7cwiXewr7hICW7maS0+LQyEMQ+DwIxFI8Pj97du3EoNcwanUS5JvigfvW09/vYmDIzA8//EAgEKC8vBybzcbQ0BC93Z3Y3XYe/93j2GwONn/1LXPLF4FQxIF9h3G73cQnxlC+uJzWnn7aG5uYMFsJEkvIKyziptKwX31eiswllJbMYuH8+dicdl68bZqeufvlTfR0diLRysgvKiU8PIqOjhaiI4xYLRbGhkconzuPL779hrikRCJi4rBarUzYHUxMOpCrVYQoZTQ3NHLp0uV09fYgkci4+5IkPtp/kYaWi6h0Wvq7e0hLScbttjE8OkFYeBRjQ8PYJi2899h6PqsY5PqZ4Vxy54vse/cJnvhkHy/edAmR89ZRvnA+P23bjvnsT9zz5g8M9HeTkJTC0PD0DMEyMoBBr2b+nPkIRDKumz0dafHF0VYsk3buXZbzix4+PtrB4OAgv1tbyqMf7KR/eJgvn74BmHYkjgwNEZeQQkhEPD29/URFhXGh+gyJURGUl5fzxBNPYDQaiYqNoaiwmLsXJ3Pjs5/w6e9v4q9He/F7nTTU1WEymZjyevl20yZuve5qVOoQzNYJ9Ho9WqWErr5+DMYIRsasuB2TTE6MoZCoiIyO4dYFcQBkr7iXC9ve/OXar3z4bTa/ejcPfrCX129fzIyrHqb2u1f5omoYl8vFX99/l8qfZ0tv7L3I/YtTuOH5z/nb764D4LPKftoaG5nyeZmwuYiNT8Bln+AP68r+y/cd4M/ba1Fotfg9LkL1ahobmpEqg5Ep1eg1Wo4ePYw0SEB2djYqpYLR0VEOHzrCvEXlhBiMfP33r0nPTCc7Lxe5RIq5rx+XzY5Go0GpVCKQSrBMWNHpdNjMoySnJNDV0UZXzwBaQxjNdRdIyUhkbNTMhdp6zMNjbHjgQT766CP6+vp4+umnOXv2LD9s2cStN29AqzagN+iQyoWMTrj48P33WbyknMKCAhy2CYIlQXi9Xpra2snMyEIIdPV1ER4ejl6jo+J0JUWFM6mtrUUkl5AzI43Wix1YxyxkZmZSUVNFfFwC/f39xMXFsWf3Xs7XNbFmzRrS0lNB4Gfvvj309PThdrtZsngxarWaQ/sP0FhznldffZWe/j4cHjfPP/88L/7xJXR6DQcPHWDcYiU/Px+dIZQdO3eSl5OD2+3m3cdvoqe14f/fKBeBQLARsAG3AvMDgcCAQCAwAYcDgUDqzw5RAoHAiz/L7wE2BgKBX6VcMnILA/e//AmFBdnYXX7GLaOMWiaob6gjKsJEeloSyckGLpw3U99QyxWXzaenr5cLDY0oNZEYQ3V4nBMkJ8bz9dfbWHHlSi62tVB1upLExEQ0ai3NjY0EBeCqq66isqqKC+fPk5qeit05gVSpY3DIzKF9eynOz+aODbfS1NJGQ1MzMzIzCDNoGB2fQi4K5rvvP2XlqqUIPBKQKvB7vThddvr7Bpk9t4zq2mYO793FfffegVIuxesX0NXZR09Pz3QOSK8Xl8uFUiYhJdNA79AU/cNmXBNeNGoFMbEGTp9sICYmhtGxATq7e+nuG6Wz5SJZaanMyJ1BREwM+/cfJsFkxDwywKTbhS4imiCHjaeuW/RP+r3jtU28/9BaClfcw5OPPIw/WIzN6cHumMLlcqCQBhEREUFgygM+H063m0PHjqIM1hLwC9h3cB+zZ89m2crlnDh0GL9viq7ufpQqFTl5BWzf+iNiQYDkjHQKS2aC10frxYs0NDcye+5C7E4XT/0Xluhdb23jnXtW8PWZASbHrdy+KI1Xtp6lof48kdGxaLRGTCYTtdVVDPV103qxjYLiUnShRuzWMSxjwzS1tnP9LbdTVVnJsmXL+Oqrr8jNzeXJNdPx3dlXPfwLx79+46fo1BrsLie5xWWMjJo5euggwTIxuZkZqFQq1OppC93j8xEebuKa4unZwFOf7scYHkOQ38242UxYWBhCmZTKmmr6Wlq4dPkq2nt7SUtLw2GzUH/hHEmpmYgkCiLCQrFNWjhx8hyhYeH86cb/nAf/y+6LjI+P84d1xQC89OMZIiIiGO4fxBgewZTHQ0Ag5Nayf+S3PznVg2NygpCQECrP1DBr9hzGRgaRS4S43dA3OEywVovLNYHHMcnGaxb8Q/uFtz/HzRvuxed28Porz/P8889TeeYcArECtVZLakI8vZ3tBEtlBERCmltbyC8owmwZY6B/iLysDJpamhFJpUTGRBMToebwvgqG+vqwORzcfONvuPXWO1m7di1J8bGIRQJS0+L49vsd2Kd8pCVlog9RcezYMebMnsepk5XkzyxEqVTS29uLzWYjPDychHgT5yrrcTt9pKYlIRBPcfb8BdJTUhka7Cc5MZGjR49gn7CxdNnlnD5XQ3dPL+lJaciVEB0dSYguhKOHjpAQE4fVZsMvk6MPVvHT9u3MLSklNSOVhs4W3K4pBvoHycrMobGxkU3ffsvDDz+MXq8jLHx6O4SDR4/R09nFzTfeSFNDAyqFkj7zOGWzSpBJRAh8U3z00Ye4PVJuue16JiatNDddZMrtY9LpJD0jjebGRoKlMj7cuIGhf9FC/y85dIFAoASEgUBg8ufjxcCzwDbgeuCln39//LnJNuBrgUDwOtNO0WSg8j8fA+JjIzl44Dh6QygJ6Sls27Wf0ZEB5DIRjU1u9CGzEIpEaDV6Wtq7kErFzJ27gKPHTrNp/w7CwgzExsZiioykvbUL26SDBeXlqNVq/vC7jdx0ww0kxJiYmpoiKTERlUrFxKQVfVgS0bHJ1NY1kJaRyeo1axCJBVgnbZSWliLAi0QaREAo4ODBg9x/9z0MDfdw6NhRNMZYkpIS6WrvIDsvF4kUKisrueaaa9i/7wBSmQSpWE5dbQNrr1rNhfPV0+mqamsRCf18uamGy65YzfCIlT0/HaLm3Am+/fZb1Do1H3z0AZGmcC5feTlazQBGpYrTpw6TMSMJYZCAvLx8Nn/xKXfdfhN+URB95nFO7DtHxWCAlrZuqusbiE9O4u4FyShk01xcR3sr7777LiXlZYyYx8nMK2B4aACdSsmZM2e49ebrqTp9ltNVlcTExRFujKaxsZGVK1aRl58DflAplXjcQubPnUP1uRqm7A4yMjIoysvj4LHD7Ni2nWCZ7Oc8jSY6urqZX76A8nueJywslK+fuo2YS2+ne/cH3Pnnzbz7wDQRXFA0DVhvvvUOcTExsAh0BgMWq5WyOXF4/UKGhoaQy+XMmjULy9gYpTOLQCLjx62bmTtvNnMWL2F4dJzY2HjOnTtHbk4enZ0dvLjlLE+sLvgFzP9ysJUKTqCQS5hy29Gq5ERHZmEzD7F//156OjtYeum0Q9Dj8dDc3MzS5St4+m8H+OarL2mb2UZmVg5bN32LJEiIx+0iNimZ8PBwivOK6OjqJjg4GIfLRVt3H4WFhYglCsasE3h8XiwWC0EiIdFxMdz3wR5Gh4cwhRm42NtLTEwMRpWOkaEBhs0W3EVTiMUi7n9vNwOD/ewZ2UtpaSkuh5vde/dzxapV2J2uX96lkDnrGT32DZOTk7z8wgtcffXVuNw+XA47WrWattYmdNoQ9DotE3YHYeEmwo2Zv7S/+4OfSElIwLbQQn9/P27HJFesXE1raysxkVFc7OgmIjyMZ599lrmzShAGAJmYktJZWK1W/vLmO8yaNYtZRQX0dfcQEIuQKZS47E5iE5Pw+6YQjZoZHhrlxeeepaWlBaFQgE6v4VxNPUuXLqWhuemuFDwAACAASURBVBWJRIlAKGHJpZdz7MgRent7UWiCiYg0YQwLRa6QYbPZmJyw8cPW70lJyiAkVEd4pJ605AR2bt+KVqslNiqcVVcsRyoO4ptNP+EJwNVr19PY0IBlfASvdwqVQkVZWSnmITMhBgMijYqJ0XFuuukmWpuaGRwaQqfTIWA6Sc3g4CBzysqINoWj06jxeDxs374dqUxCQ00dJTMLGR8ZJT87hzffeIOkgiK279jJimVLeP+tNynIy8Vi83HubA0LFs1mfHwcU9j0/vlZWclEmkzUnD2Hx+v9r+D5n8p/ufT/mWeeiQb2PvPMMxuA24EtgUDg02eeeeYc8PgzzzzzNBAC3Ldx40bnxo0bR5555hkD8BFwDdNhixd/dQDg7fc/3HjthvuZsIwTJBYiU0rQaI10NDcSYtAwZ04ZIQYZrikZERFhOJyTuL0Cmlv7sA4P8OB9N5GWmktLawe9g/24bTYy05LRaZXIZBJCQsIJCwuhp6eZwSEzx6uqaOnuoLikBKVCgUQipb+3l4qTRxEE/GzetocQYzgffvAB0dHhxESEERalp69vmA8/+BylWsfyKy/HNuGhoaGeUfMII8MDFBam43QJIEiAJ+AnN7eY5uZOLpypZO/O7Tz26L1YbDY0YSZ8fi/J6ekkpSSADxbOLmXt1Vcy4XBT23iRYLWWjLRUYuOiEYqERIWGI1cG0IQZGTHbqW9sBYGX8XEzoXodMaYw9h09SlR0FP6AF4lcwZ69B2lZvJNTxdNO0I+zdiGUysnJzSI2Po6YuBh8U1PoVFpECNHqQnABjRdbMBhCiIlPYPuunehCQ2lqayMgDEKnUpGfncuF6jNIJCI02lBU2hA++OivOO0OZhbmk5YUz5bN3yEUiZkzbzbNzU0U5eQzaZngOtuzfPuH6eiUmG1zeSr4Ha42P43H4+I340/z59uXUbdweun3/MbbGR4ZweVyYdCpsE666Onr5WTFKSzmEeITotGEhlLb3MzRk6eorDpDamoKfT3dHD16hMTEeFwuJ8HBSvKPXMHJoq/JXv8Inz2yjuBPMmm72IzBoCU6LobB4T7USiVlZbOIiDYRn5TIlMtBTHQkwiAhVrcLt9fDkiWLyM7OYka6CX+QmrjEaEbGR2nr62ZGdgG1DQ2MjQyQkRpPqEGH1+1n/95d7PhpJ1GmSMQSOS2tHeza+j0xMZEotHqkEjEH9+zmqiuvRKdW09ncxPDwMNFx0ZTNnUXA78VkDMXtdIAgiJDwCNLTZjAjKxWtTo1YLufHyOmPleOmOgDWdN3HytWr8U95iIowEayQoVTI+WHLVgQBN+2dXYSGm4iNiuHtv7zBFV33Yfh2JiuvuILTJ07i9/vx+d3EJ8Sh1euw2ewEfH6MOh3FRQmEhkYRk5iAUCZFG2JEIpPT2dFFXl4eTrudyJhIgqRBiMUyJq02nC4PwQoll5an09raS9aMTORKOd/8/RuskzY0OgOhxnAO7D9AkEDAiZMn0Wj0pKWFM26ZYMo+DgIROTMyOHJkP8mJCXjdXpRKBckpSaSkJuBwTeL3+0lMiCEqMhq/P8DFi+1ERcUybh0jWCmluLCI4aF+IiNCyczK4MyZakJCQtAb9Ph8Pvr6+wh4p4iMiuDQkSP4goLYtXcPly4qZ//evXS0tbG4fBFyhQKfaIr+gSFa2rvJLcinZHYeZ0+cQRQkxGAwEBsXQ9ncMsJ0RmyTk4SGGjHFRGMID8OoN6CQy3E7XYSHh6FSyRkYHEAmV+FwOgmLMHFgy+c8eO+/tjnX/4iFRWGxyYE56+/i7ttvYdfOHcxdMJeLHWbcE2bCwvV0drWzePFS3FMiPv/sE8QiH1evW4/LLeT6G3/D9TdcR1N9I/ff9wAVp6soXzCHwaEBhkcHMYZF0j8wzK7t21g4p5DFS5byty82EwgClUZDaWkpak0wI8OTqJVSWpobyC3M5fDRCg4dOsILf3yUID9caOtjfGQSvVqNyaQDoQun24/f7ydEF0LLxYtMWMapbmgiOnZ6gc2lS+dRd6EXl8OBeXSQnq52Zs2ex+dffkdMuB6jKZSrr11JffMAjefr8Uw5KSyZhcPp4/CRQ5QU59PT00XZ/HK6mzogaJIphIhEajrb2rhk/izkUhFyuYj+gQlGxkZw2CcxGo0YIyPYvGU3iVHhmIf7OVtZgSkqmiCJglkl+YRFRtE7OIRCqqC3o5MP3nmXP774Ar979hlycnLIy8khPS2Dmgt17D9wAK/fzy2330ZLfR1el5Mx8zBrrrqKIIkah8vNxMQgfo8X/H5MEeFYxsYZt9qJS0rk5OnTSAU/56zUq1AE6/H4BJw8dYLRoQHEQULmLSrnkeX5ZCzfwLzSWbz35G/Z2uTksccfIcwYSs6MTDKyi6g7X4PbZWPOrGIiwsOwOoXUNtQjEvgxGfWIggSMTzo5dvwkq1evxmazIZPJ0KlUnK+t5el1Zby+q5bu9g6y0zPYsXcXxXPmM+X14rY56OvuQW9QcUl5OT2dXXjcbr746it6R0e5cvVqmhvqmZGZjnlokNTMAqZcVk6cPM71t96GQqnn5MlTTI6NUDarGH2IkSmPgKH+dswWKzKpHIFIgs1mo6e1mbsfuIavvj9NqE7LUHcH0XGxhBiNuG12hoeHGRm3MDnpJCstneb6Whoa6ymbP4+CklLGxmx0tjVQX1/P4iWXcuvsOELL1jJyYhPrnniH1VdeiVKrobG+nkcffZR7772X3Nxc7rzzTt56/WVUunCc3gD9Pb2kJMWhlMs5ePQooaZwYiIiOXHsGN6AAK1GQ3JyMl2tbQQCASqrTrN+/Xoqz5xh85YtJCYn8fAjj2NzOnj2DxvRa7WIRSKe+ePTTNom+fyzL8EPa9euI1gho+L4ASYnJ1mwYAE6nY7KykpaWtooKSkhPDycyEgtLS39TNjd9A8OkZSURHRECG3NDdTWd7DqimVIFFBVVYvfDQqtku7ubtRqNXa7HZFIRGJCHDt/2kVoaCjxcYmYwiPo7b2IKSyMjz/+gocfeQSNQUp9Yydbt22jrLQUvVZLqN6A3W5HrVERJJbQ09tPaJiJhroLzJ1VhEwmYnzcgSpYwYlTFShDDCgVKgQ+IbYJKwnxMUxNTTI0NIzfB6IgMRKJBNeUB6PRSP9AH+npaVScPoF51E50dDRDwwOEGkOwWsdp7+wiOTUVtVqNVqvl/tXz6G9v/pcol/8Rm3O99f5HG+NySikqyGb2rHwcdhdmq5Os9BRMEWEkJiVgNls4dryC6OgIbrhuNQaDjK5OM3MXlZOWlkZaajpxcaG4nZCQqCfUqMbjEdDd04s34CXMaCAmIpzIyHDOX2ji2uvWEGaM5JNPPyUpKYPa2jp27dyBdWyY0ln59HT3ExsTT3/vCAM9Azj9IhwOO/3d7Rw4sAuRwE9mTiZ9/QNs+3ErxtBQUpJSCIswEWY0kJiUiA8JAkEQ/cNDhEeaKCrIJyE2DJvNy603rkYfEk5H1yBdPb309fVTVJBPRkYEbo8Iv89HuFGPUjlt0TU0XCQjJwWpQkGwUofTOoZCIcXndbN73yG6+vrZs3sXs8tmkZERxZjVi1wRjFolIzrSRFJKPCnpGXT39ZGXm4d53Irb4+P4sRNIxTLmlJWSm59Jd/8gCxYsYKC/H4VcQWSECbfbBfjRaNQEBwcjlkrweD2MjI7iE4g4c+4s23/cRHtXJ+fO15Cemcmrr7zKhHUSnUGPQqkkCAGN9fUYtBpy8/Lx+ATExcaRkpRMfs4MjCYTc2tv4LPf3cCZOdNhiGn7lhFhCic1IYG83BwiI6Noa7lIRcVpTp08iUAo4sftu+loa6evr4dDe3Zz4Xw1CxcuprO7h8nJSS5cuMCCBfNoaWykqqqSJzQfoZDLiTKZaGyo5+/fbyWnoIgQoxG/109DXT1ysZCJcStagx6hWETWjBnERUcyZ/ZshvoHmDNnLgkJSQiDxERHhVNUVMjI2BjKYA0Wi4XEuFhsk1aOHD0GAhEXm+pwuaemc2BqpxdlJcRG86dX3yO3sBiXw4HH6UClDEarUjM+OQFCAT73FMYwEwqJlB+3fI/BoKVs7izsTgcpqeFYRqykJMXhsDvZnfw+jpvrAXhI9Ca1dXUMm0dp7+hAbzBgGR+noLAQjVaLQirCYrVjsU6SmZ7BJx//lcqKCsJMJmaWlhCil7N92y7MYxZKioqJCAtj86ZN5GRnk5Ofh0avx+lysWzpUgI+PzKFDKFQwJTbycoVy8nNnkH/4CBKRTDxcXGUFBfQ1dGKyRhCmDGUkJAQ1Gr1dDJzgQCHx8P52lpS0tMQBMk4fvIk58+fp6Ozk+LiIkZHhlDKpKSlZHL+fA0RpkiUMgXeKR+RsVHI5XJ6enqIiIhAqVSiVWvQavTs3buPS5csY3LSRkFBGnGxWuLjZ9DQ0IAhNBydXo8pIoLkpCSiIkMx6OVYrU4EApjyeJDLFTRfbOHC+RpSE+ORyxTIZRIqqyqYtNtQaHQcO3aU+NgoJsYtSIVSQsJVdHZ2oFQqiYuLQyyScr6pnlBjKNu3/cjsspl0dXaSmJhGS0sLRmMoWVnT95WVnUViYgIulxO5XMbObz/hofv+F+YUfevd9zcO2Fxcufpyftq9j7iELKrO1dDSWE99Qy1er4e4uAQS4hNpb73I6ZPHSIhP58UX/kRdzVkk+ImPiyPUEEyIScuYxYrXA8ZQHXaHl4ysdOLio4mMjMDugJikJIbM4zhcLhaVL0AslmC3O7lixVIKcrIJlgqRK3So1Voio0yEhhoIVqkY7O+mZFYxaq2OCxca8YtUnK48g1SuRKZQkJGdSMWRszhsDrr7+nC5fPy0az+bvvmMyxbNw223MjI6DgLYtOVH8ooLUSiDOXTgEObBYQrzcnC6/Gi1wei0ekIMGkzGEHSaEA4fOMyq1YuQieWoFTKc/iCCBD4UMjEhBh1ZaSmEhplITIjnp5/209M3gNcXQCMVEvB7UMrEGAwhdLa18/obb9Ha2ck1v11Fe1s/33z9DeuvWkNXTx92l4tdu3ZRVFhIQlwc3V2d2B021ly5hqSkRPAHEAFLFk37J2QyFX39fTz3zL3MmDELg8FIbd1FtPpQivLz2LT5O2686Roso1ZiIqPZt28/+tAIggQCdmz5jr+89hJJiUlExkQjlcu5xvIUfw+djv0+PONjdJ/nsXbNavx+L3KZhJSUJJISkpgzfz5BIjGJScnMXTAPjUZF+eJLycjJZWhkFIVCgdFopLi4mJGRUfxuN0EiAcIgIQ67jYDXQ15ONqFGPdl5OcglYgxaLY21tXjcTsLDwghWqxmfmMDpdjA2NEhsdDRfffkVAQQcPXqCADBhHaOyqpLsvHwEgunsUt0d7fT39xIVHUNCYgonTxwhKjqGosIZVNfU4/P5sI1bSE1PJyouAYt5FJkoCKNWh1qjwe3xUFFRQUJMLBeazpOUlsjyFcsIM0VQWV1NsFZPVVU9LU119HS2E2owsMH/GlcOPMztzufxejzoDQYMxlASk5IIN5koLy9nYmLaSRobGY5SpSU+MQm3y01MdCSpKSn0Dw4iU8jp7x2isKAArU5BVcUpMjNTWH3FJRw8eBCPQMDBo0dZumQJhw8cQK/TkTkji4DfT2pKMi+/+AJnKiuJiU+Ytponxjl86AAqmYS42EhUKjXh4SFs27aD6OhoglUqTNEx5OTm4nA6GTWbSUlNZfbsUtLTM2hubkKvVRMWquX02VqS01IIkoo5VVGJ2+Nn1DyCWq0mOjqa9vZ2goKCCAsLQatTk5efy3eb/05GZipTfg8dvWZUGj39w8N4hBAaokahUNHX28vgwDCiIDl2ux2rdRyRWIxGq0NvCME8YiYmKo7BUTMjI2YSEpMQiaXYrROsX3sJXo8QBEE4XT4mLZPExyXS2NDMQP8AEZHhnKiuRWcIxT01hcvpRiZT0tR4Ea/Xy3ebN5Gbm8Ps2TN588/v4PfAc8/+kcXll3J63w/cs+F/YYKLt9//68Zvtu9l3DpGZFQMVusU9Q113HTDerKzs7HZ7IyOT9JY34hRr2PJpeUcPnSIa669ntLiAmbNLKD5Ygv7Dhzn6PFKdu/aRmx0JAa9EYRiGpqacDttBImCEIikVNfUMGmf5ML5c2SkJDM0NMrQ8Ch93X10dXYQHhbN5u9/oK6uloBgirSUeMbMZgAm7XbkciWLLpnP8RPniI2LpbRsJuHhYXi8AsIN4RhCQvD7/cTExhGsVPHAXbeSmqRHIlHjBy52djKzeCZen5ewcC1RphhEfgFdPR3Y7A6OHDtFfW0N9kkrSYlx+L1giohm2DxMZ0srYqEcp9fHuMXMrp9+JDU5kdiYCFpauvhp5y4SEhLJzc3DYbcjCQogDPiZkZXCmTM1ZGVlk5mVSVR0FEqlnmClEr1aQ5gxBMvEBPGJicyZW0bFiRNkZc/g5KmTtLa2kJSSRFdPB8KAgKqq06gUcrb/+CO5+flkZc1g965DDA2NYLZYSU5N48y5s4wNDxMdHUNq+gyEAgE9vf1kZGUjl8sJDwshPjaS6669hpjYeEbGLHT19CCRSJh1Zj2Lmjbwu+D3yZ4xg9GREUwR4Zw7U01VdTWt7W2crz6L0+VmxDyCSq1CJJVT29CAc8pNwO//2QJvIDIiArVGQ3tbMy2tFzGEGjFFhCMJEtHe3opGqyEyIgKRWEgQEBYaQvn8+XT1daNSq2hpa5/+uOq16AwhRETHkJCQSGxcPBnpyfT397B48WKOHj2BVCon4PfjtE2g06nIysxEqggmJyeLsTEL+/cfQqfTkTkjk66ODgwhIQREIiLCwhkfG8PnmcIfCBAICiI1LQ2lVEZ8agISuYzW1g5kimBkChW9g4NERERRnDsDmUiMMSwct8dLe0cXBp0Oh91OUkoMkw4HIpEQl9PF2XPnMJvN+P0BJGIx9fWNaLU6TCYNep2e4ydOEWo0olIFEx8fR29XF2JZEHKlnOTkJOwON0nJSQjEUvoHBslIS0epVJKRno7VNokhRMepUye54frryMhIY2LShkKhIDc7FcfEJBqNBp/PT3dHJydPVeDxeJgxYwZ+v5/Ori4a6us5f+ECZWVlqFUytm/fycDgEBcu1JGVkUZcnIH+4Um6e7pJTIwjSCAmPX16Sb/f75+ORAoLQ6tWExKqJShIyIkTx4iMjGTK60UbokdrMFBRdZau7j70ej0GvYFdP+3AYAhBLpOh0+uxWC2cO3OOUKORSZud1JQQdu46SHtnNwcOHCRYrWLEMkpkRATuCTshoUZGxsxs3/ETvb19BMvUJCVFs2f3fhqbGklNTSEyMYW/vPEmIXoDBATMLitGJBDzt08/5Y4Nd6BSq+ju62d22Xyyc7LJzc7FarVSsW8r9971v3A/9D+9/sbG2ZevxeZw4nS6UCsVOB02nE4HDsf/oe49vyTP6jPPT3jvvc+IyIj0riqzqrJc+24a0S1AgCRgNDNHOjMsK4NYzWrQ7O70LKCREEggsxqNJIQQtIE21V3Vhqpqurw36b2PzMgM773bFzVn3u+75U/43XPu997f8zz3+ZQIhkIUKx3OvP4mBr2S4aEwA31hNrb3+clbb3Pm3PscO3EKvz/IGz95k489+zHMWjlmo4G2REEqnmdvawOf20Wl2iDo91OIH/DUqUnsFgXZfA2b00UynaZ/sB+JQk4sneIzn/0kA30elDIBHaEMrcHE8uIag71hjBoxm5F9XHYdGrmAbCrN1IMlZpfm8Ps9PHxwi8mjw9gsBr77F98jV2iRLlSwu7toCyV0OZ3cuXkDjVKJSilncWGFlZVl/t2Xfh06Cl778Y/4t5//VeqVMk2RjFq7yfr6JpNHDmM0KBALBfz1X36Pr/7+/4bd4eTWrfu4nS6Uah2FcpnR0QB7kT0q9TLXb99lfnkLl8vHwvwCSyuzNOsVTp8YRyAQEu4Nc/vBQ0LhEKlkHJVCxjNPP05LKMJstdMd7sZptxEOdtFsCKhVy4RCXYyODePymJmZnsNiNFOuVekb7MNgMRLZ3cFiNCKTy9BpdSCUUC5XKGRTWKx6ZHIxXQEH5967wgcfXSKWymB3epmbm+fCBx88Yo7WqqjUKtZXVxEJhBiMdqR6HYJOm8mRYcK93Zx67AQgp1SuIBYI0CvETB6bZHtzk2dOn6ZaLDK7OI/FbMXj8SGVSDkyHqZchnKlRqvRJpFIkk5nyBeL5HJZ5mfnUGoUCIUdTGYb8VgCkVRGrlIhGjtganqKyM4WBp2SRCJJNpPDbDQQDgRoCWBtaZ4vfu55DvZTrG5t06bNytIizz/zNH29YdL5DCKJFKVaTbVWZG//gHgyz/T8DE6PG6vVSqPRYD8ep1io8OrLP+HE8ZN87Wtf487t2+xsbfPsM09iUuv46etv4gt2ky4U6Q3389orP2ZksI96s4lIIkIlUyAWi1Cq1NgdTqxWK8VKm2MTh8ll4hTLdRLpDMGeMEqlHKGwQ3+PHpPFRrMlQS5V4PJY+Onr5yjVHt38JWIReoOenj4nf/69vyUSibAfPeD4iUmuX73K93/wfexmMyePHsakkfLRhxeQKdRoDUYcdhNHjowzNTVDuVxFr9OTSsbxOF0IhWLMBgu1RodA0I/JaCGXzeN0u9iLZXjn7XfotFrsR2P4nC6WFxZ5MDXLZmQXs9XGd7/zF8w+nGZvP4XfH2Bzcw27w8btu3fx+QJo1VpeffknbK1tIO5IODnZi1Ag4LVXX6dYqmC2W5AqpUT3okxPT2M2m5BKNMzPzTAxMYZSKefQ6DjtdoO11SVC4TD1ehOpWIrb6eDXPvcY6UIVt1ePP9jH4YlxVlbXMOnVPHX6FEMDfRi0BiRiOR6XkeHhMV597TXkShXzcwvI1GrOX7jAVmSLhaU50lvz/M6XfwEH+nf/6m9e+t2v/SEOhwGtzkgsVkBjstJptxHQxmAwsLuzjUan46lnn6TRalCsNHg4u0hfX4j+wV56e0Nsbm4R7A4wPjFBOhXn4f0pMsU2a6ur/PLzT6FTyckVy2xsRxBK5UR29/jw0m1cbh/vnnuP1MEeZrMWq9VMpV7nZxd/jlZvZjcao1GBhcVVvvnHX8dq1WPQa5EqDBzs73ForI+XX/4pn/ncp1lfXsKgVzM6PEwHKblSk6GhAdZWVzk2cZSl2UXkAiEet4nuUDfzC/M4HE4yqTy93V56Ql4KmQZuj4d2G3L5Ej955z1S6QxyUQeX1YhGrUStV6LXWrBazFw4/zM8Hjc/PfM+/QEnxw71o9LIyNeV9Id8+H1+ZFIJbrcbtUbLsVOnEQilfHTlNrV6m1S+wOzcfew2K2KRmNhBjH/5wctsrm8ik0lJxWJkkgmK2RxWZxc9vUFe/fFruLw+FlY2EYtlCIHZ+Xl+/uGHjI2O0uX1EvIHOH/hwqO/hXKVO7duo9OoCAb9qNQqzp+/xNjoOK12A6fDjcVixeW088Tjp1AoFAgBq9VKuVzm3r17nDg1SVMIezsRtlfWuXHrLlev3ODxU4/xhRd/mU6niV6toKevF4FAyDtn3+Hh9BSxWAyj0ci5c+e4ffs2uVwNn89HOp2mVCzyztmz9PX3Y7XZEAoEPHbsOFaLicmjAToNBc1Gg4DHg1qrpbenB5Nej0GtwWyyIhQKaLVaqDUqdHoNApGEQi7N7vY+y6urtBAgFMLF99/nYC/KT1//6SMN3ufmz7/9LZRqFXsHKUbGJ+nvCVEs5HA6nUil0kdr0AGVQkFfKMToyChep5MXXniB+cUFyqUSRyaOUCgWmZudJdzTjVqtYmVphUq5ilisIJXLE48nsVrMfPfPv81zTz3JjZs3mJmZ4vb9u/QMjKI12zn31k8xGY28+tormE0ehEIRr/3LK7TqDbbWdvjYs89SyudZXp4jlUowONBHKV8hHO5Gq1SytrSCVqkg6PPym//6N5CIRLRbTXZ3d/F4fThdHqJ7e7hdDsqVGlqdnrmFBcwWC7lsFp1Wh0anQyAQIhSJuHblEu+dO8fG2jqpZIKPPfc4+XyFgN/Pu+++y4svvkAmnSGbL2Cx2bBarXzyhRc4NDqG0W7HZDYgV0jp7+nB5/Jw5+YtAoEAOq2WJ59+GpVaTaFQoN3q8MQTTzE8PEKukCOVSuN0WhgcGCKVSpFJ5QmHwwwM9GM2WyjkS3T5vVitds6dex+j2YxIJOXr3/wm3//+T/mHf/h7JiefIBSysroaIZFIMD4xQiKR5rXXXmNleRWfz0eqVCJfLDI2NkYyHuf0qVN0BXzE4we0mi2e/9jzfPT2q7+YN/S//tu/e+lX/+2XSSRzlMotisUar/zkdUwGHblMknAogEQiIRJNcH/qAfH4Pg6ni6vX7jAzO0Wn02Ru7hG44u0zbxMeHKZcyBMM+JGpjGxubLC6+JDobgSrq4taHer1JslUkl/57PMgVJBKJZl6eJ/hwV68XXZUWhNd/m4cbh3RaAqLwQZCES+++AmefmocqVhGptCg1azhsNrxdfmRyJWUCwVOnxpmc3OP27fv83B2gbW1ZRqNOgP9A7gdNoq5InfuPqBYKmG1mllZWWF1eQODzYjN56EpUWF0uGkLhZgdTg6NjaHT6XE5bTgsRkQiMTOLu+j0WtbXVnj81Ek8Lisr6/t84tkTdBoFLt+Y4eqdGeSdFvMzDzl5/CgiiYxUrsw3vvFfGRodw+sLYrI5EAhEnD//Dl2+Lk6cGKdSbLK7s8vnv/AFivk8V69c4jOf/jTdQTfFSov19R1OHD3B4uIyvQO9CARg1Bk4eWqCcqVONp1BJpEiaLWZnZtFrzewtbVNdyDIYH8v6UwKj9eGyWjl1s27yFUyVtbW8bjclMsF/ukf/zsXf3aBXCaL39dFuVbFbLXSaFTQmAx0+4MMdPcwMDxMIOBHp9fROzDIb/3mFxnq72P/IEahXEGt1TI2fhh/MMDE+Ag2m5Nf+qVHJPlOp4NWGZogHgAAIABJREFUq8Xf1YVYIsHudGC12dBptWyvrvH+z96j3hBTqdT54Q/+mWKxwLUb1zlx8iTf+dNvcbC3x8DACAqFgn/4/n9neHgIoQjEEgnpRAqdVk8+X8DhcWCxOJi+/xB/l5+vfOUr1Jot5ufmmDw+SblU4vjJx9mLp6gVcljMRu7du4dAIGB3d5fb165hN5sZGgjjsJrZ3tzi8uVLfHD+PL/5W7/Fu++/j7DdoVYpEeoN4+vysRfdZ3l5hS6fD5vLi1AkoFTI4fW4MBp0DI+MMjv9EJ8/iFSlJl9popG0MJkMnH7sMURiCdOzcxwa7Gf88BhikQCNWknA78ZiNuOy27lx9QrlYhGH1YpGoSJxsM+RQ2OEAm7+4Ktf5dSpEyRTSUxmG5lsntu3bvDss89gNCppdyTEkymkMgUmo4FQd5B/+ZcfoVCp6HTA7bET8PlRKZU88eRpSsXSo+y80UioJ8j4xFHWN7cw22w8+fgwN+/MEg6HyWeyvPn669h8PjQaFR63CVFHwPzMPKViBaPByMBAkP/rP79EOp3g+ORxjHojb7z5Bju7EVKpLB6PB5fTwptvvI3JaKZcrHLs2GH+6Qc/YHl5hdhBghMnR8jnK1isTmQyJX6/GZ+vD7lCyTe+8V9otVpsbR1QLpcJh8M02x3a7Q52u53BgWGkUinuoJl792YoFUvYrVZkYgnZUp5UKonX62VhdpHZ6+f56u/9fyMW/f9ioP/pt//ipemNGA6njXC3j1a1Ra5UYLi/hyMTw0ilkEhX8Li7EIseaVC1SoO/+/sf8J3v/DGjIwMYDY/yqiMjIzTaIjKpJCdPDvLR5Qd86pPP0eVyo9LquXV3ikyhQKmYJ7q7w8TYKPFkhs3NCJOTk4hEYr717b9kPxrn7DtnuXfzHr/x658gmSqgNxr4+te/zu2b9wkF/Lz2xln6e/q4fvUa1XqF7h4PKqWJ6F6acqnIyMgYMpmC2Yf3+ZVf+TRGi4pkpopCo8HpsOP1udEbdFQqFT7z6Se5fn+BdKFOvlhhfW2dQi5DNpNgoMdNvlBBJlewG9klmc7SREIul+X65UvsRbYQCjp02gJmpqcwmq0cOz6ETmvmwvvn+d0vfZFyocT8yjrNtoSxQ8PYrFZarSapZIqHU1N89jOfIp/NQ0fCRx99iFIpowl4vF5anTYHB1F2IlEcDitTd+/xJ1//Y9KJGDs7Gxw/OcntO/eIRuOolErMJhOiDly9fBm5TE53dzcDA4OoVGoePrhHT08IiURGs9Gk1ezQ3x8mFO4hk81iMenxeZw8+fhTyORyhoaGiO7vs7m9TX+4n5v37iGXSPngnXeYW57j8pVLHJk8wUH8gBs3rzMzfZ/J4yeRyOT89d/+LQqVilB3N7H9OFeuXOH8+fMYjUZ0Oh2RSITtrS32Dw7Y2NrE7fEgFAhYnJ1DrpRRKJfweP00mk0USiWegJ9Wq4VcqSQQCHD8xCHkCgWf/eyn8HW5KeZrlKslMqkMCoWayeMniCcPCPYEWFhc5/DEEa7fvE212aQtlPLOO+e4e+M69XaLJ5+b5KPzP+fFT0zi9weIx9OoVCquX7tCLp9FrdVRqdbw+DwMjwyzvrGJ0WLG7XLhtNkx6PTs7u5TqVaRKxSEuv0YNVqanTZyuYyhQScSqY71jR3q1RaTE0cp5FJk0hnC3UGOHwmwuhpBKhFTKFRQqtS88+YbnD17lhs3b/L888+jVovJFqrcun2HeqPJiROnmJ2b48xbb/HUU09SKORQKOT4fV66urrY3N7BZLXTbLVpVMr09/fycGqJrc1tAoFu+vq6+OjSdSwmI1qtDoQi9DoD75x7D7POwG5km93dHWL7B3R5A9gcdpaWV1laWuL0k+MkUgUimwlEEgk7kQiDfWHcTjcOl5tGrUq73aZYKODt8qPQ6qi3mqjVWj729FNMjA5TqzbY24ty/MRxOoIOGrURrUaPVCJkaHCY4ZEAao2BbC7PyVMnkMnkNOot0pkctXqFpfl55EoZIqR0+R0kDmJUalWi0SjhcJjDh73cvDnNmbfPIBSKOH16gjffOIdQKKRcaeD3+3n3vfeQyxW4fF60esMjrrDdSa1W4fbFM3z1FxES/Z3v/c1LX/7DlzCbTZj1OlYXFllbX6WYz1Kt1piZXSeeKRLfj3Pt8keU8xnS6Rwej59XX34NtVqPWCRFpdTyox++jDcY5sxbP+X0ySe4eOkGb79xhr3IJh5/GJ8/xP/+B/8Bv89J8mCHp598HK1ewdhENxvbWfajMX7ts5+n0Wzx4NZNfv+3v4TXoqHcglKlyidffIHuQDdjQ260pi6OjLvw+3rQGw1E9qPMzG6hlMtoNBqoFHLEIiG//MtPMzu3BCIFbZGYjeguQwN20skiSqUUu93EnVsrbK5u8fEnn+Bgc59OpUQjnaCRTzM60k9HIOYgniWeznDi1ACbWyk2N1b5+HNP89jpSTKJOF0+Fy5fiM1oErvNhlzY4t7dWd595x0KhTQTkydZ34vzyg//gekHDzh27Ahms4nxw8PUKi0a9QYWixlo84UvvkADKWK5Aq1Oi1qnRaVWYTMbsJnM9HT5+dK//zf0DfayE9kgup9CrVDisNtRyeVoNRoEAgGHDx0inc7QqDdZWFwk0OUlm8vg63KQSGQoFsqsLM8zt7CATqfD7XLy0n/6I1KJFEKhkMnj4+wdJOgAcw8XCPX3Q6vJ6ckjjB0Z5ZmPP0e52qDRauHv8tHX241Bq2V+dZ1DE+P0Dw4gFYlpNZucPHmSw4cPY7fb6e42olAYabdauD0e0pkMxVKJfC7H6ccfp1Qrc+jIBNl8iY2tbU49fppipYxYJqNWr9EBtrdWsVqt7GzvIehIWZxfZqA/iEyuJZ8vs76xxmBfmFzzEQZtaXmJD86f53P/6osUKi3m5xZQyYT84R9+mfmVbawmMxKRhnS68D+zyFqthsefeoIr166i0qjZ3Y8iEkvo6e3DFwxgsVhIHcR4751zzC2sMjF5hPsP7jI784ATx8ZpNut4PXriyRZvnXmXWDLNoaFx/uWfvs9wfw/b62vYzSb0Bh0bm1vs7x+QSmfx+QOcOnUMkVTMv//yl6i3GiQzeQq5ChqdEY/Xj9tjQqW2MDoyTKvVIJGMY7JYHhmH8QNi8SRms52RUS/rK9vo1GpaHSHdPWGarTZvvvUBhXyBsdEhhgZ9RA+yXLt2nc9/8QvoNRpEYggEuxgcGMJosJDOpBBLpXQFA0SiSWQqJQc7u+RLRWZmZzEbTMilUl5/7SesrS4xNNSP3aXhR6+eYWV9G5VOg1gkZHtliUo2y+5eDL3RgMGs58LFDxkbmyART+Hz2jh37n0WF9fI5bKMH+lDrYYLF65hMVvpDgXQqJRcu/wRYgF0B/3kszkcdiv1ZvtRFYRQSKslRywW0x3qBgS0WkKOTBzFYDBgNhoQC4Q89uRJ5pdWSJeKXLt8g5mpGYRCAbdu3SC9Oc/v/faXf/EG+kt//K2X7MExpO02ZouVilDMxnoUq81Ku9VmZHQUkVTM5YsX6Q0F+dxnX8Dm8NEUdNBqNRgNegxGA/V6DZvNjrBW5POf+ywWs4ihwUHs7gDhviECXXZyhQInTx7n87/2HH19Y9ybWUYg1lMqiSlm8xzsbTJ+YoD9g316+wbZ2d5DLjcgUWpYmltjdWkRu1NPRyzGZtAx/XCJ3d0IIpEUYUfEuTOvo5IJ+NgzJ9Dp5EiUMpY30zQ7Qpx2G8VCnnZHwLkz7/Kx5w6xuhZnZnaF+eUVDh8eQqdXoderUKhk9A8NUW6JuHR7kfXNbWJ7O5yYmGBzbZcunws6AqK7e/g8buqlEtuRJCqZlO2VWXoDfnwONTmJkcPHJ5EplYR63RRyOSbHT9LbN8DU9CzJdJof//gVtIIm7547y8c//jzXb97lwke3uHT1FqPDY4/A06UqhXSBLq8ThUrOX//dP7IVjZPMFgiGBliYXcJls7C/s0UqFUdnsaI2+9iLxkEgRKxS4vF7ef2Vl5EI2gT9XWh1WrQGDXKFAX93ALVWSaFSYWDkCAOjPTz+9DPcnVpBZTBSbTXIZZMcnxhHr9OxvLpOIpai1JRQrtX58OL7DPaEMBo1SBVyRCIBtNuP9PeZGbQ6Mw9m5viH7/8Tu7sRjEY7CqWM+7PTnHnrHRRKDeOTJ5Eq1Fy98DMy2QJCiQyLy0mpVuGDs2eJRiJMHjrMxvIKSqkUtCrcnjCZTJFao0a4p4tqs021WafZadM3PMzbFz5ELNFw69YDtFozGoMBAU2GhsJIEaE0ubg6tcJAMMTUvbsYdDoOtjZxWkzotUpmpqd49+w5RkfG6O7uYXFpg1Q8zfbaCqePT2DQifjZh9f43K//Khtrc9gdVgYGBzjz1hmeeuIZFBoDhUIVIS0alSouiw2Pz47X76N/OIhUrkMgFDI9tYDVbKfL62dueoYTR8dJFXJkcnmsNif3pxaQSDWUC3l+/uFFpqbuo9UbCYacfOfbf4bVYiZfKOAP+Dl77l00GiNulxej3kBiv4jbFWR+fg2lSoreIEepEpPL5nnssSc5SKZYXtvD5fYQ6A6yurpKb48Dp9vEzy7eYit6wL3ZedoKOalMjldffpW3X/4Jz516nOHREPs7O0TWNtCoDXT39bKxvEK72eDI0XGaFQFOq5uxw2MkYjGCXi9mm422QkEg2I1EIieTyeJ0OGjUy9TrJZxOKx6fG5VagcloZX01glCspjsUwud2QruDx61Ha3Dx3vkPEct1NDtiah0Jeq2Sra0tAGQyGQqFgj/742+RjMUxG4z8p6/9R27fvIFJqUaqVGA0aEkdJFmbmmHi6ASfePZZcvsxrnx0icLBOl/9Rcyh//l3/+qlP/jP32RxYYGtnX3Onb9MLrlLLLrNF37tc9TrNRRKFZVKHY1aSTyWoN5o8vIrr/CJ55/mZz87x5Hxw9htJhYXF0hlMiAUIpFqee2VV/DYjRSzB6jkUtQ6I1eu3aBUbnMQO+CJpw+ztrZDs1pGp5ByeHiIRltEqVhDrVExMBDCbFaTL9eJx/YZGx3l4YMptBo9H/z8FrvRfSQSMW6XjXDQhlzjJNwTZmNzm2yxSgMxka0t8skYgS4XMpmMYrlENp6gXGjRE/aTzxSxmCwUi2kkEglKjZG1rSgylZFMvkS4pwu304rb5USjUxHoNrO8soXJbCIWj6FWqlAo5Oj0JsQyOelCmWS+QiLXJJ8tMHP/LqtLC/SEBlGpNET2Y+xEIhwaH8dgNAKws7XG1772R6RzOURiKWKJhKdPHsNtNVLMZ/EF/YwdDbG5nWB7e5e+/kGC/i68biuhgJlWE/pCvTQR8POrN0jlimgUEsSdOjevXObZZ5+k1WoSj2XoCAVsb28jkMtBKEOIkHK1jEarxmS28PDBNLuRPTbXtwn7/eQTB2wszvLMc88jEgofFZxVKkjEYir5FD1+H73hMHq9EZFYQb5So9nqYDRaaddb1AsVxgZ7WF1e5D/+4b+jOzxCIpWjiZhmR8j46Ch2i4lgwIdMJmB9ZQ1/IIDWoKdULiEA8sk0rUaTFz/1FOsbu6QyGQwGHZ1mi9h+FK1Ow8bmOk6XC5VaQ7lU4Y033uCTn3gBqQSqhQLzMw+R0MLrsmGx2RAhJJ6vMru2iUymxut1Ua9V6B8coNlpsbUXwWZ24XP7kSuUdAW8+INdKBVS+np6uXb9FuVKG5vdTjwWo6urC6PFglarQ63WMDs1h1gmRSoVUSwUaDabRHf3ePDwAceOHePVV99EqVQSDodxuF2srK5y9/49Tp4+hVanIZYroVRqkEtlCNtN7BY9wZCbyRMT2OxuorsRMpkcI4NjDA+MYLPaSWeSHDl6mJ+89TabkT02t3YoNxtYbFacHheJZAKT1YxcJuPh/Sl2tiPsRnZ56skTnDv7Pn/53e9htVjw+rrZjqQwmK1YrE42tyLYdRqG+wdQyGT82uc/TyyVoiaSUq01MZksBENBHC41Xl+IeqfB3fv30RqMdAQC5hbmaDcbaJUq7C41Fz+6ydzsIpcvXWJwaACVWoVYLOLy5StIJSqcTjvzc/NkUjkCgQAKqZRiNofdomV3ew+5TIfLp0csUSOSSCgVSzicDuxWA3q9gXw+j16vR69XcfzYSZxOJ9Vqld/+7d+mp6cHmU7Lzt4ehUoNoVDE4089SWRvj0qtyhOPj1Eqt7l/+T3+w1d/7xdvoH/3r/7mpa7+MbxdXh57/CSNtozekJv/9X/5DYx6EWqNHJFYgkypR6NRcuJYH9FommA4zNBggGPHjiGXy8hkcrhcLlxdfgwmE0aDDLfdxeiwD6/LDQIRmXwZtUZHvVxGoZThctlo1lqkEimsJgNiIVy8dIO7d+8zNf2AoaEQXreBZLaMUW9i6sE0apUSvV6Hq6uX69ev4XTYGR3uod0CkcxA4uCAeCLG5PFBDuIFvE4nI0MhZDIR25F9soUiFoMBn9eDVCbD5zOxurbH0PAw7XaH6EESjdZAOp2l02kT29+gy+fj9r27xBIJIrsxTCY9tXqDbKZAKpXgxq0bCEQylGo1SyvrjB2ZpFRvIhOLCQV8PPHEEyTiadLZIrlqBYVSSQdQq9Wsra3xyU+9QKPVRigWs7q6zsLiIoeH+7FbTexF90gXi8wtbuNwONHq9KSTKSQSIflcCp3OiEKlIpVMsrt/wPChcXzBALV8lnq1Sqtewd3lxGA0otOZCAS7sFitWKw2cvky8zMzHJ0cRamSs7i0ilajx213IRZ2GB7sIZ9J4bRauHb7Lrdv3SKXy6HX6ahVq9Aso1QqEQmEvPf+ea5du0OhVKRQLJBNpcmm0pz56Ru8+OJTSKVivv6Nb7O0tERkbx+P10e5UiaTiBPd3eLY5DCFXIlEOsvG5iZanQ6dVsu7Z8/y2IkTGPR6VBoTeqOReCJBLpHkyMQhVEoFGxurBIIhEAlIJJIUcnl6usN0Wm3cLgs6lZJqvsivfubTbG+so9SoWF5YIp4q8pkvfIa9nQOGB8NED/Y4+9ZbKBRyvAE/B7sJ3nrzLfaie8gUMjR6NU6HnT/7kz8j3NPDyNgoly5f5srly4wdOoxUpkAgFqOUKaDVZmhkBINBjdWqxWKxYTKYsFitRCIRXC4XPp+PZDKJQq1GIpUik8u5/+AByytrdHX3srqyQqNZY3VxnonDYzQ68Cd/+j0Uchkuh52B/n4KhSIen4n/+q2/IF8sMn5kgms376EzmFBq1Hh9PjqiDgqlCplcgVgipVQs4vP68HrchHq6SaXSnD49ztGjk9hsFpZXt6g3miTiKYrFIqVCgYPNdUaHhzCajPzV3/4NY0cnQCxhY22dixfOs76+QrMlxOl2UCiUKBbLKJUqxBIJ4XAQpUyMSCgiup+jKxTCYnzkQRhNBsxmLRKJjIcPpzh8eJxWq4VWo0Oj1qLV6JGIhdjtWh4+WMTtcrG1vU251ibcGyRfKGEw6hFLpZQKeRKJBKurq8RiMZrNNgvLy0zNzvD22bM89/HnOffee8wsLhAMBOjt6cFms/HW2XdYX13j8Pg4bWR4vB4+PPPjX9SUy9+/9Ftf+T+QyuXojBr2dw7QGVQsLa+zE0myvZPh8vUHXL9xE6VSRnfQw+rqDkvzi1gdLlKZLLdv3aFabxM9iHH55g3iySRWq5PZ2XkePlxmYWENudbA1Mw86yvLWMxahntDSIQyZAolOpMFRCIkcjkOp5NGs8VnPvtpTEYdzXqTQrnN7NQcmXSSYLcPl8dOOvOoN0WtVrO+ukUynePB/QdUq4+QeKHuMK22gFw2AwioN9uUmh0SmRIfXjyPXCHDYrOTK7cRiiU8ePiQSGSXocEBRLSYn55CKRdxZGKCdqeDw+FBqdJhtztx2ozMzC7gD4YI94SxWawk0jnSmSwWuwWLxYBBryGVyaLWqpDKpKzt7FOsNUEkoLu7G41WS7vVopgv4A94OXv2HBaLBYvZypGJCaxWM8VyBZFcgd5kI5XK43FZ0SoVdNoQ6u5CozdQbbZAKCGdyaFQKNDotDhdVpr1FhqVEp/XRyydZGNjm1azjYgWtUoBr9eFXC7n7u17zM4vIJZIqTeaXLt6g+kHd3jw8C4nT02ytRNhdX2HbD7P8NAQAwMDdNpt6rUa7U4LpUqF1WkjX6yg1mo4dfIoVrMBl9OBWCjg0PgoEpEMrUGPy+HEYNAzPDCA3W6i3aoT3d5kcHAQqVJDtlBELJbSHQphtVqRy+U063X6QiHanQ65YoFiucz03CxD3T3IFCLMVhOFQoGNjR2mZh5iMpoQC8Vcu3KV6E6E4cODCDsiysUKVy5dI5VOEervJZ3M0BEJMZgtaGRiZMIWepUKYaeNQibF6bCj0+rp7+8lFA4jkkhIpbJsb+3w3DPPgEBAuNeMSm3FaDJRKJSYmp1FrVKTTCZZW11DqZYjlUoQCUVIpSJmpxeYmZ3F5/Px4MEDrl+/zsmTJ6k26mi1Ws6fP8/a2hqTk5OYrSaSsRi1SgW9wYRarSEWz9Db14dWo4ZOG6fdikQq5aPLj4zTifGj7GztMzI8hs/XhdlsolQsYjabUKsVnHv3Z2Szjw5kAU3W11Yx6k3Mz84R9Hdx+dJV0qkUmWye0eEhRof93L/7kK21FZwOK26PG7VGhdvjJp2IYzbq6Q/3cGhomHBPL9V6i3qtiKAjoJArkk6lOTY5jFws5N69+xgNJvbjCdoCEXPT07RbLZaXl3A63eh0MorFKrdu3qW3r4d0OsPm+jb5XAGnz0G1AVuRHQRCIel8ht6+bn708mtMTU+jUqpQqpXo1Cri8Ued9ceOHcPptHP//kOeeeaZR3tOo8Hj8XB0chK1VMb+TgSlQkGwu5uxkRH2YgfEEglarTYfvvkjvvI7v4Aa+n/5xp+8dOqFzxNLxbBbrGikMjKVMrlcjrGxcVptEc22GI1ezZEjh8mn80S2dnj6mWe4dvsu+XKFxx4/Sb7cRCRRoNGpsdgsqFQ6HE4vZqsTgViJ3mii3YGTJyYY6vWjUUiJHmTYT2bYjOxz895dkIiwW8zcvH2TYDBIpVQiFY+TSFYQCcQcOjTC+uYiCJvYrS6qlRJKlRqFUkOw10+zWsNpNfHix4/RakAinUQklCKXKVFpZFSaYpoCGceOjiGUiNhPJGh1OkTjcdzuR+VMBq0KqbCNz2VCJZWwvX3A1uYO5UqDXKHM/kGUcNCFWqtnbmGZRCKJXC5Fodaxv79PKODFatYhbNeotERo9BoWV1YQyZXceThDqVJkbeMRR9Gg07EfjVJv1+jrH8DhdFDMF7lw4QIHmSRtsZhkOo9EouSff/gy9XyckeE+yqUar/7kTeYWl7h97yFCiZLNjTUUcimlYha5QkG7LWZra4etnW10RhN6g4G1pUVS8T16wgE0Gi21agWlQotIIsRmt6I3GGnUWzx+Ypxnnn0CvUnPVjSGyeLC7bJjMhrp6vIiEoiwWiyUGw00JhNvnnkHvVFPrVFG2KhgMmhQq5Rki3kWV1fY2NpFbzRTKhUpZNJ4XDY0Kil0Wty5eZvpmVn2DlLYnG6Wl5dot1rcvnmTsdFRaLVZXVxib3+fTC5HIBik2mzQyGZYWllkaLgfjVbH5vYege4APq+PTrvDxQ/O06hWGTlymHZLgFSmJp3O0mg0GTtyGKNeTyyWQKtXY5DD3vYO2UwGKeC027CYTDSaNfaiu6TSaW7fucvY2ASdZofXf/raI29JrEGpUrG2tsbVK1c5ND5O5X8Qc1aWFtGbdFitJui0kYhlBANO8oUa/f39HDs2hFAop9PpoDc/OpT6+vroHxjA7nCgUUlRKeU4HQ6kchXpTJFSpczG1iZSkRCZUEghn0esEGN32bl69QYCgRi1ykA5X+KHP/gBWrWSQi6Dz+umVqtRaUKr2eDwWBiVXIVEKqZQePSI0Giy4A/4qddr9IV7kEnE1KsN+vtC+L1uhg8fotFqshPZQSmXUa9WMGmVCNstttY3uHLlJg8ezvHLv/QkU3emcdk9eF2PIqo6vQK9Xs/83BJiiRKlTs/W5gZGnZ5AwI9SpaRWayIQCNnejBDu7cZgMCASSFFpNewmDihXq3h9PkwWE/vxGFaLhUOHh1CoNLhcLirVKvVKBbfb/SgUoVIhFksI9fRy+84d/IEAm1tbWG02pu7fZ21xiZ5AkHarhUypYGdnh+1IBIPFjF6v5+0f/D/8we//Akouf/3f/ttLX/mj/xO5XMXM7ApX7txBrlbS0x1AqZAhk0gplIscHh2imC+wsLhOtdFBIJRTSqcY6uvHoFeQSReQyCVoVHriBwmy8RSlQpa1pUVWV+YZGe1jfSfK6uY+6VKTzb0EXr+bSlXEP//99+nxunj65CGkGjGDg/3UqhXK5To6oxWTXsXq6iKjY70IBUqSqQKZaoNqvUa7XUchaxEKGPjwygN0Oh1zc1uIpVpisRI7+/vUmzUMOh2tepNsOsnC3CIHB3H6evsRiyRMPXiAVSch0GVHr5NTqguIJApML29Qr7fxh/uJpZNIRA2cTjNGs45MpoKgBUGPB5VIjEAmpK+/91H/dL1JJBojncjjtVvJpTNkcwWC3T3c/flFnGYzly5c4NTx41jNZi6fv8Tu1ib1Somx0V4sBhsSiYBQwIcUKYuz0wz3BzlydIy2QIjGaEAkkaFTqfnUL30MAVVK5Tr+YBi71wsiMdvRfYx2M929QcxmAw6rhf3oHpOnTiPXGIkeJNg/SFIql1haXMLtduNy2lCppcQPMkzdfwD1FsVyja2tXfajEVRqNUaTmTbwxttniO5FGR4ZRSSS4DBZmb3zAKvLSgshRrOeYrHK6vIqLrcdj8dJq9UiXywR3U9isTmQyKRI5QoUShWhYAiNSo3L82hDdodCCIRC5CoVMpWa/qEenE4zTpcDuUyG1e3CFwwhkig4iCXpH+ij3WqjUqkwW02odBocPjcVsh5gAAAgAElEQVTTU0sIxFLy1TLVWgWA3oFuBBLYWltFUKkhEUoI9YSRSESYbWaUCjk6rRqVXk5LIMPhcCAVi+ju8uBxW5HLJPiDIXZ3oxQLVRQqBSdPTqBVKwj5PbgdFqRyKR2plGSqhECgIpnM0RGJaNRzxOP7KDRGNiLbxJIptncjj6SQQplcKseHH1xkbLQHs8nEN//vbyIWSBEgJNQdQCoVks1kaAsFaAx6PF4bOztJZFIJMrkUrVaGWa9BoVZg9XrRWZ3kcmVi0SQqhRSBoEO1XMVs0lOp1Fldj5AvlKk32rTaAg5iSdY3t9BbNBhMGrRaOZube9y6+YBMOktvbw9SqZgOLRK5MkazFbFczsjoEF0eO2qNhqHRQWRKMVqDhjt379JoyqjWWug1WnR6BVDnscePMDU7xdLKCpHILrVqm/X1LdxuOyKxBIVaA1IhuWKJYrGBWqUhn82ysbZGMp6gUq1jMVr5+YUP2Yrsky3WGRkdYXM7QjyVQW80IxBJqIg6SGVSPjh7DrP2UdVEIp1FLBBw+dplJk8fA3EHsUREsZCnUSljNhq4eu51fufLv4BdLt/+i798aez0L/Hmmbfo6gqQyWYxaDVIRQLcDgf1eotSsUwsFkUuEdHXE6ZerRD0ezE6rKi1WkrlJgqZDKVMRvwgyvBgHzazibXVJV74+JMMDg9TbwtRKDS43Q4knQbNWgGvx0axVMVmt+N02cnmM2TTZWLRODPTU3g9LqwWPSKphGQqx/Wrtzh//jwet5tarYGQFuV8nk6ric1sR6GykowdoNNq8Xc7SKazmCxmnA47IiEUihUKpQpejweH04HZbEQoFKHT6XBYHaTSOep1yGaK5DNZ7BYLDpcVuVKFoCNApVTSrtdJJLPU6y2S6RTVSgmdVoVMreXgIIZEIiWRSFIqV9iIrHLkWA9CkZBSo4xGp0YhkbO0sswzzz5LLBHHH/Sys7mD3WHl6NEjCAQiatUmcuUjOarZ6qDWaAn1hNjajJAr1kgm8uxGD9Do1MgUEixWG+vrW2xubSOTSVGr5MzPztFpNNjb2SWfyeJwOtg7SHDr9h2qpRJ+jxe9Ws3DmVkqlQoyuQyny4FUJqVSrrC3u83Q0AAimYJkOkNvT4j+/n7a7TapVAqtVovFbKZcqdDb14PZrKFaqmFzOckUS6TSBSqVJt2hHiwWM612h0ajxdb2NjK5gly+wMFeDLlcxubmJuGeIB6PE51GRSafIbKzR7XW4szZc+zv7hKNRnA4bOgNRmLxBNVKhUql8sjIViopl8sIBAKkUilKpYzp6UffZbYY8Hd1IZUI2NzY4GNPP0aj06LRaCOTKdBqdbTpYLcYkEpElIolVFott+7co1RtUygU2NzYwGgwIBaJUKlULK2tMrewQK3ZxGw1k0jEkYmE7GzvkEilMRrNTE/PED+IY9IbcJkMeB1GVhce4rA5KZeq6HU6Hty7h0IqpVovEwp0YTHqOfPG6xw7egSny0G5XKU72I1araNSqxLu9uB0mCmWKmj1Ziw2J+sbUaQyBXK5irZQxMWLlxgaHGRvP8bd+w9IJOJsrq0zOjaKWCwgl8vRbNQwGIzo9Bqmp+dJJpOYzWZcLhfT09M4PW4QgrADQpEUg95I70A/tXoDjVaDSqMmk8uxtRNBq9GQyWSIx2JsrK8jVykxmsw8nJpmeydCq93G5XNiNhu58LMPKJeqiMQyrFYLWq0ekUiMWq1haGgQlVpJrVpFoVSiUqvRG9TEDpJIJGLkUhlej5NWq43JYkYqlaJSKnE47AwMDNNotqiUi1gsFiQSCV1ddg4OkpSbNWRiMX3dIdxuN5VajUMTYer1FuOHx0kl00T348gVKirVGlKZHLFEyqUzr/C7v4hP///xBz986VP/6ksEuoMEg0EEQhHhoB+7xYxCKkYqEdMRSmm3anR1ucmkU0xPTWM0GpAoFUzNzSJCQDwWY297B7lMRKGQRS6XYDKZyOZKbG1FKFTq7Eb3SCf20aqkyMQd7C4L5WqbVDoPYiEBfxdqmYZ2s01PTwiz2YhYDJU6qNQ6xieGUSk1DI8ModVo0KpUjI2GEHZk7ET2SKZL1ColjEYtVrsBmULF6voGqWSS+EEUhVLDnXsPyKQz1Oo1ZDI5CoWCqakp9nbjCARSVCo1WrWKlcVF4rE9xg4NotbK2NmOUcrl2d7a5PDhCT766DIOl5Nao0pvbzfRgxSxWByTyYzJZKZUKnP33kNkUjUWiwWvx4lUrMDlcDEyMoJGo8FutyMSiZFLZJgtRur1GnNz80w9nKbWrqOQK1GrdFy8eJGl5WUkMjVeb5DltQ0qjRr1ahmz1YQAITs7URwOBzaHiVargagjYH9vD4/bTbg7iFgqpy0S43K7kInFeFx2ZGIR0USSyclJurp85As5kskE9WqVsdFhdFotSMTU6y3qtQpzc3Pcvn0bs9nM2toaMpGY5dVVAoEgUqmYd95+l/1Ukr2DAxxON3KFkmyuSCqdwKDX0Wl3WFlZQyKWolap6e/r47XXXqFDm4kjh9DpNDSbTVLJNMlUhp6+QbqD3Rj1WsbHx5DLpQhFYhCI6LQf9eHr9XpMJj2NRhORSES73QaEeDweKpUK3QE/RrMBkVhEq1FDLhJRbbaoNhrUazW2trZRq1TIJB28XiNn371INlcgW6hw9Mhhzr37Lh63m0a9jkgopI2AUH8fS6urtDstHE47CoUMMaBUqTAYjY9aBx1OPHYPKqkIj9OEWS8i4HEjU6mpVRt0Wh0mjx75H9JOFbfLheb/pe5NYyXL0zOv39nXWE7s+93yZt7cu7qq96ru9tTYaGik+WDEDJoPIECWYJgZA4PG8MkCCQ18QJgBJCzDMNLA2HLbzHjadnfbvVRvVVmVtWRlVq438+5b7Os5cXY+RNKyABu3xEj4SKFQhP7nRCjinPe87/M+7/NYFrlclmKpwHwxx3VXbki9fp/JdMZ6u4aqyHx4/yEf3n9EbzSlUW9gGjrPXuxzeHhMs7NJoeBQKpZpNOqYus5sNuX6jWsUi3lEUSBNIEoTLnoDctkMa+sdnjx5zNVrO2xtbfLR/QdMxxN8P6BaqdIf9PGDkG9+6w8xDIONjQb37z/i6OSUTqtNq9Xi4vycZqNBqVwCYHNzE9M08TyPrcubhMGSW9dvQiqCoDBfuGiaRqPeXJmolIrU6g7vvvM+mq6z9H38ICKXyyIKIr6/JJvL4boLln5AHMUIQooiC0wnY44OVxXk2lqNR4+e8sEHH7O3t0e1XqVZqfLbv/lb1Op1Hu0+o1KvIaQC3/vj7zAYTnGDmFazgSSJaJqGJEl893f/V/7O3/x3/+IF9P/8v/gvf/XGF95EUmRKpQLd/pDuoEechEymUxZuyDf+8FtoukIQxqxvtDg96/PoyRNGkzG3r98AYDQc0mw0sDIG6xsdMjmbmRdy0R3QbLdxchaWZeM4eTbXmzQaZS4GLucXE+JEoNe9oN2oI8sKz/f3KFUqHBwdMV/49MYhh0fHnJ2ec9G9oFwsIisq79y5w9n5EM00MDNZTk/PkCVYW29hmDrTqU+xXMG2LK5c3iQIU0RF5dOvvML6eovpdMbh4SGiKHJpY51Os04+Z3JycsaVa9forHXwPI/53Gc0HrPebvCFz98mjELMXIb2+ia6ptPt99nbP0bVdOYLl7xTIJd3EKU8jz95jGVYPHt2wCf3n/LhRx9wfnHBcDSiPxgwnc2Jlj52xsS2LUajMW+8/hXKtQoJAnt7RwiiROtlYM4XLBTVoFYus7neIfSX9IYjSAVKRYdGtYxlamSzeYLAxw8jvv/Wj3jrhz+k1x2sRsZrZSRZxLQM3nv/Hu+99x7jyZhcLothGhwdHmIZOp43p1it8+jJE9zFnLW1Na5cucL6+jppmjIeDnn9y19eYdpxSmdtjU6njWUZ3Li6gyRKnJ+dcuXyFYIoRBBlbDtL3inSaLYwdZVWq8nrr3+JOE4J45SL3oBqrYlt2wS+S7VS4uz0lCQJsUydXn/AbO7ieR67u7usra0RhjFhGP7U7zKTyTCfz+l2uwRhSNZxEESJ6XTGd7/zXQw7R6FU4+N7H1MsFpjMxhSLJVI0gjDm8PiUn3/z5wGBtfUOqqzQbDTwXJfxZIIXBOQyNhnbYntrnbKTY9yfosgaz/f2QZAYT6b0zy9QVZFiqUAYizzfP+WtH99lNp9RLhXxA58fvPVdzi4G5JwChaLDxWDCP/+DPySjW9y8dQNRVHjv/fe4cesGfugTRgmCqNJotRkMhty4vEk2o3O4f0Aml2U8ntJodbg4v+Dhg/sYqrpyBEpDnJzN8ckJgiQzny/prK8x6HWZzqZAumqeZmx+cuc9DMPGtrLUalVkVSZKY5xCAUVVGA4XbG5t015rM5usKII7V9ZJE5F33vsASVJ48WKf58/3GI4mqKpCsVAin1EZDqecXZyzvX2Z+WzBO++8TWetjaJK6LpGIV+mVC6TAqZt0e/3efH0CdevX8P1fKIETs8viMIA29Jo11eN4e9+54+xcw6OU8ZxnJV2km1jWga2ZvCp27dJgHyhgO+H5LMOt27epFpvoBkmmmHQaNZ48OAJe3sHfPC9b/B3f/kvIA/91/+n/+VX/+av/GdkcznCUMAPA5ZJSLlaRtE1kBScWo3O+jqpKHF8OiCK4fK1W1QyNkXHIUkSDo6OaGysE0UhXhRzdNTlo48fcf/hLrVGnStrDodHZzx79pzzix66VWDmCjx8tM9PfvA21UKOfE5Dzpr4xExnLvlSA8PI4YYpJCnNWpWtrQ3m0zF752eMZzNCUtY2tkHVyNgiUehCkrBcJjx+vMtH9z7m4cNPuLS1iaIaJIJI96JLt9ej1WohCALT6ZRWLYthigiCQCqK3P3oHkGcsLPRYnf3iM5ak8n4HKeQIUiXeH6EICrs7R1TKtaJkpCNzU3qjRphFLNwFyyTgExGodUucu3GFu31Gp4Xc2Vnh+lsRqlc5u7du5wcHNJo1uis1dnbO+T3v/EH7B0foRsGuWyRH/7wRyRpShyMaLUazBdzvv3Nb/Lw3sc4+TxmzmHQ61NwstiGRpSGxAgEcYiqm2xfu8mtW6/g9kdc3blK1skhKgJeuMTQbEqlEtvblyiWCkiyhGWaZDMGURjQG40RJRVJFAjD1ci0YRjs7e2x0VljOBkTJAlBGPL0+S6PH36Ik7HptJss5lMefPwR+wdH5PMF5gsXQZCYjKd8+OFdXvn0dY6Pj9nfO+Dp4+fkC1X8VOdHP/4RpqaQMQTyWYNma51Hjx4Q+B7NVhtV08nYNgCe5yEIq+9m2zaappHP5ykUciiKimTkmM6XHJ118YOYRr2Fmc2jqBq3b18njWOKpSLP988YThacnJ5SLZUoFVcmEFbG4Ou//TucHB8jAFd3dvDmc377n/wThmdnfOmzr+K7Ls93D3j/ww9X2vw3bjCeTYnDiFgEybQ46I5ZpgZhEtLqdHCKDqZtcHJ2TL19ifFkTne8oDecYjsFTEFEN01KpTyqpjGejnm2f0quUOH9Dz/ivTtv02nWKOd1NAkqlTL7+/tIoohhZ8jYGfz5gumoz/rGGoqukkQRlm0jazpOsYKiKFTLzksp6Sqe5+J5LmEMsqwRBDG6oVEsFzg5P+H45JSl77O1dZmDgyN+53e/ThSG5HI58rkcZ6dneGFEu9Oh1W4jyTLVWo1gGdK76KKIKk4pR61VZffpC+q1FW2x1++BkDAcjlFlDT8I6PX7LFyXne0tRoMBy6XHhx99TLO1jqYbXJydIqYhpXyOctmmUqkTJhLL5RLTNJnNZpydnRFHIbZuYOo6P3znbbzAZzx0UUWV589f8Hu//3tIugSA78eYpsnCdfn4B3/Af/i3/wJqufxXv/bf/er2l/4lPvjoPks35A/+999nOO2SzeYoFCss/YDToxO6vXNy2RyLmc+zZ09ZeBM0PaHRqKMZGienXSaLKeF8Sq1URhRlomBJo2jxqWtb6LqMH0gUylV0TaHVLDKduriey+tffZ1aq4Ln+5zsX/Do4wf0Ts7YWm9hahJ6RmIyWvBbv/kNHjx9SnNrjcnZhBfPnhH6LlcvX8bWDO4/u0BGpFrIU8gWuegv6Kx3uHX7JkEK3f6E5SJBliMKzgpaWbouEiJhKjCceSyWMRfdIZq26uAX8xmqlQoXFwNmrs95f4ZhVfGXAfPxAF2BzbUa4+4ITYb5fMJs6XM2nnLnW9/jvR/8gEohR6VSQpQl9nfP+Oe/909p1CrcunkLd7ZEkGI2t7ZQNRNBlKg36xTzWbY3NrBtDYSInZ1LVFptAhRmboxp2LSbbT7z6i1UIURXTexMjpNuj9FkhiRK9M6H9C8GtBtVHMcgTULGgz5H+yeIksH5YMHp86e8eL7LWqOJZVgYkspHb9/jnZ/cIZUlqo06T588Y9jvE4QhURThlEuousZ4sUTVFNY7DRzLxpu6aJqNbmbJZIu4XsiL/SOGox6feu0VeuMxYRphmQZra2vMfQjjBDuTpVQr0GhVyed0LMsim8kRxAkXwwFL30eUNEr5Or4fUHJynPWHGKpO6Ae4Qchs6RNOluw+fcqtm1cQEvinX/8GJ8fHPHv4kFev3eC9H/yQd976Ie1GGVECp1jgk4cPkUWZyWjEp27ewF8siMKQ3sU5tUaLIExYuB6pICIqKvV2k2K1RLe/YO3SDqJuM/TmlGtFSpUimYxJtVKkXilxfnjAbDjk+OAUzTCZuC7j/T22Oh2ENKZUMHnnJ+/yyeNdojDk5vWr5GyTJ5/cZzjoI8op65ttBEHg/OQMQZKpN+pstFukUcxaZw0vUQlQCEKfjY0NokSEIKBeLVCoZJENFVKF6XiOJCnEQczBsxdkNY181sZPImYLl/OLHr6fkHdKPL7/ANs26ay38ZOYMBUxkKhWakiCSBCHrG+ukc86+H6Eu/RBNumPZ0xHA4aDAe1OB6dQ4N69e4RhymanSbuaYzGdc3Q+4aQ3wKmUkGSV/mDMbLbEsGwqFYdh74wwDrHsAoppIZJglKqIhoWtCVzqrKp30y4giCauFxPFCcvYJ4z8VXM4Z5OkMYaoESQpj168wDIsNhttgmCBIKZcvnZ11TxNFUaDIXEcoSgKF+fnvPOt3+VX/u5/8DMFdPlfVJD+WbbQD9h7+pxLly5Rr1bJlTI4hTymaWGZGks3xDAMEiREScC0NErlIq9+5jYyCd3ekH5/ioCMhEyr1aBQyNDfPaNcLmNqEiBycNDl4aMXzDwfQxVXN4KX47nf/e532b7UZufKJQbDJYJqcu3aDrlCltCHKAVBVvjyV75IqWyxtl5DjzW2r6yTy2cJ/JCHDx8xvDgnU8tRLuVBEIgilz/65o/Y2OqwvXMZy8zT757huQMODz2++pWV9vVoNEJ2oV6vUyzkGFyc8fCTT/CDJTdvbeMHMT965x1SEv7yL7zJdDIkiWI++OAj8vksGxsbHJyfsfDn3Lp5nVAQSaIBjVaZN//S52i36wipyvHBBZc22mTsN6nWSpQcictba4jKBsPhEABFUTg8PMTzfaqNFtlsloKzwslPj84RZAVvGSGKAhlL5/zinHq9xk/e/ghF02l2WjTbTURBYv/FEXfv3uXW7eukaUqt0aBYCHFdj1ypQoEUTQjR8znGnosR+OQNnY1rO6SGxNrGGhutBs8f7tJ46SKUz+cZDoeEYUi1VKY/vEDTNFQZJEkim81iWRb7L/bwPI8kinnllVfQZIVqtcr5+TnPnz3DNi2uX79OHPj0+l0ubW2gCiIpAraq8aMf/phCMUdnswPA3bt3adda+KHL1/7lXyByPU4PDtE0jZ3btwjThP5xFzNjE0QpoiDwYn+fN974LEqjimkr/PzXfoGbr96gmC8Skv60GZjP5rAMC0SRazdvMOz1sS2dg4MDFp5HtVplPp+TpimKoiAIIIoi7777LqapY2cNfvj9t+h2u7z22mu02iGaJiIZJpVsjmqljm5nGM2mSH4ZDJlYlDkfLHnls1/COTih3W6TzWYRBIHr16+TzTgkaUhvNMP1I4qVBuu5LN5iwXqnyc2bN5lPpzx59Ii8k6FRKzGbThkPJjx88IB2+69jmiaqqnJ6dE6zuZqULjoOvushiiKe5zGYjRBFkStXrvDk8TNUVeVrX/saz1485+zsjEq1ShqE3Lt3j0KphOu66J7FxkaLfKlObzBBVVVKhSymCoaY0mq18D2PwWhEsVhEkWUMUyMRUpySw9nUJfKXPPjoHmtra+RyOWazGXEcIwgSxWKR5dk549Hop7o659MxEjGiJBCn0Fhf45N7D1m4S+q1EjknA+MF9z/8kL/yV36eqmPz8IMTxpOATMGh2WrR7/X40Y9+xOalNZauy3Q8IpfJ0u12yTs5rmxvI8syhqZhWdbPHEv/f5Gh/4P/4dd/9av/yt/g6rXLKKpEvmBz/eYtJFHm4OCYo8Njdp89x/VmbG5u0OsO+NGPf8BsPqXb7VEp15hPl9x59y6ddps4dMk7JWaLJaPRmOOjI65e3SSJU/YPTyhVqnzq1g10XWE680CQMEyTS1vrLD2PMBFxnAKCIHDWHTCdTfETmffv3GXQPcPQYHujxeMnL1j6LuPJCEmScPIFzs8PKOQyqKqMrGgkAkRhSKfdor3WIQ4jPvroY5y8xc2bNxBFiTRJURUNRU5pNKpoqkKarCqPS9vbTD2Pi+6QnWvXUHSRZruBN/fwA5+847CxvkEYhmimiakrdNollgufwA9prJXodBpMxiOSVGY0XjIb9Xj06AGmodFstljMFnzz299mOBzSarWI45jhcMjR6TnVWp1MNscfffuPKBdK2KZJNpvjxbMXnJweEkU++UIG284R+CtVwmazstJSQUTXTNrtDrZtsnBnzGYulUqFKAjI5TIkSQySSLFcQlYVkjTlvNvFDSIq9QoHh3vcurrO7sM98qUiR8fHvPXWW8wWc/b29rh75z1URWZ9Yw1SkeFwwk9+8hOOjg9Z31jHMHS+/UffplRwSAFRlJhMJgy7/ZXO+NXLZEyDwPMY9QaUyiUMQ2UymkGa0mk3UTWFUrnC6ek5prbqz4ShjyJJmKpKp90im8+hGxrefEmlWmIw7OO5SzrtDTqNMpImU6qUkQ2Vg5NjTvaPGIxHNFotxuMxz3d3ieKYYqmEKIo8232G4+TJZHNUqlVc1+Xi4oJ6vU42myGMImYTlzRNuX79Gu1Oi36vS6fToVQqYds23eEA0dBRZA1TVbF0HdswMB2D2cIlCGN8P+b0rMtkPEYURWzbRtd1qtUq3/r29xiOx6i6zsZmm739M/Ze7OIu5jh5h1zGZjgaMhqNqVVLrLcbFJ0848mE9bUN5vMp2VwGTdPwFj6j0Yg4Cchns5yeHnN+doooi5SqFebzBSfHJyTJStbYNFTmizlRGKApMo1alWKhQC6fp9FoIMoys5nL4UmXNI6RxJScqVKvOAyHI548e8J0NiWfy3L3/fcQxJRKuYBpGgTRym93OBgiSyLbl7ZY+t7K0apYxMnmXgrrSfT7ffzlEtvOEAYBYejTKFUJfB9RVTGtDL63xM5aWJaBuwjImDqNShnLUNElmXqrzWw+w85l2Oh0KBccBGFVnfX7A1RlZSZtmzphGLBcejSbDX7nf/4H/Ed/EdUW/5v/9r//1b/xS7+Mk7dxPZfzbo/hcEzgRzj5AmGQcHp6RqHo0G51iIKEMIjZurRBu9Mm6+QJg4isZXN5a4Ni0WE0nhKmIggi+YyNoRnYlsnCDVB1g91nT5hOZ8iKztl5l/c/+ICL8xOuXbuCZWV4+PA+ceRTLuZpNRtEccp8OuX6ziUyGQtd15EVg0q1hKpKVGs10jSlUS5jWRkkVV95EI7GlIslquUypqmhWyYZ26JSKeMtPcbjCbPZnDhO+Oj+R1zZuYZuqBwenvL06S5HpyfkCyX8ZcDJ4SFCEtFu1kijhLOzU5IUer0B3cGQ85NDzo4PqVaqyLKKIMksI4/JcIgoiBQKZYIEnj5/ghd4LOOQzc3LBDEUCwVeeeUV8vk8k8lKQuHStWukooznupQKRWrVGpvrVVRNQVE1ti9fJmPZyJLEWa/P+dkF1XIJWQTLNlh4Pu+8/S79/oDJZISiKoxnc2zDYNi7oFKv4Icevf6Qhw8fkqYpxWIRURSZeT7Hx4eYpsZauw2JhB9FDIZDqtUqX3rjDYIgIA5ibt68jq6rTBYLxpMZmioji/Daq6ux/EG/x9Wdy4iyQhQnxFGEKim0G3WMrP4S/w6w7QyQMprO6A9GnF90CUIfhJRypUqpVGHv+R5OIY8kCZi2xUcffcDG1iaaobNYuoRBQm/Qo1KvkHcc+oMxoiySzzvIqoogiMiqSrNSo1SpYNo2+Xwe27RwnAKKphHHEdlcDkkSyeSyiKKELMvEcfzT7Hw8HqHIOs1mE8fJo+kKimLgev4K1ohTer0Bvf6I/ecvmE8mtNoN4jRiOJ4yHk3RVINCocB4POHs7BTP8ygUVolMmqZ4iyVJ5KPpK5u8+cxFEBKSJEQCkigkjUIcp4AsSxQyNrZtrhhlc5f5Yka9sbouDvaOSNOUTM4km1kREwoFB03XMTM21WqRyXiOIqssFgsW7owkCik5eQRSitksVsZmPJlwenqKHwYsFgtkUeZ3vv5blAsFLFOjXqsiCRKyIhH4S9Y21tlYX6NWraKpOv3hmLnrQyqwvbmBSAoCNJsVUkFkOpmiKyqKCMPhgHq1ztHxCc1Wi0rZ4c7bbzOdzBAEEcPUmQ0niILIcjGnWatSKjk8fvyY/cMjVFXHjxJ0RWXuLjg5O2Wt1aRSKBCELvP5gg/u3uXyzg7di3M+vvchrWYD2zKxLJPf+8f/I7/8M6ot/rkgF0EQ8sBvADeAFPi3gCfAbwHrwD7wr6VpOnq5/j8B/m0gBv52mqbf+rOOr+saaRKwt7/Hs90XFHvSeFsAACAASURBVMtV4jjGdEyKhSIX530ub18hm7O49+FD4jAl9FMmwwXNTo0o9slkTSYjhUdPHiAIsLF1icOjY05PT/ngzk/49/+9f4dLGx263S4zz6dVL3P16lXmXkS3P6bT6XDt6ibB0sVbRjRqBerVMpZtYukSQShRypuIcsrewQGHRyeEYYhuqhimSi6XQ1Ykdp8eE0YpsqETJwl7R4dIXkSzUeGzX/wMcRQgSgKnZydkMhkcp8DjR09IE4HNzcsIosx4vEQQVQrFKmEYsrWxzvlJj+MXu5Q6TeQ0QZJFSBJ293bprK1TLlUZHu9z4+ZVyuUiizBlNusT+Cklp0wuayLJEgkRqp7l9a+8gqpLnPdH9HsjxDggCAKyWQtFUdjb22MaJii6RhqEaIJIGsfUqga5rIZlqrx790NkBMq1KpVqkTAMGQx7mGadNI4JgoBGo8Hp6Tk7Ozvopsby+BR3uaTRrBMGS0QhJo1WjySMkBDQZAVL0yltb7NcTjk66eGTIooiiqKg6/qqmVat4hg5Ls7OmC3GOKUy+4eHxO6CjGWgyjK6qqKrKnvPn7Nz/SapKPP85JTj/UNytk5TaxH5EV4UkoYJPumK8aBZhFGCU8yimepPz9XNzU0MQ6dUclAzJlduXCMWYeq7zMOVFvnO1atohowoiGxsbvL8cI/e+BRT1zF1g+FwSLVYYOEvKVYrq0pxNOai12PheTRqVR588gnVaglZ1VFVlTiO8X2fi4sLPv+Fz1KrF/nH/+h3iaKIr3zlDXRTwSkUWPo+w+GQSrXK9Vqdd+/cZefyZSQi/Dhm4s4IvYTJcEalVEWS4OrVbZI4QhAEdnd3qdfrZDIZ3MWIcjmHkEaEQcBau04mqzGfz2k1mhiKwr7nYeoWtrVSuIyDkK21NifdMXESIIoisizTbq9weMOWmc4mZG0bw9BZhgGu65LP59B1ncOD45/Sad9/7z2WC5fbN2+SpjGkCmmaYlkWgiKzXC7Z6LT5j3/5b5EkCaqmsHd4Simfo+jksSyTQb9L5yU0cnx0ShgnvP766xTyJm//8MdMpmPWt7ZQDQ07Y/HhvXvEbsDnXrtFLpPh8ZMnHOzv017bIJOpsr21wWIRY5o2xWyWhT7l+z/+HrdvXyfyfQxDZOfqNk9fHDANUwRRY3C4j6JpbG2sg5Di+x7ZbBZF1njjjddRZJHbt29jGxr5bIY4jgj9JYr0syPif949fg34Zpqm/6ogCCpgAv8p8J00Tf++IAi/AvwK8PcEQbgG/HXgOtAA/lgQhMtpmsZ/2sF7/R5vv3uHz33hC1TrTcbTKe58TsUprO7OuQzfvPM2tqXxyiuvQCoy6B2ThB5qKiOhkCpQKJdwZyKbGx1kxeDF3gHXdrb43KevYlkmZ8MZm9tbzKcTSsU8igyaEtMoZRmdn/Dg7kdcvX6Z896IR5/cJ2Nq/NzPvUG7lmW0SJjMpzx69AhdM/nsa69x79FjbFGlWmkgywb90RQjk6GcsTAtg36/TzVfoHWtQa6QZxEnjAZDXNelkncwNIWNtTzBskMQwOFxj+98711aa20m4zkCrKhpFkTFHJ959fNICswWq+yk016HVKJSq9JuNylnv4qVyfLuBw/p9qcIiLjLKZIQ8/nPfQanoCEIAoNhl9/4jT/m53/uq2xvX+fxw10efnyXX/zFXySbySMg8eD+Q9zY46/9tX+dwI8ZDvrkMhZukDDzXOIIGrUGg9GAMPbJOVnK1SqmoVGslHHdOb7vk5Jw/cYOxZKDJEms1ysc7+/jyhLVeh3VMplPJiSBS+wpqFJMJAlMu13UWhF3McfotIkRmPcW5EsZipUighSTzdlczBc4pRKFSgFV0alVy+ztTmmsdRjPXRRVYmvnCoqYUizmkBUNWb7Gzs5VCoUCS1di1OsjpDJJ6hP6SyAlm7ewswa+7xMlEYo8wfd9RAnOz89pt2rousj+8RFBnGBlsqSpzOOnH9NsNlc3BUUhFVNkUvaOj2nUa6y1O6usX5HJaDmmkxlRYDOZumRNC0WWyGQMrt64Tr/fZzQeo6kqcRiSz2ZREDBkBRn4y3/pixyfnDGejDBti9FsQZSkZLMWSbREU7K89plPc3iwj7tM2D9eCXJJscw7Bwc0mnXyhRxxHGPlbeJlRNa2qRWzFAoWi8UmsgiSqjCfLUCU0UWBbCGPLifkcjIbGw2iVGbhLhm5HnIQEgGaLmNZORazJdlsFsPUuXPnDoVinms7V0jilOlogmVZhAufs+MJQhJimzqWqpMxMnz59a9yfHyMpptM5x6xHLAMA5BEFEEkleQVQ6hY5MmTJwwGA8Iw5Ktv/hy7D58wGg+pVetovQGoEqIiYgCzQZd6Y53mWof0SFpNpx6fM53P+dJrnyMJl/jRguZalcl8QTZfJA19vLlHvVpl6YVoioQowealFvP5baqVCvPpGNeboUkS660moipgZyzapR0+efSE+2+/TTbn8LnPfp7zk2PG4zFxmpKxJ9y4cQPLKfDo+R7eYs6N6zdBEP6/D+iCIGSBLwP/JkCapgEQCILwV4Gvvlz2j4DvA38P+KvAb6Zp6gN7giDsAp8F3v7TPsO2M2xfuUI2m2U8WVCpVChtXyaKIvoXXebzGZ//7GeII58rly/R7/e5evUSuq7z4N7H+GHEbBEyn89Xcq6XVnoQiqKQJAmyIjGbzbj/6D57z59h6CqfefXTNJtVLENnIkyZjsfYtslGZ41xf0K72eQzr71CrV5hPI4ZjRbYVoZr165RqZbJWBa1WoNOs0xKwmg05qI3ZD4domgSxXKOUqGAlMBsNmPheSi2ie963P/wI7YaNbYubRD4EMcx77z3Pu484Etf/jJmxuL44DlPHzxA1yUuXekQLBPOuhecnByzttHC8zxIJJ48ecJo3Gdjo8mDh4948nSXL3/lTV59bQvP9dnd24VwNRwSBBGSJPPp27epFbJ0GnXatSIbaw2KuTdWBsLzOQC3bt1iOB1gmjpp5BPHMcvIp98fomsG3e6KdllrVHG9GaZp4jgrj9V+zyZfymGEkBLT7Z2j6Qrlcpko9FnMplTW16nXy8yWIdlcEU2R2NzokM0XmHtL6u0Wqioiq6ApCgFLqpU6gpQgKwKDXg/fC0niGDcIqFJBlxVatTqB6xGGCd1ejyRJ6PWGZC2F5XJJOZtHkqaMRmM+vHeP7cvXyNsW3YseJ8f7XL58eTUgJILruswmLmvrHSzLIljGiKKI4+TwgyXhKCZrZxFSgXwmi6roLFstdF1fiZCJKYPBgKXnUa9VkWUZyzaoVCpMZ2Pc+YRioUy4dOmdn5MmAYVCgVarhSyITCYTFtMZN65fZz6d0ju/wNR1SBLiKEQ3NERJIEkSJEGkWS1zeHhAioQgyUxmqynWZqvFcDhkPF7BmKVSidc+8yqmZXFyfoaiKERRhCSKOI5DHMfksjamOePk5ARd10liEASBxw8+5lO3bzJbLJBkjWUYsPA8giheHSOKsW2be/c/odPpIAiryVCA2zdvMh8PERIwrQzeMqA/HqMrOoIIhmEQhV0OeyOq1QrFYpYkhnfu3KXT6bB17TKCKHK4v0/GtLAMg+FghGVZP60qnj9/TpzCtZs3uH//PpP5DG1ksPR9Hj76hKxqsbbWJAwSVM3gydPnlEqll83xmG/8s2+ws7OFnb2G54Om2zx48AG1Wo1M1kI3NM7PemRzAq6vYagamXyG0WSIqRuogoCiqaSpSxIsETGx7Tz5fJ5KpUIQJKSiQKlc5cnTXYrFIqqqMpvN0PUVhBYHIcFyiSCIP2s8/3Nl6JtAD/iHgiDcBt4H/g5QTdP0DCBN0zNBECov1zeBd/7E/scv3/tTtyAIVtZe+kooaO/FC44QiKIIwzB4+vQp5XIZdzFl+/IlTk5OkCSJs7Mz1tfXKFWqDEYLPv74YyRJYjqZI6oaqSBx0evTbFTIlCxe7A/50he/TKngYOoq46HHaDbk7LSLUyySECLKKfVanjhZ8u0//g6ZXI5Pv/oZ5tOA588OabXKSHIZWU04Od5nf/cBX/jC56k3ayyWAccH+2RtC98PkEQZXTM4O+5hZTMUzRxLVK5duc6ljdpKmGi+BFGiVKlw5QsbNJpVhrMZhbzFV9/4AvlcDtddMh6sGA5b2+u0Oy3mswUnR+cUCgWazSaz2QzbzPH661+mWi8hqyDHK/cUhZi9vT3anXWWy5DBWZennzwmp8vkP73NrevrfP8HF4SRj2npzAdT7IxJtmgTBAGqqpIkCZqmUS4XMVSdOFwxSpxSATvTpt/vIwgC1WqVUqmErEvEsUS9XkdRFIIgYDqdEsUpaxubFAtFPD8hjBP8MGHuR+wenGIPZyz8iNPzc7KWhqrCp65uMDha8OO7H5LNWbQ7LWrVOl4aMDrvM5/P8csVKk4Os1rj8cOHPDo+5s0338QwDA4PDgCDFJFUEFkul0hSyvWr26yvryGKArP5mGLp0wB8ePc+jUaDJJLY3zsik8lQb1WJooi9vT22Lq0TBAH+2OV87wRtSyJYLshmNAr5HE+ePGE2GbO1tYVl6OxNpyiKQqfTIQjCVZIhJGQtnayl4eQzGOqnOLvokc1mmUwmxHHM5c0t5ospiipRq5WRhJQoCFi4c2JkZFkmk8kwnXnM5lOyGYXLl9Z5urvPYLggTKZstKsMBoOVtIImIwgJgpjQajfo9YY8f7HHFz7/RQq5PN//7lsUCyV0tcp8mZDLWEwtA8/zyFhVyuUymqIQRQmmZdAbTgijgNnCfYntCziOg67rOI5DGIacnp7iOA6yLHPnzh3C2RRJkrDyORJFIhBSMqpENpchlzMQRZHnTw8Yz6YswwAzY7O5fYnFYoHv+2xutslls/zw+2+ReRnILcviwYMHLBYLSqUSg26Per1G1rI5OTnBUDVa7SYX5+cEbkgqiXS7XRbuklc+fZvZbIZhanzqlVtkczbdiz5Hh136vRmGbtFsrREnIdPFnKzTYDKbMRiOmXklLMNAVnWWQcTY9cgpKrpmYBgx+/v7DEYT/FqFUqmEJEl8+OF9jo+PubS2zte+9jXeffddLi4u8DyPar3O/rNd9vb2ePXWbdIk+VliOfDnC+gy8Gngb6VpekcQhF9jBa/8adv/U52Q/t8WCcIvAb8EUKw2qNfrLBYLBEFYTegtXG7cuEEYhvR6Pa5fv46hrzA00zQRBIFsNovjOKRpiu/7qKqKpmn0hyPOewOe7x9hZwyCKEFSFArFPKfHR3zy4CPajSafeu0VNN0mjM6RNZllEOBHAYKo4vsh7UaTrcurse8k9di5eplq1cHzFowGA0xNp7XeJp+zEUSwLJ1yqYK/DOh3R0R+yLA3RNcUSsUcsgy2peFOBAbDPnnHwQ/hojtcZXUkCPLKaDgm5ejklPFoQpM15vMFx8fHtDp1TFOHVMAwDMrlMvP5nOfPn+MHHpVsGVlZNdE0TcO2BUbdM2RZplwuEl2MiUm5dv06xWqN8STCDxK2Lm1SrpRQlJXAUi6fJUpXbJckFFcO6YRstmukSYRlGIik7L/YRTEUms0O9+/fp1jI02xUUAQJURSRJImTk1W/oFgs4rk+8+kMXV2iCzKT+eo/n4zGrDWuoGcz2BGkUUy9VmLhjrnozwmSmE6jTq1RplDM4eRzTKQ5XrlMruCQCHDW7aOqKpcvXyaXyxEsl7QaRW7duMHp+Tnd/pjRZEocBpi6Ss5xIPERJBXD1Hi6+wJVkmm3G9TqVRRFQdUUhsMVTJbJZACYTqdsba2h5hSuedeoNRokYspoPCdNI5rNGoVCAUURyWYtOp0Oy+WSwWDw0wGkxWIl0qUoCzLZDKKsMhyPcZdL2s0mlmFyfHyMbul4S5dUUdENjdNBD1kRsbM6srCqQA3DAMDzQpBWjdPZwqVYLGIZOlHGJgp8DMNASBPc5ZzRZMrJyQlpLDLoj6lUM9y4eZPRcMpgMkO+6EMYoWsKlqkT+B5JHFIpluh2u6RxiKopFItl4vMex8fHZLNZwjAkjuOfBnTbtsnlcpimye3bt5GiEN0yGfUHzDwXb74gNU2SJCIFMpkMogSn5+c0Gg3CMGTuukRxzHg8XsE3hrEyXw6Cl+e4zc7ODsfHx5RKJYLlksVsTqlQYDaZQJJg6RqXLl3i2dM9pq5LTSlhZyT29/dZLBZ4SxdNL1Nv1Ljodzk6OcNxHK5frzFfzjg/GbCMlhTKBexslv29IyqVCpmMA5LIWXewil+KjqQGCIKCbecxNO2nWj9BELC9vY2VzTCdrm5sjUYDRVGYTCaIikyxVqVSqwEQJ38qSv1nBuv/t+0YOE7T9M7L119nFdAvBEGov8zO60D3T6xv/4n9W8Dp//WgaZr+OvDrAFtXb6VBEDAYDLh37xMUTcNUVo1G3/fJ5/MMBgPqtTKTyYS9vT3q9TrAKntEII7jFZdbjKhV65QEhaPzHpKikcQprutSLOXx/Rn1epG1dptC0aY3cNFNG8fQEORV+b4MEjK5PJoqkcuaaArIakoQejx90sdxHM5OTkEUEYSUMPCJAh0hTZhO52RsnVKpxKg/xNBNOu0qgiqgZzTmkzmOYxGnPpqmIUgmhmmTiDNiMWUwWxDFUCzXiZcp1UKR9bVNut0eT54+QhDrpCT/52/I2dkZl7Y32Nha4+z8mHK1QBQLRGGMO/dJkpR8Pk8c+6Qp6LpOuVEjY6rIpFz0xuyf9IjCCbX6isEiSgIPPrlPo9XCKZYY9Wfs7+/zpTc+TxRFCEmKrIgYmkYvDnHMHLlcjiiKkGWZIAjAS5nP/Z9e4IqiIMkyumHQ73Y573bJRCHIErIYU6vkEYUEW1cQZI3eWZf9vT10U6Y/HHJ0doY3G7C2XsGyFDxvgiimaKbG4HwCkoRhWciaRhRF2IZJ4C0JvJScneE4PcfzA1qtNZIoJAyWGIqEHywR4ghVVemsryOkKfVGFSujkJLjU6/cRJZlptMpvhetzDQkiTAMUTMKw/mEwZMpZsamVKxgazqT4YiDF3tcvnwZTdOQZZmLiwvm8zmO46yYPBJMJnNmrs/Z+YT5YoEorZgsoiiSyRhUi0X68xGLxZxYVVEkCVEUkGQBSZLQdJViscjpWY+lHzD1AkRWlZNtqqShi0AOJ5/FtlYw2Xw2wbDKq8aisIJYojCGNEHXdXQ9QFZERFknawgEy9UUbBwGuPPZSyErjeXSQ0LA0GXq1Qr9fp8gCLi4uFjNjCQJ8/kc0zSJ4xjbVmm224x6F8zmcxxdJ2OYLKczZvMpdlbH9VwURaLeqDFfRuRfwj/jyQTdMIjjmJOTE0zDwDAMYlnGeymQVigUmM/nL6HIZKUfM5kQBQFJFJFECXYmQ2drk5ytUygUUBWBON5hMplgmDqj8QTXd9m+egnfi1esnIKFqNcRJBlBTDk+PUXRNba3twl8j+l0SqFcolypoM5ndAd9XNellHcoFAoEyyVpmq6qWcfh/ffvUanXyJkW2WyW2WyG53lIksTFoE8CzCYTZEEkiv8FBPQ0Tc8FQTgSBOFKmqZPgDeBhy8f/wbw918+/7OXu/we8L8JgvBfs2qKbgPv/lmf4XoegecjpgIZQ8OwVp6ay2BBkqSkacp8vqDZuEEY+ZQKDplsnjCO6Q1XQwWRv2B7q83O9sZqvL7X54uv3cbzPMJgyfHxiEFvRDZjUSoV0XQF34+IEfGWEUs/Jok90kTg8aOn6LrI7VvXMA2DJE4JFi6CEGNbOvVahZydo1TJk8/oBP4Sz/dJ4pRWq4TjONi2hbeMEBYevgBpFBKMR+w920cTVa5fbWFZKokooysC07HHYijiTVxy2QKJnyDLMqVGGc2ETN7m8194A8NUOT7rE4WgWCaN9SblWgVNVjCMHJOJx8JbIKsqYRjiTlzGwyHtToMkitGkhDSEF7sHFEsOW5s1nFmIoFnIikaYgm3nyeSLFB2HWqWALkt85Y3PUa9XIJHwwoAkjjEyOutqByuTwTB0bt++TRSHuMsli6VLHEv0zwc8vP+IRr1PKZ9DkWWiKEJXZYp5G0VRUJKQ+VQlY+VRZR1BSqlViywWKoah0G41CH0ftVWn1V4nikNiYlxviqYoNColLNukWMqRpilLJ4tvauiayWQ+gzhlrdliMp9iaCqyqXG0N0IRDcaLOQtvugoGbkQYhvwf1L3XjmRJmuf3M3W0yxApKrOr5ezOrKDAAiR4y2fgAxC8JPgY+yi82XdZCnDJ2Zneqe7KyqoUEeHh6gg7pnhhHl6zAEmwAQ7R40AiE8gQx/3YMfu+v/q2645F19H3Pd9/+AOr1Yr379/T1IaqabBz5HiweBQ3N3ecjj1GGLarNYmAMiWNVuz3RwqlqQrN2/tbfoqeYEeUWNN2DV8eP/P49JXNas3xeOTHD99TVQXfvLojrpckLXj8+pXXb15RLxb0fY8qDAKFnwKQw8GUAaWhqiRd03E8wvkc0EojEwQf6I9ngg0YbTDS0C0rvnl9lw1iOB52e/rzyPPzUzY4pcgv/sWvOJxPPHx5QknDza2hKDS73RPeRbQ2DP1IJHeD3meXY9d1bFeax6+fadZLCiOYhgFB5DhaJhe4NSWr1YqI5PHpK1+fjrySBTF6nJ+zbDHd0LQ1t3drHh8fGc8z3d0di7ri0w8fiDHSrTcEKXAkFtvcFSQfCEKwurnhbQggBN/98CGPaewqjvsjx/UN622BKkvs7Pn+4yfutjckKfjb3/977rf50JvGQKLEuUgioAVs7lq8C3w+PTPtHiiakqI0+J3lfDjSFFmeLITg97//Pb94947lOqCUoCw0bhhRq5zx0nQVH3/8gaatEW7m9tU9hxiJIhds/59v6JfX/wD8jxeFy3fAfwtI4N8IIf474APw3wCklP53IcS/IW/4Hvjv/58ULi+v5XLJ8Xik6zo2mw1FXXI8Hjnsj/iQcVwhU3YEVhXTNHEeBvq+p65rHh6/EtzM50XN3f0bFm3Dfr/Hz5Zmu2GxWLDfn1kulywWi6zr9emiXFA0dY3RNW1dcf/qlr/6q9+y6CpEEkyTxY4jRipW67x52dEjpWSyM85apiny+fNnpulMVVVYOzM7x4cffuBvf//v+eW37/jVL98hIvzb/+l/5v27LapuEVoyWocdPa9et7y+f0t/nvibH3/P8fzML3/9jsGWxBgZreU//OHvKCtD16z46dOPlIXksxZURnDqLfN8olvW3G6yeeFzeGS9XLLZrIgxEtxMXRmatuLVmzu6pWJ5rHgeRp6P+XA8HnqmceZ8PjNPS5Zdgx175mnCdBUxJPb7/RWGKMsSLs7F0/7Esi158/Y13jrCNPMv/8V/SrdoGJ0nxaxKuL3JMjVJQhcFgYHRebRzhNkx2IGqLpmdoy40N5sVh+PAH77/AQDvPd57xvOAnSdub2+52awxRlKUhr/77juMKvjFu3dM/cDz8x7nJ8T7V7gAh37kp4e/Y7Va8er1K8qy5N/+3f+aW3b7MyRS1zVKKW42a7QyED2nU89ut+PQn1DS4JxjnmeUUoQAZVVxOh75tP/EN6/fEJPPZHOMzPOMUYqUSkpTEuvEzd0KXQi0zJ1CSInj+Yy7KDjKi2uwqipCCPRTJiF1P6C0ZtG0pJSQAkyhqaqKz5++sl1n16f3nnGYmK1HSQMhXiFK5wIhepqiQy0Nw+nM7CxqgOfdmeASJJkjgduaqtY0fcfxORuT+tFS1Zr7+3uGYcA5lzf1qubV3R2THSkGTVMbfPAcj0d2ux3r9ZrVek0idyrWeu5vbilMibUWgcRaS101NE3D3e09tdEYY1gsFry7GLKKuuZ0PufhEvNMSonZWpazRWvNwy7zB7/93W8QAnZPjxS65vlwIsoOrTWonJ8Ukdze3DH/9d/w8eNH1us1RV0jCkNZlrnTVIm6LBmxoLLTte972rbl1f09pckHm1KKsixZrFcXiK1HKcGvf/MrxrNjGIYsmfzlLymKgr/+679GRsE8TrRVzTRNhH+ICv2ySf8vwL/6v/iv//r/5uv/NfCv/19fhNbXD6CqKpxzLJZbUopM08S799/QtCWTj2hl+Ob9L+jPA7f3Odzn+fmZd+/eXR663HK+tDk52vSG8zjgUwQp6acRO8PsIx8/fuWPf/wjq8UiS9HMirIseX5+JoaG0lR4n9vgGCPjOJJSyq2SPXG7XbJatEQynLHdLmnajLWWZcmvfvUrjs9PvHv7lld3dwzvJtabO0y74TSBCwNBGFY3t7y+u6epDdM4ZyLu/WuWm21W8QwTIWT45P271/THMz/5md/89p+y2a6pq4Z2azDDwKKrqKVCkq4P9MPDA21TYZRkdiM+zvTDkRBvMKXEPluUGq4tcowxP1wuUNcFSSgieeG/xHvWdc1iscCFwGwtwc8QIykEJJG2kWy3HQjNaRw49RaZYj642zLDEVIQpeAwDjw+7/nm27csuhrvE1++/EhRFAxTRJmSadoxjiPTNPH+/XvW6zVfwwMuBBCK0c7oqAgOlosNwTvW6zUnkej3R4qiZBgGiqZh+/oV8ek5W9FvbjIv86+yEibGnEGuVOYB7DhAnChKxd12xfnwzKeffuLm9bvLAXigaRqmcSSRDxvnHE3TcH9/T4gZdvr222+vipLZBppqQdt0xBTplhX337xmfzzR2wnfC9xkOQ+ZcLTTjDGG4CNfvj5SdS3vXr+hNIZxf2CwE9IojMkEdoyRw/nErV9T1jVFVeF8om7bDIlJlbtX5yiqCikl2+2W8dxzOh4pioKp9xwPPdbO+DBjXU/b5S7o8fGRm9sNi1WL1prz+cx+v2exyPHDkA/D3fMTUgnW6yVd113//+UZEkJwc5M9DABNU+Z4hi8HHr/seX7MX7Pb7WgqyXq9pq7z9KHHx0e+fvyQn4n37wnBsd8fCD6vsbZtr/xCjiAwHI8nlDBX3i2lyHa7xU4z4zASQuCf/fO/5PHHT0gp2R92pj28KQAAIABJREFU1MvF1dg1z1kyXF5+7uFwQGvNmzdvCCEwDMOVS2iahrZt6Q9HHh4Sr17dEULIyiefHeqr9ZamXTCMluPDjtUqFzqHfZ5s9ae+/iyyXIqLCsL7LKl6+du5ma8Pn3n9+jVSJfre4tzA8bgH4P7+nnRxtU3jSFwtEVqx2+14enpiGIYr2Wpd/vlfHh7oFi3rrsGUNX3f87z7ypv7LXVZYIyhbVvO5zPbzYKiyGPKmqZhe7NGqtwKFUWBCzmPoigK7CXxra4NiJy4Nk02ux83G5oyV1dV0+AcPD4fiUKxO/bsHh5pSgPpFiVKpIgILegny+P+eOUJhJSUxuSbXhT89ne/Yb3dMs4zX59+ZDeM1NqwKC6EJPk6f/r4EYi8ffNXEAP1YFmuv6Vpy+tDHWO8DGZoWK8jQggQinM/YmfPOM3EJKjKXIm2bctw6ZCkEtRdQ3CWsT9hbYt3I4WuM/582uNJbOo1XVVjxxGtNSklvA/Xn7efstqprmvqukHrEikFD09P+HlGa03TNFRVxXK5ZLVa4oMgCUXVNAzTRBEL7DTnvO/kiNETU2CcBkxlOJ7PLIymH8csvZwd73+ZM302mw2///3vQYbcdZCLjUKXnE4njM6bZVVV3NzcsFos2Gw27Hc7Qgh8+fSJ9pKFIoSgqiqUUpgiFyvWWrzPOHzf94zjSNvV7Pd7yipDUefzmVW3YL1eM557jrtnxmFi/3zIh4ELtE2HNJq2bSmNxi0W7A57itASYySlDFNO08TsPVIZpNY87Z85DT1drdne3l07C+sc5WXweV3XnI5HIA8Qt3bmdDqxbBfEGLE2XAUJi0V+PpQS1wr2RRFlrc25MPLdxUxjqZqO+/sshrPWXjdDIcSVexEiF0KfP3++qFp+Tdu2fPr0CWK6XJO9FE9b2mWOKli0DVVhUALO/ZSr/IvAwnvP6XTi7u6W1WrFTx+/sN/vefvuVTY3TRN//MP37J+PVE3J+maD63v6vgeRJwk9f97x+fNn1suG9Sq/7/V6zel0uq7Ll7hkpRRN0wDQti0Gwewzlr5cLtnXZ7QoQCoOpzNaa/7JX/4V+6cdm+WK7XaLFhKt1Z+8l/5ZbOgJeHh44IcffkAIQdu2rG8yTNK2LV8+Z741SEM/jrhppGsq7DyhdIG+4LJ//OMf+Yvf/ZrFYsHhcODm5ob1en1VFjRti9aSzc0Nb+62DIOlqSr+8//sP+FXv3yHvmzE8zyjtbq0ujWkmbZticljjMbNDuccQonrw6tU/t6vX38CoaiqioenA957FoVmXnWk1GKd48vjA1LCm/fv2C47Pv3wPcqB0QJEIKbA7Cz9yTJ6x3Z7h5aa77//HsnMr3/9DlVoHJF/97d/w/Op583rt8znnigl5u09ISUmO+FcDjYzJmc9j31P8BBjfpibOnLc90wX8mae5wzNhMDzsc86WaVxIRLtTG0tUsrrwzsMA0Zo6sqw3aw4Hfc0dcbvT0kwWospJKUSrJcNWhbUdc3vf/973r59y2a1BB9w/cB5f2DsarjdEpNkfzzRVCUfPv6IQnDY7+j7PqtPiuKq97az53geWBtNbQqsPbN7eqauzfXAUV2L9ZaFyXK/tii5Xa+ZJ3t9KIdhoCgKiqJguVyitWa9XqOU4jx4Yjpn1cXomL0kOs+iqXlz/4oPHz4QZsdyucwdTgiES2fUtNU1gK1pGl69esX2ZoWNmXAc+hFBiz2PDM8HFkVFkQRlt2BfNnz5/IXCVHRdx/k08PD4hW7RMt7cUmxWpMLwfDohqoKbm1uUzBtkiBm6qdsOlETqrOTqas1yuWScZj58+AhSZkHB5ZCVMsMdAcvt3YZxHPImPQa8y7lFi8WCaZpoQ02M/EekpHOOaPMBbExOYfTeX9fWCzZsjKGuc1H1crgMQ/6+V29ucX5mvc1BfUn8Gj+NlGV5hbeUUpRCQfT4eaIqS5qqoB/yGn0hZ0+nE4lI0+QCA3JRlguHihjTlRCOMSIkbG822b8yDkzTxGazydes8rVba+m6jrdv317fy6tXrwg+/76np6cr9AJZmj3PM227oKoqxv7Md999z3Z7ukh7s2T76eGB7TqrY/50W9GfyYYupEQVmu3Nml++/5bgPW72HA8nNpsNp/Mxt8SyYDgdudku2a7XnPsDT18G/vjdf6BbVTS1pmkKht6zXa8vVe6IGGe+fnni+ctn/tk/+TVvVx1NCd5qXr9+zTyf+fz5M6/ffMMcEl3TsFrVGFUwTjODtUyXBdkqTVm1lN3E6+2KotD4JAgEhITb7RqjS9rlAjd7pNG8ubulaWvO48zsA8vNhqrOwzzOzwO/fPuW+/sNo4P9sOdwHPEhsFwukTqPMxtOA2WpuN++4XjqGWeXs6Kbjq3Km2lxv8aNE3aYeLSOOUUen76yXSx58/oOROQ8DxyHiWk8cfNqQ922TD5QuxUkzW63ZxxmHh8OzMOBt69eU5YN59PA5x8+8v5X77h/84rSFDw97/n+u+/ZbFa8e/saLUtkFDw/7ViuWowuUMoT5kDRFpyPB4pywdNuz5evO96+e0ezrHH7KeukTbbql0qw6jTf3N+xfz5ws97w5vU958OJv/39dwgtkKZmdzrzfH7G+hHmCHKJLjRVY9CVomhqzqPNEEQC5z2H5z2b1Zq6qihNgUj54azritP5yPF4pGpq9ocDi2WH1iV9P5CSo2472uWCr487TFXkeZOngRQlbdux6GqaKlJXDdPZ8Nf/29+R3nxD0NucmX5JSuxniyk0RVEwW5crzG6FDJE4z2glCPNI13Xc3q5QKrBeFbx6c8N6WaFUpCgMdh6YbcVsA69ffYMwgAiUVcn2dsnD1yeMLjkdz5zPZ9zFIHacwYsEWvD9jx84nU6sllu0yAa8F+347jRzu20xTc1xv+PU97x7taVsaub5keeHMzYk3rxSFEXB3XrD/nikKSuWt1mhcjgcOJxH5nnmcM4be4zuAofkiNkgAp8//sjjwxNSG4LIbtxEpG06qrrMXY23HI57yrJkuVrQD4GH50v2SlmjlKE0uUo3Atq6YtnUEAPH08jT4xFdCIqyxDnPNM1UVUNdNby5f0V0nt3XB7qugSQYZ4dUeZbqarXClJI//t1/4McPH0Fq/uIv/5Kqanh8ekA+PnJzu0W3FfbxkeE0IKLAVDU//fSR3W6HrmqiKJCVRp08BIf3FlMoJp8hssoU7E5HUggI+Q9jLPoHfwkB/XDm69Mjt9stMQQmJ7KbbhgoSsMvvn1PV5dEP3Pcz2w3K+qqpjCBqmqojL6OD3upmhOZiVeqoe5aft39infvv8kQiYX94Xz92hetbD+diMIQouR4ygv2OIwcDyecc9z4G4piZHfYMx32vP/FW2pZc3reY09HVFux3t4RgbauGa3NZJGfGUbL09Meay2r1F46AY0Qko8//MitXbO9vcXPM99//x3RC/6L//K/ojIFzthrLGyMkdl6Hh921HWdsWghcT4x2pmurNnebhm9y1kaJKRUjKNlvnw+XKJLpcnyt+fnZ+qmoOs6QshSsBgDg53QTQtKExGoIqsYUspOSuscSSieD5bezpiyxqfAaB2rG00MWZ71fHhEl4Z+8AzTeJHNZblpUVdZmjo7pBKcTicKk9+TBERKtF2NSrliDiQQGWp5MTxprZmtY+hHwqW19d4jlKZtK8Z+ZBiOeO+x1jIMloeHB2Zn+cWv3tB1Hd988w12mpmmiWHQKC3p+wwrLZcZ6hFCYAqVuYSqYJomPn36RMJTlLdIIlrBZrVktc7a+2a7RsaUc2WaBuc90zQhkFetvpAZHmvbFqVzB+TDTKkNXdNQlgVaCpbLBW/fvmUODlNIvJ+RCabRopMiBq4QR362MhzyAolkMrlgfzjiXOD+7jV11WUIabWi67qr1PTTl4dMFqZ0vVeqMBijMMbgQkLOnr7Ph5VzjhTCFcKLRJz37A8HvIu07RKtyZb3S4dXXmCptm0RMX8GqsyS5d1udxVKFEVem8aYa4Twer3mNFjGc8/51KOlJIV8Df08s5lnqq5DCcHxcKJdtGzaJUUZ+OmnT9eKXZDd2udjLhyrsmacJoZ+ZLBThiIv6itjTB5hByiT4aEYEkM/QjywH0dAUWoDRDbbJdp8y+F45IcffsT7yGazwcR0kajmtXR/f49K8NNPP/H161fu7u6Q/1g3dBJUZU2K8MOnz/zq228p2oo5eExZs1otqJuMhWXoI1xiPgvOy8D9m3tevVqjC4Fzkb6fLnKu3HZJWWXNd6Hp3czzuefUB74+PPHjxw80jeZmu2S52rDb7fj44YHtpuX9u9eUbUfwlnEcM1Ea48XCO+O9QxcGrRSV1tQix48KIfCXQQzee8ZxRJuO7XbL4TReDx3nHNFl8ojk2KxW3G02MCduF0ukym2Xc+5C4OQFv91ukapns16TUmK1XBJDwM4J7yJSCUwhCVqiToYf/vgdf9v3/O6f/gWRTNpN00TV6NxiCsF6uaJrWxaLlrGfEMBivcaTOA4Dc4pEra4PlBDyiiW3Xc3R9oxuxiuJ0RJZFEyTw7lwhXJSSrlCKgwiNFlW2Y/4pK/hU7vdjrvbNbookEYT4aL66BkHx2nosc6xWK3YLle0Rc2HDx9IHuzgeJqeQebqLKWEloK2rhiahuM5w2jOOcYLhm7nidMpd4JN07BcLvn89QttV11x9HmekbIjpXTlGjIc11DphvP9DSHk9noYHSGOBBL3r1/n8ZUxIY1G1hWOhPKeFCPDMFw1+i/3oazrXIiUBRF4fM4Z9VXwjLOFqCFlmGap2zwhySS+Pj0yu5nD4cBkDUJIUsxr7AU6evPmDR8+fKA/TTx8eSZFgZYVTSVo24amyUTf/f1dVn9JsBe4Zbc/UlaG9WHFCk1MAiklQkKpswrkRRNuraVZtEijICWM1hglaZuG1TrDqM/Pz8zzzPNzhnAUAiHy2izb5kqUdl13ndM6TzPnc58hsH68Qn/DMFA3+X6XZXmFlnb7PS4Ejuczp/ORojS0TUNVlnz9/MBut0Mq0EpdidqvX7/iJst6tWL//Mznz58z96Ur3nyTHZ+7L3uWixYXRpA1KSU+fP8j377/NUqV/O3f/TvC1PP2F2+5ebO9HqjjhTtSShGlZLSWUkmmcaS4HFDjOF55JPEPkeXy/8crhMAwWhCKfpjoVhtC1LgvX+iHHmlkzhUfJ3a7HbOz/Po3vwLAB8c4T+wOe9arFkLi4w+fcH7mzfvXVHWuaF0InJ/2nJ53aFVSVEtMkXHJ5bLi7u4G4IrNNk2TdbLyZ8XMcrm8YqtNk6cJZVI045PL9RpTFNdN/AWPfKl4XkgagK6rcrU4uuvPr6rqquW9vb3leX/O1aK/VPnjyPl85u4+W46bquLh4QFnbQ6a8oLd4yO3qxbvPSEFDvsjjw87jocd/+xf/nMKo/kaD1dVgbU248wiUGiFSJG6zG1rXeeUwfP5fK0iXjb0ELJs86p4aUpEEJwOR6bRst8fKLRmHNwVI9Va064WTKPlYXzgeXdECYEsystg5VzxSClJQlC3LcrsSVLQjyPPzycenp7yATFNSKAwiq6tc/JlmbH1/fFIVZaZHIwRLgfKPM9AlsFJiovBJ3dowzAgKS7vLVyr5dvb26t8zF0O6cxJGKQCKaHrWobxjDaCafb044VnIILKefgJ6O2ETOTfeyHzrbUopfK1pcTsPYlIKSpUkQl2ay12jnme5Wx53p/o+5HVukNrAUlQFJrTc8/xeKINDc+7PV8/PyEVV7VH13WX0WjD5fNqrkRdVVUAV4zZWsv9/Q13t3dM1vL4+Ejfjzw87VGmoB+njIGXJdrkLuMFg3/5/q5oKZSmLkqmaSaFcC1K5nnOpPBFjplCwDvHPE4UF7Xby9oqirwOh2HgPGQ5abvIz+ELTm9tlinWdUXVNjw+71CjIQqIApy1nA7PTOOG1XLDZrVgf/qZ/DVSXaTN+5yjslhQ1zU3NzdXzL4sS0JdX5/vcRwpiwmtNVLKDMlut7x9+5bv/ub/wDnH4XDAqDpDxxeupigKQttgqrzJf/npE4RIUVf0fU8IgcViccXf/5TXn8WG7r3n48efmKYJaQzn2dGYEoTix58+8fHHH/ntb39LU2YSZb1ZAZnYqKoCoQWn4cR6s6BpVyyXPUrnajnGyDCc6I9nzqeRu01D29YUdW6VNpsN223HYpGng4zjSKGhMgIjI3OMjNPxuiG9TBHv+x57OrK9WTGFjt7NnMaeLjnaZnGVC1prr0FPi+X6WrUD14ktY9+jVcLH/PsGNzPGQFIKbQzxoqx5WbzOORSa6DxTP6DallW3IE4Dd/c3SKGYRsdh6Pn06QsfP/7I/e0NddUQL1PFY4xZBndpwyXgnSVoSCGgFYTJUipNVRak2TP7bHbKB1TEOXfZ5AyNNiQdieOE0pJVvbxK0/7whz+w2nSYQqG1vJpQ9vuRzWpB1WV1zYs09HQ6YRDYecYFj1QKUxboqmRx6UYUWbMrdWLRVZiioywqTKExRl0OEY9Ikv50QEp5tY0bY5BNwfv374kp/LyhXuR+xphr9fdSXaWU71lRFFcVibUWaTJcYoqs0igXa2qts4KjNEQZLwRjYibhpomV9ywXC6y1VwLaWnvVmPvgQAlMZTBlzanvmb1ntA5nA/vjicevX9jcLogJQozMzvL0uGOz/RXr9YaqbOhPE9OU+YmsRsmbVlEVrNcLlosV2gjGcQIRmeyAdJKYPCE6RPCURjG7RN12HPoJ6+E0eITIm7dzuXs1xlyfD+ccRim6piH5yEHumceJYRgom/Iqi33Z3FfdAqtG+n12ds7WXvXmf18C2rZLhiEXIPMc8D53TNM0MV+uY9k1+BB43u9BCO5fvSLEiDEKQYQQESmxWnbEi6KmbVuWbUdwLvtbjsccnaENd7c56sBae4mXznEjp6Hn8eseRXVRhAWG6chCr3n79g1xmtif9vz08Sv39/dordnv9xf4bglaUVzk0Wl2vLq7ww75kACuHfmf+vqz2NCNKdhsVrTLbynqilPfM6Qsp4JcYbx6fYf0gRQCt3c316pqGAYIEV1qpFCEC76mdIYEEhI/H/n6+TOn/YH3r/8Ft9stLsFp6C94qaQqFc5nu3JlBG1TZJt1ihgBKXjm2VFqQ1UYCqVhtWQYJpJWPOyeCT6yarIu1wtQWmKSpigNRVVxPB4z456y/KptW067nqNzSCE5jgMuCQ79AChWN1vqZcs45iquNHkyeBKCcZoo6op3797RdjWLZYtTgWgkSkvc7BlPA/M08Lvf/Y67my0A0Xmcs1QXA8qibTNBdB4JEVIS2ViiJCl6Kq1QpcEaja5KCBEpJcOQ1QxCCKZpymSXnxESCq1pq5qi1oydy1nYKptqCudQSuSHdbY0TUO3aClUAUlwOu6wziEuCoGXSu1lwxBC0tQVusz4tfU9ZWlomoyvxhRAJIoy/9sHhyl0Hl1YdxcsOSKEZrPZME4D3ud1tmhrhnPJMORKaeizczj6gNEiY6llxZdx5LB7RtWabXfBQtXP7XGhchV2eN4hyhrTlHjnGfuB437PsqpZr3Js7R/+8AdevcrBV957zn3POAzES2aRjxFrHTFkVYYSHm0UbZuLlf3xlHPklWK1WLBardiuF8ztAjs5nvdPnM9niqK4TiQy/ufHvmkzVBGTx85Txm1FuhrZPn36xGK9oigzrFIaw3LRMo8T4+X5e6k6lZZ0bU3wJULCfImC4FK9TqMl+YzHb7a5uNEmS/wqoxA+IIxExERdV/imzQfcRZCg9KXDFZGqLmibBcZI+uMp33fIPoIQKIsiTwIy5ppgee5POX/9Iud83uUQtLbKm/pisWC7XvPTj58RQrC9vaUy+SDsz2eGvqfShqqt+PzwlWmeaeslTVuBSMxuIMYJrbJktfYtyYvrZ18UeXjHS27Ly/2otaEqCmRRcH9/zziOPDw8XAu/P+X1Z7GhCwm60gxTNnOQBD98+szXLz+xf95h1JplV+NHS/QeZy3eFjhvefr8gLUDlVng55lU5gpYSJ3bGKOoC8XNuuX13ZJmVTFFy+wS/XBGaIEWkq5usSGxWq1YlpK2bbAxcD6PTFPe1Lf3N7y63XA+n9EkToOnaFpO/YwdAsl7/CaC0eADSIlPASMKkJLD+cQ4DKxWK5TW+BBQxuBjpDE/E3vH/YiSBYvFgnEa6E8z/XlCLWps8Bz6M35OBKBsi6wBTw6dItNsiVLQbtZU3Rvqi/55sVgQQmAcBtpKUxYrVm2NSIlCSKJRBATWJ2JImEKxXDSUhaQ0imMKCMJ1YEHbtthphjRl7HhyTN6hKkO7XKAKQ6k1TVXSrZbM0YLQCBswMVEbjawVxiQWi4JjkFRNxzTPTA6M85AShTZIIQjOQxIkNIdDz93dK0xb4g6W4AR28mR0JTBbx3mYCNFxd3+b8W1tGCfLMI5IpShNSyThvKXQimXTsGgLolugEAzecRotbhiZ7IhKJZqE9xN4xzw6pNC4hhylO0+UJuvhSQYZA+N5wAiD6CSFkNRCMoWEQTCMPSEFYpRY69GFRhhN1XSEJJhs4HDKbsGQEklIIoJu3fFGvkZqzTgHxKEHEi4G7m9vaEqNkqCFp640/aWjAK7y2mgN/eSQ0mKt43jOLuDlquX2fnsZGTfzvJ8wZct5OKNEYtlUFDJQYKnbkvGg6efsqm27hkVVsVg27B/2jHPA+JKYBEjNaZzpJk+tDUWrce6Mv2zuNtg8HEPn7PiuLqjrglKvCI8BNweUitSNoW4MPhRYO1JVxSUa4IbD4ZD9ByZH2t4ulkgfmfuBomtpV0tO48D+MFLVK5JU4ALnpx3uZoloNG1T0jYLvPV07ZK2qYgyZhnuMDKdR1y3RJUFy82SYX9GSUnXLvnm9XuOD4/sHp64WW9oFg3P+yeqpkIAXdvy29/8hqenJ553O9quu8qtD+PE/nhke3tL0zR8/vz5Oj/2T339WWzoEkGrCx4ed/hx5i/+4i8QcyQOB1aVYbVsmfuRmATWOUJKVG1DmUq6xYGqLijrPEB6f9gx2IlaVjkPQQqEUtRdCy/OyXnmsD+zf8rhWe1yQVIKEQOreoEmEjyEMTCeHVXR8e7NbXZFOodSWd7VdjWqKokpYStDrRuazpDIZhbvEnaIlGW6wBwJ22VjyTAMqAsZ8xI9ulqtICqmCY4Xp2JZFdjeIVJEpEhZGrq2ZZL+oh3Pp3gm7iR3d3e0VUXVlNgIi9UKPY65SvIedwl/ut3eUtf1tbpqipLqUgmvNhtMWbJY1Eit8SliypIkxPVatc4V/mz91UzyAlForRmmCRclkw8EH5mdY7021F2LC9mxi0xIrdntek6HgcPhlCNQ203GVgvBOEzXwRLzNJKCR4hEaRRdUyND5OHhAUSiky1SZqfwOI4ksuLi5maLHR8RJJq6QUmBnUamYbo6Xl/MMC/vTYRMkq3X66yCcI7RWorSoIyhWy5ZbheX4cKKr58/obRi9hFhHcNoGUbLam2uHcZyuUQmrnCc9z7HH1zgnbbpkCtJqTNPUWqDaXKA1ksnpJS8YMU1z/snFsuOpqlJCXyfyV51hBS56r5fYKQXqCuFgRQ805DxWjsOhEscAHDFrXePn9nedCyLmhQjx/0JO0+cx4GmAdMoqrmg0MWFUG5wLjBOnv3xSH8eqaqa1XrBt9++p2trylpRNQXN2LJ7GjkfMjRSlWWWCJ/PWOe5f3VHDBmy2++P3N7eIuTyGvoVQrgWFi+4/zRNrJfZkSpfveLp60OGZ0hICXWdSe6qKlitFhRJsXt+5NSP6CJPwdq+WuPTgGPExQpdKbpFw3F35Pn5GVOVLJdLdk9PmKrk3Pd06xVlVSGUYjr3FHf3+KqkahqOw4B5fr4kMy6yb+OSd2Ot5VRV/PHH79BSYn1Oj1wvF9eZpn/q689iQw8hQsotq1SCtmuQXnDYNUyzplsuOfYj+/2eU9/TjC0uBEyhLlVsjy4EQuT2VyiVR6cJkVUdKdKPI3aeuHuVK5CujtysVpiiQmqN9Y5hmAjOZXeYbijbFpE01ZxomtwyTVMmZrXWaClzqyhq8IFS6isxNE3TdfN/WXQvf5xzRJE34nGc8k1cLwEuCpK8cb6QIsZomrqgrBRNVVJoxSwzifgylk1Jrg9uvobMTVjv8oYsFaowSJ81wC+E04udWcSEiOlnxYVW2RRUGYh5AxZKIXT+Huf81fl4JYlFHkE2DAOmKpBBYceQrfkBiotj0TqHi4FKGVwM2NOJ3e7A/vmUY1QvlUmMGd6RUl5kqAFSzs1vqhJBJESfD0ctLwOJDX2fSegQ3VUhVGhJoSUCT1VWCGNw1hKFuroVXz7/l3uglLo6h+d5zgQbmWQrqgotBSJlXqGo6tx1xQTeERGYsiZErsTnCy5cXVrwF8XDiwqo0DPBe/yFRO/alvrvOXK1UcQYEEJe41f//uHqg8L7/H61Mpd7nJU00zRdnrVw/R03223+GcDxdL5yK0pmuPLV/S1VYejaitIYhmPP0/4ZqQ0JhTIZSmx0hRICn/Jng5SEBN4HYsg4+XqzIjibP4sy31PvPcMw0Z8HUgQXMvGr5JnlZkWKmc/xNq/Pl4pWa309gF+et5eYhnEcWTXNNbI2xphzVC73Ki+sADEgDPgYeXzcI5Vhe7tCFRKpBNY7+mnEFDVSZdglXtZlWZasNxuO4oSLgd1+j1GK8zhQFBpFhhTd/R1fvny5RiK8KF0OhwNN2+aEUud4+PyFh4cHlJZ8+8tfkGLB0J/+8VboPgROoyUqiSw1U5iQhUAUCu8gKoMTEpSkqCuKumL2Hustc8gPbdM1tF2DUg7nB4RSJCEIKZON1jl8jFRNQ1vXRBuZ6yYPPJhnjoNlHizaQbWoqZsCVQr0LDiPA6dTvMagCiEu5FrGx+cwIojYcaCoJMooYkhIlVgtWuq6uhJv0zRdiSAWyrD2AAAdu0lEQVQAtSyQ5AyLeZ7xcz4MrLUUdXZVGqmR+BxwNE/MCuY55IrY5GpNK3GxTue/CSG73Gw+OJTWhBiJKZEuJFxdl9eNTEMmBZ3HzjPPpyMieoq6oCobdFkgtLpWQy/Ovr7vr4TtC4E4Xw40qWp8ingfkUIhhcrjBe2Uw6dSQbtqWC5X2NFz2OdpSS+E4zzl7Jx2UVFVFV0XaOoSgYTkIXrCRTnxokIwRl6VSglz1U+nlFh0DU1bQgKlBFVVMF/khtfKXOSq1jlHmASlzI5EO8/ICYQSSKUYbY+IZ8pCY+3MNDmsG9mSIylikGjTczoPqCJL/M7nM2F2NJfogqIsmQaP9+6q1PCzJzh3yZAZrwqK3HHEq6Sw73t8mOkW7VVPPfkRVMaSm6YhxKxEySTifI39TcFdD7iiMHRNRUzgg+V4PNLUea6sqAqMlnnzS4nCKPws+PzTMyleVB8BbMoHRlIRHyPnaWQYstyxKvO1KQOnw8BTjMzBZyOeCsxhYLQNTaep646wTLh55jwM1HXW/rd1TXE52F86jf1+f9Vpq0t89pfdDnF/T3nxanjvGcaZarnIairyfR37E36eCNFz6I8QFekyvDv4CW1qTscBKGiagnnKUtX+kiO0WC5Zr9fEAM/nyzQyIZi95+tPH3l1d8fq9oayqkhKItPPxUk2VkUOh8O1sGrbFiUEdVmwWrRoCeej+gfLQ/8HfyVS/rDmCWUUXx6eEDZe7PVQdRVtu8Tb+WrpTSmx3x/pj0eMyjdWK0NKM9q82G0dIUwcDtmCX1021mzvzXLC2QdEUCSZECnRLTqW64ai1EilEBKcs9ltdjyyWq2YpulK0HkXECjsNKNJGF1hipK69ljnKBqD0i95MzbbpduWusrDf6fBZQdhoUgRnnfPnA5HlDGURrNoa2ZdQIo5H6Uo6M8jw+AvRo+sVx2mCXuRhrVFiSj1pZJ2V7ld27b5oRYqX0s705TNRfOdF/g4DQzDyNBPSJlhgaDDVVaY9dL587UXNYI2F7XOMHA6ZQPWpt2yaFq8SUQbGftTHrPVVYxDVl6YUlIWdXYWdh375oS/tJ1ZORCJKWB0iZTq0smsKUyJUIrhch9Wq1VO4BwtLmiiyEFpw3i+mlxKYzjZEWuzTO1wOGKnbPaKzmP0Cq2aLCkj5WEFdqKUOdLhcDgy2ax+qcqslBFSYmd/1ZALIdCXivsFFvFzIEaPQEPMmnNT5C4t4685A4SUaKuGiQlrs446DAPlJQf8JWfnBWaYBsfHHz/k+xPi9f642WN0gZT597dtm9eJNNcqtiizUsoHh055jXvvcd4hdYYuyqK6VuzjOGJ08ff08go3RxaLXISc+hPaCKISJBFBpLxxXYZ+F0XBZDO0dT5PBAmmlJfucOK0P3C7WdG0Nd5bHg4HhmGgMnl4xXQ5HF5gxZjSFbIqijw0PMbIxw8f8vDpYSB6zzQ7rPN0WlNXJT7MHH78zMPDE4vVimme0cow2tw5WGspyoIoFRHB6dgTQu7UlDEIN2OtZRrn/Gea8p5RVbkLFxLbn/jx0ydUVV4NUPEypQrg9vaWT58+YaeJr1++0NU5wOslx17rHMswTRP8Y63QSYk4TyzKikqXPPz0lf75DCpxe7/NMIMUpJAuD2jIsjmbeHx4omsrtrcrQkhEL5itQwqFqBqMUBTK8Pb+jrYpUEjs6Bl8wJI49j339S1NXSAaQVUq6rpAouhP2UZPgBBnFrc32MmTQiC6gDUae3T0/YCzEVlrknZIlTNGko/EKZDKQD/OuDmHfC2WLV11Ma0w47zDCoOWxUUymCg0FCIxDyMByewtLuTrlqZAXiAX5zNJKpXgcXdinmfu7m5pi4IkFcFF/BwoTML7mZQis0sgJCEK5hhBSTCKZAARUUKjo0FqifMR5Tznc1a13N/fUBYVKcJqteL5+fmiinB4F3E+DxUuioJGaKKOzAXYIaCNYposMeTDt22yWUelhIoJowTKaEyVoQipPE2b1UEpJRCREOFwOhFlYFsuMWWFjYHT0475Ms8ypkS84OfzICk3hiEMaGVwc8C5QFXlHJqpnyiNIUUY7EwSuRJs6prZOSY340J+X/YwsVgCwoMSzN7QakOh5GXupgXv8M7hYsLPjmAt5WrJarWgrUyOhD7u2V4gGBFnFJ5CSNqmQkkYZ0uUKbtuo0NpgVY5s6gqNXWjWK463sv3uQPx8QI1RuxgOR0HlMwxvMM0YK1nNJaiMphKI0ZNfzzRzFPOBEoz05i16VopmmWNlAI7J8bzAELRdgXCwO1tx+l4ZrEsSSoyzAMxOA6nM6owVFVJWWiWTSbcY3AQ82GQFCQDSUiMaWmbmaM6UsVAET2VioS6oG8aSqnz/FTAVAWDG1Eng2lqhMqjHZdVS9UWtE2TjXJ1y/5wot50iFgyJ8V5ONFNI01d0bRLonzgp887VmOgW62pmiVG9jg7MYyWKSS8j0z2RYFVZ5WKSrgUmSbH+ZznNMQQENOMKT3dpsTc3GTl0X7PbnegqioKWbA/PTO0Z5ZtR900NG3L3A/U2jCl7CifhiFDmzGiTc7dF+ofqVNUCnnVWL/AGaUo8MldU9iCy1ruYeqv5Nt2uyXYEZK/4oQvTqsX0wvkk0+YjLfHGLE+C/5PQw9aYZoaWahsHRbhgrnNHE7jJTFRUjc1UirmecjZ0spRG4kSmWyMAqTWhChwPjL7yKkfMU5SLqqrBO9F4ud8rjiednvGceTu7o7Nq1tGa6/E5Qv+b22uCGLyCC5mHpHVC+OYZWN2zjpfyBWWKRQx5crteDwSk2exfI1zM5AXHdKz3W6J8efUQ2UkRSnQJqcEKiGJF3XMC3YJP2P3TZOhrhdtsdYabXK1+oIdO+d+HhNYZ9PW0GcscbVeYE2J9TY7JIWk0IamqjAXpVJ/zhVXEJ6q/jkFUauMRbdte8WhX/LtX4KfFJlMDBfTDiKRkEhdsN5uGQbP8Xymauvs6E7iqn1+IUzrGuzkcsXv5zyYOXmMzDZ4ULRtRfR/T1NObq/dPJMiFKZESY2bM5l9Op2uiXxXz4IHF3OLrlOklfEKq3nlEYHLgXTG25n+eMqHT5kNcuESxjYMQ177fy/yWQhJ21UU1aXCn7JG/YWreYlNrusyzx4QMGvP7AMuBmbvUfrieNQ/4/Hr9ZoP3/3hPyLYlRakRSRcOsNhGAikKxcipbx2G1pIfD/ktR7zqMiu65BSXNfYYrHg06dPBL+njoEofybnYxAoZaiqbJw67vf4/7O9cwu1JbvK8DfmrDmrat3OvpycTqdjYhJFyJNGEW+IqOAV42Meggr67uVBIj75qIiICIIkincRFRVBUFTwRbzforFNYqe1k+4+l332uta9pg9jVu2d0Glz2iP7nL3rh8Veq/Zea9eoVXPMOcf4xz+antRDlqds97Db7XWlX5a6S9gU5HnOraMVxhg29++pIF5d4xO9b4bCwGG3NZvN2Gw21PVh3KH3IdAGpXcOPuDTVDqjeN1Au+y6DkTDYSbLx11XWZa0fY+zwm5f4n1PEIs1T2lS9HIM9uT2be6dPaBuK9KZxpeqqmK/XY+qZ/O5FgENOhhDS6qhpJtY3TkUL1hrVd+i7ulF1fmqpsVapx1gjAFjKNuWrj7w5tNjQi8YozKdh0NDi3CoW3ZlRdG0OITcGIxNSLxnV+gWPatTDsWG9WZHUdZ0aHzW+5Q07UYmxXqrgklnD881YZZmHKoK4xJmS125dgQOmz2bXUlR7kkzT9sHksDoJJMk0RvM2TFu6b0jn6UE+nGCG9gnTVOPVZNDQk4rKmM4BRfb1XXQgxXBIjhrqcqS3W43JlMH4X4kcHp6Qp5bZbS0xZjQHYpnsrgttd7Rt7qqDKLx66Kt6SUwz7Xzyzx1pM5iJVBXCXWi1MneCXXZ0+06tps9iTOsVrfGyr2xcMjrarapa6qDCkNZl9L20LQ1edsxm+dgLKujI/aHLevdFpd5uq4fFxdJnBSMMYTjjq0TLD0mdDgj2KC9T8X2uCh5ILGLUB/vaw1FlZSFMkjqquH+vQccHd8aE2Xb7VaTnOn8IpkeekK55+j0RBuXlAfK8oA4dXTaVq0Fo3o3hosq566L+ZVYTARa7ZvljpVZjHmF+SJXid9EoPOs1+tx3FhrKIqGpulpmo4+QJI4zYXEWHCeZ9R1PfYPHYrMhp62+6KAtsUFzd20Q5l+HKtjwlmEYPQBKn/QlLs4EcmnsVjSxVwTz9Emm2fMslZzVtEfEHTCmM1z2k7lBe7duxc53mVkC2lB2GyeQq2NuYt9hcvmo5LjUDU8XJMhEZvnet0kMdx7+RV16kVBOp+NjnzwZ6vViq48UenuV1/l9puf0ZBKUVC3LSmB2XKB9Y77r7zM3fsPVL/ee167PfPr44lw6ENF5e3bt8dqwbquwQa8P6FsNE45FOMM7zkcotStBWuXOOfY+YK2DxeJrXgTDVKWNs3AWK106xtSm2BEVFyo0NW+c466ajk9PeWTn/wUVVXjsoy26bT/InDYlxzH8u2hNFyFxCz0Kvi/3+/J8hNNVqJUuu12S9c3JNYrk8I4jBi2G22WvNlsRgbD8fExiXNI0lDWLYeqIJ0pe4eujyvPmre97W1UdTmGQAYaobEXDIihcch+v+fs7CF9aEdpgrZt2G0K0lxvwkBPQAeyc44szWnqflxJDrosgzDWMGmKKD3TpUYnCcIYZx8GBlxMxGWtgyufpZoXaXusE6zR2gRdzelqx/kEyQShI8s1tht6oYxqisulfv/AqK0/rAa7rqPuavpOtW622y3Giobl4t84n6gGyWxOW3afNmmZoBITg+6KTx3WGqp9Rds1ZN5jEx3wTV2SZNpQIkkS7t27x2IxZ7nQ1XBZ1Gw3Wi040AMHFktT76BroCkRhCzLOTla0bXnSNtRN8rJzvJkjNEDY7XvYMtwr8/nc1oCh13FK6+oPs1iNSN0jCtcjdsa8lzzIF0/aBAppdQ6z6GscVmDaVsk0c8dVvbDzhNiUU/fqVzwkL/pO3JrsM4xWywo9joGnNPYd9N3tLEpim1bsnRGXWlodbfbjav6LMuoJXZDms/Yi+Hs1btwvtP8RGSwJM4iWGxM+B6fHMWdiEo6DwJkh8OBWT0jzbQAres6rHUYSZgv83E8hyg6NlSKA5oLms3I53NOTk/ZbjYUZUmbWFycQIuiGOW/yzzn/tnZ6Le893RdpyJ00fkbY5jNl9y/e5d8XnN0evL0slwCmjwoq4Km6yj3Bzb7LW85eoajoyPaAM5mVEU1Kq4dDoXqS+w2LFZ3SLzXTLz3tKXGv6qmYbvdUsUvQ6wlmNhgN0moQsATMG2DM465T6mrnvv37wOW7e4eaT7jxRc/RW+PcD5Tudm6xSSG7W5PngpdUKGlbOZIsxmWlG1agezZ7nbM9ymJTUfnP5/POTo64nCo6GL226cpRVlquXvb6q4hDrhZmrO2lr5pkV40ph/DMoOOsk+0Schms+a5597C6tYSawx9M1zjPg7UjjR1zJfL2JleJy/9P1rGnKeeNz97BwmRBml0hXww4Iyu0DKnN2V1KCJNU4t21udblitVzlsczUm8Z3N+jkRapTpblRoWLHk+Q4xBEt2uiiYsNE/RtrRtHxN/HX3d0zT6GaG/oBi2bct6vVbmiPdkeTqGPtbn58oBP1rQ9h0vv/oKPAx0fU8+y9gfCh6cPeD45IjT0xOyLKereg5lyWG3J60qdeh1Td/WJEZIna7C+jomihvVtXFWwGdjvH+2mPHMs8/iYr4Ei+qeeP2umqYZr0vbtuQWVsdHOPcm9usDn3zxU+Ats/lSnU5/IbRlm57EGG2Usd8D0HQd++JC+bCPFM/j42PquiFLUyQoU0cpuJqk972naXU329Qdm/WWxS3VfxnojgN/ui0rNtsNSerJRLTUv6y4d/cuiRhu3znh0PdY52lDrA72nsVqpaqZ8zmb9Y7Nejc6y7bXug/fQVU3SKKMqF2s1cjnKkJ23mmOaHF0i9VqxX6zZXO+pWsDt27NOT09Zess+92BLPewyOOCz2PEslopFfJ2LOdP8gQjuovaHvbkQejbFsmUXdZ1HWURvycYGTZDaM/6BEliw/BZznI+J3eW3V4rwocGID5qQ12uBSiriv3hMLLMfJqSpPq3g/TEU6u2aKIwzuntEzbrLaGF597+Fla35hgvhKKjKkuquhrjfkoLhHyVU5nAoW6waAcQglB1PeISiqjUl3tHPveksxRvLbY+4JuC1GXk3rJYLPjECy+y3W1457vezvpQ4JdLXvjYC1SHkqZvsD7BOEhjj8/EpPFLPzDLMuY+J08zuka0yuxkReIFYxOqukZsz5tuH7HItCuRTw1WLH3XYy2k6SzGXPsYH+zABtqmoKsKZlnKPE9ZznO2QL1poakpiyI6Gs8XvOtdZN6QCHRdReozbh0pi6YsK0J7wbvWwiTYbQ90zR5rcjLrME75sm0PXYCya6lCS7bIWebKfmibjiSgJftGk7PGqmTCzDstiAo1dd/SEKi7Bh96XMjAdPRB49SHXYUYQ112HDY7jA2ksxz6ni44mkbYFg34klQ8Vanb/yxP8ZknzT1lmTHLerz1OAFCQ5II3mUsVyf4PKOjIXHC8fExfa+rfEQF0wSQrqctS2qgbCv2h4K26bEIwbQkaUobRcb6LlPNka7FdAk+zaDrEO/YPyxpQo/PnbJ45jMSl+IXGVnuOdQ5Lk053+yYbzak3lDutoS6YZYvKcsou2B75scrmmB5sN2wOLmF2Rc4BNuBWEsTay7apmG739NLQk9C35UcqgK3W2MSFXwzfcAZyyLL6JJAWdY8eLCGkLC8FSi7lt12z+bhhuXRkny5wCWC87rbtJ1VGYSuGymwJqCFUtbR98JhvyEslqyePeawL3DBKIe7Aymb2HSlYrc/cOK1I1XiE+7tS3bnG9qoPGqMoWg6TTxaMybtmy5QrncxrJYgTkjocE5IFxmJQNNVlLuSYrcnEYOIpWpKnPfUlS5Q5osFx60ycIp9hTEJi1g02FQFzHOaqqXYK0c+y1RXPZs5eOaE9cOSYluSLf0YzuyqGqlqkvmc45OjscnFyckJ1mdkLqMPrdZZ2ECSajFftdtzcF4T+dZQNrUuoN5A/ByeEIfe90FbyYmwWK2oqoBxSi9T8SrdfjVNw+rWYqRPpWlKaFRYqmkaiqqIUrXaXLhtNUH08OyMJp9xfHKkHdPbmtk8wyWMHY0A+nAR467rms35dtwiDTNm23bj1nvY3iZJQoiraV01cqHaZ/xYKRj6nqasLihmcSt3uQPPcrkcw07ee7peC0Xm85n2cFwtcC6Bva4YrJiYcKzHlanPMza7PX3fURcB6wB0a9w3JoZIZLTzou1bjBfHwpo8zzW3EPtsfmYhzECHNGJi3NWONEHQBF5VRopXXSAmw+WMK4/h/UN4rCxLEE1OJU7G0vAhRDNweeEizNC2dqyIHCRQrbWkxmFtNeZVXOrGWLuIhnGy3CF9y8OH98f3y6XzH4SSlDrXjPedXqN+3B1chm6f9X7KMtV5T8xFrmJYYZtog3Mpd+7c4cVP/JeqDTYVWaYTbt/3PNysyedzEpfi0p6H6zUmUQbIIDccQuDoRHcXSWI5P9vz8Oxcv8++HkNrl8NeAJvNhiSx+MzSyYXS4rAjImieZkiyWmtxSTKGC4YCuLZTxkcIAWN1B5Pf1lDjq6++OoZo0pg4Hc7Be0+Qi8rpoT/AcB8NSVEVROtJki1FoRz3ZaIa6XVSA0Q6qadrZpS7clQ5rdsG773KdcRrL+NY7cZY9zC+hzE5UFGLQmV605MVPtdVdNucUxwqQtFF/9WPldLDvTgQCLquA6u7sraoaauazoTxHhvyHZrMjmPKJmNS9lHxRDh0Yw2rY21mW9cNs8WC2dKPjnYo9R3ipEMMV0SY+ZxFuqDvhKKqMT7FWE/VdFRNw/pszYO7D7CnQhM5w13TUFYFJ0cr6Ft8mtI2BamzzDIf6Xl3kIcb2rKBJIyx+8EJiQjzpcGlWsFZ7PakuTJyqkIZH6vVivkyI42JqssFMEMMWpvX+sgsuKhWHByW3hyWpg1jbHtwTOv1muU8HZsCJFLS95qYbLuOqm0ot1odq23F6nGwztP5OEGlaUpXd1FelrG8epBMGJxoVVX4GLLSdmEHnWziZ/Vdp3F/Y6jKGkksbdMj6CRBiBWfcas9DCy4YAWUlfbadN7QNGbkB7dtSuZSkkTG83Op+TRRrMEBKJVviIvaUWKhaZoYs7TjdbbWcvv2bRIj487FWt2xSUxoF0VB6M0oFGaMwURnVlWV8shhnFAGXvgwKR52ahPSj4O32O+584w2laj3JVmW8eDuPU5u39LBLsKuKKj7wOJIhctCWVFUJYdDiYuc8sHGPM/Jljld5zGx0KdtOhLbj1WqGqvPCF4ZSKoa6jk+1VBV63RSlUSF77zLxqT28Bl5qtf3wYMHY85Cef4WIcM5i020KcYwoQ2t/YbFzyAh3bYtiZeRZTMoQg73Q9u2Y8vBYaE1JHQlhnuK82IcD2msYr684POzPIpraXJ8iMsnSUIbE+DD2BsWMwN/fCjR73qVNE6cpRd1sgOn3zmHXa2Un16WSMr4v01UpKyahsQ5kiahPBwQn4w5jhAnARv7GS+XS0LdcHZ2RvcGxLnkjcwCjxsisgWev+rzuELcBu5f9UlcISb7J/tvqv2vZ/vbQwhvepQPeyJW6MDzIYQvu+qTuCqIyN9O9k/2X/V5XBVusv2P2/ZHT6NOmDBhwoQnEpNDnzBhwoRrgifFof/8VZ/AFWOy/2Zjsv/m4rHa/kQkRSdMmDBhwv8dT8oKfcKECRMm/B9x5Q5dRL5ZRJ4XkY+JyAeu+nweN0Tk80Tkz0XkIyLyryLy/fH4iYj8iYh8NP48vvSeH4nX43kR+aarO/vHBxGxIvIPIvKH8fWNsV9EjkTkt0Xk3+N98JU3zP4fjPf+h0XkN0Qku872i8gviMhdEfnwpWOPbK+IfKmI/Ev83c/IUKjyehjV9q7gAVjg48A7AQ/8E/Duqzyn/wcbnwXeE58vgf8A3g38BPCBePwDwI/H5++O1yEF3hGvj71qOx7Ddfgh4NeBP4yvb4z9wC8B3xefe+DoptgPPAe8AOTx9W8B33Od7Qe+FngP8OFLxx7ZXuCvga9EZRf/CPiW/+1/X/UK/cuBj4UQ/jOEUAO/Cbz3is/psSKE8HII4e/j8y3wEfQmfy860Ik/vzM+fy/wmyGEKoTwAvAx9Do9tRCRtwLfBnzw0uEbYb+IrNAB/iGAEEIdQjjnhtgfkQC5iCTADPgU19j+EMJfAGefcfiR7BWRZ4FVCOEvg3r3X770ns+Kq3bozwH/fen1S/HYtYSIfD7wJcBfAc+EEF4GdfrAnfhn1/Ga/DTww2iP5QE3xf53AveAX4whpw+KyJwbYn8I4ZPATwL/BbwMrEMIf8wNsf8SHtXe5+Lzzzz+urhqh/5aMaFrSbsRkQXwO8APhBA2r/enr3Hsqb0mIvLtwN0Qwt99rm95jWNPrf3o6vQ9wM+FEL4E2KNb7s+Ga2V/jBW/Fw0nvAWYi8j7X+8tr3HsqbX/c8Bns/cNXYerdugvAZ936fVb0e3YtYKIONSZ/1oI4Xfj4Vfjtor48248ft2uyVcD3yEin0BDal8vIr/KzbH/JeClEMJfxde/jTr4m2L/NwIvhBDuhRAa4HeBr+Lm2D/gUe19KT7/zOOvi6t26H8DfKGIvENEPPA+4A+u+JweK2Jm+kPAR0IIP3XpV38AfHd8/t3A7186/j4RSUXkHcAXosmRpxIhhB8JIbw1hPD56Pf7ZyGE93Nz7H8F+G8R+aJ46BuAf+OG2I+GWr5CRGZxLHwDmke6KfYPeCR7Y1hmKyJfEa/bd116z2fHE5AR/laU+fFx4Eev+nz+H+z7GnSr9M/AP8bHtwKnwJ8CH40/Ty6950fj9XiezyGz/bQ8gK/jguVyY+wHvhj423gP/B5wfMPs/zHg34EPA7+CMjqurf3Ab6D5ggZdaX/vG7EX+LJ4zT4O/CyxEPT1HlOl6IQJEyZcE1x1yGXChAkTJjwmTA59woQJE64JJoc+YcKECdcEk0OfMGHChGuCyaFPmDBhwjXB5NAnTJgw4ZpgcugTJkyYcE0wOfQJEyZMuCb4HxjeHVrkwI1fAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 6. Use contours to programmatically identify the number of apples in the photo\n", + "import cv2\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "img = cv2.imread('../images/multipleapples.png', 1)\n", + "\n", + "# convert the image to HSV color space\n", + "img_hsv = cv2.cvtColor(img, cv2.COLOR_BGR2HSV)\n", + "\n", + "\n", + "# find Otsu threshold on hue and saturation channel\n", + "ret, thresh_H = cv2.threshold(img_hsv[:,:,0], 0, 255, cv2.THRESH_BINARY + cv2.THRESH_OTSU)\n", + "ret, thresh_S = cv2.threshold(img_hsv[:,:,1], 0, 255, cv2.THRESH_BINARY + cv2.THRESH_OTSU)\n", + "\n", + "# some morphology operation to clear unwanted spots\n", + "kernel = np.ones((5, 5), np.uint8)\n", + "thresh = thresh_H + thresh_S\n", + "print('Image shape',img_hsv.shape,'Thresh',thresh.shape,np.unique(thresh))\n", + "img_dilated = cv2.dilate(thresh, kernel, iterations = 1)\n", + "\n", + "# find contours on the result above\n", + "(contours, hierarchy) = cv2.findContours(img_dilated, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_NONE)\n", + "im1 = img.copy()\n", + "for c in contours:\n", + " cv2.drawContours(im1, contours=[c], contourIdx=-1, color=(0,0,0),thickness=2)\n", + "plt.imshow(im1)\n", + "plt.figure()\n", + "\n", + "# since there were few small contours found, retain only those above a certain area above 500 pixels\n", + "im2 = img.copy()\n", + "count = 0\n", + "for c in contours:\n", + " if cv2.contourArea(c) > 500:\n", + " count+=1\n", + " cv2.drawContours(im2, [c], -1, (0, 255, 0), 2)\n", + "\n", + "plt.imshow(im2, interpolation='none')\n", + "print(f'There are {count} cards')" + ] + } + ], + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/cifar_net.pth b/cifar_net.pth new file mode 100644 index 0000000000000000000000000000000000000000..ad26bcb8ae1260c11e1801e56f55c7b3ef1da2ca GIT binary patch literal 251401 zcmZ^~2UHbHvj$3#sFD>CL4xF<k;~Zy9o-&}nhFr}5d8I4F#Z8|wB_S>)Y5KHe^`SH46J{pF`zOVv zs7vH*!X)z6QJrMaanq-zIyufxNSc_KB2kD-nJxo%jGdK|G$mO*c4or(SxHmkV^b2Q zB~PCjo9e7CQM9&>QjwjPENeM#VuGZ@zo)1Vm@<7_O8CD*b%|1xhOCX3i>G@Z7cXZw zPcIi&SBY|z;@=mXF-xK{xL!U*qB<-@&N@UnL@`7uL@7n0W*rg|Vj%l3JEXoW@o$bD zQzV_jB%Pzw|A*-Kq;bg-jYJuX#14u7=PFK49v&{vo)XPOl@R3=iIxmJL^(^M9U`A4 z(fJonH$|csCh77&_wD@O_uchB0(v;PyE?f`^b=JEk5x;Nbo+;{mW=Q}bPcRS*8ex% z?*HN&rbv2(NsRu7uCwDmbdCQLdLL(JHxC)zo-(>xDH4;v>1t(3O#h~9_Ai`yilkSV z#Nr>g332~3NS6Nr&eO}&-PKJ7XC)(>E~ZGV|Hhj$c(r`C#76cVBKx)d7u7CBVjm`P zi28eC{f+t$MaTbu>E-I~;o;fGQ_@>TaZZY)&p(h^5~sf@I{ypik|J>pleqmC#sBF~ z_x}jz>E`Mrn+6_#_or2g#Pe^w;UROfC0-$O{wC=CFQ$+pfiMaF7s3DPL!bYI*vHM? z)k}8MzA}QtQzU)=0nC#0`rKNfd3-s^4|kK;6K4RxjK2dd$~&n$_NH3 zrbq(+##0X&o-GNI@stq^{ueVOMKUN%GWfp;y8PRNL;e$@tCzd0i;KHtsEnX`iX`+O zz%0qIzX^u@3l^Rt86GByn3X1pj8c;gN$k{wlyQG+wPeIUDiCEIC6mfYqSGWX|0rH+ z!pvluMoUJ9$R|fB$qxOa!IDvFlF^C($YfSSZpQTKQzT>3B(eXB{=1p8WNeyb+`qEF zbx}6{lJRMhxc@D2mc*w?68^WuMKU2xGVveDtmN^Ip&=@&U3+UaM$0br_b2rK*H9VC z8UG(c)%#zA@ZXblK>zOlFPrth4Oo1ArL?oN7aH_Wps9sHtngfp_gx)`Cp)V1pm$Q< zZ?#njU3MHX;|Ap)iKoa*b(A@@3AIKKL0`A+)YyIl^5TA?X4l!MvT`6kP%NjV`v9)5 z-G*7KRk_@JCv<4>;uB4?*!PDjb{g0SMlEZxGSZTMH$J1YLI{3KOT|x@yThF6C-~Fj ze73y0Q(X1j9knl|q3Xa=s+*rq-&^?XXQqom~F@bK3yn&>PQ^jD-ws) z+oJ8I9vq>)0K_XRaP3|@cGwuj@7poB*}Izd(CQT#4o3#8gkpsR49PD_=+?cya7$F9e1lbdGXFg6 ziKzGPoD+;DE&h1Q_z9hiRHo;H?0D#xMQouK#3|Dhak|Grh_6keqGjeJ7C7*&I329` zsE*OL4t!O$C!D_*%?J05V4H~_gu|iT`NB{?RCv`D-(C=fL|Z*x*5@THPw=34r%Za? zJp~rkDvQsz^cQ?*&*S@VR?}=dJCKgCL9e_~ys<|Ny$iZV3Z4(WpDl~0fW9|rN4O8% z@GTHumMRJDKL_x=6i3b)@fR&{zwFia$`0j*Jr&%Z7Kkq#j3}>b5cVsHLgo8vY&ln+ zO46eEx4H*agkQ$-cHZ>~4wSCK9|yYOxhc+=I_@nl zGfl);(^fjE-vg!?<_Y@uO!3xv#%`&jQM1Jud)--tAHSDjL(^Q4N|(U0w42Z)?l-kO zihvHQ!qB*53G|Lz!XsYift@W98ievd1p&J*GUr1Tih}MfOTL@go3Ff;;NDSce9xem zZH8p=dvj}6xSfd`if`Z<6IW4x!ZxzXB@|stq)#`N;EyxAu(a?Lc^@5*a;ZN-{^$i1 z8nmc-5VDKCAMes%A^KLt0d+e;Y}EwSJIp{q#z@Wp0t6 z`mjH4HlD<)5>sKk&O6%rqzkY|JN-xxAP1)|^wKQ=ubWK6;EOSE>+Ck+*$y=*`CS3q z)px>k*EpW4ro*=im?qqC!j>}|V1VTvetTmUNA&Ln0f{x@oLBZ7e0eb!f3$?30hQEg z!3t9F*vj5_+sOXNGR~kj8l5zaH69djkK6KmJYgPpkLn5&)w1xX*B^0Ug_L(^*s(8nZIn4aksDis_{NRdv|&1OdQ%5nysl7q-?#)dB@*8Dt`nVq{1EOc9-|k*({b|j zdHh#$5gRu-bNuy2G7hk(LC4pzU)oYZGBJ#2n$DqxjcY)BFoJKmIPl$_$tcPr2hhrI6F9(NHg>t{0((37VvO!L!C5?w^V536;Mg7F27^GZ3|C-l zZj&C_`B_{k93wI54($sv#NTDdKy`oubm<*Mrqk!MZFgN>-`pJ^l$sz;^}H)t`WObg*>gNwncPLG}c>WV6z1K21v zn#aHQ<4x}_3T10Q(iNp`q|n8U-&=g6;Rj;Hrh&0^zwZckNN`|}k-FTi`U|B^>4rOs zfv%=wJdeSRq zyQO`89H)CHkai@nxas^v!6Kj#PF=l4826D{Gn*mv{Z?xJI*`XrISWcjL&ZzhU3fsH zDu?rQC|R)W)0+c@$oZd=5vBMdIC_y*Tnk02X~43JTJGe0+r`c6&5N zoO(%#GuD;}S=TCI*v^r7C?ksmrFdcEOPR`!cj5<{Kk1Emy!YhL+0=QfDd%79g9j>X zgnG}BaQoyF__RO?KbWdP{T#MM>z9+BK?)4k6y+};FA;~M$`?*l1&$2mw5;BH!;A)Z^m$gRXweVctrUQ z7sxUB9{lAs2{xUH;=5a$#LG8UdLPh=fcj{2{Mfe(&pBksF{Y0}?yCdOOYg#=>r?63 z3}-StVuq7GcEJ`EZ&HXG#8(o6S=+o9n>VFEaF^FoBUeSX-=)X%#}B|EioJNfDioV2acm$s#D_B>l^%qMovqx{K+s7mj}v(5}5o(Eyf@*i;IEyC%da30mm zix+mDEW~;^LCHE_YK$*{qFH-|Ux~}<_{RZMed89mUEKgbZ*<3pM?CoJ?C)f>SPlb= zjWNA=7WLmN3VS_H!TW`(nDXMi)Z@MeE*|rN8kBpGqV*5*AO3=>cg=^~2i4+_>LcJ< z^OimgQ)ZWb>b#(@CU|{T#pvWKkQ=!g=InLG7x(uaUB7>k@G55bJgAuKWZCX zxYz1^`bQ%A%^D9Tr_(`sSgJVq{$>hMtrC}vK2CAg(cHVO zez!n}wR)@J{E554Vo(4_y@`{mPX7eI-4Bz^v6HkW^oroPQx|jMW{4wSMdF<`r7+-z z8=7tsu<@93z~f*GBbuFG%HWi*VW3o28Y;Y}?zD z*N%K~KJ4|1gaegNpt?uz^9!R>ZRUTuP%H|lWO3IVr7F2nmLK^#;v5e`e8;PFgH&Ui2f z6*g2#@9t9r3&$kZElA?>&%JOA*Md#OHL>%fIuP$Hr|w6)@M0x1etx|>es#^D{H95q zGTs8q@Hx5uvO;WE#h{a4#Xe>IQGcwQD6P~MD|_`L--y|@dwo~KNP|{rJ68;?$}?b6 zd%c)Z(m>O9<&eg_SXij0j43Qzr(K?tobze=5*?2ADyeX-UmzY2G@uQ)F9}!D4#C&e zABBTmhk6ID%@DJ7Olguk0mVFr8BTxEv_uJQcw$02+wDO8`F&~6ausgx`Uq4$hO@zP zdpveQj(=V8to<`i4XV$i(~r~_lzrDg5GKzhNXwv!ZHav1(|9VbnGB{IPKfHgi^$Sq z4-{GFQBbZiC>(5qL6_H1?jw0_?ixd9+|8tcYg>fy8T#m7vyI9Y+2IZ2Sv=I*f;}gU z12MuEP0x*^ny5V#u;C*tEHi~vuRy$4{!TczE&zs=Y=vbXnaMrl`*ag$bI)bb*z0~TIJnCJUfQNmX+f!wW4H-Uemx7l zL!EKq_8fFvxS0GVrwZ4edE+z1%TQdk4F*h?#lFT?P&B0zzZxT8)GtRN^!8`c9UDY5 z&*xF!<+}u!S5kG%;hkRv-gaRDO-r)k`m{*iY`=}~TrZ%{ z*T2H7lerk{Jq}Y6mf*#Exok3`f}HOTL)UHwqHgB|)YxL@J>lkbt}ad&&uxDO-|Ut6 z`=-(S?&3Pu>FaOmv^8g=OcHQ64N zHl#eI5!KD0sBMaY_RXSoN-iXy(WZ?lN)Tp#7_N;r<00~q-1|`})p{i2%T2vmF2IQM zVlPr3nGZkVP7EyX_KH^JuI9}~>2Pt*K+Xtnr5W!s@pb4hOw62*_X6e$i}X_{u%ekn zqnV`op;{<+ABN_wd#EjIpcs6$Mr?jE8XxS4;X!tN`Lo%0j@`4L)bEYJ(5+K>o8xZI z8o!;oTzd_l)0Fu|!C7$HTrRwo4rSkWb~I;<1E$Uj0k^b)>`V&mu~#be$u9HmIN=PP zxbMrNe!K8j?Rpq{+f0acYa_e#o~+RFjrwJ3@k75DGG4fy4bS<}?o59O49TDg4xO=e z_!?N;%LzM#4g|$5W-NWT0Zh#kVUyi0X~Xa9!hyDLf~oFTA-Que!922=bX1*ids_(T zIQa3jy>a5+;qtxJ`U7V*ql7Go!D<|3zTzJ6jY-&wqY7p{;9%Vg`x zs=7+?+>=Ano<7QGdBYB}9Y2D~txRZZsG{~hT0C3DhR4427f#pL^3e+lWO2J2yKDL4 zrr1zyPh5&MJzemqW)(D==|QTsH_mWg2$=!9$lk*ibbn2Oys@Kjs>Uo~lR-GRtsaGf z-x^#oAsTl}JHW|TJ@AF|L8v^Ei^fkoqxa;s^xMOZg8B}k|qHu3yE_5!764vRA6+#A{qWW{433ueunES5ye6=^pw_S&wgKUMM*<*NX z+dCT7q$WfJMsUB<9i%U<^Zu2%g01B2!QkRMs5{h!tq*UdzZy2t@A|*!OhX*vsc#hB zaSIGKTTjzmOHiYHm*=*Sfjl-%oj=W2z{B!^*xRk2kbCw3D2&?=jiXyYT0RCN5}ojS zWfXaI3Fhp+<8jocjr1t@HcZ|3liVB+z}5@qT)VR;#~i$hH*Lm3{~k{8sW=9g9TaKg z^A1p47sv{IcEgN_Tvk5Ui9cjMkgES!M)?~QX@-$9>h-G=W@$$Ads{)8asCb%Rz8RC zErW!h9}fI+O%9aFV&U6{AIWIb8X$E)UUBv`bu{iGi$Rt`pjA(ry=5J&+c*lM9B)vV zZw0Ntd(M0P_Juq-!HsoaMrIB>9V-vw6Efo&~d*W zYJ0ix3Mb^?13h`b@o)543Ro3h3$NxI;N>orpfvFT)MZw}N$Uupj9lEKX@t)ek_6S$ z@%TL}7S37~iS@DD&~I4~j`=cx-aeFg8yS{~Wy-r@(6;^JBe{`~XcP&H(){rDnlyOe z;{_dJ2f#jqG5qkeGu~}d=b?uu@TKfbHW{{&^+M%2GxHqz-8148FGBaTZ7|D~hu9hw?l3)qeuXLUn$peEr^9y$TE6Za*D-*vHdMj-u(5o4+;r}JWr_6g z%A>-pW>dydUNA{D3=Vj8x&+w@?{IpK9|A0gBsv_STV2l z{wVl;wPvS|$h&iWY4MXw4s&?kp$nq>iZt26ku5zI;k&~d!J zK;)2`(ZYb^LkTANlFiPS;1i|*t?YyHBeU`40VO=7u8)%}x1(EY87hy~_emJP2@dQ! zhp!73!;!z%qJ2vyZaX*w*U6XB<2DBruhrq`a|f{3x^)zHA)R}cC3wo!KS8%ZbvA6S z7jG>D&RlXtdUwGOs@OS}?&O%lwkJW*Z%i8v+G2?7O#;NBhGwXV-DUpK8ex6YX*}QH zLJ18P?7mEuE3_BzmDrtBW@v@RUzhTYj?vuyRl-+x4uY|MvoTOvo)15M&%r+m`P-=9 zqD4p!-Ws5f8jG9gPqIDBkFST#j<1Emk-k_n#LQ=^L>tl~{oftuE3b^K^RZ zYyy?V7cuejb!-`O(Cg5X-iTXTAU$rM@YG{3hA1SXo0pWbVnZ+`(E^rE8VZvfj??Iy z-^J7(KWJrQ9i*v*2??4;RPy>GJkIx`p%-;{eeYngZa})&_+&EDB`@^VQRh>SJHv>= z8pvP25{gb%d;d9f7JScp;!4w*SZKLRd|O)2N+Y*||II3>U7e3t=4OBb{1SH;O=90p zQkbe>jJ*wJ@??0=@;7VvBTV8E{dSOh$rmy7uTR3+UR_aN=2uPhjTPrvoANi8Tr4~B z8l>+w@kY}Z`1$c-EEFH&51TqvDRTCie&n6F{EQ~oG(LxOllp-AV-3uizXhhN8Io#f zDo>ixfggA7zzrS=+@ae{evtGN7ETV}%Z>YKLi-AKyK|BUoZrJb_v_(!Y!xiZw5EN3 zN?=CCQZBw+$PweTkL8WX6JPuY7l*4Wkl3D#btf|T$Abv;v>3x9d`F`&=K~rnjK$FU zZ8&pK7KCa}!koDxE{qwD4n<9}+^TFnKdy+YJC$P}lm2*eP$<68d4nNdI>_7K@Qkc1 z?(p-w@LhF1+Bfy&o;qEQJ-EJsdo8%f`gL1Lb7W_JHo}h`FLZ(-W9q~&9UhQL_yuYZ z+wkSnbgaD-KyvGrv+sl$erZx9nxSBTrr`q|UVuBNY-0MNqtx9OSx|CX%WaFKF+qpV;EhpWrgpTnC`Rl%)@cHad za=dcB*1qu}EDp}0eu4VD_h%AK0bK!>-rxw7SjdYPs_FJv(^C#9Hy61AF@pA5GRRSqmQb=)EL=IHOJ7WRY?rWo%j=mI;(!nR9 zN}1m;aROhPD>U5B3|IO2bJ>IevV6Uir_GGw%DE{**DiGwtuxEYH@%)tD-{lWxZII(xC#_&UKTt_PRi{{-hxx^czj z=Ys3l0es5YoLe%Rg}W~eFtb7xzk2l&m-r9j?2S2hc}2Bf{UvIyt_Q{sOM65jtc9DM^1O-W3sPI!Klll(oB3drr;5|~mjzSi7#NWxH(K+%JCjq6O-!?r=q zJ}<0_JWbAv8%e#INXOQKL3tOAQnN8CWp^5EVo2*c=<&)-Kk?79 zaqxQEBI(s1N~l#=4m9Ddci8j(e6+C&4u+AC5-*2WZ|RU$lmb2-RYZ^G-LCC_Fo^1^ zH%p@?bV7sVlb$U<1kTh_=2-Oxn&o^MA{3Uv-7qr@w5=p1|M!&E_qVj@O%Z+k;K+-< zYVfO>omm+BNotnRM1JSLLe*18o{sV2n>V}Q`^7l2N>t*^FmLH_o0o8{rv|^-?~VH% z2D8$+TS8H{F8nIT6(?6`3Ho7Ocz)7!81kW57^$y{@+RK|rn{nKUo2_siS+H^70`Hf z77lv5vc&Bq(9d>I(jF;Dg8ap8b|>hd@Es;vsms<|WASlvF*%Ger@r!=VfVRUJX~8z zkn74qtQtSGwC3C0Z8)Z|D{tP{oj2?=$DN?$-I(VNscqIgxUGbGD0jmMwHu(hp&3f@ z%<$e7W1RGBtvDt#1V)|7hY_FWiaYFL;c*W?_T142oc13AQ7a29;_t)SJL_O^Pdnax z!jMba)ya8cBRwb@#{JUtx!VZ`&WJYR{WVW$5p-bR)!lIU!{WJo&gjPC-L-8E=lmr@Qe}hjzHKyFXj2IP#;kXY^&ub@=|= zn+?9d1~n~x9yaHjbWe&CUb6QxkS#1hxxD*S7xr?5!>wZtQ_i z_YZ~_%{^p!ja!0yj}vhIk2xpoGr-|52MRk{pGy0@>`j+!dSfpeJ9Jl7)QhtY3t(UveR^}N*9CrdgAk=mbm^!GX)Pn3_9i4LA&^o z=w3AtN9t?h&-t&tckfyS2bYUdpGO{uj|SuTX@PKR&@JK48yntyZ57;1tfZ-beHZIy zo`R^wOznZ|>DA!#G}U}R`05T~6H6U7R}ksi$nRvT7>fPMj|$q~$8yrIkHQz%qp&D) zyRgy4m3P_e;Td=QuE@p)V;fZ}^WW4u1g^XE6^Oh>%k)4q^%)%N^q=t*_`|KgL z+Y2GuQ<1%Uy0W`We`>eI)31rKbSC^hXg^otixsut^mPI)@twwa*^Zlzmxyap`ook( z{c(Jp1?^v?&iikMabuY>t{Tz}mj2#FYCF%sB_{(k(%nL%H_wL9`y((}a3o99+w{=3 z1XpB#rh#Qgy}RfI&>!=1>UsGQ6yA~N@2)1S^T~v}moDT4liS{J8jq8*+(|I_abGOC z@58n4wb8V5HeEOn4u8-Kk2nY5w!uAFOJ&_Z zdf_5NZ`*lc5O8QLf0_{^SR~7Fdwc|~Tzv$zWc!@wRCa>T(O59<=O!2)JwtBO_INv3 z_QeJ@Sze+~rD&q5!D*ZgO?Qt7Tc^39(XL7%_eq8L_U$Zq*)$GeMkn-f@fO@)TXFTH zPH1Qt$bG;5fYd2{xwUZ*&D|Tqip|RGCfk>)SyC?GhAot}yAn<;zelAV!(o_n5vBhg z2Y%Z>klw(Rq%=>H;->q9_pW`?Bk}Xl$gl|HZd@Ss?eXZFs>q{VV}uAL7tUB=hE9)k zsoU+2{Hb&uHSPIBS*Ps4pu2}4w%(&i@f2*2QKHXh2M9OZ4^ZFuVhWUA5xhpb@%B-r z5F9UsKCNE3ST~>guL#0|s%c>N$dqrjj>Y+ohIrK}L_DrjCZTbU*Dzt=&-*>Nrms(|0QHybF)Pro|C2PdPz5 zbvt7Hhk9~Osid;)DYRqhAT-tJ$-&pscta$huXR*XM%Om zWl1YJDtkl2Z`oeuuqryx(vj=*-_i>UOY&UM1!tMAgvt5Ipwv%AI6{(9`-OJ)5A!yPF4KpYJ-f z|L7I+zLh2#^~t2nVS{PSdP~?8rb55EmC~tWX4qB~#112#f!d=tpj)8K{+9!=oAj>u zY-c}A`=SW*eG^x*IOKvKtPb1?yX9Aj<&{CTgH{$&PTv&p!RfSS*c9mWB?)J^SI}ka z?{s>IgK+(jCXOnr5!ZE>pzenOII^;oM%>v2{WbSc-eMR29qP@|TQsnI{A@9*;14`` zbqtCh_T%&KbD`IQNAN50qAVw)FRPVtpt!dEq#N$aB?t0gZmwEwNKgR`t=t70t2?1v zi6~mQe1S;~-DG(%bAEGm4_&KFWB*-W=&V73P_k_T%sZ3BhME8)7a zgL&Z9-hwRog;Q2)^SSxmp;2PQzYBD*xr4g**hOdS z2gGfp+h;4OQRflezqJRp%k0j!CslB>kCd!4YHH<2UV{gz&ce_bfu+Ze^Gdf3-21H%bQFCIle~{6^~Yj zm~L9ILsyp5-m+SJcX17L9G8e&^KOWtr*c8_&~stc!ZLAph!$w7nDA#`@7kUPozZZj z9c?`^k?XwMAYF2b4kj84Io-?1ciIzj8mC9mv(4~Hrw86oBIZ+m#d*5p>W{0l%Y}#G z^Fj59GDQR)r&*t;fUWlkQP0H~a*Kqu8htq@zivC7u*`4hx%*e`S#5& zxN=+^D;*T@j?-7zka$AuFf0Lk{?S8PXT@pZ>tILK8^}M_8}C|ZaJ7ey`1VYUs9_Vz zffn`{`{NS(Sv``)8Bz&-27^?L(4*FmM}>wmZ>tcp zRX&Oh6L*s9x86MV!E@>=%k{;b+7Al8rEs-N6Fr;#9c;&6lUAM{F72z=7thV}0?Pmw z?)N;09^_mgxd)%c&V{vf_39E@T0REQ=1_wGlC9UOolI^gE?WeJO(uQ<8hiwqYCeV z@`~jYW2VOStGi;$fF!teiaTxg$F-X?pkKKb8b5FGzI7)|7Uu`?tTW%~ z+}oL)tzgSz9&3xAw#eZ)eK|hnvk^|@$MCv^kKmJ<3u~V1$&-#2z-SE@cuxtuai1a_ zJ@`(@s_VtGqBjVm+n$OBbw|m?LLI!8z9z$~TggOsIQ^_O#m8z*AZ>g>Ep1<+wZ#XM zN|r-IhjZ|U7~sYTc?RNynRUtr0wJA`${9VE&6x1vIV9d>yh%^z2#^8A}G z!SkypyYE~`9uEi5^1mj7!o@1+zP215WLV&*kI`J{b5L5isGbh?DI$HPO`y?714pjt z3Ku-Sit9q!Npsgrm|=4p#yORWHKD5faP@wfpYxT*PaKP1_noI-D}F-#<8a~7EoHRY zWPzQ!D{>9*6cSecrVK~K4}P`u^oc*umCF2P=)$#e=KStL5BBuvhQg3q!ky!3pvN7t z>|!bml3KC9moisc^b^)9Y?sCCkLW;pv$Ssd8Q7aYiueDqf~x^11uU`Vt-1y9v*x<= zRn)3l-EYt6-H>`gaqv_&UD=E4T_t?))N=Zi*ohmS8;DUQUAU>gDJmQ~CmtI2h=yyg zVdHuBP?LI!zMF3Vq1QB?IH^KBUwMPJnDu9~h)d$J%YPts?mQ}9C}3UdIM1FbYW(q} zA7=Wkh4DupldAbTwmC1GlXu?;wbon6B5)=@^Swtk@~xtnH^_TShgvWS&V|K`*9vpp zPYe5Q--TeGL*O6Z22p3U;rI9~IGLfsm04yaE;>Si^1(FBYBN13w8!j6C&BD#GgR(! zre})AsCzgPG)~In^!9Vo`~Dr_w*M}4%Q1q49-UZ0d7yW7*hT8pUmHL4NT!zoBY3bR zkz2wKP(?yCtg$3%R~?l|h#C%Q4dQe5-XAMKoN zFz1IgoTvS$uKbkPYZ=^ZT8P^|uBR>~BXG$GnQg+=G?NtY+PZ$+u*V4A&D}{e-8FD? zMQPJv3$X%bD4TPyFfTqVIS;1ux}aO~ z8My8lz~0A3an#$j^kIExR#>@!8oGUkA2(J*ZkZ;3lta#~y9f#ew_&!mDS&LgjHp2FyjkP7s zdq{G671l>t!V}Qu%l-ehr`B-qh8Y_N$Ft(d5wLXVb?D}Afx{p7;If6fX#G^5pE+1^ zO!gzeb;T>%UT~APhPmJ&)sdVU)8f5Ot`tUF8uBxZD$%xI3>zIZ6)QivvrRW`JU6(G zw&}U>ouwn_VCQlu)H_cDqAQ``lmq_0`WE~m%EZNs_CWZ?jvN%GMZF`Az_1BlNinH` z?9ToYiY=AJZ*RB5`?f6DGW-rr^_jzCv!{?ssvVDy^5Eas6fyCVEgqfn6p}V7aed2M z(LchAt$s}wy&EqJKdMKv^|zNo&j3%Jpd^83OBacXTQAav<2mf<8_Kn#d+~1zH+tEc z4$)sNd1SzHQR7${Pm%eO>yzVolTr>Bwe{qmHYADF`PG^iRCvdC3taV2;E+AnbyR%3wLrA`AeG> z4$!_T1{cWkL+8Wj+Okzg?;YvLXVu2@h5^68>Yx(ui1`Irnj(ZgI0geg-4OBv2XY$T z0<~RvLQ3z^WI0KRV=EW&aJezuWYLqKUyNj3a2NmG2asN4w}P;C~u^jx||=Rj!m+-+O9(hg#IeWzmA#WL2(0I{yZE` z%soo8Z)DQ4H|{vaKd2VY>+!wd+Y}yf&0Fn7GuVYE@#}$iV0&2{%nhs*6pn9|4vXr` zH_K0?*4I9835a!x~hz(_XD zE9Bkj2VedgC|G>$yoh zJ8Kp%7-7IcZz_e`3NsnoI?=hPm1GiAMiH04($+gu`DEioYd#N;i=m&=87?uETHYseq6%0J5er%fZDzH1;YRhExV%s?xjTQu&H4lcXc3Ew=M3TO6| z;)a)t&^7cOnsq%QZvQNx{H=xL)Y_Sx!*r2%c<)We$hn{^x`EY)=r(pF0e1>aN80WE(!@gP2w8 z#ZAF!xasIJaCu%WUNcjt)Z&q1`mjG@qQ!QM*{e@S*n)p0dhww9L&Ut9%INTPyEx15 zGZ_9gl=l@mpnb(1v7eR#&3dGYa)JH%t#=L!>gzarMm+x!iE@ksG!?5I2g zlMa~S!44}>chq|6>>VqF4-4n<+FK1=qCX#NJ0ZHg9s={zav)2&6BGyJz{{u4#PxbV z;pV}$P;&Z1$gRHerarNidtZ(GV7dxmz zxABp}%wO(!eV0C-umkXzc9_;QBx6LjEk3>Q3i?Mx(7;LQ=-Q{wyXZ_l-!0N+1(OQS zDYC=EX9Nt(JHi@i!`Mywh+?LBabb%hPJQ-?G_!NrGb4ez9Q#7s&mPA~JxXxF>zf#- zw;$_tALIP$i^7x_m10AS0UUCkhdx78DL**#Mf>(@lE4=nxPj%zbE-o;n{RA&xl3b`IQy#T>ehb z4m~9uUUHTmy-O#Xs>|ZS6y~7g-N{U&z4on^H3T((7pIx;WQ|V0sCbhxe=ledd%er% z8Iu**_*9v=VAWZ;b$T}_FVBJ2$_}VD`LdvJCLJgKF2I^TZTR#P;L#HU@tu-2hJH&X z!;KyAfsO;Wk8$F)_DlH1(F$m^ZKMh@sCIDMXs*3IhJ#1S)9JNU5XKr$yDO=oGGN3Ph#$OR%tL3C~fu$+H}D=}W^nyjr=E)U+h5Sk=JkNBgp- zu?eOt5s#R-jFis(3kiF~8cACwTa!q2^S=zK3*c1>;N}gj_xh@m5!mY8YyCXSe0<{${=8>hPY*lSVin>6YH=- zOobD=E&RyIl_y z6+86drg=E}8Aj3TID0mDaF~|G^x}u#cZtTbeE$AA2jSiaE!kYwh8{B(;p zcvD-|yGP+_u=;rj?^)@ftHUqw*6oQU-J>We$Q5mJshqlsr< z)H1Gs9Z#=OV0#C4ty;tR>%4Ji-Xs3;QJIIjET$Kmro+%BvZ{W`I$rAjo_zk)VZOI2 zznGUN9GY&&75OcKUugh3st4hLqMP(+;aZ+^%3l0oZYadA*T<`mR{3%OIy zh%J8Z|eL}b} zeJghnC-DB+<#==65>(I$peNxS#jA7u;PC71kP>N(kwKei(Xu=`vM&;9CXME9TjIIH zrcYp#XN-$YyCP5gPN5smf!&B)j9$4N7j2s@e(tW#KcPFy9T|;!dUH|Z)iV6hsS7O` zGMVKkWs#$Auu!L*h=1Pi6%wA_5bh*-(zhy0?y9jKbL(!2t$jkJ%|A~F*=76KbB`_F zf9Hoiot7h955;)}Yxu~_PB`lQela^>0o3W)V7<3Fb=)+Pw8qS3`*nx#$NOc%g1l2a zSobXZsYdZ}Ll&>|QtuZ&+km_OfUJ2tFrjn_)Th<+2!B5+Sfj?y6~$OLTT6U4_6K*4 z)}+a;MW7&mlRWx#q|;4>jIZ=KE*ZVgF_$LZ+QcwDn=A9A+-J^E zuIe`l4{I%9m+RSFd-yN9$X zVdbT+$A4n#e=Oo8mxMXB>$dXx)1zU%xP$ zpPFqGgY`4eNT%awK3<^kH`~}CR-cm^w0YFITim~GG!Bxzf9Qqd9LT_WWqbUsQwTo~ z?!~LI0)CEO4np%w7!iICw#upCy7?%3Mt2`Sa*u$UW^1V2`T&h?Y$ugAWUG}ouxDp; z3_SM#P;}k_HU3{5ZzySNX=w6qWEpO>c&$gIGK310?!qa<8lLG~WI;c`hj6f47dX_SaC*8XAD=I(>N4 zGiP@98Uj~s%V0>3C2G$f$a5rrWBG=E4=r%GqW`S7FKBNUc(O646qEeAugWwCFQ`Cf5~p#?754W5w=z*r3}&O>F{) zubM$MXO7VIrrQv!v68Y^ZX+X;Oc?&RH|O4$YX97hJnCx)R+<^i^UdGUMxRPJQ^DL< zrG`8B#BjLTf$|Sw-mJULN$jc-%8R9bq_yu#8d17e9w`ynb>XILI6sCf%FYN5JzAw1 z|9QIic&y|gC_tId7Z_2p8CtX-VqUo!c0OB%VUoC?GD@9&*Cf!0=Q&jHbPlh$)JzXP z1Y_UbS}4BzLRN96RAUqcpEh3?)AoI*R}sg+Tk;;aOTN;OJ|no_%{rK3p~cbmpTrUB zX>hYBfxM*NSg+JzZuzi-)tkDq(J7R3_Fv(7<8SznRq&XhEiZNpl{arU_H5NT33pb^ zf#HF-prZFS-lgyfuJ6B7(Wy$ckbZ70L<37xp5R`TW}vT@epINW{67L}Ko zqrsl%Li%_=?$zUi7~GN!*P7eKH}AhfTa_oCT=$1mJd5FK`B(Dl6N}wlcH*={Uxi}_ zyWp3UB)k#+jrNC}B}4aiQGbs#7u2kyT-0`>SEqE|zIg-bt^Ptc%;xcA z%LlTW)TzQ7i3!lp)WF$KPeA;z?vN_6UdD4ji|e|~;9;w+v5VDf52N0z_@}lOOqjP7 zws!7E{z_|w1@*Zc*w!DsRokfSlN=83IuDuYGk}GOH0EY4X`J)tQ-f9I+asg-)axPC z@9YV3@gYf1mKW=*L%#Pi|*zk#} zT+#V5v>M%~89BwYXqo~$9ytXO76oukHc!~Ms1a2@#o-Ij=QQd_2P~iZg@vf>L2?<;Yc%AIlR%m>h6av$`ZQz-s_+LW(J0@lkUS|QIy?m#5105g^P+)d8B3mRQ|Dn)K^79+bT^Q?K2$@bT&tw{O7Q7 zg*oo+Eyr7D%shyos%k>4XlA7lqzi6Bye6OkdN?^ zK5yU2-E3>&zr#K_{QDxBy3G^^xfW2Tf(p6mN*~B;O2Y8R|6s~kWi(B5rGP~TaJ#`5 z;mS_wd$h7z?9t_@pxoGw&mvCay`o9DeX@9#vDxU{vDlv-p1HaM>K!h zn`Hml!QX#>=+!tG510P7T|?|4*Uy8$%sj$6^|j)*1(AGO_Ol`}=@?C4+fnrPaAxya zgLp}NB($^-!q+;R8IS0&)#7?83sd7>kB4wojv-$DaTHQ7@2Tk4wv+Bn$>HbeOSo!( zEL*pgadpC3v0GCYgheu5a_@#{y5fWE+4ULJGFF3CvNo~Kq7ptmXg~j|(4*-yk}&h? zRyZ~0BAK-Q6&F>G;w`<8(xJdL@{S3!V8{KV!u6vzyrRZhstqG>Scy5WjH#qqAIeGf zVira^jKU^PqlWxzf?O{Q#bR@enzRU)K2gS%0Rmh08IP&%GJIL}20D8!#YKzUxJK$5 z4W0I#_7yIpq1U~|XpLU{Y)3Gko#8B6&z=t@(kyic%wmtDjlvFhD}MS-g|!w(v%^I_ z6!#C7sV#d-C&rrdG9?4{I(V0c%+O)w)@l6qRGqiwjv)6R z%3Re>OU3&-nu@U7Y0wDu=g24bNykUZyV_9;#KUpJq-N3m*Ba@2L#DD zk=*-7Fk{po;k(Ww2r^iUib?N<$`lh}%m!b06Ojo;@eSm)y90bpB}jYr0q(!@#yj_w zsNz;0b!+T^|He9?a=&JZ&R>j&b~j-U&ocbo(*RpHrhwX?3_9dch&S5p=ulRRDEHWf z0ZP5#?uvMH*fejXDG# z#se`aSp1;{gST|W0~dFoyI(JCYu$$_OPAr!gWjm{Cl0!kzXjXQ#JG~h;Y&KmlJ=0}wqLaQ zXFfE%{3$*PvExpoB)-S-tf)8j59!A(6&EZG0<&2KLadSoy}pu4TG2y!>Kqe(7ditg zU-)3!z5}prZYxARGZ0jK+=Y7eeR!nOh?|%FAV`0EML8uZ}y$a<7-E8Oa3~rvv+}>!(zm`p62Llq6=}i+)<&tR2-i_ zj{7X_fHOwtQ}LO-Q1?g$XnV1hzWN;$hZ~e&X;>(>TWqGsw{JuKqac2E ze+!gcccTc&aXvCI7LHi-)$X!r#~BM z4G`}SoJWUSljZRp=J4dGR5mY|z`N&6VdYRgOx6|nGVX;_Lr5?_kOAG^ARhaQ_<8>) zI`dk}(lNg)TsS|LyD#jI{cAo_>0KxG^VkO|!bE=bH6E%u?Sjiv9?6n}{ov}2c(59v z$4k1*7u=*?MEq_eJn&-##a=VyrYE)V9h?Xzyg(lYnc*9yV zj=pBaI|sSr-6WYbgP6!=XS<78$C|-AZ6BC5JcHboW*ibfh!=PdfZVvHut89fW_F*2 z&@asuhd!{Za>;OZ*}hd6HKeaUW^^H)RC>XmO|7$WOE##p37f1Wl={dEb6wU@tXTpNh@Hb(q6W@bwOM%MJX0*m>%-TdBQHEX zl%D+1X4O84(EM|vQzqT_yir^cX9*dM4AeoufGT`Z-%kkAV2U9egMzr-jM3=owAlW zskHCneNcOCfyw_~(0tt->H7-!@`V;ww-^Z~$*rRKiXU+GjV-4KcA;T=FAJ$rho~h) zm!q@v@$0URe5iXZtnR7H4?pb`RG+kv-L)3_In;*-d0eN>12h;yby)SOf{-#hrQ*V< zD9LF)NU~!BwyBiUoGGRpz0gvumVSSAA7z}oXe(W)_w?Li?#Qb9bkO)^DjmI}&kJqp zV2)cDXZG>L4m#7o>X;=*KT+iN;{EXTq72p-oFZMVeY8?@2Xwo84rUl`qJ*11)Vsp~ zc6Dr`Z4*5>sUn0wM#%7=-#a)ObwQl_a40@~pv=+AikJI3#fh&iX2XLpx0$T9x8>v($!NwOY!o=n$V%)C}bZ+H(ivDAd z83E6!@Q@J=k{Gf-PtCaGk{7OdAmti8ZVp@t0B*_}g)0z^!7-MY)ZZ9qYjnar zanf_#KdWN3ULZ~v0k*EXNwtCVg-1a^t(pbY)lUZtY$gBdM+a7YxLAyEbmJnuuGkO% zQU2^kTKQK1k7d!cFLWg3{3?N(!|#PE@fk!N=*BZI>)_b({nXGpinZ$;>16&9nP#3l zW+xt`+^?@FX5}*&{Y?`y|BUoV-$KHN>L6k7m$8`la70Cy{+1MJZN`zuP6)*Ya+nrz zTz2N|Jn?qhIKFu|U)bcPz{~eKQjgJ!!Wyp%nsvex9~#W!#k&V{Xl*duzw=&jIvWGd zJyycp{ugN4qZW_Mp3?K+V-}R#9i+bxJ92UL8&OZ?H4K9Ju>a6Q@xr`!;=rkLTC`C? z_9)bmLN>bKr%lGZ=Ys(TXDt;MnSF;}x6Rr5KNGU?mCjtnc3Qb^A_ZM)pyFHqplHZ$dB(EJieJMl$R&9&wBH!a{#~Dwb)FV= zf9A$r7j)u-_l$Xg&K(}{-rTp4RKbj6Ngz}fE>lEa4BshUS81xv-X~+4XzKw zhtJe;o-uID&-Y+DRH~7qBjJ>kb+a$02Q2GaN?&H}AZwkuAfH|W;;c-X8K=PSo}Z$x ze+Ki~;Q64VK8Wjef=Rys*#FWP+;1+!6F1A~#Z4KX_&W^bza6n{T2J~M|4%sStjh&= z&AIAS0u`o*=Phx+VJB`|e1})8S*zS^(Rng7eMKb)JJ5gj|Ag-gB86Nx zLoP)vJX$h&x`=??xzUtw)RcQ#wv z9Xwi0Y22gTvOQA=)3tGfDXrTm9OQlt7N+&$lQ$(6EhR%d=`xIU`grksoz9%Nwt(EV z|0D0Xi^4qYMpsOwoEBjz{2e`TWmWf(r_Gn#;G@UHNsEqBfR;5Ieceje!rzm*#zE*A zI!PY(%adn*97P5P7J*=>Az*r69Cay$LerG-M1mRrP`g1{M@{LDGw`iB8eFRR035$L z;bfUED|vOs_s9Ohz-m{vN%iFT*KX+MBk|(V+F-Ucozx~dqAfk34d2g*ufAUazoC7F z0FO_yWKw2d6-f)t#sw!#qbq8$TKNQsZ{-myp zT>(>#@#D1tJZW${&HnR+)V=%lje7Id^2eVVM*-P-21???nHrp%mBY zA?WNVg_-_NtoyDfC%T5o(?0sML96td3IlnM@*Q$ckm}68THy+FC52reE}5yjRsu;%z_ z2xzvUwTBe&N-yB#Ndvg}uqrmior9Hnb3iOSB+K`RV%IJzXc_Vs`rj==#q3C&m(mrL z&e)LksYDzvc^&V5ZWj;kh!Q50JQY@DHR8`(L)pYGA3V$};fR3(&mEfO;l4nf$`{tq zqD66(16t&;JVt)_k|SPUvQn(G8&4*NcVNw@ATqqLft6S95>zF=)9JT2P215COV;L) zLO(}LuT{oJ2erApF&8#(4WfKaUraOZ!;?DB`t}Z@v|3c zFFyj8WJz%R#t{5tm@Umtw&9yTCj3D01*Em8vte$6@HxCj(D+;d7K5JC1! z5BJAAD^Fnfu4KW_>432RfiCnty#`Y+jpod|w`gPieszjZH9m*L#p!`%@c|z@u9`qT;pYjz5z+# z@oEb%JtEB*v_^u)R3q^4T*D!6H(^Hga`~*;SEyxyI@o%3o)NQ04zLa`g0|IvNmwH{+^_oEbmuxXr)WnBEH;g)e z4UYA=3Z-v9LyNC~>z9~gMY$hTkQu)G`wzC-S>wY3bKbQ*0_J|WPYyNCc(luYm>QK# zb@!5Z!}&G}t(c36J=8JhlpGu~Qh3SEJ2dvM&J77ICc|7Nam2WC*Z#W_h8Srba+(Uo3mGrgm-83 zq5My0EOa*(JbxI_Jo^G@jq!r1Hy)Axkq+$f>5UjMZ53U!$Oij^kvuUcn5SBAl0hfn z>5D>n!L;FIukQrgdZg3t>`+RxDTS*RJ2`QS2nEf{aEJXXP}rpCv|}M3G?AqNrIFmBf#Oc))bU?0mj{n5tb|76S}n%`363P_las? zG)s+-YMJ2HF59T(>lRM>GKx)|)cKE67|y*l5`HA~VcqPDFye;+7bf??mn-a9>tK#} z@zhyyy1&FK>6{i8287E#{mut(TP5^r6`+2O8SbQPVS49Hbn2Qro*zAu9{0~T}rDyf!wAsm%KF7!7JE@rY}82d(Jsf-(T;fw(4P6VwWKvl~}@?^VSOe z8_v=Qzie3t&n)^`^^3I6c=MhzMIPEk2L>&BLZOkV!n03SxT0JIeb#s97Yot_zrALp z`czY5&Zj{(wu=`}Ye9!uR(RygAyVz3jN64WDDEuvBNyr6xtn8|3oi&WYIIRF?~KF0zfjC<9>z<}hD*JaKq%{A%&Ttxfqpj0wER>@&T-e0E5~=hAlW`THWYcW z?0ILWSR0(zEZFvzCxqAwEs`SK=n+~cljwa!tV8>q*RBBSU*>|w!u(H_X(HkK8i z9G9ugyemE(dIVBrgR$qXQRK8m>QSBVz+-#)LdJGos!X&%OkHNgy%de`m!dj{ZvPGP9Bm3a(-&ty z{6;$;ZzIiJU+Lh*5AY?s13TUNNt;cAIW0(&bNUVAC;mOC$jT6A*^9!#hgRh1ssucb zpl)Kc{Ok7)V6HGy)YnvEt(+41s&U$U#4VE^$s1rr$w9D9AB)4>h&Cq8V(n#BuwrQd zXUEJIzm!>tCkG7_dUff@=`YSgU-f3OI&unYPI@5=8hMfmR=gt!v*MV+=OssEAUlVc z!YW;F-Vn70YAm(be^Gx9l)MU?fo?319wM7+9Y+)XyDzSuTn!<%Mc_Qf7#~{q#1k6= zIPJr1TAkp`y9;B);r6b@A4Y<~^V4F{3SHRn*?=oHOMUEi$w%+?7iv4L5;*>l{C>YOh?B*j zSIr(_dFB%c*?$K%{`m~A^IW)7$Q{uAeSjuX5;(W*rp{fa@}W{q96uAKvwRZ;n3?j~ zOOs*Nep^Zz+(nrGXaw85TunL4Iw7V2o*S&p5z(W>y+`Zd^wy{J->LJm`{5C^`^gX3 zU@;iigFXl8Ws?0$Q;x6E1_|#IR$AVssOQ>(%hFtNSO+!XutjHHns-|WNgaqMlza1; zRZ2WBwtz0k$9lYY=)ku!Lg4zLPHdDB2lh5@*tg^pS=#o+F=wBNxf4o+Bxx?95}XN| z*G6*VQgf^saoJPwt|0yL&CuA|8N*f2h?nD?xguAM_Xea2wFXLf=bglp4lN{&nWsdL zSC%Uzz^<7Jmld`D@V||)d2S3&nr{r3mP)w=H7lrXS21}-+yOPqee`GM zXK?rLj@{=-xvn?$nEu@o-b0nx^TR+cAD%Cpk!8*!XC=dT1$_!U)dbOfuS50EhZHu% zpBfT=(WPs0Vd2QJZ0_6)ff4>V>yjrQRraUCtkpucxqYw9zWX1Y-{^sHP5pW7 zQh(U8C6DNI1>Ns?R0#QMC5#_|^3~-DbSokfH|{p4!~abc3anId=}0SV^sr#hz`hbQ zafc#{@5AzKKjDXKE@5&m-1|Ho<^|hgd{Y_i5Cb9m`~{j?cZzFw3YTf}Wa`f8~g0f(l?|Kq~d9R^v9euE=Hj?9fs!1lIPVs_B2IW6=z8vDe`cpxr_6F@g_6llh;>Beb24Yodl$f39iodTE(@y>Mu>O2F zUMPA5H^x}9-o#3(e!Yz3Hm)?+s7+j5u zxdo!|_4{LK`rZw7x4Cdq<5!wEcs9g73+0lUI9Toy!#D4*rh5A+xcHzi>}pfxi=RfI zwZz9CjoB$)ouUB~%wN;%HP*OKZ$5N$*#?u&N=|a^Q_}484eIJfLchIZ>G7Q``0=os zz_*`#-_&dLPgR**dwB2*$s1q!u}*4QP9g=r$#8SHDyoPiMMj2VSCOBwzmj^Ng8H+A>WZF z7ntxL<7n1(&6eJ)>+&BbfaB+Mz`W^;XouP_;rsIzNJ%iI7Rw&2eBO|M-Z%kk-5Q{# zyCUoV_ZoIYOWmO3&meE>R*0Xw3^o?6#)IwuV0XVFx~Mi7HZ+z}8+I}k)+S-!v{gfPdH^&pi2v<7(_63Yp z1^iunRA`>t0xK?bhJz+;G;lz>RKvBw9=+{Y_&J@njWgr2ffLW{H2FxajomSC+b|qH z4&d;WzO*Ckj(DSkIi3-7XrMIjKjSx?2N&6hnu&YGshzLVy3e&RHr0f0RUUv( z>GkC7cLuslGsM|OCt;F>27g@n)^omxDxDir4*{o5S@HRJD(&yehCL2QIjQ@Eqd{sC zhyH{5KRhSS)*lDMEEIWJVK_cn9f|#K(ybqoFCE#X)~BkXvRD zjgjtVhK~~HXr(PTOSPEA$S`QwJ%qk)bHYnoDoCa0I4U2%pC&D=qNs)!FnaG4ycu%= z28@z8Bh&HdTh)o5z3zgUWy86o%vJdPDhNZ=Jh|kRAjBMZg76N5S=0MIj2Pj~b}uL6 zdMkDQA>S?h=ba1}azgRqSZODaNd$B};D7-kap=>m&+*3|(!SP*@TIq|bXNT!i)Z8b z%yoU5`l^5;UMTP+b5raeTSAN0<_M|M*;MCUO!J+#KqrGj@|b8&U;Yf>AeGK|#kVg` zzL|}m+B1bEK3(yIdK@NBUk@E-r$RyRe8 zYd;|&*9gxi!|dvFT8*Iv{3N;tEa}m&d@q)9=ARE z0u{rz3;nAQBWD=%dFj2hE{x!WW@$z%d8h`j)1m3?Z9e&UCGFPA5u74IadJjD=Qqsa z(XV&P?|(DH)w|z{;ggEs-oxfq6A=J?5 z!Ud6lD?fMP)4DB?VX1~nzdB(GUO?45MdI&|S)z~PO0o*sg@;C#Vby_9I3MztwAEsn z$C-;^iqej!kY;#tu{-yj7{CXc1^zcL9F2QD0o|54VuqBhWA|buz7LAUMGMlfrSE#! z-R=T9jd`fDw*-|OehKycB%X+$)1a7zP;C~AS#RHv`~D*oGAEJSZyNG~Z5iC9cRTI8 zUeB*0`tu0)r{W2Z7qYwnOTKqe&W{Ez#+TJGDEc^(N}v{)T)T-ap()_MFd0{!sDznx zLm2*_0Q(|$@^;-_bnmJ;U;O#3AaFzd54r$layX(Rm@rL$YvmOH)P z&A;b-X7t|8Z~q3PYNED$^mj|V+%D~1dese^*BZjj=5nfgl~21|-SPFp@wmZS9W|Xq z!Bt)IEWEW{S9oDu#7Fy?^9>Uh{&Ug= zKh93ar~757T6PE&t7b}fuM^nqafR5{`cZ5FbDG$&Lo{uE4IAJM)D+Akk7oyj#j($* z2RfH~u!D^WxIW0DaBV|w(JB;tZ!2+>Uy#%vkCjbn zJWQjntRt@=5nX5GLd~W!aFjCKdu%*{gC>u|S?hyIw!I0A{gqHdeGtrg=7?3}Lvj7e zu~^>h3-8Q#k!hE%aK#`KQZ!@u$faV~xKy7Xt6GS8DHCKk^aLW{;Iu5kHEZxiCcO#^WC#hy5?NlzFxvJ-uG zO~cvoVd$a)wC>_OA@yi5znU?KhP>#`H+$KD*_&k&3ptt1Up$3rCM`5tr5?1Fej$@D zgQdD-2~P3(4ilEY2gN)~R(Y3CEmv)@rF|z3o4FlEuNcN>!?W4k)D&lLOTkk|7UEL( z7h>t4Ct_}38J_L=8=cyVa7b%5CQ007TmQ|dx+0fMkGD|Y2dCh3&oNNgHV8j`mZ8P6 zCQ1`c@lNv{dcP+Ja$=TKU4busDBMT)11GTWy^;9aTA<7mI_Tm&gnPd7;!|Z~xT{MQ z?^J(H3!d!ejniXzvR47!OlX$d9NH>QOt$8OhZ1;5(Ft*`NpCvSnk#lVVF@0iyW;Sd zfuiZvHsaPPGTRU<_D_wXgmK!~x-*DDVu}T)JWh>0Ouo)iCS}!oF=4HeY^wSOaeIme zOp@5B>50u^!;&9j4_XWJPxTc861$^uw@fJQm@Iy)`9kkMx6s&^jo?2cj?ULt!UVnq zeP5d4ZVTYzPTqK3OD64K@nSVS7m6(~V9gyqc>lp?`cOVa)N6L(LGk){%3MySij%|% zo#%0T(L8=*vrfw2ybbdW0(tP76v$bTBs=`clK0N)h2BvKd@phsmgpFA$A&emKDbWo za-v#3^CO@*CyGklm2mKXAF0m5fFJ*uiFcwdi|=P!;xq9Hja!^Sx5swJjk9L*p5j7L zH~brHk#d(G7dO+#`3}4$T?gaOPsOg6I|+^X_bJumCBn+^dAtuKpXx7^ z_IMO@+TR-!hFfx%qESM=i34u!*hVEvP2}OQN_^@*pCC+uLwYV4T5GB5LoCXJltMK2;_T<<9hcI@ZCS^_BOHXU1%;xDc*)Mhw>y>ol zo$?xK$KY}v^~i$b{Kmt%yC^mo|CBh?Ui@jrIdQIG5tT_L*vbjJj^-d%ws?;GRVW@r3wn={vWY4X%4HC|-ahwIKM^J&v5V&u{O96Q?&;ldRNCbgY!>zsgc_-<>Ayk+8%J zd1t5_)De4XWk6A78ExC~UKoWbLeg%1R?IW!%+iJ2OY**aw~l~ws!?=AuMe$#yG+*K zd%bXboF(i3YlXQz%b?lH4hu{Avi!RrE}Xa%6cns*)W=Z}9H~zyMn%JiX(l|T@{QQh z)DojU<-)kx19{j~7J4hp)RBpdp00hu;;L+uO`C~I8|5nJa_nz|LfUh-5}a(|03 z@<#}tbkIf1v2VfecP@;-a7^s6J)f3qm;+RX(L~jKR5@oD4tSsfqN{+bopfR1kN%_s zz4=3{1y;psqxI-b`24C0-CLjm4Yk9ue8XCNa_$7hzED6dVG2CT-Xba_C}F?j$#lun z6eo_zhuS;eXr?QJZ@zQ~IQ;=ega*=x^UV|=YbK7K*Od<6Hvq}BQ0Q_S#8l_-u-tV$S7&o*V9d#bXI!b~3=Sd*9 z_3DfsbL%K9>bVeLWsTEIHqt*MX}^nwEw4M+4acgOWqU_SV} zyg0a;(kgtQ)nyCUoG78WcEJp9wOKp3R4{IMLp#=Lab5E$nC7kt+5HyKQo)2TxqYCG zX7|Lj6H1tq@`ymHAJw+hLA38(k=G4HUsVsb^C->nRvu{p+QaFXb;Mr>Vp8IB7?gp(d`kT}#=qM``?lmjwFnY4GYm z?D%q{SZya##0lvxSl@@UrcTGHn&05(#IJBGU5Dd-`@yg;L%62>0EI6fLgka(`JKdQ z_j%L=9y;$}^*b##+9B~AmQQ8*`5&Q5V!6bJYtZ}bRT_IYi2s?GWB-_UC$8@ZOP=&)ZRe}nD zJ5Elq;msjdXl#8I9Hu`I*K`QO@|@FT zKG^jcSQlgwxy^(fO4>9|I0C*s?unW9>X0G1$M3Bzx%9wDUNU9`hO3>VssIJF9no7{ zJFl2Z#0BErdoorUE5M4P6t0xAU6)S@rarBfJZr5Z{~2HeeGe<~i=>lZp_onnxIg#mvq0c1s&<aQz=JJJ$%yY#xz8FIDVTa2@91ZF*_UX7|sxpV~>%hv1J6W;M0vxY&6d##~h-R;wc%h@j zJhcXiz5Cr1ji*Z)P+b>smahl%n_gnIRxzGym1Lg zJAR_zU0E5`BxT`e-4yX&Vj-N|ByGjCQ{hgY?eHUN8a(Xv7RF8T!7mrJ;f&ur=n+u~ zn_dP%(2@Xf?^=PSnM?4zRuPI*E~EOru3q_L6Y!?V8lHPk;JwKK6xPuO53E}&M9k@h zPYMr-Bb&pp-}Vwx-Kor5ZkxiR=u$|pG(xqOm%^nhww$As#1Zb%l&P1`$KFes(v$L0 zHQpJscfJ=q4i4p2tGaWS>4R`?kTQPXJ`H<})8p-HWOqlOJMRqu* zH^qIa2mf)KIC!9xXFsU3G@n)#BQF`S-I#?^pU;}34-aBT`-SZMej-*}nuLpQpMdQr zC*p?%MesK)1$U25pf6hug#453Ff4Kb&3}?51{idvCav8$zglB_7t>1RqHLSVVF7H25&rZ<=NiQ+Zuqon;# zB|JetiPcsfMx)CI@p0g0>~ek@hFhP)1P^uGQ_mFHWi7^AO@VG#|3}ez2V(Vqah!;v zLL`I;*_9|f_Z$&zl@#rzluAh&+EzpvQ4|%TLK&5WdrnKVrJ=q_S{m9zJN)kNZ-3!= z?)`kudB0z;Md;}#C)A~k0->kGY|i}xQ*P|T2+e-H_Qh0wc%d5)h%!h2`7UJGWWt~R z9D@U)W2oW9T_Nh695tBdNv^vVDjznR{P!Q>nKvI+gr%S0<5)*!uKjq^`m0d5{1B*p z^W}vDZ7F2NS>ECvBb|%FIfOG|b4)P!ger4hx+#wvu&wf{#tqo1r~t`Q$2Lr5I9uJk z!+X=tv6`mHJtJ-k@h;sZCZ;?;x|1f%oGP(WW*ii!9evM6uS$5*sjI^EXVRXgw*@zw z{Qo>2O+U_f;DNA5)DX0iOG_GQ?{arkk~)3agEcAc^BKBkAx8#@$06~28^*M1VnV15 zI`tfggEZga-2axLMZet?BossI)(fKiyIEW%v!me6XJ}UDc(P9G#vwT;d1ciPK4G+q z%ZDsrx4KJWy@wljEXd{Uic%*rHkWOmoaQllop^%rAWm^h;MXOW*t{__mrexo

|-?)hlc zAM3{LhSTA?k$}To?}{!@6L_bAG@re2m;+jXU1Hvf+HU{gRI@#QxVeRPjhYQA>EYxX zaFP}}OvO2&wN$xG4;30}Vd}vyU?;uL+HO}JCi_*cd;u9gb(USWIPUXKl zYw7PaFSZF-j3b_9GIeEoKD!pq&a0vyL+(J24eO;Go1ARaq{}czD24s3YVo=o) zI8haZhllM&&3@5nyi3aHp4Abv?;Q|_KlH`(vE}3@u{|o!NAMKiAfB}PCN*27lG;(g z)^Sqr^pu;#4=ZHlew{g^va9%Ncp}`~;pjXz=9n0js}j$O8>JEm)N%(v;&y zQbxa;s^?V@NS)AgTidA9{)rqm@)(C^bUEwn?tFG{Xz#Npj~$lfuU&%~pL_Dvy(>Yf zWDQQ-xf=Jc@aI8|d1RXX0Vju?m(JPyXwP5`@qo=4Sl0IzU7k_{8Cf2z_F+6s`uZHi z#gcb>`WHHXMuj)obz^6rEV6Hk=1HFEWZ|7deZE}fg;O-xPQH|9jk-bCz9x$|LuYgE zVqbR5AI|Z!$|00LW7NFe zCp``-3pYd1wHv(AL?1I;Pl|09M`F6I4?NMV6i@H5qsiTpN%4^*49ScV-uCzA{d3-v ztmT0)Ny;J_OiLk;gf86lz>k+-^W{0WRM@FNhprV$KDEJ8)_Tt!s*rNz4_1eA=>5fb z?P?;W_jJXOFp)lQ{6(FN65;E*lQ15Pans)*?6+zg#a;O#-dOnvuBts3r=QzPoAqwc z#An-ZX8bXj`OH>S8LWuaE4Rt){yl)$qn>#7-+$r;(UdLvvvBQB8~M6lBAdX6(Cktp zv19t++&>jGxjvm9pU=SBemf}b-g&IlE#l!ek44+g*gCOg}(`#SF@^lQu4gDnPUQESRo#3a%8`@$FliIkc!R4Qe$JEEF?n zUD$H6^|}T1wkdN%_jKku!d1OQ+zq(Yx#^q&P-*J=f88ucu zJCVg%`Z?^iaWP+LH-oJUlW? zrsF=oSv`X1j7fogqZ$QY_eI=kO#+AP%ZHMX9n_`J9p0_TCaacR3N#BE0atL)^o?HCQvP?u1NIrW{dnn&U~MOsxzY~bW;yhO0?$Q zPsRzCx6Y;G86Mb>A^8{VBRQ}s4*Crmg)Y-p(a5*4@S@U?|0_}BH~B8;x?&&r_sgca z4f|kOJQ0GI-kX zXsEm;aHs4z9(S{mR$i0*vgbSKa+3=FeQbc*9cyWP^J{U_@Z+Rf@Q<{nApcnVlXT3J z@a3>KFk@I6FSt7#9DaI$$$-HEH#^e+&9Qh?R1~&5x61nZH^KVdQvUL=GFBd_g!@7M z5cXad<4t=5MycS1=1RK!UYoD07n5PN7Ph?}O8%d1`0@SuG@*_#C80Aa)xCt&-7jgb z{65*eTUi*oDp7WOcrX^8>;(}4JA{e8gE1+1HwJm=axNHhNVisJ(~h^5J#7vO#%p|W z)tXZfx=G&U)#yy|q4jN;a&;P-NAJa+xdM(EvyC!Nop!3#m)N({ZP4=6e?q;}D2i|~ z<8_NVvD0Hyo@O1#d9Ro>Kh1$K&nz(RGMZk!yH6Y13!ul(NZEi}!+FH29P(_k;=bGF za@(fylEd*kRcD0rsK=w(l+Mzj%4Oiado?KN-=L@k&g3NBXGI$qOka~$@#t)exa>?R zhBf#jhxfySUM=u5shl$X8fbCJQuIlBM;o3Q@x$Eb^z#D4R{H}~?CVeO9D{k2Zh!u> zE)aJc2jW`0o*Zv!&z8y7;`0SdaC}-fSpHdsLt+9r2&bZ zkG_XZYjk*<3B{iAslT;7-dY@TbmdAh-2_Fuh$A631+V3x;iw7aGC2rV(I~+Xr4B zsuw=yDR9~(16ByRO$Gj&>HH;6sPXd`d$|n3?_ZqxXO1pvJKYi${!U`AtVFJ`5m@u` z7TUb>04P4tLEpjZqL#`SzWE^#z8d7x(n^2&H*PNuH9UghRkP9X!vtijMEtMi7Y^BN z4aTM}&_75A(;|AJc~3R`Qnya;@pb7`3LuD&5X+lDVL7rhR5=E*_G zYwsL^Q43Xh%I-6K^RJemYgx*ZJDD;0C9=z&DMDbI8z=nf3SIAe;gCP6@S*pC%5yy* zz?qUU=q~4vGm?iw?x`Hq@au*@3k4La^B|b?>5tBN*)uPH>aOp_V+(Im&Fr0EIkN_b znrgtL`NzcfG9#|PriELF$I?@`AZ|HwfTaZ%e}>P(n!Q7z{oqK}l)nG?Z4CRH#)}yz ztl?+ycOi177ic*};|XC5yG|X%Bbxi5mfkX2oODTyf6)m&+UM|bSC9?$jH1I|et?2! zGQ}l%v2y8RHea!igEFl+eccldAH9gC*=-jGN_WQ@LSOjuc|UFOBmT6wzvL8nM~zM8 zQWwIOOJ1&nr%^p%)uTNSGVF(V)KFU}Yj`GvIV^#jnkJ-`(2qZeyD_wVHdrpaPl=y@ z3k$1tWnrC+#hqZr;q|-7-&l|J3_9Uq&n$XY^$qqNn##dr=dg2~7H?Bd#EQ6L{1VeD z`lub}iVfSv{mnB`H_Qar7W8A4$;-{TQQ_d(IHunf(e`X1ybfB6e$qU8 z`CoVJRkH~ve+$Rlk4ND8GYhnTKTXz>)C>N&q~Pg)+0?i|gU?Cl)(_dIp!d}rY4K=? z5dloG*G`i#pbm;B{3D&@7jSv(S?-z9D!Ka{E9bi?knz%g6`K=xg2t#_f@jzsGBC&z z#?R{_w&zG*2dg8L5OZ31_dJYRe@GeeDF@*G3wv>+*o$iJOrc@JdvNo=Drx>y52`ht zc--&?$}{uFZd3bE|8V&T%QFmJaK^o>sky&xUF^DzPw zCf3t=J?Xn`Y$25H3E^*kuX77pOM_q&*} zU@g3S*(4M>G(uQKDja;2vsj^;k1J)Z?sg9_I2~&KWS&`5Ic!$`VYnH^PY)Y z^G*2l(>A)6BV|=B&Ixa)MsmZ>8xUZk3!V|t)MJM+C%EX~eARp8Z{LMsw>zh<`63&7 z{h<(SeF3IfEvcCP_@sDp_f0aZ*Q523lIQPHUrzr$l&7vu=c?7KU|HU4TAKV<=+IK; zlkNj6axz~*<-0r5o;nH???}&*b~kjLJcpG1&cXV-1Eu$%KKdsw$Gb++c(?BeiG`pC ze{a8r!~X6N)q53gR(C-qIUO|n&xvn$|Bt-OdP1~)y;yVbBl+}|df1juFm-+~Di3=F z$`3W+)4av->U|RK+UEs7PROxBUrVXqA1NA_<%{k0TEe+lM6J(b_=$QNcn1$bopa^T zHAWZ1Rfgcc3-`pUdoh#7r?2q-hAe244sqS2l@BLv)!D};`5}pG&{-^ z7dH&yvFe`U=do|Z>k;A9e?0J<0LkSw{}JsltcB-?vxPMYo`qXoCBFT0WloIs zV}tvJv`ER4-UYhyfbD;2hW^a*l7(f|XX{S56Fr+h&B~EQt4yZ(MJp(^^*)GE_Powe zg+E@CW81~jT{UJr&zw7#GjDc>n?tSnThn-U9XJLf9ClSEN4AO$`SN%>-kM`C+4J0u zgUP8XO6<^zdvFBts|mY zK`XIxD_wWgV&yV>4%i}jX41F8{H*gdCiyyX_ujNoSCNzYUZp&ZMp(Z8ta$Wk7G%XX z(CiaZ7Ui1>y)F!cjrb`p=5Y+Y#`Y1$18U zO?=?j1UIL6Rz`>R5-nys;MTG&LQ+r+bx3F8gW*T<;D5H{SN{k+^26xM9UUArZ~^w# zdmuFNGvQ~0JiBJNK#7R~J9Lia$IE*2(eER`&D9QO);t9LZpJJfMLGMI4_WWF!1rhL zaiH)LdX~Nt*8XacJ@k16kwHc%f#>n?g7a`S!y41vtuW)N9KZMI2fJQ|OY{907}4>N z3f7fDfRrnKr}G|~0BKD7XVQs~JV#3vAwsPfR{Wbnj_YhtepWJ7*+s*vVl6bAY0f`? zU8S7W{yf=e3QVqF##$$eoZoBRA%)W>{OGD7uQBc-Wu(I345~rtLSyJOq>ft8E`wq5 z!JHiQ6&4n$inaP(u+aD?RrWXF#SLxZuJ4a&(1|fPr|gRmVEzogW;_MOy36!zp*k8E zE7Q#tZ{g3e!Qy(AAk>t63I9De6TgPJ!SNpD!u_jzAy*|twAxn=j{6<3Jh_~{*2Th% z`MMB#GmM5BE1*SJDI+|$FZP?EEnd1@Cfl>+Dk(oQLv@ViTXHef^nMV;1_fcYwCq2 z)05AIyNWfJ-RQcf71|!YC0JG^z)X8D_8neCa35)UXc#-r*eJyQ8II>7mr=u^1UOdg z!2QDA;764)s^Bch*V3X(!Qqf{y*EaTO~sb`^4L=^i9VQ*#hs*63+S0!+4sWJ8Q+Kh`WSbvT0_@ld?AH-g$6Ma+N%oIz!qS#De%~ z7S34ckNvG~i62|G;T`)p_)s=PiwI8N@Kpb;}9+7OQOGS zB=3B#!aZYZc$tyFZF-85^RPR{T-L!ke)Y6xwmPQ2mB%HDvk+6~@ruBF@%`M7!o?;T z`b7=GE2}$1i%th&rQRxZZdb$!%A16))5EaQXtt=NXT{DR9K;(#B6;rQbhK-!gFv;V z>^P=c{5^3X>sfWIpU7z5-npBv)d^0PgKRkY5~##|p<7 zN$;vB+V(mq$j?#Y+AF27G<^mYx~`>mjoC0+>i1624n(Wb^C7YV;)^3 zIu}Kxk>C~g53S-Ft&K>i_t1&^zE}B*Gv41IVnFW`28Vpo?(uU`{-gp z@-66fdM%C^V9RS~4Tg>gX&+*>mt@Ccc-EL-;_?Zuc+hbXervldOtZ7&$d#SY`hI7e zQ6T;AmPuUf!Dnd8)oOOwJBap4 zru{(peAoc)HbudsvK~@CrVl*+Iup|;sG?>}f|!0?16voz!gpy8on$QKZ$>S~wIw#> zwDmCsuH1mveRFd3v%eD5CCh&mcicZSun=JM#>oy*w57@VXYziFZ%^SrPaco&YSSft>xI=Lr>5- z?7#s7`{LbeE#S4$o#VP)qQ3pxWG__wadp~a$c)Pt)-8I?A>R&h--xf3J~jPuc49LB zyuXv9443iUeq+eu@@{+?u?Z}KqUhJxcJV;@Q3^A7fU`A?@S4pL>XA1LZo|lARi_b#8+%!DoXAHySepY^%;L2-EUz75$0Q&V(8B0pSU~{)O zBwv<6^XB)EWt-39E4xOs%wH0pnZIHSYLRy

hJJ5Q#IgM@eP_xZN;JpaB) z4VOp`@cx(Mx#H?DelqI4^Tn({F8;10JGwkg7!gs?wtNVi5 zs*jL;;*@xW572)@f?>|f5yEY?4HVQ{gcD! zF2q~$H@7HGk-A-8?m5tTr8$2YCBV9%UZ}euLb{jK(DIjFTp#+4ES^Z`vlIi~W_^NM zBL?x3D`}t}&?t;JF^b(2{J7v`GJ8wAtcDp@yx>8$*z(ei*NlEiB|8R!QmQ*!$iF6| zS0X)seTZvg47g0+0S4{Y5VJ2Qv-MPa)<0g(U&5;duk9X?exsGn4BAVPaUF1FRR#U( zzW`@$>y0*w&hYDw4n%)HMc3kHvuvO(7K~htUqTm9n7XaZajP_EQ%|G*&y>XT#&!j-{+Ck3(s`DK;@=wVr%bg@v!k2_U^nH`UYi@;>%>v@axHi z*R|RAjnqxnA;H8cmwWm9LhZ;Uji$IOIPOR2=9&E4f#M1iRurg8|yE!L9+wk1V{F~MAWOF#YzvBcc8+`EZ&nu+; zW09=6S^@p!rRtx*9WUAOKS0g-5qs$@1X^*zwnhcSLr@e5n(CLMK$n zk#-k4Cz8dp&McJpn(>t-Tg3;xH$roVz^Ak&?%#zIV0y2nqDPoIWzJWlCsz)^W|wr@ zV(5r9>&80(9F|>Ag}F&1@Xc-?oa6Dxsi@wA<7b|uIiVl9b#y9^{jQ5whIXO952N_R z4plbaSGZ!^w4?aVBFKKUfg)miY{v1h6Gy!QO?p+rr^|08AmS(W4>im+?Ua4FjQdenW@mr zE1MqOUd)&(^%eVc;{|)QAunVi73{JHhq}|)df1A#c}sofxIq5CfGIU(AE!&q%SU{d zoEq%8M~pQ*wZBQ7ryZBvGP~Gm=t2H2@j6mG*VDPb>v`IJJ@Mr9DQqL>Ag-MIisHvN zaO3wuJWT3Wnsh4Rf*v-UT6rE`Eo}$=3psS$I2PvpD#GWHf#|(+8(!7a#PlVF6_2#` zLDaAkTHGpMDZcmNxj9$q!-fcYTP&S5w;zQ1MQLobO7hA!xN=^7Dr{;0N7HT8g+|A@ zTyw1lULP-s~5i{#}7jgxxgpxi%z>vEvaM(#Uv}4i@&+1e3LQpm$?E49%tQNUPvHw)PfMLDXYpf@7Ek|gn^MjO)m0cYk&nN>YLQI$+DZn<;M&v)pUUm(e= zD!`Xsb9vRpk=&3J19g*|gtFJig=1UP@TR^FZ|Px(i)V}QTH>?6*0loD6M?++?07bB zT+5kt1Nc*6f6h{N0Y~lL`0Z{lwol2Y31uq62|H&NBj&N*lsNvYd_f3ZI1AS<=!LC5 z^GGXq4ZW0wqu;PAP|1oBMf z0lduewk%?BXVCLd!jBK9)9^T7p80->u;s~ORy&-^|E*1@U3&K*IiU;;4z1#2w@Sfo zYzOUsnJ@ge#~o8<>*4RWY4o_}CbY@oXhyXz7I)U>z8TwKZZ{2K%EexMUh4>LQmU10 z8}bt!f?rkb(AKhwECk^q~z}}+T$?mv(wmW@l`Uc^)&)tR- zKlVeO%`NEDDsj#4UWXM*aX4qmERf~oz#H3Ua>#RF`Zt9GDnCOJJ$5gmEFLLwza_2O~qKG5CWj?APUklNbOxX!tqIO4CEf3+_T^D!WY zs)ul()d^oYbj2T6l_am&J36sJnU`cM@>J(Ac>63-+^JxRw|E2iu39RZCOVOQY6ax0 z-hyTIdcvfbJ9P7G1bwU@!p#w>ykNx@I_OovFZT@O2RYjGIC(5j?6aEs_sOT}^}Ttj zX@~5uVJ1}htr&AVxez2I=yuL1Oh%bf! zrJvxdmM-~jBl)OG8MJ+M$FzqT&Mkvqz)I;%6$X|R;- z9@h6v!KR1{)EsKcD?&SH%eY#46Yl2pc>G7`VW7+FFDH=ZP*-@^btBc5ToX6$N)=A* zY7_2WRtHbdWIj?niGM$O1Ow*lf!=B}(Xp;vEIz%yQZc#@{9LgYzTej5H3$5}^mipN zseT28X0_77eSY*}%V#=}7>)O}%mq8@K`(}!f$;+)SjJKCOzQ{?|2~_oUJ2Z?awnb9 zzAbd0;DW;G&#-RD0+6Nd7k*0fu%Fk4@Y*svPP=}PCS-4;%$HAKk%2mT=A{akrMXV>YBIYKt2Gz zPaX@A`Y*&+X-XV)QOY2D4dA`+Y#|_KG`p4R@`Iz->3h*?R&bW%=q>wrmda={`sGU* zrwxUUF}>+@cu!suc$BYh{3F2kQ9|*#kJRG^^S%N3?0YX3hL0$vle;%kdAcL-zn%-t z8cV2lVJr>bV8;$OPEkr?I48`SL%%P*6R&8}v~WW-AMrkJDLXj?7j3Qr^}9u+Z}$=EH6(7FhbntiTqgHsi68RBO;)M8n(d2>=-urOcy7{6 z18OB+-Juep@10I$ad^7q-+n?%0)|tt?^n1Q{~MCjb5QldDY0KK6Y=%VRxgjJu??Nf37E}p8r+(FLIBd-lsDv`pNj*PZb`y(*R5xbD(y(2^Tdh zVz2J)m5M+o=cK8K(GTFeVHj`Dx2EV*)^F)w>;#+TxcQDP@! zzUNUwk4&Cd*@v8YO$7GmC`NUXK4#Q^C!V5g_n@r?kKs7tnhkWB0H4?S6u#= z0Qs(6IL}&>u1JinhtCI)Ae}W2E=Z*s4SziFtj)=*#Tz$%+=A=&cL-Mkx8m$I`mCX^ zOUwQ!^8O*a#07({5H9J9`R$!qV~R1W{Zrs0Jxy@j`pdLk>Qi=XmzOx+Lxp2)s*v4x z41BEKhAp?|W7P7YxGqLVczjod57?K(!nOyHsdNrTXXU^?&CS#(xKa5PYYdh;H?DV= zq1(y95YTNoCf9GoNmC>)+kgL|(Q8}Woa@aG4K2y@cR1hZ6V9y$MMAwSp0(o^aJl0p zNaz>J>itq>&rMKh8|2U3*GamJ69L#ht~I5k6p%4Z6AVFta=gh6nEF`cY<2-f9cG;F|lK4O>)p4rp+ zPOB$Rm^*?meS0JrbQ!=#+O9&Sg`d!>bq(5P_C)uq*C0R^hrPbN1-Ii)V0v>Q)|&Q` zT+X(rcr6P1cl%B8>*r&tRypQjkf1Wz9 z{<4|;FfNwDQWj!#^+8PQJP?*nx4=gUmKDLdF>o7eW+tditU;Tnx*Jx$#Q^_1AOH%Re>oy>E3 zU1dPSL;5b=wYHi_bAz>`KtJ(2tdEx5gc2`ohsF!~PLn%KJMgPB-guEpK*x+p(>m+vpm78NZY@ZX_#D;-> z;SsL6oeFOIBsY(g37DbVP+>4sAJe+`rRSThg!C_gJTxv8j6&i`J@d8f?Wnt?TXMze z*tco$*ZMM?IBtZ)vK(Q|ihOV?Z6)Uuhal+u3?3#(`+K)w$kO(v@#$$8uk1s!M$ZJ# zQg!rehyaf{#Zc9)1hi6mpl{R)PFZg%bpNTwlNBO)m(5XjvKM%T%{bnDm;r}$gW3V} zczkOy%_~@e=gx&;pt2t4tlYw*Wwsdk_6c;0YKNfdJ%n3Ha>7>Y&#>uDPmC)%M$`T^ z&?WOkZXP?G+Uq8h;XHkwx%RcNUYeuNTbl>^bBwX>+Ox_}tJZ+Ez9!Dnbb#sG-$Ay{ zXE9dd>-{VoP4|@c(6~qObaqDu_5C@Q?IKip>E&>In|6?r>+(epg^e(^mm|!poe0<~ zh2DRfiEjsp;*=U)dNpQ0?NQ!~dRbG!dC@-9wM)XG{kDT~>qvg6yhb!J-o=}SB=J`% z6Vq~TCI{_KVlC}g&KothP|X*~Z4%#!n!i61OUos)HN5fSwaTOlnVI%jKSQ$!3IuD`bO;srT4ed z6@Hwi#f{OoXvUmA7*jG-Y-u_TgD#wFY58eSBQ?~!BDO9SXl9- z2QJlnOq(K$aZ=Jf;q03Sl-3ID9(PnQQ9T99jbq@!_DEEWm?So=>r93xr;)$nM%ZK~ zF=7L|!==5ZSg`gJtc+0LsLVh#-U*%PCO#?a)oZrpf$1V0Nm!VaC!;Ci!M z7g&rP%rGsvTXCTQIzAbz;j+Kp4)4u9Pn%*gX|pUF z3JQ*4>&8N?s4aoR*7j_*v$k?`_)|gttp(@%H_+>TI{ei7g19}Rj3kdYeefAY>+&-y zRr4%3`f(-XXJ4lmvArOtS1AA1J&#I#eNksYnZ&QIf!!L395FHnGUkrQk3TP=i)=8` zv;Dl%;0vu^rh_|&kC5hRC+NiV`J6M;f~=I5(}5SUXtsTh#M|kE8%|_m>f2mQiQfXF z?>gbf@%Ff6{axtOU`@fFdh@oA+u-T@$r#wMAKq`Qgt3=1pci+;yYA_tGS|YfTWZ{{ z*$y$4$!bAjmn^`!Z`7hbZ+!Z)icarTt^WS;N`3M@5vpyZ%R z3aO-L(-NKBJ?03%N7!)3&z-!qz8zxv7@@z-R_S}?#E~INX!^8ES0*F5Z^%%!#2(;7a2{F?&NU*cR49-Tp)z zO@F|7b08G$jm2KCH$s2QSdOjl&pu1H;i8f<@mfeMfBl!p14p_-Zc+~{iSfrpw$fcc zsFseM-9f37u8K_x4q}I80SuUUfnsS9AJ)=Bi)$(vwV{JdlvBxNk3D`VwC4iz9Lf*4 z3saVDgQ|>D?7+!r>*j*(tB#5l%`>=Regxk0dWw;?!?B?yQ_90f@&Jct(6YP;pFDK~ zL#fm8_jVFb=$b3K=K9m03z@LU`3^6bw3=07RJh^MHi$~GrpfY0Il0c4eM}Si@!zAc zOTUaCE9dj51rI810_U>&&o=Q>iyD89cjx$_>!lrQ5%)AYB{tiZ9sa&xmfo2 zjI9!D($DrIc}dJ7(A|f%zUBBme?+BRtQ9|;q)UbN+4yK*9+e(@!kawfc;eY^g6h)l zm?m`$o04l`RE5Meu2aOimS7CHpUg^v{bmcU6yhw#z1(}k+We*15x?S1LtQ+WLT!WpJ=KQkm6uei`rR}=v_{7_Y zH=R7mL3xUJ;oEmm>0%~YtQ!Yj61&CZ_b{9^!XGcJ*+ECFQpNp6p13)Qr8(L&Tr{f) zt4>aH9@-uU$r~r5zJ?bYZHYh!s}A!0r-Z2zzoV*S9`6Vlk3NTH^UYIRc*V5C9JXc? z-wb|HVJ9Jn`xNYDQ~9s-#NL2UZP3RzW?Nx&>j_5tYVp^W4*u)Ai{)pJ1C=E*F^(gyJ}-d%0ax0>nv36Y5_a!B=$erpqW|~otcz^QFkoht4D;0O|OJ`DJRKuk2!AY zJV@f2)zZp@GvbHrC|uHYKii)v;M`C>ta?{OV=)O*q+FY=+huT^mj?&a!qD>HF$#tP zn$)=nOqP7c6Uxz88hV?y_gTkYE2G63Jv!5WDE0NX#&D|nX&yGjg+JX$<38uyg+P}Y zo*?yGUe=w2YnOC+gWCtnTpS~LMZ!q6e{bw}ZwJ{d`z0P%ka*B0%kfos1iJcc$E}%K z@N`lSEQ-*^2WHD5q}CPsod)5%auvi+eF>%YW*lu6#q*D;;H5FO++=AY_As&IDpxI@ z`)E3Md!@w-+;*|P;dD-~n#}%EkISQO8V5Aqp8qM8N1yMgu$@ zd$GvR96MObZ@$QbjQ$FIyW38Qfe_DroXmP!hP?a81*YaFqUK^(oEld|>o>`c;3tf>mNJ8#AjNxIQI&S=sXxV>B_@~ z6-L}+z;DP&8j2NvepIfs9S-xZICIs#M<7KXxVPPMs>_gxY1bZ$<(evmUXiz@{Q%{1c^+Z(jCQO4=lsrU346*C_{^U)-Z?iC)&j;t!~y^2Rwh>DpU*I8mg{%f?eEv{K-9 zSKOI0j!Kl|@sHFS*Z-)1BZ3`ykaBlE{oB}KF% z%a6~jlKiC7PI1nTqm*$VO3WVLNcaA261$|ju}`Z4bbl2A;daY-qmFcD^{nC5>0d|> zBY05H22Sfxg2P`Oc=W+8_;j!jS1!%vAFBQsIG`(}o>0TF{TeH;d-Ua|HR;gjs52G~ zkkPZ={pe8pPFneCD39&lT^!#ljMltuqrzrYRvdN*?0qB#_?|@-aVrh6YHv1f9k&9_ zY@}z3+66lQFAUcA-G(EN?SP%QiLIXlnat9`mwh@Y+SHMQS8d~eQbv>lDj;dpBALG& z!t8AiX)ow=_ntMvv+7nFo3BUeo>jE8r5hjWb&(fWg>m+rG!E2u;=9ufIWA~DkJym` zS@D~o_2mdQpZo<*rB_nqy`Pmi-rYEG{Tb;Tp^Blsb)hLKLfnxw6ML@s4kq#Pke(Th z=S-$z)UzjonR*4y|Lnu%o+;G%!E5Rh-&L3(eSE8@rnBG`MZHIFmW2c>qS_}F%&AF- zpRop*o%E6Z&R4~if3|^-dL7wxiH5DWd_bX-E$uz5hAS2<#~_ziq|~(&EIGx1Fk|9}zu+&4nLf`uy>>To>>AXN%P-b?!95!rD_-?xq$Y$N5DrtLwKGW%~KEO zi?gJe*xuU;qNl=TR-Kl}Lt+$=rF!vA!&=gz;b6bIK?QK*z%$Nbb9- z#9SCFJlpbsYFd#!7T*vqo}0wAdiQ0E^X75K=EJN%EsvcW%(-HdGpi5W%`W>bSzmO5O&abw@jq(y%l@PpJ;&VE{qz=j%Z*(12tyz0u>2<@@7A|`^Q-_FKG z%W6bEdkU#cS(#c~V=?AH9@b^;M_r|R7Tc#7(M#V_{99jvvf~|LpQjJ=DvYE_A@eCb zObz;;M8S3UkNlJyzIgg$6k5-f1-GFK`Jq$vkpA#wF{XmnD!b8?%l^cKd7Dm&Q}(h_ zmKhUI-qWeUvZI8x-c^QcRvT%v`zBsN+@2P0u%RQ$A*}F#h`x(@@Wwk48O93m%+t%+ z5n-O2`D-JKiIbTn;(x;2*K!rluR>2ajL zI2~Jm#ljN1wd`4-UenGOOQ~vKA1~b?$rgMeetk;?w`i0tuT`oIkH)4lt;A@`nNZ2v z`y%l0O;_-Akw@K4m)YovP7v$Vf+lzVaywq$W9wY~>9j?u;F{b(voV8KtZ*d>Q6+tu znnH?YOUY)dCY4OQfR=^pX>vVL+0--Sy{wJlsmqjPS%X8oOKE-3I@+(*$}MOgC#o+p z#Np3g@;CS!%zA`7-5y%ReUMwh^-cZ{*G%n3>*z@Ou<1Ih)Evykq`7leb<44C-3hvs zF`hykvRS6Ecir&tDw+Q{N!q_|u>N~AG{sWS7buW@S?Z8HT&%pArv6Ujs>f^Mw5^T&qVREKedZx&t-FV_nxTb9 zZ@pu`LZWF@R{%|R%VJq^=TYW_6#o34&3X9wz`yx!EX6~eeEWyf!MQnDivx;SVpSq}rfKuO8^qz+cb;{(8RLX=Y83qP3Q8GwpvRzcp&wns zB85DFtFe;6h@1w;9M#xRAE5k&YiQ0vNwU%23NgFJLd6(8X1w+rryL&2RA*+u!{L=M zVvz=G49no^8`pw(h>^ey62Zc{DX=%%h5W8s!rGuVD4JMHcan3cw(K%9iT;hRY~;A! zzoq1Tt(GJo#M6(k8&n#c$%4B-qqUSIJNdPNJ|5bOdzL(hlpCip>$bp|QJN3ZCtKj| zUVY0-UdHmtn-H+b%0Mm06W|^?jtd{}h&k(~aErhgT*LdD{6Y+|;KwHTXA=k7W9lLH z(giME;8AaHDWo&e1ZzgPLn~N8@Y3m z>Xt{4++Ycqd3k?hXJNOuIB{9OXsCQ7k|UB zZx_+bR+BFEy<^kn6;Q|s6CC{OCT^A-&Fc!@onO&`l=FK4i*xqUz9ai+<-9EVb8aWw z_ED17eh_*-!VKouK9fFH6~X!cYGAMLef<1;9DV*UnLf7_GkN7yNZaz0pX7Ls-Q$CHBAs0RQ@PA=Q`S*QG_{_nM|Xugf6#uGp(y%`4+chTukgPh|C&^U9LJb z&??;ZTyJOsg*~7u7Ry?3RvbE|RYB>EF^a9- z0W(AEAy83p3K?Ycfjc~)_iH%wOdZ7yJD$rI`%QwnT6^#p<u42$Foef)LGuf*nD`4PrGq;Y7`+q90Q; z*uVA1F-+qboOykeRTw>DtrjA4ML+QVP^-q03f&Wbj?9 zdExO_q?Gj!*YGmU_6gSnZqjsGDs=4*UPC%|acXm{y)BbTEW$p9{&q(1)ZQwRKyK$s#(Xb(V(W8iYbQ#oT`6gQ~kX?u&Sg0N2!%j-P2Ms z`clRkYtF-Km-wc&5;Ab_>;wF??HX&`e;&7~uZGI=#Y|tVmIXc#gVVXS?CYw{Fv~rQ z-`Vkr94_R+%JG$=`!oFD)vQ}Aa8W%Ol{>LlIuXowP&|9TcLmjDXrZ>i>2Vh;W+g(8 z%~pCX%1!9PUHJiEb~+A>RxHFdFQ3r2lg`lj;t&jKRf4TI#i*idr6@c|xEJ>^xapr6u+&@FOf8C4DytOnd1)* z)wkIrO;7lE;W}Gv-_Gty&0>33GC0288rJ^M07b!}_BQ4XYR&$II#)`_Upbo!UTj5Q z`#r2|RU{1<^iqDDa(U8p#hc5w{Y(;21Y%kUW7*>ZeGUn%_cCqbRk^+rGwA@sSDiGSeQ8|0Azh* zz^z>98y&Q>$QjtrjCL--=>GN0?Xd~|dX!1}5{qcLz=l&C8O#hia%lV35chzvG9S^Hn(v1kV?Xxj`Sno)l6(?xWAWf$A@sg0$)~EIbJgwZ^gOS?3 z_-MKzwox(}?!HB;k_Bk=+Jx?&Q>4}7Z{iez?|Sy%G5)%57-^0%z?)x}fk+nmq({>Bi-Mx=T z=U>Ev39>M{7bs)qUe{WbIAEX}s!ZR^Kml55840FEq!-VO?n3zK5=_8cH!j zmg|t7DSeT#B$N9xw3wabo76{GG-Rsdt-M&UaJ|Qm5$@p+-0^0={O_<0E0(eHoLW}3 z{SosXEJayc{K2wj1)LO_i%NYgpk3CI2JPI2*?-GfePj`R-0McG4;6{-Ls#11 zxsS&53ikn<)#za4LgwmI%g*l{O%@t{lxCz$4f_O72dayTnJPZ-`z0DOuCi{;mK9Dh|jY5}k$Lq29AXx@mdhTJ!3wwGoF_z8i*#dE&m8tlr zhmfOjqdK2a)NQ*4V*4fF!^uh1&Lz?1OQ+C1N(nB}b6#S=oa7IW=QCd#l339WZsYBd zRI$<+C+!u3XJx7|r@D?!IPC^YV(j7A*l94@X$7?%Qw6Wvr??}bW8nO=CH#M1Zt}Zw zpW_p$uUzbEO$cdsrPpWMFtTYTS@ljwo#1_DL#w_uty4{>vtdv9+>jP-;utl&ry9*l zs)T;d{$Sc5^qdRa2eC&pjVQO~Bc3&$Nm-wZ*}3=4OtJVdcjILqU$)~pW=Q;CPWf73 zuO|n+>z9F8X#$vk-_ND@yg=S8gx+Npu#SIj@a5JL{>{HqOug8{PHBYG;RzPp!#9zX z+W1wZrYwRr3xBY6rukv>~>%^`+U0y`%K0$hrLPoJEjNEuAISk*d4_qc0(+BTEfuz z?g3&aV%h03OXv|7L+Owvny<3H@qkw=7BpD$-it!me+~=jXnzd(re;#caC53q$j3k9 zzmw~`qDB+(2we5@J$@J8$L~oxK(6vum#$!TMqdwuGkAk<43spK=2ht4ol% z?KtcYvZmX*Zp^Gp9+IpMfcTgeIFbE^_aB^r)1UjW9RCFPwO4`_j&k50_wU6%<=<@I zYI7L1?lXIQbSl@t_2E{pk61JK9gACHidDlLSXq}D`>qi|CwvX)@Tgk0^ZOhey?G7i zzGV)L5dIf&24_VPM{hFP?oWXQA9;s~`q+^Efj!i8q~8vO=+k9HVT&uV_3I8$OKs$O z5^nP=E3$aU_ajjAlqsz~dV_y3U5rAT(rNvBe_HY*nEL&i$+4#r-}Smu>RB1u`{sj4 zz0VhKx^BZud-u>;TXmeLtBCRWm$^wXI&eHPm;DULz~!6IvE(-)+{;u?u!}v+pEVkS zehKpA+9)tm-hagls>SR--C9zs+t03VQXwPp<0$j+3D(u?(tNoTTH~;T=3ei^BTXJ4 zxAYh@$ed1d(uNAW7AJiAHjyt?_amq3&*;4D2Y1J1I%zvg(f+GnS(|4j?>S~JX$$+I zTfUR%`Movd(hy7kguk1^n-q+!zJT}ZhBm7y3Ek>PHdue8A2x5FV7UPLKyBe382`=I za>uoWFfUV;|F~QqHH99m{c3>9j#zNtMmSfv!*%`FfC^DDwB+6|&NeLK|6NmN_9TmX zo?N23iOzULz6C$sJ7+PrHxUIrA*H2uW5ESWS{h|ZwIQ;cc7c!+%2lIRuLhIv|cfa9l*F^Fe z+rf4fz7#J@sUa^SlEcOSy z(8WGa+k=jMHCQ(I0QLzzf}8$laJa{2Y{QN2TXN zo+rzmlzRP0N+O=sv~*(Aym_=D@Gy=Hyo9CleW)&`M%>8b!q1kleN@8c*V<#_zeL*I zF&xGQsK8yTe|Txob_g$>&Zc_}!hpiPRI+kML&u_Q<{bMM4F=wF$)n~`y5C83xBG|_ zH;Xu}Jr!(<({xea&3Is1cesx#FWF`l4Q8Tz2@@6eu`#;AY@31!EfJWZVeu6hJYgy< z@Ku0GOMh{ea?`>1%20N0>pDnKjfdg~!7%=H5c>C~q3hBV=Jcdrv}xO9!9yX%)>$8> zr=G4PcQ6?ASIIT)8m9!a|9vLOBl>jAt%?2fEu{M0k4bL06WM4svL80l;N9y8caxQb z4r~nSMD$|lP(?nm*pkNfx}(aAzxemVVN!3&rQ}V%RHto9D}UYv$#Jz{(XIlSe;2`8 zhfG-cLk{C73%}PLACP(F4U2F2V8Eq^;RP$Sr%p3c;5YzoE?B)Z(tuPi61{dSXA*10%QW`X$SjTK0 zK47uNfADtAQ>K(A*8u51nAY?(cJg2jCKWn!MoG&-T@=E8FU%LZZ|nHT^vz6CxhO>^|1SF6UdIM0oZg7yqCyg*K#9xW99(Ew06My-9H&i^PtgBKeCSW zc4lT52s<_y(RauDbntr>ZhF$ebe8twxhcy;J1b(TO?bAKTfAmV-wwiD#|qrO>lTwY z=wrjb?rWNRRdA6CeWcuyXts4`1G`sf%)YmaG1=a1HuIegv?VmL@+XSGEbB2RTN_fo zC()}HCUjn0@QfV4!`5w*!6jCE=#;lO1=g>kJMT7=Ls||C(@KQEgHKqrv=}Cq9ugTE zylULr?}ranx3arovrzBED|YhfIEu6i#GTqRAeW?R&N_i9;(HU%OkIwPf|tWx@f@6O zmn};AcL#PQd%^R71N@s=LdQwioou+X2(k^Pz|6=Cob01@Fu&6SCcm|XrGLWMj%Q9} z5ZQ_A-wt8R4nJine+=NqI13Ehavc9@Ut({Jjrmxi+o&q##l`MTrT+cZoSO4`uI=ST zerQ$#ucK;;-bq>l&wmkKeDIk08$3e$$U-)tWCjm>!qNP*G}xt&Vg>b%&~fet>$qIO zqze+*tYAAjJ~WU5?r@@8Rn|DscO6B)O``YS%LKQ}2#k_Z#+rl&*io6!S;*|+Q%o63{lx%ZE81c33o8|DD0@dLR@$s(ZNZsnGtL^s=4nCE93$wI zm`N&WW~6i9oGIc2h}v=luRP3UqUFXos!0o8Y?_Kc?&*W2y#ghhMmOFVV#L41qbUC9 z8lFBmhptTVfTydk;JC_hv}C^?ERdW_=Q2mqm>3Pn?r^0kd4j*rA&Dg~SimCZpTetk z&+zuWoA`Eq2cDR$O`8r&k$sXry}#1R4v+hT7tFJeWsPBXS_eaN$~daLGMFY$8v(m- zN`d9qZYKV#6Ayb0X1XXz&t!~XVZAJvm{((jf;)7yUcoJ5|4=+}Q&V;r2>W?q$L?c5 zGZwnixyDXW&YaH{8x1p=yW1qNmM%pp4G9Q4Hv{*sT*90rpW}gw32@);G50t(hpnj! zXPJlhvDX)dk#X4r_95AX)H1GNSJq~>!*32vDEDjnt{T6dje&Og#PT|YTp9!6 ze8jrLYgp_<5gLgPVJ3^`2|4$vup)B|j6Zk^^R+ziMaUVvE9u28dNUR54y@v|Yu4bz zQ;0k8BPzO?(6Xty_%~fy=wjJn#Tj*~{BfDxJ@XfjnEYTd_iC{tb|$Q-nhX=NZK0_* zmMssfX3R*OyaWzZYCZ?+g*(wt(#lk^D2PqI=EY>o44|~U7jAf=#e!`1yyZ9D2f_8A0^&35 z@s8wFdZd03uX|kNJgekj&ec_H#FRqr>+)$d^vh+|^J_Se=|QYdQK5c~`EWGiJios% zlUsGo4BU(o(Oc|J)2Kyt%+c*S%BhWmJwpuXU)*v2!3;k%zW0#*MOETURhh-kMr@uH z&!U|2P$Jv_iVcU6OUYO|kS2)ASSSlxl!QfwMa;Ng1veMo;y-)M!?p4*WY}^7E4qh} zgO&(tpDp2@av7L7uB)jld@4;{T94iiwq)Arz?GLO5PwR<##Ri&fc+z3QCkSrodYn@ zn?MuC4g)_?D*nzI3~s);ym_EMA26y0BLlATIYZ5xYB=HkAafZ+>1dJixmfn)(>$1E zSb#ytM&oOn$uw=`V)kxYGOro*r)j_PKdvS6JR7xd5XHO|a>}F$n(nVyk9!?@3;VA7 zvM!jb;RR7qyKrNO9}cvKH2tlXfx)5|B7++uTp&9a7UWMxwbu$H8vRUkNJEACROV9L zT0Qa%5c)N8Ps$>8;f7d)AV*- ztgQ`T70qM7E^;=NnX3wJyV0bxLy_iO^rdjAUgpzdjr-(Ev427)&c9(px%YhV!LM~J z=khrmeC0g8T2Y9#*KXryzhP))=ZoB_*=+FxS@=X<^^>HH2Oq7ejZ#wHzmK3*2h)N zL!E2Lb4Ux8cG!2FVu;KQwMF2wy5jd<6iF}POB^r2-+gq7Tw2&b>oJ)u9WYVwai@7sDoVd)%hv=K=F7vICh7#Tl z7T1Nqzk3mJ zRfFeXnCS~JU)=z@l{La{qzZlK&VYn|SIg0>PC^#v0;lxP!adDP5Z8GgB5n?YOLA3k z%fA7>omvFL%v-^4VLE(Hw4kp0PGB+jGApZ5rr44)-m}~k^QTQ{OrQUkyHlYG!&TMT z_&b-F)PnoWwk98kEi<9pv6I-WRjzb&sRccH8%h18S18-M7gPVp!`KH8*yX5C{O`-c zz02@;TE51cRqIZHiEHiP@L6f9J*q+pDJj&gSk0%lesA*l6~&&2cH_`@jnu4=gG!x~ zSo)7sxa~*_*?sNe)5B9)K!%R!=HE}uvqX$^o(LXAt6|h4a|!jX+SBEwH)z5h2{Ld2 zU<aQ7MsKi7l-OeFWJn%HYUDKg~g_nqIifD zB($GoF{@^=A31vPeOMklqI!joP!V$LUK;T5h$nWhieR5SE`XGJ8B9ug#U2&U0j2Jh zxaa*@5ItT47cbspj)R*xW5-O0WkX>5rR z=IlqFhu+U4nRKWFL~Ea9mn^#QU6=ziv8jYc@jTG{o(HIDil43TG0z*ih+;=r$rDXF zIW~`z-oFM6Ex$0^Mf$MZ`7RsikK>(|EMone7J;pK1$f#mhh3Y`f$R)5cKg{d8k-af z#cOg{gl-q>4_`~A1BslE`z36?UO-Z*9`x2v8U4Qnvxf`c;L7VEe9fjf>Nb0X=_^l* za>tFQxW-~UB|VBlUL>&$|7nzRRbW`0TS769_mfI^F})Fw0CTaVrs!k)sZvr!U^qYJ zJVf^)N9-l59CsJTn{^57PbrdK*Z?!`DZu5w5|~h2$gU0)@LJtvpjN8HT|2Y`d`0an z`NCUvt78c~p6CcGR6=15t~(iVXQD+R`@3Pfv!d1+MHYs@S1q@Yc%r1oqXC`x9)W}9Rf)W4OM z9v34q)7NaW|9FU4&2;=U z(*j`!gglk(ax~dg1kCdS8$0C~NM{6acp8g$z-bRDQ31|MCx;z^-=Nl$= zpMu9Z>0mreI77cJptw$HT)d)KnE7+qAGF~U&75h5Xc`}y@fl@K9RisROIWo?fgWlc zWWo*z&s7h{dhJ>^NACt(aqJ-esv~?hED`-yMANU@JhHCn!p8!oa@v_m__FFM)fN8` z9J9*J-H|7#!*nD46uZU-`*E~3Di{qX?ZZ*?pNnSC6K^;;elOQA%vt=1>1@u=<1lf| zLD=U|E!t&@T*d54k^Q=jU~l$>jdvXbd;Z%)W1P(S?X?;dxgdnA?YWQ9ZDrsSKApm~ zj-cg<4Ja`~8qMV2au1(eWoMco2(e@D&$hvPc>7@wW+=@^5_`h=6lJSt#E9H5!t6N~{e`{g$ zxfyg*E1i!16Q^Hq|6^J&^T7V43x9QcC^atKkF%TY*n!d^u&;NYzyqq|?>`UYQ=V&* zx3H_9X7hpRP4)zPDQlK1aKNr6cLG`M72d^fVD_>{p!`OW&3GS%eL2!(?YoVs9f`qR zoBAp=*j5-OgLbq=h`&r%1sEoB4%FEj4DF798fr$R*P9bv39O`i|2% z@ePB$^GTp?Q_F7$V$Pc2wPXObzda?hp$Rw@J?Z@|bMR9x#DRbR;gwwxynNdkk>T7l z{G%3%wbRmid8theKPzKG7!&o&qDCJ3hcM!=<8X1cxvbfrjrXGa>rtL8es@d z+4IoYLL_}8v74i;Fq>6JFVU)4z{~e@P6V7-eFQ!Q=Oy` zL+)P0w2r@F))wu|T1Mr|Tw~U`CDaoQkhOl>e)*$sc9_E%6;ymX>fjwvhL*Lr) zOLSAX2dgr{%uf!s+cdM;f+sRyYZU#}9M7%`9<%$WI$6dSN6{JAPb_WGbo{MzhCMtY zLYYAmsoqivjYd2`|D9QaYe)r-7uGQklOtT&;#h1fRc4{9f8d7IH`(gfA6d+^UUt=b zD9K(t$%cB_V*Hdg_P6&5+OAtkVm2{N3qPD``g^7Y^@p2?mIfJ6>EC{CdaE2&e^}2H zZVw09;8N1Ro5F5SZoq;wie%bROgpUdsa$3fIFk|-)huCEHZ642PZbMYM66=>M&Nd6 zQ17a-{KaMVEK^bp=5NZvd+(%~p7A<(kzmTrDZb2|Y&pOc&Ke5y#k@e(-i{UJ3mmPF z3B0u0S@WdQ3c1%N(Aj4ZlRX^CrcEyeZH1wvw2x z#@6Fv zwHPkR^OnF?-pr2~ZUS|bf%XMUA=vOR?ywpQam6ZR>+M1>$6K>^DhVWe7|aVKsx_V#Vw?_$mk4xyVUirQvU}vT_`BCz(=iMF~#N$Y9IHmUE~7$WouXBUKz4 zOBal9vH3P{aRvIoi1s7s?Ha~4x86gCcrB9nWkM|m^HI8YJz1Vl!9ZcRIp+6NYP&It zGJR7)*-?Z0L6S{hTgBnXFI9+|QVTl+zQc~u(;3Xv!3jEB=}Ag4_hYXEy??xx{9<48 zWp))L(H%pt9V{t+$1VyJnE7uG5{kQBXHM6bLO`;$`D00QOR}}+JnpcliZQ{2Px*>DB5PD(i~fN zgr+!T3g_eX_)hr@Ub|YwyfxFPLAVvQ+|`S=Z-&#rMRO3F>eKqZF!7W7R{C$#rC~PpdoI?AUUxQl1}%CE}aK*jdmryb6c8*9y|h(;`5>Xp+48{{hVrp z!@$^}0A}2^fCb7P_=5;-)75evY?vz0D?J_X+nFlYIm$KWgFZgLy z0+-zBIIf&g#U9Ddq;F>XQLCwvc?6GvOu?Nj9-|GBriz>vcR?g|q5-a4ItX_?4nX#r zZ>-w#6wF=bZRv0~8%W23CVQ=;cdJ&Df6*Ardn?}ve%=GZ8D$$Ly_bV(?J)M|&p$T0 zKDuc|^+FiGvWTucx( zbxOJ=NBzZD-~cXx)^juA{XuDVdir)e)|?EN3pT;%?nLI!*AojA>@iay+44yAaOzxrkhxW14{Kak7_IUL8swj#;oRKiA^Vb~~Ezxs>vZhS8t*SJ=?@cqkDxJ#Tsj z!Oegn6yz|2o{X2E>_HI}H(?asX-uIvmm|@$K^}fpPlu60_syv_1Wc3W!ht#s_z;>2 zo6~PY>Z*NA!Fo+o-|Z@Pw!m2MIU9qAT@1M&Z-pUtdm;MIf6Q*z2j;oTkdv{i681)4 zAv|;+PM$rCpE9zX*IN<8Cdqdoo(+XbeB{Mf29 z(qM2&9pV&kGtbsikX`8`WUY2lMa6S|%VtCB_&AzuaD|Y{8o;+pRzdoSa#m0}0LeW+-D-hl|MB?CO9FQKc*F0-sc4=t4ASx*vwYtn@am(G zVK2=R<<{M18-D*{hiuB(;dkrdWGD~zJ@H^_C(O-x%i(iwF<0|P_*pXhJ#+^bNOsTOZG6L`&0!dD_%vF$H8}_Q228iWt5B1FGof zaY6ZhusXyBAW?}`rzr>?-{*YZTGd9JxhnGv}SQy8z$0{`Q!Pm!+c3+dmi7KJDde7-V-`A!ac}EJNjy+NvZbw z7I_DR3`4~sYKq!IT8%$MxosbrjYK3lEi+>M0;9|2LN)su7(-2`MHE>civu66$p3m4 z9$!2NqP}=SLf=&OC(#_b?H)1Ni9Fn|_UDxksk8anDb%;~G`{#x680q~fUn@R4Bjko zfXxHxZ>ugnb*h2mf5uSej!EqDS%N!4j#BSL3z^>4r6?DUTr3ls?khUcjOQAlr2W7m zy;~KsLKikvUeuy@FG>I~7sqs$3vQi{tWIEC1@@%Dq*a1rJH&_Tnq@?#ZG{*=BnzH@ zn8D&_ET<_`<-p^sDF_od<#jH=*TUz*`j$8ughbFzy$Dtw*1;|;{);(nqd@k^BcaVb{Edqs9mJlvl3+n&X0Knb{l?j~CeL8<*1FSATI@ z^-Vfn7lQkjU!#^o(byxn=WSdM(+8<|(ly)DR3bK!rLUdO1-jOd(Y)*6c<3scPEFuC z)U((IiDpm&;U37y7S8QvVB{D8D{j7I3A;yw(x$bXa#$8N)}LiN<{p4x?J$U3*M-?F z)l{Y!+OoIGG zEqL@U58@srLC?<%tUDndYm~nUZ00f+GvouibUlKfI`DzlmQIFD>zQc#yckD>CbCyj z-lFM#4`HtN7@FJUgkPI8*wg?k@D56VrB{byDvYJU5rWISVJtj6C}tT@Xe+wdf0b35 z{6_H$OQ9~%84M;Ru@^F%;I*nTT&Rda!?{D7_5_E}(UN`a-jWQ0KS`ufRYP7=@A6Z= zB(UupmI(XjP4v>PlKe*3VX;>kteDq^?;ox}<&t;|e=M+jpGT18l^on1pF;h|pON#p zv?g&;8;j}}r_OX!nxT|N`i}zX#fihjnMcvgoz3(oyn$Sq1Y&q_dT zPZ(f;Blv_3K>Ws^Y?kyHkUVMw;w&6HjU{36^Q}UbXB>n_9%AXSG1Puq0~Bs=f}DYa z;BuU?#Q}{lCvFzxpl8BiMiu zHwKZ_-NVco~M3mj28?kLpv*X-#oGx(Kc^cTJ;QHo1_B$yC-swg%pBLxo)s*k7U|Bgx z3A_mRWoOxci8@g9T^Yvj9!9}&s(3ia5AXAq@VQc-l3pkC`5i@g$fts(3~}dGN9#aL zoeas(nhGLWPc(59qZ^T)jA1p5owI>C?P-PuSK@eH+!w^F^P#y(5su0Dz`j_XZEJ2| zQ^d64d&4Q{k7!MDD7KxdzY7kEMk89SP|F^wox*yX$K19NjHKg*=c}a$|31(K*8@d# z?qfc6x9f0Oqs(ZpRRp})JPQi62eGZcuM6Fx(X_$KiPh{rMyCscXn2AvJwNCt>~#u6 z@<**{aHm}J!5t;E8&g?Xp&Wd_bAU9%%g9hi2@kGV4)Jq_(e-={TJyz?$@Cv#&26u+ zMex)1$^@a)I15;t>Wojeq|jUS@BG8+3g+S4!D+O~fKBUIR=%JGZ~7|3+qQH*GAaWf zul&Ma=zPq++5+rd^Rh`dVGw6B+?nk(D5BGH`?05JG^ooTr(+H_wBh|9wrl-V8o%T* z3lEtju$h$M>FNJ??O<^lxk-;Qtq!rwej(fcuLCbn9}1s!wxQGHeD28M(QsKdm6Ct> zajWX4((BOQsBe3RTiP{}EJA%~?(I5Sf8z(%>?&e|eqCdMc}B44zsLNpE1Th0oFpyG z48$A$jkwTl5gFA;K=j3Z?6$yQc`_hN)-0TyL@U7aQ4O9G+&p$2D=GVI26ntpf=R~h zY{u?Jw62WCaFfxLs_`7(7fcpiklV;@JDG<*;uY-M^m#%y{VJKX_ED5=d&}RX z(apMJT*`eb7F6y`i-u&Q&+rEN``VJpe8}V<{!PRgAFq&q)daeuQo~e8l9Y6P=xpLe zYByaEt`d20bG1DBNXdcpb`N@Y+Y_G$MbN8?TU_@BCvx*TLCb>w!x>8H{HX<*EavlZ zW}WRouGgRPj!*w^6V43*j~x+B*A`slu8(-bW-GQZ1@RDWc2qt487FktRcoPd{u9Qc zH=|{EH|DOhCaEJOQ2gy2TbC~n7x!kuHRla1biR;X^q+xmjkQ=os~MU-*a=N;u3*1H zgSr}*bCR>G@#G&l783OYs^uc+{^WLUsLK>$CSP!*UcRuOlMwx9y#jk$m(Vr)Jovl8 zkTkAUH+gN6g4h`X^W*43`rS1QAE$cKyP*oGSK}`@X?#%4B8kpSo=cK~SB!A-M2pG6N3?7m_ojEiYrQwy(`OpbXfVBdrN4vI|f4dA*lZ2&-ppl( zI`{COpJg)dz51l|NtIch$%lnkizs}wH`Tah($l&H6u#steJP2fod?qBe)=Rbo;i}X zcxrM%>MiKoY=Lsw8(CXnsz6=-CrTVNfKPSm*ojf{^e6`?yU~WO?vkSc`Bzw-zmv^7 zD#bZl|A*?eo@{J>W8`OK`CqM)ApJys63}>fdWX5gL&wGqn`YuGb(#3BeQVa*7pq=z^#%2=85+ zMO9Lj!dcFfO>#8l%<7}?t&qXyzY%wI$u;)qy?s-I>{)D`XpQ3xc<$L8b?6rxj4#Sd zu#4NoqDwVcvdbavi)At;X?Nl8!KHlczeo~hS~@w9jDN~CNLJ5?w#cPZaZxe){A$Ji z!~}XC`2&5!$5OUyI|dI{rQ6!s%==+EOAnt-fzIPZXBH{bi$Sq)R$v?Kby8sbA6dB9 z{G6HcD#9}k)ZLNBR@Tda#f+yymcSGjM3#}xU=EcJHZz^J-KVf%n%XY zX;!09;XAy>DTao`p26~M(KPwcDzvkYre|{^>E`YOn6B{{W2`f2Y2yLBb*q#=wZaqp z?+g5rycMYZQ<5GPjD`i9M&sb?b6A~nB$;c5QP~_zc6_B3u1rlrZkGam5#C?k>0{~i zmp8aAZ8-IwZle{ON07_a4v;Ng#?V$vf$5VeqxombE(_@ z5H9uCr1pe#CLhwzMv9GrYx6TiI%k%{^Z<9ZMKKwgX(`y)_2c_W7bv-z#61XJg9Fau z&{k9;>iufTm9%G(#*1HQso_bneIHra--T3GRK|;aydtu#+r}!_me7ad2P``zh?mzN z;4dzhXXSh(y*sRglZ9t_(x>~(e#A@&t)B#PF{?rPim$KJ68tFkH9UX{Y4{;(^}8DJJW zge!L2Of&s5>4TyRy|ehm4^B8o=Vo={?Y0bBske;g2G*ncgEia*n@CQo&z2#$#8KFp2**W>)Qk_!LF4Mx90?m{nN}`U_VYYd&gX+ zjv|kdZq#{H40P`J!IMjK=+?GD{9eC%=yP}lPH&FIUykx98#s%WAC;#$U4c#OlyiCU z=L_NLMsZl=P{Q}h?_*ZS&FJa$SkRkQBC1(G7Nicngh~6RP{)>H{NiQKK5oyV-4mbF z(4h+{zI!6gJDI`OL?^SG`eX3o>tIetN9dIvjE2+0gq^c?0B{{nShCs}KB^aj=F(UQ zvngVe6UWh@kdrj%?{@O?XvEV0Zu7l5CuyeP6wl2Jkn)jYe6vxX zZa9u67r_&9Dqs$HP zemfP;XG97v8-_2M)0o`I)qK{M$E>jE8>c1b3XxukY)@_?XMFrBzqTv~K3R)kd_fnR z95k7^RSbvuPT?^5gDxyzJD8lec+eLq8!+CyoqfsP#j-4e1@_wzdNjv@BxFj_U}8Vk zm6gH4TuB&oN0|;CR;Nb}25>=46O{MeW?Nqi&LqESEC!M$i~y2}h6b;B<43;e(_70(aCC zcFi!tzxj+_J^LR;=N-_~`^9n5678K*QAR@()jcPXkgQ0EjHHBY*(#ONj;4x8DrB!d z_nb&6d~L~2NOrc&{O<4n{`++AeV%jP@7K!{{d+0W{;=cl_M0Gtm@~L093X=dZ*l+G zJ~%<4H>`L$icadbk&#>rY>o8iU&c4!O+bd*j;Kohdu<1&Y9w>d3E6ycOlNv^)sl_e zm-CSBdT?aVRXQ%6MO`Ex@2{WZId(~ZaoE-OP;aS9!nIIRzxf1uzKVu5Z^qM9%NX!d zHO8!d*YNz`H!$MhF>!r|3%p$YPSEL=jjP8ti=X0xutx7yrCgP-@VvDvV{HhnsCmvt zF}vxl)o@N7bywWtX3s~K>9Y6eeERoCllNUVY{+lB(G6RbQ8#4e-VZp z9m9HVBOt_P0KQo$WgVN&pvJ}DP$%Wxe*DUW4+p1X>yco(q&5X?om(L3nIR83xs^j7 zF5r9%OTIR{N$RJEbCue39&z&rRVmid{+o$>^4m5J_VeMkLA@}f9Qfe$9q?>qF1`G# z%nxo#?qS>C;uTwYC|&M~&*a{bduEOJG2c!2-CG6B)fS+oNjv>g$`WR^y9=FjYU!}S zOicSI&2NK;vg-c1n7hiG<3^fe$e%&@ZHyY|wR{$D7)hM%zK3DA_W>we(F^+EI1lx1LEDSZ2w0PwKt4ovv-Tg;2{Jo)#)$K-1;i57j;=0>*(vY1(a;dpRwF0@!r z@Ah~}4Dddfc62CQ*qtKYi|R!)$BbghlPj*T+)1;CpXas~>2IePa?;9$;!~IH{Bq?a zD3e_Ene)AcDe~{c7WF_@x@^RUW;yfhxV3y?QMzE^*(l6>ZHNkI2MAL;^@8j3uRw)s zJ?%4C0!yFXmwdU(n5a3M%RWjsUJ@?#-b)~bQq+>78^`2`MtyDeI%orm)N z38bnt7=F8FQ0akb&>BGU060s@jqFa?X0ev>f zi3bCMSy}y-@Fw#V1$e|$r^#OA@U+^^V7n7+^xZ-2O@}F9T@ponm1YR36GfA8QFKk} z+fIJh1zfgNz$a{|{2r+V%|;%mUGxny%c_JkuXVUrU?whl1lSso$1CbQLG8eNT6S(S zY0P{Aq4%=|%`7Q{-SHZp8NOqS?A3= zr{CcCuiIGHZU-w5k0;ful1JvnC*iisL$RwvCin4Zq+IuC`tVa=l{j;>i`of_nR}?{ zu08L`?9a6(2T950C_Qa>LJM7AQG~@*h5)i2T02Ty6L(H8zYeupq$$D5OK zQhBzwKHESs|44PEJ*^dVCt)kKMm)qm`7(hjf?f3z6RD$RFzVav!zo3@;xzk(BuslO zCd;+bHibv9&|R17zj@KC;gxRbeO6GGXNS1v(PHW_oC?j68W=EaFTFS$O%?Gaf_=UM z_`aK2xu(4jKKx{fs|}<)PgNI8e2|Gh*JV;xsWr#ZEH;S14c zM8jkD!inSFc=VPNCL4XEt-}V3k94j;?;Z2eqkA(c<}9GTy>hAM_HH5Nt~JiMt--%j zGH7AeAbuO`jO|lAaFE47c96V1)SO9s*7oPA`>WxR#O1p5a|ZvG@>5fX9w(=7@!YZp zVci)AetfMz4Ybz)<;bVB^p)hK&z7STB}Ib1)UEy$-NiLZX+JdD8gYQs0jTLJg89WC zWN9pirs<<)_td@kz!oJ`=&uOdd%5GJ^OAf0&<)XUmLhWEWOy~-jQ8yA%!RL>z_p8V zY$zfV#CLZ@Xc^k< zraiVBtCsH&u5DV$!#1pgiYimCZa6@3d-OPJlrb;-e4k9g1*WajM-^4+zLssvZ{jxz z^X7LK>>!_RdM^;))n9_4CxG8|eq>L*o*JB)+9dpGapA${5zx4GmpI2< zUGm8+a4WH24IWP?;(`s9c&oITra%8hj&rWUNwp7>yXQJNH%q)qReRR0?!#YimBZ7x zfjH@a4t7aSpkHpQ$FeILqE07z`&KOI5vD59pP4C$$(=t zX~jOb&3ASAV98Ed@y0>4ePb3)F#Rs5zmWFE|4n7j@uQ%olP|w|vRX*+KSaH2#tZ3< zb{y5H$CH%Lh-=1WQ-9eD`k1g3@|WxJl+!BQz|%2z-E*?qWWX1l!ywy*pss!hEtzG> z+D)~jy?qFqcI$-I2^pekr4paoqyZaFUJ*=#5+Q7YHn$G%Pnj=z;mVVfc+4qn&{YiJ zAC6KtwTslzPEepektogfCd1rrry=d>3%J;133rVz$SU-YK~}UWFWlrxL!&m(8BPCcHoTZA^fYT^VrTm>w2? z`vLQUx=Z=kX7Qm(7;3Cn1z2m1aaj_dW}f6{xAcVQ69;Ive=}(61i0+T972D+wIOrS z1=zUmAt-elPqQ1I2PBaR$ zI%7(Q9B#edO&qjvDh5u{!qQ>&l>BA{YaA|=T(fUn^W1Y z3+U5|QG7i7jd)*hk{N883ByNZlUlG1|H;%Qzw^fEX*Lw6E|WZ*N=PHS`msmkQurFw ziwiT0AZ@F}w|jV4yy2*cXS4p&%e-3<;#LDjIeP&VZMbXDZVJCMk7BmmX2cDH|C4$%U2)1m6P{b&k2l_N z<56}x?Bp;EzuNtT1E)IBlkhBH2Gag}WwmqX^(l3)4sLf)Wqh=)(#DJ*U^g@!T}EbnHD&t^}fq(8gC zeX5iNbU!B?iByLVI}5q2RNA9m+J+4ZlZ3|NEUsNWjt~7UW<%o)_8Ak*Df3tJB8zjf zerJZ#>3`Gt@9hm-ojqA7HZozu{g3E_sWne+N#tK{8QjCWlGE23aomw~l)Kp%2i5!X ztcw|9KjUxEk-8W5b&lpw=lbCR$)Q(atBoBJ2hCta0$k2X#W7o-)7OW@>t^az?a5xw zHWyO3j{jq&E4^{|+LOY)&Y7Y~i5Ki^JjoYOZ^dy=Lh6~uI+dcYJ z5Gz)u&y>7+u2j=Jm_wC*x=jhOqX4Nt_OL>g9zWX(r8diXXxu8?KcSjtJPN{5YbD;y z+G5yLaupYk{!Q1dC1zOacwA^Totyh!5}MUp=!m=?)G2A;9!pjJ;8H;WtrN&9=Z5UX zR0lfwvy404@FT~kAB45uQ8cgLd|Xj!#J1-Z;q5sse0VeghW`l1O>H|}eHxP~)8jh~ zD$>M*O0z_*lqjxV)4*RMw{v~R0qA`-N7SiKmKB|(<<)~ACZHRpI2WN?zXZDf7SO@Qg-TDqgy$j8=(7$46ZxG;jtHoF@4@((Qij7dM_yvRA0?O z%c2W7^rbpR57okHFOAr2To5=K`{IjJH-u=jXo?wsUWod+hdlocrrB*?+;P+&OV&OD zWzT+C@T?ZA^HVW>Lplch{s*3iiUn7NS*(X9?0;z_{fRvTE+L9+qjHblhnI-Ai?7l8 z*sW-7upLiKD+SHs!Bo2;mj7F>EKC179$Vk+#83lcF7UHQ2itN`e}0F~wChQ3ITLBO zq>hbx5BQTpBPICm<(c7@eE(GdcMe>{>e|c5G%`RKV0r^=yXdo>%Ox?mb0V9N0+yEu z?4#0~TeZA+g^wOv+?2tFU$@}6eSaR7Tu$3;0$KJ8(dM}aPno@d|Bi^{m|H%aV!e`M z*9P&Dh9TtRKbpH7@Szp+f54|B5jb>FINWjC2Cp9*VAh~X;F~xW>%TmPf?Wn!@@)pz zH|Viw+6%{4%LMhy5o~g88aN-y5-u2MK#7z^x0@=tTN9Vl{h_nz$`@tvddo9et8}(H z%F*~%=On&ORl=RVu_&|qMoCujxcKli(C?*zKkJIbozu!-Rg^jAZVBg^dFIq1Un0EK zAI0!|4aG0>pr=8daeGWA*qRFL-?y6X>h0ot59jfN$4#D53bxQkVTt7tyo3veb#{ zMFBPO;IT=Io&4X~kAbp~E;++R&Y?p`DfCpsWwhKny*Wu=mfpBJ79%f$J0znA90Erjl-=IDR(A4N%- zonP;ZK=@}RmKF;v)wpTQK39xyD1(&?Cg2LY02nKs^$)%&BrA((@mo)M%+E8&nvC7D z4)-Ly=9elq+%2Gw<8vr|coeraT@|iXE2D*u2Ty!t${WAe(FyrggUzZ|yM;_K=JZd< z$sgKje!dC&TJ`1vt!NJSD&?Lg+gZQA8#kOxr5=wiQ16a6vIn>42&b;K!S3;Kd}U%Z z8OC>(amn-q+qeb*-rPL=_-4AY@^2QSHo5GviAlkXF4^JDuR+v1lS)B7x z9=GOg7x1kMD|g#SqZ^!Yj!6bq9GijvZA_(42_zor*$E%hJe1G##k{*SxoFXGaMV8s z|DQsv6Rg?M9U6{V;e`>=xI5<@8Z60&cS;3Vo~Mryouxc# zzfPckYZl!|O2rfJn&I1;&En`yW#FB42DY7e3E{hSF}4>_?th_Vp7w!0F8)gjebzwE zMv3iQb3w{uM8l9i-zoi`H?|*~kLzT9n47T!--NED-0=RgDG$B)zPAtl``ryg=Es1( z)m~Ej+(g4`JJZkSzHnlk0lxS05Z8W*=Zxo4e{RkaTyV#;UOf+y*C`jqh*d1R zuf-!Yli}$OH=eLH1eOF{hXuiJ=xP^zwEy0X1%^Sf%;x4*% z?m?edcY=h;b}Xh@W8d82c;Rz*yy-fQa~pg(e10;Py7<7cw*A7k&$g5%-NQa~Q6Y$-0TcWLHyWP2x^?P|h5Zx~=gh6SqECgXn@i|I>6HZ~qi zLeG%i^jq3%o_iM~-fJI^o?=gosho=~-!7eFYfq9yC>eU^Wd3!WAIt(QI7rL zOD%kfa$Hqu!?jz~=T$OJ7->(723JGMGO0 z4&9aZYQATZSaonRx2w&OvLm7R)}cjIud|`kLuasxQ3^zEL-a5?EKGdTnNRf?Nc*?i zVAb8Dpj2~(wtgPZL((nT;qws8pVf~q#+0%Cz!cv0Mu)x!_Z9*dJa-#7;WDU9QbM_U zbv!H7(hwhgY*~359+-^B$>TM-OmeJQ=No{}+?Cwqk;AHU$8k6JGTvd+2d~wqp|4X4 zsx8c*6$+OqFWndvVy&_B_9vht6p42?e1uw`Zg{5t7^z%7@76_b7`T6t96)>Iv0A|t zd*nQa*&70J=~r(^&e?+E?kyPkdMv!^HIqi1mAcKwO|WczKb-VpwD9J^IMg?f5NmWd z(}zhn$T@2;D@EJln7AvHzABtU*4kp&TR&X%#Sc%lNd3(!1|?Ya!rj8G8KaPWu-8 zf&MG}$ti3!{>sqB4u5M=E@LD|$u#-c{X)7p+M1omuM({X8RApDRPa1?9a2BUaN5eX zIC@DkD*a5NJ4QYnD!o&TR%=k$${4We6a~d^^g2nm z+ud>LoAZLphu4)Sa;8JA<52K^O7u}Io zQvoMdx(L+@p-{FWi6%UsDRivr3z5;V>G~dF{C&Wup`&@h#E)Ro zCyv{UUkE$T7>T<+1(7&e5MQcvN>zhlc@tO^e z8<9)7fs<*Do0Qvpn-7J{dy$v<4Hz;k1_SS}MaL}39U>?3pCd}>l0&&@uKI%duGPlY zA;z@&K_eSKzfR*CE((o(k#!^nz)Xuo8ZkVJw*>zXtA3jCqS=y@`Fj^$@c+Bf>1izA zW0g4I@)$1pHjEXFta-d$B$c>C3-cxS@vIHmWVFy57u9EzNwPb52KT_93V&cjcse}q zdIV@=2tT~!C)>2f1c$1uhci}bw&^iq6BLQH7pLyp5i)&+X(ATl7li>mTr#=LYJ<~b*rgU~! zSHzevc|uw05)KQ{;-i7XXz!_1JnOp_gRA=Bg3n>J;;=M-8upFW7B2uZ$-SgC;fZKH z;Q(Q3BpD1l3umU-%R=kF!Of`yFmb^)bTjKF&Q^XP+eDTg4L+vm@MeoiJ>7GG7~J$y247Uu4V?KEHVeud~f$ z>6$0A-@1%XwaJ6cLsOiuz8(9`2}T3IRNUtF^vpBAr&M{Z5dApXrVx+iQ=+LZ|H#aD)Hk4IZP@kfR5-BaMe&12i}RKhA&C1 z9Gb?x?WBIA>?Q?I!tZ6h36_=6A+(`PlS_VvxizHkn;bM}+6Zy$*Bb)ecBE z@#p2EreoU$eI9#Z6PI~vQ_SHl{Qk~D^2vGyXD|4Y=iYC^r{9mj#rCjU;EmO6Hgr1l zIMn3&+*BU;PPBMnw>Jg8xk+(0Q~Avf$=fx#6Q^$I3rfONE|)xsVPjvy4}UvOu+JA> zbhhDv4L^ka)h5E&f1TmWl^QzG=8bPQE#;F=mxWcwRQc7&Ui?QoXj-iaM|U=2H@!a; zddG!YEc#*KR2wq!{tUf(tFg|K_f#f1iA#6RhIprRUUJw2o7R1Y!VSsdsvVoa?{$N) zM(SqI>YE}CI4TqTF7AQNUcB-}B zBt^B^dBZ>PXvDpIKeJ0S*OE=+C^J((Sz6I$M%V_`kT*!W7h&mT0qgAaE)s5_n zbN#2IjJ9H6@nvf4aabZQXNdmk^H{H&4Nr2AxQchDzixNjWny=aJ?$L_+~p?z_KohOBk$f7Z_ za~SEOA{;H&rX5TDvEWfY*eP0J5a*Pv##IlZDC$@~ZTfZ?x@~)asj0g#N%=MG&rYM6o1@@%59xR8|AP$IgrLKl zp6sS@5vJ?!0L6L;AuB(c&u76CAk&IY?i-)$Z=z!hwpKkkd+T#REG0G zi3O$RYR*fFwS}N>DYVt#Htc`x!0G!BLt#fCkGORRTBLb#tU-q$7uV`GVwWN(w@9w| z+&fVF!vK|Zv+$FBirXol-f(PWC(Ks3C(XQvWAlwlio2gG#yWMw`f=@4w5}&l-W-Tt zOY`{f4n4>}CUd>f`!y8SvgqD63J%(7;9$=@*@5tLG^HZOHS2pYZ+Q_-!>=0A=vh4> zXoTdn$$2MgP8@?*>lN|a%06J28b#j|^PwZ4lBVy>#XYk*O!yOQ;{m%=kLNB`0RrjDveN)@??f&(8-uPBu~k+ z@4mS9>Pk`@V9IWz=ksRWBQ#@pcc{2<4ZheWi6=I8;l{5T+`MEn)IG4_p^LAR(mfCK zd3~NpVHsWc(~~rgY~nrr5d9RJE0^5d?dHDN3KE`m#gPAE#I2dCLe+a^Ha#&<@{H8b zr#1r`Cvscu5W5t*~XRk41iK2K`DKpw#^>~?1xuj@CB zW?UKt8j*%*5b46ghhy;bej=OxCyJ9-_z0cFK%4<7u6Dfn0>- zR~+CkaguAPbjwzW=@tPOW_QAU(}swGu`Nb)+KfZlOK4KI0Y3#>{!+9CA9Yiqvv=+B zMpO+&jrbtO6(g?jya6B9bP(6}W$WF?Szb`UoMuPb7Q2Po4!r^A_fam}l(X@eSzmry z8%@`f&fvV32^_O|i`cJUB-eW=iW=wB@z$C}ZWnzQ!ij zx(-h@7_r0Ce%#(?2IYtL#Y5JI#3`F*!=*2`DZkHpDtMSAxh85UDLIDwom4P#3wp)US|I^2E^C=Xt>N~A-`XJsacE!JPZB%9(f!gcufX=Pk!peXX z=q}%nQEmq2bZ?YxFIK^Co&^JbIuK2e{9`zZ>_`vt`TCeEkb3 zn;eH1RAOLOpe03ErSg-jv1IVu3Zw11i0S!hWK25f>Gn|Er`%0q5=ni_NipI!S5pk> znj|`mx+>02OMvK~mRP4TN&0@f@kZ?~xH!cG9UDR@+Pf!!uOse0c}=j3dIRTg^+m6| zX1Y7;2xTPP0!?QHc6!;9?j_wOS>_1p)Ro}q>EX;He^k-sioO^fI{|w<@Zjr5XTaKmag@G&A=kgK#TF?aYgciO&Mcq72P5~3 z{|>&RZ-b<>%-Jabla08<$%-pWfR%jR`O+3oZn@~jdo5yx{^w_6wdpweu<|-Qa9Akx zYB`CG%LbyTxmlc|-RNejB@gA3La=wb5w5Na5u+FUp`b5vI2iSCjHk1M6UK}3%yV2~OmTklke`qI2xckN`H zk~164GOmcr*2}?)1Qxa9OKJ3@8-#sLINbc8xc0XiuM65kMmG+MJ}ruDyLvQLJXFF} zMW*7No3(;xt;7mm=>&Iob>S1)9YTP=1uHIYhSRZ`(u}Y-R%J~QEHbol5^KZJ1B1{& z;|CZG&4f{17U9)3n{kT7eHd>v0?TL=-}$wYPQ7_9>s2rD`sVcKqpy;M#rwYr>Z#`| zo29_ruO7DCel!iD^4lrybga1K#u%8n-Co#n;0~meNFAQ0FkCaKKMgf@My>JzXzOCd zvn59Vxw@60@z9jlnO%qc#0rW`mU4^>;$W8l3{+gyEG|_smA82(m+lTJN=^>0N8 z=&-{t6GLEP-6PuM;7;|9-(bGcH^{$ahE}6&(QMBPSBD4j6#scK-7Ve^y5R%(#v48E zINKMqw>#pEiamHf+!ieYKFLm>uZ1Bm1L^dLm3YPOHn=abA*Jz)@a~egAh)y&FaM%} zc3C~e_CB3>;yDjESk;}McTR=_zA@bVmuQZX1MByiF0(4s#8(PKczEMV+8cIzjyNvI1+y){5a>Lg0bcaVTg2o@uh4hdAi+%YHHB^TP`UR7bKm z8AC#+D4wZiFKp_uf!}|4F3Jp@G1`9&x#jiYh$oIb%dCWYZ0^Zk8RKZAk%_cJln1TS z$>12JNVhzuu+e!7ESq!F?c*6a@_bfEFE0srWous;GOC`gNwdT9vmxO9PajWh*hQ1; zq>Sy(c+zhf!|KCKaPqbUiiI<hiu5_u8<5KZM7ick=*zdf+7_M92y6&dtN(-f3d%^E1%mo=qKF%t-lWIZa%rBp7{h zxGrVJIUYaS-{;h@|hZ*tcvr0IA_cYY0^(CvUeLode^-YfnD)FPu}m{DZ(1^HD|jBOQxRq3AIwm`^Ua`1MDqx|2i$M^;kvIz>F) z|CadtTNLOF8qVii{!n$^TyWeaU}5hhQk2yRy6nXV;~b^c{3>KMZ@k@I7t3OXu>68` zShqp}MqTYnS5}JPblQk#N^HhY7EAEFMgkr#K1OXWK0Ma%53SG=X=O+fy8jHtT{)6J zZ_GmBT6hp`8a|KI+>2qX(5QMbcmCHG54)tG!e{9nWmYUU zo@Qae(o&xOWF)%%QRCeA2l2mOm*&=jM6t_d;DS45AN|9dia;hQmgFvqn6hRECVHnmtmHYpGz zCGX1K_eL~5)0j&~D^Zn}83|t{C$GEYU2&esibmt1-^V=K+1wRhKKGz~vxd_;VJZf6 zcfjebRkXiHvuO0(h+ivoa$giZ71n9v%H!+_gc>x_M8_4x_2ciC^Do(w>5N8-=(UTdDm^rQhj!RU*1=9mTz*oZTn)s2ef23X!jI&#fAOc`bv`KWaH?Hc(1y#t0oVxQF)s6gM zh%;ZE^_CK@OMAPv&$Q#76@R_|h2H(t!NrR;_*_gDj@m*?kIT`% z{5070eJgIvJPTW-{OF(Sw?JX)1!%PhB{;N>pB`xw+6HceBPEY$M|vC8O1)qU8+-OU zRzPn$KNjyiQ{o;*Wx`v&bVho6|b`-w9ed0E^hnJDrTz;yA9n~w?Xh0kd-=xU{v%7Nr2M;(}^^mfBwo#p9J}%VK5YmD* za8QOc&$L>@`+96aw};d4<)9igk@ttWy2%__A>F-ur$Np|Ioy<@jEm;yKz*3hS2=fI zI35O=S!YWBzV+bOPb+BWpHI;FZ4jzPltOmrRFu}?c+0*DW^WpW`2}f}6ZM=4KlkLj zDq-w=ashQ~y31?LM6$hV#CIYt!Pv^(Y`vt24UB-oQU;Qu`#dW4%cj8nZQ`oQ%D8{Q z5bz0e#zT=JW?B~DqPGz)A=|5H{>zDyJK_UfGG5FfTBfWU;!h#&Qm1mpc%F1f9{VZu z<_|{|IorC7wLL3o%sOjYI@Aw(Z{Ep@OaGIlbn`{Ux9hN5!bF^MCV~^H@+so{6;N3_ z1U|;g@O!^zm|L@wVxq(0$MB(I{eqv=@n$R=^llQu8_alg`aVvC9D1v+&N&g)@Zj?* zIxyoXtVz?r$9+0L=RZXr6_pDH{p~R1UYpRcX+4*0mRu{3H&SCm8!fzJj`oEwVA1xm z&{Eu!%5%HouYPx7uFMG=oG*h_;{fQkH$rSpb{1F8bHfqcj-j#CchRaRQanJyyKVFF z-VPTmnl}Ki+t~}*@flb!I#--?`GJrb*_*6;pX3FHF4LhSPTWV^1cNfF$#QmIuB%Sw zSc;;;8KclPrVJJJ4nlL!6mWR{omNG*2yWlY}U49wGZ1MZF>xE9zGddu6Ky45`V1oqx+azEIGW)laTFI+|x%r!oJ$0++VlO z#7X65()=Yw@NWwjwlCj<$Le-*o$p|N-PFjp>#uRY9hWII`w&l08_#QVs(D_+eU@}Y zY%}~2Kl)Kll}{ef-EE_|ljcDF(AJ&14toWfXAfh{zgp7YXMp9?cH@ZNy0Bv2HZfM) zPJElR7dIAUh)G48IkX@LDyl2Q5xo>4tYnrf^qm=I?Jq+At~oed_c|Roy%D1@0w49R z7yKMnu<^zLJZ_{5z+yiBy!`AHS61RqL_j%m=)!Zw=2Tbw#D5bc}oIg3Ak^ z3gbRnaNg_`a0D$jk43zq5f5{ z{}8KvPHi;vlW23`)`8Nr zd$OR5U&OTa3iRsBS7GMXE-=^q7F^PFy zTXf9h-tilRS4Wp{roAEWa<>xuXD88~k+-O6`ffhBU6uVR`$MtDGK?xz!JVZuxK2+% zqv&#$m;6Y2f%aIJ^1*Fxnu>UFk|yrIsmSKCEpBx>YB*&}PyF!cG`w3L2pUnyj|;rn z*lQ#ksPv-QXUZjalrg5?bH~w(@1xVNT(DZbgo3u(Q2E&`3=1s40TUgtrU+dupKSuI$+(4VDZ!a%V1nG8x0)S;yp2uEst0V%M52o4yDBezCOHCt1kwZ=0HM> zBIRV-3K}Z2IPA$g$!SvsN2e-tXzx5OYqDfl)19c8dItVZd_aTlC(_Gs=^k`F55kYh z;KHH(dsTh+JVd5a zpS-Te37Dyojt?ttLQrdkXyy|%HL<5?Pb)fc@F7lHHg z3cPb#mqHTn3HjOoK|DMVlY%_m7Yyj)-dwvCI_Z3bU013w{my*!%@{}nQkwXJ-CjF)MtRwOUE zF<+ec>?N;m2;^5RO^)A}+c5!|lY;!Q3*vnJCeY zfBGsx^n{48hdW6W#_@2VOVE- zzV%T>e0HWCV1ObOYyP7bce3%r*-{=}Ufj#}kNSUb~c&*I`69e4&Wzz^j zb?F9R{atX*d=5LQ4~L-jV|dlsTx#|j&k;Z3$v-5LFIuU++REHCF9ktuyeE%s(bn(rrP3J zcnzD%0S6xqK!f8B6f9ljYeSv!aJMJoHOC|HdP@`^5p=k)|By4wOb^1_xgp|#pBc1F zdoM4)9)(SX8LTksCSPewr5O&rtNdN`xOBTB7bivWQPAY+Qv=xk_z1C}T8|U;d%?iN zEBMb-Y5!&GN81W}iBpy-(()4qZl|wn!-;%3Jap=;P#D>S*-7r0@BEU^bS}r}A<5Xr zXE4d}n6P;B4a)5?9@|_>1#5K$F@Mlh_%pu`?)uXQH{}dRzdbjhpMMRg*I$r%g)8Ej zf4(^W&;Y!-PsF(s6Y+5AAl!T46r=~6<03UDytQ{fR4>fNrE7QK>wk5EYFjeuIi#VV zZY#&HQLZ|&{W*_bHMFY#S-YxLBP#hvk6?CFQ9^zh$5LEhdKY}90|sxzEm!*Rz5zqn zv(yb5mfU0eQYjzMvzE1dF4N?FmucI83NDR&%qfmdT)d`{i=1?;hPjyI+Lybba)2?1 zEhLy1aFFbKCezKalb|kVF01c8L@H;-aawx_TX^W<`M9H$?lqrZ4zv}2N&CmGdm3QM z!8y1q(;D6G)>D@!Z-mgteeja*Y1IAiF+TE?nCEV7wBep1CWo8hoo?kc*5@So&rudP z?l%w`%k5~w&Ne7bJx0raFQ+oc$8aLDyO$ z9ydUgyR{F--`J0$UQZk^6R=zJDbhN8S)@_N!ROyN7WXNze6M}H%~Y`+Yrvr zn_H+QdmLK6?IO9_*5HC@DZgRx41A@IZDUVEyn1^XMoN3Bo6Dp;jm~X2w|ORxHtdJ* zJ(pmE>McAcJ4i3q4;PE0gBiE)qeuG2czS5Gc+6N4=AZuw(V4kq`c4fl$N@aDOU1jT zD=>L%G8RsA#%F~ds5*Tw)>TP;EqR8NIReJtk-8q{pT(y%j+ehqV3XEUG-P}Mh==Y9 zK{glQoHrjPoIJd?Je-~m$wpE`U*rIvEqzDZn!6-1nz{B#Ayk`;6L~1 z+_339E2EY*B<8;Pfy+{F5M4c@ytr!k7tR*?@{QLw_<4=3lvfDDJ|oZJy&0Dvb9^bL zOBqg!$2wg9H5(ojb!Y1i9mJFU#8yjP@nqRM>XtE)-JO&$Az-!GZET3Fzj04qyuya- z4~7Vvch3Z&Z~I`{tE_>K<<%XYh@iq6X6qmpia&mJD}j zG~oL*Iqtb)9bc8aEbhle*u6Ft+wu%>?&%ahJbRHeK=z~~m3lZdNEgpZcZKh(WPE*I zAw-W{g|pL#V&$!8yyI^$M3r0+yn0*X@!TBNeRb3AS8yBrUg(B8{mRkLB!Z@{wBh4L z_o(o{EV%z6TAC|bL;lDl{2cOKPzc@z8T~wHQ(`OXIqBh+-c#_z-aHIee1XA3rQd7I zF3K-c;pNjj$gzJ8C};V?-t*2dvD+_j%{U8#>fOMh>KHt*>xmKfuS0vbWKT1lM#+^X z7(VYbXr<(^jqDG9JFm_ab@F)5@D$iqEhoqI6|CPbu)_UIXd1c|M|xeye`&!ueR)@y zrZ^A1KNsN5Ggq+v#yh+}{wn%Q=j_U-tKe}%AtcIX(RS&XQXG>)SE71jkFQiKUy_}2_u8GIWCSz*DAm02i8%Am!tqPCf{XWM7tCl4?JL!3CpKM(Ij6z_H~dGLr=&Hon~~<#QrnH)N|DoZqbD- zog8pSf))-r+zq>~eofc3t~DR!|xD~mW5!e-S0 znDA*HM2i|Yv^|?{e@TUVURz+b|14GynoVvd!+F-=`KWor698NfGi+(A6(Kn(yx!lv|{YD?evanCW{BstVHZlx5 zUp#{8Pck5N+eD5UzMs-G^T9#YTjHf$re(6{G$8FQ?doI1$3tweV}3R(oR?-)7FE!@ zi>uJ|JOu_yozkN2pJf-`dZFmO8A2azU;3r z#u37^PW^DvVt;e%xYqthHKv2{ z=D?Zw_iP)fW{!Z-$`+DKFC8_yMB%gq3$_TZpqaJ~93*v>x+K|(LxS~ilTjEJIqKj? z*I0PJH5tpyk|BHDT7JGghcnyHiwli?aM&egPIiza2U}UB_TGqJWfI zgO*C7p+b^`DCzT@Q;13=WG4+H$sUpT`aQpYyRNRfu0B1_eV_Awzh38=QFatG*GAHz z=3=@j%s~#foAFJykpk|Yi5n1Vg)s-^IJwQ z{d~nib8Fd#+v-fh(uOUI>g7k?as#byU8s)T0*|K!gX&y;KCn>Wu1wK~l2>jJwCw?V zJuC!Tw(zuRr6&!YUV(8o67b&b53agXB+T{==;ot?v=cdMbKOAwGX+js&m1~CZ5O3% zn?(JZ8T4Df5luFj(%DWmT7Mvfj)>P{Ur91#TM8Ys?kjZX*d>8Seu*svT?&7dkL$iX zqX>`NmbSA0 z@}@J>v;T13WJ9QVVhDA`YeC620-VhMzbmwar>A;YZ2WWPC7d^Vgv{uZFHAh?aj0n8 z_@l5R;V}42o&fsdlVZQz33x!Fo*B%Su$}FB9JJ=Q@KaT$Qo8vIcs6JVyKLeJHt%ZL zXVoXHw0=2AnyvurfX7&I`=(7%vmW@XAo#d=LsnNKYn~w7WglLLoVmpU&u#-ZSLHr# zsNcsz6f;@6NN}s|kEZW~+v&!f5Gp7hLou6E$wTE5&Fhn(->M1pu!JY6-j8@N#sv38 z$Hl7O8LsiYHlgj3)-agEQlR{hHGZ~)&bh|5njj87-Q^;`j)g@rVWkxZk$!ye7C0d-_Djso70aPk#n8rXE zerr`Rn)u|wP04F0VdYKA@0Y^Hp>Z%u*%q$M%m5h90XuUY7yC5e(@i(|CekT&6UrGphT_et#DgUdvHhR+bML;s$0s`_*r5xn*zcfowD;e0 z8ka0h&1>6n$K3$@n|c-hUeuw#${E60!H_N+r^8RDF3b7W-l6@Q$DFu%A*sBVV((%N>CHh#NkR@d(xP3Yv_Df6Zk9wZvKCWeLjbMx ztic23(cHRq11L={hbm%LQ2z%t5|!98<$Fqylk*faE^3gYvNI{HEU#(C#l) z7}gVmDP|W0W`31uO6vr6rgI*7?Hoa!o?Gc}og909T@(EK*0XyGzMPa%Hn0VEaoTpl zF`s0KZ(DbXiy>_c zH}5-%72gAB&+z3~6PAH4COoVDAOkjQPLhq$4!RdQ4|iIvp!B8VP+!QM=q`+-IWC5@ zYu7z`dg&T{{ym63d|OV_9UfwN(+> z!a4Abcnxifwju3_r95xEfNWP4(EFLPRrg$9P~*}(QvErL#LqYiNEbTdtAEgaFC}=o zc@eB~i-qM6^tpXBgdB(U@S-P0%s^HRq?K3G#|w$LOm84mhF0*&!Tn6N(HLw#ts|o^ z4)9&dn9cYw7l$8OAT@XUzc z-*rZOFxpe}>Bb29Q~Ve0BMzfV=o{SKYRTlQ^{Ga*n7sT7>AQk6?q6*I`EE1OPhiLu zaKA72y&5mtU%f|gqr3qWc;;?7yWsxIR`|Vl32QXI$)?B&=ie%AUM^!TrYze>g+1yl zHEJfENGii&K0SPpO*lz3ePTtE*FkWva_SMT`?!7@Q;m$-_ z_B4kETvLNk#(0&tvLYYJX8m8`Pp` z9UD+(x^5Q9-z?!y?eV7c)J95hZlnnxD%qGg2hty#Yct(`Hk0 zH{HSBFCI&^E3R=4QGSs8-#fIN@)ryC9U<%N(`bE9hoZw*(HDPhSo(G>=GC+@-Qm*E zRF;eXwtPgdm}neQqK`Xb2UdNW7>+zYkZMNVKsirsdeX<^_>N%F@IiAyuq_Mu?pY8z z#|ARYy+}%F86CJEjKO6|XfFGP^?W1N6=Ou(g>L<^U2k}|I}>r|!z27COQF--JD*(` zY7Ei|0oYb{1Pz`Gfrc;R$#LdjYS8$Eqes2K@a3`e`P)r)Z9+VYuU|u7{GOBCtdHnq zI}D!mrc>R+$t0a_J@B|uC7!&NgMpg`hUUw| z!d+7Z3kHgr)9WbswO$j{?#yM=Don|4+gLJAxzEXevB20lHT;l(Ikd#nm+arqMX`1= zEg9}cx}w-X=MMKI?T{jfQW!&e~=VBe(;lY^B&^;fg##J=Gz8qh! z|BdcK7op|naDKGVGh83KkvHiWM+u$1t zR^(frB$#cE{TG>PEcQ&jp@ z#m-HVWTK^$LD$Af$Y*+jN^mZ7+Ufz9H*15Js0O561;@&oJFqD;1ls5J;O`SZxqh8y z#u`0vjI}#yb=y$5x7-~$Encf7KKhq>d-7?SgMSiV9A_xHpBKJ z^D*~;k~@0LZq`-YAdv+*c{KtP&Ol&)+0yOjsTcy;pzVJJ$FE;Qnzt(0cqwBt86bjX z8!PzoQCr!oRVK);C$X+S+t|ta=QQ-PJUKiZ0*4*U!8*E;KVKX{TiZIAPVYL%9`+eB zXWYW$n|s+?**)N-Jpvpw!y)GT7!Wmx*{9ZF_&K(Ry(ru!@H2&H>fYm|9&l)k zGBwEHjV`N0_pp6%PwEx_W=$DxFX~0o2xI4u6fhS#Z6?)~MTbMIs9neaZk+IgMGcdO zjD^9tcJdEwT5k;QPYWT)FA0u27t0G*J zszaki)-+G&GQJl)BfSrb@PW{Md3^N}!(=)7t>i%UUmvkE8@t)Y1@!TxIY7 zbAYAG4dLI6a(u39-Xsyt%VZysOLX`}fed@^rdjki_rwl&8Lek;GIVkz8;cE$fUVPnEf#YB!MW=pO(B9n#V3 zqb+R{xUO3Ubn@#PE5IR;!LO~=u+IMjGkp*Y-n)5_mVC*w4-L0EGrNbnDr4co{kjzrQY{s{*6&npPC~+zle}z*X$O z@Av4NFwd#z+(n{)yXfoA7%Kky2Ni$E&{|z>@@UVXg;|1guBw%Da{0h+W!}T^-8<;z zP&eE$wVGRIk&0(MHn60l!zujkble>4L_TxcF>CM%^fgPTt~PD_Cf21P!h2cclQjAt zC}K{5Q_;J1K-G;OqpCV-e3gn=u`2EQL2A@1qkj(PNZ+ZAa;0_Y$BW@)*pR|KavDqZ z*1VEoC2i8VwhFc6&Z7n_#VN0sp|9Y;`Pvx(b#ubu*jf|ld_D)3M2)7N(#I_OT&CFJ zkKk+iu!&81u%B9YmtfKK@z99*_-%d$@AUZ)yJag2L;kFw=wrXJ-+LEZlCgklgEQHl zzh_V;vz}?sIEpBH2uB#DlKsu+^m597xJ7mm6^i%MjiDvvo8U>$N@U2OdKNnuY9@+X zV_x~1^6;dx6-Zxn$IV%npe{ZQnx+=xMR{vLsj=|=lL8IBc#55sv!M@zRPnQSA=4-w ziyr>xC}?0L^+friT=z(J@Qw);wU^PaS4J=U=ge?}GH@OB zFy^)tliYTI4j4y6c3e3;{?7-Fo7eHK;(2s4+m{tBYvYDYzRJZ8wTEHWZ5Xd3q- z!&fe&V61r~yZd#xt)G82G&pp^fSvg;b*Y4HtLJ0pICwIJwB!j{gk>~rpE|kr9~UjY z)W;qA9!D)gxDp=CMyN_+_s`J;oCvp%$q>4ikudjlF&-51ZW-Ot z6fgRVi68s0%x)t*(JscMj~=kMD;}Ef>9JD_Pq5(|2EyqUWG78~1Xk4%xSX~TlESiC z?yw>3)&oT-*%b$izwd;^rm=#*dMqW>y0RZNI$$OMy!9st{*a`L6y6g`lTU<`bI>N@ zpGMHmnv=A!{~-Oo^@F6=2^o@;e{rZpEX(Q3U}o95EEXrjQK>6fHDm$o6AiL;cRvAB zek2PsWLv1)5QAZD4LID{ZzW@ zl*mTc){8Tj8greoM{(_=Wo+&1UUvH06uMPegHdhwL>XO}CuE~1 zzs#UN+h5{^{tT$;m7;1*MNkNIpkMumQC@m7%zS6g4!3zy#>afR;kAdo*)O<(?R|y4 zL^#bfd_?gHTWRynV>HoHiSD=woy`Gxbgj1+iw-H!fEZV-Guc3Q=Q+`)^?%u@q+(`t zcq@}Nm;%L1PvNU@RcPN4!v#pphVtz;Y}ef}-&vnq8#hlk2!8e2u~=a~r8O^uIL$)l=Nrw5Q)W=S z#~j+Wq?6qLeHWM+qu{mmX}VlFonmhnQ^e{#syA#9zx5ZfOHr55>f2j(;n8Vkb(~IF3=#R<~x>}G$$4|&o+WQ4KXn_nK(JUgv9ijNSdpZS=Xkmw-l1=XQ zqt|zy#3Ziv513 z5Vk;)!q(|6d-G{UdK@kvK9P;k*5Llx`cR{DI<1r)T&HPFYm^JBgycuA_6!N%;2j1L!=Li($={ zEF)qKsxLYQTK$fc<)uR3BI3yT)?->A;g2C!flTk{2-Z?N06ILHn4ivdW|5mB{QvJl zzCfLR_;h1<`J8f$`qJ&V=s4LgQnctJesMJ)lhL zUmb**xFfvsSjFz-KX?2;8F(wL}&i~jWinbD1 ze%b=(XJ`;_;BE&84Q{fc>rObV$cnzTZ=qdRF5u}|$~3WfVAcNLJgty^LrH1xNLlJL zg&Pd7nv-f!m1H1OWx8TO)vBP+} z6@iA&#eyf<5(Z!XfQ7=H^drxx=1T{gd{h!_I`3eFO9IXDolg&zAPicfz(!alu->17 zQ((~txcXr>sbw$3(%(N(ZLk6!ZeES5s><{+D3)Z!2XS2bCi?BMoL0Vii%rQqR(ABV z?3_fVc_)s0U(ty-O#ZT^F`L=o9(63Vy(TcwpYYeV3v5=GB{XkH7O%Qq5>wOU*v4C< z>D{W!?9dB=Rg+>(Tk`x7wpOsH_RXxirHAEA8VWDUY~c3!La5LZoRjx*AZbE2+qEnZ z@{5Y0!(Ctl`oDt|cOBaF$C2J%J}WXgJB{3qGxWQlO3!0BT$^-^|KgR0CdxOsQ#!5e z^(tL*eb>xrnRgo2jmS&D7qGg*M0U?2UgUJkyRMgG4Xv`89~{ZMUE% zsbu`urGieLr$E-d2$aW-LHB*JZ0y=65K+s+`K1>i#wCJX*VTbKi<21OHi8vuUSsdQ z`dQwOx$y9B75_u=KC_9lf>RO?#do&bv(V~ZX1aS5WIR0yo95bxW8O@s0`CKmwqF6f zii}w-{~O2Nlw-d}O53LWrw?-s7Qxhwt6)RcL?)G~g(XrkIR9223|QR`3vAA^(XsMy z;dvYyj$F@-&0axYrI_g~&tMx;CUTa3mgK7{>~SXO&|9r?x*|W2l-z_a#+m{2W^5R~ zs9lJ5sh`+W>tc3$?`tk|qXb+m`oku&Xu4V(A)59y08)&4`3HHvEMkSScGe`@C+8M7qu7am z(`gK&!)w@wwc8quk%d6wYaiz`WR19$c?3HjM{Kl3w63VhM$=|`yO zc`aIfj)XcpJ1E^{4*OR{aK{YHaK45$t()G)&aXU;f72vs(jjl$VD*zJYOMjwF@X^L zql9I>bEHS3U$e$3mpPe81>rfLXOj^chl?KvIJp%BWm0ncq53wMRPW#`bptju`;aHUb~{1Zv?2zZKbFGjGDuXMrVN-=X{re-h1* zDqwG}U!<2_W7(F|YuH1<$?<6X6>K*7j4cLblvNlCQxAS;?}v+-mtj0Sa!G=hht6^q zz5cM;QE+s$N!z}RI|YAof1vEAGi0mdz^(1lhe)N*EVe>|GpiAPj{adjbdVlsK8nW? zYX|fDN6rV!ZdYz^`5~q<;uKt-s7oc`ADCNjI8!y7#_cwY;-g<@k?XvncuOaq*XWaC zpOxc9W>%Z&{Ze&YIm3?q9OjQV%7)Xd+j}Y8{}EHG`_5h+yNv7CTF?gfui~?s3rJ(y zQ7mmkw(sgz=sq-?rDrwrGcQ#mv(#d9SM7$QWlH4YE5_Y&Gia&tZY<4w4yI%5!Q$cq za!8CI2@)8Z2PT5Yuj}~0@+9fBJF(2q0)stqB;H+QOPTLZ(8;;iY5MkD8l>yTt@#jw znW^*Wu39Mtx~(IJs6kx0ka@LTDeyVpt)M{xE;Q->ab9iVcqZ?^77kfk!H+$UapUvh zaPZ-I_+#7)+jpi3+_0ID&}RV;pO&)C`@A_l$05Ast{Cv}SVD)C`{DDegJ3x$5gz|B zaFolFI@3;4sQw&$^cLywsAy9|-~At?xnQl|e_1wr1))1d7Y z2kF=M3;EmoQ2gy4Y_y1C`IqhB_MWTUO{)MtM81n9znlpF;x|&WO+EU}OJ{OJJMmeC zI;dC2BHyzQ`b{^%y;cQUa=(jRjyb>e$c}j(t$qgTsDH*r0?o z*1IwmijD=s)4-YV!F4rwM~#GvpAN9|QUcq3rkxoKxx*{(pTTrrt->$ICqdPkl^`88 z9g;OK@{N09Sj=HB{!)Yr)$SDdao-0~gU}m-u7MExu!S8|%%pOGL%Lh)B;FBb?cp_^ zEI)WHeK~NNp6st;CATLEovsQDHP9pJq>0eTC9$LV%R%{tFSJcv2)iaql8U1vsM@;V z^tpzBxkuTDW4w6&=^&AO`vj4hIe^mnm(2Y2I?USQz_uAlg0b@{UNudQTBUR7_^;Iv zzb1u^xKqwNPMc7{z!-j#lr6n|JAlm6=3>VtJFsyt=6)&MprGQB+#FebI^eOHEfV?D z*9m*L_aQ?CM`tsBxB8E35N4pSqa*QRf&wU=yU*(4wv)x4DCVkmn>~2Z!5+3gz-QCm zps>dw#k3*{ZaPFSJde_WLFF_&I*PuO3w}VK6t4HpOgg9_{Q(18K0niT|PSRa*;8%Jc`tNOp9{otzRQwe0%#s9`kMH@W z<&q#T@tkcj@MZ*<#z-MzE)U6WfvI5B#=tCNDVer#*M3qVAa_vBQqEch{j} z!&>w_bep9J(4wAt-~3rPGquXiIDe*1nGT&FeLmfR(=jZix<(%V%ip%WV{uoy!(b>nd8W# zG*EQ5X&*DYR>6B7{f8f%hS62|G#KK4mo1jRgmM>LQTL}cwk2%?`wn-o&`Af-Tn3V! z;w3YBwivNO37uyB~b8S?buS9=YDGtzljV1Gv7wEbqQr1nvE{C;|y z{E#-rm*Kg`d#QSQ5V`)hk?}g|RB&b!8M>}UGv89W*SLvUU+u!=6Y{vFDMiTn52hl` z?d(^8IgT?og{4Y*EU$4K&G>eo&rVCHo6f$ZGPMt7{3|K<#AF<(y%#48p9w4eI8@G9 zt4Mm5rs!Sk&k9Thk7lerr6h;YvvzGZElCDU>&w`MeLtC}&?9RL59FjxmWn=l8j+|? zk5)~V0dvJmxb;mccWBW!-20yc-MPba(k>_1GX+KXJ3k)UT*l$f=qa$fD*~pTsAP5e zD`Dt{>ZldLS=5u~J}q4ZoTn2k3C*FGDYs`0`eOgJYT9n=Z%_#R{qJ_8yf z;$dN7Ir}@jf_c;#!&x%ng%l-xO-X_JbqC?8Sv11oB7SJtY-|@d&U;bQ{;zv6htos}%1`D`NUO$*8XEhkxSKcy7Kq{g=#% z?4yZEe(VxDY{sBxyNu;NjimS5M_6mlZvNzg+Zb>jm}dMmkvL@xK;lePnDQ3C_19wB z)uT8|ln6^+9>mru5AcMyBxtCb!S)ah7{B`yzeZ&g@-@g^^gRmxsf}3aQN-O``bO;W zXCceWn#s=0*Q49}lW2L01Pm7VJpYn9;q<;3axMLeUy|m~`S?MU`@bysaDi9R9bpnZhL@G0qRQrboCbmtzZ)2)R&d!xAr zG0xzzuLDjRl-M}l&S$S45I>>Egtfk%0v5{Me8&1!EK_498#`eQ7&{EKRni{;Ulnx8 z;ObC9JAaHG@syt12>!FD(G(`yi#Of(v!Cmo==sPa6fCJuPrT%C#*c|?oA)qy|0bpK zTkT=Ic*L44<`6zI*})78SHPrxNmdmfKuHbR^iu0HE@{tTf8M&Yl5d+}qj)Ps|0jY@ z`#VB*qK<*fW0qez4O(uEfQ`ngSo5)s>7B`^rLQitNq&9RE!&V!IRjLNL#O2 z(MQ8DDirPqd2L!SUAIA0crb=fj@ZQ78)n0o<_+AeA+sU$lLGt_8w%-v0`!mkgu$5#ePisHH3|S@&TLWkC6JkVzza=4&eI>*#Fgo-tRBO=xP(vUKoP$ z?~Da6{e4zpuLj!h0h~OPASJ(uJ&G3i@oxi3+Uy*^LCcpN{rQU(n3x%DN1zw4mMcK!4So*fXq`RStvJM23L);jO(8{9Rb8Wbw zSdQAil+pg+vzRuZjNJGBqVMVVNlmtb*2(0Be@|%4c>dTLp;aH%a8=Kr@!-ZWKM$7Va$n-!6 z$oOyZ^AXp_=<*8O#e<0}Sb$2&1P7vrqM} z?4Fka?a=AN`PGbu3O$g5urgfGctUi3pawtodp#}|dYe{rdijajPdQibBz&TAf-Wqv zrJlQCxa{K$O4)t^Q&(qD$lZs6`*|=ey<&}%KWF09fg{N_Lk09g!(i{d*J$)XP4MkL zVaLzhWQSfEgPD-IY``e-q2`DP;>jtpwe*Gazbt z3xDJA7O*><#`Ia{}JBMSfp)^Biz|8X!9&pOX#ZUMTm;p=9c*y?~rL$9KT)*#sQ?+Pn5Xy*$G z48h7uf>ebw(*7^!MRSe53YHro_v|B2r{oS|%j@wNQ5Gy(KPLzhJ`93!esQ=WWeL+d zd!8TRX9cQE9X6Jsf_q|)60DqYM)2IsB5TvVXs+dgfhmgo=6W%g`?7=C8p?_4 z92_WhusV1Ot_P{F-^4-mr!}Uzy8TEBG_{4c~dCjYV&H!s(XC!O@4U{K+-%@FK6r zWMfuv-47e_-0>79d>8G?P@zQ^7qeYmCNOiHHM_I-Jq}6wXER*S8|;=FvSlAvlbL(A zut!ql{_B3mzp1`1$}K#_3H2Hlsq2rk2N#QZgJ+!9wW}Dpwp9G&aHn|o;}l$#X-(hk zEGg+!4*oMAi=TVkV7Oii>upmclXb=H)3U4F;L{9lIVnT;l4e}k7{k)m+u(pb-FTwU zhWof_5Giy;Fx9j$#Ba}R{^?i<-L-|}B^pL~u4-9HUN)1H91wqOIiF^=AsM2@@9fy( znxE|Hwx`_QmocdR!k+GLvY|dEjo~4Lst{>vHod4*Hp5Qme1ZGIPP}Q(AQP`aoPLW5c~+EW-p;z#tO({ zg&nQP#%d{Pj*ZLUZut!(V{bi(x-@_$Ic1Y`o?k{J~FFm=_uLf|Iclub&8+GDZD{xxjBW7{tE6bBgXV9~g4f>{W|Ubv zoc@#b<ydyf3W2CAWlH5mV)`ua1{KAUa7uCj)Qo<|wod8c zW)~OWbcYtUIH-@;)E)wL5WYs}l&jjd-^&~%M`^eOTj@Hbuy$Xiu|(!d7W= zn;eY}nt<2B((%p9Dt?|#8apfS7OvMFLC*|*s`WWWpXbI<&YT!3ame9E#d`>S)(Gkr zI1l!C!DfZBj(D4#G1kt0$h61rpa}t2x&ELKa5ofoh+&EJU2`PKnyrElizQ*P?-f*5 zKTj(%PGNN66XYj*@J6do;;70B@lv6)kQAsv4^|nHqkjRME7yjeX)T;mtq(tcBag1Z zU)i~T)8Vtk1m3=;gITB8K}Wg~``$U4Zlx2=)2^Ti(e5O*wv#_EaD|pmNEFxzXVBqo zAKv4AaEE~eH+_#CLBdkn&=8G!UBW(i?Qiz_Rw3pjhA}&tN#HTG14hM)cz-Dc*nM;W zGcHP@V=335g@xmSvJ4!(VlaipWRlXfdN?uoEi0@yplq!Kc51L4OCVtsu+|nT#G&x( z^=Z7>fS6pbOGTgma>^<%`O&x2ai%zovX(96f1E+uQ0Y#~QwPxu+e1{I{vIc-ID@;N z3K@zK7I-Z)7Ap4-V!h6K^y1bc#OYSxXzI;GS#Oy2-9v2afp*C0KMB|ABX`E66(x1u z#rEx*&@td9Yp_0w7j{1rvU=%UL*6_5yrYNP)4UtMCmq4vB5f#h{>$?3SYlwFG`Y}1 znwe@$KCVT0+{J*Yy*|zctSnvN&o8k%!SeE? z==H^NSYVa`yB_=kJ%#)1+bR)h`tC)8XB99wvmXB2q6x3P<;B}~9fd((THy3nd0Vxv z6xQH;i|m~R=ijD(XyF{q+qOv3{9gmA+D0j%lZ*~!hi1Yd-BS4VVJ~b7@rSxNcPbeY zN@wXL+nN56&A8sjOfSh~1G&hswm&M>w@ki#mZWchmYh0^-kh*RzhjVVe zaLs!#D0)^iQFag0TP*C3%pPEBs~u@gKhNi(0hkPz;J%jh@}?QXz$RinC?DD>>Y)g{ zdVLq2+ZDyNR#!6rBwY|bH2CY~bDaKL@F!hN5$SvX$Ii;Qz{y4(QQyZ()DbDbLxJb) zYVew{dNXr(iGUvyZ?jXskI{i=l{EdYDm^&Nh}oL7fHMo|rz zyc)*-?opwrGf$Y-#Z~bB*C5!i@h--kc|v)gbOd+9Ip%a;aB#1>ffv?#;(-Q%L2bH% z&5m5m`w5+EY54+@y&}ytG9pC>9Sd=lLKKZ{spPBT8~N`cE7`|ZU1Uo;@S&$ST>n`D zKdfDG+G>ui_Lk@R^DXI^?KeCU;=;Zdo6{TNy!tcku2uG^5%h0oE=y?M3UiD`*bcJT z2Dj4=;-jEVtixA@S%zJKU<);Nv%`@V&pLy! z(E{VZ7#@w=NJGhq4sM@H=SDweBNlZLjIJP~QPNdEpXyWQ=OV1`3ZzoqKvcRHMiI5v zWH=}T6@;^KWza`{KztFJx*R5TsQ~;mb3JIfjKzq!KwzN~l&l%bq&IGX#Vc#z^Mm)G zpw!AN+G4;e!}iR%kOW^r;itEwNvOaU{+$7{AID()UO&A3Nr?)Ad`UVe3rA0o zfVt;)VN<<6`z;;inO`m0m^IN9ZBs*k{Pt47hXGZ0G_vXbdq0?(=Z9&Q`EW%x z6kGMLvGY?5h3>HoD7d-6_C+>uH{lOEwonG9DDDR9$+sXu)epx1Zh=wmr(mO5IIP<^ z8$PNLNdJ8Z$xF_%2MsZB^jHbgI39;z-v8u&PEN(>Su3f+HI!g12FBETJj?QoHhI=%3b>nz`LXqHRTHedv zyJoYaO9E;54QH4ra90j2(k7`1-MG=;1oljr291Y0g5A&UGJib{;5}E6gU}XLaD0;3CX@2h)3#gD}0*5H80a2DKx;0KU6Ga$Xm! z8oikxB`1QMZ?3o?$CURd9RwydMmX+gt?0UIFBb01=HAN9h5*}vWbxaC`e$g;x7T*%O9Hji~p{>9@n)Ae!r*&ZrYqz z{Is;WbVA*nIwq-Jwl{RP~>c9>fTq#N!0FP8?GK>Ka>RCn7#@*t-p`EG}n;B(k$lwAdCG_ zUWTvvNV*!SK;Jj|b81p;?ET2IxWY1un!aDd!W|LJbiX^zjZWozW7R0k&zqz-2V%#l z!%UcTutzIX*g^MX$}JY0fN56j#);j+d?$rn3N;rvZM$&s$ob6rpaz^(>tt#x707sb z65BXm1r|PU!xfhtXuRf3=KSUXa>i1aP-a5@qwe6qRu5)fa-P#!7y$#lzp<;=-&V2v17_j{OiVKanPImFP=v(&=?6j$7T=f`o(l#SS38DY(=0c&8PV~$LU|3Qw z*PR#$t`>d}x_%q>4HPlMze4_B=!yP0rGbxXH)6s;6X8y?f*XG^i8LdONZoxm81>3f z>`guT6#W(d$ot^rr46|LzAFTj8{>(x-L#6khY|L#Fr#@BRhiha`NOT@+VL1zl#~S1 zQyRoyULVE?`Byl8mj*6uNPvn96Cg|1jLDQ~vdv+0aiiB!_|rO)B(m*!dx;0+cEypj zY7WtaX?@~`JGo5HKoJw){YTGRHql1I+kCT`7v5jJkA0iH6+GYR*ao;Mmbqbc4s zl8sYY#7$hjyVCvY1#Fc(g8hF73N^4C&}sk8{jsXVT4CRPEByc+IJ}2#@lS=Q;|*N* zUS)A)L?#SbBP*~255s_$E5K3xF*jZQI_-NTffw#52~3h(EbF%>PL&@;@+F3Rwf7Z} z7-b1tVZJzTbQk)DUt^ZHJ(!j-j}7(x%qk2m`SB+unNd$DeVtW8AGf&TiEpcL;?9#* z$Cel3I2#k(`D`FNwxOC``LKsoe?5c7kiv`4a2PPmM$kCj$I@T&EPZV*nN@hu-}$pq zHMtS3+D*yeQy&YRTg1-X(xh8=wIH);H6_>ccrDeBeUPYvZTTml_M{1Y?! z#4!30|C_sF?aT~&Ks@CY__Z4<6x|<@sQ+H~>D*`HDdyGO*!-3+*+339Zw#;i-iM++PC?pqcDZFV z>pOIf<_(o)TwfZgZ*-*tshaHKl1WtcK%E)_;@E^*Q*ik!_{?kO0Q30Gynp9_SUC6H zm?N+pUSGl=k;nMxX+3Pspc7#7(V07;w~btMzc63<5fFWO9gK}y2>+$uCi(mK*jq(C zsE*o=CsV~>7xD;;XScCJ*ONk@)&}mLON32v_nB(cWoBqpLSOHM;Nu||;gP18m2T^1 zy?txxWaa^=uM&gwX*2HgjUv|aN)9|{s>95#Zr)ISAnA<1ifzi4@P6oRF66-*m=!Ys zoY&-|qcSmQBH;U2*iu@DBdIE>FkRZZchqG_1Uu zLf;23r(FWC;=O(*wk-OOxgXif<+QgW3JiRyeW{c(Ag*eZ%m-ZQK8(&U`Hy@j?-!n( z$2jWaU`n5B4WG_kAf?M`6dUhNla?G}jhbHYZRu(9j%mepU9Pmvql0GcJpgmtuCf$1 z4vGZ!v*x)rHr#eGs+X;TRUbdXXwRE4!1g}KeUWxPJiZ-gTEzgL+rAmXC%P&SwME`Z!F**pvPU|p72f;)~?b3QwMj_I+#gCOEq~{#Uv1K zk%Rt5cf2ZACVQ%5s|7aWqRMkPJ+TPBv>HM8Phszxz7F2iKE$}o`(e%{Yq+i)4=c3VrHOoa%?aLo|#&DaEq_CRmOwUAx6B!2SqM!%mLY}1Y;(UUnhF?ppKe2cM# znrWxF@(*R`)mu&q(tgxvk;%?J{=4W>rU8vM&jT=m7!8dOe=blYc zU_aCmRI)khuAfX>EB3NwXD7g?Hb3UlaupYCPsNGODpdJAj845C3)8jbVUoKB+@E?3 z+WWHcvra7B*7z){i}GU|9gSgRpBXGD-w)gTEl5t7Sco?U(`NPG_&sA3i}0L5wcXFL zoEu3#`63$OP%6Bq%80iUcJ+(ms3kEKRqq%I{xCC|z4Mvi+VcZ>TSK;LMGy0Ih@|LS z84w_o&i^>$Lt9JhskkB;Be5S3mAu6B$<8$M$8&lo?=BD~L?mU~DKHQ|W7iHMTlbxm z5u1(^l7MYLuZS)G1g=V`CVm+|gITBSV84TAz|p(C{7=UOialaLDXZp?>c$w_HfJh* z7;eD+Gn0i|@wOQCsf9JgS~KH&DR6qcK0ej6goefI!T#F}=oq{jP6=M>`%h=WrmafQ zUzY)vPH`w#vqRv52wkUSq2Fmen03a43RznpQW~)V?hS2)4$pk}7U2VLD+j`F<=vz~ zD)4o|A%5uWK&ZNJ3~drOS$CEz+>*D0>}{#w*?b9}1?I7zND)7Iy?qK$q~`=?xf|KBWAFI#mJR&qtXhqOb)89;UWP%%Tj5%I71Pq01TQ+n9d{=b zfVqwhH|VMq+$}MN=vAAbBJd#&1$8L#jDz`GwCI<&K6&?)a-Hv$MZPONp>I(lDT%7_ zrP&G?=(-1Hk2eFUO|#fp{}Hfn<$Rd%uSmRJeLw%^xiLH6k;kGV4Z){(pb+fXkJsu7 znXaT+b@;21gc4aKdn}Z4UglEmp56R6E4k{8L(WopnG9{ZeUFZ1OV6 z(YsI=atIZ;j$UIaK4Ucb8#_{fke`ip^XJvV)42XyV&r~GfcA}Gy5uL1V{_c;#Ka0* zKlL^fZF>bh!;3+Gk_*<1evA_xHo%ZX33#Y>o*iC(jC5@Fa_?flVVXe&^P%O!{&)(E zELP^DyAN{lZ4B19C9($HF23OTd$g4_6Mk1Apk?C%riORfs3K21)_#_i8efAxjEC2S z0+Uv!o~u$agS|0wcs_j$d{fd9a{p6kbw&Z3RW<|u?JC8njei9eMI-LauViIwMxw)T zp7R?RiQnojX*5sf z1m8{{VP9N$I^PgwJi^~gWn289#ukjY$wG#MhUdb@R zW+FZ8SpiOK?(zw*>hb0PdH6Z8l>M74LyCRTtlDuPocX6sr>CgH*{O#yZ1h^LwNAkF z4^&|;KmUpAju-GTZyIo(r!KTMI8fzsc#b!4gM$SV8r`YW!#WA1wTb;6$+gQS~ zlz-wEiIa4Bwk^l=mzYWaICNN?N>SbGcy;+b1A!=!*nxo%A8y5s^EVZt60si zn9QKDZ96QE`^H9@?nS##^SN;&mC^Xo7BJ0k;-qfO6quKXK_ayT(ih!j%N_FZTDJ+D zGLnJqHPNtOZU&oJ_JQ4R+ru9*wFm3-vfv)zjWR+`#JEVEvIgDfQiHW<`)db!xvZGm zvs8`?^gqn+_L?h-IlUf|oFu3zT<{#V^l=B=R#QWy5t(fqjb1?#q}nFKw>>a{PqE&h zc>y?SZW3*G+sSpl*o!+mqEYhMYHFUjjv6j%@|}rk^rQbi9$0dL8|vbSg-hqa^7(nJ z`??$X4!TigJR(i#7=%J?M-n`BdyJ2J*Rpv+-zMw*C$>6A20};82Imb2L2`QsEaZ}D zd29hYTUjA;5V$U#X42ID=Lx@lNFHhQ4x)`Gb8*fOO`0cB#BGZo07D$Fa>@$9@GP+m z-tIDH4J8}k*t7BEd*Y4AZi^Ru$aWI${h!!TfxYRoWeoPXOTgRM>Esu*oCR&&hYg{L zWV_jvZhy5S)zh}rZ#0VZ_=RLW`ydrrCy<>KM-At?*mDC1CKF!6JS;M>H`kH2$S}Mv zFh^#_9nb^TwrI_>Wm}v`WB}ddiFwxM+Bd#fUPGIa$;$0gHW-keM&G@gQJe%7&=;V>~>#0-n~w zU1-D+F5gM$Q3cd8E3c32^U;lbMV1jSdESvFDBFOR#c5QKN#IT#Pa#9gDt7C`2JrkT zOIClcu&{mWsO>-p%iDfOyjdZI97ZqU%{IJY;hZ;x`jlXI$Wzn|6>;w#B_VC|<|Th$ zqSEem0=|D8l$0jeJgFdJx+twxe5nmm$T);<3ix?A`}OEHt)dx@`{RqnJi&CIVM- zav|1ytrFFJzK_TEE}|uy+*#1@Nct@bAoVdj1RmEJa@=|wgB;E2@L`@M6`jE+@8V&8 zNi!dzw2VEIiUSq*JGiI9oY#;rLrsk&T+yGzuDt8T(8mtc#foV7pHWokmPLvk&rxDV zEd9($5J{?Jy<_?5@s|su>=)PGH(`i(ovv>VjLW3*Z$XyO&JO@zjvGdeEBpZwF0DHT_9p-9$$8G7S z*zVS$aP4&$Z?gR&$oL+IMQv6v=&%--(dPwkC+_8UICpZ}P4;pdtpp~B@a}OJuYel0 z(R8mR8tUR?se4f=tCv{{lH0a(Mp~00sd6}ee7A%SJrVpqcBeUzy@sQL2GXhVRV=He zjj24?M9(kX#D-WQ3ol=SSJzFUnk2<}%|40s>VNRWUvuFbs!mU>jUd~rTJX;X za=rGRG(KM&$^<{=iu6)=Yy1gcwqC$;Cw+Ri!ijs4zlGigZ)X#OeW*EVhTvt(q|sYX za5d?(Nkzer>K6~9>Sf7Tp*xrYye4C=$eOjiDW;dzY7m*JR@I!6%m)ms!U0z{Q{<#2 zRHmfFxZ&+g;!ztn++;Wyt#zZPBy{oP(%?{65>tq~fa=W$SC3k0% zi-J2U3VFibBaL`#^-Vna*ODe!iLht*F>K0rrl$*I=+xZVD7{+}61L{xqDj%@QF4Jj z?li_1LXZArY7&g<_{S|VZebz6+R=W`Kq|i{yg%=T@kjrvG1+uG=BsK4+_v!$drg^5 z`!_S>HbvX5(x`o?>?#?auDO8)KjdD}(;(N(GIN@v(S61Rq zpTqLGcH-(8uEm8s%1TLAy)jUZi}12g?&`542&pr+ylwOvc0<5MD7Ub196wv@q$ za?gX0oH2{rQ#v z5-;wuhkivca{CMR+h9f}OR0-~nX~KCskZpb!!_p^Dg>++Y8vklB7D}wfF9&bpye9?t_I4nh zk*s2A>6aOA?}SRi-?{DDsdUw7Enj-ehOAz!BO5~rTF~c8#d9)nNTD1>J>Ny2EH|>A z=1~;x5KoV1E?^7(4O?{!p4R&;)IU%kBu0bcO4sh zuJf619&k!07Gc_}1Mtb(5OQz=v)`hQQu`N>S<5@##ODQO_zN=t!8QIVlE=*dcziqI zDf0~&57Jw6+4m<#WGygPZqA-ao%<)?;JSTmnb2Lg_Z>>x6M-TmylKFoBsQVMfNGz1 zp&v#buXkB*~07^A;(j=2LiRvK&fpk>orS-Q;IL~z(Yk^JT4PAuPlbC z@>{^SKpRsGgdNQscPjEs;c|PmVVfwNE&r59uTQ(t#iqA-p?okYxT;a?b%86msFGag zjHh|GMzD*}#Q0uHsJ%fI2=0gnu(wny0EN&Ub;w-l8B{RcjRrut^!yVL{Jb@L}aicF@p|8iL9%vVf0X3v(-9ptx-wtLvMF@4g+}e{%EmEN(V|Whs)pjp5gjZlZ3+$bkf6O`Z`r2E zjiA?H3>S}RK;J+?$Jsb9ygy?DcKcr=?%yJ(S9 z>tejDdH{D0OvN8Ii(u4`_sn93a7Rxtg1uiZW3ac-dE0gXR;HSw%=j|&JoXcZ-8=#= zBa2~n!`-Sj#Y7xo`w7PibL6f62EzFFhcI{Aa*-Ra%;x@F1y?UDV3uDc_%G4IZqoG# zN+)Q+o-V+jHR zQeyMYIFosmG$a=6hxRottOSZT)BI(++7>$bn*ok z?rS#QsSZP}*0A;MUDz5t2m_xcqOGP4X>~8gOScc>Jk|3gJ6e-cYnQU3Gn&*>YE7dS zm{Z8_ee_4?0e+Sp2nq{lu`MYsbn!(UGvu}C&RAK&lRl7wtuBe9k3Sa=JE>38)xY9+ zEnT>=s6=G3$Vu=+CxK4yOa9vW`IMuyo8+pSSlnqtcr@n+uAg^FbbE#iY8xxT+aecw z)pwm9%bubS>t5oNr#B$+d@;A-^nYxHP7#}Wr2veqM65LZHIA^6q6;r91ecdJ<|S`} z6O9XC+7KJ4m$rrWdEi&x6PF1lFn2%m$xPq{{+Bd%uDK%lHCt zPH!1=dH)duexBr2hGoE$-j~tZlZ5r_s#vqm8fK<1ZK^RsSk_TQeJ9?3rsOHrGQOQ>`~4taGO0EY)^h-mA10vyUqx7JPYX3 z?-}6J`58|L-|4)qUod>g7TO(z_#yfdx^^~jQ~M^Lf6k_s{mS(qxgs?Om~El$a3aL_7As^^}fLvGHe-}mRZkCB_Fc!@~7Fb z%gLgYe^VjoV~x{2<2C>9D3?rvy7v6xyhI3@ZMhp7x!ZcY~SHS zmo8+{rj5%fS#*GJ|EW((i^f8qS0U}bzFjnKODKKww5FRAC0I;$EGaHLLPt%F*oh=r z((?R?=8t!v+NBKY_j`kBzc#WxePOhv{}WoKTcJvX4!`8C2c4{K#k;4Jsp$59)Klw5 zX<<8XW>-8PHLjPRH8z^rd?=-frTJ|2DGMAGb`F!HW})dQX-d=Y=l|RImQ!_BfNf*$ zutRAZNYYg3#mB_Kr5JyBlGXt|Pivv*u7>lqr}nh)aR;Ur4P%b||EjDf8Nk(=dbBvU zlO*0}v-fvrQLShyGh7r!vcFW|r0;anT2R2ghm9w7KMM%Sm7uC?11NfO5PdBiA@tx@ zupfp;*wB^=@y~tpU{GBk&OG4FFZ}!jQ!A^5{<#4^bM<_9UY*A87CLfA;}@}OIa^55 zd^9o32%KCc{CuxF(~4qqHcD_8Cuqm=nuZl3U#mB`TiDYINY z9QNDgv77!TuUbkwQxj>Quvf8ddCUx^#h`m$fl%82!JeiqA`LBL z7E-QGV*iP(*-V16!jf5e$`3x`hc1Z3I&fH-X9LEsV+MJ>EN^cZvzR>#vjzw9bK42e zF8;uzU8~uTwGPy~${6iOxP!-=;Z$5_4xdNLup1^dxJ8)nhprm};ER51z8Wz1ZWcFg|2U>&^cXYO|71`X1KL6+L&RjDYp5O^lg`EDclG#c%_crQ&lE=v zDo44;lI*(DMSQI6$F$2;*iqxR{6PZ|#G6fqIVr3>$xHqx^?dzRG{ zi!P;_#9JHEHCn@*-u}S-(6k2bF?6Al zMRfX-9E{BSfFHb-!R`Kclqz?IHH(JgU9|vyoxr~uwDvZ;@+P0vTCIn3OJ=d+!Ym9J zznv*P`^H|LDr5F1ZNz0!hV)EB1COqh10^j@>aHEZ4jnwgf&^}QtU)AVEiLIA9W zIl!uT1>x@hm3OyqVU|$>m*iFtH@8(A+OBSamEQZHS%mD=SUq|cd7keSsQ{;PhZU_l zM60!m#IN>FWh2Y?h{8naXfv#j+xR(`8B4pcQrbm>{+ZE>8>zf@%>r@ePj4vF^rn>4 z=UI)9G^OuTLv0yJsxfuOV?8p!-8hS@o+Y!%8(*ScK^~tHwg8OH->_yC!Tt7b07VY3 z5Q$E!l7VI|+wnG?pQD?Db&-dd4G1|Yp}SqKsR)h(&S74k2l+19NG6%ev{u5IH~cc6 zc|LHbnD}d4va%X|5qLWeX@|u>jNkCN!uRc)ts@*-3;gkk`cSWQg^iw8&P|v%o*tC@ zk#v(1neNabU#ZdfVvaRyj*+8%USHU3a~(2zSH@=b1Y_c|Mbw*VM9Z!8xjX)^apgMU ze)&L~3(L;NN?k`#ShpRMmTmzxi)Z{9Q6g`9eJ=i5;|PJA64X}dQD3+<7q&^r$?3ml zpM-9~cw3-`E1&WEi=}jWvn<8zDa8AZ4Dts?QO@5pUxNxi zl0~Ji_Vn)8Pd-#33+FjHkYfKi_QP#5Z1)-oPm^o-D~Byv@!mczGT8)tpH+*~6BNZs zMJYJY*A3!dc%gh?C0d4fv97fd^jNM2H)k$DNrxp278j$Oxee_cJe~fwbhFpf4x{Jv z2F`!JgCy)`J35$O>vIG8t2POIl*RDE^cIsAgCjUipMrUHs z=js_a1N+%Tn^0(mxiynK zo@7#Iv4OA~nL)8*Pr>W6H?TchimP)MyS54-T9J!S3-as@cH^Ql&!5} zsa8t#ZcQ?$KEaqDno~&no7KQyFBtrvMsowD?z7N^gW=Pv<>KxGgCJPFOnfrHn`uN5 z1mEn3DUMqrRgm4C&`h@@Gl7UU?Ct1C51RoS|lj&J)2A`~z(Aa1L zWnHsDGEg}47xb_das=&XnxHW#4~!>`$DN!OyjUvit%O|g!)ASg-}f-;eHxx?O~4at zFJbcFVhj=di}zv_$!A;~^b2|9B)Od|vreDlwu}>9oaf5i7wD0@=otG`FaavA&VU^* z#-Lw)5Ef%9^PFJ?#zO}~@}EDrP?*bFal(wTd?(qxy@m~oFVbSUN3`Rj4>`x)Vm}Lj z9$g$x#{xc(%9&Ogv+W#>&`zfG-6v?ksP~k9%%Hl#Z#5a`8dQI|BQOl1la_yYC(OFc z=vuoI`W;oJmApjtN%nzECl%nq1UdR|aGbdM%3J(gS zv+8EzaB&$Kymq89vz6d+Qz{*j_n^fI`yl>{;2m6=g{ve)5U}+q{GFyp^ZcvPJh%*B zC4|DqZGTw*Vki0@Y(i_xEZASXk0I-J)ALW}bnJl*NyY4AD0>=q|60K2OV^;!C2i6_ zcLpvE0XU%Yf=w3geA)Lq_@pSoZ{!dMQ?`f0`O|WgF7%AIt-Q$^BlRG+zlw`HHI$i{ ztjCIYQ<>%+oQ*TYE`EZro{V$OD*aBKJV+X2hALn}| z&IugvBcxX4Pg^b=VZLfEw2#Bqu2RYg8;vG6u5 z@KtvHw4@T6+xj8e*TA{ty%px(TgZAhE@W*>7xK@~#xgrE4ns_ybGJf)t|Xa~)V*D} zYTaG-+9nz8*ZJ_ZGMeCUe-b@(tiZv->`ni%A_V&WK*uMGv2yxQuzwoOqJOtxQRQz; z*rY~xH`X!VqU%mWeU7k)D)CHga1i5<=ri$xD|n$_*!%zKVTPJAC|~T$_?;#=YW+D8 z*PPF&UxTS9{pL#S+}YvHGvVgedfY2{h&5+aGL6JeuEx%V?6$|SpWn{mc?~U?z>k8C zS+1ZTGXU_h1bw=3++l-T0=_x8p1qx7OcNifl5DXpJ0>N=Do;;l3O=?ttU>~cgMuM{ zmo_bI>)>_ z-|+D-CH|PQKl9_wS<`R@YP_-uWtN73d~{W zfNAWm77dfIxR>49p$|)|IiUcSO8$;>U7g@}sbUZY|f*i&_;zyfr$H8-lvW7v@w6s|pzLZzvXCWWAwQeu_ zCH$@5iu{5z}glOkG~~WiFe3UI%xi>(hYSfBDAMCb+?360u2Ya7iMbWiD^S z+d6&NT;j>EG@D0{g-$|iq!l?&`^@?4*^%0XbGW_Hl8Q~8$$RN-rnPzu&aCO-hX`}O ztmkLgw-p-T*Yt-4s#-$Onulywo+fR5wvgRi-Yj0bNegyVjp5_EE~3ShL)Z^LuwLT_ z-!a-BSB{^{c4p=>P*jF7q0(SC)&sX!+OylUXQJ+$KfKR}St7Hu@?f~{CfoF%1Fukg zlFjq15<3a^earRgv}V&;&V|>6Eq5jg++{1$eKD7j*}G0k-t|2X8T;9@f&!&BN&wLXk5`mczoop1v2R$09K;}FBygyHJ) zcqwBbG>+$SY4|8wq3J{QgI=?15**FQQ@{j=9K1QooLABx2FKGBsLEnG9h-3jv(MR! zT7};DPJc%XDt(FRyR*d0Jda`ST_t8BtqI9Ng3H@-5c|4Gl?{%&SEai_mTEQasCCT_ zj2zLx!X6H%S%+*XENC))UAKdE_8!HqPhKo;jRLLGAH{Y)yvc{GKh72e3EaFrGE61Y zmUL$x$AWwGS}V-kyXuBhi{b=+@ylA=7Ffmw4|(lqtqg^a{3 zJ9a8qz=4*lP}*q)+K@Sn)^|El!!-*m{5P6~pIS(XUgz+EcP0DYlZMe-b?Bw@a+Lgb z4eN(WGfRIP8d@@levUpQJU=5@jj16m3s1*zHpbhtheB8%!Hf~lMyS4B< zo3zZ4VlGB=^QUiO*Jh1nH4T=exaok1^H=v_CaesKvk7?xn#2ut>*WClCzu7&r~Twqv^EBtG{h-ZA{y8eV)39A^^IR!#36rE1YI}JXMKiE)8$bqzkJ$W?R^WMlHG4kR z2rP06xVWu|Wlyg#+l=etf8}erDHX%X?}(6>cRN+Jy2F${BskNyCJky)m_Tl;+Sr#t z|FCGY2Aw^uNs5MRf}&L?1iHuhCyS73kCUk z(XdhS)VI7J)pV=b>RBPI@W2#&`LCJ}l8a!Kt-sl}{RZsWyGD!}stR3GW>T{ANq(up z81l96bh^9OkY3)gql}*xLVmT3WosDFE5}PHbv0jLR;fezyxBym;rJ`z0Xx#zi}SzB zqO8kc*4r_JinaA&PToJ%+`WN+cia+A>F;C`m1RtMu`Zn1W&z%QY9O;>GB&nZQJlkB zc1OO3-R|AThfJ;G&}|BZ|H;H(#`PGzNS*%8Ble;019ns!g6EGamfoSmnksvk&xIdi znX37yk!egmqd#&{3q-IY>5I^L-p8sgIKd~YDO`W@G8TQw9CGjLV)=hsH1g~vzWS04 zy^6lbz1Y&nRBeFVk2<33VO=nGcPAH4iM)>-W)9n*hz+04!;7ICu_k&K`s`Mr|9sRj z!>g02W#8ndv{nn}sF|ewP>&71eh|l}zsHlU^{g_{Q$PcB(m5`7%_A02KY(1N?Zv$fA5lDxqxTjSEK9rzLnFN@pxl`m z#0`LP5e4jL=uLk6%A2^ie>(qW#V!0hatk`X5$5TSCy=wsF%*@lL-v?c{I0Tt+=AL) z{5wk_=P#1suN1p7&GPNspto8ubF($rK6>fkYyO+n^#3QmFC*l{&nd&9OOB#xyUa;S zB*jPb1(-Yixo~crL@oK{xJ1L1`}gJ=-nO2G0dwrI^8^RRt?~SbwEHaJt~$vJ9z5N; z+akSI8|c!q02t^KQ-|_b_KGvV!*ve7D(+1|y8Otti{?7NzsAFHhgtChp9LYP? z5Zi8j#uqyju%yKdx^JZOl8ZaAey|b@Zm}W(XG}3K#?aiJA@FhL1hHMZkWXlxO8FMr z)cQ;V8j7q~&KhZ^*teGblYP!&E+`;d-NG`C*w9;#sZisZhJItT(Q`*B>l{8BT3_U| z{U1DO`%7JJ_vUf1B>5aJG4H_l!*!@dV8VDm6aM*qIY>%$=F2^#`6qt7XxELoT)pc+ zu8+|cimWSS0e(B1Q!G|#mrn#>NJ%O3- zdT|FIFLd+A9t-1^{aplRElEu6j1?bU_Zf>;PC~_#nF4@fBhlMSoJg2&lnzbdjk7=C z#J&b{%+;YCqJM0x=^nP{%WTfL;|wj>9f!9BK0xZR#Z0lVjqMm(L3Rn6)P6q|&sg+A z!7^|5t?fP5`^dpnKYcF4;yge1$PD~!cu%Y>-0?4(0|cBo$SEJ(Of%dpadvh%uVPU^ zG9~ggn>v*Y zoHkJXD@|JF{gdx8TSq2g-89+Z32E!krMT0Dc=*!-D!mwp?QPw(qyIWRy_3VbPwc{j zD>tE=aCYA4J(j5k3jCR=-`Ty9&p=0FJ~X7g0*~7(p~Xr#r=(3ovq>u{=T{;HSR9AP z7D3G8hrp0uSi%1tW6kE_Zt)TIGqBKYB6l@ImAq~!(k<^DaNd6v?4<;D=GtWLU6cp8 zI-B6=VS2PQ%87ov?Zatjk|{{#HA7=Zctkr{clZPB`f-BNBjaI9%xV~PbT`ZHy}|D) z67htYVA3`klyB>S*GhS?y%Q|zVfS#F#&LGTDUarfmyko4F$}UCLNiXb&~x!Y8kUjB z0)mCz#jXxWk1fU+MJE__M#!BgM?sKuGwbB+P&GA^;*G6gxc&jKNvP-4hX?SJha1u4 zVpkmKxrq%P-M~V}WKieb59G7s7#Xw3#e+PD2H@tz&9vx!KV@fr$2&srG34!JlnNYBZEjmZwaPo_QAZQTHyxo+ zw}Tk|-))*+W=OU#^2BwAw~%T14K(<>g;vK1?gy>YIDg+M&i?TO42@Y1Mc1>?d#DL* zP+3FD-#zK8%>ll)X{G4iCu@rM>kf)V!ug}OkSwR`Q0Pn}aA=ZbFHI7ur~Mi_3QnRG z^ZMDK&uS>WWi@RtbOHzSqxg5|HVAlhj3(T$goAVdh7=Ento0lNEk%keNr#yJ9DxU} z1gbN_S&2u0_*r^1i;2jB0?8+U3$xgcudCRJiEr5N!uycC%N{Bl1SjE=3X&D(Lnj3{ zqQ@8!^9C!v`MVb-9o#`S@%wm#+Vi;ZvJpJk8i@@bGAOzK4qDew!;xj{@YXS6axM$l zg{zgUU%?h?pMPiPt2|-vl~eq%k{INryV=i{vyl668Z0fCD)Km7gH7d!8J}PaM~4~0 z56@xPJ7OX%x*iT4X98fUk_?y~jR4DbBZAppG)0)}S&Y{JuMRe>HAiuS>r z%6sDf4sC^|i`Ig|ub(L|aHDzCM#JX;zqtB-IXtK6MStFh;A(+!W!vd2bi$LV{hArQ zX`e2zZJgOG>Fv~X{W2-kucuQ74&s*2EjaSxdA#vFks7vDk+YEv1)Yl{>xyvfba3H= zUl-Bd{0hpu+KOKfd}rpoH+(<84$4AKv;5a*a4afNxv~uZP{@<|Cr_p(u@4=s^r0Q< z1vGJX1|_6^#vr4^6qH?wPh@Y9!?GGWI?96vg^i|9dm?Fn_b7TA-Gnk3(*+lg0nLAW z2v->YWBXL4Xi3*qK_#vXIh&Hu+1vz|ydFT`msW5)a}43(EKS~~E(eQGDZsefL-;|q zH<`ZtSth$B0WR5YhDG{!*x5XWZGL`ww zVL0Zb4_;B+Pd6XF#|w>T=!b%E&)IU3KXj~}T%>tS{vq(`Kibowuqry#qsnUZFVigd z8KiI^Q1Gm6z=DebbcjVzU1TRKdL_>Vuh@b4q3=Z1`<*G~-$J@OQjyrnl@ONig7YQ> zQsu8W`g(m6Y%a*euG4R*qu}jvnIohIwZQNjpGSWd-PFYlSBZ?-~7ksWGCUOl+i5p{t@n} zV;Gkq+k}4;69xW#Fyn(J(4m3<_~VzmM7?B5PgQ0x^`o&E@=c$X^~TVx&XLS?tYtP zIS$qP_37U>Db_9pLL(nEvATb< z6yC4_LSNX^_pkY+C2@Q^Szv3_tA>Sc)6}6|kL+#qN8)gabiQctJv@9s6Vyy4(9zKn zJZtAr^&L;x9U4oM5>zNDr<1LU)+Xl_$#m9w7b#@!r>Kuw+@h$@d~eJaX7@(mtUNeP z5$<2vCBbD-lM+n(?e|dqu1vaMH=O+%yN^aSm7{6AF|{}@<&z9=QbHNg2ni15tK$b{k1LdWw$ zvN+v{*{l%p{Min<*jb9_zWT56x;qk5Z$AA{UIu z%7Fu&V^g;RHY<{yP5_P1Xrb3WX=;6rwH0*jBZq6IbY}a*C;%sBJ}e}Nwyf3ud>E!_j|J2Sv0|Q>xMG!&C|Jjxj3G#p3BEuLpH$h7(Xzt(t>kaJNWs@JGi$` z`k3V9aG1Q&k@Jn(3~Ni`ggLYZMQ&~+gJ;v})|mzj`xHTYPD~c@7P>TU?s(E(qsY%R z&g9Og3}SizQ*@^BSbbd>R_2Hl$t)pbgHkwq5h_$D4Js9-Qi;-ps1TVWGN))XG$G+R zYpF!iJZMrR`B$1Lil+CxANp7y`aS2Iz1O<$>&lF$*rHVa#}zvkt>lH*_cii`0r7&r zFqp~bbmP-dX$-3hV?LE7^m+Mr{4vfSisc4jlG<9B@0tdW_6~!CN@GFvz!{Xv^xqAyVD{$H=CwhokVUvZUy5x$eH=zM zH$h#}P)L7}i3`?A!?7C`;3zPggGLXl)wTV`15E8@T@WAQ+9i1Zifi|Bb;8_r74cFxE{m0Q1dr3O3K7?dr71^4nC)v)MX9f1zLi+x58A>N;Qb<-Z zLseuP!DI7;`FE)U40&OMKI*0D zTowh>lyxC96ruj_C*~M9TyW&d(OoqZN z!aT-D@IdW_{q^b~<4(Av={QU;JcPALLP!1EIezumOpLVM#g_j#&w_T22fG?eHv1w% zzsykh9Q6}AUkt{rsye8x6v?6k55fHNH&_EUuqDe9SHe`1KbPpQ~ zYbMvxm<1b2db2U+zBOV?HtwNTi*Hn&kjam>_{z5Mo6zLB7EV51PbLR#X`Mlj9E9Z+w;%|HaefcLpT($pI}5o4|dpkWtSX zg;{zz&?}>BdoT7OSbdcu*UhOoU&a}K{Bnk;Pqwq8(%H=X@nkGqDNQj$@1vhuFF)01 z9ovH=;7y(#XT6Eox7VBK(L^DCGfPomYu{oYG!3EbT{N*rKe$=7G5k!`rQAGwmDfT3{Oxfor3FB9B!`(Tzz zAViCYf* zCRG^6ylfbJ9VmiHo-;w0Bi`I$Clp>4w>|M*iH_R8#f)-+)f4*3`g&+CbxgTI4N2vE ze}fnWwA7&1n?mv_jiZ5*aGbcwkyh0SnfleM$&5`P$Dj~um&>F*BOaiT85NwHm7o(- zgVXXCl5V9r$qt@^PMvYEI9nOF?z>Ob`j>b`TQ5A>FSyKC1k+jdu{2rsiA}JLFhe#k z;BAfFguHC4^}Cg8S(-;auI~4tpjm>G=6M_5FbSkBga4wvd=T6lua3+1h}B45H-x95 zyLfd?D|{t5L)MhW3q5^gvc(5k|FV;!X$mLNaQjeH{+kK*WvTEl+mStgx`3)YPqD#j zTVTV~nfR-+iaqKor-_@6;RNAq9x+!E#a0$lpj$NoHu%q zk~hNE-ryKqxE}|1rJGpoWJhlAU`a}PJe=eMoLOK&5s1F{3$8XJG7%l2i!Cweb@DXc z8NCxTJ8Rj#y-}hbvtpc(EwJw;@310`0(fLIh{jYjv+3Jz<6iCC&`~_hR$*}!m`qD$ z3OoMd?x$~2wr(wb?l)w!6;HA)JI-^eT%(OXjerVkNX@_b{8Ec-j180!(3K7HX- z9@)lM?CZwyI#t39e@@L=@f+A>KZKmpQt8cgW2_r&WIM2ZFRcm5qUg{_yf>s3hkAN( z45w*NDxRhXbz9KCdn{=w7Lko*IW5g9qcNq;WcJ@VR<>^)+i@h4#V+f_ zGP^8tE1C$M=DMV+w}zssP08(n6XEL^sJ{{f-&*Iw)3$T4Nue9qud(20`IU`Ong?|! zI7sZ?k9Bc%NI7Fcc4;s$kXx!sfi;)*&>C2B$a+$Ud;{}%G3BFPA$!g)Z zn2)HC5hnDqg&CxmjE%;JcATRu%-6G0*)LUDrd&52d=p+`(wWILe{eUAbu}j!;rr{i z{1;Of_hnMMlWkV{E}*@WgpAsXm6SW{1+A>VMt=<5$>i%qp%Z9G-wGn>p2a0$_94m5 z`F*J7`E$h!q36N^>$SP={MRVwqzk{IN3u81)0vGz8|6r)(r5pJxTP(FR@Atlb4n^M zh|H$A|3-=m&*YQd)4^op`3U2pD$zl8FmfWGo!SmQMlkFOtP z`}l7hYj@YA0f$ubd69t8GN)kS-ZK2P>;!&oj;8%Jszmb@aMadZw%K178y=L}INyB) z7WR_N`fxtI9DR>|AJ|CCPx`Tmf^W`mZ7oH9=%x$NO_ZTpi%Q1_fq{?%A5)%;%XK2? zfy`{wdmc(l3xwYK-Tl}$jTH9&vcGjSZ+jfMTEhk+Zl zc(dX2DPx!zEX*xspQL5caY!!f8Q6qRe6!H^>0%mkBZnXUQG{|!MKC952Aod_hEb(D ztf=8IElzyRPup_}f4$VRnG$L8|Ti*_lrp`*{azr>+?-4Rg@0Q@=2bQF`z?V!rOV|Sc5>{0!VPhC5 z@C%RSuxU|3COkYDOqxsJ<+4IJ_g^v0*VTe*riQKmB2fBe2BbZ{!raW?;$}Bw}M-I;V;(YzY_K5Zf0>ekHC@l3QRQBmNOHG5c#X-(u_W5QP=z@ zFmPN))TD3aC)-v6;!Cuc@+Ex2sRRravc2KvQM!@8CnT-JD< zDOE~QNP#kqZIFX_$prQ}x)U#)A51Q>NX#b;#^~{z8 zmv<*YtUeHqJ9IGb!iBK@-#d}0!-ysfwT4RyQl#k@2n(jq1$~n;w&eT=q%2+XnfKYo z>7^o<*WiVV);6KT&EsU;ArA=?J~E$AemJ>cGPRJFfo_p zJpK8#jdU$**~5_upznKvjhs;>?Ein@yaU?wvOS(8eAlAN$mQ4xQqpYTjU`khlg)Wqo02&vA0yA*9slsvQTnOzKAxicGNL#97VJYqPL9(VCEo& zEd_;Kg6=}DyW$kHQl9~@XB)se$7s|tmWRwk`c(i)40G8Vx+lX@JryqoV*od}h8?s8LBzU5CWN+Izg5AM7C6?XFE zO-`;nm$h@fY)`~>me9PI3+c^fe~*;$Ta?sk%&o8Z=&dcpEenUVs}-m+*nk52pIVod z8xaPYV%LiZI%^{ZzmF!e?>3cqwIvU;gf2?stc^B-bw6;nkc)XZ@_~(HYBxXUWD)jB zuf_cL(G>0ENbR4@II}tfOBoiSLI1km``Ef`t4i~eLvpyj)( zXu8slG(UKdtXQwWvAt`p{8|APR83+T)1|30$(;uI_28^;SJ|Q|(`iv2FiW{_T*GrY zX4PnmS8ZC@$od$NN<0j=x31=oNcJ%m%cpEg^>tXX^D}Jsvx5L-D=HF~runv-U{Sb^ zH_Ns_ReK%cL~kf2UzVgS1wYQ)qjdY*MOrl`(%O8^D%!5?hY>7IfP`Cr}Aqu?_uHV+cj}P7unt2(KvbkD$wod!UzQbx6WM@X0Jtia>Z~< z@?k8qK3IL}<5NEPg&%Fy*9Bv>7Mt^57GTYN;cRrd2|dc2Y)-pB=iRjmP*2s2^Bq~k zs`u_C&lzJep?Nt4ml1w@n<>mS7mL15ktF4@3+QyCz~D3AOI^B=7zTUc{46C%Yfpo^ z;#bV^rwv>SP6O-9)v&SlB-=Ms@TLa2f}BN=(2ZS=pq z7SNp+igey5i$=}5P5*SO=*~T%3oR#2T?^b{YM~|d_4-p<$PP|YY%9xxZ9! z4LjmQ$tkcd`wl*$FGZ)0g_G;&t|n${ zsn1?$pN1}9B~TD9CrRTDG3UdsY-)u$&Xukc{3DZLWUn+FEc}Qso=$=gn-gHOc>^qS z4J6B&iKN>o$0fNKLd+*OP>_DhCr$i;8v}2mVW}HzDluaB?X_8C`2uJ^=mH&nv*>V? zD)e6yc#u6ytw;auN6RZu*mAoOlnV|7w$J!6p_X9y__^?R+S#E4+eDAXrD1CLSCqIk zjGh+!X1CrhhhY(K*lf{v-cxTpJ-$}K7W*H-prt%s^*w--*QrCW>|P9wmxlAn&(U7e z0|#PG;w;}tZgW`-+v@U#H7#w%L@b2Fh+gJWx0<~S7qPoprNTb)Iv1;cgDtF+rU#$i z@+Qe&*~`1c{XP&6l2I~rqP3AV7>#CwjH_+pGRNW7=?&~-juJLRYhmGqDD+Ey$Yu}I zWG5THWAVRcjI;ZV62^Y06)EiLuL{3qMM-dsHHFQ;l9|}eH{8?jkyPbT%sOOM$#9Yz zyDM~A+Xf|)Y;!V+e;r4w&)LzR>J6-}NQ4!?O*zM=5d@zmfR6hY)*HQ@V$x-31AEOW zZSG^rcPEl}e;Upm(t?+MK0x1lxjdvGQ~VfA^fj-hCA|+!sk|b~7NgXVX#i z&=fxu&a)X~UV}@vjRu3|_9&CtiH#c<)53mTdf~qxgWLq4AZJ8LA!3};DdC+{q)$(8 zOojDf2{?E74pye8$Z3of;WvxDY_4x3(&LX@o~93Lul|ZBw|c^fb&BlanRpyDxS#n* zYQvIrJNR}(71Hj^XMc2rec0AA7C3APN;d=T_~&L*yS{?m8Z`)1B8Oo4K_k*H%EhHS zkBNMbk09OGHe?ou?Az_7G*;V?UW_}ykNjec`#csfnLWuUIZ2O}KXGRsKjy&J?90sE zM4M}WH=CV3auX+?%4d^J%wV$P5w_xQ8C%aP80rR4R?bZ3abFBV&PI}v$_o0q(STm| zv~XV&hf|&LXPg$fTi}sIaGbIXoQY3D(dsTddd?jKUdFHkZBN+dnKQuVA;-s6T@guU zPo)Ztzj$@^QGVDRC#ox*P1_|96+c^$#d*ZY13(fk`Mm0QC9uhxiCVKm=<`4T>e|>N z+BLH7Mjw)xYKPZ1PRFY^pWv=(=A=TiMHPZebHTy$LJz&yy50IIKY^>phqc1ob~4Yb z_UJ(OK7o-tB@^EZUDl+b;n*TG862nX=cU?Z$$8Z@IOZhABs}9;(b`eipZp3xz0m-b zHdAO#P=WhT*bpOd?aK`4+;6%^11n#zA=Q7 zDyE?p@|?`rO?>UN8~8p=jf*K8Mj^tUTdA{?&8wJ05kq3oFI)#ko{D5)amJuvCJPn* z3vu@62!6KrUVeBCmPjyVW3f`!F+Hh2wQk&S1kduCCM^e1-n zmjo(LTEX2vd>zA0v_X34T=Eoh;l4u|)aU7Nw%3l~a>)s(Ji`sPO3A{|cct8**nCbY zWfo7q7qEJI2UECwlh=J=0y)=>>D7@KJTR?_(>zkjYK(qiz_eSurqpY6v5=$nOVc>N z3zLMLeF0h|O47Z!{W!;84$Oc1H ze_{eKPvE_0v&(-M(S=ciNM~^nf2!CJPg_NxxXeNtz3B>OtlW%0=2Wxb-ODL+l!MR* zJHd?^@*GqAiZS`v9n?yl1INz3!Mq`HTtne&!jbEU~9-d2M z#S?RIzuP=+|64Iyp8Js1nMOiS)<^vC%L0Bmq)_`Zdq`*qU`>mrV_t?cH+|G1!99Bl zPFuZUYln=4a?4g+`&3=vr!ny4$5Z{V3+x0BtX^>k{l~_V_P;V5IlPzEG_+u+hB;Z- zX;X*X2Mq5Brgfq|ytU>(RQ9yyxj9`nVFu>lrlLbRZO#;_%wWotIN?5X8H9-)O#YWw zeSPUz-e^NOq#P_^jSYe`D10wP$(XaqZ;RPVU%|~09SOhOHi`nC1he%TKe#Xz!2xt; z6cqc1}NP*v*;cbyMtOMXHiL%;IyW zQHyH|3-cI6PbX!fxVI5td7Z5gVY?BNiC4iptv00PV2tKhPH@lOeC4j!)(gGuG-ju-0B2tOVWVG* z!IBF{*yKyIaoiwH_>z^tk~EJB4s`{PFE4_$5<^kAbQ0hDT$lF$Zp8G)IQsYU3;UYj zNO^ZWcyp&<-2OJ5*%x@>fpPP>ZwpGK1BhB9 zNgnMlIg5^NUNGKJsJt@$7rCA0GJSBqB!)d#cfo}Zx^yP72vKki_*{F!vMzn(r!8m~ z=4~^n<$(r2Md2yySn5u%28L5(vMSr&emeuS>k>eOiySU-fePftcTPA)U z(!~9FUe8>=wAF0be}fHAG=+6Oqk*nC3rvWo7#3+u|LilFjZrVJYhVSE-IrN^_kEh< zp)C~jkC2M+O!61w*`%r^bYyD;?=19#BSvN5A1A@j_ILp$DIDQ8T~wrEUILujjQQAE zo^(nf655?kfacdHymO{Dbyp36lM76sFK-o0RNM|zBb}*t_7pnpsgC(E8T3`?6IOqm zMJ@(mRP$7l`kox*)~Ao8#Z!vNrBy(Cv153B6uBK zf%dhF(J0&q4!7FCm*@>p_T8G^wvK0={Z?R^?E^h?S~$F=4iDFzU~8Z2u*w~$akj^7 zR$3_!i)YM)(sM_d_~t-z2rWZNyCxjD^jyF_G`wF#6Z~0~ZDv)3)(_ zoQnN@D!Bxr+s+t^~W_5x64F3(Bu3183jP=6;pp zzCM@}Z)p-2anhC4C{a{c?4){iQR*v+qf=YceHH~Z;j!N|ssY6~?`9NRw{{8~?p)7`x37S-)G|)% zR{|S&WkEIt28?|YyqX&)kY~jRy4Vp4LCuct&T{M_#7erdWK641hPf5pj z7L%ay-!pcA62N4{Ja{PKh{nQB+(5yCq}T3*hJA~v#w(YZ+Wz8*4w6QFCMww3W6Q*w z%);>^UY(Roy~W1#{Pke?H(iS29*-f(36er?a4}yv;kHel$_SVwvOxuY3PsL!g5qV_ zP&DKieq6N`27INdLHry#2d87@W_4KTsDyWNq}a~mQZ%&O6X(filKsKyv?q8Qiudt2 zJbORv-Yd^vFnR|mQXlw*^>w_({-@~VCr7P8sc@_AdCmMK3dCG(XsP})Zfm|gexFy) z(jEuHqRMpss6#PD{|LlgN`kA%cM3JN&Y_gjGJ4rLpDwrRkj=LkI%Fi|Mjt4EYUe!o znR%Ms%5r0$>sPQ(D!W;bSq~21z8-R|dT^4)8}5jnH91clM+Jpi(7U#S%{e#}>(12S z8Mm8gJ!CuSz28F>TP4}A#42dE`x7+GxWN9?RijE_-u~p*F3h^& zPOUN7tWxM%Dn{?Yq4#1T^zd_j>+ZkI;Ds&-lVO@vM11Tk8JMCUj;FQNU`_WHdRQVs z#T%0uEO2Fo55!n{g+23{e34YXB~#YVr!=m(54VerVExbku+O*mQD#^={q)$5{X37t zz2%-vX6yv8@+brOz;4(bV+jS(Vx;1?1Fk8YVx8*GVduraEaY&4;LI*U#rwNyzehIe z{%39iFK$WD6l&k$&RTw+0_(A-Awk6$70)We-+g1? zk%cW=QNy$K8+X&!+{<`UR)$(PO{Y&U<_QiI1FlxbfD+Hk;6I~<$XeRbLDQe4C&|$N z?bnqr52Dfe$5_#&50Pu?*pbs(WM*;-jtJk^S;pVdswe|OH>pF@&r7VcK8#JYHKBEG z1AM;xFnE-eENUngn7n1ec`r*5KB=dI&Z|5$&zVM{&hac~iSAM|iXtjufMwWApgT?9ieHRG3?9Q!2d#rdE0dun- z!cUu7Z1-{<=$vp1Hh*{rYBL_fK~oFC)oToS-|q?@sn2+4l89-H58~SWbLm4<2r3tBU$bB$LOyk z2eULRsAPwTT61Ti)y4zh91#vb^4G#(>EHYVA#=EW@Kolu5PW-o@0fpznIYC447>WKLnx=tGt3 z9!&vPGXr0!ze`l-Bedl+mcg>RCpS!^-m&nxa*XyPo0jl&p zMTT3Qv;*`sFVXs)jWn$3BQ6u}bbWiW5aBZG{%ZzthZcdoOa+XtivkVVMrL3?8ZLD0 z?f^zVsHJm; zpSXv6MpFLmg@T7!U_g&eVxe+zsMAK zEy94)9c=r=Y8(=Bm~H;%!FuLQVP~U7v{yorjMENGoXy z(a6Qj^MWNyTJ%ZqL2d;KwZkO>o6&=l1MN{d+^}!DFv7D{MX$Bsx%($!{#_ zkfdA>XY9Lof;xK2YocPEsdkDhy|&aO>r^4L`Mi#re>PyC+*mTG9!YNu&8TQN@FS`Y zQU4lSK3QcSh`$~VqZG~2Z)*WP(y+8XVDtm!wB=x@xGg;zae!Gm_|UHOVNiHSj`M#p zLfGNBL$%*lrvKk9p;wfM7E;CVeoYb>yvT#>NoK6#4WPm>XUH{-LirADm_9n4On+M8 zqs|?0`gIF){r8lW9Ezv$&WEu^a3^hTRiw*R1^;KuFmLlt)OoW39Cb#+qJKY_;}R42 zvf7-ozga?G=PRc0pBK~}H3Io{HIQ;Ko(@FCvbF>bh^ygwEMaW!dPOcW7`W{ztsHa< zc?|DV8+k4fZO?aOfcHy&Q&T!KIkOBlv>L)2duP@p>|XvYYvUZsUcm@yO(-!ef}d;N zK&)ROc%<9Iiw<3ZIXj)**ARS3>&;;6wlr|slfbl&H1o3;se()DQ79jM9WL}t1Y4CZ zJ|#?yg8tn{tu4sa_pYWx&ckU}QV6|q6R*9$X&ZITk73KFnt_&QSB=LoC$RZZ#gsy2 zsA9rC`skHKGnHcS{F^FX>F)?C`P4{9Bj3@^k#5v>;WD~M?!f%d`egCqI_me!@#dHN zxOstJAipsLG)A0;k8^xs*`jC|cozqC+)k+ZFq)VCV@^8xLqyrP@*(H_4rpGohRstv zz`PRr@Sl)D$qOvS=^LdX;YIlz(dzME z=)*8cqT6zGCNmL|HD^PU-VV0T>mZvsp@=&)L^vB4`NEjVGnkn5Ppni*ViSLLqEp%e zsJOod^g8x(rz8@|I=h**{P!PwZ*U&3&ozU`ue{i_<6iXPL@0iJluLHsG^ffZ{Kv#! zXz`y;Ct!HiT0Hm16Xw)J!p6QEsOqlC9`tO((@RFeAm3=P*=I@T$}5;%vJ}MlKf|iv zRqTV?9j^O^I1S3y71&zWQ0G%W`#vI9^!ctLjQJ-41H)_KcVr42Sds_5W#izCvp;*+ zYyl2lgW29#L#}W15o;N&!0UURC~IXn`Af8t<8GPS7k8qF>V#)~%UODGI2*I0R^!Mk znpAVlK{)FK(T7G&$S)cOE@d-pzRZ~mjY|Hge19)&e{&m5ea$h@p_whrBb=0H2)>fa z$Ql^t8|H&q#V0vQ>`n4Aux(z<2f1oc>ktDdGgXF} zm$yLN!g30pWkOqngbZb50eYmz3+KUm7^~|`{sN=qL}3vcNspl=k8U#UXH#kIMQNrT z!oajjjvC)QWB1&AL91m7<#JNcKd=uDOf}{WyFReN?j~&8X*D?cqW~VxmVT-W}0gaVMU$;T&R);|K0OhpQ${%Be;#w&6{2Kj)hAw8kQ_m zXX{2M(!dJ2+R;BB;o-PcUMHs<)w)hnit|ni9Myx#A1&x+&|C<*IELPYg^*jB;MDL4 zvvx6A2w4>?VGbt%LqpFq1*MT_Ts9TvDOtg^Wd^Wvd?Zf&=tj!NSJRz+hIGGQ=)S+H zq~j;`lChS#|&YH3b8+@gnZr5cus4OAxbY?ik(}Az{hH9 zxSO;S`cAIH7xHJ}+>$!nGikWZe9z5OR{Q4)JNz6r%Q}(f2>VLqJvsDYMlx0++jSPgs*6FM1iOC^WU)WxK)Bhs1`xKDrrdswyaO_HN6=yOv*V$Nw z8iBnv9sENz;a_JW{F`ZsdK+fZ!}*c0(tA0Sf6NhBFoz!bp(3p^nJA3o4OzR3Ke?ZOfZ6A~X#G{9 znHyD*j~!gQkEC5K5b;R|db>>E#2ZIwEU*HTD_F}#w91?^{B+4Xh_XiEryne8Fq zy>|pV@llzby4cUEzRm-M!YzOu(ZEi*L71~0v0WzkT-5>$g?z`+pj6r)kVlCRkar1N zM)ueI(MHsa6Tipt+P%&A>vl92I^@9@z80*c62UMy0m6I>!C-KL(A(>0){4*A;U64~ zOFYBu^Y74P`pE~x#B&EVg`VqGUv#bTqU4<#_&T@>uU}Ay850g+#HY!%8>V{FPDrO4 zFTYUJRGC`K4f@dkW-+W#90xDTqCsU?3%eR%Nb}Z5qD0RLxVGv(+a4Vb=Q`9tO|lBs zu2=#Wg3JXM`xn-bF$z{PPnwnCMvd8f>7k@2)$=3KTVgydoLbFH|E=bxK9c5xhRWJL z9dtxg_GAe+qTLC^PU_e;{E~rxkG(-mTwtlJGGHbyZ)|RTPK67tQY5Jvgk`&5{7Bm4L7?)@>VNI{$?~j zeei&0CG+fUUkyzaMPP*-lC$Y{dOLeP8zH`y5_ag2;}$7w+n>SWKQ4xXUx#4(>}&|B z8VzTbtHP(TBW$g!e}nmrP{?@J3-1MX@5QU?WH3^ZwfI_r+NW=9_?^$}bl_1kGI4?F z*9L)eQKHqvdO}@~I^5fE7dN@DsAp*QLUJJ(kLzdSFqD3yE`AUFxDQj}q0YY8(5*~G@HUSK*x##gcMCT{UPijyVH zV5Q%a%H{)-|6+Upd9nYUXg^pXcD0_sQ7mf01eaJ;nqp zGs|#3&bBI!W;XY8=+D4evP@26RwE%aj77NO+bEap(9 zLG0-{N?tyTw6~0)m>YR`=JHQS4-zy>WfLo!97!((m+PZ}ofzC)NxLeGsrB7K za_PyW#;P*xKYfWgy&6YSgTJAXeJdWAH3P3E4I|$@!d+HrEOASwaOoqTa(`Yv=H9o5 z*SxNtNd{uy+4^cZGE#P@!B57ZVM8eE>)lP$-|s{_Ya3ehVKiABXou47qbxP-FK$0{ ziBmsR&thJ9QpcBUF8<=MWGurWJ4I7)U4@=wS;LDaI93H%e8oaiVPy7^mwqrU@`BTT<`U!XK%4Klt znlyYH5f7_tilA)EA%U|m12N4Juyu4U{F*O#Y1EEE&h1l>oqV1h?#zajukUapFP#GA z%T`d{lR^gv#F*908oHS_$0q&J3W|z;j*tHi@aaEvS@>~xrYGc$9vcp#6&EvcZNoO4 zFV@OBgBUo8Ghy-#hOVy%UAZ!Rx{Y+Xf)3zYzkzq%;*em{=ktzkoa1~+}=L>3;D#a4D^(fE(?!aI*x ziQHytdKF9RkFF9g@Bo@LjOqH2am@YKDnTvj$>MqxScAGW@hYLD?z%yE*LZ?i+e3W$ zI)+Aj9H8LS+sJ!TfGDqiGQGMxhB~_HX~#Bml4$Iw^6gH7i#`+gR7esCf3BHDf^GC( z;J*)r=KK;k^uq^|+!nD5nkv-sb1p@Mx3kqf8QA>(9lA>FB5{j9^yAt|dSWKcKX4Lp zPo90}C$0^`jYm|-_<$;1a?@nSTF+RHq9bVA>9IoVYRrxW`gCsy#SLCVw`!Y-yC6YV zCe0DO`>0A=*Nns9qtSe4MF=~jw+W0CPqE1`6lyRWEA21w9htSP@LdF4^{$1W-xUz| zrikr09m|fz?*pA}La$bQEHf!oM-%V0!ky&|tBqbpN`qF?U%H5U?7p$UQ-?A4f;ScC zigVWlmbBf*BW!${1i2^Iu{U5qi}tU9TK}J@ns6VBg#PE=$8*@5i(9~~-hrCW=+gy< zey*!kpW9b0ps) zzLAD{VYBLmyVVUfTzhCa`TkpneolFCpxFxp=04@u zO&kren27rMq9a8QXht`j@X#%#dQyfr+)TgC?v5PJ`#hF|U#$Q~lwPuXl2@61w*nr! zEdjC3*ZIPk0zX1>0sln)G5h;*9QnQ42j^Ud@J)WnQ2HZ{>)EmzuH9##c{3Ix%l+u~ zcQtSgJ|gP9_8P}M*C5HU`LyHHCc3fgCZB0?h1YFgMfQ&u(UJHj6sao0frm%q<(GG{s4=T;P<+BvGmALF`dcWrAs% zCNJDC@81W5Uriw;sU>)Jcpiz8&tPf!MBehyaNIq~i7nMgMU{66 zHOG68Ko%G|3$^4-c^Z`8k{Qyf2 z(;|~cmTZRn4gTt_3OZ6-fkQT4#hIeH zd(`NLnmV&_d&0!7ir8USUD|H39)_$M3f3?MXFjaqefO?qQjr|DVoo2r-n@m2{$57g zabmR_Ezjeu;z-mSE=GZ23Dom938HrTKzQajP##pzZfz9iKp%WrSELoJm0ki(_iEUP zgMpAyauUTHiutSCC!^~cef(`0$JhFt;Ci$L&R28}lMNfm%@mk!UwRMl^-3mm`%E;o z3mlR%gFLhh-vM1yh0O2B22N)DR`%Rf@Uk9U$o_pf!PhK|C(qKOY_L)|^BG8og60fP zd-`64TQ!s}Hl1DE)5FaZ@8X}@kEi*4HKHuNh5Yt{t8ln98cv&v5#MDD+fGe~=(_;J zrukvZgbLg`kdGg>3p;cot{RnP+fe`E0~URHAF0)a;=bE!>ABN?80Nl@eX~)6 zw_kp7GQStm=vS9Gmv|SDX;Xmt)4LeWOu_Dj>g>Q811enefhkiejO%^RDcA@z;Z4Ih zf9GfjT-C_FEluGjP22{`#~b;3%F(QFqZsh2C#Wm^4jp8}X@2zy8j7PxKhBLGF=aLF z)r=&sY&-Tya!!G%h9@T~e~7jG@yFS^w}gw4IJ&xWJ{E|kh)9T``7Cnv#ca8G{_us<5`O(aC>QLI9DJ#s<5=B4N%cwO?PS}OnQQC+=@EjxwU0yNdBD)-7-rayj zK_4NQSHW>DtDsJBjo#fJ%?`yKX0Nwj#nJP0p!9u@jiGre{u;Rz*Y7*U7Y{GulJ?~D zr`}%RZDRwdt$zpi(<>h>Y!C8BLiG52Z3A+(e8h#YJ#2>g1J-T7mS$~O%pP@Qu+t-U zg6ilr_Ht1f*BQ4Bo=HZ5;;HfAC3}wzKpEd}CEQKE9pgmh=5VY`n(XNgQ(NA`PX0K| z=H`t8rGgqewuRgv2gP+r_rGq3O>e&@e>E{p_rB?|V zZC1K$8HU-Cyj;B(MoiMIV2_8?5fgP88VYycV_Rjmso-ddVk+}jFaeW+|9(##* zOR$5scT(*9el2+Zse)7Ucjhvmx3S2fB3AbLFzfesCab{{;M1!DC|PI9#(#5%(1T8- zE4>u^)srAZH2U7U+jSMYKImD{|lw*j45ruqT&kdd($F%)Nl6hc0K3Td2bn?=f zWL6=oG+fG5)0H7t$e3l!*dTCGzu=2WQy^Qx2qxXwjLTk6;P1-Xu+c)s`h%JTY|3(h zP}?z-(>WI$vlsBn)83(b)JBm1jQptoQFI;-IsIQ8Z%IpOX=#Wg5$$o$Nh&K;BFa`~ zA(_dFmZlU@*@TvcRo!!B6=fx4Wbc{8*C^w6fB!+xbD!?LpL5>t*K6iOs+@a3Iy(ho zzkjQ+pL_|#xStYDgSOB>!|t%4VK)Z;It5p9?QqMYJmF2gBkpdf60=D1us=0L5A~;l zuiRdCOSj>m+E1j}O&{Yd|I)F(H-w>m*YJ{e>x2!~&D89{)Dp3g5~l<}hk+UQR4$|$ zW%1(FJ0<+wxtK9}5oZrw$fIp#*j1&8SIf-9pJ$YCWW6N@)OJUiol&UnY{H9_t?A=l zZw^lkM>%nf!~{eh=QAI)+RW+YidHz$J`Xp)_$&sEyh{})9r52!Lx~lm$CKR$xsO~> zgR>NqV8*(xsL@!AF@LKdYl$U4yez|~TEEiL79D)ILS6y#x>$(PiA9KSO91pz;8bM5ue8QPc;-MK*KRqi1?B_`P1f@AxI^Zz< z(Yj3|^7CmZZJ!iG{&3} zPlkJ7nND{)bjwx9nch#>T;&BTwyJW*#qThs>>O<@cqiqG(xi8%bT_S>9NywNhTlHl z$XowhsE!FvfWaeuB}N|ex#Lr+qo?0@3pn3{{iRH{33pkkDR2^swxb@`2YX6k8 z)sIV4DEqqsK72J9@aq05XE4MGcYE+DS%c~!s=lb|YD|U~9?|~i7HD(CjGoBo3s2`H zi@O!Rz_gP;Vfp7BGjwQ$;*ZR+~--|%F><)*l3>350QQ7R76HpSD1&&4sf@4@;J zO_Vk#9j;V8gEw;KuCHVr0HhsEN~1AEcWH!u{Rgnx_Nohu>-8 z*!?Vgvsg(f7c|h{UXeyD2;u3SGN`NJ!2bm)Ve7FFPQD(+c0U|B`+yzGDdv*CSA}Ty z`+_jIUm7T?^x>c_+C1gxK+bg0#8)F8lF|z|Ts5!+9P8$=-Q=Odq$$1mR9z$V?%5UF zqvS9OQo+ncz-xiCA=gt2Ph5)N>t_K*YuUJU9jL=Jt__||G31c^&oq5Xj^J$jjjBtZ zxP}?55FC0fq~geX)LVWW zTw+D-p`ZDg5HPGi$nBWOEb1XuCYt5UM)Fm);y`A?FL?4eYSz}63>9kpC>}N&sZ$Uh{HcpSLLW} zH(|5OB79~x7@89L;M-MyA+JS=wbw4Ap6~|l55G<=`%h4<%0OXD`VvTZUkmRpO$L2$ zEA&^MK>wm+gf-ia(*1)>j(he{WQN4ywOCA*MH>8e=~8$V^BksKl>B~o^x@qEJye?O zjOl9EtG36sO8$_;u&g?QAAkKS7qQ++$>TX*_x?yXs0ZWnzTZVcP4e0^x7` z_?&(ir|)b4YuPJMvB`(q+?6GU^HstgMf5eR7l*yH#qcdg@Pm9HuaB!}b23rrJ!_uW zxauBVJ~oT*MfKuMa<@bt^jLK1Gm76`UCQ&~W!SOp7I;)k%$j%hxKlF&PH!^h!sqWv zcc}}#xSj@vyKj<7P9ClKqKY5CFT~Q73A8>^nN8Psyte zrH?kmTeOk$I)88szd_TS(_p@tHvZkUQ5bqn>cvU>hpJX(4DlW9rghnXt?aH-m#Z~U zEM?-di?YNY!-DBsV>h0CR}HUR?Z)>XZ4`Gu*WlV~{rJ>`8_;L`aXP%qmo*Yv;nSHP z)pHb0@Yd-73|Fb9gTsw5@NO1NT~i9L(q-`YFnb1Z14P)Ux{?07@rHgyewE&%bp)$cPnhWPR%mdt!lqbz8hgE-z9A8xp zw+$3#XDX88lu>MJqtDxpSwlh4eF&LU2(JQb>FmKgaQUaknxRWr-mFeIBiBxzuRJ;F zn4@@Pp+&W=U#e(mZ3127X2Fj2J^7tdrl3ErNL+i*R(xP`8ZIR6rUfPCl#o$PmFZS! zyI2D}wg+>NrV4K_l=iOm5nTT-l!J~BWBG2!#Wm$C$g$gD_-EahR}K3C2j}jlcU7n0 zQ0+YIurH-O$C7DELIy4G<$%Yhj1yK3{YNFYR9GR>0mp9D$Ex0qFvIH|31vMvS;}*^ z*+}!_M04)5;CJ=1xCR(EIikAv$gcRl?<+AiP0A}pYvImqVZy|H zFy8u}_})gIzs1P#`b`GB=Uyr7(vUjx+b;+$+Z(9DyQpfP-%a@Q>OKu$k%7T6UqP`p zRrnlrp8~hl(Bq32>5_%1_;0iWOo}{KZMEc#Fyq2F9KSk&VjimTj%2Aveq9gu&-@Jr z7w>}Swm_bKT!AUHgIc0$X~=#9T(zt}D>wggyK>|j%}+z&OgQ;Fj&A7xt@Ls&Kax+ zg{B!eZ~SETZ0Zg90sh$V{2s0k8wE?wWn$a1nK1uvZq@v0-MBJuEr&_pS;1d*jysX9q{Y8 z7TD`>0bVSTs|q_m0gtF&cT>14{XV-dgs`{DxMheDCXc>P-3uOy#?SOH)VTq4N++=9 zk!XqCa|{-F9!2x2W%zvSa2(NB4i80+#0zPEoG(mQh2?(j5T9d)mtX4OwqHw8-cuQy zs-%2>h#rnOoe!fW=jWf8$22$g6a>GiBU=AdSP~e9HP7Yvd4Lb({@0&}U(TZ=QtzWu z#fRspZ)CUVK5W!?8?D!x%FZPoc-16~X1x!B-Q7lD)h91%n=~DjzD^Z<%@gsJM}Hh+ zq=@@+Z;8*0?$c_+N!Y#p9GyK-NcBEL5+?FI*b+r#Ft^Np${I&^)GY-I5Ge@2rR)#@aB4OO(`9ezJb$%GV zm(Ra7=J0}}Jm0#FQU>iJ?bG{Uo2Mslcr5i5^TzT$ImvVI%A3CC><9a?pJ}qe5H=iU ziR1Q2x%uWkSXR~#r@okjg_qi(v)C2~m!@K7;5O)Wk>P`mEuKm(r0O-Fg{g+A>?G}_ z0%oSe!1LO?OJd&~GPxuCU70BDZq(sV^%V$7*29wJg<#mIE2{kL;T9h_2v_xSX7w)e zcz=u&7CcN8hpjjOz0XePNp)K(#8}EkR_vjMXmwE7kjd8n`S9BM$8fFJ3JfR;hNq{) z=#Z=>?>_7;WzXx$Q2ROsOEc$1rqUUFs4ZTZvjz+O7Qpvc>)`8(OHgII8j&4ii%7| z2=eC-(}Bh=s69(f7(2K|nDb$eu-WDzt)6nedY!Q05fynz|<7G5=`BBqdtD zC{1+iDT}+*oiNv0@}Mf~vKTRd9j4r(CMz5I`{NLOesKd%Xt=p0{OuHn{IbC#_t&9S z_;S+MtH64Pp`upJAHp0no)*|Fj zAru^;15Jac(8_yDG1FR_LtYsVTa%r+C@F&t9_QgJ(1y^R%J_3kEorUEXXA*ixO>YX zT-ka6UI#69`w)m|?YInEM@)xVnX93FdnjBGL!e#y-3ehb?$c`q;X$*@c)7c&`}g%C zd?{On1J$HG<=H!8=E~24+y;MC^!yGgElq@7RpzG=F<6 zb(7=!@rNMn)=AK=8HML0&UN!NS?H0|m&!F&B#u#6lry?U{TCb+k{?V)>ks?#r<_*zY z_W&=x@>d*Fy8<8jD`W7tOnS*bX^>(rZ?HbV78TNUJs>enbbeCr_;6~qzs!#|tf5iA zdhrXd`S`sq1^>>Pgz+!BqwLl7!gdQk?Ea}QzG{~K2lqJQaNB8E9yC{cqZox->~hI` zt$?3e`;xKg8HvZ735Fw6Iedy7RtHKBkRc;^_IO2}68VkyKHJKxcQ|od(KEb|aRYQc zgTe34RGhWB6tCV1<#FpI3y^X!y&u1jzErk>BOKtz>QdjtDuvf5J%rBH8C?4-m$hYc zc&CXujcm0d(`tb?H~!+OQD4RB1@WwXV65Bc|L&08&w;FF`W^m+#lavodmOtn5Bm>u z;kE14p!){{($lKIt@~4PlBp)#Eja^Y-L>hG)-Rfz_k}e3?7=%eMZ(6)Td+Gt2NZAT zgJQ3d`1|t=I+QER6JzB$B_j@|KD~;UhE>t!2kUTlZEu?NZXmW9{Q=!dZ8Y;51Lh{1 zaQ1gqNY(d)6V+j8;k*Jo8dnJC4z55mXDzT^`3S!M`$mWS_P|(`A!vJgH2zM11FUfg z$N$`f>b@rt8{GMA>k?A?GF*IN_)_YeNcWlLN2L5~jcD*KR=BeM2PO40WecU)D&-?h z;;l<(=;?-;)mMhzr1N1~T=vlse+)lI6SRw=e3vWl|JJ~JF74o~0m7D3uL+ zEh0zPi{iWBogA9@kE3o3Wfv`LF71;RP5*|_*;3ih0z zgBlq}#f@)*qzt((79?4r=x>Et*IR@;6;ru&qypOh(&Cw`28qXp%0eG6Ig~k;O|uSP zpg}JW<3B?WJla~0UTUcPm7sJsx@^gR#l$HLLpp-l{b zZn6x|&^W+uDVxa2Qp!5z?r^=bzmRw3ZQ=9T4dUve7+!p$6gJxmG@$=R=$0boePfPS zj~P7!-E1>q;;ko=FJ>p*YAh12HRtlz3~Qb=cMFF{9L5>xM(n?N6>ZaU7S=Xw=Z4oi z_}G6sY@9k-82Vv|;OD=Cz8%QpQwer_O3xi8{TT^P(I?!jZ&%a5^Gayo^%3%8Z{xSG zs+hQFDjIsshe)e4qKTIk#`>Rt`XcF_?^!Ec7;OYm0jX{=GDf_@sa8;#xQXqoe$rK& zL~#2W%8sLV@U~k;Bv)}6HV*Bevsdm{SAM<1xz-P>%Z`5%x3B7iRqs26eKS(n;c5ZN zl}seNvRvV!;bQJ*e1pbBu7^X~y|B7$I(E)F1=nX7k!NuPpFE+5Yxd8e&Vd)OUhe@c zeq%;uS!1xjgEPOcSHJ_^im)@sl>gfo#HH`NY1oJa8nmMox~)0IH=Lvy@;^)Vel7U} zO$%smswHmS>W%h2;=$0<$n8YP9%^@r5qtF+%^?RnS^L90wzwC_TJsWkO}9XP)EdqI ze#o4e95!FvUXNIKd?%I;89;9p|A6uDqoi2*o!&XcNZr+=VEiKq&#ym+5rNC$PQYcD zY4-!(oa+L4MlS@5g$ydGYeeV6<=E@a2`n38irJ2HsJy@kZG7bL>EdF1Jx7f%|8wB& z{w0Fzdu_ThEezA-^*F(6CMQjmyxbLII9uZmt?PMMm@=q4?rWZpdqT&EQKwQNeP60j zwP_Z*Ia**;<9#%!jm6_}m%wI2H+ug-m+Yo36hF#^;GQnYZthXJRMI__HLd;FKxsOs zHeH}n`6b+tG0rXFXas-VyM+ogk5g+~E~Y@UEO5*y5DJzdJ32xe*R% zF|ikZ?^7rBktJ^E^h8*;!iFt={(;l#=Dht-lh|@9ou3{UN57m0QAytf8t>Sh_h`rP z!2>~jY-Au`JKaXEuM35g`u^PH(?TOB9%C!%Ot|5pAK$jw4GWS7a&hH0zFl1^X6w#` z1eM*m>aPvTZXATB8`Jro%rGu&YpQj?bQcem z<`p-EOetG4Z*n5}e>P*4QAVWx-$`hgZ(LoKwHZ5JbgM4^Hx=wVG|>_I-_09de)rp!@7Z0Lf$=p z=sYFmQ};a;69?X^TIl!_^mH19>P=ZZtlJJ;uslP|a7@F-dlgudc@D4w6J&U_qUKA7b<{&DM897s97z7S(#f?0FzSan1XUR-#e zW`A4FS1rPL@Q_PF%)As1?i|N@aTerku?h2jb>V-S=DcXkRDPv)O-#NOiG~0DrgGg> zstrHP3FBsx=Ik4=cQ;Xho(1d9xDNIkoO!$4P`9Rrd)2Gt08gG&!ymZ~&{ATIAGn&X zyh-4WJ_)RI<^>JurpFud$FW62PflMwf)Z{IJ ztXqZtLkHo93rcuXX)P{TnS{;>nYd&0ExMMd#^ddtLfM+dt{WvkiR_U$nrDA^g;{v3&K zCkP`Irtrz?@38ky4IH*u&Wlx?MTIl_Me`vO`A>NSzn|Ss#|P=N+?*<2ZJxqz?h=Qy z-#3a>@6T`KeQ7|BwX~Z`q8VW$`2Er|oTFS!Ep5rXIt(ed*pe(h?}DYtp;+WC&!v}4 zM9TqrByZXi*M3cfiu^RTe%==!M`d96^%r%yJ7v1omsX4YLCJE&`d?0+X16#X$qq6&0yo(zka;yT) zD_hMgyd=-=#24awufcSxb}Y)dX>o6NMLZX4LKD89C4DQN| zp2%Wp_x=#SJDGfj&Bys6kLXux2}M7XW-mc1C~IZIdb4ubf6i6GU|SpQ(9i=7n?P7$ zxChqUixG#*^~TQBMEvR;2jey=@-#x6<1z%(QW?tQJ;6GXJU^`0FctKtfH{jXo zB5?RM8bAJy<=+$hTrA!qzU)4QbM5It!x9ZlQDSLCOfV zNBxhPq^cPU>pz)c@5A+?x1&01I&Q=v*h=H4-y=;^U$+1GoR$O|^ZMPVXy~igq~L#w zbQ2}!!~PidoGl9@5{A>^oJ`spGL)NooS+eVlIf7!D){oqlPCTc$-(+_g+K1k#L{E` zRV$gUWA_aSaHne+8@GHg zQ4n#n#Eq_I8!1y>^KmPGf2zY>)Y7PKVkxT!#&YjE6~6Z^m%R`8Qc_1Q&-_yXiRPC@ zzjv~Hy4;2TSsIhp^sTreMvY1~?Zot!B>L1^4H@ILNj<#_>dtuKCip!j&5=sDGvPa| z{I3mG+}tcE%>PbL2L@nV#C}kY`v4!P1)9@5==1hM3|8!k9+i9Heh>&hGjR59s*pW00=vPM6G|h&!iTqUIj;Zfm>S;%R9j2fTp^_B)qAHCi zHN2rM&C6%0;$fFzuonWl{6`p9mkoI74Jo51u`dVa!r#4F6W|e%}bjF=;p#o>V)Z%$->x4~* z9oRNo4><{F!mrsh>)|#&^Us|%+bTt)XjS;Q?IL}=xS!Ws+=7N_2ZdD%<1oKVM)hAc zW3fTXtP4e3U}Nh%Tz+*J{Pn27n+C5aKsd%B9S3+whBUV;>IyAqs`!oW16ow{opnE* z;;H9UdAL#~kDa4WDYFiNr<9X-S{DJP8xCDo?I>6BP`x{^36UO z6mM+6W4zakS37s%VaZi_T|?q24E1(f_2?OR7w)D$^0pji8^w1lPSbOjOVm*Cj?N7B zVO5iD9Clx%l73ex=XVC3w`}BBQ6XH`n#Tt#N-0dkh|gV1Wye0JxPRZpY!RNqE5FU> z<$0gryPX5<{M`?IHP+!Dk9xfQjFXKI$?zKkN&)AQioF(ZT>Yh%Fa zoF!K!wTQy^LcZbkPJGyNkaRz5qmR*-d3}GPbJ8Ah>S!hY^zs}Hdk(_gZ_9X}<7Bd( zpXb(V)eiEOv*BGHV%5CF53s4^6@N;};mvE*`C{+_?(egOOcHI$DI`Xi{aJFyP8(0Z zEa&t6o|$a-JW2B71@N*RepIL_%@0TYM~Pof@(zVEIwx*~tTnx9lfE5PE%U}n?=FhB z{Aa+W>|Zo5XcjB^#`4O6L->fEfzVw=kME9Qiu{u-IL-V7*5iudirqe%8c@Vo|CC;< zl(J6vF033|g5i%sQ9DQjy)I-_zf>72F^FR@a#|m}@WY0a9)#nQ3pa4k+zWW1M-lG( z`i5dNp2FRcER5*Ci=W?H%3CeuDeUrPxH2^iU(O4|prz-bs$~FQI<_2A5)Z)F_$%m_ zmyiGcPNRi2qj5}H1Qfu09DQ^dp4;w@9n@x+y`=}+i{?Ov?hy3A_#L+0J+l2p> zoQIN?aa{AjpY0QW!S7{5c;#KmxmwXle`kzC*FC*K_0DNnpKFBeFNX3umoEvpII)+x{GEDn7%X(2e+V&KPJM;R0g3 z}1YK@x*3}z2Fs+j26kep|{ZljE;CC)GVr`Nwa(5AHyTK(qto@^S2NZB7TcMr5=au z%T`)?-3#8_KTEyyt+Cl4A6v>?aPh%6pr7MT@xSL_`-A!PrpHxqP|?CZ16JUs9}{tW zgtU8{_X%1$7J_|?A}eWkhvjL(_*mkX>KZDM{HvZVczxsXIa3T18X0cynm2D%;&! z#ZS65)8qG7czyd7s0{L=m?7t>%kUwzJ*ttKom4m=!W}lwxdz#qYWzT1hbtq>p-Q!v zo9omou)k;}$`*ff^GvO$CEl~(rtKxsx00ye0(sbdub9^C$pVAbNqDAS1uOFpV)?-R zsBT;Xd!)1Ek5Fx-BRUfILdnggs)3@SQ}M-|4&hFIew9mz0Z%q?0P8eW?()ur&EvcA zlqtty|J4*J^Jp$6&Uye33)EpjyaIM@HkA1BGVVoXFJXA}89Y5m;)h#aqbO5rtS*Ve zecm~AG<*qrB{Txn?}c<#dDy7dgJN%t#);P5aQDu);Cb-AC_DW+Jm?pKS8ryb*~Qzq z{A?fhFW-7#zW_USc@>Nmy{FNiN&g^U>MJSc6!L>QZTNq_P&?u$EDY;`x?1<>P3|dZ z>vbG9>&W8f;s7C5&w#^+7UJ1^saSMirtsod6j~Y;VA8Y*yC-FS%rx;SkgEtUtHk<=5X`FFSIZYR<3t4lE5@)~biCQ0LpyjBiaM`4V!tdA9 zO!Zy(YW4#By}E;vpc}tE;LS=arn|+&Rzh5EKk!_x38nIV`P{K1P_z9fB)Feri``k( zy)}Wa>_{Vft7Sa3^Bj9TGNsMEz1$YveNBF@S=g}i8+KXVNUnA1P_R4!u3Y&*?M*+V z?<7E2uJj$WCiX?~Zn5b1X$C!ev5V!yzR)-sbB^?!4)$-e`Gjy%*sQNkm!DnW6RFvB zAZZWB&a0~an_kHV+syg9G|STqNWlS-Av`hQ8NE1sj_zrmp`I>7(R#ncZy%q^(W)|_ zJ3w?B7jq2yeu-n*@r(GHlNsCD=&`o(O7zIQP7^+DqukcMT$@-*Np+Hg^^YjI7_agA znms)I?IGIR{hSc-+?gkC+6?N4C-QBDFdF|{AL~9`6&r7i2eXM5d`ck`Z69`pvp!ll za&S7g#u$lOVY5I!FdaR2R*8Dc*OT>mXJqpis5ANpx*4R>+aCFNOZg6(7IkxPnSI^u z#^q;p*6=JGm~m0KH0B@}s;lr`m(Q&GEs=jmIk1#t=T!ND96ZdOy57>}x$+rO7bS_R zmaOD6DOW|EZ+=`LFVg2XHz`g%f$w^{f}EQhEt@bC%a>1}>O)eVXk!Dle=y`Dy+u-0 zyI9p#=*1=5^l?Y6iTLob7l+nw<%Zval#^@~p6MsCz0`MGe&!$jc9UG{4wGrx$8fM% zp2>7Ki#K1Xph+cfz_Hnn8wRQIp-+vVbLTFc)3o7f_DVS4R2QCE498WsPEft&Q&x7U zq^@$eP;Y}JmSs!Nyd`R9V#k_S$D1nBH}zt$zxo#R9PrE}{bH_MEA51>Dp<~O9tTZ1 zD{ebEhYyWjO3_#IA>@#ZyR&9B7;4PmEs~FXkbXU^Nhp@GLsN0f<@tPV=XpBTG?;pS z^%kEMoCVjW7|b&ACyj*{=-Y)ft~mS=msc9Qd#-yX&fUI2YUn+KyxYx`&yCczPcTn( zIwEMS+b{GnX{EiFr*Vc!8(IF_FXbIUa^2O6CiBj4anVUQkD8orI0QWR-N4AD6Cvqx z3G5W~rEI$r^4mNt=}@O{HksIUZXEjVtA({eZrn93f^A+l#8<#v0t7d+c>JS zck4`!Rr7|p;8@N(xm|iT4CnsMV`*b&nHZJ38=I#k()05Z=ydIR)-X6l#?=Y@_V;N1 zH!6jveXL=Z=2QIAb{7jLyGvZEaZF!g@pGFrb3d78NXwN)Vv=)+SVSNI%y!D4QlBaRwvfnhKZZXzQodYQm%J_Fi zfS~g-U3jOr1^+hp!c65Pytl3qcE3y|xk(%GLBTXw@An?mEOI4R_#`~^tpYdL2IGOl z>tNu}6=1fl1wOS@&^ReSyDd%&Cz*W|7V$*>5O$E-E%flKLorl;+lG%y6S&A(7hdnl zhMQ^MU}?-rLEii^hlE@J_v*(O5n_z}OTR($tpdu~;KKJuo)Dw8@^D>^1}e|4=SSbp z3D5Q1aQunoxOI9lIo|ohPkU~qIs5z3&Fc!>Q+6w-9X!tyL{IAWUScan>hjuMOIdzZ z4&U9rmiq?o;BbvxHoCBdqrA)b!QFfqlD+|dXl9}3kmICwC>jmSlJLd^FFNwO3Q~=9 z@cPp_IDDsohTW9jfwo%FDT`KE=wO1WJ%5Ovy}NO2+gCwnpy zVcMC~u=(URtjbXk53ROBOi>VBr%k|wj9mPuBJs^8_rm2n24mBKN}SwLgW4|!pvI~G zWTu=cIyV1;&<+$9!YM8Bu%1?#e}DH95cJ zKOWd)1)nVl=5AKWLO|69@r#!VHyC}OnYTue=>}8Q@XZx_8qFe?N<&IksDzbUPr#D~ zhw34|((Y-@2(B<1$qxp+Cyn6>e5Jja;$9vWb}0UFo7HC`YhK?)Q@*KU(Ab$&^IYIw zvtN^OpEz3dYbFMbSjjI_i|E%0d%XN00Txcbj%$-&(cB|)v^8!N4m=vbVm(P0tlK$=D$f-6b@$;UjwTJ%#2}LpcIgu-riePc{L^O$(QqZFG8JC9_z#&x&13cD zku*!s9RK#6f#UGTf^ApHN4DUFC||h(K1_-M%g-}l+JH+!r`;-gb;F8}_ZmbUGc<8v zpu`;5zZe#8&K4F%H&cAy7cgyJp;(o@4<4PgN7b2=`FiC(;jx@4j#>Jg3M=%%CS7tA zeaXfn!bB8HbuqO=axYgzfM;?77i?D}|BTD@+1e1h8{8F-56$6kXQyzv;%BN_e}KY# zyRa}iiylo_$3v=a(4JpDd^&pb0vj*3r4%G?HmRB)sInDtc9dmY_B#cFod&t zmvDdoiTLE}6`az4H+HN_#d~=k`1)W0+Ao%+p|Zy49gzw{W$$v>SWC)`QsWwp&?yJIVS|Jfg&$Nz>fwI{I5 z>KtiDbi=$#uJSXp;B8lwd8pZUu}xwu*heTZsIMp6omudDZZFoE`T|-)3pq+8FiHDF z_D}w88kxL;izvAxoulP8-A|fBz;dT{$-4jqkafi7j%bX9Tn31 z;x0I8TmlZI{=8-CZt1*p9Ggeh!^#cvsHhS`X*;jLu(fAUy>l78nNdsfmj<)B{5f$? zuYB~;%W<3Ndx&HEoCN>12ZaK)srWohiN}w>4Gjkl!j4Eq{=VlROclGaa;Lv=IbxI4 z^9X^*3zkca*IBHZsfY3fI^a0*Amqvpg=UE;^se(1@-zQ9v}P!#$OzPOY6MEwZRHpcubcX&mCur zas~eHizO?Vk7i%vu{>|GHXB^%OR8I1=xRSpjy^BLlTT*Q9BI~kqG2JtkTr+C5!Y#w z|HW##Ef)n9X?OEuj{~k~dPwX3Scx~k7-4m*KK8>O;2?2eBj@Yk=x0vi3k$7kkI!$# zB-7D+vv8Q|3}m5(n}Nz5u^C#k37?ZbObz3H-gCC%Ng%?En-L)C+Il><{+ zsA1VbdL-LH=X&d)+q?w$E_<0argw)+S(00zO$IJTNLg`L87%cnAk8s1XxTccU-jOb z2aIbHz6P%mOee_j%-jV++}vFxyu2^^SMW22B$(eRIkjlzjT8vMTt>ANM4%nwF>K>uYmeRwmi74C;Ch(7Pq!9f;;su zsP6eaNIh2uN`k~uUZjDRc4x&4i(iPF9)?zZl6(^m(fv8>@dwy?OP4O#)WOBrUi|va zAdc>MN~tNMdEcE#s4cYT{<2Ec*U*ENJMyH?Qth-VkLZ9);ZCLVCR7nfUSgbdDONjjqAtVeif! zc%rSDWOT~OyT@Wk>gT}iW$luSU>FY`DsiVhrbteAL*RVL?bi?^YF&wgRj9~6b*yRr zw`Axc@pcEzRKuU2j>3gV8MpQ!y|_zVclLYJgI!8p#Gpk>VDQD>tfgbk?^1doS39BH z;3HK3=m@O37)M__tvUFrKHj)g1ECUgddp!;E|Dby?U$Tz3u59KQ7j_-K<{k(USs1d3-e680W0ft+tk{f{$$uoH;rd zG`p*FS-3o%DI6hrw(Ys)(?S|tV2gVnPvF-+KS8&l2iLWlp>=qTu+(IS+pC&&!t3VM zY6{14k*M=g^mwZ7{LgSneh)+kcwk#{Z&#fZ_O~xI5=gR-l$k@q%G}jNp|z z02fQlh5b2gbmMcZpeQq*cNtrwG~I^M1z+jWAPwR18WSnsa+#)>3}@A^q18=)B=^sF zIW~%(BqViRL(4tBK&;7pS}AABC;aMY`W-r+ zL(>Zvkbd9qG^j2|!0%@4+f51TycfWOrXFB_yL?`A5hG2vC8WcaIfcOD*Q3){=; zC?;IW&@55q-$`9*P`Mi{dA0|JJ=ue{(zE7XSSZ>Xhr#tQ;Ix!Yxc8hP{|I8?%5+_x zdU&{yI{Pecol{9~dMV(m+k5G|y+4k4SAh!6-q=&und4@y5hlhSC8vUYc(7g(wfGk3%Zri z;SsNd_FN4>#TvNUWX0pRZGhLm)mdDihdZuxMeXHUyz-@uuw`Ji+u6I%s9;9@O@WS54GazWdrHctz~rirvPPDF}!Qhm}Fi_n|~BgroSE-OFXkFF^}NUzF5IF zvM=@MCd*BQ60^%HQkZn?m1sLs;xLzw5?-{mh#MS&_{PO zJbicT&z4JcSfe!wRr7~Jk5CzIwV2D9M-;ekS$|Y2@Ml+X1HauSy|?tK1+y9%@n?d> z8CLp_+Jm(u-s z>`EVeVAlxt4@#hJ#78QvG)8TCT{Q4(fXV%(PGFE8-xzh7iv3QKSMUtsr|Utmy!()5 z9Z`V3A18AB@iZEpqmJ_X_RwI5Jrr`>n=)RMQGDIp>WzFTr|TKn8Pj`q_ zRf?lD5* z_GHkvR|lcI^FDoidR8m?{`QLKdeqND>?|0ya ztsjNA_IGH1u*4z$E3wg*1@Z=?c!+7Q5ywiqhc9x=!KwKY94$UawFOVy%FitZ|DqX! z?SlyJc~~8v%`?NrwFha}v^G*b8}4LucBiN{!xH;7y%lbasUwdieOW1QIPX2t54FxF zh^?kaV9v;HXqMF%17F;wrglXz+SVbS(H$th&l|ex$g-M3+dwvltlR6k#Deinf)RLE9 z7>RiW{hW8;5N;OtNM>XlIKG=jlFk^S<$$n$>dn?>M)H zF5}bTFND{U-@C`=`B2rlS3L1g;MiJA>c3$p-P<+;Z11^YVTCrvtRD;7k2>IPb`k!R zoKfE;*7-IS>F;k`jfTHAftSxy47!wpi=V8)Fh>=<*O17cHXXt6VcQ^RW+&a$~ARFC$?|xI65M zpN!P^AJoOEF!cc_(@Sv+S@|j4v^8SJ2_W6+5uTIayRmY3BIF^}Oz`vE)i`lz971oHVD2TaGR!13gzh(|s#{ z^~_<|@{-1M4r2L}Ghym)A2z$c3UhqS@k4iGR39`CcLthcx#!W!jP1Ls>|(ZI=%FVv z2uu`j6Bgi?Ex90{;8c5A77|VcF(>xX5WL zzB*#WCNT@psHXxvu{6hX#TOyt_zIfeYdI}@s>6zXqonWiG0J)Kmg*V!iigl zVPThUoY`;yl&>$xDM?*WGdmLlAJ2q6H)e@V=}~z7ObWf7r;MRT7NP66E;w+>BN%Kb z<>dYu;)8YF_;_%A)ds2SBayh_W5Hkg>v^88-_ho{rOCqb=}X!6hm_}Z@`M$Wp9!fw z(#da5A)8&T;rgqA)H-4VI*P+EpeCL5DguQQ24=Wu$hoS`SInVddNvQa;LkPnwUqm| ziWaBugso?LPgKd-h~xEcy3G|giG!(E?9S``26N_XEi}%a z#0wqH(^$pDQiimgZsbR!_j-96)kTfR<+zEHtWxmxK0j17p3etwUlxlMZFxZ7!@{#I z8T9i{C4@TVP;$M*I=0Q>M{~l2sAno9?`e)(_id~)p6G~vmm;v>^rlMCro=II0X+AY6pI$RYA$J+o#3|U9KF*V;{=} zv$ZEdzC;6c!bGUIHNbE8Cu3DZ4^d~h)PY~|57Kv)2w~Dr^}{+Hp0c4DI(In;_oUg_ z`@Bi~^3WQ7e|ZwedKkbwX^xa1@SVmi(&mFhe!+>2gK=f9RaMFIQ$kyV66V!xMIT9W zxyj;n6^YL&S)q^c<(&uT_l>50S@W>)oCC$5NT=+ubi$Yzw6YGw%;5d9ve9|8q-#DN zY+DGUO{%a@VX{zg-j&zA^MjeeTDb4ZX~8!oU;Nfsj1H&Nv7pclPrpc^k1A^D_1FYW z<*LbHd?YnUy@w|qmK>sG&O6LD!{3iVbob&GRMrT_wFM$hdG!c2nvT*C%WAq-;*L)i zR^z@TO?-Gkas@<86&5e52S?R>>U%Yb8XDfx4*xje%=+h~Uw666{9sScN_OJ8e|xZx z#dJQpE1b@HEQbxfnuUX{juLNmFgJg;#Ij@Wz-*tyHA%LDSChWO!sgCc(zJ|~??#es z<7L>l7X*u0*|MOswy@$!Z$Vdj-+C&1rw=Q4LPJssc;_pE``-;PDz+~*x^#!c4bkA| zng>;n4wnd9F9~((J*rK8+RnX)E$; zX%1!nz9-ucQ^(l9Qs&`DqQn)Q54D#Q;Fxb4sI4CjLoXetipF#P(+ZsvCkRnLO}XFI#n^N1FY2+@8}Gb##)HEJ@5Lvz5DO0kai&}oOe>Q<&!)b7azq>L%SDi-PT=PnV`ZQ9 z4pRTglQGWt53Q?l6uVlzgGZ-qxqK(XkTvt94)Hb;0tUl|$Tw766pjVzkHzj9oglo$ z3Qy(x^Xq_Ynm9?5PN%mB_5GyTcTO>!kn03>Zd17u*9k@o7qIV-1H$grzv#YeCMezg zMK8S1P=(hRa2usZ7iOKJQRNLZ@0bR=Ecp%jrW))#Z8FUclgH3_WBxJP2ckCGqOrkY zI&N@}w5F?YkzX#|e4>FqlUGac8%J=|?JC~<;e}lij=-q(dOWho5P!={UaF7tP z(2{a@GuGXJWj9}mGnXr{>pl;B9_G&q))JR^+E8{ocSQsjP4ql5kc%fM;T%<0)O3`S z@@#VGEE-`%%}RK3r4HQZABFf^`nY-RRWdeeq11=zz@h%TAm!^5KqCbyS{j( zmoC?5Pr%a$hobG3x!mKeNRz%Z>2yf>yEIeoGYa|K`iZiZZCc`t?*jF2^I^YkGo_ir z4q=1T3;2*QmuJ}cOI-7L)Nq=R3WLO`h%GXa%fMJPRVp#7!*g8vk9yy<(3*O@)FZ(ql4j2qJ zE3{yI(^HwR-9v(?5Warbg?Ei^gX}m%p1H&n2l`Hi-qLw_m|HbX3zYbN>taCNNr~iK zZqZEBVdUR&pBzI+N{;xKa9tsdGGC3S-5b+s#O)-QS|Ks++CIbG%MuT@%nN7FehPkO z`uKW&7F=1;La{39d}){tOg~=$$1!j4bi%6Jx&n)1T%}w1)Vy zNzzQ}o5WyffFGY?AWd^I1>T)gwf~4RwWzD`yHa2Nq*EZ8E?4D4dK#=2S4zPFO;kOo zSeRFt491SLvEp+lSikm=X!kC%>ge)9S^Jv`dY-WqET-NEv*)i#Q)4DIm@4sMY5u&n z;v<-!9fw+zeoD+8RoreKT~+4R1qaP`;Eyj`=~AbzV#v`>G-vb^S*6ox4k`Uk;Di>89LVVp6uC(HZk8l=2KTu(IJfx` zJoz$^quxy9GU=|VBv)IpEWQiKKBv)S`$#zC)*lSgvxQaV+T1tS7+d-(;kwNIcxc>i zXfUnC#3~0E^aK`GQfxffoNs!${ydlL8kt4jw~9?n%^zC zTy7fM>w2*H#a^uPZXXp*pUOe|UD?}sBiBo_zWsZ5aPW!VFni)8-rP-(J1(YD{)(-f z=rNgx&6+J+wQDjrrA=X*4P#iv%ZA@>%N1T<{wzG3>du<3%gFtX7jJB~s>;v_=apVw z5+8OJw~qJad$Py0BkCTV3XNd1^0^pxzBBHA`wmWQJ4vHQA!uy54ZSC*)1TmQT02>W z{V!RwSB4$A>x{tpw><>xtA_5*cPUs$m$ycA$0ox_s+RKmThs0M{7^acS!vI90}7?P zOh0~cD;j$nhlvWiCSkvz8MxVY2L7~|1qvfxQzUxctnV-pkvsIkMLtuVG?61Uduqt`#>Snapuhb=Q9lh*5G8e9q^W@)2C zZY!O;)E5=pjd4gyIkoPePg~kYaq}!YT54~CwGwM>M65IK8GL}en$0DAks5Z*noXBY zcS2!+4#&06WNnoY>Rplm_kJD}eWRCF^?BmT3!U|O#(&bz=t6}MXcZ?bR=P=T6MFLA z{YAo|Z%@P`FNIn!2|BJoc8NVib*m`;Z@DM7L&MLkfI zdIY5pw!ymW)#QD)63ShodAQnP$caniGZs^-rcdd?9p(MF+vfsSo^X_kb00&oPgm^R zWfFIpHXWLmH`3}$G1SRRUM!6aVrP}v9PfJ%@*6+XsTKuXnpP@kc+BK{i!~6CV#qP> z1yna75>h9r@Z7F}kfdA&ryj`Q&AS&6b^I{>FtO$IMzRWG%+5j2QOnV5bOeQ1)PjkF9w&Tg zrJ++gQCb&~uJzMn-K71{Y94}TTJON^oi^05eiL3=U5~+H9G##3Lwu5Ah`AGtvE4PW zs?UZr@Xq?^R&tKS-FDZ+s)SEea&tUrDV`+5G%GwCJAu_Vw$T{dt{mx-2CmlDC<{0N z%aoo8T0=AW-TI@TbK?TNsgjsN25n-iXJ0(0_ECI%Nu8IFL)A5heCq$UKQH~&n|t;C zNF#H*uM-3v1f#InZbt zZ!aFt9fAhRO>HE(B?i*@)C8``ovAwWW*e2OFGZbKD0Lhkg4f$0Vv*Mbu%14G{wYP1 zN#|_x)VxH8udEW=ac$trXt84Eu#Wk-UMSg2VXX^uT{HzucY9H@b}@ z<5hE@aEdE0+u_RBp9Qm1h(4au(c|UUeo*$(nc~gY^P`0$DB@J z&%JSASZT?l9yoBPljc0_VKlYOX`p{OH>qWM1@v(k%4ggc3*Q!-vCGRjprT-g&$>0j z>6}(d-g8UT+9X2Z*rV`Tr2@_r_kw40##7xIE7lmGh|{O%33~c*@XgCsa8`RnPcBJp z8QY!EWT21d3U&FRYFGZP33xYG3sb{&xwq8Yht7Wd>%BQ#+}#y_J%ReTX??KiQ1YK#EJnLIAX^sDD&!ys{8#( zJR+f5PF6v4bOCtWECAIzTHy4|5PX-qi5)Q)LGl@6r0B>CRnE|0y-pZ$@-1Y_wSd|L zX|^KjL72)!epOsYnun)=+`lGTEPZaz=k?`a(;!HFe2E4%OJ3?<&Xg4HfL(6~kh#PW z(A16ur*#Kt*^oYHBjutL<6QVMSfHzd6;I0@$nO7bm2BzqwCanVV0R{tf|j(=S@qt+ z>Cy&4{I3h&2+bz%FDkfT@i5rrJB22@9+cQ@-(+rvUHNqPr|>1t2#>5zB)R6xa6J2o z7*TCPYZi>>hx>!zSBf{Mznv#`RCv+T8hKG;u^Zd>P~oXVRKTKeHGNs(%1&?VV9&}> zLDPFXDD6?ikVn#b_Rn<+(y*3z8&>qn=rZ|awp3L_>EoSJ19TqPgL{57mc+-Pl1$(s*-e|Ev^ettaU z*+9v=HWL)z#ljH345-)ciIaoQL&u*YI*=a?ecGz1a^5e%qGF1)T?*S5O0$yNT2NnJ zBt{;eEjd?J`M!7!Y_8{vtA{!BEE6++XRF7L-23Bf4QKL*k^cVM3G}Vnf%olbg62Lx zY@Sx-x+<=*;^xI#&~S6)8!vyu!_sYJqLD)Df{?d*cjqx57#^04;Nw4yadn(N#_cn~ z>mLo#ZjB4qr1s_TtT1us{Qz>n)BP#r~PEQ=VT$P+c zOC(<4OTx-NxbRT}O;FI}Wpy8@uBZ+ys}GQl?GYFeCv~Tm#|X_yEwmw0;>Y{w@UnF# z^f<7DTx%XczcG5)f1@f+E%1V^8xIq7R8!U3cCx?J0qIIhss3MI-jbd!Xd2&y)em0M zP)%>%DrKEMoYcd+M~AY?f(|m@{gIvojiuuIJ?TbpHT51jiW@dqvcd3GZf|NV#Sc4% zv41aR^jLEd%$toVZpS_Gs_p=Ax)mdgwl`qyrYSPJZ!xkftv#{o#b+3>_b6?cW9s(Z z!w}Yr&YWpDL0J663R@>M!#96DnmBd}C#?2{TR%_IG^hA4Mi0&m6gC_X&}Wevr+;El5MRRPE<_j5O^hP_X zd-Yp9bkCiJCSL-Fyi!^0<@2ymtEXUi@+$eY{esw;W#HTQ1#G;M1)=-2v6r~NYN*Kt zvD-p7vD587_(UtLvd5jFcmO>|fVi!$XiRVFKWC^`+`VL7qRq#JcsmExn z#X4P&SIxX*319WwsWie9`!uTJiuE^zG2U~CeWdKqL}$KRwt}iQ-y@60GDw)M^Dyv>r)v*3tOx$UWGpx&$0GO?Z@S7G$`^;ZhqX-0YAEBMdmIA2{_(ft?RLpSskNH$Kgeb}Ram#J@8S@_o~btld&5OZJbaBUj5gdPub7mXx~t_=6UQ zn{xS?HkrTQXuMfJ9yB~x(3%0>X!Cs|rhSw;{x-)!@3PcG)RsrfFWPwQj5}&2mx&R# zdUJwotMpq+rB)XM9vtq(|7J|8YC9KB)8`$Bh#U)C?e@`as?!Rb7qW}~T#cbqpNH{^ zi%NLs@hkEg`~;4~ufwP2=A4xs$-|PiNjco*=zb*+$J(hg{5;I|=Cg6A)e!3SAq{8C zzb4Pq|AEn!r;y$HQf%Da2^)<<`FzAU7Wd|J*|9(HK+Na+;hyL@$AowKJOsZUmJH+e zfkZ#T4~FrepKA}NNBg4Rtys9Wf4tCl+Y5M@_zJ|>=VW54j>jfkAlqfhs3bjGx=z`P zPfZpJ&OeGMRhqHMg>K_ShZ8U<#2S2$N**%}PELHfn9us;@}@Lr@~?^H84qr= z|FHxP`uURftUkeiFRde$p@}@@haOOJ3XcqG6JG2|6i2QbiS{4e_|2T>6m2|?d#}ji zD5o_X60@wzd1MZ+s+A0~E z+d2;5#SJpi@xQC0$$(j0Tl-vSelw4D9hW$NzxR{li3S+*CQ``JX#v%V#kgvAC2Bt` z!C?v!!hhcTQ0-AA4_nQVRv_}lM?GHAeURVt)vLu zZ8)L*8@5Vrzx&%e@t5t&SUPMSzFBw_!}q2^^NTMq+PxN*%Ner&sS{P-HCo+fEb4}r zjY8pF&jz7%dJfbLdMM2Qn-52f?%~+NW=Od0gd3KaQ_sHLV3x{3{B$=2lgs>3v;P$t zICtfSf8XF`_zTG29)t>Rv-pv93|)CyNqOC!Q0MRku-Q=!%BpE}bIlkWFxeiijxNQ) zPj*wFS&P_ntU846+6RYzd*iL9t73l8J~n8G0Pk_CQU{}0%9T!pW(N&6ZE*&7*Akj{ z%bp_jXK_=U4J0X4k-51s77m{)W(8;C(N5Wz6SA0{2lr+ht4Y*9D*h*)5^!PM=uz4#}9$~{Xv%;X%V=t~eyBfr-9q6as56{?{3)X zQEP&sBf8Mqx^pl+u^8@@RDrkmbUrpMN*rK6nd{ON;p_}eOiS0}^4>NQKcQXRk*d#U z_SOkutA5L-#h;=9#e?`Qt3tk8zUV9%QHRwKo*Ny)TA_zv!`%du4}2?pd?9h9VwAWW zI-+v<0``C11_5WANcZD6n%nszK2`~k^2zI=N2)!V&bcmLme0fD{;%QqiSFDs#EDx< z@+An)1seC_V%5a&ws>q&f}nFdMe>TB5`T|#M~w-^_~h_ZywyJp`^78M{2o%y)=ZC2 z25Ir8Y)uTx*+#s1KRp{C4TDRRrFq{0I(ol`RQ{>)hnh;*RJ4trjXorbnnT2}>OZim zNuL8HAAH9@1 zC2k4VY28S+eUSeX?#DJtQpS#7H;Bx{#&{2`ed3~d>0-S8gur!g;M`? zBzLQ96dNMa@RHvuAq6CEj^GbIx3+SWr9LKlnbBg8Tsr4^jx;J_s3JC(V&W9}{IE;p z`qhswIubeP6$;n(?t`vhK7#+?-xMng=dB{)(507Pz>x#uqh%#j>perPezPCaiyW#R zPOE_)k_9(%hM}x1as>9Qnu!;G1VG4XYcBY)7j1Hv!qJ2Sy!o!bI4=Ja*-G=@3rk}$ z_vJDeF>W>*k7$FHHfi`>K?DE3>4UX@R{t)o{927Y)Q)=rLzK z`VagFgPShWumKgYJ*gc1)^^1TGYd3bm|IaOokQ-;-iuk8TQPpoa(c2pgq(JUVn?zE zkD3yJsf%yZxPi5za(f-Obx3Z~MJ+<>^7rDscwNCgv4Y2s3z9V-8p4eW?YQxwk?<$} z8&!3^4ta^Xv}TjURlV7dRCKpW9o*qqdGR9+Sakr@>+ityvHNk|Ku1nqtBvk`J_xS% zlaZ9wAZz$F+1?I)7DdFoN3Y-$ED?`;*-G#Kboin2M_4cIV7@MC5skWJ3)(@G*;>sC zGYSB2&X>m@7h1*7b-}p$i5b>DcIFGJ{|PPSavb-hj4Cu6pzJ~o_`+amhICkvd!s2F z8&OMZz2;z_A=dcDxE#$^OZNh`5LkY16h3e9#cf40$XT)v3RZrHVXkiYsk1h^=t}#j zeYR*I@y%D*JFsTCF7E5PP3r6q#7&EAc%1JS%35_3cACtQ_=P>hXy@CM_``#TPd1hO zX76aq&i|;a;D=ygYs}8xV|c*$Kz>}NN(-*_ruz!TG&(PfDo5wS%RjF`enL5YmK(=C zI`xNGiQzoR<&;o8(~ghE?Uq#Vzi4~VPT{no3Jy>l#>tweAVWU`p1(VatIOi>_^Uej zdv_b|A5(-=&s)+mdu>c!VFcRujBtlVHfk)|ghO@S(bHlpu)VIpa!zL0F!dq1cU*-$ zDI@M0r^H+4Y2%CIBRS{rZBY5CF4~QGOXd2~tlrmAcx?X$ANNSa9ZQ#^Z*H;}I=xwN zU1Z_@>Bd*Q6uuXA)AKkXL4~u8E}@{I#pYcBItPC~?E4 z6M}Fjcp68p5x9GdH}=n;fo%(Fu}NnnR=jyn2PIbT`=XhsnGk?)-tWP`abJvwGgNwLbT=Ml7ztV7F-4F5bLZdrIgBy=7 zSi&Z5JGp4*7opqizu-G%F1>hjgfB*4EB5EV|kUN6w9> zNZAg$QDw#hzGm?CP3|yoLj|1;K2I&3lKIS|?c$W`do&Ns*(_imx1R9kjOEYxR`0ih z>CrW~tXnLuxVQro+xF5eN09ig89Xr15;xTP;p&SWmD9INxxw+taJ>Q#hg+ z=7d$XBY10a1g7bp6UUh<;Gg;y+1L6DJin00Yt2kpc@=2jsJFCr(qg`?t_z(q2IF7J zYc)+-S2m#O5AQ#y1lNUIFuUxxkTW@q_Y|Jt?4jWxl>32L`IVNhDHSdh9uu9s29b`$ zw_M`XAF?hK$yVeTaN_m@80}vJ9bXSp_=e}SF13V9{&j`3Wyu&7;~@MT=OQU_TcN_X-9xzk<9hOtyN^YW z(s8!ZTiRRfE82QjL0OLwk19$J-9+zUDIB`Mz3q(SC-c*8PKU1IsDLH7NLd~GdTwF~qQMtG=ZVoS z1(?-anbLgQc<1ACGMl&q<3sInzqYg3Z*9NohgEspC#5ew)Nd1e78&r}E;`k2+h6j` zwUH!Yy`{U;I>;CcTy)wT2NWE{lmZ`!-oKr*4w$1E5~g-a1k*1^1O_vvjwFy%OXlUQbV(Z?kQMri(_ysZ74rLmDFyd8u~V&ySd z+YHa=$77wLHr|L15LUm)6r2(~VWL+Nyn5ij>$uapKKwC#4;~(s3Y!hnxXY*4oLsb;+dDac{fmP%bV(8=|+Ag-T++dMB&;d;iWc}HQe zrYd{3HPc=w>b)*z%X^#?J%~D1vF( z7sPOXW0=x70EaLCh4$+-QBCeJuhr`=9@-U!+Xr=r-=4-?*Q#0VJ;;bF3RaWCm>90y zWLf<-@eZFMZ(diUNaLRVh1`?NxFl!~44%{vyPw#B2C+r>yN&UJl`BrvKZ4hXCScQ} zXZU@k3C>L$fu?H?N^Y%ZsJAK@4IX_F_YX*-Z4CoNookEn(v*ID=<61af4z>QT{^M* zJ7paGr7H)d-W80t-;wV17VPU*NPA0~VCVG*(BpPJU-395I$JvnVy+qY+w>VmjL@gN zw8PxI_>*wUq61RTCZf*gO3@)q>M2KW+D7eoyZ|CyvtpQlL zFpXL+m(wxJ3p{I7I%f}>OXK5jLeP~-IJT)1J2xrg=c3-2y73`eulC0Y`sMuXP69am zD#a|R50rWHi%`1P0nODkv8>l@F=XR2DvZ9v(MQ)nXVpY_sVe;Ylxf zdSbK&4(7gsbi2uT?P?D`b@>AMX`iUdmbxd(UB6S^xQEmf+ZkI-R)WfFGlXetr5wi) zQV#zheyG*LZgV0qI{QJN_a5|Z*EL`wV6&*%(!sgPGcwF+TMxRPV#V)O6zPKJ{|M){D!)MdW(^L3EzZfbpSOQ^# z4e-l`WZXHroq~t`pgG@O!jsc2_*t4`E%h_xj9a#XhuU+Jg-nBO=fiQIV+}^lY~UUz zHjzQ`eUNWhg%2r@dIe0W?(0y)&l)fA3e8cpDSjR*J=r7b`S)Y(}IH6%p#gd?}^Q$?v0=iKf}3hO#Z_xoik`xis{?>t$ytN?O14`;Am$-LmLaNAfU zwY`;erePDX_8#gPHizx+wLrO*HvN~S%b%*;IPLmdET)XakvL-4w*nU%N{|F+&8hVxQrSm>+sfH|546Ki7hfF0!Mcd zAnaQJe3SRa-1=&|6yr~?UVaj6R0i_dZ+BsKg*v-s{t-hDWpGr~+NzO_|0tzkHB>$y z#`Rs|*lV`btNs+pm-hAJb7S?mEg*?+ywBu|{=mT3)dBg)1#L! z>0KuCWAk&uC$+)c{i_0MoGO-m($3-cFTKQkniZk{->`9Lvr>CYlrAcZXp2g1>W$_Jb}J`{N-kocbU`=_+tH{^EQT#Nv8UCH?&!I+lXhBgRKYKzr3y;ZBbcIOvZHD8%W| z{d;9X$d$2tK;(ax?Ct;MSChi^G6Azy97w?o z=M>?75_|<0_&oiZY^U67cy*`%mbIwzi~MMQ_+bvuJF*S>&pQpH>V0X!;s`z@xqAPf zBaAWj<9jb`NZUM_ddB8(`&0*UNn9l5>)EkwUM!84m;;@n!`b*%J5-Eu;~+^!puX`D=mO2CH$Rw>sPYlN^0nWAKxTvS8g5MXBqT%ZB$;`YBT-FW@1YGKr<+tNFy4{!0lz?aPyvg6DTpt?l`eQk$G{j+i@v7yO7XaAz8rG`kMxRx5*bff3mb98~ppgs0GTe-FGTvFFZYne&yU z>U{E)l+>2?thXjIcrCm~1IiBywx5zjZ^c*))mjS!#IESv?GPQ3?!}LlAECp#1e~ex z2yVbBap;n2=q-7C-WA$mzKI2Xx)lX4FPgye8EL3ADhfnthE#j`J5A5oh08Cr3+Hca zf=x$elJ#yY{<*b?6j$w(c;4esRq8HCYc_gsmdiGuXT#>j>fAW_j$5Q+6nt902fqFp z%AdD{34UAMcwFBa3Ybz(cdNJ3pYtCn&*F#hE8GP9EGNU4HhBgUDU*~CO9#)dr|@^Z z_`&Qg{Ag&bVC&F956Ziu{8(kq%NQcXV3xpXujM$paSRUnJA!W9XL0rB5?bi!f%zAo z(Jm?bsip43o0HslEJ*Cb*5RzteYa58{2VeSY^ILow?(~;O|k|v1qvA)i79(xL3SgH z2K(+5e{9SU<*H`D*4<@7PNNCW`>#8P)J}sJ56UQHQ6P`;>4ZNNl<|JXa%est%+alV zX!FVsR9&4&8&{sC9VST>BR7*Pc3L8CpMy`*e9<*r2_Gpdb4iIlC$K!9x85rzre2Vk ziq`l*-WuMT{GxFqeAx2tUSX(X58k-pwCLcn5OZ(5ftkYwaes-2cj;>@1r73nn#^G| zdPT1IIBP9UDSs_)T4F@*U;9bV$4T60fF`U;?29k<&V}bbTC8lfnX}i+SWP;kI>%*- zYd(LJa&J!jaApb5ozX+uvnTND2U4eHOb~8(^^SghjN;G>5(}+;Fv*|%A&dBOMfTuJ zrto)<{@w6&3Os-Ub%h z&e&Enn^rAHnt!1?n>JSqI*mP0=kG46zV$C+HF!l}`|V0j)fD1w8p28*d(o8a!S zEs!+N4qnauRi(3F03Y^i7w?8&phd?NX?tyVPPyO-$N%PuBjq&s!^q(*w)UXf=Yf32 z-w5CSD1Z>x-=gqd2S2q+ef!DI9At2bMoInmoqo@R*hR)P*5tm>*fUS~DLJC!dijX@ z=kJ1&_Av2I$`smQnNJ=%=@R4F7;m2`0c$0Y=IK^QTO;VoW{ExVv$w?enGQjUduieo z6{-{Z;-l(4;AN{XZLth+w*5d@{nrD#dn^UH%5e}mJA-IM-`UrpPzIgB`dk9)?w?7)suEW!*pyr}Yhl;E1dP*4qT)IWWZzuMy*yax z?tWTa6KKVc?n?{_wLCWTIVCR4j-ad`U3sfrJYBNugqHV?z@jH|XzE`K{+)LSnXeCv zOH{^U)JGNcc)kM9#@vE|GY-p~rmEmrbv3k=>kWR#jtX^oaZo*7k;6Am$EX!0&^_@Q zwf(7sMX{4Psp}t_pLZ6n?sXy0UD~|gHGrb!Zc-0*Rq@Y)9sK@#G_{2o@*op$p0cuz zzK+o+)!=V}!jb`aGWQ`oMlH5}HxP3_T@ro#(kNp~U?s$S?a6^yw|-ip?%? z^Sg(%;&diQ?DgV!r#P6j)|vbE(87ZU9N1xV5M++K3h#z)!M-;i2`4*(v1|EuT&0%{ z@h6o~SR@FG3-*Yk=bpgyvb?Gx2MWMoP(AG*Xe7)}Qs(9OVL&OC8l z>~M^P-3BIPH^iCh$G(Dw?b~>EdnhI4xbWv7e_9+JO>2FP$ttE0ww=96BYscEYWXW} za$#Gf-M8fRa}Ja|KU49JSqz3eST7#>S0#I1F#{KUixW=D9}=;`kRpZIbW_ZLS3NF3 z(z!&iAM#b)Z9kS<{u4z%M_-O@5y|=QPPo}mk8@$3#2>#yUyGLV?j3vRoAz8MyLEC`YjuU(lK_$D#a9H7v6ZzerCm{w@%}c9n+|RDPsvvM7|_$q$4k&1Lj=S211Eox$%LRd87Ta9+1)FC|<~ zBlpm`Xn08K*S%SRy-%FMTPwTsE~yvweU=CAIocpwJ z3WXoDxue*i>X)S*-l}n-%G6v6zN(0AFARm+;eGIWggUy7`z>r!mKb_(jp%obyHIYV zhc>o0_`t;k?jAM+>v2Uw4>vo?iFG2I(Z6V{!VvN*QQ$+#M`2&{VVT^hIXp}M35+$- zVfV#SA9?CJsu>rB<_mRj%eg#q8S;TVvaRsvq|+cfp~T8Mzr+;Ba_&FKmA*@R`G3J* zp*o`wT6bIU-K;r8EzWql$2AyPpNc)ScU9TO&&Mbw0WJS@M>%QMcWT3HSP=D1P&sm1 zth8^3m<$=lTOXv??c1q7=sk>V(B|H^JL9h5jkVCcxB;3=mK-J;H==O)hv`VF`pKm!&VSiwBdkWs!Q2;ro6Y*+76g=5<1}fKdVbj-%JkIVCl{hua zCUuU6^WH(wtSQfLORvzo1xD=XnZU`T<0V$sXL8Cj;&6)u_OR>@cebx&+wMl3_=xzC z;}DEa*Oj_hT_``umbXucqw>_P8ZEN_Q^DexpxN_KUa3|0?W7X`M_G-KW-6gt|_J1 zjwf(^-Y9H2ct|`h`O41@Nii}Vik_hcRB;uY!r6f(21`VR|4eed( zcYpr^pZnbVob!IaUh7S|{f1)hn>O)mhYk;_O62U* zUu|;tIzrtJiLqE|!52z50GrA1uOT-;d4`m=bCeh(er7BuarvjLSK`yV_tWAhqq)Z_ z8Ls|YF2v@lL(!ABWRo@wOWY}=2*IyuX8v64dqgkxl zSC{u*%^}S(Io#`-1vjrv<_5{{>l-UeVV4^zqw99C4yu$G%jP_KOb}~@&1LxkC;3{+ zA%4m!WZ~l{by7#6Y)LUZXq<>{8C$S%Qvf+14WN%>2ji#^b@A1U>+mAH3ocPk!ucaE zO1;v7sO7bQ!p3$$Vsr!K*IC1mdsFz-!#Z*bJk1)9is-HDQC9l%fcqJhu>FEEo?5n^ zUB}(yEt|7=rfsIw+xj?Zc;-r{gc~{D=`NP+D5-VwI1d4a}Lwxpf z;f}GyVT%1H$`n2ll-}JUhx&yaHe295Y9@Tj5j3wfj!2Yb%D~U1!BoFJLE8JsI1ecUQ6DB@$rp8xh) zLAgLP4KLER&3-KVVkE67Ek!f?1njmw22OwPq*+fV@$w%XWS_eYI}9dpqQNS#S~3t_ z_D

;xOWW9q{gAJnq)dfbr2`e8K6e@Ivaj&9VI5P_~!-a@kfOA5P5ubqgtpR z_?wo=d=_GrHQ?3U61ZNG3fo)@Sdh5*m^>9)%JjJ>F_`?hw*LWGK2N$oubhRv!vgR8h-Vj@v)ni^hrQAisj&43AIRQ^kpW}z zzbD7we9dUuJof|!DkY%&=_(k$J{}SWN%zRMN^)HvgZ(`IgMWH^;o-Rzs5p2Rj!ZP* z6EB+xhkKQ`ELzBFGWTKqP+N4m;e)SdzZYsZZsab>x8SW|J|^{@1#JrUxF>Ne*%_Bh zFjp&F?2>@97bIh|#03115)A3*)6o9=H@H#lhq;5-!^hYAIy zXcr2t{6{->_~N63?r8a<5d_7%R3LFA@22d=%RiIxi2Ho_Sk^`ceV)P&Z&kZV@;7k$ zmlI;e$<^rH;{~=^ODsnCMdRCABsT0EF|W%O-uFgww3^+P&i{v~J8KMo(a7MvX^Fhx z>Sg-oX)N)W`(jJR3vS+}!GnKYqSx(?d~wBg9DjBPe4--|Q;WOu^EGB%P%wjs zwT$4BU;B7Zr!NmFX%Y%i6FuDj3cs_z2_BPu>A!GI9{X^s@G#jM)i=GN)xA!TQ+O0# zI-$#F8+{?Ybs(#qwBgm~R`5TaL_R3z3vlu$E%%LMt*wW+UShHFjvW(-polhvPVH-C>9N$Yym%f>GQE|VY#3@EIU@M|0m@^ z>x!^V>H@8ES}Xi+F94nSjbN290xl{nM8~>y*cuc^WvXj%c_CnkpEkFqcH?0^mSgOJ zKylmE6|f?{fcu`f30Is33O>{4(06$!$z@YSiJRLf`>-R=c#+P@3wQARK)Co^0iel?ZHXy zq1-TW7W}icgKf#Yi?oy+!@?k@}4YVueeE&8kz!A)&!F0ODQ8a$c`PN?Rd}Ec$VEhlS^!}XqU=9 z4x2WT%&T_toT=SVRp^ZyRX@<-ju0vTpGSq#+1dSDG<*wqM=P{*gsDL@pd@Is*jwTz zT@HzY`GZE|$G@r^B-;t=4l9Z89nSG)n5X4d>Mj&baw=FS|`NR(EpheNtT?=J72PRmrcL4JXr04&LCwpC z$7GF$$k)kaEb{JVSEIzI|c?LC@=FJ22nxvx#ou-+d#;t-9a)v2{hrfprHmBeRO;--h^ zV0V!=VvQ{8T`Gse$1>raV=+`qT=xYH+O#vllARN#2rCVC)0Ktu@!Q)>x~Km~SXC$G zr=;JH#Z(1~PbwF-?DyyS^B3~Y(gyyVJfD?wyWnA|U)3bHn_VL}lewl0Y`s1gJ!4M@ z$^XBvPdNd)!#7}BpaSN7F-1+kV{kOm9p9P#hTaRh@PnFOcwo|T(NNY6PuGVFH5UfZ zqT9WpZP__G{P}(Py(`ij-YJOt;}$dwNW_r=AIYF#EGcQ)bGx1g^o@wZF@G-6&IzjQ z(dH~HTBL_I`jR)Z@s{L%w`Y|lQa<8?F8^KP&a<`3;9TP-@@ekJ^?TOQ?K9P4+J!q} zu{7gIoQYrpBE=Xyu0qyr-@^=eq8PdCMMC z-y}7*9HT+Gw%OoP*iYyTKP8l2UI7c5kHEa0GPEGhi_f$ra9qg%Di7;ReRiqx&Y>#8 z#G?mML1qp7ywnrFe{Fymn+ZJN^a8BPKLQ5l2GX2Pf7oT_%KrV*VeFUQI5Oh~rQKMJ zaZ>;I^S2O4nOhH=_6^3K8+$|Jg)%bQX37`WP5}I4NlRW@aZw+Ap05!Ba($y|zi$Tw zt=~$!b@o8g##wB<)R?`N|5x68w?r)2IFXz8E0eo4LtJ|+S*YmmN)K{g(PmW**j4kF zCWmh3uQE$`NVPF15A);yjP$t9a~=F!9w%O$(G!oXYy`EuVHomfIYi$8ESKDI0l8sd z+;EgOc$LA8FJrM%D;C}yTF-wHck$w)kx(RcT{n4+hF}ee$6Q!NJNn&)8y8hjIrtdA z>w1U zG7j>M^=%X?f6l7G8hJ6z!hur!7$((8cZCb5ifd0pqIGn%|<%X+HNe<>P$4S^?0 z@!X_%fFiDCh)d$fqQ~GttXnXE>y|E%xImYLVSDD|f7#0*Xa8QTTq=VafuR&^Ih7P2 zHBiEuY1p9@hv$sf;rQQU$ZFbQ*c#`EGLMGf5bq0kbE~I#W!yB0O}Lqy=Z(UJi(=_- zziIeHZ#-N~w4waBj$AwJ0_1P3grwFhU|}bZeFJwu?n+1W_@{%DCr-cszch&!dC@iSN@U|Z8Bd^GXeKo~te;c7+UMn6JDxud2 zq0Q)YmV#Pl0 z+`HFHIv<*o?;<$azd|KL9r%yGOm|c zyPp=VQR3tS$#_$*7q7D&UUB6R z^>Z+J*d1!vF7?HKdBEr17j1X6T&DO(FC=bxk+9c8jc?>u34eCVagC4(Uw6%udPU|i zQOZS|)gPx)=^H3RuNM?=o4|j*2f%4d6W%xYF&QZS7Bx-0@V>;7nj2k6PFD|zaeKFd z*M2kHxFQtyX8Pbm>J;{NtAd}^6Y;RYF}S)cl=81`;tbR6)TXzXWeu9d?M5?rdF*3o zx|{_qEg=+S2CxEp%SW69+o>7ngoG!9JA2Ur72*L}YP|K_8y`@Bytb2xkSU ze{~=}o$q>X5G$8X=TjXaup>1N9eZ`bUVklcafu>kUXy{IJ?6o@*hJd6XE9zMFb>xy z#p3!Wp;-QW0G7!m!mAhKVDH5OI<;{)s_MtF)9sI>aBLt?7&U;upIlEigW5>GXd`{B zi(sGg5ghksE$fd~=V5XsG}11B1CQ=v&*Z*rEpaNmRp# zgpjJ)xbbZe%pHA<_wWsN`n8w489VT@>N?PQWiH|hD_-dF5jKCbz(1qpu(w77HA*=X z#k0@p(+xRTn9>AI5`XyR)_RHSVvi>?YUoIc72lj4Kp}q(DQwLQ^fx#wq~{IA3k{Cf;JoHIarCxsXfw2l%-p+^{ljiT zX;LV3$Y=1#EERg)*NAUhXmRax6{?kAh&ja?_%$yYr}deRy|3=Z52o9|*UOnYMvUN# z2AZt)-GQDasFK<^Ihgm-SXg1-4a=@o(wAp*X=}eo7WzCDZ5o&H&@lzDa%~Uj+PaA4 zM(m=zJ0Gc^!)K~EsL0dIhw}G;F|74t1JC)?omJi)qp>v}ys{#hGkpwrL+9J_-S?yT z+&0NiH!}dD@~Xr&ag(9@*!s36urbpVEsdemxiU;x-G3JuY0#e zjQ#zQ0xg4BJ1_~RUU233E}s1Q?p;vbI~3O}Cx~1-3YRqewe?#$h+<+=MWw1?WccL9vuQ20QwD2OxfNgVC zguv1*l5UGZaa+15-^eK7FuM*e&suXT_8Am%25WV+CB*!hZC2jkj`NxT&TE#eEXJ=_YD<(ULM1pANp|6ocn@(H zezK%`_9^XL{F^FL=fTQh3Dk0C7<6Q7f;nD>tab08`zs$jy7HaqFlT%DzK#nPL446(J44I>bBUY=o=~SEGu8x zoX;EVzn5RSwUk3F2e3vBQ0w)n@Z5bYEx4|YO5Ye-%Lj3I&0s#Kugd8gtug3y3N36; zr>qHEp=XOTuec%-th2`GFWbv68oi;6CK{PrN;rH=8t4O|Zli^S(y|XRC{4wO@qqJ2FUa^;a7EL1F;I4BWOo0Am|<(CMKT zK6)~YyU*SWnLd-T>k4zcd1^Z4kNr+pwYrLf6-IG|tt@RE7QkVH=EC{NOd-_WkSk)E z$#rxR2b?)0uJ=1h8n}-2wF$drw zk2b8O$@f0PKPhWgonK8~wDh>3Whi_&v_iCmE&Skt0{^piDc^^=lqCI)9Sz^ndF}6F zWB6DeKPii<&Uv%e^?@7{riUJPc7Vrh84RuoX0MVz;?}oD{Ns8t{Ft$TwEEP8ep_E2 zdP3ruTq9W4#}8V!ouguDzg3z4+4lRVAj~s~!-^wScsqMG*=d+_?SlZQe_e!wHM^mD zpfxY=d72C+A7D?nBYZq26q90Agyqr>J!fMN9{;-+Z$7_u@#SS zK#YsT!iz?y#p$4V<9@mQdNmB~smTX_uce1$b(uXP`LwZ?!4*JU-5%?0T(|^r;9NY*!fO8FDuVyOSfk{Yq`k2 zbtSZYV-DZ*+D7X?8dBtqA$;|l0?&Wl26ny5VC+3jw7K;G*6)~xMLQ3Q7mb&~IsIY$ zVQ5cEI(Sly|E0*)vMN0E{8Mt1=AvUln#pa383yc^f$zII;n?0UWxx8!Vy=aRe2!1X zN(IR$u-6-BJA{fKXB>eq`DJvv$w&|-=ilINd+@~FQLuIFZkuOoTH!(G$};^Q5vX}b z7VEw!3kRDQKw-Nx_6VPjgN%<~h&U`MN-HX>^eM1sXU--sm#i3R7cJ33_ zbsEQEB@MU7Mmn2S zxpmb`K0anMFSJdfaPMM4UZH?bHY}!0xdiYSb6@fdkG8!yQ|bx*zG8daMH79bd+H_U z9*7UeVq{DW;ifcO&9!S_-itVV?BM~2*TlhZ`=@kiQ4X}8u;fv%G=-}Hy({uRB~X6V zMLMZJf`i;77uB#DbbZvtZq@1m_{aAd4f>sfFl`{pTMuEsqk*7t=oX!sX$R`-Qt{xE z>B70?A#7mzMW{3zM^~PW!wq9rgWtagLdoe;FjTCAKe4J@Vwi|ey9Qy@%O2vWxoYfv ze=FxpbIzd5A-rtV8Oqqblihl(z#+9tyn2HVc3pX+d{W6o?lSu^Ts&XE_8LFL$rtvK zfy8It(oYF{yxvouT#`ul7Q|wrtC={$wFN!L+Tx4%8L;NwMwHDuhOyg4PKwImsor;3 z#}`eE0M#LHR$&7N%SI%>AuQt8a~*bQxA>frQZsu`s^$^J!m}qwBA6*jxxO8_9FeR z@Wtr){lI)`e|)mwoM83QgGXvh?%9w`N-I4ro|~Xay^oDR&5b%d@id~GkqXz|G9{o%Dp8b*lSc^8pRkSofc6)~fDE?TeLg>6@N z(TT-W8f;ZpuJ~{=WFtr#}uHaPu%iWK#Y+_IFZ~#1EqjCqTYq8t$S!tIxA}4I z&uRR3>^6>g=1r#p;^=JqZu*?KS}<8vL)}6wB%jAVENj}rMn641w16T}RilfvGajy!Y!RhaRmI~zTBr5B^ysQsV^f7-l~Zn!+6kOnjMUi62` z3UZ)$|6};lCjgv`rou5#i32GcK`Vot#4;D@d#v9jT6Zv;&KvI+??;!wZ!1-H?>H)2 z7TyzERivKt!t;W)z6GjJj)Z!bLjX@_!A*y&l)G&@UelV%U6XaWe&jwlJHv%+K3xSD z`9xTC!hs*xH^CwQG3O5#`Eh=-He1B)p=NnEu6v7Yr`ud!Sl?eLA85;qd=7zOTwhvx zMjw<52f)O=vEiWA{KYz+eH-@kt^Qkhv05W(%$&pqe~*&E<{zZ-;=FCD zuK~Vf~!Jr1PkpI##3zhh@9t@li!Et*RC}dwixdZPK$Z zn}EjEzi8dYEI1pb&!_#;IqIA$Z(e4CpJEj7X|tY`5gd=_Qs0Z!qiW$u$yvx7p9?2l zy|8J{CEJER8L)HaEy}gO3@wyc~0?{<5MIu2`S`}cLWe){XF_L3p~p529V=TCuQj+QWF`chl#_#+f` z^M`0O{-W(hrwnpG>&2N*^l*HAJ-zgODy%Cg75u79>3!YD@&rf#^)-F4=(u2;eNkd< zOmry?o3H?NHRs`>vtQ_NOoQ!nahg!IO%Fr&-vyfo|M#HX6sO#D#N$ol>HLhhl=#Ag zkDq%9y=OY3wQLFLpPI(9I{!hhK?=Ngt|bhTnDILY`Ux{XSkjEFZur%=70wBw*k<@z zcv=0G1fw1t*{;k-6(ug?^8n6y*hum_?8xC|4$W)Hpo$wUkeV<7jEksLyKWtTa1OC#?L^r<&#*R(G2i^loT-}ec z=R3(u>4s}ubIEpH9u#$P!pU``$RNxQ%csd>Zlnb*S352Enoa_TPd%{g%VSFX9)lh^ zVdBwUTAa6k5+@gRC#;-?sjhd(>g`xc^(_JGTcu(jj>5s6&*6&N2Jm`dPrc#-C|`9g zKdZh3hRS=&pB5RN1$H{=0ubVx|tn_RoDe@X1!GGx-Ptb0^U4ww0`{dIwgu1q&LZ#tI+S zShCx8D{L`%FDifRiN9Sk>FR;W^k?=^=lT z_&50}tD*hO$)FecRUB~`vADEWyfn2FczHODoUV(9W*A{+k19~#ug;HN^g(^54quqFN+gg}dsm1$e?iTmu z-=@GT_ed>Gni<6(ga>_l)4sw@`0}h0x`Zy}r@|*v=~|6boK5lJiX^@ueWy+Gj>2%4i>z{HEe>G3=@;oBWyS5Z_e;mP0>f^Xo?*zU{ zsYBmkjDz--z@vyZG}sY}OBHtF&!wAD)3F$puXeFJlx}I~Y_}QD&egHIpm9%llfIRM zXK8cL$I-lNRWg3rWk%cXBgQoR`B3q zbI(!i!Q%2*WoI6??7i4(l0`Em@9aaj?)-DaC2`7$;qWf0h`g0MP`*QjMxD7&!nN_V zdL!^gM_JT4x{U(ryMcjU5timCV}o{z*kvuS^Um!kc6`8amt2k*)L&|;|EF`hHF$%=_4dP3!~ zJ!tjl5vJDqiJ=Nsc;x&(9$b-%3v(V~#E-`iEZt%MCH0h8+_SK3L;g9+xL(0Vb2FRZg3dJZ5ag*$^+30y4vmPYc1Me zdqS7YeW7~nR*Vw+;VWI~z2lyQX*)j%cL&+?{dqOwZ`oXIp4Lwo8efT1)?9-==ewed z`EJAq4U&iCzA)kTdLDivm3)4UV$`z7z0YC^M)l_G8(k=DRU9mTMr7ypmWEs_fyqYh zSaYfmF5G0uGvx9>@#!ZXLA9Na(wfo!2-S|!Sb7r&S>0`Eq;jR#6-^FhAg26af zX%l+7Z{y-2+Pu%d2UqNowX+y3Yd0m?v;yt*E1FCdD<+3qaLK^&lvNQ>apXYJb; z18TC-`n4G(9sUmIb9R7wRe|(gibn-=BP?=VNaM$ua?ylwxG`z~XWppbx-N&P>h*B! z;kp#|?dr)R-k*RXzb!o0-~v2-Y{%CogozQmrEjUPUK~^>i|xmyj_C+nYR_=O!E@#9 zin}ji`$xa%l5!>;-I9qDJ-6e%m0CRExet#UBvbK+>`~aZisw(8CC~B_ZtGMb zwVExW`>j0kIkTU>ty@ElR#LY2rXh-AIQI$t1#2!HhBs60W7~FjbZglKJyQD$ch{-& z5Y>ye#jm!aRmf!2P@h5r=f4NTC_B3N)dJT#9)|z=oy6K1Z!!IrcEjIVy*f>t@i zgtH4#!L3u&j48k|>xtC5R|;usr&4vO4<+|GhwVE&(AzH+gZFhs-R~dCGDFR-*N0U& zqF+DmTDOz$tF*)7kdN@^nVap7`8MpPY{@yn6Oh=mick)#>KEV`@VSGOOw~# z@dLGP@_e?ZJSa@NK~8Q4cu#tEs;%pUPJ?+kUM3#**BT0m63bzjDPn7$BF!QLJYTE8 z?xWxN`KTQ<{iiIR2}z+}Mww!RRTqx=F#$fE zj;EZF+FUV74%fH!#n)1&NIYWziyJ>lnfyiYwY1T8%DCC2cXBo)yG=xAt&uz`<1X-> z{kUjO26k@ULs}WJfahKdx$@&-Wtal%8J?l(?jiWVsDu>fI<UroQ>`U1<(oYJd>D?hPZMxS;T33D zkb^N1vQ$>D!k%rNq)}|hN8Fy5IZ`%+t(?G*HAbNCq*G#G`!{-)YK2bLk73Wsl~8u@ z4NSBFay)TD=)Y_zxOdefUtMGTT{wm0n|G06h@q{;?RdDC@D;*x7DAZEJ$hZ6%uf#O zq>BY1G=0G=JU_A)x=THFObvm=1X4TOp{AuC;!>+nD7BtYCKd0!f}; zJj*8;+;jEm=PMIjvgk0qdp-{PS``W5i3727;4!GaSwY#o9#Ai-8ScN+fnNvxC4F;s z?Bckuykn&t^zV#j(R>a2=?6id<(X1Opag`Sk)rmX zmS%eQJqL4~pEYk;*PDD#gxdPL-iNfYk_+hiSL!pk7kF)LqAj;%(Ei#<+mD_@c>Ip} z{IByJ*?1si&s68dO9o2sI^>`3@8S9__43zK&H3l&GvMmbA2Q0r@uTibQnJzJ#&40Z zAW|2XxujCgQ|a@6MUznTxReI@ex{I_FX`Lt3QCM_Ax}k9Y+p4GB9~M{KG;LzqCs4i z7G>)o`8cD-_UFY34Zb04`X@1}ByLLe zvm&Z{unR69JS+r6SWDdR8hCr9n8H3OVvj!WV8oc~;ywC7_lD+CySl`&&GQ$=WouxT zeO$TRJU#4X{YUB@jX+grd3=A&lb1){A+OuruqDNpbAJut?tZD_(Ea<#c;b8by|Svj z@y8|Fy6Pr1Jsj;f8jZ$nf=@+VS@*^~)^l4$yDC)aYK(OD z&p!+MN1qi}cKbzz>$FQ7e8*z<2?avhBNx6}w2sa%-i^}|y>RtJQM8>`DwqaHUH`u( zf^z3w>@L_~bz=*>3yiP}Sl^89Dw0q9{xq!VodT_O<8k1tEPRlX#0wjH!3+PB!o9At zTp#O*zK+q{ZSP2Mm(8MQ_8TZFXF8p8cPEd?0vP&eI~zF3RFpM(@mmYYMJDf#Jx3m= zD_I?U;>jxXpLGO}%;}GBq};VzpAOPgIzs`g3qbeFFbtcPB(Th7XkQ_95nRuag84jL z()AcjTd_`P*l5MZBV4I>i;igJ9)JfnS#waoX5MLQLlH&>9Ig0Jc#+w&{O^le7~?73 zMOLNZ&WL!d>oY`1zO)6;r=F2|!*>{ZZxyYF^#xy_$5^nnoCY~W@Z|&A{C!rNaBzne z&iQDJhmr=fFN}fqHbYcTTL-RbGeqSp&*@p*E^%o1DVQYrm#ZpzV!~rB4BVV7?Jn2j z4X2}2qO1xldu|20eTQ(Y-(tLK*_X#0o68&5j-#0B7qHgd3HQY0QO!|fUgqnJ)0g|> z1j|NpJ-CM!2Bo3PyqmBgItNaFNWc-g8}Z}(g;eX^pVwW<5PA%l%xiDdK!}O4SnD|v zZ|#c2D^nJ$B zR7#d(Z1JM=Y257efp(lJ>(T_Vv-GCR7 zW7wu^PxdP6fid6Dh)xgt^MQIhzNjQ$wp4C9rkg*pZTs1ShU(2EE$cBPn>!LseSX56 zs(##3X~KqEN5GIf&Xj&C^DXguxtA9K!y$XRzjOe^xo4gky_s!NSiFowp69B?`7M zyuJv7QVcN9@v}Jn!Fte{;)WI%TcyrT6&(J%8jHG&#j+zG&_QxrEqNqy8@1(m$kx5& z-=!P2f04SPJ9W4wLWZv{HNuR9P<^;-{<`YScGypRbq2Cc)rtrm6({S|qK`)XEN z!Zd5DCHIN1gxU8WQ{Jq*bna_++N!G0M;Ek1(@-~F+HzcCm056USXcaJoKJ;@$M{12 zNzzx`US3zU3hJf#;+!4L64S0Xd@&D!{%f9!Au`*jcX0`(etQi8lO~6lV9RYq1 zouK_>9J_}Wa;bX{u58@Ifw%gwqiZJpclwg>c->Jx@~oGb9$A9#{GUVh`U4p3wgbJA zZetg9EppB>;{4OY@r`LdPQ0UyWj?!NPsw%&pR+i!?NcNMX3#|~cR5Y5+TuY;kvXTfA! z6J+{*g0u)o?r2y~`Gi0uy=n#ZF;$gbcLM zGbnIe0ynmvgR5`7vETC`RM@uwGtO-;S1#F)YcuO%WvvNxZQj9qV~>%}D0BQz>NC84 zQ6^d_Efs(CNZ~Udb752L9(wXfj;-qRM3bS`@Z6&ds!hCzt!-O>ZNKbz{l#soQ9C$WBmndqk^E{4pcV zj;~&xDdl2&^TR+RoVO@WcwrR`YZB_|R&6;9)=37B4hOsnvpMRKKlX|G3^7C9c~tHM zJP`U8#%$=$HNVZ!qE|LGX=~Asllz6OeRS|&_(W6Gyt_vQ6JQdZ&_cz4``Zme>|t7b{$b$Y32+ieYA zQ8B|I7F(b!C?EbyI!1xPp7>9vpOE+F0F8Dq2Zz+FQ170|f4^(+sZT~YU_uV=_puiz zeXJw9GmClBbr;*@M|pHtK^O0=NoVe%LGgPN$Ul1z%e*eAXm#i&Tr$_;y3ryG|9t?m7N=mSNeb59EvK8a&G?4ZAu@JVu=9*l zuB8eQHY6J(X8AyETRiWa9VeQtT?D&keiN_RnB%;7 zYksgTo|-S3;WbmH51($sp?_a^>PZvmH)tyQW}4%Ob;&s7vpcREkMMreX`!`X5ZcMc zV@hr}T-Lo+)aVo_AjA|WmH146)w%{XPdF8zL7Y-{)58(ZZ;U2$E=Cu&>O zLaEDpqV`-h%*>dH1Ml_2LjxJQHk>m*!B#2_p=W9SLm<kZa@zOGid_EY4-%8++HKDl7Qmg!O)&nUAl}IJs#_$@ICRj6J3ws5p z@Eq?-x|cPcr@#IsT13rb_4!Wc+r2dSelLA!eS89HqHQ>Mj4qCD$i@&|Jsj7=l%vBo z(`Si)*ZA0m?3Pc0&og)NN6m$-(mIF~E(St_8FJ#xx0KgX3wsx)2s8T+p`uG8sKZoZ zY^QA%WlolX)i)*X?WTn5KX(z`@~q(1f~R!R(uMm-|q+88FM&U(qI{31vdI^xuY z&(8-7-RD$7=+Q0waJ1yScxA=c?w+L4%`4e>_Xl|J!A^*tN#NzJg)h5F-t>qFiIqKz zmCWY}Pn{!iQ^G2`sO`XGzOE(jCqr;_q?8#?OcxIrNDNiKL^%5)kY2u3LAAMe>3%>4 z?32xvx{h5*dxa1E4UsZ*cfZ2TG!4|)xC))u*V|SHNS=>Dn_zy{QON0g-6q4>8A7z| zXuvlEmWvpQpN{>b(6t?cTu?BKlje_0yj}Tdyt{aDb|!h(9u(SKBp1uXnQ82h$NdESwlW^;aC(Of+k7RAn7M*UHVj!6#6up8&gs)DRR?$bkR zzh=w!$KCk4cBmo61XLPBpvz+q{AV>xI=?6J_L}}&aqS1_d3G!J@)*a#)1QhpVG8u| z!b>oVKLCTzUZ6ie27rd=XdW}!LfpGqfn`(%gTcfh;Fjlvr4rBS@U)3+W3U+vE$q0> zR30XI<-&YZ$-kGR$SNhW;Noe*yY?Ls#t+M}4c7cF_Ds1=Cf3@lZh4Hh?Ak8P93BW~ zN1dmt$0LOCQm@@HYXCZ?X~BPr&!FO}3VQ5PCk0CjY*UdK{ht)L`l${ZKO6_Q-@b$| z^ZwG|;lG8me;<;6t~H-Mx*EEAisF^|BgL8T6kSX< z=x=u&tg5d=>CU;RRDYI+_{Y=quS2+4{iL91(Hm2OC*sa&I{Y$K8%_=zkL3ef;G^eI zKDp7FwzO)&9IXf9Q7;ufs<0IH2FoHScH6MbLmgU7PhWOA50 zPJW5vgT7U4>CB(3+n;KdmouEnr_G1T#YQA{k*(0)eWs-S%x9n6ZNOft)4ktN!IT68 zP?d6^y7!3?3bnTj6D3}((Yn)QT907%d(jN`cG+X1)gq5GB+fHjsUd|08kK=6ZDek_ zDU^Nk2mkxY?B(+7EbHzwc22F3?2D6lWe!e4o&G8zF=iylJGrpwb6zo>_*6DYFvBn7 zmtyCOM#ggqDNGM!rzO_Fsg>u*PK9EU?cs$h$7w;uzk_6FK!34ub`e`KE0eT7T!^|q zo)Q;!ll3y~BJVF+LgHs=$nL3i>M#$iYk?yd{C!bh1Y2)MS=j3p= z1EQSF3j90O2$kjz!ugpR_>K=nxrf%sch198t9O#txaTCvFo=nsO++zaI(scQ3S@Ui zlCNsbMD|V}CMV+va}RUjl0zwRJ~&tk=HTL+p^^_@%43N>yPuu-It-6q?n?&rxW`IW zHNmLtAaOi-NI-)aa##PBV1s?|ytKYzE<1zq&Mf9V!UrrLPr!KPM=bqfsyOfQNcfti ziRWK@XMPz^#K%R`7zr|hNw>d|jjnOx(Yqt@q}oGr_UJr3x9u>wm-T?{JF1VKYa`j< zY5|9+gpmI0<2(J$xkt5kUS_P zW|P6wH1Wr#jU;q-CObR1i`*@ELi}sph|$3(tkcIB+;h&cgkFxgX4EtG>A4-${qrJc zW+)&HXM+3`FVYs&S4euA!xF`x4tKwH6B|!I5MxIik#s%-M5pEIFg5EKllk6{OdR%_ z1)FPN^c+=)N*1JisDap-l*N8MTY%q~CRrJDpUP^H}s zck(Y{_x3($POh?q&m%A_vx;?h?2ko_apXnQFfhK|A0O+U5&J$Muvw7!0hiiH%%8qs zEMrJ6rJiB0mk&TEzabbi>k(Vvq>oSeU~FD|mF!(RoT$FZAYpsLh_m7iR;c7Jc9T8B zj{F>lN(VF9fs#5_US>u3-RnZ=wQOO&#KGP3D3<-LjAp5M-v#A`hs44QgYl5LIlJAi zNft^RM*Z>99Gx(Ro?~y2d7h~bZx7xUadexMBRgBr80U&7TO{3lMFE-e+`7{9)yv8Y z@q^%PaxqD`Gyn$X&LQI^Pjb+Y6YN&&5Hz>$&t7d<&K}lY6%>w*!My6TWNV=k#uSdm z_KA8hGo%;%ZogXj$U+y_om@bgeyKsTjSO4d%T4l*mXe{0kD0IB2lD-41Upfw4;qD& zh|WR{{A|@AY8XraHw}W@GVZdqwR&(fKACNBy+nLnJ3TS|!d%?xH3@g$KF{K>9%1R@i^=bvXGyckGIk)vS|~DdL!S{7 zv3FDyX|60JJ~F>q`g>FOX0%4SBU^*+1ZCnhMHSk{C$MXMlgKvRZ$vouo5`ttb$Fmh zSoq#6IE{&PU1Lx z9*&EY53qMqKi0CFJgMH*PNuB>LVhQulaa$5apaZD5@UF*q%*e1GA|ii(l1gB-&ROm z2P8NssH>xYsRKA#A7j^(2vZzT#5@PfV1vq7^puGrG`fqt+EPX~?@1x;)+kye*`i8H zBYWuShD+yZ;;D@zAUZik+^lthnLl_;OlGu;pIt|xOAjwxJlB;B@dEBiR5TTEW2H70!`o~Zo4s8oM3XUV&Ljq!qxn{#Gz4J z7#=j;VMAYC_WIr_;iu#~jf+hsZa(HP^XmsD@9m1oQjW#mxu=Cl0~t6x;V+YQ`^@V7 zG_gPKCwX7*vU4rh$jNjw==Y%;kqwGu)0XMO9t#&d<60)DCeFrEk5*zdE~Rp6pSx^- zH781EY55^dK;+>3@!s@*#Vn2(UENF=vb}F=yY~cc1$LEul zqB7xi%T0;TkwM0VA7#mpOmSYS1KWHxzOor_Gp(zgc0c{}L3U&dDOZ(p?F=YZ)H&kn z1I29Phu%=p7EjFnoFp!3E?6b$NM+9t#v_|EMZ@Yi5?l6E{4CYHXID2e>#`0upi4$L z;WiD&T$qmyEA^P{q1{5;dO7UYqzfNU%0t`a5H@nY22?xT7qpM7khXKv#YZ!p@S2tv zj-K(C*sPE^9D2jSwQ3!Eq|h5H`)M){1ydZrHxtXR+T_8=IMM8Y!~_i5!=^Or!tFmX z#P4G}dvz?9JsQ%;$P7sM>Mw8fO^pa#G zgb1S_O8jc+zPw!}i1p8GV*_WuA?Y12iA2C+edu!1nrlf~q93ynO{TEMWFQXu5yO6N z&>$WC4B_`Xd2IBzX8-ObOEv0#_<684oOUuojT9Fqmp+l*?{iwzTCFLr@~~mH>&Jjx zKy8J5c|Hp{SVuzMcZWZxyfI{y9^4)>liW!$!*zQc$h@-0!ujc1pcf+jZ#LC1y%Sn6 ztCup!?K;I8LNBu$igjd}On3YfI0|~NQj+$Yt?b*zp4j_I1G)P}6Pi{F@U-_J&{>ec z=8WzTcBgfR)735rA#ccy_z^Jh!+EmDWjt{oqak@48ps#_`%H*bfC;aI*~r2lr0DbQ z%2UOCaDm()(mqQIx=iLU$A`MO=i^>c#Z?QJFT6)St$QXm-9IMiY|bWg1HG{NpDO;7 z>S5IuftYx07u@m9jw7$X2IIu%p;CW02rZt8*cexY2agV7 zSMR?jPx_j(WP@0I@#Sh|_XEDde2Xa9FuI);q^qIIOpz?*y@h;@MdEDDG!~?Oj3qnw z!Rn*?MYnO=(LvJ=yVfj2naZbZi)Xa3`Kkh5JtT)gMMqfN$0}TLU-EY!dsgX?YAhT) z<-%4g)rc`$%2=-%z7ebrzSJ4 z1MA46Z9wWh7hu%>ng5XFCtz{WZQr0la_=-;;OfyWckv6Y~S9=_;Q*#$<=WXc6U<| zmL1i@QKhpgXU&`>&cC!98%>v!arYvzs;?P3M-9Qx-OcgTjWXi!aXMT8cdSYqO{&99 z!F1;o^fgh(2hVS?+DY4RdX^zZB*;VIgM;L%RuBAYG>Ww9Um{-izevz*51i3_*Wps$ zE>vh4E9Q@R!G3xVMU6Z;Tpu)o)hBNuSIlmcYMjoDU#dpD>_8i0B`m!Lt} zHhej!ko;J+4xf9tL&~)eY?4KmgV_xy41b%=f?Qq-F9Hg%?fqg&NA-rinqtKKK60_% z<^aygU(Bixh6uMdcgGdyd*QrIPnbn&B^&f>G|8FR3&65lrH^2U*Da&jfrNm{+2^y# znj78FE$#>&y&s9$E+^RZDPNcc>(5?Vh2w#+9ClXnqJB}_%}#HY$L9|Q%b~e=mj03)@FhkvHPRjcY!KWKN zq-;rJ(*3mtJPg&xq>3G^?79NJelb~U)~|x?T7&S!Ct29wR?Zr-M}txLGH4IFXZ zNvkzjALiRv!|4gUaBf-13n3E+tNgbb3NeE z-!^DoQ3v)DZi!Fo?o|HV6pm}$TggV*gY56L8)EC$E0X6Z22~&KC+@%d3LRH=5}C3G zOu0lI19p94RZ-_y-z916@u8LYaJMbep@;Faqatn+7GU=9Zdi6G1s4yK8fz}A*wxsT zxIR+iFuu6P4j!sutFHy4tyVBwH(FPC92|h^PZU{z)(-o-9@*?|n;hyNUXS!lnxG=? zC!RL9$aL5p?OY=WT$>AaN9)cXDwdI-ZXRH|8)bl=TfT%>xL z{w>MhZ$L&2UW6M)xI?bL5((|Rz>bYygev!{*=31!8GAezXx?FV<3?MV*Xe;+^YA5` z|JZ?9jvOLrEHcCT!O?JQiXN_%&#FBBuRBi6EMS=%Y*4wPkUTw10PAA#oN^F;j=PG1 zMd~oA=Xx?{RzA`A-2)!4koZ~p!|c^`P-^pbQ zCEVz8L@@r72{z%8kfd@!(ASuSnNxR>bMp_A$(2OXaITkfj>bT@&3%ac9#1&ur{u7< zw1eDAR%6izeDPaC3!A)uHT+r<=b%;Ihv**O)XLdE z*#-=8+rz#mO%mYd0@Mp@A=`JU<7DLGHk-qhZEkaL|G`jk%mQyV(%pu1@}6v3qY-KM zJ14~TE+*kqN87 z{m2ZyUKe|>EhNDpkE`artn3P$$7W3)AlUyYAOp4Jal!H}fOU(RBbeHiB#&1!Te#M%3H~!NZ8_dQg8>1xIgKff4?}WK>!b{@QzMd!(VIJ5Gx|&8C)dheO80K-6Gge zLoi&?2R*l+#w9-tB(BO)jD2%J?0aM=X0@21U#c8d1r_1eHOiW&M z1DBiZhO{1`uqIGJ+JB6R++ckSaQ?xbO^$$Omr-o(w@IScm^vYRQ!wm`GH1naRM^%6 zSMb>33&)KbNVjpi;Cwa)CNAFvOSktT$x`27#9T9IEec_wn{J4C0rH@m7zdg$zgYBc zBMgZcAXwUshVFZI30G#slh^h3aAw8;SZqS!<%CT*Z|hVh*L@1hTmD2e@wo+!pDu_m zm)sS`oPSH?i)Isr6{kp-MHc*X)uT`E8;GgBGl=2}Uy``b8H(jfh;!yWb55FwyU!qt#|vN zoZ>PVpDb~qEv^W+lFC^9UwPKYTb<1LBq#Nn9no>T15S}V=Dn_+k~on6Scd&`Vc38O z+`Q=orhQK(-co(50C9Y7GJZ;!@3wtH+MYPwtz{p9V5 z&YvvS+dT*;MoA2f5Rp8&N?Fkf$*h>k*!O5a}VS+Dixl~p-b5NJ9K zJ>P`m)K**J=k93l9J5->(^gqw2Xi7!li*B zi!B!Uuk*LCx3L>#X=86`Z9Q_dwVm@=8yVmK|G(1WCHzW+7L8h+Mkeoi#6wnuae3Ez zc#s@UmA~fmHx(WHRidBc(cEgZRN74swRq5T2|oP3NgmA_zk>cZ{^A`uZ^uaE{qOm| z82`vow)X$m<5wIz4VDyqp^mlJ@PQJNq}9hLzuq4dza>HG_uUxtw+V6&%)(836>(<# z1h^i(jSe;Rqs`kaNcEk|_-XtD7-(25O#dg<2oihKTmFW0s`Fj&QR|1N(hS7U)*_6$ zT!z&pC)m>Y5jgL`YSQD(F}7plIxuY2r_(n@(2?W95lRi|r?l&k))Y;18ztrwwou)$ z-n8E&Q_Lul$55YMbjLJh^gL3!cZ>~0f7Sj|C zp;crRMvrq~*Oh$Og|ZFcGbfr3kUSv%(p)9Vmg3v4OjuE>fU8CpgST@Arm8<@bnj&P z>Ygz(o8(TpMmP99ycfM3vYZEQ+yV<$-2^qscd=J1hz_wUf-ud+X!LcO@MN|c*Ba!E z!=w68=QGRj|E$OM^wA!&(p>)c{4eWq$p5$=t*l0mw)t;92mXIqkI$2@(j_)w^!m6s zel(_)cC-Azk0{LG|BWNy_Ic|*(wh43`QOH2_&<-s*2;dA{V30~*O?D`69x3IU50Ilx$2H)D=@I(+Mg!~^R)K56enId-1=>Bn4d<-bk)ZBA>6JJ%)y2e6A-=SLwt5mgRzS z@%qY;L(A!!4=eH07!%$;)&-BW_2NGMZ?I^~7t&AOoUF}x0$wR!@z^aZ-jTK!E&uol zCCmKy@3)1J9M#1dr|qMce!ju}EmL^ylL}%pa|4(+my&<3m*M({?ijG;FcY(9(71a& zX-?lLKFvD)tK0lkC?Y*L%RQ=Z0v z$Hr26cIDu*sj4I=X%mV`Pw|^*#PwIOvSTLSJLLca@_J*AicPH0lJ#K zBcA(=r2Nat)M;Q3UjM?LXa2~>ng1fNaQag;95?}sqmR;6Vk+A@TZj4wj^*k;vi#%Y zzVyn%s}Q7i8S54|ArVj0BafHR7Be5*;UMX*6icD~pf~ez ztM@v7dBsdxVEotN+`1=l?o=K0J?c;IY3u;Y2VT^!Mw6dwRpx3(b?DTah%58TneWaQ zxbD{+VYQbT4^ufyO3yC>zf;zD=cgOF{6n69ZXQ9&+70~HS8d*qnt-F9afox8hlV4L zKviiQTQO%6s&^YoQsp-2zTxukGIW~| z4sj#T3pWcMI(Wi2a(?0!n0NX)s4sQJIXgF^oa}A#WZ_sy)t^g8brk?=9+JEi#)8>{ zmF2ZvF0j{`(0{x$SD?kvq$ zF7y4B!%UTB`5wv_a6e?+3AN z%tN06xn%w4?mT_=bm84r3vBxKUQ`gSuwZRjIPG14XD-e~3lokXH!#z9Hu!*~oKXt({?`3@MuvT{a&uh~5$(_FY+nW#Z zJb}M@d;=V&vlm=$|462->;V1scZKY_ zD%cjJ%%_K6gA@6l-0$Ta8sl~nU#(1{nkxj5X*H&&8oc-)Or*`H)=}MEJHgF8j|CgJ zaSh8?_;t}}ZsD<)B^{3jB9Yu<0W?IT-wq(6|`=|LD7phB;&J`FTc=&fA8H5%6e(yz{c~qF7_Nm_tW8qUNJP- zp%f`-gl>)`yxl)+~$o-td2hwRBhrSYdgq0Nsk zt*ynf*4fl5J%AcN{lpAg<6*0$8)+SD0_y84aG;z<|&z2?p} zdtQf)fjyz?k);?mUs{vK859!~X=fi@UTXUoFN&o&eA+yyE!|0*UH&lo`UyI`wSix+ z-or0-Z+xdKJ7=xXepDu zpvFEYxN&8q+;%=H13EagTvG=|zShwGvKRQ-PhW6~nzkG2MUe;#f)Rz;%ZNPO% z-Y^GS{>4$NN*$1dZTRAc5xwXeMJg(c`Hg3HAk9dh+wUIB533o`#XmDZQSxK-Xb+|D z4faEd`aqshv7C1McN2`xF5$cTwL#{ESnOAJ3jS>$OZq%i;Pdo4;c1B@SnS`8t=4ut zGN2B&Sef!vo%eWuj|q9JdW0U09*jdnE78(kmClZ~rE4e6p~G))rDgRD8o$fpROc1^ z_l(~B&Dg`#MBbaGPu&A~JrZzG`BYGk*~y0+1@eK1?fI_-k-T!XH8)QjK=dBuu<8$c z@TL$5F8P@##5m_d2(cffjDpr15Xaw8QmGv9>Yzar0n29yYj#$9;#$32O?vyiXx zJI++q2GG4X{$NapRC9f;Oqcwt1p{|G{5;VeCN16$D>Y4M;mQl}df#=i!KNHOOhy=T zbfsvUy`Gz#{)KIqp9?J>O4R+#6`?9ygG`Sa##L5oLw(dHelp?`vX6=MerqJm4RBy$ zdoYGfJA=jU^7zdviKOj#h0ao~(XPy&UvSsQ2WpOVz#Jdi-0dUG`}h_V>>pt@jb%m` zWFSCmI10D5IiKmzbrU`4j;-mEAFv-y2pC4qdew<5FQClza8W65`F96ch2@AXOOmb3N2J7O=(YSFs{%5S$zwj_St_LD%9vm>}G7 zsFgX+E%Vm#5fLqT!61zfd2t9HZ+itjl-J|in0eHD><_S>e%gfE^oSmI9=^29P7QB{_0FZ<0GYD-H`#p+8JDJ zYJb}Qb}IiH{t?s*M{vDBhPqb8@IAPTm_^1xQeiv^?BB%N3wm<7rUt}NbzWB)3FnUY z6I*RvW-WqNI5#^hOupOo#GhLt=@2%0#IhJ;>3?SqFIM72&eqrdzvj1}* zY;;W8I6zHC=D+8EyNBui&-bv=R-{6FX~Q`_&nAllxA1n7sfe>Mev3s~u^rr!FTF^6LZZV}TVxmda~ zh~N6)KnCs0MC-?Uc}VwazRZ0ow{)=K3s1kpcUmdz?aK|wuX194CJ_(IK4y=nu3$r+ zX@hO=Z0uG2jA_eWAjxJGuzunza{cCY);iM^ge8)m`~U;BmQ7exu7NrUO*lL-0Y}vs zNIflrI@;rK-qQ789f;(?As+vY2B)`WnW$S=|C4gd}}!L zagb_>&)&o4s2D+a%o}`Uav9#%HpAh?FUh(=hw+rXH(wSV4J+*pVV%lJaC&h8JJ$E- z&Wc}&=`BU7I$Gk)F6qJFeDBMn9oj+v=Nq^#=Pm3G$;IzaPUEY;kKo|70+iX4DhyY1 z!nwg?>6S}J!BV#bt0q+8?%8^@ue=-`7d4zedAf>#g(e+1)0b|rOh(rc36hky8~waG zfU48q{TSs|eZz}0TiGIR&&^zBa(A0ZKG3Bn zSMb`1=Vr~~7xo(RuFi|t@cJ3i~E9|xxrgg_{dH`pCQTEnx)ULsCl3{`%T25^3-XhBEJ&ziM9Ku;9xre z{+MY|;n7#Ibh9#d`f-fB&EHA3?g^v2G6!+%$(#6IuYIUs+YionUqqezJM-y1>+yY* zHlL~b6GHFyrt|#XVZYwG{A}fYlDxeqWl6W-g6|pJk(!8oo!!7hS%$iupGcQv#bU1y zkr?K4QR;Z%s;dY8^wOKpI05{4O%B|w z44`RIVZ7LEFTcKN6wY`(1HLrHQpX3m+|DbG$G2T&(<{tqW79$U??Mn?rJ};Co;l$r zx9+ruld{fH)A#2nVgTg z&E}A3^#Sy=QeoVvMxtliDmwiNC7&nvqU(MApw6L*^`BG9f-n7sk#;~0_H2PP*%es6 zHVc=$XvWj6tGM;IRQ~O8xp>@Q8-QTN0^}PoX8jbt(DN+WbuZLtm8YSYjpxOR z+xa5bf9DoG?TN0h!r+l|DIQ7aLe2Ceu;Fn6dp$0JtoSjwGVjL*9KDxI@{3S7csvg0 zYVT&jofRzkZ8^lE7{Jk4XmC^gE6= zF?G~)LJ`Dv4uaudHPL-ZAGGFAsTF+$iYY0e^+c7QiW4fw8r`7t63lVp;z;n_T#SZE!7wmbR$}W0kjjiH=$H1H#I+qD zrLNWNNBePH`ECMQH`L*YH`$=+IGhHk&Zh&$w4sbbDwa0HMG)$$JH!7^D0J2Sug*}wRzYLDfeJpCMs*)W_w;N#!Hs2q+-N3R-LZI zPZ&#Cu+dN9$CMeg$!H;U{$b0n{)r~@=Usq-y*#L6V;og~H;jiJAI|S;&cO*u1L=3t z1_vzl_`d%0`Fs05IP1?)tntracZfaLE?CPqOu3EU-D0phcVETI$6EA``feDa(*&s{ zeej0lZPc{8hRQq2K;F0&X3YqKEn{Pe8V9mqT&x)6-pULIw&AwVi^-A_UAk_K0y}=9 z9V2_W@u4#hqk+M1h`erJVQBiP(p-B2Ui-ERgZlbX&rUUJZ@CLLWZ6+|TTQy)O$bb0 zF&RE@_yYc`^dPZh7dk(U#ck`ph?{23B3>_K5M;M8nGpi6_TP=Nec!PjTQ7<$rlhlB zDiP>AJDWT|bQZTeDe~2)?6F^`EM8ka7XJL6g0oI_l3@+6(Zbi2@A4VT9Q()%&yG`U zGAza3`FEMv&j*A1^y1ccFXN)8nv%xTfZen{kH`1c;IG-*xbF35?D1ZkKlLfVm^?Lp zZ-F;fC$?b7wP;cG)EPnXNEr)18VpK%ezDy6iF|@aE~z}zPTsFFsW6*09YV*~NDRNe zVz5gK^Lcj^u9vE@H@BBF*9}UzwRM1$Rl5`F3=XpE%YB*lq!GBnZy^bT3UX{s78I>a zg*CHhz$Il@s;G2?s@t5TojC#2@v#%VHsUuK;Br8ympr=nbqwjWzNYk_Obm5gE}io> zsnLo62YTXQD7XdM(B{yMG`oC1L4fDOo%Ty0~VQ< z5USh{=ch$L%}rIbKP35_!%Yc!GY)G{HbIT=Jl3!=0j``-!B-vgxxxX6QXxZ2Q>vw56jTGD+0-2{odR>O^%82R;SO`Yso0oym;fEx{|=E=ED}wJS@V?6 z)l`Dwt8EA5W=5yu^y${W;l=&7?;iGGwRi97n6_4v7h$MJV?`OGQUzH9{O`;8`( z6jM;Y_A**n9hdH9Tk!iwOHu#^xw$LM3^&x?sb>_IgS2y;2 zw2O4v~<=@c?JrpePP7=am=dFfP~2O zpgZ<0VP4)lz*9$^ns+~kUq05bXBwl#;Ma1zSR(>^{?LFvv@GH9>{~+o(p(tu#|8_=hk^HIIr{0QJT(nj z2CBDPz{vAF#1b3$`b^SX?3AZpBV%FAqdfSf{8@DTU4<>)g=}9(H0%5zF@H4D!8WM? zpPnltnUj*C#I6;d>^lW|&l2#!wE#H3?IF3o{4NyNTxN5dC1&+hJ=WvvVD9lQg^X~2 z3>!!;JW02Opq<0`nscp0V^|XT_&FSG2E2lGfy4R0<$dVPsv1zK6eZ5Z87P<04?P(X z#76p@!qo6HY(;!D&Uy95{weBLz_1uXe^{Vthr}#zk(W{Kk`ecoxL=2FH?rCdtt?$3R7lqQ#hiQSVrCB~%#m3_K3cygs|I?& zRM#YAI!CO0=4`$SCOy0sJeT#w0oQ)D(i%NxPFTO^{ZqCB^j z4z0Nbfp~dtI;QN}f^F3$<;`zS;z84sL_X&QL^RdHlGt1}K~;n?YsL~D`vW@WJ%ITU zyCKAE44jTG5vwmY3%@>Igx>86xV9(@EnjFtYep|T9;J$NV$<=Woy6*n(#2C9EAjc8 zP|PXYgcXBo(JaN9CFDBs?Hx&Y^Upj~7I3 z5tzm7=@?;ayEB_`8Smz5DO-&(IA)f9z2vpn0oSGDi&}_E^ z8$X_QXRv?hg(vGs)1S%=Z5tpF9Fg}nQVanBt2UeTO0oupiajvM;UO`8dIbCb-HUaTzcG`$@;EBz1!{)q;qQ)6mV0n3me(DC z;x!x|K0k;*fA>TErVVHuFicnxam#*v&1#a_XpZBbp2uZP>ipKmBCwv?i>!X$9V{Mx zC575W*r1vr%zW1>tlD^*9BSTQ>D2azJ+9AXhtoM7a{m?8Y!P!TR4@Fe>!~X}bld!o#q@_?uw3^cyIh>Wj+H%As#eJbdgr z3_4-sU_!S+Fz)12()1ul7*tb&*}-l2OxX^#4@z7y9~Hi8!AjKi=Q!QFnl)+|U}e%( z9F=Z~FKZ+}S5%9{Qm~@u0pZRuiK{w#2}=p@19CytWG4im-l$~`R^tbQX?vldT2zRy z|13hQBaL`7ZzwMcRO5?J=Hk(ko_wID1z$g<9e*qyz!y9*>`Lzmk5OjyX`Jh8hhMEaq#9Z^zOB=jv_bXcWz|s} z{-_8~y*Na?h6NLKn?5vuojp7mVMzkw3H6DXDe)$YsZypDt@<5IFM8d8@KzU^@+^Rw z{0+x3vjf0Rc_&0K>0)>GSyG#K`h0Ew&{1-o#ds)rKV1K-K;uXpv$rb24Flq__2p+0 zKF$cYUERcAT~5Z7QWdVV-VC>y4#4Rkt=m=y;n>DnDIa<^xb;wC%`u_n@W39X1Svsi zn>5>iym2`;ff`41CuyQ(tR`A~*lT$z9Fu@lvb2GFY-8uWyx z36$k2)45}>3*(wrlV2TOtTN1=1xMc_3w~IDk6atPy;lv_->XvDNxkSBzoAfMcV1i- zvm4gMI$+DpZju+!k=Y)8fC_Ho_*|v_l5RkQ8|j;2TG0XF*yiIHS)V`0vzXh>SSEg$PnF((BgQw*Lfu<`@LJpqK70}srW}Hk^Vic4 zvAX2j^zRVw9!-Yyl!FaLKOtSyimLd_(=m&b>HeXI;8pM~2zH33J?=%J-0(7%`a-Jp zJ-F%6wpWof-#_f|HZB3>uLNO*$~`np9fAucy<^%Z??~s6{ph-~0S|Z7pxTfZ7&FqA zXZeJq3fYd^?lzHTpPj5Lqzp%USm4H15o15qG5egaENj{r-tWFXHQ(!t3a2*Vqnm0x zqrNXK-Qk5B-m8fDL95~74|V=*vm#aYSLcW4YtZv1mf$;MKAUTKn>prPfG+oZ;`06h zw%4~v*;Drrb$8;y=iB*&XIrJ7k{x%SuYxb{=&<5(5(8@VPu3n=hCcPbSl5kQa_r_I z+_gcAmitK2KAL^G=|WZ9p1Tj7GN-`1+lhS4c5VK*&WInFb`nor&A=Y@^}J`&F0PVx zoOc^)&r_5nmXT}?^U``K)r)?R8lT;4waN|>*p)91b<<%#51EP8S)s7vY#Ix>;|6P_ zo_cb}ZB;FcacfoHbCe7nuCNIsf<$cV-(A$ysESp?ME6*{!Hl?u04-h)12p<>nZB-CK} z!t-4f!c7Z#?4#;M4&KfMpYQtQ?)}xU>+J#fRoEn&)Xv4qJ5ts|##r9CKL~X_ESQaJ zI?U{S01kiW_&9DfFDx+Tdspee=(rB3^C~0WL3{Y&?7_T;xd}R7Sx>v3+R>)W$!NEG zBVYSt0pF*t2B^D*u28uHovM#fqiQA(UGp8^KqmI>+=~}od!gCb2HX^9g29uvV;J#3 zapzB>W4;>Q5;s7O-&dTiY0qXKT~3rdqmYIsLr1*CC%ChRIJ~mri#3{s8}=&n_lGvv zKGs&eG2%4J1$Q9TS0Q%ghTOEcow+G=K;Y!pg6r&N+*P0JaOSQZS6V3PFOBly{morO zVZ#Dio^nU<+GxR#N(`&Il6KH5KTKms&88;LU7;bj1~*PHqftLQE5q4B8g<))dL>Xi zzVsrl-;|1<{9i!pkp(bO$qNn#pM|$$zDV5Qy(EZwg0<(5iW2?9aK?5rzjikRx~KJl z9M``v;wPmA>a+OMjU26atc5e~CJ;JAgQguc;_t>c;kpkxWS#a0Snf9w7uP>gL*Mn@jd{7=+_8-C zT~NT1g(39A#!y=Qz5p^zA7j%-iu=xn(Jz@)FYPC6?{%I1dm0Ou zm8{V=UX5q&+kjSUyhRHa9o}mS!08ePex-gHw=7lUsxOE0tRcJTTK0`NOrF6*r<~-P z2@`o}em9tybdV-AdDE`l)j0TePyVPe2QhjX%##}fP2zDlv*!VGdN-1Y%L~waSvv7O zd<65irQ+I4D(r7=DQQW%jMsNYW7)Z#dX3RX6u*f_xi_P(-UBT5HC(cpP7uJMNGxT=Z-ewM|E zqz_Cx#t=6TN+61jSukSrC>rE_0pE`p1_#ddgHlP?{o#!R^~zVI*KZb)S-Ps!0(#Lo zS!1}_Zhh`|@c<@Sn(+k*$NBNSb*L4Yh(GJLh&vMI@$uL9^CA0sv*n#furPWD8n+wq z#m;WLWcM8~KiCM9YChxTQ;lDiDHWCIyz>vEcO4o zO!%A=%R1++hq4uqz(MV#q^ZdkQ+74ucz-!wHMI?LTt<_p^Rk85rK)_N!CHK}=r1U) zP6bo7^TPY&{n*wgo00Pi=<-X6B+{urj!qki_4)nq+vP7j5Dg;`Cdg&uIhOf`)bZYOSj*6enK5SNLh}zFKR=S&1qC=mqop`@5K0% zwH2P4C2(f=VJ7c?RXpmm8Qe$4!Lh1^T>aldzCXo@YxbGOG2e|}eV2%&1^tcm;<(%Y*Nmr&7I{ zL+RPNc+imiZ3c={>7ps`guk(AP$Bs_2F=hVH;4a(U86H${e}0;^RGJ??l%UH1qyVe zb3Awhb9mkMUI=);9p6prNsW#@f^EYJz$GeLoM(NL>{opyOyUEmYuX{Ae(;xQW?jrA zF(JNvc@0D1{{O?-n}$>MhHcz36f#u`sc534qRjigmP(~)Qc44*zl=>XrpY`LnTZS; zGbA(nzLp_LQ5p;>Nok}(^CaH&yq}-<`S5<&pB(nFkG5NF+WJl8N4YS2#H% zft*@xLe*aik`Of=5YT9&lD&2Ky&{=i7LvwRR9dq_0(01jI}%aDoyT$bdu1$?eIMw}?v0gY>%V1U@m3#f zP|o8tLP_@SgCHE#3F10GqS0`^7MFLgAPc>P=<0L-i2UD0_+L;GO#MEK`Ih^TOip-9 z9O5{p)eQ#{opuLhZSrYA+z6?CLcz{?2H4p8LXTh~t=Te@d0V5x+=ctJB&L9lTwhCF zRd`J3*%i!6F&9X45@b%wS~EV3C=uA6$O{qh#82FHExUOEqj5!r`EQyw(>XkW(a9a< zMTtLxkKY(({_K<7-85j`D0$S3ec!iS&d21a4kCD-4$Obn>Q7`42wM zNC%fuac1eMd64jI3v4w>1FJY8-l4#g6bfFF(xkV1i&hy}V=T+gG=70&=67&|c?$K4 zn#=kwSi`nUf5AW+f#P2U*i3s*6j768`^$4sLu3LB#c{m)iVWO7AjlpI_JzLmT@dg* zoo`?4j_&$@`QHreP;1gG#>K`O&dM%k?%xq-&asQw78`R|oOhod?JtFGPmLk#fdNa_ z>rD!FpDxvQJ;nW@kLsXV<@ci5GnASb0?w_Or`m_OG@j`@ZNXnmi*RqYTxvz}t%zErxE^Y4Ayc#K&Wv69jLc98t^`U&a*JDA#&MbP9+;X)4AJ?fqV z5f6I+-ibii($#dza3g%M9|y@62{t=85-*<1=S#4kpmTv7^WENneVSy<9$WntH}2G8 z9KVV)XA)PlrOKgfuGMu+Oj*GQ3i&blPM=U=7sEyim7s(~1?=i51*1_T)}Wo61=H8NGPm9)ZS^4*no+Zs36-o!SXf^iQ_fPn=awSu(?9BZ8aTS=YJK19Q z2-aYB2~krHWi-w?G6nH|tn9iYtW9AkS`3*o`})I~!I;VH)=(uBUT_}nPYQ;&D#48N zr)(VCtc~xBW4Yhg6+RCBPal{hHcI5<+2&Y$^x!jSKegiNbw$F0j%ByL&sZ&(M?#C zU9;*E&hNU6H?P0oec704AUWk3`ql5@Pj&rE4acXjmv>g zD**bDL3sMwGmN|D0)L`+;R|tF{ISWtcTi! zC@N83fm$gwSbs~1J+LPQ=0gtpN_yfc*>C(RsWS93RH3G7;%vrd305`W3D3vzBt7U8 zg&+3M;ddR5rY}!e;@7ZskojpjtEX|3?0i26#yNFRrn?Xqy_&~P8_dG2&Ri%jYJ_x^ z9GELHgAIB81INy8!|Lg-VCCS>Oe*NWS1xV$*L6SKvSl8Gm!E~=$`#lgaED5l z-^ItydN4_7DRawUGLwBa4)(;p0fQIoVD0!I98Pv8w@)jhw@L=yQ63=M4t+vj`40(ZVvvPdJH?l`8kU~vtAI%geB~jKa!Yj zTZwGZDv;QMED;H}wBg2v(@BIX!)o{?ZPrut&|i)a}CoXhVl zJ&EIXV(ec3Os?S5721WfTvu&_s`}aFbodpfYq$iKe0qVx z!}#G?lUN{Rv_38liDShp`OeF;AmRn6C5>;9aXupTCYkg~t=vD|uJZqqmTb z|0f9Fu204ez7k3?3qa_`D|%{^EbrR;5lCyV!`34#+Ua#;{Zw02O-aBLpABGhVkY%5 z)L?^dt!Cfver%BRy#v$luHpI(g;=+^V0imWnB%!) z5bbuK+R5(3Wf!!V&P`6tPul~`0aZ^>e9xk{`d`??edp-{>WuT?LA%T~X?%+D2v3K`&5dz0m0>!xJ+xhe=`$_L9 zqkE)^c~wdny@f&SL>-pRHVI*L0}UD96isHh-igyEurl#Hy)n zWuI+fSpIK{A`fKPg`fY??MexFzvC2JWS7a_+vv!?xAA3zKkKu0A$e@sTW6MV*TB8= zTi7_Y9;|Fy&;Hh4%O30$W`FKDN~~7fvZm{-*md*~2DJI`c-;M~Z}1Kt_d0^wuP(YK zg6p!K^B%4bDlsbhmtfvnWfnVE)9J4-(Ja0mhPm(H8Emcs(Evqa^FWjNwp0Sv3pAj0 zN*OwCX(w~%e?~^$AMdPP#VRBpWa{+yGrgSh)|}?YgoN7w|IvGLYVB@D`!+H%W+u#| z_&`Qk$Dem)YX%IpYA|WvGMLR=TeI6GD`wT^SSDUAlu_PT$edKkhChOJu(8h{1`-HU z7TN^8Ny?1HMKk7kt`Otl63@7}`NNKJZ)VStBt~w*VMZ<)8F%$_OyAmSsNQ#kdE+<3 zaJP-RVav4}Oo^uw^GD_ZYc=OIOaC5ZKkpA?cf^UX9x4;+&tF|u@6N8MuMY2FCplhW z!#Dn^dvub|O762^^Y13J(U*_o2`@8NN3DVVdhZgOA#{i}@9#p*!eHiZSUq!WzAFE(NARs1mPKFItvp_9HQ)9-VXVX9RUQ8t^v>~i16gbLd+H#tq=z`a6R zVbKY96_(S4Qg<}mJq@xwn{eSl30!Kk5UbnLA*^pIGhVTf*{JEw|0NpAelpKvd&w!* zx{K?9e;h>4+kL?Pd0lvB-CVwMPc}6xm&W!bCd~Rl6XyNxg-r7zDHzH81@BIZLdXf^ zG>&+>H0MX%|2&7q-KS0woy4WTx!3>o9A5sv`mD8dbanMKxZLfM|IKIp|CJ1HFnR^j zf9CSm#eOyL`Td;aM{Yz1!5*@6cq=CF)PuhV>%b_?vM$RxjvVR@qavQq=>T-BG9zqP*CeBC_$m1EZmoL@z4*;VT+msuP@Xm^|(M%TKbr2h0D4 zSK+KZ6<4oW*FSJtr+3v&T5`6|7nj z3U+6%;A+1LvPqeO)~`0A6k!kF!nE<|pCzoZkvaa{?twcTrJ!lnV%$6F0&JQ0gZQ)? zkn5V0!8ec(4?2tCrGF)6vBqF@>LZ-#YvJcHmtgsPf7FSVH`q6pj-7RSFu%W;yt;S; z1(F`qg*X!?t47kMViA;H<_*W2OhHtC8L2b4523BHXjlJ>G7>2`W+Mm=>znG7dNU1T zmY!mK-x$%w$N%t8tp5lP3 zj`aZImNb8l0Q;LQqsO)f;c_#3{$90Lbeel9HlCM*f0eqB_wW_!o}L216J_w`H9vZ* z`~;rUYX$v~UAV^S6$raX6My*~=%KI^A9H1OV4%$;RTd9z)!VaN)kTa zt_yp`mVvBg0%Tj4p!fa4?s9S*POJn7tCIN|Ffa#EYZ z{ORt*!Hi=dIK*O7>{eJ4c^@h>Mc@P@35vkcYdZ(#XtsiY9Xt3DcW__552IK(b9>M4b5tyxW6?c1Fq%B`}as4n}_**mzcTX6mzM3hxVaZyE;;$z&f6ieO{bSKG z?gQ0~O@t&_#J<^~ICO#QV_YoHJF4}Ie@8!vTyo7r;|--`nr0k@h^s`fe+mEh_DU%5 zEZ{#D6=AlHzMBM^;FlCH|zUTei%u$Zn{`nX7Ov!>n9`$5L z`+j^8&arnrPxJmIUjS#@Z6M=+0ghylHk3EnXT?o2&*h`Nn*xaa&J! z<_3TddlR(RKL@k0Tw)*T$#D(sc|!&Pu<`YGDxF$}jq;PJq^$!sIYp9q6?NwFg&GWx zn9UgF6<~nqRX9F99Ugr!L{G<9>ggi{K|A;1{Y;LP6J`RTPjz5sTp@~#C}8y0X;38d zkF0M>gm3E|@hI;i*R@&#=AG%>^(D^a39Lu;ieuxhlA}@*9~Va-QnF3q$ii?qr%xGtPGN#HAetc+k|1ztP|&KFvGIJG^8DF0&{g z-pb9q#4<9$ z5Pn{J6+T64vQ~MoK+SzIL^#;MBe$u{r>dvODt#g{vN7;CG+@h<^35L$= zq@~dlx#w^`+RSRh;&C6^By0<@5wh6o!C*u{6v)J-K-v9TG#fvTFW=tBIX?`+qPevX%ib69PTU3zH627K!7&$r|y!*C(z&wpTn^<)3T+blzao0s^nPK={W zR5Q|L5e9MrH~Cj5^cYwyI!{(f+(5ad3^ez|LG;o2a3jnBetV@s+B0A9=@(#MoK45( zCn@-_CXz#}Z^gwu{@8Xy4~&Q)>hAU?=hZv;D&gyh_OWApuTXg&S{#Nn@hp=o(ICvhagA@1efRmX7 z=V_3J%@;U^!(4x=_N4%(y?;(R*Mwqq&w5m;Ks;Pw4=rT}Fx(;&9m*wG!-o<~)_XbD z;M7GTb=jIH;~c?xY^Sraxj$%Eo4vBwE%D;w}cF;VM6D z;5>H@1G#l$X^**%j`Jw(8j3M*MDfydG4@i@0BD|4Vxs&OzMmgvj_FIJnbA$zpzjc>=1xUI*)VE3xJ987xb#q_(H0qN`aP zofY?zxA~tJ%*-~U7PG8zTlNyz>#7FU_aDJClT7q#%%@AX#^BJUmGpF792{LVNS*p4 z$hh9{JF;_LQE$Q2UkvE)TaDKp}|G$Xxt6ly5<#ePLH6&_5S4Ie?jz<`DMQR`awXG3?{IZ|!68i73Z;ygWunmAL(twFzwH_B<_%k8|_g zKG>W;iETG%fQDIhJEl{lj|c?-ib9S8r<*B^+ALuVd0@D zIJ3|KolT@^y^jMd+~8Ulb-SJ>-w1?rH@j)LoE>y-%!Al}ny4jz4%npucy8xeNLVCI z8b9PvRjo59%I#^I`xoHY=~DdQ(h0@ar(^8LF?xLWETZ!_4q^w(N!!CsDCsx{_lOk{ z&(0lSRjvZ|yUyc%r8{KS@r(E{>_?sNg%Yyz{46GEt2EszUEm5H$SOEFzCZwvYKR+8z+Tm)IIZ(;4<%k+J?FP_=n39Ig% zp=n~%;HK0RR%vA*N_stq+qVOVRNnTw^Uri3`(q#V9H__3P7i4PJ#n_Kr-=Vhuz@ds z@jCpf^MYcTbU2fdfi7-h%;2pCG6Q?4YrHQp@l1tz1to<4RRvFI$3n%g{lv;(BHUS$ z3s=JhU|ymJnIrO+O0@Wcg29l%`3@p6@s>Zo$+E}FR!OR zj11K@;1SLs__>LXjP*c>y+- zu6W{ug2DIkc(TlKl$6&5!XbGb;2*w(TgzMMHIq5mT3&=b&&G+R(iz-XeF+xKc@BRB z^6=PyRrpYDI)>Y+U~YdO?*LaHlW1TEj+{=vbwVXirdtpFMEvOJlayK?NinwP{X&S6 zs{p;o5whTK3ashg4XU;sB&6dEIoCIVEQ)SKe|`jYt4j(~%YSK|vyBa*O_yQYVK z5v#*#{nlDr>JvB1_h0+u*&%Z?aRsKVQ(`X3G&BSu?l`j`aIOT z7XqWlE*XTc?842h-1;AP3I;2b=p`La=iHZx9&Zx))&KU?JwL(CWy&1UG&~ynH!0zR zQ#DxYo{D#t=5sm5R{Ecx0J*h%E_L#8!0HNDo~(=^3^`}R<{%Z!kh90`h~Jd%bOxV^ z^FeWGIvB1or8?_M@$~d0nCQTHm}_0g?sG**t}_&UgZa}L5%?ihfeSrDK%)LC`7m)0 zr0-RSOf^8?*=I@8#_b$0?J_^EY7RgBg*`0g?ytC!X*g$Q7Z_9>%w!v_of<=o71m%jsqO;+c|jTraUZd{zjrB7U1HqBfN3VS)|)23ryeo zpy5+*u1~Lk#2lXtJ<1w5@Z~ubo*V)x@@tShcEgot?eMX;EFKZrf*CVK@bQ!nbxLtw zAih%zKkZu%6S|i3_PAuzTHQBr+c*xlpL)q(lXVSli|e7S(<@rFfDgNunDK^|^7v_- zE?m)?jpGkrfxZ*hMNGwEf8QsNG@cBnk8=G+|01c-Kq6ht_rV9w6?E4>H58g)if@%U zKR4%pKDW)b&bp=m_-7Q!wLb}S9rLp*AGauij9TeM62~iR2Kz$W z>AehYFBJU<1*?L=DbEjEdHd*!&yrwccLBV1Boc9#Dk9q(2xdoL5Z47)K-9ny#!raD zjjULzk?04n`>)W;Ta5Yrsp-5S&U@Ezw3O?1Ujb5=V_^?1qpB6+Fsvbrr|n{h-Rp(i zetQlzek#mfnC*ogia=g%ECG>?*|=VLfPeRnAPU?zgL>cT{os=&X1JG=>AV$AL{erRca5o{*EBe|1}A)TGT z_$C7?x(TpKCw=fht_H`V>B&w_u;+lZ#|e!6#s34U6YLu-|GKpDpipZT+qA6YNPTzzIv zSN#gYu!YVrH18l(Ww0Q%z85`8TS@5!23bBsr$<|vTgJhDiryknrjS-`b`0wOEqX1RbGpn_c*)OmB{Oh!FFW>Tt4j* zZPnv)2?+ya-Ly7-f)vXusAR zqMz`n<+814`d>J-G#6mYpX|Cob`jjP%?7XTQs@r2NJ}@Lg`=)jWJcv)hz(MQmOwR- zDgQ*>dSXGn{USZ*UrQntRd^L)>CitY0(Vbnp~7qiCyd79i;b!9W8XajKbB&Fe>nP% zex;ilBe6EJljfdF!l>7m!G&YA?CClN-{gI8+JTcef9f!(b;hHSd=Yw`ehJ1h#jw43 zEqof7kCT6| z`TN45@USITpBjLBH_S0)iZhI#%!Y0ITA|wedEJ1WG%HdcM>dEFg6||hbpOidiR|H{ zdRaI4PPqW~5iXEgRRKE{x51usB5a==qWcN`bl-OBg~%HNWET8B(-}jxvtz(u*zi%&70i|FA7|+r}#8DRT;sY zzq$|@zZsZaM}c&f;I~ICmObL;)FF51!vi@WZtq1Wuh6ITfiD=)sTi_*GY#Dx1>5d< z(=DTusr*?5Saht6%ekB&moFa#W>N|4CzT}nYZ`P8Wx>-KJ;XmN5GQH{f$Tw!19u=8 z^LJN4=5GhGIB*%HKUAW2u60z3E`U3N_WIpDu;RT79UnhW1fDe2^=1d* z>i;gIPrD6nsh^_1OHKk`-kFG@I{RRV^GHH@0G@hpf_@#dsIA-#GTYG&)RLxh9qY;v z=x79uZX3wYL}Bbp2<7@IHTle=TV%{d3TFy(9)*q4e5L3%sOXx3dv9z230ZO0vnQ5B zubGW8s;jAK_)3zurkuX(PbG2t_mfE5A^y{yGeKWXgLd)V==61wcyw+Cm_%&Hm>H+g zx;qutY!Bozbf-~edpcShpN0*mvU#$i)_7Yz84kAfkX3U$U|m8o%wBs47IuZev$1=W z_5{O96*aIMjl+n2WyH}bomQ0jK;DXjIOok7Jg0D(SC(r_)ppNe)xV#o1}E;)9|_!g zl4!=9iXA7Yb-ZqutqN{mVMG&({*fEowQx4a6}=UA5)5MQ!OF2>A z&lD))rQq{Wp0Xc|=HDjwtEJf%!%FB@drl8$8ZJEv0$rOK z?0mVqyvS+d^q^t@2L6h~@w{d*_^M1TLxNy}KpZUao=vumctcZ@IO84J2veok6K|gy zyeje(_$Djh!P@C?zg~iQIP@GHguUUN-4xn*M+H_Z-bL!L(_rTlV>GU_23_k=T%f25 znxj&%ZK@4ag*@U|%deniB9Hu9Fd1iSg+a&6S7c_Z5W8b&2d@4egKy83VDhRhyyL1F za82+jf5AtNsaY0=^V>qnz9S(RcmFJopPw}xf4#3>v*bMf?1}v6<DAQ0gHbzdqpnkITUzN(?)SC8#yCjg0j=qIvpZd}hSW>^@(I zR;CGBa?D`l(j{_BR*1Qs%dJUV+SgGePH|DsMuXEo^Y{g=Twq{K9FH*C?k6rFP)&;xc&3WxRsz z)S-6vQS@V3Vr?rVvz`;!H@-}|eOz2z(of;sR* z!5oc+v!HfI1=>k!1HU>3BrB_-UoQ`c+a}2O*2UJTSL?b~dxA}>FHv3;MWyc|@$Rg^ zgqRV?T~SBHNun(1eQe|6u^-azI2g`ku36xc%(A#YYZhCIB$^`fw3W11?m zldE8BWIb>5fwSm-)CR^bCBR6;0dV$+!e7wJKN)cpcrEdetNYBrn)|;H)gBy{(?@K$ z4Y3=#={}Kqoab{5n$#NL2FZic@7erM7q-BEx60vS&J3_n{|!ecIC7mGpZLyggLtZ> zfM z>FsHf%zfz_uxC*%o@?UzQSMyFA$k&*?N9=~vJYwpSCd=8s^FsffIe8a1R}Uh(d?6B z#KozXyfgmDTiW1&KRm|hm2cTpHsT~+2#SJ;3F@$LnJ80wzZ1hur-RgmC@dFKAdyKN zb8KP&RBaW5(3Z96?)i~+yivew!b|aXY&p?*k%Y<56HrTkBfWTbDr`&sz}HnQh6mws z@QlkM1ey0h<1+^`AxR!B%soj`JP&0}8t~Ymzc5j3FMK?}aV=-J(eC-dctY+rF8;+Q z))FsJ8<~V#tXjHx$?6id7NBJspTUY{SHypul zwhN%&@;(k}=klYnoFVwClYzOaI{A1#2`t>B(V>{)1D|7f>A@fj#RNj(o^5z;hc2AT z)ur>fTp#J1!svE9hgk3RI8i$dUuHSt+nqC@v~3gVE51SPkmHhyoCfvltysAF92`ts z1DAD0nV(DZ@x4d`_AW}I>xXaBaTAIy$r`vLst!U1c+do4K?eofa%&r{GN{gKss{;7^keq(Dkb^RACX! zb9;(Bb4B(*ExR&R;0Zu79BbvhRi2_gTv@qs^aOUXlTl zT=-rxq6?3ihG5=GQLxw;1+#2@uw%C(yV*hqy0@PvYQ9fM=$I#3R5H{$Q5N^Ew*>c~ z$;3lg4Zf7Uqu#k?;JPE8UMj63{4-+s<+m`@oNU46MaB@Q&;sWxBy@DPS;5sm?yx&% zBApTZj~?ya3H;^OnACX;|0N!V9MS)9E?JJsstsi2Z+Q$geMyc^?xd*|mmznbG}oOR zjjs={1Lkc!8d_xIS}vyu>OR06VK7s}5;QBHqNg?D4zE0P?@<6p3k`sDQ=r{l*#DU0 zX-+N#`-RhRPxXB?TwVo<9;cDkPGzunzP~s$ z9)+6*${=K80u1}^ph{;Lb&CR z4$)SSBi28J!F1ydUd*AZU|{KwE6V-BQ7#g~#brUSZx-kY=R!u2FYe`W9T;m2anjD0 z_)oQ$(?w6gT22oseEglx72QQ*8t>t}xACxkoisdH)>Zdo#0>M6ahhl7J6`Z#8C)3o zgywPIlh+kr2-^0L-{U62@tNXKL)8?|bu{qBETZu2x`lXdxSNiqZa|^-^HkDeU+w#E znN(tN8TgqiLWAxZa%a93j#d1k>PsGzC8mC)z^DMv7O;3^HrFSuH3v2bmqYbf6;I>( z9msmx0i`|Sxbc`PnycD?c1I)@#Qvf}eTq!cngB>TpMoaqD{+?SdUC$!KJex_L!Bvi z{^(7ItD9f(5~p1yv%;UEN%AF3+?oW=voB$=DChS}_yw!B&LYaz8BiuS7ff9PKx-@a zoD}~`%)VDp??0_R~tZXpC5)#QJ6=ted1GIGcAI1O3y0&;dF;Eers zDCHCd8T2E0y~qk*$-7f0^9xWo7J{l`Dlq?10frl9;SzrAX#-E_xDA(6>&4IRGN`#$>^O%(b0@!eUF~4bz6(-({M-j;jSSH?$vU??AWNjHJ zo9rRKo;pI%`#_xM`jd1t2VkQ>9)C^D9c<8kj_<5eNpWEmJu**($i;_2?@%@W<~?~B z7G1)zX&mvUwmh{NvBghDi|E;bcBmKG0ecS!uo(`8D3@Kw)BIXNL!1wQ(w|V4yPW$kVysOB?+(&H~7R|lC;R}-K{0lvr z2FdVWf0&aNj|0MoF<_Ao*;?uZ;ZmhEMpX+V>N3&yE``aK@8QdrrSy+G(#@yu(7Cb; zsg%S?$mp2~ro!;&nGbQsrS#B=I5@e@9v>G3pty@I20v8bRq1Y` zNjEz|ciUIm?7bNkcRZrvQ-jc}EQ|cBd{Osu+EhfTQ}}7qZ)^|GMLm0Kn6_39KLqEZ zbi-pZTs56;#*27#z9#8BG)C4+c%%IH7*Ly;4c4jk5V0I^^kNa5dDVf3xGc3sSTcMa z{ZpH|vXILq+=eFyrbAOo1j;?Ig=xD>@WhHgR7ph(PH)N;sLrW=r(oQ#6 z55jxZmsHs`4Xr*_lSf}ic`0vNY14#*C}<9_RrLUOZ}z}ZZtn44pC46xluFivY$6MondQAVE^XZwv5uM=Vy3rJGtZ!xI;&4Z4jJp48K5Z(n+ z+&D#@zTRN~``5N(Vrd2((#}T7Vs4G^eN0c>tk5@}Urf$LuSCsboR{ZiJO8}cKVoTm zm~;2xF(u;Xcw^yE%dnT7rk)*dU}*hQmb^@-S< zIBJ^p7!N+VS|?Y|_26#(gKxDq(F^Y-;ALGT5tA*!y=iBmY@`T(KHLlMKPJJnl#}qh zMxb`Gyd3n2N@1Dg1ESSzi~a+45R=Gpi@y87q24soqI4CHeBVmLUt5H6k5+?`Mle~Sc$Rb&y$8RwM|fM+=7Xn44F8H- z8poL~B(?en;KHyodLALPp(qGbKBnWmnMdI6j%ou1YXNwiRtQBtlyur&f|e^ODA2xx z%&IrQd)4M3ZCeU&tXasj)Wx&*_1I-TKmsQ0!vB0u;PQJXAorIY+~^*r-Ra+WA&O1d z{UMv2;Jjol?Pc6NH38>N?1l>~>`|;~DGhBIqX~;A!{wcRIOl0B&@Zm2@-dLkv#!8{ z^-l2dqc1NheG?3pTp;rE37>u4fvr0N!9#pK9pZ(-==WFXcQg~q78TL1mA$;~BWua> zA13&-nmfN~NJEHztikufUt}*4B&}jrp!%_b47Y}Hd55`l`)0sGl?(uzAky$q5XY9a zqucXx^v-#}vAej=Sn)kvf9JQl{R@_X#{DAjxhX<48$uA&dw8d8&clC8(&_8{Ivg9= z7p8O!(GQa@k;L{TR4cEP@DE1QDGD>`w_#56(VPSiC)ZP#-@)X}qD?%xX~A&DcaT1^ ziN(#uk?>RK5&7V z-KcE$dNkTx2JKgUah{kLVKR5%i)pE3x>FI>8%%6!Rn(5dw$IxIsXJ0?W^_EUa&Zyg(P>CX$mtpnq z1)$*^08{@d!kwUK^te$<4joR1Z&_S6)a^8Qr|M!~YARW)6+mtlHqz^hOCVl43HC2>uI( zv2O=(MEoRNALTqSlP=?7{aE-~nn|psL*U&7DeS4$q|Q6P-=P#reJzZ+Cby&pJ$K%+N|u6LxupX4EHJRF|P?Zv}e zC&Ba)HR|V>1Sfun(B_c`06rw~~ z3+^_x1r=L;uoQ@Z(HFPj+&68&5002!@euouSCKt;F8r)b{&z<8h^WOD` z@Z7{aC}f@ip<{mVTR9Ak0)7&=3VYrx)t^MP{0%HI6NlF6d#Ij*B+mR`3i6(wpl_o` zqZKYfd6NXbElvYZk#RCK#~n)rcM!`1o8S#oL~Q;wf_eT_JndV7ZqaM$u`}~P?^h4z zygpBVeaM6A@*KLNHI{dE&LuAYIgH!n;&HQV1+;bRK!2w@JV^@Y&l-&akx!{afDyp0 z7Y*=pbuRQjwxl6CmH2W@pBj7&LFJ(gKJ##pcJDNU8HcZ<6Z+%EL$Tc6PY!c<*)Z$4 zKm0hl4zn>TevK3Cno$* z2i|Hg`0(l^)i~aT;n6?wb(JSv{COFFy{^MW@2%*pVHd1EaSY#`*@ADn3dt`?uJfl* zfJsi4!wtuK3^rE}@W(h-M`ZUw=n6fImqNpE!%!yADSsB)`rm@wxd#5o zPKTuhPhdvp4@h^Ch9gxf?388E&^k?+eSO9qFaP_*m9~$%;p?g%2jS%@j#v4lDXa57-5oUlB zEzN0e#2CL*;1RtSaTiW>J>Zyq+L(T%5YH8L)>bTA1_BS0Q6xlwbzCRS?r#0WFI0}C zI=X(SRv*c+w$kCNwwY26XB5mpq7mMEkVAIKc1BDylo?9MB$SUzF!!~-_{fb?;H~8iLZRVj=wAC8$FF;b|>hj9~|2!sRqB*&ZD!E zg0SH3Ogy(r8}@U1?gdSmc!$$BHI9`*U~>)z`WB#4!Zjkl+66H%CS992|IF@BRD z#M~~1b7htELURcb>?_0rCs)u3`q5NXY?#YxXMm|vIyqJF|4?)u{#3tj7&psER45@O zTN0x9JohQ15S3)4lw>tj$=`o1+G(VU{25QCHq;w?jv~}l=L}D6Vel4%KR!C*Hnq(y9%IRI)&cf_>eyL zPQ~zybee2aOD*p|Wsz{2o-P$a}wYBxZEbeL>Ki9v(}+C=uHOL{rl!No2MMU}mCP;Pb%xaj z;z4P)6bN4n1dByp;4tQmb?#q?oAe@(8#N~*3T5P~-Bl8wb)F{we1JZOmV)?45pdP? zAny`e>7nj)oI5`nH1ii?e%3NrWxI@>clLqkVIfrSsD)!!6S(e;si; zaJRF^UaJ+<#XJ}s*ZAY|(GPSPFC7P$wvufAn@qV%IVsvY1;?LzV#4_uv^}{FHn96g z&fGfuFy9uI_IA_rflrz16$Mz4e-X2tStkCPSwz8g69~pzpy_H~X3ef4vh$-C4sE+%&^EMhbqA??rx+L0G|;m*B(SJ@Dyl1asMXfG#S&j?K?hA#`9Tk;~`8ANex;(qIH8Yjbe%btn9jnGUM+ z3vlpK5O5y%bGHtA;5APJ)L)r{9YLY6F|vf(dFA6Q?@6+aeeb$AUV^`YdoUzoCjC8J z2<#@EDK8kK@teZIV5cUj{u&FfqD;VE-4Vq)BFOiK5%NiND|&yqLF9WQAT*{HwGIxq zWL*k@aj~=T-&Zqe?lncHo=95wLKI|^XJGEx=j^_>hYap_V0u));L$QA{3uk4`mf^Y zr6&>KxNRDk)GR|oUp@R=%d&nx3d8>80+>)6k55_OiF0=}9y2=e+(u&X0C+R#NDOlvO%%oSm9y)GolNP^X$g#;_p3aU#)yYEGJ?$zLQZyjK z3AW5<+lwF|>xrlPUQm^wSUk=5gZM73WajylLYCc4_P($m#r%$ARbK*|n|8&qKOvYP zQ3#PC>zKi)^Z5O>A&wR&A=?r~{<6N1wDM9SKKPB!Dv-nl3v6)T@2m95swzl3b&_Np z-GR>aSLpW=3aamg$&;JWDBQmjgYwGp>#;bf|8E^;zMX|kLlT}>O>L=qc82VHSC1wi z*MX69Cz-!i65d?BOPmEFxg*tg@!fb5^_R@X50*<9Q#&3^lVW>&$~;Je?|Ewd^#U2E zg&^f=4TEn_;TDZ482BcQ?148_%l-;?;7vGnVfPuSr?Ws~$dyiCl7tBzZ-|qC1~b2* z4Oh)t50O6c$Yw=xK;anhiLS$y+cYptupMtXJR@@9zL>Uk1K51HPqqckhS`<{e&CN?Z20IVz z#_MK6DBKoL8=DV9*|!V0B%}<2H|yY6!z$S8dV{*lZGqn(9q@daAvid$2AMW& zXPATz{-?-xq&*Yh$rpQ^zhZ=Zu`8XSTzY=3BMc&IZepnj*5IOejJlksya-oWx zmdZE8uXHYN#3mF3g!I68g#^zwv5@=0st7xWu29Y=Z%CYff#gU^^Zv`dNRv4pk|GtgFQCfi#_$)>5ZI4Zt! zG(<8Eez6|qg(FjOjLpAJ)I9<5_mMEo#*DLe*A!F_YR3JR%~T+D3flZx2WOP7!lt2R zpyd(ZcKyb(_zGKT@1(tJ%VR%gCO)|1u6>Ng%$S>5&;oGUX!yH zM(bChjPz%!5@G@VDpL^C3o*qZ5`OR>AR8`dGoBhEytI{fv7w_4SF>yr^RP{Lui_|; zyJZKcIYbw*T6|Y@6JC3=%_RMyI4}FieM}8tckvpzxb68}`0Do<>o&+iexW0N`(y|S z5BP8&tLs+%D8)-(HPK#Jmbda~38ef>hs#w~^k&r&>@;{p+ZOtuaqI??)4B;bm;Qqt zv4vozFiEB4l)*}GH=e&^haZg_Xt#3`@V#UAGEw)rllEJHuVOFkP|qap=jKv(%)(s`Jr2K|#z9IY> zywfSi{N+pV+3o*#Tg$Ln6Fmrc_=842KZwcK8n87=fR|%7#$C;R-z|eGaUV+Hw^Dc5 zJC)_wMdYCHa&3~|FUfPan!)R|c#Q`)WWkAh!4SSzl6G2jFfWZKXwKmlD&`cA`=6x{ z<>%g*FBA%oURT1+(GkY2p1`5Ew_)CaQamv`iyp|-h7rzmJneoJ#LdT1cCrF5X(Z$K zM>6<+ekwFvO{Hds^f-4P330v_R=}tIf%v61m3G;1X?fEt`sA7n`1{5ZrT_SO^1b_U z+KE{p|DQhdl3pQsrdnub>kc)meL-*_l$l}DOV_R{gg+U|__b&`q_0myvHQWGa4n70 z`?0!Ki!arh<%cG`4*X}oox8g;1l?0U5WXQB`i3OI@Wfes?T$>n#T?Go79B7z-wuMd zf^ffWBg}K^$8?hlda!Z>cX`eyJg$Bcew|wki@Uq&&;1vv{I}b9pecqN;yon(Eze0@ ztrg2D+D`-6*KHW(z-)M2h2n8dq&<*_+H6MA=B_lS=LkP;^q@HYo1Oi8dq`|+HLSjH ziF-{+7B4&+hT%7}fnojb{MS`^aY@Cn*Iy4sB_(*l;m1i)y)Za=9>5aS7Ruc^3EiiU z)6|9|+^r*fk#FC7GQz(f-4uSUR!x$X!=GdG--kLHx%jkUvW^ZDT9D_uBdr~<+F=@q&uplII2%pL*ceb z^ighxoFsP;Ug3|&PA38lxCkL3XGz9ve>At9i;K^Gfs=CwQS;S5{PAxydjBbbE@4^P zRqz+KiT2~8dFoe#S!?UssR~c zagL`s9}U)Bg+~p~K;iU%T)tJlB#C9X&vd#4T?GkvWqT)tj{bnwt37z)N*H@~8v|o+ zfDfy}uu1MTvuPSub(bN2@8G@O$kPuj&>S0m`-v|#$xOT8)M_SHQ;Kt2)o`T zQvLZiV0PkWZppMfWGw3drAJ`TvtQ6jKVbcL0)5AR6P`v64qy2RSyN@0)kd03+3ty~Iw5$mLl}x1A`qoE;Nh+UuKLC`Jc0QqVb1+w@=L%S9`}@BX_FM^ zl&LrF+uws{u1~<6_;CDwDF<0QI|{4hfu{UxOq<#Px2xxH685WbZrli?6<2nnb{W9R z*+nqSXA4bzlDsE}@&OdOaK_*@wBAq)PBJFQLTq7==0ZkC+k>~^U%yF6b}23_Z00V! zyc-k$Q-z*$CxO|06gjt|Nt8wmdY6jxj_#{RkmE$6J`x%4e{6XC26l$~LEVIlhlU6KXJMz4{6c`yJPSOLPQztJ=^Kl)DU` zw={uYo)ixJJ%f_BitvH4Iy|jyM9*t&FzT~|m@M21{F>q>$0O%M$-<$Q@$Q49(yS6= zJ|y6aVSSnN&ys@l(PfHGV1fZ(PY{xSc?@FBbmf z6rw6(OM7)O@?2Noo{(m=RvKpNwjT$}tqQR7^GBNdH6L%+Yl6mniv65OG*fm4{ey{& z_i05eY)@mf+?FH%yKu}}Tg*N3Lyv3k5rHpWC7@tbHjds7BD!jO!La2VEKp}){raVJ z>!%`<_ddB`w5S5No|%b58rKP9sew~Xd`(gYG-0i{6s-pn;wD!H>Vt9^r_fJ&^)_SS zkPN&w_W`4Q?`dy+Cut76$W(U4L*x-bXckz5iAz}x@NqCJWJTi5B7Ty4`zS<-9cTB0 zEKAqPgsYW#fP6Z122|z~ve=!?F)1tIC01*4jI4!Q4`)$^?-aeUy$Y7hP@u;?*pTn6 z5O!#4KN?J!U`Xs8G;&r(i-1eq{o|5E+3g~|dc2)5GcBMgIE9X9tRbUL#^m1P1F)bs zfXGIFAtwq-uxn2_dQTGpv4WW`qvhS)5Ys+95G{gI=9Q4BSqMTalZk$VI|TIz@qXuv zacb^r!z1+?;3_PHwj@=Y5Sqq&k#-u#fAH~E_s7CZ*}p8SM-@AiAA)=K9oYTn8-zDJ z#NjESaD5i5AHPo|zlBHW`GN)1XDFCR+?$QF871E4L1DaNIs{{N4tQcfn})P(M4O3Y z@b{4d%WiF_lqU!JLTr_78ZTMZ)%w&Z7>FcmCs_pz02T!FdH&{Sd*|Domf@vj6>fj zT|Jcn4WDH=f!Zaug)gqZ6 zo2dW5f3R?Lg4$;{q3=aw_AaIjQIa>g_1gt#!`!o2tQ&_5mmFo@v{o?5r|TH`&~EA{ zdW9Zib-Vd8JK(3^Y;wX5u*b%Qjv zHD89|x$!W5cn0k7GXmX7tzaAsA%$)%TCqb63sor_a6&nuzo}VR3Cf*gfzfr4d=!K;J>w(l_jGt`H7q z_<`N$8Z4Rdfa|E*jFQsET)B!W+%VUX`NtHim#G5B9G0^@ z%)=1kTS#8J3Zl^YALRLso8-}{Ug(R82cOhPHfv~(7e7Sc&dU`bvEnV$e^Va^$31YD zz&;e7v5}j#?8gH3@!@6yAujTNv#c(Yw97- z?-8R=`w{X^XabDx1I5S;)N7sxTaSlgokI`1+J&bSH^KryHD^Ska87Gt1Gmc>nT>YuzMBqPmf4eY=7N3>l-M};W??V`E40#Qz z&ApJOAk4Y_bUg|$O2h^8-q4opPq4;%9@#J%kG)I3(G4sko7uJ9hYa1aW;S<3Oseh+IkE`UVYd`|KHO6&?Of}8DrbiHOgxCFXD z>YgCt%igOa=KM6#C`>{Jmle2oZXWCJzKe;crU9SQ2lAj;54+V^Kj?M#x4C^c(~ORo z(DMgtDnDT$zb4o6PZ+tNaf|COn1hwaX7MJcZGyiaM(B|4HF9(hfzV}h;J(dkuHb`m z__VkL^$s6_TcN%;P4I{zJ&>6f^gg798CRn z5w3Tg1D&)D;JQSEsgH|fKL0*O-A1kPuyjxJlRjA*?sWn$8c#>{?dd?iY=(Irr7$a| z8@!%|!)4DKD5|^?4zpR<1+8*8BGQkW3kJDvlWQPMq6V*ePvYdG9JmlTl^SX`qJ5nL zitS?kDpHo9XO@E{?Xg&)EdWlj`|$JQshl4$3zBaJW8mAhG;!-Es+oEjy@mUU-MY7g zSL=*-eRw!e#{;%4d`G9U&)Q^OCycBY=IyFXfx5EIL`-;sc{dyk*B1$M0<=zn+@eXy zT%W}lsnmn8#|&N>%kpZeNTM-CJ@kw5aoBe94p#3A0mEWBT+$-Qi>-G9qp2(KZAK&Q z*A79QgaM*8Q}$0m&p*FD7H$-|m&fSIUo*FjE-39xcYNuTzk(T#P6P z&gD&gszbfyRIuzt6m1t$g^vz@C|D`u+`W&{+*h5H*C|1Mtu?6LX~I2s2TUZcou>Lt zE;x0TFCN$|!ATssOw}}|b4FN}qQu2cOjE2PW*)yFg6(UbTO3YA%3?7`=&y-+sV!YM z?G7dkDswE={qf$m5u7u+75OoSd47*aD|F=vKFh6HIsOa=D{wE&5 z#)}uJqS{sRkJaVSbT6)bdlXaxT2XEz!&@cw6h225!K6Yw)-`@7`Ah{KTO0^uI~S1q zX@OYSHiybD&!c;aW`SGI3f}4TmEgx_Ij1d)N113o-YWT0h;ILcYAR|x_r^lFCYVHQ zqq8w!%V zhnuUBCm@Jd3YB^0@%lU;*;pvi<$TcE)J|Tq9?ahANvbm3 zPG_qBhepOP>CmV@{xDwz@2?%f;(vzJLiG&1cCLb^6X~eBfo0)cm%#Qr((q)Qhn<&a zU`a_IHJD2<)3OB>wl2q^lu8`#^d^e2Y|jrBfWMWw5Zk`3b%)%{nS>BTJekabpEC?^l0vfS zRhK3dFo?sBu?y&?u@5fp$iwNU&p@`h9&GkBge|Y4X+V}Fo8y1ia{0|U42!B_LVVf3 z^Nz!Ff9gqc^nEg2P!J{ty72TfZ8kqsfp@2VAxin{F}E%XC3~*ZU!q|!SKkPio>1Z$ zKIkEF))#PRix+g=1A6r3L&9e;M9;B0>e}H&BztQ%+rxK~OtSgj{H-QfuIC0fWvy|z zLmaQDEyZ8FD(b!CH&u&yLp=RENzl~ZmXq`3Y1I}h8rbH9c>&iz!>R>}((W^tEgPx7 z^A;-Kx}6L^ox$-wUqi0^eu`;ctGLJhzF}^UIKkHk6T~rU3(F;S!}F$%+(ye|Tv?lD z?#X^#vH-d)Lo6`rk*~5C%wC&?6o6wC(3c-7COV>c%_!Ax=^Y< zl8$xOk4z-js-yJ$Q(!k`4ZUusjVjr5(U)6=`xon=pr|1@e+fs?fQLY9LK*R&_n>=U z29!?lsMb~m%#aADv6JH1v%r$M{^C4-c`VOcq+rfZf{fp}|}UHJjGajuf_cRTP{QW{uU?FVfcXRPf_hiYC275{x1cD{B814k>; z7BdZ7#+y*quOGgARE7aP85Hxqfq_rAqwnJ$TA_V|W}c6M>jQs5WXB3PDwaW4E%^mn zGqYg$)M=6;_Y8yk?!bw$ttj)dkcxc_g9)RZaINA!_uz{8c(q5E%}wwV!$TYJcfmE} zn|Ta1?mVVnFSC0wGcBC9<{S5|XB`og-w7JSm$BE$0elkqU`gyXd~?MCBNvJBvW6Am zIqOdtka+=qd#j1ERvh_o_b0j5GDu6hYQfay1Xu<~q0EXh_;$Jv3|f^~&*mt%1G(Js zd!n3}J*VlyryS&KYGT=L(m1|o9kc#t8GeKmD0whO=i*J6<*$MdEqm})cXZ3zk|!AR ze1KkA%62uG-=aCEub^4PDNN9n;a%xYL@zc&>l(;*kLl@SR(T|fO}h;xIc+GTw-!bI z{(wDH12fJS(0ybp4p`MP3tsNQ?9cJwxv-m=JZ^|vgepM3E0ezDErM>5?O+4HxyP=V z;**{NIHr&R+vo3~UnJ5Xc*|qVRdT^ROD!}oW%YpWRJfGC8iO{TCF>uG!lfm)*lslj z`vqk2#q)LK#p4Rp&WWO<+!pjwv7txr&clNP>2N71g<4OShw&fDSf^Kq%bvuWSW9W4 z*NPhSH$G2BE_q_`;3Kd&oro%-b$HF_Fui13O5O+GhjV-5L09-G3ZDGJg-?>Wu+|Wk z%?!oMvH!vJ6V-Uq{TDWthtX=^v*`GFI;iw(!Fh!&^wzz`H65>IhT_&>M`9rva%1x( z4lxk$-3;U7cfyaUr>SA#YRs)}#j~PuOorDDtP^Fmb+Hr(GcClMz4CNC`3&B|7H1vBz%TmH2HeqWM2QFW7D_i{TUXFq6n| zYQD6z{ONOtMv)r4XTi@KH?@Lgf+o1UB9rnhy9o#PRL}|D2wMKuhod=R_;>ktaJb`x zY%wx~sR{GAG4E;}$I1!LfHrxfE7ow0QJW|(zz7EU#9!lzMA}Di z+wV8RkX3n*Qf$(al?Af*=Z^v(3eyy4s7(C_jC zi3<MS5j|DAM$CwJt~N6!W_#1DltBSOZoz6R8Tb5 zOw8u&SrLPGD~?e2)oj-8=y7-v!g54%W{{=kn=$wGix$19x8Rsw5RC3$19@vEY4d@P zaC}+`PPv+bfqqdS%yL*Z{*5KujJ$E#vr-%s&*kv$>{M{Y9$l92Wq$`v{#%S6r{q%gS3wxl5DrC+iFjVNiS=-Agk=+^pxJ2$ z+uBp9xOfiQzLKRUhSs-q^|G@hbCJ;B)g{8VaRa^e-Ve-JTCERpGISEyrSBv5pY?g zh)P-@p7t3de3yzbZ-+Hml;dgAR`8tmwtpeh${Xl`a4~QlY{8u=v2e{N4>JeP?t%}o5eEsba_*H6VdbaDJtBS2+iJGaL&FgDBU2B z&-3PTvTNe#aBw8u)SrN>=t+9hgAaeLiKQp*#N(qa)%2ulI(2Prt_UwL>!q@O zS$KGOJr+xxB-h{1f%wH2fKPrmm~q6QxUdBdMvc+()eEUZUju1hEe*RXxo~Sz9oz(y zVA?xz-n?o~A?*(n0uwbFP*wUN!g>Vv;lDrzd90%z@2_(xF(Bm#Ws=?A5# z^`R8XWR`$=lPf;lp@^KIEMoL{41G+Ru*Wh9rt{zB2D~n(^P*gEz32iAa*HE1iXq6K zUJI`AQ$cK)&AG|P!J}_K>67o4xJf$|70=bs_yS5Ro<-x%t^K5%6GZo$u7U>#hG~)N zHI$$C2IqK7U_1y%?ra}P6cU8gD=~Gd!FoCffs)E}uGRfX|GePX@ZK544 z2m|KYpm%i{o?H8i99bU$Eu!HlTUSKaY%zr#-7IiW3Z}Akj-Zxw6=um*nIvt$&t`45 zf!?igBE|Aj;_jWmm$@R)!Dbdenx_%ZJEwpn%H}OzEr2`t6HZ=phqj)xQ1P4XtlfMD z@}`>L{p2=KslJ0^W--|PPoK!kRAY~86zo3|fp3e?!_9TMc;BvtJ638(#$yZc!HJ_J zKez(jlg7Dyow}@##TqU4ZDh~RapKk1iA%RVCC}WFSUoKpUxhHB@goDBMff=0F_by5 zO$oi{M_|}iE@WIO#>W-LpyL+{^8dD>X{|Z@p2&yrbE#z0ye=Bb&R>TzWtdNSi-`Ol zJ!Gaff>M(s&M6hZKVLuK>E3v_%%06PuPf=6@nBFnD}kyPQnBh7fs+bnDa5bj{qXtB zG_&l22PQ7$LqsF?={bV=dJ)+0+Je}&@RLXPeo*-s4O~jLq0O5o)XAWY`^tPOJrMX4 zWPa6v&-5oIL%#Ewdv0xXz4v}J2u;9=+J!v-j2dvC%s}{ilY2YrM+>BdV$td-61iN5 zQ@_awZ+{e^PyHHc->$8={gV&zW_f=TAB1pOzer2Mw-DU_bv9IIG|(1+%tZ-~?<^r$b^9dlLKo z!+p@FqJZYaJ(?N@!|x>>fG z*sK{~e*4@7yTOxihu%gB!DR5i!Rjz;l3?skE_Sn-{o@~5PEsu&Pw-Czw<4t<@}C%^ zc-A>?#OY{wAg)F5fD+5?+Ct~?jIcV|pZ4ty!N0?!xXttdY|oNmQrBKZr(Zkq-#-H; zINt#rcdo!DfzRCK%XL9$(J@jK=7cHiPGHQvnh8h&&ZjxLu-H2UgkEsK^ZOw*t{sER z4HxM|PZ@0qZzmDQTd3xgDmIsqhaPPT@Ft(lk-vM4mmD_WP1O>p=e;FYBA3GaPBtTQ zCK-l`_rb$k>(NBB5Ear@z#kmRzICs_=y@7_cBuly9Wa2 z5n8S+fXfF}@R{8WZpoYp9P{g?am90CNmU-?P6=t*!uql!c4X2gi*>k<_us<}@=H;) zssvpYyd#I{GV-NmoaoI;#et2jWSFbN4a`H68onxGqP>zFJY0nSODdGfd}S;=kZq@@78lAm~EuIlAS9zui!njA7Z(}T}*7)b$q1JPB!jI98Y+F9q>p!N!Qc~_mfJe< zs59q@iP0`YG ziw^~=KqfE|tWf|iCrfiuofpt)VZuapBZ2rk0@&j8hUT8&!*|*$Y^Ul|(jZ?C;ZAl~ zKKuw=R-ERlwS6S7q*9tgvbO^_Sf6I!jbMDd72zoL#3PHpGB27>;VZrO1V3uiJl0Di z=&8&J7nQ=#MQmrPls5=!m*E|mOqADj#p#9#aJzgbxbSD;r}q&=p3S@X^JQV)G&Srf zxDTP_8PMMK3nnrOq0i0)7tT<}Eh_hMdDlAL_X#Y_>AK?AbvXAWKy z_(Ug@M~RBkZp>w(D7`ubZ|oB0Ozt-!-8Q*6@G=?O{kPz&hHZqqEQlzaGl4B?Yay&L z3}mb#(0;=%yq)nDgdPZUJcU0%Q`>1Elf`)X?K$x1U5gK2C(&CSqBwps6Zo$bV8KKU z)qJ7HakLQU11kR(b{s)=q%ML&qqh; zV){JA5muM~rJmP1u)#u(2lr%PbjECQ^V|;BQ=3f>DrG`<&@ZxBqY7S2u}svdEJr

<=I3CxgVdyh>XllA3~x%Y?Ucn8!L!Iy2eCjF;xVa#v}6QUxv&Dh&u0g*Fek+V+>o?G#^Oqs%?8;ds) zqx2H^@90TdDOafwkw8I? z``Rybp{@wWtS*yG-xvY*1{Xly^(gAJJj7;>8{8hhNdm{BNXyzq?6Vcc>ZkIsbWE5= z`JBWF!2x(WA%y+so};b7Z{uA}@9?J5a@=CCOf0VWVQz;VGu@&ArPj)$_cvJ_{TmGP z*SW%{>h+N5@{;UL$c680Hg3TWIY<(S1p9T#xJ|$LEz|WSh(8_u3ij)*~8+z)`n*|G`t(MdaWU$y9LQt30yF=4|dAA zf|^bmQLy z;I!|+^?Y4)P<9HrrY{N~2j|dD6LENKR29ma2+#Tb42FJNNV;QeSf;KUtmr>LxbT*w z#@v9>e=4Y2-V8^}OCe>7C&-WNM!SuXOq2IfP=25XTG`1|--r+HpV^M$SGNM)#Ipa| zBbY^6yM!f#++l>I4&BEM@B-R=&&x>pVfog^b^brnN7n`fZ3tu_3#J%>vzo!E7( z4R=SC9+Ru{ib;b;9D6hcX7j2c#l)6O-Fb_AW*Ls5nYy@GITCn^4k$Lu0z51hVGHjR zT)E~2@fj>XO4^fIemIS3Wb;uUcMOr(JWKq+a!26319x4XC^WNr-R2!DP}5-p1TSgF zSPf-jYik0BUX3#nlEUB|c>=m;oTMkJ%b_5ngbXd3-JF4o;LN-Tu!)ES&$+f36xc@oFXTRBe0BCf{M8jOq8P}% z<3{mds~}o_wTCQ+8n*8~8ecixrE@+vV@+Nq-Zu|rVxMh<6R*6me}O7Wf8)nPd$h1z zq@FpY)Pqi>2LGy^#R?gIIR)rZdGzw=g%afUBCesZM_k5iDpY%UmLFltvfl87a@P^Rz}u?f`X zbs0HRsUw*X%NN(8!T*bN{NBjwA-Ul2EDCPg>VwQ#Npk%QVdrQEZnDxeJgBRTHK&`& z10O!PH2*uZv%Z^;o!ha-;~t%x#!G|Ur9v+0M`auj|>IP$J4e;^IFZz66Jf2N`i)&RmsJj(l&E+cUbG@)-oO>HW z>n`XXw_aK8&9a? zlF~wQYeNr+tm?+rTmgt(?ErO_0=VT{1m+&?As5dp;}&c7ZZUlU?|GR6Y#jVVtLwJ2 zulp&Pe8z)qu@)$2zK70P;E3yr708L71~_$%JvYWq7j(?K$apQ47G1E=Zp8!C8ooMm_I4yOe}6--V>5>$-lfmUZSG^17G^4E+a7A0*(|q3!00fpGS$cH(>@NH}KbPAvWXtk9-{9jmMeMKM4#za+V|V>Kbo(?( z_chDmPlXRSo%IrCEjddK6y}19N(@{G>HrVrHIOA>%yvMqoX(mvq+e@-t_)?l6NYM- z*=i0Y0o7Et&j>U@o?cw0ibnrAFewLKa4TGMasFQua9I3=JJ015;d%z+ON*1>8m@_* zrk`o;VSc<&+Yg#5k3dh|lWL#4LE8DX81-s?-qwX?xO(h3+&(G^j?G0asnx#t@E(gN z!9<8HtS4z6df*Wq4t|e4VbEOx*LwT~oxPgO`1BXVL_-c2xGC1ji0Lps} zV2X8LQn9aE1UnXm;x>cR=us_1jfAqOYx_!IR`WA)R=u!%Qw{dLQs$kxXayIJSwrY< zL0And3fJs8C5Ov-->@s>;p|ua7>&bFpQRZ6J;@ z8SxZJ!vMR{?PK6r!CB z`&sVrhr|!rxDlI3c3d$@yr2T5G6rn-nGsbrkihAx86@prF|AC@z!G^A$kW-x*an#4 z_mHzVTptC#-xcXU^&O0$hZXHeiGjJcI%M2KkQi?Hj~wj{g;#kj%k#NBwjQ*@b7?og zcWn`Pe6`}fpK}9OZ%V?`58d&0c@^20pz zdlfLL%O`ceqQM|&F7DaI_GX_48mZz(ua>+C);!-d!!;%%c6~*;MyhB*bi-2Yd$QplY^*Whq&*Ufz#5Q$du& zA5%eHy`(vdgM|?mYP!h0=spL~&GrureJ8)W=W&*KK4uc?)3~=w z6JVciCFp+?cBf&LDxO&F(q#xL;lmnwR7n=huA9wF<` z?E%+zJL+I@fc(6!yD9(a~te^50!5k>^4MixCqRM1z9j75Md0 z45P2J8PYIoJm~inuf}S@5q9R=wC^ujqNRdQg1P<|Wfbi;Z9;@hH4Ak*1F0mzZgeudyg` zH8VB95#IcGN2?86spPD!L~~^V?oq74fky%y|K;sitTKqJ_|q`h@+Cg5@`7C|YvE1Y zDQr76PD@SyqEpu)e7~+3bc-#xuWM$Z>RgD&SR{Y+Rqr zh230HxK_r8e{U*LzKmNCc$1%Fl0TcBzdBGx&J5Oy?7_*he^}yj2|3d*5%&v%ycPV@ zc*{luQS?yrf0dT@~4;gpLL$&msRM(KbdtRPP zE?M4z3#{j4r|2iJu{rFnSk4FfGRe!=FNS>W4|2-}rxv86H3MCNuf3YsNDs4s`z zUG~vlnYCDR=_GaASpc0CJMn`t>m5JhN58Bt1>Hb7PEXbdM0K}-Z}kk&72>1MmmNmA z)=zYc`vioYWUeICsW^aZ)b=w&CIZBXJb_z2L zLs*?ipM)2lrEZY|cs6GX9?+`?p5HF+%!CH+l239lOCW)$SpTHU`B`1q;0ATQT?acL z8f`)iz}NT*I9Img!=Jk$Wzz%FJ0Z^pf1RtF~cvuce(pNC1A=qF&sS-LEFqWv)wnDSXC4R z>)2gF>Y*2y*iZo9g~IW7VG+W6HBx-xGD_Z&=h^458sb?k(r~E*H zHUF6ZUhyE&afE(*-~)Y6^WfjNJ8Tw2887cT3Q3WjM7`)3++Lr9S;pgdXCM;C?9<6b z@m(;d$eM(Y_tIJ4%VAO_3A7hjL*0%n5IVdDL!1*pa=8&)49)|chpy0d#0^N#u4lcuU<|{8{bo_#}4>qe<8$#WI%4mO604lfx-Kc zP~jSaFDK%O?LlXH+13MY|5n3{*M%7A5&+xQ|ArJ|%64#^LWllhoLyuGOmaLLKHZIc zPT%oO?|JY&#?R{zVsj-TA-GFL3}e&#$V7+=lPPGGnZ##gBG`Z(n7O+{@r1yCMiIct$6RIMr>UT%u!j+yD<2B~j=w~EngLlISpPl117 zPw0xINW!bR0~Q4=SB!%sOr(GY8}ic`+zyzWFAh75KBB^P1qglVi;~;w(LnM%S9!`i zvQIq|j;qGg)a@l0wUmRin-0LTs6OiWT7ozDY9G3%vOE~cbi8%5iVjU}070$~rVdXK zqm7%Oqg)m)-&{Z>=kA4^$J249@=Y`yN+IjmefKZzIh6ZH0jGpr<%VWZmK(eTvIgQX zBy1h1E}Reg@8*C=bvk$)o`IXaq~ZD+Z=CsGB$hPPVMIzSo>w=4LNjx6QmKyIIDQ=? zj%+|12!`W!1T0w>eF)nhY4Re8`TEV6ERq@}2Qr)(^+lO%zvd)0l{=4{x%u$?Mk#33 z@{^&+?G)NSoQOek;>8$%`R0@@` zl*l|p6d5u!kVXv}L~}{=DAZZ^DMb>MLPRoVOjIa@cYUwt_x|4J`wV})yK7zNbk5%Q zwe~uD?cu&Z1H-X}wClh#{#=~gHx86n%faj)*Kl7@CTdTpC4*s0Ig6hbpOo;JmLp8GDC>MoH$sNd6RCQT2BNDBBAenEqG*cd0$PxY$!!J2S0`x---kBYfTThy`|<3P1PNZ+wdyW57Cb9 zV)grK%;#*usak0$T9QV3%Er+73lEV|3nG|igF3ETafQSQ9>?wHyy0WmDZ1(Y4CMEh z;k&pBbS{qo!?VTUJ^X^4>|nZN>s;v$;Rx8SqyaVz>pR3e1eTl)#r;l6Zw{{o0>9-*TJT{%upX?RW<$t(y$Dcd~M7*kFy zru5S#{#+t>^d_YPGC*U7$*?$EgY{$nhC6uG!5_ScC`?YWBEsJa&^)^l^>)laH5&uG zdoPGw_ZX&2ZgDt|Yoe*z)+rdU|19bhkA@{rJ&2RdSP&_>j!Ea;pgra>-f(AmkdKKN zAd!sPds`vu&{xb~>Px2@D)AnQnL@UQIaXhKjr})fp~=nya-Mqvu(Jc-q}hV#ku=nm zv_NwgZCDJSIV$<{$eM~u@^axR+~-#Z(@NFBDw1);6R(mQ4L&9|Pl4VHhMUap2SbH) zocL0i|8Dpa!)rgr8U00MMqep(mF3cmTPL9V^+o8v9?ZORjXAPQHAweA;~(oqB*F2~>xvu>Oie}t?^ zqO^SQFsbge#W5+DLB^&8=bx;kv&|2ni>4pSZ_dKdn8z^C`4WquvAR=m8x#$QaeFR? zaPIX;@|WzkBUurVxVGje+)p!wq(zJIiW;j&IKP8k(@$VdjTO=GHpBAj7<7=^3AzuW z;QT3f;&tygy?R;I^c&+$zV{n6T_4JL<$}I+SN>$~GJ9t{T@^)oysOgS+EgIb%ZZmJ|U%y1(mLBBx6lFJ<{IukrQQyDsWF_fD> zhSH#Dj2jmMp^q8f!rLC#u=5$m%^yC$)!<#z_Gem^#kBgHKa4$=NHTVKqPXoku+`6| zdlt9At0y_=zb6l6HktGNZYcn1W4iwfkHVup@!i+y>P{-d5LKRY0X3)u^yX2CrI*@kEamq26{ksO&gTZ#DZGk=XnQ}#@K%Ae)U?9mhRslN>egi3c}kn#|b?Awm(G_%NSBQ#ys5(nd6 z1A3g*fQ+Hp_;?V_6OXm#iDiepRk(V)Kg*x@GiG^cDt3Y$=G-?!|Nzy!b z(gKxVCY}ys=^Lh#)wBH!Ipw5AdOM1Vb*TvUohu{!?a3^E#B%pXV^Dl~2;JN>3i6iN zpv1=^a&!J65PoWlx*Zp=p!+;#GK{`g&IvNS+>RXhQBM|#onV?K*U8ljJ0aF`Jr>SZ zCKq1}Qcmx9sEXWxX9C@Dua7w=z2GRSmd?a5ZwI`lse(@{%J5coF}i4%k#v3;tt&Q# z;+w@Fyj6_O&B>{L-E#pOytL64)97s_alBlpjtdvRqcik#@$Q<@C@U<;x$-d*J;lPY z({7m8%j#N<73)AeXCubi3DV`BdL;PDR+M0zTDJ=cRNT%VdG9yjx=c@;YrYVr&<0IC zwXyTk6j)=$1EaTBIZhH1WL`%UJNK`KNsAM)a`+sX>y?ckRv*V=*F=bW>VSsbCB$Lp z7FZ^wiYMnP;>Dywrfb9Wt*`%~H!gJX&gniT{hRW!Pc;$`uzcQ+Z$Ws`XeRN^K7dkl zXEHu}oP>@tUOJ&d0qUhm3lw$jK`cEt|SvwVNd2?WP z?lBClV_YML_4smXA=JD$3BKJ@U{*aE7bv*EHqJ!ks&rDi`W;QYQ^EY2&OqFxRPb3lY_i1H6@|s!dnt&c@(gN$e{u z1tEoEdbu(c-5xqn!K^^Ae-wg}BnP&noWoAPl^id#nYjMXF0?6|iIdYLiQD05tp1!v zTiu1xBOw&Vu9-n2t{o&dP>aW(IS!3nc-RoCiNEBoP^{^vdQ;j>1HE)ei_a~%e$f~g z);^^geNhm8OAJ>HbXMJ8vjP?hvTL;BeJcBKG2HK~Fg_wC2o6r{yc<=C59@=W!jlJY z&Pc<%UWNs^!Zf+pAbs*@Gf&~yVRH9=5FX!Ni%I?_G^oWJwrw}SKJ{F9VZ0aIds(fh zjo^>vpFqUv8u^y4%=DnuV8B%xmTVv4Nz9m!+t&EfFUmo9!KoO-t@N=}X)ee=4Ff09 zUYIvC3a1B*0sGW33>O#x)_cq$$HD~`1vC3>`k!Dsx)b8}`9d_~((1jrjZ0gv zBOaR$FFrMr*F9=*OnR8!UgK6By3r4w8Cv6|u4Y)eI|lZCcBUaWpF@rGK=paSTzuK` zi>eG%;7YjwUS;H7@a>9Y8XObJS2Z_=OKc#kwI}iCMU}y)`Ksu}c}V#~E17Qi2{7X> zf{!2L$$bGi&a9tIQ%^s;I`Pp&zH!QOVnI*CX3G(xrOAUG3|Bsp#6xOb0$!rc(HK;nSRTXz7p7ni^rs6XPORexe|l3gp*-`L?j}+SNARWL93;j zpiN{PPZ%!}E4h3O+Wnie*u9N9ezU}V^}^h#eb;zNtFs`>-h*1q6Xd*pLwG}P3rlhJVpGV|%;Nn1 za0gdkpk!;O8yZOgUL_27`kQGf=S{--`%^IP`6lp{WY0sw@iceI6bzYc2@(@ih;+$9 zEVdlvtP`J&jl+f5>9ZedBO7q~dRg+~LjovF5r=Q8X1I7sH@2x*)9Y5QAgw9O#)4re zyhCuEqCOsSO=6hiQ`mpR07 z;{I$riStU-Xj7YX6)ru&YMdD$$25Y}$0y*|#TxKxbr4#&@xa%t7z;iq!H%I=IMXeT zBV`fr%)T786XWoCco8H_35AjM5m0V=81paB=k#1}KEYh<ABY@D6|hW^CT|mcv1H8^&d}*qu)~e%@+=xdm-8&q=6faa zS{(|Nl|md(%`hxjN#TWf4PL9T0zX~{xb54HlfP#Im-OHok&DE#r5SA_1Wvb;0GQ{afY z2N{@{N#2NGLb(PRsM>P|R}5v79kEfEGh&VHdj2TeeiHj1t1`^xW4yFzGv0Wm3^QRe zj5i$*)7zpkcGgF_^uWBH;qNHp;sMp!clhct_g+ z3jFJ_&7uNNJai=>WW3vQAoqVfG8;-l^4;?b_^5##L`+cE%4 zn%-dHb!Fa&)ML=fp9u*cWa*VDlkrSs9L5KD;IqaJCg@m4mVK9kGvl*}z*aT5*B%cM z`WrE|Y&7AODOU+rh{zDC) z4u3KY?YIixoR<>UYivJRJ^V{rF@||GQm)k~u65*1>i8m+h`L8nImc1pu~~pW>w+{- zDoKp%b(nD$ZyHkT z(C-r&_Qx2rPKv@L`w`yRb>U=ZlqJ0VP(rh-CE)A6ej+ohgra>8bfu>>bmrN@iE&@6 zRdtw_lCUVotP$gDPN~H6UN@-N>GgCg*By12z2fETW}}6>G_G1&j%uaD)IjkT6)_a2 zeUtV;gg_dKynlq^+oR|juWfj7Yy!rLF^^9jA@r`kKvVYrrhAm7+Mlc`S6wC8J^cH|9qmPDV9tX?p?P>}UpP$jNF$Gf%gMLqv78=mGCn;Kj`a_>(okM4maD0Q|KMg^ zMKbWG%?fN?cpM_Q1@x6-4XrF0syK4-*PWR|8YkwTjGsla67$)WW6{4T-2;WLusm;e=6#qU%4K%AjbpKmA zqc$84WI4iQkL9MvJ%n*tofsb0v><8+GI6ZHAhlDnL!UDf;93ha9lR<5MHbd5-@|mA zHeJT`FBk^fdn{O_y3?sY*2B$&WE@{-2;*(8kmCt@_;Q6X>Sv@uYwaAYi*KPzD#cMa zaubTwMB}ydD-cFMV)%+nuy;ZPmbl(Rv$AB6(0W5Bnb+cAV?4-}Sc7G`GwknHz&jT1 zWC`CEb=F0J)|o82d&_hvNR!5?gPJ&IYbuNkJ?H(NOW>fLH&HF^#OGBdOuO$BH5hP4 zmnKUz%GZQ1_ak8QlOJS%@fuhiY7ZdihI6*fLR9r<9y9UumEBHtIKk_xo0>$lx;Hg3&i9g>8^2>zy#dbk-&wMj5?{KHLp%@~b zwWIacW*k}TjZaSVNtUPqW=>Bh)4Evs%GMc@Se@=o$zmw@TErWimPiM;Kc_D%Ot8Sm z9)33`qRE6`Rpz6&V#1TNAnTlyoCZzEF+h&g=uXV~^;?wE=id#F|WC z`OhJPF#K4O%{;KqQ{Kt-xY0Y049`q}9qv;xS2PEM1j}F~dMa3VZNRgCx*@zy5PL+= zqv`^6_)~s|bGrtZCd=5s zT)!mDsnf=aOXG1$*JsrG=mN^dNzBvoH00|gQgN<6ei72+-B@xG&F`gv{O58+ff$lO zWcc|;bND^0j*-E4QZ$F7z~{vTgVg(SG9gNV`+Te_7Ek&Enf=0izqljxwVx@LM|#oI zDG!ON;s^K^cnR0DaoW?*yo2gR_#qBmbjuAb957dbS6ucSrfh`25627DN#!=}0O$xI%&%-$i32!m-97IsqPJ#v#!Y`&1D;jvJ%2iT(xSao&mVMr<`fY zPvrYXT!pf?VIb-894pnHqQI~WBwVQl*}QX{>z@e!=G?=a@v?EyJ53JeED)ib-xp!l zx>01S!lf2poNsck13Ocp)4LDZ5#1b<}ZKz|IR| z6I9@Wp9G{In1epv%D7+K4;Q*?!5o(o{IGO0+N~R7^5+-h52VgOZ8DC3`+hvZ#)BbKA*h4FUc- z?G5N-KLYQ!975kkEs)Bv!s#9>X!Pr!gn0B}YQa0SoO29qhmWA-Q0x_Zx|NJSA3)q( zrr?0;hqE8X zpl0`J@c(rJwA|}x>H14pb+eED8j#0(GNaKalX(YK{iYU&RAJ-JDhPcU#FKA+0Kugx zP-uA$bJ-j&-Dg5>Ub)XRm7R;evx>lHb33)@jmL=jzsUy)eV)zzoA_b!VHDi5gS%!t zpEv$cG|t{*#&1)94nNQR;!V}v3dwJp*z@;zfa%jvXRsaPSGd6fznee=4?y4NG}yDY zk#_q$qcd>`uK&>j6=h8_D{Cg-eo8p#neK$OhB+X?c?e~Rc@QZkz<*|Z0E8{3ad%~_ z(~oflcw8nG8*857;pL^A$-gsUocA1%Z_&Yfo9gjkY%V+~JC2gw6Je|24P4_a3)jXv zqxEJ>ND(~<2j+f4)673G`pzk)VwM8&3j-nT|)35g2?} zLF+O`q3JCPzRF4?O!f=Kr9Z=Av#d#u8k#QW%e&h^Ivz8}P}}Ty!Zz{IgzOu0lAGD`$Eq)!e zBYIu4FrcIqU)1k{zUN68b8rioj7jB8883#RFYR%UdOfs>J%^*$wYb%a%YfZ-aDI#H zgO-muFRl4Bq^Gu{g>4sI^56|!(DD@3Yvx18^8Cwp-lt<8%Hh7fQ~AD4Cj3z&DW*4# zpHXhREAC9%LVW!*$=E6LLC0XfTy}nTQhWW5^GsINq2?1Du*l zcUXVrKIRuL<{g)x1K0YJpmqK!_`LWUX_yxRn_ik@0_MVp(Q}DJNI0bK=hLQ8ca*!@ z2u{rvDEqpTGdueo76@)cV}p9!C-j_N|5Hp;$I9SvnJkWYB=V|H8Nv3{cDUFYPaCac zu`cZ%BuI~k$7SE?wz)%Xf8O_EZ?Lyd6#eOI3<=qvD!`I7gcn|Nz zz@8^(am52wyxyq}W5P!B&5{M^U5*OhQQ-uAnVJK4#YUm3`zGuz)dD@`*=W3Z0_Yo` zC*iBEkry*vaA}q&nR?I+qL>CjSL!5g?>43%we$lWO47i(=aHB?O`fjazHa+mkw^ig+m@_qH>8`VV-#WvL?(D&c+`f#*lBnGLZixhK71Sfl|XKcaQU3I5a+WFjx3GONSv$`!=zf$3OSeF|Re z+ykAH3m~Pli;OC>FX5Gf==t8&(bs5>Nj?i1ayxbNX~}&XgC#ef%8USL%wvn>NFqm5~s#ZY+)G z_+h|wGptyH7@K>GqqeXdg(S?t)4dognP=?*w{=*vmuWnT%p?tUj(_vjL3gSR z^k;O_FY-EAabp1q-B`uTm>>skg&8QdN(Ix6l;CE;WzN?IC-ie#gh8x!B0X@O95#`| zkPW@m&_opyh$5`o#yq4pOduwQ`^k*#49qR!V0}apR+%`Fsg8Ga*xR2EWwM)=^ zn+VVJRyo`~w1wQfp3*Fy1I|5v937%ZLznH|YQ;Y}rWGTx)L1W)99B3B#HGL1O!x#=v#vU6aG~w7;RZ@NJ0KV>x!T6$J-h16hI&MNSxzn!6b9_)w zpLuVjy{colp$*QY!JXAycLBUqZz6-v^~6@7lLU^*hrPm^Afhn_!!(lMWbtEE%Vy7C zquKR&+Zmpk>jjuG<|QU;Pk{S(`q1ueC>fAC%geUIt=a~Er54z z3v|_Q!;h}&$bZrVKh<`^iP(iS)hrnN9!FvGpGsIN#B|YWJ}`%$v7E`k6@OFI>=XO z@t5BTg4nU$ST%kYPKpeH&aXjee3OygZhfX&-9_lbi$m-8qxs%%lQD2s3`(6=##6s{ z;jb5)d9!*lLGnpH9&c|Z`d&YgTlxt0t|-KF+ahuFwkz0VbdK7bPJw;n7NILI5;?D? zqG;qpEG@W$Hm>)`eA_tiZ$3q?C`)pmj%LPNL(kQtJI@18gc* zMvcpESd+OB}^2!F(7$={~xYXH)Uw8^p+Fn4VdzN+F=wj0#>*n}_mubQrEbkr*qc@Jzg!7DGZB zJ!!zF!qbn#{we85LL~VuciizyQz`ts_6$0VK9ZR9KBDI%h!4?$<=P9eX_hdIjf>%o zYLMh4_^H73-v%&lpcwTP@}Mc|8u+)}!!LQo)aHH&agoczW;+?Y+qMmobtn(AGZ!*Jmy+@)8CsQby}?yC%{xk?#ai(gZZ4JV*yWg#4e*6L4Yt#r;7 zVbp4NB6s}SuuY^Aol=(rW+~#j9%-~ZZA7+O_`s9y-`JhxY1(X%M5;v_IS;@4LsiBe zs18x4A@JPn2@xrt*UucLPtl z3gTK^sa04Ht;li0zmoDA;i`$FS^;1SIwM8V)P`0kZQb&*ss zX?RARSDwcGHW{>Jr6PRr*T-|qn#ireNSLmW4LY}@VPe&6?6NjMSbmrCWXC{jTRxp| z(GNr&m`?wVwWKYv8oq5|{C4vvL@8T<>msoe%DQI5k%_f*rrQaUv8)}g4%{}G!*X&v zN1Ex2x_%-Z?FdQ-258yyGc?ooIB7GOfv+b^qeTY~)Yk4G_w^N6zA}O4d1_$#cgBg2 z+5{cF`_bjT8cHe`a9+J(epp?faH8foL|z7+rRaql6vyy}%!}##3o7_7+?%{4Q^^F8 zO4>=1An-cVr6F_i;M+ftQiI^@noV2$4};tn1L&;3261)-lXbP=fYk*uY-$9V>el#H zKMmjB_CZd*GOW0=8r`gh$+7*qNZwb`yB6sfPsZbk+@+YVW=M0S3A|~G!o~i2(9>-X z+drPh4_rRoGs3t{M@u;t(dv93p@UfHdVoZJUq>wj>-Hl1#8pGhbC8j_yxGGP7aBMs-CBhp8BR6@nY{b%@RLIGXDz zOC|ahuvTXR|9FQL97}qGweBIrVbci=NWBDS$Y;zLUx?QC+=!4~CR*6JVciXTNGg)y ztNI#J`Rt<@n$L$}$1&WopXNbsLpra1t~+mJB$1r+h~_ArRpf8Clf`X=QV_Z(6DGAv z@Vi5G@#|zy$l{se)CB_EYc{f6nSy(8GH?Rzn)H~a$z4H>1xaKJ4@(7eBpMonCa^Kybst+v;|9jL%l zPNTVNCLJS{5#K3G!cxPPi|D9n0{rZad+|eiG*u~%rZ&=Nz*?~v6%`+wSgs4k-ERf? ze9zOcckD2D-Ti4Q!|;(A%TJK6_r-8^I}e{nrGn3o(XjihD1T(*GR)XN8*^G(=qkYq zV!NRP@+6~pJ>Ehnyd(rpEUdv*yBl%DOpCtKjmBBsBjlZ$J<|rGkSQ<-BiRW!Px%4H zNflwIZ7X&Bd5YHUVmkd7{BV#2qeg`iRF-Zg4~xg4`LSE@#Q7ogC(nQ#05fBg;7x=ejvVf6*hxdl9+k7`^Z}iyfp>3jXY^bAe zVqjuups#PZz(QYO_5c6!u6-xpN2H6dsU*uyDd%%v#0+seGYfIua!qdK>Qa8`*%RDd z&K>-}`uU*#shSq+*I(_w_ftk-^8fbJcayizHm_X^EEN7*-}EK^irkjEWrYxn`d4$b z7yRqxf5$*xd+co&HYR_yv44H>x8CH3x_dvOy&KWrhvi)T3?}6_8 zw?Oj@4NU$$(B{?}y@{+hf3?2{O8@$wd!(ytWTgM^f$q&eeLzJ@K;WD{kK38`^L$Ni?L&XwZ8|7p7Eap z>CH1X(Kj&o*B)iM79M)W2Kuk|_dpYM|8pP%Ln9+&oqzlJ|9Ou7J