Exploring data
Thangesh Kumar K K
08/03/2021
#Load Comics.csv file into R
comics=read.csv("comics.csv")Print the first rows of the data
head(comics,1)## name id align eye hair gender gsm
## 1 Spider-Man (Peter Parker) Secret Good Hazel Eyes Brown Hair Male <NA>
## alive appearances first_appear publisher
## 1 Living Characters 4043 Aug-62 marvelCheck levels of align
levels(as.factor(comics$align))## [1] "Bad" "Good" "Neutral"
## [4] "Reformed Criminals"Check the levels of gender
levels(as.factor(comics$gender))## [1] "Female" "Male" "Other"Create a 2-way contingency table
table(comics$align, comics$gender)##
## Female Male Other
## Bad 1573 7561 32
## Good 2490 4809 17
## Neutral 836 1799 17
## Reformed Criminals 1 2 0Load dplyr
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionRemove align level With mininal data/info
comics <- comics %>%
filter(align != 'Reformed Criminals') %>%
droplevels()
levels(as.factor(comics$align))## [1] "Bad" "Good" "Neutral"Load ggplot2
library(ggplot2)Create side-by-side barchart of gender by alignment
ggplot(comics, aes(x = align, fill = gender)) +
geom_bar(position = "dodge")
Create side-by-side barchart of alignment by gender with x axis angle as 90 degree
ggplot(comics, aes(x = gender, fill = align)) +
geom_bar(positio = "dodge") +
theme(axis.text.x = element_text(angle = 90))
#Conditional proportions #Try the below code #The following code generates tables of joint and conditional proportions, respectively:
tab <- table(comics$align, comics$gender)
options(scipen = 999, digits = 3) # Print fewer digits
prop.table(tab) # Joint proportions##
## Female Male Other
## Bad 0.082210 0.395160 0.001672
## Good 0.130135 0.251333 0.000888
## Neutral 0.043692 0.094021 0.000888prop.table(tab, 2) # Conditional on columns##
## Female Male Other
## Bad 0.321 0.534 0.485
## Good 0.508 0.339 0.258
## Neutral 0.171 0.127 0.258#Counts vs. proportions
options(scipen = 999, digits = 3)Plot of gender by align - Visualize in bar plot
ggplot(comics, aes(x = align, fill = gender)) +
geom_bar()
Plot proportion of gender, conditional on align - Visualize in Bar plot
ggplot(comics, aes(x = align, fill = gender)) +
geom_bar(position = "fill")
Change the order of the levels in align as Bad, Neurtal and Good
comics$align <- factor(comics$align,
levels = c("Bad", "Neutral", "Good"))Create bar plot of align
ggplot(comics, aes(x = align)) +
geom_bar()
Plot of alignment broken down by gender
ggplot(comics, aes(x = align)) +
geom_bar() +
facet_wrap(~ gender)
#2 ######Exploring numerical data # Load package
library(ggplot2)Data structure for ‘mtcars’
cars<-read.csv("cars.csv")
View(cars)#1. Visualize histogram for city_mpg and sub-graph wrt Sport Utility Vehicle
ggplot(cars, aes(x = city_mpg)) +
geom_histogram() +
facet_wrap(~suv)## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Removed 14 rows containing non-finite values (stat_bin).
#2. Filter cars with 4, 6, 8 cylinders
c_cyl <- filter(cars, ncyl %in% c(4, 6, 8))#3. Create box plots of city mpg by ncyl
ggplot(c_cyl, aes(x = as.factor(ncyl), y = city_mpg)) +
geom_boxplot()## Warning: Removed 11 rows containing non-finite values (stat_boxplot).
#4. Create overlaid density plots for same data
ggplot(c_cyl, aes(x = city_mpg, fill = as.factor(ncyl))) +
geom_density(alpha = .3)## Warning: Removed 11 rows containing non-finite values (stat_density).
Create hist of horsepwr
cars %>%
ggplot(aes(x = horsepwr)) +
geom_histogram() +
ggtitle("Distribution of horsepower for all cars")## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
comics=read.csv2("comics.csv",sep=",")Create hist of horsepwr with binwidth of 3
cars %>%
ggplot(aes(horsepwr)) +
geom_histogram(binwidth = 3) +
ggtitle("binwidth = 3")
Construct box plot of msrp
cars %>%
ggplot(aes(x = 1, y = msrp)) +
geom_boxplot()
Exclude outliers from data more than 100000
cars_no_out <- cars %>%
filter(msrp < 100000)
cars_no_out## name sports_car suv wagon
## 1 Chevrolet Aveo 4dr FALSE FALSE FALSE
## 2 Chevrolet Aveo LS 4dr hatch FALSE FALSE FALSE
## 3 Chevrolet Cavalier 2dr FALSE FALSE FALSE
## 4 Chevrolet Cavalier 4dr FALSE FALSE FALSE
## 5 Chevrolet Cavalier LS 2dr FALSE FALSE FALSE
## 6 Dodge Neon SE 4dr FALSE FALSE FALSE
## 7 Dodge Neon SXT 4dr FALSE FALSE FALSE
## 8 Ford Focus ZX3 2dr hatch FALSE FALSE FALSE
## 9 Ford Focus LX 4dr FALSE FALSE FALSE
## 10 Ford Focus SE 4dr FALSE FALSE FALSE
## 11 Ford Focus ZX5 5dr FALSE FALSE FALSE
## 12 Honda Civic DX 2dr FALSE FALSE FALSE
## 13 Honda Civic HX 2dr FALSE FALSE FALSE
## 14 Honda Civic LX 4dr FALSE FALSE FALSE
## 15 Hyundai Accent 2dr hatch FALSE FALSE FALSE
## 16 Hyundai Accent GL 4dr FALSE FALSE FALSE
## 17 Hyundai Accent GT 2dr hatch FALSE FALSE FALSE
## 18 Hyundai Elantra GLS 4dr FALSE FALSE FALSE
## 19 Hyundai Elantra GT 4dr FALSE FALSE FALSE
## 20 Hyundai Elantra GT 4dr hatch FALSE FALSE FALSE
## 21 Kia Optima LX 4dr FALSE FALSE FALSE
## 22 Kia Rio 4dr manual FALSE FALSE FALSE
## 23 Kia Rio 4dr auto FALSE FALSE FALSE
## 24 Kia Spectra 4dr FALSE FALSE FALSE
## 25 Kia Spectra GS 4dr hatch FALSE FALSE FALSE
## 26 Kia Spectra GSX 4dr hatch FALSE FALSE FALSE
## 27 Mazda3 i 4dr FALSE FALSE FALSE
## 28 Mini Cooper FALSE FALSE FALSE
## 29 Mitsubishi Lancer ES 4dr FALSE FALSE FALSE
## 30 Mitsubishi Lancer LS 4dr FALSE FALSE FALSE
## 31 Nissan Sentra 1.8 4dr FALSE FALSE FALSE
## 32 Nissan Sentra 1.8 S 4dr FALSE FALSE FALSE
## 33 Pontiac Sunfire 1SA 2dr FALSE FALSE FALSE
## 34 Saturn Ion1 4dr FALSE FALSE FALSE
## 35 Saturn lon2 4dr FALSE FALSE FALSE
## 36 Saturn lon3 4dr FALSE FALSE FALSE
## 37 Saturn lon2 quad coupe 2dr FALSE FALSE FALSE
## 38 Saturn lon3 quad coupe 2dr FALSE FALSE FALSE
## 39 Scion xA 4dr hatch FALSE FALSE FALSE
## 40 Suzuki Aeno S 4dr FALSE FALSE FALSE
## 41 Suzuki Aerio LX 4dr FALSE FALSE FALSE
## 42 Suzuki Forenza S 4dr FALSE FALSE FALSE
## 43 Suzuki Forenza EX 4dr FALSE FALSE FALSE
## 44 Toyota Corolla CE 4dr FALSE FALSE FALSE
## 45 Toyota Corolla S 4dr FALSE FALSE FALSE
## 46 Toyota Corolla LE 4dr FALSE FALSE FALSE
## 47 Toyota Echo 2dr manual FALSE FALSE FALSE
## 48 Toyota Echo 2dr auto FALSE FALSE FALSE
## 49 Toyota Echo 4dr FALSE FALSE FALSE
## 50 Buick Century Custom 4dr FALSE FALSE FALSE
## 51 Chevrolet Impala 4dr FALSE FALSE FALSE
## 52 Chevrolet Malibu 4dr FALSE FALSE FALSE
## 53 Chevrolet Malibu LS 4dr FALSE FALSE FALSE
## 54 Chevrolet Monte Carlo LS 2dr FALSE FALSE FALSE
## 55 Chrysler PT Cruiser 4dr FALSE FALSE FALSE
## 56 Chrysler PT Cruiser Limited 4dr FALSE FALSE FALSE
## 57 Chrysler Sebring 4dr FALSE FALSE FALSE
## 58 Chrysler Sebring Touring 4dr FALSE FALSE FALSE
## 59 Dodge Intrepid SE 4dr FALSE FALSE FALSE
## 60 Dodge Stratus SXT 4dr FALSE FALSE FALSE
## 61 Dodge Stratus SE 4dr FALSE FALSE FALSE
## 62 Ford Focus SVT 2dr FALSE FALSE FALSE
## 63 Ford Taurus LX 4dr FALSE FALSE FALSE
## 64 Ford Taurus SES Duratec 4dr FALSE FALSE FALSE
## 65 Honda Accord LX 2dr FALSE FALSE FALSE
## 66 Honda Accord EX 2dr FALSE FALSE FALSE
## 67 Honda Civic EX 4dr FALSE FALSE FALSE
## 68 Honda Civic Si 2dr hatch FALSE FALSE FALSE
## 69 Honda Civic Hybrid 4dr manual (gas/electric) FALSE FALSE FALSE
## 70 Honda Insight 2dr (gas/electric) FALSE FALSE FALSE
## 71 Hyundai Sonata GLS 4dr FALSE FALSE FALSE
## 72 Hyundai Sonata LX 4dr FALSE FALSE FALSE
## 73 Kia Optima LX V6 4dr FALSE FALSE FALSE
## 74 Mazda3 s 4dr FALSE FALSE FALSE
## 75 Mazda6 i 4dr FALSE FALSE FALSE
## 76 Mercury Sable GS 4dr FALSE FALSE FALSE
## 77 Mini Cooper S FALSE FALSE FALSE
## 78 Mitsubishi Galant ES 2.4L 4dr FALSE FALSE FALSE
## 79 Mitsubishi Lancer OZ Rally 4dr auto FALSE FALSE FALSE
## 80 Nissan Altima S 4dr FALSE FALSE FALSE
## 81 Nissan Sentra SE-R 4dr FALSE FALSE FALSE
## 82 Oldsmobile Alero GX 2dr FALSE FALSE FALSE
## 83 Pontiac Grand Am GT 2dr FALSE FALSE FALSE
## 84 Pontiac Grand Prix GT1 4dr FALSE FALSE FALSE
## 85 Pontiac Sunfire 1SC 2dr FALSE FALSE FALSE
## 86 Saturn L300-2 4dr FALSE FALSE FALSE
## 87 Subaru Impreza 2.5 RS 4dr FALSE FALSE FALSE
## 88 Subaru Legacy L 4dr FALSE FALSE FALSE
## 89 Suzuki Verona LX 4dr FALSE FALSE FALSE
## 90 Toyota Camry LE 4dr FALSE FALSE FALSE
## 91 Toyota Camry LE V6 4dr FALSE FALSE FALSE
## 92 Toyota Camry Solara SE 2dr FALSE FALSE FALSE
## 93 Toyota Camry Solara SE V6 2dr FALSE FALSE FALSE
## 94 Toyota Prius 4dr (gas/electric) FALSE FALSE FALSE
## 95 Volkswagen Golf GLS 4dr FALSE FALSE FALSE
## 96 Volkswagen GTI 1.8T 2dr hatch FALSE FALSE FALSE
## 97 Volkswagen Jetta GLS TDI 4dr FALSE FALSE FALSE
## 98 Volkswagen New Beetle GLS 1.8T 2dr FALSE FALSE FALSE
## 99 Acura RSX Type S 2dr FALSE FALSE FALSE
## 100 Acura TSX 4dr FALSE FALSE FALSE
## 101 Audi A4 1.8T 4dr FALSE FALSE FALSE
## 102 BMW 325i 4dr FALSE FALSE FALSE
## 103 Buick LeSabre Custom 4dr FALSE FALSE FALSE
## 104 Buick Regal LS 4dr FALSE FALSE FALSE
## 105 Buick Regal GS 4dr FALSE FALSE FALSE
## 106 Chevrolet Impala LS 4dr FALSE FALSE FALSE
## 107 Chevrolet Impala SS 4dr FALSE FALSE FALSE
## 108 Chevrolet Malibu LT 4dr FALSE FALSE FALSE
## 109 Chevrolet Monte Carlo SS 2dr FALSE FALSE FALSE
## 110 Chrysler 300M 4dr FALSE FALSE FALSE
## 111 Chrysler Concorde LX 4dr FALSE FALSE FALSE
## 112 Chrysler Concorde LXi 4dr FALSE FALSE FALSE
## 113 Chrvsler PT Cruiser GT 4dr FALSE FALSE FALSE
## 114 Chrysler Sebring convertible 2dr FALSE FALSE FALSE
## 115 Dodge Intrepid ES 4dr FALSE FALSE FALSE
## 116 Ford Crown Victoria 4dr FALSE FALSE FALSE
## 117 Ford Crown Victoria LX 4dr FALSE FALSE FALSE
## 118 Honda Accord LX V6 4dr FALSE FALSE FALSE
## 119 Honda Accord EX V6 2dr FALSE FALSE FALSE
## 120 Hyundai XG350 4dr FALSE FALSE FALSE
## 121 Hyundai XG350 L 4dr FALSE FALSE FALSE
## 122 Infiniti G35 4dr FALSE FALSE FALSE
## 123 Infiniti G35 Sport Coupe 2dr FALSE FALSE FALSE
## 124 Jaguar X-Type 2.5 4dr FALSE FALSE FALSE
## 125 Kia Amanti 4dr FALSE FALSE FALSE
## 126 Mercedes-Benz C230 Sport 2dr FALSE FALSE FALSE
## 127 Mercedes-Benz C320 Sport 2dr FALSE FALSE FALSE
## 128 Mercury Grand Marquis GS 4dr FALSE FALSE FALSE
## 129 Mercury Grand Marquis LS Premium 4dr FALSE FALSE FALSE
## 130 Mercury Sable LS Premium 4dr FALSE FALSE FALSE
## 131 Mitsubishi Diamante LS 4dr FALSE FALSE FALSE
## 132 Mitsubishi Galant GTS 4dr FALSE FALSE FALSE
## 133 Nissan Altima SE 4dr FALSE FALSE FALSE
## 134 Nissan Maxima SE 4dr FALSE FALSE FALSE
## 135 Nissan Maxima SL 4dr FALSE FALSE FALSE
## 136 Oldsmobile Alero GLS 2dr FALSE FALSE FALSE
## 137 Pontiac Grand Prix GT2 4dr FALSE FALSE FALSE
## 138 Subaru Legacy GT 4dr FALSE FALSE FALSE
## 139 Subaru Outback Limited Sedan 4dr FALSE FALSE FALSE
## 140 Subaru Outback H6 4dr FALSE FALSE FALSE
## 141 Toyota Avalon XL 4dr FALSE FALSE FALSE
## 142 Toyota Camry XLE V6 4dr FALSE FALSE FALSE
## 143 Toyota Camry Solara SLE V6 2dr FALSE FALSE FALSE
## 144 Volkswagen Jetta GLI VR6 4dr FALSE FALSE FALSE
## 145 Volkswagen New Beetle GLS convertible 2dr FALSE FALSE FALSE
## 146 Volkswagen Passat GLS 4dr FALSE FALSE FALSE
## 147 Volvo S40 4dr FALSE FALSE FALSE
## 148 Acura TL 4dr FALSE FALSE FALSE
## 149 Audi A41.8T convertible 2dr FALSE FALSE FALSE
## 150 Audi A4 3.0 4dr FALSE FALSE FALSE
## 151 Audi A4 3.0 Quattro 4dr manual FALSE FALSE FALSE
## 152 Audi A4 3.0 Quattro 4dr auto FALSE FALSE FALSE
## 153 Audi A6 3.0 4dr FALSE FALSE FALSE
## 154 Audi A6 3.0 Quattro 4dr FALSE FALSE FALSE
## 155 BMW 325Ci 2dr FALSE FALSE FALSE
## 156 BMW 325Ci convertible 2dr FALSE FALSE FALSE
## 157 BMW 325xi 4dr FALSE FALSE FALSE
## 158 BMW 330i 4dr FALSE FALSE FALSE
## 159 BMW 330Ci 2dr FALSE FALSE FALSE
## 160 BMW 330xi 4dr FALSE FALSE FALSE
## 161 BMW 525i 4dr FALSE FALSE FALSE
## 162 Buick LeSabre Limited 4dr FALSE FALSE FALSE
## 163 Buick Park Avenue 4dr FALSE FALSE FALSE
## 164 Cadillac CTS VVT 4dr FALSE FALSE FALSE
## 165 Chrysler 300M Special Edition 4dr FALSE FALSE FALSE
## 166 Chrysler Sebring Limited convertible 2dr FALSE FALSE FALSE
## 167 Ford Crown Victoria LX Sport 4dr FALSE FALSE FALSE
## 168 Infiniti G35 4dr FALSE FALSE FALSE
## 169 Infiniti I35 4dr FALSE FALSE FALSE
## 170 Jaguar X-Type 3.0 4dr FALSE FALSE FALSE
## 171 Lexus ES 330 4dr FALSE FALSE FALSE
## 172 Lexus IS 300 4dr manual FALSE FALSE FALSE
## 173 Lexus IS 300 4dr auto FALSE FALSE FALSE
## 174 Lincoln LS V6 Luxury 4dr FALSE FALSE FALSE
## 175 Lincoln LS V6 Premium 4dr FALSE FALSE FALSE
## 176 Mercedes-Benz C240 4dr FALSE FALSE FALSE
## 177 Mercedes-Benz C240 4dr FALSE FALSE FALSE
## 178 Mercedes-Benz C320 Sport 4dr FALSE FALSE FALSE
## 179 Mercedes-Benz C320 4dr FALSE FALSE FALSE
## 180 Mercedes-Benz C320 4dr FALSE FALSE FALSE
## 181 Mercury Grand Marquis LS Ultimate 4dr FALSE FALSE FALSE
## 182 Mercury Marauder 4dr FALSE FALSE FALSE
## 183 Pontiac Bonneville GXP 4dr FALSE FALSE FALSE
## 184 Saab 9-3 Arc Sport 4dr FALSE FALSE FALSE
## 185 Saab 9-3 Aero 4dr FALSE FALSE FALSE
## 186 Saab 9-5 Arc 4dr FALSE FALSE FALSE
## 187 Saab 9-5 Aero 4dr FALSE FALSE FALSE
## 188 Subaru Outback H-6 VDC 4dr FALSE FALSE FALSE
## 189 Toyota Avalon XLS 4dr FALSE FALSE FALSE
## 190 Volkswagen Passat GLX V6 4MOTION 4dr FALSE FALSE FALSE
## 191 Volkswagen Passat W8 4MOTION 4dr FALSE FALSE FALSE
## 192 Volvo S60 2.5 4dr FALSE FALSE FALSE
## 193 Volvo S60 T5 4dr FALSE FALSE FALSE
## 194 Volvo S60 R 4dr FALSE FALSE FALSE
## 195 Volvo S80 2.9 4dr FALSE FALSE FALSE
## 196 Volvo S80 2.5T 4dr FALSE FALSE FALSE
## 197 Acura 3.5 RL 4dr FALSE FALSE FALSE
## 198 Acura 3.5 RL w/Navigation 4dr FALSE FALSE FALSE
## 199 Audi A4 3.0 convertible 2dr FALSE FALSE FALSE
## 200 Audi A4 3.0 Quattro convertible 2dr FALSE FALSE FALSE
## 201 Audi A6 2.7 Turbo Quattro 4dr FALSE FALSE FALSE
## 202 Audi A6 4.2 Quattro 4dr FALSE FALSE FALSE
## 203 Audi A8 L Quattro 4dr FALSE FALSE FALSE
## 204 Audi S4 Quattro 4dr FALSE FALSE FALSE
## 205 BMW 330Ci convertible 2dr FALSE FALSE FALSE
## 206 BMW 530i 4dr FALSE FALSE FALSE
## 207 BMW 545iA 4dr FALSE FALSE FALSE
## 208 BMW 745i 4dr FALSE FALSE FALSE
## 209 BMW 745Li 4dr FALSE FALSE FALSE
## 210 Buick Park Avenue Ultra 4dr FALSE FALSE FALSE
## 211 Cadillac Deville 4dr FALSE FALSE FALSE
## 212 Cadillac Deville DTS 4dr FALSE FALSE FALSE
## 213 Cadillac Seville SLS 4dr FALSE FALSE FALSE
## 214 Infiniti M45 4dr FALSE FALSE FALSE
## 215 Infiniti Q45 Luxury 4dr FALSE FALSE FALSE
## 216 Jaguar S-Type 3.0 4dr FALSE FALSE FALSE
## 217 Jaguar S-Type 4.2 4dr FALSE FALSE FALSE
## 218 Jaguar S-Type R 4dr FALSE FALSE FALSE
## 219 Jaguar Vanden Plas 4dr FALSE FALSE FALSE
## 220 Jaguar XJ8 4dr FALSE FALSE FALSE
## 221 Jaguar XJR 4dr FALSE FALSE FALSE
## 222 Lexus GS 300 4dr FALSE FALSE FALSE
## 223 Lexus GS 430 4dr FALSE FALSE FALSE
## 224 Lexus LS 430 4dr FALSE FALSE FALSE
## 225 Lincoln LS V8 Sport 4dr FALSE FALSE FALSE
## 226 Lincoln LS V8 Ultimate 4dr FALSE FALSE FALSE
## 227 Lincoln Town Car Signature 4dr FALSE FALSE FALSE
## 228 Lincoln Town Car Ultimate 4dr FALSE FALSE FALSE
## 229 Lincoln Town Car Ultimate L 4dr FALSE FALSE FALSE
## 230 Mercedes-Benz C32 AMG 4dr FALSE FALSE FALSE
## 231 Mercedes-Benz CL500 2dr FALSE FALSE FALSE
## 232 Mercedes-Benz CLK320 coupe 2dr (convertible) FALSE FALSE FALSE
## 233 Mercedes-Benz CLK500 coupe 2dr (convertible) FALSE FALSE FALSE
## 234 Mercedes-Benz E320 4dr FALSE FALSE FALSE
## 235 Mercedes-Benz E500 4dr FALSE FALSE FALSE
## 236 Mercedes-Benz S430 4dr FALSE FALSE FALSE
## 237 Mercedes-Benz S500 4dr FALSE FALSE FALSE
## 238 Saab 9-3 Arc convertible 2dr FALSE FALSE FALSE
## 239 Saab 9-3 Aero convertible 2dr FALSE FALSE FALSE
## 240 Volkswagen Phaeton 4dr FALSE FALSE FALSE
## 241 Volkswagen Phaeton W12 4dr FALSE FALSE FALSE
## 242 Volvo C70 LPT convertible 2dr FALSE FALSE FALSE
## 243 Volvo C70 HPT convertible 2dr FALSE FALSE FALSE
## 244 Volvo S80 T6 4dr FALSE FALSE FALSE
## 245 Acura NSX coupe 2dr manual S TRUE FALSE FALSE
## 246 Audi RS 6 4dr TRUE FALSE FALSE
## 247 Audi TT 1.8 convertible 2dr (coupe) TRUE FALSE FALSE
## 248 Audi TT 1.8 Quattro 2dr (convertible) TRUE FALSE FALSE
## 249 Audi TT 3.2 coupe 2dr (convertible) TRUE FALSE FALSE
## 250 BMW M3 coupe 2dr TRUE FALSE FALSE
## 251 BMW M3 convertible 2dr TRUE FALSE FALSE
## 252 BMW Z4 convertible 2.5i 2dr TRUE FALSE FALSE
## 253 BMW Z4 convertible 3.0i 2dr TRUE FALSE FALSE
## 254 Cadillac XLR convertible 2dr TRUE FALSE FALSE
## 255 Chevrolet Corvette 2dr TRUE FALSE FALSE
## 256 Chevrolet Corvette convertible 2dr TRUE FALSE FALSE
## 257 Chrysler Crossfire 2dr TRUE FALSE FALSE
## 258 Dodge Viper SRT-10 convertible 2dr TRUE FALSE FALSE
## 259 Ford Mustang 2dr (convertible) TRUE FALSE FALSE
## 260 Ford Mustang GT Premium convertible 2dr TRUE FALSE FALSE
## 261 Ford Thunderbird Deluxe convert w/hardtop 2dr TRUE FALSE FALSE
## 262 Honda S2000 convertible 2dr TRUE FALSE FALSE
## 263 Hyundai Tiburon GT V6 2dr TRUE FALSE FALSE
## 264 Jaguar XK8 coupe 2dr TRUE FALSE FALSE
## 265 Jaguar XK8 convertible 2dr TRUE FALSE FALSE
## 266 Jaguar XKR coupe 2dr TRUE FALSE FALSE
## 267 Jaguar XKR convertible 2dr TRUE FALSE FALSE
## 268 Lexus SC 430 convertible 2dr TRUE FALSE FALSE
## 269 Mazda MX-5 Miata convertible 2dr TRUE FALSE FALSE
## 270 Mazda MX-5 Miata LS convertible 2dr TRUE FALSE FALSE
## 271 Mazda RX-8 4dr automatic TRUE FALSE FALSE
## 272 Mazda RX-8 4dr manual TRUE FALSE FALSE
## 273 Mercedes-Benz SL500 convertible 2dr TRUE FALSE FALSE
## 274 Mercedes-Benz SLK230 convertible 2dr TRUE FALSE FALSE
## 275 Mercedes-Benz SLK32 AMG 2dr TRUE FALSE FALSE
## 276 Mitsubishi Eclipse GTS 2dr TRUE FALSE FALSE
## 277 Mitsubishi Eclipse Spyder GT convertible 2dr TRUE FALSE FALSE
## 278 Mitsubishi Lancer Evolution 4dr TRUE FALSE FALSE
## 279 Nissan 350Z coupe 2dr TRUE FALSE FALSE
## 280 Nissan 350Z Enthusiast convertible 2dr TRUE FALSE FALSE
## 281 Pontiac GTO 2dr TRUE FALSE FALSE
## 282 Porsche 911 Carrera convertible 2dr (coupe) TRUE FALSE FALSE
## 283 Porsche 911 Carrera 4S coupe 2dr (convert) TRUE FALSE FALSE
## 284 Porsche 911 Targa coupe 2dr TRUE FALSE FALSE
## 285 Porsche Boxster convertible 2dr TRUE FALSE FALSE
## 286 Porsche Boxster S convertible 2dr TRUE FALSE FALSE
## 287 Subaru Impreza WRX 4dr TRUE FALSE FALSE
## 288 Subaru Impreza WRX STi 4dr TRUE FALSE FALSE
## 289 Toyota Celica GT-S 2dr TRUE FALSE FALSE
## 290 Toyota MR2 Spyder convertible 2dr TRUE FALSE FALSE
## 291 Cadillac Escaladet FALSE TRUE FALSE
## 292 Cadillac SRX V8 FALSE TRUE FALSE
## 293 Chevrolet Suburban 1500 LT FALSE TRUE FALSE
## 294 Chevrolet Tahoe LT FALSE TRUE FALSE
## 295 Dodge Durango SLT FALSE TRUE FALSE
## 296 Ford Excursion 6.8 XLT FALSE TRUE FALSE
## 297 Ford Expedition 4.6 XLT FALSE TRUE FALSE
## 298 GMC Envoy XUV SLE FALSE TRUE FALSE
## 299 CMC Yukon 1500 SLE FALSE TRUE FALSE
## 300 GMC Yukon XL 2500 SLT FALSE TRUE FALSE
## 301 Hummer H2 FALSE TRUE FALSE
## 302 Isuzu Ascender S FALSE TRUE FALSE
## 303 Lincoln Navigator Luxury FALSE TRUE FALSE
## 304 Nissan Pathfinder Armada SE FALSE TRUE FALSE
## 305 Toyota Sequoia SR5 FALSE TRUE FALSE
## 306 Acura MDX FALSE TRUE FALSE
## 307 BMW X3 3.0i FALSE TRUE FALSE
## 308 BMW X5 4.4i FALSE TRUE FALSE
## 309 Buick Rainier FALSE TRUE FALSE
## 310 Buick Rendezvous CX FALSE TRUE FALSE
## 311 Chevrolet TrailBlazer LT FALSE TRUE FALSE
## 312 Ford Explorer XLT V6 FALSE TRUE FALSE
## 313 Honda Pilot LX FALSE TRUE FALSE
## 314 Isuzu Rodeo S FALSE TRUE FALSE
## 315 Jeep Grand Cherokee Laredo FALSE TRUE FALSE
## 316 Kia Sorento LX FALSE TRUE FALSE
## 317 Land Rover Range Rover HSE FALSE TRUE FALSE
## 318 Lexus GX 470 FALSE TRUE FALSE
## 319 Lexus LX 470 FALSE TRUE FALSE
## 320 Lexus RX 330 FALSE TRUE FALSE
## 321 Lincoln Aviator Ultimate FALSE TRUE FALSE
## 322 Mercedes-Benz G500 FALSE TRUE FALSE
## 323 Mercedes-Benz ML500 FALSE TRUE FALSE
## 324 Mercury Mountaineer FALSE TRUE FALSE
## 325 Mitsubishi Endeavor XLS FALSE TRUE FALSE
## 326 Mitsubishi Montero XLS FALSE TRUE FALSE
## 327 Nissan Pathfinder SE FALSE TRUE FALSE
## 328 Pontiac Aztekt FALSE TRUE FALSE
## 329 Porsche Cayenne S FALSE TRUE FALSE
## 330 Saturn VUE FALSE TRUE FALSE
## 331 Suzuki XL-7 EX FALSE TRUE FALSE
## 332 Toyota 4Runner SR5 V6 FALSE TRUE FALSE
## 333 Toyota Highlander V6 FALSE TRUE FALSE
## 334 Toyota Land Cruiser FALSE TRUE FALSE
## 335 Volkswagen Touareg V6 FALSE TRUE FALSE
## 336 Volvo XC90 T6 FALSE TRUE FALSE
## 337 Chevrolet Tracker FALSE TRUE FALSE
## 338 Ford Escape XLS FALSE TRUE FALSE
## 339 Honda CR-V LX FALSE TRUE FALSE
## 340 Honda Element LX FALSE TRUE FALSE
## 341 Hyundai Santa Fe GLS FALSE TRUE FALSE
## 342 Jeep Liberty Sport FALSE TRUE FALSE
## 343 Jeep Wrangler Sahara convertible 2dr FALSE TRUE FALSE
## 344 Land Rover Discovery SE FALSE TRUE FALSE
## 345 Land Rover Freelander SE FALSE TRUE FALSE
## 346 Mazda Tribute DX 2.0 FALSE TRUE FALSE
## 347 Mitsubishi Outlander LS FALSE TRUE FALSE
## 348 Nissan Xterra XE V6 FALSE TRUE FALSE
## 349 Suzuki Vitara LX FALSE TRUE FALSE
## 350 Toyota RAV4 FALSE TRUE FALSE
## 351 Audi A6 3.0 Avant Quattro FALSE FALSE TRUE
## 352 Audi S4 Avant Quattro FALSE FALSE TRUE
## 353 BMW 325xi Sport FALSE FALSE TRUE
## 354 Chevrolet Malibu Maxx LS FALSE FALSE TRUE
## 355 Chrysler Pacifica FALSE FALSE TRUE
## 356 Ford Focus ZTW FALSE FALSE TRUE
## 357 Ford Taurus SE FALSE FALSE TRUE
## 358 Infiniti FX35 FALSE FALSE TRUE
## 359 Infiniti FX45 FALSE FALSE TRUE
## 360 Kia Rio Cinco FALSE FALSE TRUE
## 361 Lexus IS 300 SportCross FALSE FALSE TRUE
## 362 Mercedes-Benz C240 FALSE FALSE TRUE
## 363 Mercedes-Benz E320 FALSE FALSE TRUE
## 364 Mercedes-Benz E500 FALSE FALSE TRUE
## 365 Mercury Sable GS FALSE FALSE TRUE
## 366 Mitsubishi Lancer Sportback LS FALSE FALSE TRUE
## 367 Nissan Murano SL FALSE FALSE TRUE
## 368 Pontiac Vibe FALSE FALSE TRUE
## 369 Saab 9-5 Aero FALSE FALSE TRUE
## 370 Saturn L300 2 FALSE FALSE TRUE
## 371 Scion xB FALSE FALSE TRUE
## 372 Subaru Forester X FALSE FALSE TRUE
## 373 Subaru Outback FALSE FALSE TRUE
## 374 Suzuki Aerio SX FALSE FALSE TRUE
## 375 Toyota Matrix XR FALSE FALSE TRUE
## 376 Volkswagen Jetta GL FALSE FALSE TRUE
## 377 Volkswagen Passat GLS 1.8T FALSE FALSE TRUE
## 378 Volkswagen Passat W8 FALSE FALSE TRUE
## 379 Volvo V40 FALSE FALSE TRUE
## 380 Volvo XC70 FALSE FALSE TRUE
## 381 Chevrolet Astro FALSE FALSE FALSE
## 382 Chevrolet Venture LS FALSE FALSE FALSE
## 383 Chrysler Town and Country LX FALSE FALSE FALSE
## 384 Chrysler Town and Country Limited FALSE FALSE FALSE
## 385 Dodge Caravan SE FALSE FALSE FALSE
## 386 Dodge Grand Caravan SXT FALSE FALSE FALSE
## 387 Ford Freestar SE FALSE FALSE FALSE
## 388 GMC Safari SLE FALSE FALSE FALSE
## 389 Honda Odyssey LX FALSE FALSE FALSE
## 390 Honda Odyssey EX FALSE FALSE FALSE
## 391 Kia Sedona LX FALSE FALSE FALSE
## 392 Mazda MPV ES FALSE FALSE FALSE
## 393 Mercury Monterey Luxury FALSE FALSE FALSE
## 394 Nissan Quest S FALSE FALSE FALSE
## 395 Nissan Quest SE FALSE FALSE FALSE
## 396 Oldsmobile Silhouette GL FALSE FALSE FALSE
## 397 Pontiac Montana FALSE FALSE FALSE
## 398 Pontiac Montana EWB FALSE FALSE FALSE
## 399 Toyota Sienna CE FALSE FALSE FALSE
## 400 Toyota Sienna XLE Limited FALSE FALSE FALSE
## 401 Cadillac Escalade EXT FALSE FALSE FALSE
## 402 Chevrolet Avalanche 1500 FALSE FALSE FALSE
## 403 Chevrolet Colorado Z85 FALSE FALSE FALSE
## 404 Chevrolet Silverado 1500 Regular Cab FALSE FALSE FALSE
## 405 Chevrolet Silverado SS FALSE FALSE FALSE
## 406 Chevrolet SSR FALSE FALSE FALSE
## 407 Dodge Dakota Regular Cab FALSE FALSE FALSE
## 408 Dodge Dakota Club Cab FALSE FALSE FALSE
## 409 Dodge Ram 1500 Regular Cab ST FALSE FALSE FALSE
## 410 Ford F-150 Regular Cab XL FALSE FALSE FALSE
## 411 Ford F-150 Supercab Lariat FALSE FALSE FALSE
## 412 Ford Ranger 2.3 XL Regular Cab FALSE FALSE FALSE
## 413 GMC Canyon Z85 SL Regular Cab FALSE FALSE FALSE
## 414 GMC Sierra Extended Cab 1500 FALSE FALSE FALSE
## 415 GMC Sierra HD 2500 FALSE FALSE FALSE
## 416 GMC Sonoma Crew Cab FALSE FALSE FALSE
## 417 Mazda B2300 SX Regular Cab FALSE FALSE FALSE
## 418 Mazda B4000 SE Cab Plus FALSE FALSE FALSE
## 419 Nissan Frontier King Cab XE V6 FALSE FALSE FALSE
## 420 Nissan Titan King Cab XE FALSE FALSE FALSE
## 421 Subaru Baja FALSE FALSE FALSE
## 422 Toyota Tacoma FALSE FALSE FALSE
## 423 Toyota Tundra Regular Cab V6 FALSE FALSE FALSE
## 424 Toyota Tundra Access Cab V6 SR5 FALSE FALSE FALSE
## minivan pickup all_wheel rear_wheel msrp dealer_cost eng_size ncyl
## 1 FALSE FALSE FALSE FALSE 11690 10965 1.6 4
## 2 FALSE FALSE FALSE FALSE 12585 11802 1.6 4
## 3 FALSE FALSE FALSE FALSE 14610 13697 2.2 4
## 4 FALSE FALSE FALSE FALSE 14810 13884 2.2 4
## 5 FALSE FALSE FALSE FALSE 16385 15357 2.2 4
## 6 FALSE FALSE FALSE FALSE 13670 12849 2.0 4
## 7 FALSE FALSE FALSE FALSE 15040 14086 2.0 4
## 8 FALSE FALSE FALSE FALSE 13270 12482 2.0 4
## 9 FALSE FALSE FALSE FALSE 13730 12906 2.0 4
## 10 FALSE FALSE FALSE FALSE 15460 14496 2.0 4
## 11 FALSE FALSE FALSE FALSE 15580 14607 2.0 4
## 12 FALSE FALSE FALSE FALSE 13270 12175 1.7 4
## 13 FALSE FALSE FALSE FALSE 14170 12996 1.7 4
## 14 FALSE FALSE FALSE FALSE 15850 14531 1.7 4
## 15 FALSE FALSE FALSE FALSE 10539 10107 1.6 4
## 16 FALSE FALSE FALSE FALSE 11839 11116 1.6 4
## 17 FALSE FALSE FALSE FALSE 11939 11209 1.6 4
## 18 FALSE FALSE FALSE FALSE 13839 12781 2.0 4
## 19 FALSE FALSE FALSE FALSE 15389 14207 2.0 4
## 20 FALSE FALSE FALSE FALSE 15389 14207 2.0 4
## 21 FALSE FALSE FALSE FALSE 16040 14910 2.4 4
## 22 FALSE FALSE FALSE FALSE 10280 9875 1.6 4
## 23 FALSE FALSE FALSE FALSE 11155 10705 1.6 4
## 24 FALSE FALSE FALSE FALSE 12360 11630 1.8 4
## 25 FALSE FALSE FALSE FALSE 13580 12830 1.8 4
## 26 FALSE FALSE FALSE FALSE 14630 13790 1.8 4
## 27 FALSE FALSE FALSE FALSE 15500 14525 2.0 4
## 28 FALSE FALSE FALSE FALSE 16999 15437 1.6 4
## 29 FALSE FALSE FALSE FALSE 14622 13751 2.0 4
## 30 FALSE FALSE FALSE FALSE 16722 15718 2.0 4
## 31 FALSE FALSE FALSE FALSE 12740 12205 1.8 4
## 32 FALSE FALSE FALSE FALSE 14740 13747 1.8 4
## 33 FALSE FALSE FALSE FALSE 15495 14375 2.2 4
## 34 FALSE FALSE FALSE FALSE 10995 10319 2.2 4
## 35 FALSE FALSE FALSE FALSE 14300 13393 2.2 4
## 36 FALSE FALSE FALSE FALSE 15825 14811 2.2 4
## 37 FALSE FALSE FALSE FALSE 14850 13904 2.2 4
## 38 FALSE FALSE FALSE FALSE 16350 15299 2.2 4
## 39 FALSE FALSE FALSE FALSE 12965 12340 1.5 4
## 40 FALSE FALSE FALSE FALSE 12884 12719 2.3 4
## 41 FALSE FALSE FALSE FALSE 14500 14317 2.3 4
## 42 FALSE FALSE FALSE FALSE 12269 12116 2.0 4
## 43 FALSE FALSE FALSE FALSE 15568 15378 2.0 4
## 44 FALSE FALSE FALSE FALSE 14085 13065 1.8 4
## 45 FALSE FALSE FALSE FALSE 15030 13650 1.8 4
## 46 FALSE FALSE FALSE FALSE 15295 13889 1.8 4
## 47 FALSE FALSE FALSE FALSE 10760 10144 1.5 4
## 48 FALSE FALSE FALSE FALSE 11560 10896 1.5 4
## 49 FALSE FALSE FALSE FALSE 11290 10642 1.5 4
## 50 FALSE FALSE FALSE FALSE 22180 20351 3.1 6
## 51 FALSE FALSE FALSE FALSE 21900 20095 3.4 6
## 52 FALSE FALSE FALSE FALSE 18995 17434 2.2 4
## 53 FALSE FALSE FALSE FALSE 20370 18639 3.5 6
## 54 FALSE FALSE FALSE FALSE 21825 20026 3.4 6
## 55 FALSE FALSE FALSE FALSE 17985 16919 2.4 4
## 56 FALSE FALSE FALSE FALSE 22000 20573 2.4 4
## 57 FALSE FALSE FALSE FALSE 19090 17805 2.4 4
## 58 FALSE FALSE FALSE FALSE 21840 20284 2.7 6
## 59 FALSE FALSE FALSE FALSE 22035 20502 2.7 6
## 60 FALSE FALSE FALSE FALSE 18820 17512 2.4 4
## 61 FALSE FALSE FALSE FALSE 20220 18821 2.4 4
## 62 FALSE FALSE FALSE FALSE 19135 17878 2.0 4
## 63 FALSE FALSE FALSE FALSE 20320 18881 3.0 6
## 64 FALSE FALSE FALSE FALSE 22735 20857 3.0 6
## 65 FALSE FALSE FALSE FALSE 19860 17924 2.4 4
## 66 FALSE FALSE FALSE FALSE 22260 20080 2.4 4
## 67 FALSE FALSE FALSE FALSE 17750 16265 1.7 4
## 68 FALSE FALSE FALSE FALSE 19490 17849 2.0 4
## 69 FALSE FALSE FALSE FALSE 20140 18451 1.4 4
## 70 FALSE FALSE FALSE FALSE 19110 17911 2.0 3
## 71 FALSE FALSE FALSE FALSE 19339 17574 2.7 6
## 72 FALSE FALSE FALSE FALSE 20339 18380 2.7 6
## 73 FALSE FALSE FALSE FALSE 18435 16850 2.7 6
## 74 FALSE FALSE FALSE FALSE 17200 15922 2.3 4
## 75 FALSE FALSE FALSE FALSE 19270 17817 2.3 4
## 76 FALSE FALSE FALSE FALSE 21595 19848 3.0 6
## 77 FALSE FALSE FALSE FALSE 19999 18137 1.6 4
## 78 FALSE FALSE FALSE FALSE 19312 17957 2.4 4
## 79 FALSE FALSE FALSE FALSE 17232 16196 2.0 4
## 80 FALSE FALSE FALSE FALSE 19240 18030 2.5 4
## 81 FALSE FALSE FALSE FALSE 17640 16444 2.5 4
## 82 FALSE FALSE FALSE FALSE 18825 17642 2.2 4
## 83 FALSE FALSE FALSE FALSE 22450 20595 3.4 6
## 84 FALSE FALSE FALSE FALSE 22395 20545 3.8 6
## 85 FALSE FALSE FALSE FALSE 17735 16369 2.2 4
## 86 FALSE FALSE FALSE FALSE 21410 19801 3.0 6
## 87 FALSE FALSE TRUE FALSE 19945 18399 2.5 4
## 88 FALSE FALSE TRUE FALSE 20445 18713 2.5 4
## 89 FALSE FALSE FALSE FALSE 17262 17053 2.5 6
## 90 FALSE FALSE FALSE FALSE 19560 17558 2.4 4
## 91 FALSE FALSE FALSE FALSE 22775 20325 3.0 6
## 92 FALSE FALSE FALSE FALSE 19635 17722 2.4 4
## 93 FALSE FALSE FALSE FALSE 21965 19819 3.3 6
## 94 FALSE FALSE FALSE FALSE 20510 18926 1.5 4
## 95 FALSE FALSE FALSE FALSE 18715 17478 2.0 4
## 96 FALSE FALSE FALSE FALSE 19825 18109 1.8 4
## 97 FALSE FALSE FALSE FALSE 21055 19638 1.9 4
## 98 FALSE FALSE FALSE FALSE 21055 19638 1.8 4
## 99 FALSE FALSE FALSE FALSE 23820 21761 2.0 4
## 100 FALSE FALSE FALSE FALSE 26990 24647 2.4 4
## 101 FALSE FALSE FALSE FALSE 25940 23508 1.8 4
## 102 FALSE FALSE FALSE TRUE 28495 26155 2.5 6
## 103 FALSE FALSE FALSE FALSE 26470 24282 3.8 6
## 104 FALSE FALSE FALSE FALSE 24895 22835 3.8 6
## 105 FALSE FALSE FALSE FALSE 28345 26047 3.8 6
## 106 FALSE FALSE FALSE FALSE 25000 22931 3.8 6
## 107 FALSE FALSE FALSE FALSE 27995 25672 3.8 6
## 108 FALSE FALSE FALSE FALSE 23495 21551 3.5 6
## 109 FALSE FALSE FALSE FALSE 24225 22222 3.8 6
## 110 FALSE FALSE FALSE FALSE 29865 27797 3.5 6
## 111 FALSE FALSE FALSE FALSE 24130 22452 2.7 6
## 112 FALSE FALSE FALSE FALSE 26860 24909 3.5 6
## 113 FALSE FALSE FALSE FALSE 25955 24172 2.4 4
## 114 FALSE FALSE FALSE FALSE 25215 23451 2.4 4
## 115 FALSE FALSE FALSE FALSE 24885 23058 3.5 6
## 116 FALSE FALSE FALSE TRUE 24345 22856 4.6 8
## 117 FALSE FALSE FALSE TRUE 27370 25105 4.6 8
## 118 FALSE FALSE FALSE FALSE 23760 21428 3.0 6
## 119 FALSE FALSE FALSE FALSE 26960 24304 3.0 6
## 120 FALSE FALSE FALSE FALSE 24589 22055 3.5 6
## 121 FALSE FALSE FALSE FALSE 26189 23486 3.5 6
## 122 FALSE FALSE FALSE TRUE 28495 26157 3.5 6
## 123 FALSE FALSE FALSE TRUE 29795 27536 3.5 6
## 124 FALSE FALSE TRUE FALSE 29995 27355 2.5 6
## 125 FALSE FALSE FALSE FALSE 26000 23764 3.5 6
## 126 FALSE FALSE FALSE TRUE 26060 24249 1.8 4
## 127 FALSE FALSE FALSE TRUE 28370 26435 3.2 6
## 128 FALSE FALSE FALSE TRUE 24695 23217 4.6 8
## 129 FALSE FALSE FALSE TRUE 29595 27148 4.6 8
## 130 FALSE FALSE FALSE FALSE 23895 21918 3.0 6
## 131 FALSE FALSE FALSE FALSE 29282 27250 3.5 6
## 132 FALSE FALSE FALSE FALSE 25700 23883 3.8 6
## 133 FALSE FALSE FALSE FALSE 23290 21580 3.5 6
## 134 FALSE FALSE FALSE FALSE 27490 25182 3.5 6
## 135 FALSE FALSE FALSE FALSE 29440 26966 3.5 6
## 136 FALSE FALSE FALSE FALSE 23675 21485 3.4 6
## 137 FALSE FALSE FALSE FALSE 24295 22284 3.8 6
## 138 FALSE FALSE TRUE FALSE 25645 23336 2.5 4
## 139 FALSE FALSE TRUE FALSE 27145 24687 2.5 4
## 140 FALSE FALSE TRUE FALSE 29345 26660 3.0 6
## 141 FALSE FALSE FALSE FALSE 26560 23693 3.0 6
## 142 FALSE FALSE FALSE FALSE 25920 23125 3.0 6
## 143 FALSE FALSE FALSE FALSE 26510 23908 3.3 6
## 144 FALSE FALSE FALSE FALSE 23785 21686 2.8 6
## 145 FALSE FALSE FALSE FALSE 23215 21689 2.0 4
## 146 FALSE FALSE FALSE FALSE 23955 21898 1.8 4
## 147 FALSE FALSE FALSE FALSE 25135 23701 1.9 4
## 148 FALSE FALSE FALSE FALSE 33195 30299 3.2 6
## 149 FALSE FALSE FALSE FALSE 35940 32506 1.8 4
## 150 FALSE FALSE FALSE FALSE 31840 28846 3.0 6
## 151 FALSE FALSE TRUE FALSE 33430 30366 3.0 6
## 152 FALSE FALSE TRUE FALSE 34480 31388 3.0 6
## 153 FALSE FALSE FALSE FALSE 36640 33129 3.0 6
## 154 FALSE FALSE TRUE FALSE 39640 35992 3.0 6
## 155 FALSE FALSE FALSE TRUE 30795 28245 2.5 6
## 156 FALSE FALSE FALSE TRUE 37995 34800 2.5 6
## 157 FALSE FALSE TRUE FALSE 30245 27745 2.5 6
## 158 FALSE FALSE FALSE TRUE 35495 32525 3.0 6
## 159 FALSE FALSE FALSE TRUE 36995 33890 3.0 6
## 160 FALSE FALSE TRUE FALSE 37245 34115 3.0 6
## 161 FALSE FALSE FALSE TRUE 39995 36620 2.5 6
## 162 FALSE FALSE FALSE FALSE 32245 29566 3.8 6
## 163 FALSE FALSE FALSE FALSE 35545 32244 3.8 6
## 164 FALSE FALSE FALSE TRUE 30835 28575 3.6 6
## 165 FALSE FALSE FALSE FALSE 33295 30884 3.5 6
## 166 FALSE FALSE FALSE FALSE 30950 28613 2.7 6
## 167 FALSE FALSE FALSE TRUE 30315 27756 4.6 8
## 168 FALSE FALSE TRUE FALSE 32445 29783 3.5 6
## 169 FALSE FALSE FALSE FALSE 31145 28320 3.5 6
## 170 FALSE FALSE TRUE FALSE 33995 30995 3.0 6
## 171 FALSE FALSE FALSE FALSE 32350 28755 3.3 6
## 172 FALSE FALSE FALSE TRUE 31045 27404 3.0 6
## 173 FALSE FALSE FALSE TRUE 32415 28611 3.0 6
## 174 FALSE FALSE FALSE TRUE 32495 29969 3.0 6
## 175 FALSE FALSE FALSE TRUE 36895 33929 3.0 6
## 176 FALSE FALSE FALSE TRUE 32280 30071 2.6 6
## 177 FALSE FALSE TRUE FALSE 33480 31187 2.6 6
## 178 FALSE FALSE FALSE TRUE 35920 33456 3.2 6
## 179 FALSE FALSE FALSE TRUE 37630 35046 3.2 6
## 180 FALSE FALSE TRUE FALSE 38830 36162 3.2 6
## 181 FALSE FALSE FALSE TRUE 30895 28318 4.6 8
## 182 FALSE FALSE FALSE TRUE 34495 31558 4.6 8
## 183 FALSE FALSE FALSE FALSE 35995 32997 4.6 8
## 184 FALSE FALSE FALSE FALSE 30860 29269 2.0 4
## 185 FALSE FALSE FALSE FALSE 33360 31562 2.0 4
## 186 FALSE FALSE FALSE FALSE 35105 33011 2.3 4
## 187 FALSE FALSE FALSE FALSE 39465 37721 2.3 4
## 188 FALSE FALSE TRUE FALSE 31545 28603 3.0 6
## 189 FALSE FALSE FALSE FALSE 30920 27271 3.0 6
## 190 FALSE FALSE FALSE FALSE 33180 30583 2.8 6
## 191 FALSE FALSE FALSE FALSE 39235 36052 4.0 8
## 192 FALSE FALSE TRUE FALSE 31745 29916 2.5 5
## 193 FALSE FALSE FALSE FALSE 34845 32902 2.3 5
## 194 FALSE FALSE TRUE FALSE 37560 35382 2.5 5
## 195 FALSE FALSE FALSE FALSE 37730 35542 2.9 6
## 196 FALSE FALSE TRUE FALSE 37885 35688 2.5 5
## 197 FALSE FALSE FALSE FALSE 43755 39014 3.5 6
## 198 FALSE FALSE FALSE FALSE 46100 41100 3.5 6
## 199 FALSE FALSE FALSE FALSE 42490 38325 3.0 6
## 200 FALSE FALSE TRUE FALSE 44240 40075 3.0 6
## 201 FALSE FALSE TRUE FALSE 42840 38840 2.7 6
## 202 FALSE FALSE TRUE FALSE 49690 44936 4.2 8
## 203 FALSE FALSE TRUE FALSE 69190 64740 4.2 8
## 204 FALSE FALSE TRUE FALSE 48040 43556 4.2 8
## 205 FALSE FALSE FALSE TRUE 44295 40530 3.0 6
## 206 FALSE FALSE FALSE TRUE 44995 41170 3.0 6
## 207 FALSE FALSE FALSE TRUE 54995 50270 4.4 8
## 208 FALSE FALSE FALSE TRUE 69195 63190 4.4 8
## 209 FALSE FALSE FALSE TRUE 73195 66830 4.4 8
## 210 FALSE FALSE FALSE FALSE 40720 36927 3.8 6
## 211 FALSE FALSE FALSE FALSE 45445 41650 4.6 8
## 212 FALSE FALSE FALSE FALSE 50595 46362 4.6 8
## 213 FALSE FALSE FALSE FALSE 47955 43841 4.6 8
## 214 FALSE FALSE FALSE TRUE 42845 38792 4.5 8
## 215 FALSE FALSE FALSE TRUE 52545 47575 4.5 8
## 216 FALSE FALSE FALSE TRUE 43895 40004 3.0 6
## 217 FALSE FALSE FALSE TRUE 49995 45556 4.2 8
## 218 FALSE FALSE FALSE TRUE 63120 57499 4.2 8
## 219 FALSE FALSE FALSE TRUE 68995 62846 4.2 8
## 220 FALSE FALSE FALSE TRUE 59995 54656 4.2 8
## 221 FALSE FALSE FALSE TRUE 74995 68306 4.2 8
## 222 FALSE FALSE FALSE TRUE 41010 36196 3.0 6
## 223 FALSE FALSE FALSE TRUE 48450 42232 4.3 8
## 224 FALSE FALSE FALSE TRUE 55750 48583 4.3 8
## 225 FALSE FALSE FALSE TRUE 40095 36809 3.9 8
## 226 FALSE FALSE FALSE TRUE 43495 39869 3.9 8
## 227 FALSE FALSE FALSE TRUE 41815 38418 4.6 8
## 228 FALSE FALSE FALSE TRUE 44925 41217 4.6 8
## 229 FALSE FALSE FALSE TRUE 50470 46208 4.6 8
## 230 FALSE FALSE FALSE TRUE 52120 48522 3.2 6
## 231 FALSE FALSE FALSE TRUE 94820 88324 5.0 8
## 232 FALSE FALSE FALSE TRUE 45707 41966 3.2 6
## 233 FALSE FALSE FALSE TRUE 52800 49104 5.0 8
## 234 FALSE FALSE FALSE TRUE 48170 44849 3.2 6
## 235 FALSE FALSE FALSE TRUE 57270 53382 5.0 8
## 236 FALSE FALSE FALSE TRUE 74320 69168 4.3 8
## 237 FALSE FALSE TRUE FALSE 86970 80939 5.0 8
## 238 FALSE FALSE FALSE FALSE 40670 38520 2.0 4
## 239 FALSE FALSE FALSE FALSE 43175 40883 2.0 4
## 240 FALSE FALSE FALSE FALSE 65000 59912 4.2 8
## 241 FALSE FALSE FALSE FALSE 75000 69130 6.0 12
## 242 FALSE FALSE FALSE FALSE 40565 38203 2.4 5
## 243 FALSE FALSE FALSE FALSE 42565 40083 2.3 5
## 244 FALSE FALSE FALSE FALSE 45210 42573 2.9 6
## 245 FALSE FALSE FALSE TRUE 89765 79978 3.2 6
## 246 FALSE FALSE FALSE FALSE 84600 76417 4.2 8
## 247 FALSE FALSE FALSE FALSE 35940 32512 1.8 4
## 248 FALSE FALSE TRUE FALSE 37390 33891 1.8 4
## 249 FALSE FALSE TRUE FALSE 40590 36739 3.2 6
## 250 FALSE FALSE FALSE TRUE 48195 44170 3.2 6
## 251 FALSE FALSE FALSE TRUE 56595 51815 3.2 6
## 252 FALSE FALSE FALSE TRUE 33895 31065 2.5 6
## 253 FALSE FALSE FALSE TRUE 41045 37575 3.0 6
## 254 FALSE FALSE FALSE TRUE 76200 70546 4.6 8
## 255 FALSE FALSE FALSE TRUE 44535 39068 5.7 8
## 256 FALSE FALSE FALSE TRUE 51535 45193 5.7 8
## 257 FALSE FALSE FALSE TRUE 34495 32033 3.2 6
## 258 FALSE FALSE FALSE TRUE 81795 74451 8.3 10
## 259 FALSE FALSE FALSE TRUE 18345 16943 3.8 6
## 260 FALSE FALSE FALSE TRUE 29380 26875 4.6 8
## 261 FALSE FALSE FALSE FALSE 37530 34483 3.9 8
## 262 FALSE FALSE FALSE TRUE 33260 29965 2.2 4
## 263 FALSE FALSE FALSE FALSE 18739 17101 2.7 6
## 264 FALSE FALSE FALSE TRUE 69995 63756 4.2 8
## 265 FALSE FALSE FALSE TRUE 74995 68306 4.2 8
## 266 FALSE FALSE FALSE TRUE 81995 74676 4.2 8
## 267 FALSE FALSE FALSE TRUE 86995 79226 4.2 8
## 268 FALSE FALSE FALSE TRUE 63200 55063 4.3 8
## 269 FALSE FALSE FALSE TRUE 22388 20701 1.8 4
## 270 FALSE FALSE FALSE TRUE 25193 23285 1.8 4
## 271 FALSE FALSE FALSE TRUE 25700 23794 1.3 -1
## 272 FALSE FALSE FALSE TRUE 27200 25179 1.3 -1
## 273 FALSE FALSE FALSE TRUE 90520 84325 5.0 8
## 274 FALSE FALSE FALSE TRUE 40320 37548 2.3 4
## 275 FALSE FALSE FALSE TRUE 56170 52289 3.2 6
## 276 FALSE FALSE FALSE FALSE 25092 23456 3.0 6
## 277 FALSE FALSE FALSE FALSE 26992 25218 3.0 6
## 278 FALSE FALSE FALSE FALSE 29562 27466 2.0 4
## 279 FALSE FALSE FALSE TRUE 26910 25203 3.5 6
## 280 FALSE FALSE FALSE TRUE 34390 31845 3.5 6
## 281 FALSE FALSE FALSE TRUE 33500 30710 5.7 8
## 282 FALSE FALSE FALSE TRUE 79165 69229 3.6 6
## 283 FALSE FALSE TRUE FALSE 84165 72206 3.6 6
## 284 FALSE FALSE FALSE TRUE 76765 67128 3.6 6
## 285 FALSE FALSE FALSE TRUE 43365 37886 2.7 6
## 286 FALSE FALSE FALSE TRUE 52365 45766 3.2 6
## 287 FALSE FALSE TRUE FALSE 25045 23022 2.0 4
## 288 FALSE FALSE TRUE FALSE 31545 29130 2.5 4
## 289 FALSE FALSE FALSE FALSE 22570 20363 1.8 4
## 290 FALSE FALSE FALSE TRUE 25130 22787 1.8 4
## 291 FALSE FALSE FALSE FALSE 52795 48377 5.3 8
## 292 FALSE FALSE FALSE FALSE 46995 43523 4.6 8
## 293 FALSE FALSE FALSE FALSE 42735 37422 5.3 8
## 294 FALSE FALSE TRUE FALSE 41465 36287 5.3 8
## 295 FALSE FALSE TRUE FALSE 32235 29472 4.7 8
## 296 FALSE FALSE TRUE FALSE 41475 36494 6.8 10
## 297 FALSE FALSE FALSE FALSE 34560 30468 4.6 8
## 298 FALSE FALSE FALSE FALSE 31890 28922 4.2 6
## 299 FALSE FALSE FALSE FALSE 35725 31361 4.8 8
## 300 FALSE FALSE TRUE FALSE 46265 40534 6.0 8
## 301 FALSE FALSE TRUE FALSE 49995 45815 6.0 8
## 302 FALSE FALSE TRUE FALSE 31849 29977 4.2 6
## 303 FALSE FALSE TRUE FALSE 52775 46360 5.4 8
## 304 FALSE FALSE FALSE FALSE 33840 30815 5.6 8
## 305 FALSE FALSE TRUE FALSE 35695 31827 4.7 8
## 306 FALSE FALSE TRUE FALSE 36945 33337 3.5 6
## 307 FALSE FALSE TRUE FALSE 37000 33873 3.0 6
## 308 FALSE FALSE TRUE FALSE 52195 47720 4.4 8
## 309 FALSE FALSE TRUE FALSE 37895 34357 4.2 6
## 310 FALSE FALSE FALSE FALSE 26545 24085 3.4 6
## 311 FALSE FALSE FALSE FALSE 30295 27479 4.2 6
## 312 FALSE FALSE TRUE FALSE 29670 26983 4.0 6
## 313 FALSE FALSE TRUE FALSE 27560 24843 3.5 6
## 314 FALSE FALSE FALSE FALSE 20449 19261 3.2 6
## 315 FALSE FALSE FALSE FALSE 27905 25686 4.0 6
## 316 FALSE FALSE FALSE FALSE 19635 18630 3.5 6
## 317 FALSE FALSE TRUE FALSE 72250 65807 4.4 8
## 318 FALSE FALSE TRUE FALSE 45700 39838 4.7 8
## 319 FALSE FALSE TRUE FALSE 64800 56455 4.7 8
## 320 FALSE FALSE TRUE FALSE 39195 34576 3.3 6
## 321 FALSE FALSE FALSE FALSE 42915 39443 4.6 8
## 322 FALSE FALSE TRUE FALSE 76870 71540 5.0 8
## 323 FALSE FALSE TRUE FALSE 46470 43268 5.0 8
## 324 FALSE FALSE FALSE FALSE 29995 27317 4.0 6
## 325 FALSE FALSE TRUE FALSE 30492 28330 3.8 6
## 326 FALSE FALSE TRUE FALSE 33112 30763 3.8 6
## 327 FALSE FALSE FALSE FALSE 27339 25972 3.5 6
## 328 FALSE FALSE FALSE FALSE 21595 19810 3.4 6
## 329 FALSE FALSE TRUE FALSE 56665 49865 4.5 8
## 330 FALSE FALSE TRUE FALSE 20585 19238 2.2 4
## 331 FALSE FALSE FALSE FALSE 23699 22307 2.7 6
## 332 FALSE FALSE FALSE FALSE 27710 24801 4.0 6
## 333 FALSE FALSE TRUE FALSE 27930 24915 3.3 6
## 334 FALSE FALSE TRUE FALSE 54765 47986 4.7 8
## 335 FALSE FALSE TRUE FALSE 35515 32243 3.2 6
## 336 FALSE FALSE TRUE FALSE 41250 38851 2.9 6
## 337 FALSE FALSE FALSE FALSE 20255 19108 2.5 6
## 338 FALSE FALSE TRUE FALSE 22515 20907 3.0 6
## 339 FALSE FALSE TRUE FALSE 19860 18419 2.4 4
## 340 FALSE FALSE TRUE FALSE 18690 17334 2.4 4
## 341 FALSE FALSE FALSE FALSE 21589 20201 2.7 6
## 342 FALSE FALSE TRUE FALSE 20130 18973 2.4 4
## 343 FALSE FALSE TRUE FALSE 25520 23275 4.0 6
## 344 FALSE FALSE TRUE FALSE 39250 35777 4.6 8
## 345 FALSE FALSE TRUE FALSE 25995 23969 2.5 6
## 346 FALSE FALSE TRUE FALSE 21087 19742 2.0 4
## 347 FALSE FALSE FALSE FALSE 18892 17569 2.4 4
## 348 FALSE FALSE FALSE FALSE 20939 19512 3.3 6
## 349 FALSE FALSE TRUE FALSE 17163 16949 2.5 6
## 350 FALSE FALSE TRUE FALSE 20290 18553 2.4 4
## 351 FALSE FALSE TRUE FALSE 40840 37060 3.0 6
## 352 FALSE FALSE TRUE FALSE 49090 44446 4.2 8
## 353 FALSE FALSE TRUE FALSE 32845 30110 2.5 6
## 354 FALSE FALSE FALSE FALSE 22225 20394 3.5 6
## 355 FALSE FALSE FALSE TRUE 31230 28725 3.5 6
## 356 FALSE FALSE FALSE FALSE 17475 16375 2.0 4
## 357 FALSE FALSE FALSE FALSE 22290 20457 3.0 6
## 358 FALSE FALSE FALSE TRUE 34895 31756 3.5 6
## 359 FALSE FALSE TRUE FALSE 36395 33121 4.5 8
## 360 FALSE FALSE FALSE FALSE 11905 11410 1.6 4
## 361 FALSE FALSE FALSE TRUE 32455 28647 3.0 6
## 362 FALSE FALSE FALSE TRUE 33780 31466 2.6 6
## 363 FALSE FALSE FALSE TRUE 50670 47174 3.2 6
## 364 FALSE FALSE TRUE FALSE 60670 56474 5.0 8
## 365 FALSE FALSE FALSE FALSE 22595 20748 3.0 6
## 366 FALSE FALSE FALSE FALSE 17495 16295 2.4 4
## 367 FALSE FALSE FALSE TRUE 28739 27300 3.5 6
## 368 FALSE FALSE FALSE TRUE 17045 15973 1.8 4
## 369 FALSE FALSE FALSE FALSE 40845 38376 2.3 4
## 370 FALSE FALSE FALSE FALSE 23560 21779 2.2 4
## 371 FALSE FALSE FALSE FALSE 14165 13480 1.5 4
## 372 FALSE FALSE TRUE FALSE 21445 19646 2.5 4
## 373 FALSE FALSE TRUE FALSE 23895 21773 2.5 4
## 374 FALSE FALSE TRUE FALSE 16497 16291 2.3 4
## 375 FALSE FALSE FALSE FALSE 16695 15156 1.8 4
## 376 FALSE FALSE FALSE FALSE 19005 17427 2.0 4
## 377 FALSE FALSE FALSE FALSE 24955 22801 1.8 4
## 378 FALSE FALSE FALSE FALSE 40235 36956 4.0 8
## 379 FALSE FALSE FALSE FALSE 26135 24641 1.9 4
## 380 FALSE FALSE TRUE FALSE 35145 33112 2.5 5
## 381 TRUE FALSE TRUE FALSE 26395 23954 4.3 6
## 382 TRUE FALSE FALSE FALSE 27020 24518 3.4 6
## 383 TRUE FALSE FALSE FALSE 27490 25371 3.3 6
## 384 TRUE FALSE FALSE FALSE 38380 35063 3.8 6
## 385 TRUE FALSE FALSE FALSE 21795 20508 2.4 4
## 386 TRUE FALSE TRUE FALSE 32660 29812 3.8 6
## 387 TRUE FALSE FALSE FALSE 26930 24498 3.9 6
## 388 TRUE FALSE FALSE TRUE 25640 23215 4.3 6
## 389 TRUE FALSE FALSE FALSE 24950 22498 3.5 6
## 390 TRUE FALSE FALSE FALSE 27450 24744 3.5 6
## 391 TRUE FALSE FALSE FALSE 20615 19400 3.5 6
## 392 TRUE FALSE FALSE FALSE 28750 26600 3.0 6
## 393 TRUE FALSE FALSE FALSE 33995 30846 4.2 6
## 394 TRUE FALSE FALSE FALSE 24780 22958 3.5 6
## 395 TRUE FALSE FALSE FALSE 32780 30019 3.5 6
## 396 TRUE FALSE FALSE FALSE 28790 26120 3.4 6
## 397 TRUE FALSE FALSE FALSE 23845 21644 3.4 6
## 398 TRUE FALSE TRUE FALSE 31370 28454 3.4 6
## 399 TRUE FALSE FALSE FALSE 23495 21198 3.3 6
## 400 TRUE FALSE FALSE FALSE 28800 25690 3.3 6
## 401 FALSE TRUE TRUE FALSE 52975 48541 6.0 8
## 402 FALSE TRUE TRUE FALSE 36100 31689 5.3 8
## 403 FALSE TRUE TRUE FALSE 18760 17070 2.8 4
## 404 FALSE TRUE FALSE TRUE 20310 18480 4.3 6
## 405 FALSE TRUE TRUE FALSE 40340 35399 6.0 8
## 406 FALSE TRUE FALSE TRUE 41995 39306 5.3 8
## 407 FALSE TRUE FALSE TRUE 17630 16264 3.7 6
## 408 FALSE TRUE FALSE TRUE 20300 18670 3.7 6
## 409 FALSE TRUE FALSE TRUE 20215 18076 3.7 6
## 410 FALSE TRUE FALSE TRUE 22010 19490 4.6 8
## 411 FALSE TRUE TRUE FALSE 33540 29405 5.4 8
## 412 FALSE TRUE FALSE TRUE 14385 13717 2.3 4
## 413 FALSE TRUE FALSE TRUE 16530 14877 2.8 4
## 414 FALSE TRUE FALSE TRUE 25717 22604 4.8 8
## 415 FALSE TRUE TRUE FALSE 29322 25759 6.0 8
## 416 FALSE TRUE TRUE FALSE 25395 23043 4.3 6
## 417 FALSE TRUE FALSE TRUE 14840 14070 2.3 4
## 418 FALSE TRUE TRUE FALSE 22350 20482 4.0 6
## 419 FALSE TRUE TRUE FALSE 19479 18253 3.3 6
## 420 FALSE TRUE TRUE FALSE 26650 24926 5.6 8
## 421 FALSE TRUE TRUE FALSE 24520 22304 2.5 4
## 422 FALSE TRUE FALSE TRUE 12800 11879 2.4 4
## 423 FALSE TRUE FALSE TRUE 16495 14978 3.4 6
## 424 FALSE TRUE TRUE FALSE 25935 23520 3.4 6
## horsepwr city_mpg hwy_mpg weight wheel_base length width
## 1 103 28 34 2370 98 167 66
## 2 103 28 34 2348 98 153 66
## 3 140 26 37 2617 104 183 69
## 4 140 26 37 2676 104 183 68
## 5 140 26 37 2617 104 183 69
## 6 132 29 36 2581 105 174 67
## 7 132 29 36 2626 105 174 67
## 8 130 26 33 2612 103 168 67
## 9 110 27 36 2606 103 168 67
## 10 130 26 33 2606 103 168 67
## 11 130 26 33 2691 103 168 67
## 12 115 32 38 2432 103 175 67
## 13 117 36 44 2500 103 175 67
## 14 115 32 38 2513 103 175 68
## 15 103 29 33 2255 96 167 66
## 16 103 29 33 2290 96 167 66
## 17 103 29 33 2339 96 167 66
## 18 138 26 34 2635 103 178 68
## 19 138 26 34 2635 103 178 68
## 20 138 26 34 2698 103 178 68
## 21 138 23 30 3281 106 186 72
## 22 104 26 33 2403 95 167 66
## 23 104 25 32 2458 95 167 66
## 24 124 24 32 2661 101 178 68
## 25 124 24 32 2686 101 178 68
## 26 124 24 32 2697 101 178 68
## 27 148 NA NA 2696 NA NA NA
## 28 115 28 37 2524 97 143 67
## 29 120 NA NA 2656 102 181 67
## 30 120 NA NA 2795 102 181 67
## 31 126 28 35 2513 100 178 67
## 32 126 28 35 2581 100 178 67
## 33 140 24 33 2771 104 182 68
## 34 140 26 35 2692 103 185 67
## 35 140 26 35 2692 103 185 67
## 36 140 26 35 2692 103 185 67
## 37 140 26 35 2751 103 185 68
## 38 140 26 35 2751 103 185 68
## 39 108 32 38 2340 93 154 67
## 40 155 25 31 2676 98 171 68
## 41 155 25 31 2676 98 171 68
## 42 119 24 31 2701 102 177 68
## 43 119 22 30 2756 102 177 68
## 44 130 32 40 2502 102 178 67
## 45 130 32 40 2524 102 178 67
## 46 130 32 40 2524 102 178 67
## 47 108 35 43 2035 93 163 65
## 48 108 33 39 2085 93 163 65
## 49 108 35 43 2055 93 163 65
## 50 175 20 30 3353 109 195 73
## 51 180 21 32 3465 111 200 73
## 52 145 24 34 3174 106 188 70
## 53 200 22 30 3297 106 188 70
## 54 180 21 32 3340 111 198 73
## 55 150 22 29 3101 103 169 67
## 56 150 22 29 3105 103 169 67
## 57 150 22 30 3173 108 191 71
## 58 200 21 28 3222 108 191 71
## 59 200 21 29 3469 113 204 75
## 60 150 21 28 3182 108 191 71
## 61 150 21 28 3175 108 191 71
## 62 170 21 28 2750 103 168 67
## 63 155 20 27 3306 109 198 73
## 64 201 19 26 3313 109 198 73
## 65 160 26 34 2994 105 188 71
## 66 160 26 34 3047 105 188 71
## 67 127 32 37 2601 103 175 68
## 68 160 26 30 2782 101 166 67
## 69 93 46 51 2732 103 175 68
## 70 73 60 66 1850 95 155 67
## 71 170 19 27 3217 106 187 72
## 72 170 19 27 3217 106 187 72
## 73 170 20 27 3279 106 186 72
## 74 160 NA NA 2762 NA NA NA
## 75 160 24 32 3042 105 187 70
## 76 155 20 27 3308 109 200 73
## 77 163 25 34 2678 97 144 67
## 78 160 NA NA 3351 108 191 72
## 79 120 NA NA 2744 102 181 67
## 80 175 21 26 3039 110 192 70
## 81 165 23 28 2761 100 178 67
## 82 140 24 32 2946 107 187 70
## 83 175 20 29 3118 107 186 70
## 84 200 20 30 3477 111 198 74
## 85 140 24 33 2771 104 182 68
## 86 182 20 28 3197 107 190 69
## 87 165 22 28 2965 99 174 69
## 88 165 21 28 3285 104 184 69
## 89 155 20 27 3380 106 188 72
## 90 157 24 33 3086 107 189 71
## 91 210 21 29 3296 107 189 71
## 92 157 24 33 3175 107 193 72
## 93 225 20 29 3417 107 193 72
## 94 110 59 51 2890 106 175 68
## 95 115 24 31 2897 99 165 68
## 96 180 24 31 2934 99 168 68
## 97 100 38 46 3003 99 172 68
## 98 150 24 31 2820 99 161 68
## 99 200 24 31 2778 101 172 68
## 100 200 22 29 3230 105 183 69
## 101 170 22 31 3252 104 179 70
## 102 184 20 29 3219 107 176 69
## 103 205 20 29 3567 112 200 74
## 104 200 20 30 3461 109 196 73
## 105 240 18 28 3536 109 196 73
## 106 200 20 30 3476 111 200 73
## 107 240 18 28 3606 111 200 73
## 108 200 23 32 3315 106 188 70
## 109 200 18 28 3434 111 198 73
## 110 250 18 27 3581 113 198 74
## 111 200 21 29 3479 113 208 74
## 112 232 19 27 3548 113 208 74
## 113 220 21 27 3217 103 169 67
## 114 150 22 30 3357 106 194 64
## 115 232 18 27 3487 113 204 75
## 116 224 17 25 4057 115 212 78
## 117 224 17 25 4057 115 212 78
## 118 240 21 30 3349 108 190 72
## 119 240 21 30 3294 105 188 71
## 120 194 17 26 3651 108 192 72
## 121 194 17 26 3651 108 192 72
## 122 260 18 26 3336 112 187 69
## 123 280 18 26 3416 112 182 72
## 124 192 18 26 3428 107 184 70
## 125 195 17 25 NA 110 196 73
## 126 189 22 30 3250 107 178 68
## 127 215 19 26 3430 107 178 68
## 128 224 17 25 4052 115 212 78
## 129 224 17 25 4052 115 212 78
## 130 201 19 26 3315 109 200 73
## 131 205 18 25 3549 107 194 70
## 132 230 18 26 3649 108 191 72
## 133 245 21 26 3197 110 192 70
## 134 265 20 28 3473 111 194 72
## 135 265 20 28 3476 111 194 72
## 136 170 20 29 3085 107 187 70
## 137 200 20 30 3484 111 198 74
## 138 165 21 28 3395 104 184 69
## 139 165 20 27 3495 104 184 69
## 140 212 19 26 3610 104 184 69
## 141 210 21 29 3417 107 192 72
## 142 210 21 29 3362 107 189 71
## 143 225 20 29 3439 107 193 72
## 144 200 21 30 3179 99 172 68
## 145 115 24 30 3082 99 161 68
## 146 170 22 31 3241 106 185 69
## 147 170 22 29 2767 101 178 68
## 148 270 20 28 3575 108 186 72
## 149 170 23 30 3638 105 180 70
## 150 220 20 28 3462 104 179 70
## 151 220 17 26 3583 104 179 70
## 152 220 18 25 3627 104 179 70
## 153 220 20 27 3561 109 192 71
## 154 220 18 25 3880 109 192 71
## 155 184 20 29 3197 107 177 69
## 156 184 19 27 3560 107 177 69
## 157 184 19 27 3461 107 176 69
## 158 225 20 30 3285 107 176 69
## 159 225 20 30 3285 107 176 69
## 160 225 20 29 3483 107 176 69
## 161 184 19 28 3428 114 191 73
## 162 205 20 29 3591 112 200 74
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