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, union
library(ggplot2)
library(choroplethr)
## Loading required package: acs
## Loading required package: stringr
## Loading required package: XML
##
## Attaching package: 'acs'
## The following object is masked from 'package:dplyr':
##
## combine
## The following object is masked from 'package:base':
##
## apply
library(choroplethrMaps)
library(openintro)
## Please visit openintro.org for free statistics materials
##
## Attaching package: 'openintro'
## The following object is masked from 'package:ggplot2':
##
## diamonds
## The following objects are masked from 'package:datasets':
##
## cars, trees
library(urbnmapr)
library(colorplaner)
library(RSQLite)
library(devtools)
## Loading required package: usethis
library(usethis)
#install.packages("colorplaner")
#devtools::install_github("wmurphyrd/colorplaner")
#Data Installation
library(tidyverse)
## -- Attaching packages ----------------------------------------------------------------------- tidyverse 1.3.0 --
## v tibble 2.1.3 v purrr 0.3.3
## v tidyr 1.0.0 v forcats 0.4.0
## v readr 1.3.1
## -- Conflicts -------------------------------------------------------------------------- tidyverse_conflicts() --
## x acs::combine() masks dplyr::combine()
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()
library(tibble)
veh_fail <- read.csv(file.choose(), header = T)
print(veh_fail)
## Vehicle fm Mileage lh lc mc State
## 1 1 0 863 1.1 66.30 697.23 MS
## 2 2 10 4644 2.4 233.03 119.66 CA
## 3 3 15 16330 4.2 325.08 175.46 WI
## 4 4 0 13 1.0 66.64 0.00 OR
## 5 5 13 22537 4.5 328.66 175.46 AZ
## 6 6 21 40931 3.1 205.28 175.46 FL
## 7 7 11 34762 0.7 49.17 145.20 LA
## 8 8 5 11051 2.9 208.80 270.04 GA
## 9 9 8 7003 3.4 212.06 119.66 WA
## 10 10 1 11 0.7 44.43 0.00 PA
## 11 11 17 24879 3.5 260.29 119.66 TX
## 12 12 3 5339 3.2 236.93 440.13 LA
## 13 13 14 29782 10.0 695.10 228.12 FL
## 14 14 19 56111 2.0 116.00 183.31 OH
## 15 15 13 21946 3.8 312.36 175.46 MA
## 16 16 8 3101 3.1 220.61 119.66 VA
## 17 17 15 41965 0.9 66.25 119.66 OH
## 18 18 3 15365 2.0 158.94 175.46 CO
## 19 19 12 44865 4.9 319.51 119.66 FL
## 20 20 8 14025 1.4 87.42 1.85 NH
## 21 21 18 29987 2.6 182.17 128.21 IN
## 22 22 11 20694 2.3 194.48 119.66 CA
## 23 23 16 20879 0.2 10.57 0.00 MT
## 24 24 20 17503 4.1 308.60 119.66 NY
## 25 25 17 24568 4.8 373.44 119.66 TX
## 26 26 11 14400 2.1 145.79 119.66 UT
## 27 27 18 12220 0.8 66.93 119.66 MA
## 28 28 8 14319 1.9 141.10 119.66 VA
## 29 29 0 5 0.5 34.01 8.23 MA
## 30 30 10 34644 4.7 341.22 119.66 FL
## 31 31 17 24719 2.4 147.98 119.66 NY
## 32 32 4 13259 2.5 170.77 119.66 VA
## 33 33 6 12424 1.7 148.60 145.30 NJ
## 34 34 5 7702 2.7 165.97 323.31 MI
## 35 35 0 10 3.0 176.18 118.47 NY
## 36 36 9 15017 3.7 286.01 119.66 UT
## 37 37 17 19489 0.5 37.53 0.00 MA
## 38 38 7 5461 0.8 55.67 119.66 MN
## 39 39 5 11912 9.5 543.49 119.66 WI
## 40 40 8 20370 0.7 56.60 128.21 IL
## 41 41 4 3879 1.8 122.25 175.46 CA
## 42 42 17 20831 1.3 107.21 119.66 CT
## 43 43 3 4417 4.9 365.68 119.66 MN
## 44 44 6 6781 0.8 47.60 119.66 SC
## 45 45 4 6244 3.3 267.30 204.95 CA
## 46 46 22 41053 4.0 286.91 119.66 NC
## 47 47 13 7987 4.0 364.38 119.66 MA
## 48 48 15 13394 4.1 325.92 171.04 CA
## 49 49 6 7219 4.5 314.40 0.00 OH
## 50 50 1 1723 1.9 128.09 119.66 TX
## 51 51 3 2855 0.9 59.07 119.66 PA
## 52 52 15 17635 0.7 53.72 119.66 LA
## 53 53 19 14796 16.4 1268.21 276.50 NM
## 54 54 15 28904 1.4 93.68 119.66 ME
## 55 55 14 48247 2.9 196.37 369.16 TX
## 56 56 13 90325 0.8 50.85 119.66 MS
## 57 57 13 22603 2.6 166.55 118.47 SD
## 58 58 13 20740 4.2 295.94 181.93 FL
## 59 59 12 24008 4.1 255.84 119.66 NM
## 60 60 15 44338 0.8 55.53 175.46 ID
## 61 61 2 2424 1.8 129.41 119.66 TX
## 62 62 9 65383 15.4 1051.68 1193.46 TX
## 63 63 1 1659 1.6 97.29 119.66 TN
## 64 64 13 28305 1.3 107.10 175.46 CA
## 65 65 1 487 1.4 89.73 0.00 NE
## 66 66 19 42846 1.4 89.30 128.21 GA
## 67 67 1 1776 1.3 74.49 119.66 OH
## 68 68 22 28630 0.4 30.84 119.66 FL
## 69 69 21 49185 3.8 262.33 119.66 NC
## 70 70 10 22389 5.9 410.10 119.66 FL
## 71 71 8 80064 3.9 303.01 175.46 CA
## 72 72 4 14587 3.1 246.09 125.68 SC
## 73 73 16 36876 7.1 646.62 119.66 CA
## 74 74 11 33459 0.0 0.00 0.00 FL
## 75 75 2 4907 8.7 693.23 340.74 MO
## 76 76 9 30838 9.0 659.88 671.75 FL
## 77 77 0 4 1.5 117.41 0.00 GA
## 78 78 14 10481 1.5 110.40 119.66 VA
## 79 79 7 7863 1.2 95.48 119.66 MD
## 80 80 19 33146 2.6 205.42 119.66 LA
## 81 81 9 26962 2.6 207.18 119.66 MO
## 82 82 10 33543 3.5 287.70 175.46 MN
## 83 83 15 32672 5.2 413.92 311.89 MO
## 84 84 0 23 2.2 144.28 185.96 GA
## 85 85 8 14978 3.7 247.77 400.89 NY
## 86 86 11 7874 1.3 102.57 404.78 WA
## 87 87 7 12387 2.6 207.04 206.14 UT
## 88 88 13 62676 3.9 241.29 119.66 TX
## 89 89 0 14 3.0 202.00 118.36 AL
## 90 90 18 46505 3.2 229.02 119.66 FL
## 91 91 11 13359 2.4 164.40 119.66 CO
## 92 92 3 16054 1.3 77.92 358.93 IA
## 93 93 21 37693 14.3 871.43 401.10 MS
## 94 94 18 32320 2.6 206.40 119.66 SC
## 95 95 11 11558 1.4 121.71 119.66 CA
## 96 96 10 14951 3.5 224.24 119.66 TX
## 97 97 15 19145 7.0 531.26 180.29 AZ
## 98 98 2 6060 3.9 318.96 119.66 WA
## 99 99 0 235 1.3 76.55 118.36 OK
## 100 100 16 22157 3.1 225.37 128.21 GA
## 101 101 2 2841 0.7 46.62 125.29 TX
## 102 102 4 7104 1.9 142.64 119.66 TX
## 103 103 15 54704 5.9 392.47 119.66 FL
## 104 104 8 6682 3.7 245.15 0.00 IN
## 105 105 7 13062 4.0 245.46 119.66 FL
## 106 106 22 33096 2.9 244.35 162.05 FL
## 107 107 15 48917 7.2 520.37 175.46 OH
## 108 108 15 16559 1.5 103.40 119.66 TN
## 109 109 1 2702 4.8 283.98 379.53 MO
## 110 110 3 20309 6.8 514.19 175.46 TX
## 111 111 5 8476 4.8 312.99 119.66 FL
## 112 112 10 35021 1.4 74.57 119.66 SC
## 113 113 12 11959 2.7 218.94 12.71 AZ
## 114 114 9 18862 3.5 229.73 119.66 PA
## 115 115 11 22210 1.1 73.55 0.00 MI
## 116 116 4 17580 2.4 141.60 128.21 GA
## 117 117 14 17261 2.3 159.66 320.89 TX
## 118 118 8 16987 5.3 392.04 217.75 CT
## 119 119 5 30701 5.6 429.92 773.99 MI
## 120 120 20 43954 3.2 221.44 175.46 TX
## 121 121 10 14632 2.0 120.67 119.66 TN
## 122 122 15 20634 0.7 37.86 165.83 GA
## 123 123 9 22807 1.4 82.68 119.66 MN
## 124 124 5 13130 3.0 213.90 174.89 KS
## 125 125 9 5066 3.9 256.47 119.66 TX
## 126 126 15 17636 1.0 64.86 184.69 AL
## 127 127 9 14319 4.4 280.64 119.66 FL
## 128 128 16 28544 1.7 126.62 0.00 TX
## 129 129 14 42053 4.7 373.21 119.66 TX
## 130 130 18 32262 0.5 34.70 119.66 SC
## 131 131 20 63877 2.0 149.36 119.66 MA
## 132 132 19 20970 1.8 141.11 119.66 TX
## 133 133 12 11586 2.4 158.63 119.66 KS
## 134 134 5 9377 4.5 308.22 119.66 CO
## 135 135 7 17500 3.9 299.34 119.66 AZ
## 136 136 0 10 0.8 54.11 0.00 CA
## 137 137 13 23723 2.0 133.65 175.46 TX
## 138 138 18 23882 5.3 453.59 0.00 CA
## 139 139 8 25089 4.8 365.60 175.45 TX
## 140 140 12 34795 4.6 391.00 338.48 CO
## 141 141 16 51253 0.0 0.00 0.00 IN
## 142 142 1 574 1.9 151.29 119.66 UT
## 143 143 14 41967 3.3 232.21 119.66 TX
## 144 144 2 2016 1.5 106.44 175.45 CO
## 145 145 9 7065 2.4 169.52 119.66 OH
## 146 146 8 15047 5.3 453.59 119.66 CA
## 147 147 1 515 10.4 813.10 276.89 WA
## 148 148 4 6645 1.7 124.54 119.66 OR
## 149 149 2 2965 1.3 89.46 119.66 OH
## 150 150 6 17642 3.5 297.50 426.67 CO
## 151 151 16 58110 5.6 353.55 119.66 TX
## 152 152 9 35616 0.7 46.84 133.32 TX
## 153 153 0 178 2.0 157.80 9.55 TX
## 154 154 18 35299 2.3 172.80 119.66 OK
## 155 155 11 64935 4.8 351.88 486.54 FL
## 156 156 13 26224 4.1 261.51 119.66 FL
## 157 157 11 23614 1.6 140.21 119.66 MN
## 158 158 12 42660 0.7 37.80 126.04 MO
## 159 159 14 50039 1.1 71.61 160.19 OH
## 160 160 16 17156 4.2 372.54 128.21 IL
## 161 161 7 24984 4.8 310.24 119.66 TX
## 162 162 9 40878 8.6 425.87 1004.68 AR
## 163 163 3 15975 1.3 99.14 8.11 NY
## 164 164 9 27850 3.3 231.00 175.46 OH
## 165 165 14 25922 1.5 121.01 201.70 PA
## 166 166 13 27483 0.7 42.98 128.21 GA
## 167 167 5 33287 3.8 243.20 119.66 FL
## 168 168 15 45045 1.0 59.62 119.66 NC
## 169 169 7 15843 10.2 519.81 169.34 TN
## 170 170 18 31253 3.4 287.08 119.66 CO
## 171 171 19 32189 5.2 418.74 175.46 AZ
## 172 172 5 24654 2.5 175.56 119.66 LA
## 173 173 1 5512 1.6 106.44 119.66 TN
## 174 174 9 30053 3.6 304.42 119.66 CA
## 175 175 8 75554 4.3 273.34 128.21 GA
## 176 176 8 4287 3.0 222.59 404.78 FL
## 177 177 4 5365 2.2 128.01 118.47 MI
## 178 178 10 17204 1.2 78.92 137.55 TX
## 179 179 1 2402 4.1 334.18 203.14 CO
## 180 180 8 23937 5.2 317.00 261.94 TX
## 181 181 11 29004 0.9 51.45 119.66 TN
## 182 182 11 31319 1.1 90.72 0.00 CT
## 183 183 2 2943 5.9 359.66 119.66 TX
## 184 184 6 8096 9.2 957.81 149.45 CA
## 185 185 12 27223 2.6 208.00 119.66 MO
## 186 186 14 28145 0.8 50.19 128.21 IL
## 187 187 17 29406 4.0 293.21 175.46 LA
## 188 188 9 11418 5.0 376.64 206.14 FL
## 189 189 12 45366 6.9 529.27 175.46 TX
## 190 190 19 24244 1.6 125.48 0.00 MN
## 191 191 18 43203 8.5 526.15 207.87 TN
## 192 192 8 32021 7.4 575.72 317.72 TX
## 193 193 3 3526 3.2 233.57 119.66 LA
## 194 194 15 65090 2.9 188.99 175.46 TX
## 195 195 0 362 5.0 340.50 118.36 OH
## 196 196 9 50146 1.7 117.47 119.66 MI
## 197 197 10 55273 2.1 145.11 175.46 MI
## 198 198 8 51431 2.1 165.91 119.66 OR
## 199 199 2 4406 5.6 421.28 188.00 GA
## 200 200 16 28085 1.1 92.87 0.00 CA
## 201 201 12 21189 1.3 105.64 119.66 CA
## 202 202 10 16189 4.4 294.80 119.66 TX
## 203 203 3 12841 0.0 0.00 0.00 SC
## 204 204 11 19143 5.5 470.71 259.76 CA
## 205 205 13 38255 9.0 628.93 421.41 OR
## 206 206 14 35191 1.5 118.51 175.46 MO
## 207 207 7 19740 9.0 655.20 905.76 TX
## 208 208 11 7729 1.6 116.17 119.66 OH
## 209 209 16 49572 1.0 50.40 284.02 MT
## 210 210 11 27623 1.7 117.91 206.14 LA
## 211 211 1 850 2.6 146.14 400.38 TX
## 212 212 20 33874 2.4 194.63 119.66 FL
## 213 213 14 21610 3.5 171.56 119.66 OH
## 214 214 6 9419 0.0 0.00 0.00 VA
## 215 215 11 16760 0.9 61.20 119.66 TX
## 216 216 17 37918 3.3 224.09 128.21 IN
## 217 217 13 6321 4.2 413.68 161.96 NJ
## 218 218 15 13369 3.8 308.16 596.59 CA
## 219 219 9 28141 4.9 382.77 369.16 TX
## 220 220 14 19928 2.9 214.85 175.46 TN
## 221 221 15 35989 12.3 863.70 433.77 TX
## 222 222 7 23570 0.8 58.75 175.46 NC
## 223 223 10 28399 0.7 54.53 123.72 NY
## 224 224 4 23172 6.9 394.11 1255.49 TX
## 225 225 17 38149 14.6 885.34 2800.19 GA
## 226 226 19 17879 1.7 121.20 175.46 FL
## 227 227 8 8847 2.8 203.35 119.66 ID
## 228 228 20 44797 1.4 103.78 128.21 IL
## 229 229 8 51948 6.4 407.57 718.72 NC
## 230 230 8 9085 1.0 67.70 119.66 OH
## 231 231 8 12276 4.9 292.89 119.66 TX
## 232 232 13 67446 5.0 386.97 471.70 TX
## 233 233 21 7465 2.6 193.11 119.66 CO
## 234 234 17 5988 3.6 227.88 119.66 AZ
## 235 235 18 11251 4.3 273.34 128.21 GA
## 236 236 3 2921 8.7 530.27 118.36 TX
## 237 237 12 42810 2.3 172.85 127.11 FL
## 238 238 11 17437 1.2 83.11 175.46 KY
## 239 239 3 7476 1.9 118.60 118.36 KS
## 240 240 7 20895 6.8 533.37 235.66 CO
## 241 241 4 40281 0.2 11.84 128.21 GA
## 242 242 12 26527 3.3 223.46 119.66 TX
## 243 243 5 16420 0.5 28.50 119.66 MI
## 244 244 4 21607 0.0 0.00 0.00 AL
## 245 245 12 11700 1.4 99.91 128.21 IN
## 246 246 19 45544 5.6 410.90 181.93 TX
## 247 247 0 641 0.7 48.55 119.66 LA
## 248 248 18 65844 5.0 387.81 119.66 FL
## 249 249 1 277 5.0 321.05 0.00 FL
## 250 250 14 14911 2.6 160.25 119.66 NC
## 251 251 18 17895 3.1 230.67 119.66 FL
## 252 252 0 11 2.4 204.15 0.00 CA
## 253 253 1 478 1.4 89.89 119.66 FL
## 254 254 7 58644 1.7 117.99 128.21 IN
## 255 255 20 57564 5.4 405.70 1218.63 NC
## 256 256 10 20844 1.3 94.51 128.21 GA
## 257 257 11 62086 0.0 0.00 0.00 TX
## 258 258 7 25622 2.4 168.55 175.46 LA
## 259 259 7 64157 1.1 86.32 119.66 CA
## 260 260 14 16749 2.6 203.84 128.21 GA
## 261 261 11 25054 2.3 164.61 119.66 TX
## 262 262 12 31716 2.3 196.62 119.66 CA
## 263 263 10 57945 1.0 72.70 220.87 GA
## 264 264 3 8622 5.5 335.29 175.46 TX
## 265 265 12 31558 2.9 230.27 175.46 TX
## 266 266 18 3 3.6 234.74 119.66 FL
## 267 267 14 98508 2.1 137.91 175.46 NC
## 268 268 6 5304 5.3 453.59 119.66 CA
## 269 269 13 20042 2.1 139.86 0.00 TX
## 270 270 6 21675 1.2 81.84 119.66 CO
## 271 271 2 1705 1.4 109.58 128.21 GA
## 272 272 15 51924 1.3 105.13 119.66 CA
## 273 273 11 30027 3.3 200.85 259.76 OH
## 274 274 4 25296 1.3 89.81 128.21 IN
## 275 275 10 15222 1.0 74.43 119.66 NM
## 276 276 17 23061 5.3 453.59 119.66 CA
## 277 277 11 19090 4.0 268.00 119.66 TX
## 278 278 16 41237 2.5 143.48 119.66 SC
## 279 279 4 7057 2.6 173.40 175.46 TX
## 280 280 16 37799 4.8 337.90 119.66 TX
## 281 281 6 4621 2.6 179.40 119.66 CO
## 282 282 0 168 1.3 82.55 119.66 OK
## 283 283 8 20506 10.8 722.00 322.18 TX
## 284 284 14 24921 5.0 315.67 119.66 TX
## 285 285 18 34699 1.3 96.46 175.46 FL
## 286 286 8 32410 1.9 142.63 121.10 TX
## 287 287 5 49015 4.8 343.76 206.14 FL
## 288 288 5 5403 5.6 401.06 119.66 FL
## 289 289 1 4381 0.9 55.32 118.36 LA
## 290 290 8 22502 0.7 45.64 150.74 MO
## 291 291 12 31010 6.5 448.46 500.79 TX
## 292 292 17 68641 4.3 305.30 425.60 TX
## 293 293 16 26695 4.4 327.73 215.84 TX
## 294 294 12 26454 2.7 172.07 261.94 FL
## 295 295 19 51918 1.0 75.49 119.66 TX
## 296 296 8 18532 6.3 384.05 374.03 TX
## 297 297 3 6080 1.4 100.65 118.36 TX
## 298 298 11 18302 3.8 261.93 322.18 TN
## 299 299 16 63217 1.5 99.30 119.66 TX
## 300 300 2 8228 2.0 148.02 119.66 LA
## 301 301 1 1047 1.3 83.57 117.18 AR
## 302 302 14 22647 1.0 81.39 119.66 CA
## 303 303 0 337 0.8 46.55 119.66 AR
## 304 304 15 30746 1.3 106.35 175.46 AZ
## 305 305 13 17185 1.9 141.77 192.71 MS
## 306 306 17 29830 2.2 158.43 119.66 TX
## 307 307 12 37841 4.4 315.95 175.46 TX
## 308 308 15 27918 8.6 541.01 1074.62 TN
## 309 309 13 20516 0.0 0.00 0.00 CA
## 310 310 13 39798 0.0 0.00 0.00 TX
## 311 311 8 2076 13.1 1121.10 1351.46 CA
## 312 312 1 356 0.2 13.41 0.00 AL
## 313 313 9 14660 3.2 316.85 119.66 CA
## 314 314 7 19274 3.7 292.33 119.66 MO
## 315 315 7 9503 1.4 104.07 175.46 MA
## 316 316 5 6696 2.5 169.29 119.66 TX
## 317 317 14 32713 0.7 60.96 140.45 CA
## 318 318 14 35138 3.7 259.97 175.46 TX
## 319 319 13 11612 0.2 14.40 1.86 CA
## 320 320 0 35 0.6 45.42 0.00 OR
## 321 321 12 18158 3.5 245.59 119.66 SC
## 322 322 15 48945 1.9 123.88 119.66 MO
## 323 323 14 18453 0.0 0.00 0.00 MD
## 324 324 18 18453 0.5 39.25 119.66 MD
## 325 325 10 36663 3.5 240.86 119.66 TX
## 326 326 12 15530 5.6 399.58 214.89 IN
## 327 327 10 18179 0.8 60.61 118.47 CA
## 328 328 7 10320 1.4 99.78 206.14 WY
## 329 329 3 9111 4.8 307.20 119.66 FL
## 330 330 8 6074 4.3 282.75 0.00 SC
## 331 331 3 13540 6.2 492.17 0.00 SC
## 332 332 21 10012 4.9 419.31 175.46 CA
## 333 333 8 10923 3.1 231.98 119.66 AZ
## 334 334 19 23786 2.1 149.59 0.00 CA
## 335 335 16 25313 7.5 622.72 183.16 NV
## 336 336 7 18048 1.8 140.45 206.14 CA
## 337 337 11 13800 2.3 153.78 119.66 VT
## 338 338 17 35596 1.5 115.89 119.66 OR
## 339 339 1 1512 4.4 276.90 119.66 FL
## 340 340 12 11976 2.5 205.00 119.66 NM
## 341 341 10 23054 2.9 196.38 206.14 TX
## 342 342 14 10870 2.9 175.44 119.66 NY
## 343 343 10 17464 3.7 236.80 119.66 OR
## 344 344 10 29248 3.0 274.62 119.66 AK
## 345 345 8 25478 3.0 208.41 0.00 PA
## 346 346 1 1214 0.7 53.39 25.72 MD
## 347 347 12 16814 4.0 274.00 322.18 KY
## 348 348 10 31348 2.1 135.30 119.66 PA
## 349 349 12 28365 7.9 665.73 238.26 AZ
## 350 350 10 8660 2.1 134.22 119.66 NY
## 351 351 11 31050 3.6 302.40 175.46 MO
## 352 352 16 48424 7.7 564.04 179.79 OR
## 353 353 14 27284 4.6 356.62 119.66 MI
## 354 354 21 30855 3.7 311.75 119.66 AZ
## 355 355 8 15194 1.7 122.40 175.46 TX
## 356 356 4 8123 2.1 133.96 174.27 ID
## 357 357 9 26712 5.9 444.11 206.14 TX
## 358 358 20 14469 1.0 81.17 119.66 CA
## 359 359 0 82 3.3 213.15 119.66 TX
## 360 360 12 27035 2.1 152.51 119.66 ID
## 361 361 1 221 1.6 114.57 118.36 FL
## 362 362 11 45077 1.2 93.82 119.66 WA
## 363 363 17 63821 1.6 125.10 175.46 WA
## 364 364 12 32601 4.9 379.79 119.66 AZ
## 365 365 11 14304 1.6 105.66 119.66 MA
## 366 366 7 7102 2.1 143.34 119.66 SC
## 367 367 21 35892 2.1 153.94 119.66 FL
## 368 368 10 13190 2.8 189.61 119.66 TX
## 369 369 10 11788 1.9 153.26 119.66 CA
## 370 370 14 34456 0.6 45.82 119.66 CA
## 371 371 12 46312 9.6 717.12 997.84 MI
## 372 372 5 1133 4.4 381.46 206.14 CA
## 373 373 7 29009 4.7 249.87 404.78 PA
## 374 374 14 48876 4.8 278.40 181.21 NE
## 375 375 0 15 1.9 199.45 119.66 CA
## 376 376 7 15204 4.5 331.54 119.66 TX
## 377 377 15 27839 3.0 231.02 119.66 TX
## 378 378 8 22841 4.8 378.72 204.94 TX
## 379 379 8 35190 5.4 406.23 128.21 IN
## 380 380 7 12132 3.4 283.32 175.46 CO
## 381 381 4 5780 3.5 259.12 174.27 CA
## 382 382 15 51018 1.8 119.16 121.54 TX
## 383 383 19 29278 1.7 116.45 119.66 OR
## 384 384 9 16767 4.3 360.70 322.18 CA
## 385 385 18 40880 5.9 521.07 119.66 CO
## 386 386 17 72566 9.5 527.75 896.81 NE
## 387 387 16 24324 1.3 99.06 272.34 ID
## 388 388 20 49860 6.7 533.99 175.46 TX
## 389 389 3 3416 2.9 200.32 119.66 FL
## 390 390 1 615 2.6 192.92 175.46 FL
## 391 391 4 6822 3.1 220.06 119.66 WA
## 392 392 11 10401 3.4 246.93 119.66 ID
## 393 393 5 6021 2.7 199.04 369.16 CA
## 394 394 13 23472 0.8 53.04 119.66 NV
## 395 395 0 10 3.6 308.47 117.18 CA
## 396 396 12 6724 6.7 529.02 119.66 OR
## 397 397 22 55262 4.1 306.80 119.66 FL
## 398 398 18 18543 3.0 232.58 119.66 AZ
## 399 399 3 8370 5.1 400.66 118.47 AZ
## 400 400 1 2361 3.6 272.25 322.91 TX
## 401 401 5 15683 0.8 45.87 119.66 KS
## 402 402 1 1336 3.6 284.42 175.46 MO
## 403 403 7 6136 2.0 216.77 175.46 CA
## 404 404 7 12882 1.7 108.57 119.66 FL
## 405 405 2 2158 4.3 298.39 119.66 FL
## 406 406 5 3377 3.3 255.09 119.66 UT
## 407 407 1 218 3.4 266.13 119.66 AZ
## 408 408 12 14282 0.9 72.57 119.66 OR
## 409 409 2 1591 3.2 253.86 175.46 CA
## 410 410 20 55590 1.8 121.32 175.46 TX
## 411 411 20 40360 1.4 223.70 119.66 MO
## 412 412 11 14742 3.7 243.30 231.76 WI
## 413 413 7 3618 3.4 229.07 175.45 OR
## 414 414 0 56 3.8 253.08 119.66 TX
## 415 415 21 46519 2.1 166.75 175.46 TX
## 416 416 6 13923 3.0 200.07 119.66 FL
## 417 417 23 66848 1.3 107.36 128.21 GA
## 418 418 2 5240 1.3 79.86 118.36 NM
## 419 419 11 19585 1.2 91.64 55.80 CA
## 420 420 6 8036 1.7 125.32 0.00 CA
## 421 421 7 8669 2.6 191.67 119.66 CA
## 422 422 8 19080 7.5 628.55 1219.02 CA
## 423 423 5 7200 5.4 519.13 175.46 NY
## 424 424 14 28782 0.2 16.60 119.66 UT
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## 855 855 2 1000 2.8 197.97 119.66 SC
## 856 856 1 1178 0.8 39.04 0.00 IA
## 857 857 10 29357 3.3 191.71 174.27 LA
## 858 858 11 27429 0.8 59.47 190.68 TN
## 859 859 13 29058 1.5 113.42 175.46 PA
## 860 860 4 18308 0.7 43.03 128.21 GA
## 861 861 6 11763 1.2 77.65 119.66 PA
## 862 862 2 5986 0.5 44.68 119.66 AK
## 863 863 8 10391 0.0 0.00 0.00 TX
## 864 864 5 10070 1.6 89.28 317.75 MS
## 865 865 12 17236 7.1 545.48 175.46 TX
## 866 866 5 9375 3.8 226.69 332.68 MN
## 867 867 0 15 3.1 191.84 118.36 AL
## 868 868 2 3596 2.8 207.20 119.66 TN
## 869 869 20 38846 0.9 50.49 119.66 PA
## 870 870 7 7519 2.6 210.84 319.45 AZ
## 871 871 0 1 5.3 425.63 322.91 NJ
## 872 872 16 28810 2.9 217.52 119.66 WA
## 873 873 18 45808 0.2 14.03 136.36 TN
## 874 874 21 60202 1.9 130.29 119.66 WY
## 875 875 20 96933 8.2 519.59 399.28 TX
## 876 876 17 43007 2.0 152.33 175.46 LA
## 877 877 20 34345 7.6 525.22 196.82 FL
## 878 878 12 20635 7.8 558.43 175.46 FL
## 879 879 12 29661 5.2 322.40 128.21 GA
## 880 880 0 189 0.7 44.80 0.00 FL
## 881 881 19 27996 5.9 495.39 175.46 TX
## 882 882 0 42 1.9 132.49 119.66 TX
## 883 883 12 8587 1.1 80.76 119.66 NC
## 884 884 6 18584 1.6 109.58 119.66 AL
## 885 885 10 27859 5.8 496.38 119.66 CA
## 886 886 13 48349 2.5 175.33 119.66 OK
## 887 887 0 13 4.8 347.67 682.59 FL
## 888 888 21 40939 2.6 194.63 119.66 TX
## 889 889 8 23336 3.5 253.63 147.11 OK
## 890 890 8 27537 2.6 161.90 119.66 KY
## 891 891 5 10197 2.9 225.50 206.14 CA
## 892 892 5 7319 2.6 210.77 119.66 OR
## 893 893 2 6190 2.6 202.80 119.66 SD
## 894 894 7 14095 2.0 154.82 119.66 MO
## 895 895 11 14199 4.3 339.27 119.66 TX
## 896 896 4 8422 5.7 459.38 119.66 CA
## 897 897 0 91 3.1 167.36 119.66 FL
## 898 898 7 9286 1.4 109.36 119.66 CA
## 899 899 10 16001 18.7 1484.94 429.36 TX
## 900 900 13 42383 7.3 492.96 486.54 TX
## 901 901 16 38019 1.2 95.40 118.47 TX
## 902 902 17 38700 4.5 385.03 175.46 CA
## 903 903 17 11187 6.3 390.42 874.27 VA
## 904 904 12 25890 3.3 272.79 119.66 CA
## 905 905 15 31115 7.1 518.55 119.66 AZ
## 906 906 20 84254 0.5 36.83 119.66 CA
## 907 907 1 34 2.6 172.79 119.66 TX
## 908 908 13 22602 2.3 214.72 175.46 CA
## 909 909 4 2923 2.6 265.62 119.66 CA
## 910 910 4 4523 4.1 233.70 119.66 TX
## 911 911 0 3 4.3 353.73 126.81 IL
## 912 912 19 30759 5.2 385.84 119.66 FL
## 913 913 0 191 0.7 44.80 0.00 FL
## 914 914 7 18033 1.5 89.20 119.66 FL
## 915 915 14 35880 2.7 195.25 119.66 OK
## 916 916 17 31850 0.6 42.24 0.00 TX
## 917 917 11 10735 1.9 98.42 380.83 NC
## 918 918 10 16308 0.8 66.31 128.21 IN
## 919 919 21 21427 1.3 93.84 119.66 TX
## 920 920 3 3656 1.4 112.01 119.66 CA
## 921 921 6 17217 4.7 306.47 120.61 FL
## 922 922 0 136 2.0 154.26 119.66 CA
## 923 923 7 6834 1.2 100.00 119.66 CO
## 924 924 12 31527 4.0 315.60 284.02 TX
## 925 925 13 10612 1.4 104.58 119.66 MI
## 926 926 10 7299 1.8 122.09 119.66 MI
## 927 927 11 18504 1.6 96.43 206.14 SD
## 928 928 2 2844 5.3 397.95 119.66 AZ
## 929 929 11 16664 7.2 564.44 129.46 AZ
## 930 930 9 19139 12.9 862.40 1215.99 MI
## 931 931 0 4 1.3 101.76 126.81 GA
## 932 932 14 20782 5.0 384.36 175.46 TX
## 933 933 11 12366 5.3 453.59 119.66 CA
## 934 934 12 21369 6.5 485.31 119.66 FL
## 935 935 1 2758 1.5 114.24 119.66 MO
## 936 936 18 28965 7.7 574.90 322.18 FL
## 937 937 2 3264 4.5 383.23 128.21 IL
## 938 938 13 28981 4.1 288.62 119.66 TX
## 939 939 20 69115 3.6 264.21 136.91 OH
## 940 940 0 193 5.7 403.66 119.66 TX
## 941 941 21 44956 3.8 271.70 233.09 TX
## 942 942 5 14046 1.9 152.39 206.14 CA
## 943 943 10 18094 5.1 317.65 119.66 NC
## 944 944 14 41882 3.9 266.39 119.66 VA
## 945 945 0 2 1.7 123.95 118.36 MD
## 946 946 12 25106 1.0 61.87 119.66 MI
## 947 947 11 22587 2.3 173.12 119.66 TX
## 948 948 1 318 2.6 203.47 119.66 TX
## 949 949 0 45 4.2 255.06 118.36 MI
## 950 950 0 11 4.4 299.67 118.36 ID
## 951 951 0 26 5.0 359.03 119.66 TX
## 952 952 7 17730 3.9 253.43 119.66 TX
## 953 953 16 42766 3.2 239.31 123.38 TX
## 954 954 1 470 5.2 373.45 119.66 FL
## 955 955 13 32184 0.0 0.00 0.00 VA
## 956 956 7 31574 4.9 315.52 119.66 WI
## 957 957 21 28542 3.7 289.56 119.66 TX
## 958 958 18 28721 4.3 343.60 119.66 NV
## 959 959 17 22605 1.2 88.42 175.46 TX
## 960 960 22 29256 5.9 410.09 119.66 FL
## 961 961 17 49987 3.0 203.81 119.66 TX
## 962 962 5 11367 5.0 362.14 206.14 FL
## 963 963 6 25712 5.3 374.09 460.58 AZ
## 964 964 6 20031 20.6 1445.51 3063.24 SC
## 965 965 9 21300 0.8 47.20 119.66 SD
## 966 966 0 3 0.5 31.73 0.00 PA
## 967 967 11 21138 1.0 70.97 119.66 FL
## 968 968 2 4364 0.7 43.82 119.66 DE
## 969 969 1 734 2.2 171.16 206.14 TX
## 970 970 7 17813 9.0 694.80 233.41 MO
## 971 971 10 27353 1.6 89.28 119.66 MS
## 972 972 13 22756 2.4 223.46 334.15 NJ
## 973 973 10 23425 4.7 367.66 128.21 GA
## 974 974 12 44345 4.7 333.52 175.46 TX
## 975 975 18 19247 2.7 150.01 119.66 NE
## 976 976 10 18202 0.7 49.06 154.77 CA
## 977 977 12 9800 5.2 384.71 119.66 TX
## 978 978 19 22118 1.0 106.54 206.14 CA
## 979 979 7 16408 3.6 249.10 119.66 FL
## 980 980 15 16571 4.0 293.71 119.66 TX
## 981 981 7 8366 2.8 219.16 187.99 GA
## 982 982 6 9173 2.2 186.34 206.14 CA
## 983 983 13 16571 3.3 249.60 175.46 FL
## 984 984 1 1907 3.0 251.48 119.66 UT
## 985 985 22 62310 2.8 217.17 119.66 FL
## 986 986 21 29185 2.0 164.41 175.46 CA
## 987 987 21 37243 4.2 326.64 175.46 TX
## 988 988 3 656 0.9 64.11 138.62 TX
## 989 989 17 72292 1.7 86.21 175.46 TX
## 990 990 19 35583 1.4 105.10 175.46 TX
## 991 991 7 5548 4.6 348.09 261.93 AZ
## 992 992 13 24196 2.6 202.98 175.46 TX
## 993 993 10 15554 1.0 76.38 119.66 CA
## 994 994 4 5082 1.0 97.85 132.09 CA
## 995 995 17 24196 7.5 534.27 175.46 CA
## 996 996 17 34120 2.6 162.16 175.46 OK
## 997 997 4 12603 1.3 96.81 119.66 CA
## 998 998 22 26844 4.1 299.17 119.66 TX
## 999 999 14 35810 3.2 261.78 119.66 AZ
## 1000 1000 13 34372 3.9 319.06 119.66 AZ
## 1001 1001 15 47151 1.5 106.74 119.66 TX
## 1002 1002 7 23890 4.3 281.15 119.66 AL
## 1003 1003 12 44188 3.9 276.90 119.66 NC
## 1004 1004 11 34251 3.0 233.26 175.46 AZ
## 1005 1005 18 44375 4.9 360.12 119.66 TX
## 1006 1006 16 21442 1.0 73.80 203.00 IL
## 1007 1007 14 28892 2.2 158.18 377.98 FL
## 1008 1008 13 20145 2.9 179.61 119.66 AL
## 1009 1009 10 29179 2.8 184.22 213.28 OK
## 1010 1010 12 6557 1.0 56.67 119.66 OR
## 1011 1011 16 34288 0.8 32.85 119.66 SD
## 1012 1012 13 19556 2.8 233.33 119.66 CA
## 1013 1013 2 753 3.9 268.18 128.21 GA
## 1014 1014 12 22255 2.6 180.71 0.00 FL
## 1015 1015 12 65327 0.8 55.68 119.66 LA
## 1016 1016 13 65985 9.1 698.07 225.54 LA
## 1017 1017 17 67507 0.0 0.00 0.00 IN
## 1018 1018 7 17000 7.9 619.32 119.66 AZ
## 1019 1019 14 28498 2.6 192.40 119.66 VA
## 1020 1020 13 27904 0.4 30.68 175.46 LA
## 1021 1021 11 29573 1.8 143.07 0.00 GA
## 1022 1022 16 54241 3.8 262.94 119.66 FL
## 1023 1023 6 16110 0.8 50.78 119.66 FL
## 1024 1024 3 5966 1.8 128.27 119.66 OK
## 1025 1025 4 7156 3.7 276.89 119.66 AZ
## 1026 1026 12 44749 5.4 346.50 175.46 LA
## 1027 1027 8 15299 3.5 280.20 175.46 CA
## 1028 1028 20 25663 2.9 197.99 119.66 FL
## 1029 1029 19 31571 3.6 255.60 119.66 NC
## 1030 1030 19 67567 1.5 87.75 119.66 FL
## 1031 1031 17 30698 5.9 363.65 303.75 NC
## 1032 1032 7 5176 5.5 460.65 380.83 CO
## 1033 1033 11 47809 1.2 71.02 119.66 MS
## 1034 1034 1 530 4.5 294.22 0.00 AL
## 1035 1035 12 13035 4.4 294.80 119.66 TX
## 1036 1036 3 4176 2.9 206.65 119.66 OK
## 1037 1037 1 1004 2.4 185.52 42.14 NV
## 1038 1038 22 30390 4.1 312.80 119.66 TX
## 1039 1039 15 12550 1.7 131.77 119.66 AZ
## 1040 1040 10 11349 3.8 257.31 206.14 TX
## 1041 1041 15 31341 3.5 240.00 119.66 WY
## 1042 1042 3 2972 2.7 202.70 119.66 OK
## 1043 1043 6 11930 3.0 236.70 175.46 TX
## 1044 1044 14 16307 4.4 323.08 119.66 TX
## 1045 1045 0 23 1.1 87.87 0.00 CO
## 1046 1046 0 103 0.2 12.36 0.00 SD
## 1047 1047 13 28641 4.6 336.57 175.46 KY
## 1048 1048 8 25538 4.9 311.28 119.66 WI
## 1049 1049 14 25021 1.7 126.68 15.16 CA
## 1050 1050 0 31 2.6 199.20 119.66 TX
## 1051 1051 13 45365 2.7 189.00 175.46 SC
## 1052 1052 10 17156 6.9 544.41 229.17 TX
## 1053 1053 11 12446 2.0 139.67 119.66 NC
## 1054 1054 12 16444 2.4 173.56 176.91 KY
## 1055 1055 18 49762 5.6 556.49 119.66 CA
## 1056 1056 3 5332 2.4 147.76 206.14 FL
## 1057 1057 7 39093 6.4 439.79 136.91 FL
## 1058 1058 17 31652 1.7 154.80 175.46 CA
## 1059 1059 16 70657 2.6 206.46 175.46 TX
## 1060 1060 16 22906 1.7 129.85 175.46 TX
## 1061 1061 10 25306 2.0 145.60 119.66 VA
## 1062 1062 8 26644 1.7 102.00 128.21 IL
## 1063 1063 9 15483 1.9 164.73 175.46 CA
## 1064 1064 7 15299 2.7 211.31 206.14 TX
## 1065 1065 12 26747 0.5 34.25 128.21 GA
## 1066 1066 5 12897 2.4 179.07 206.14 CA
## 1067 1067 19 43567 1.4 108.13 119.66 AZ
## 1068 1068 11 16743 17.6 1020.80 896.14 IA
## 1069 1069 22 26056 3.6 283.35 119.66 FL
## 1070 1070 9 32340 2.4 157.72 119.66 FL
## 1071 1071 2 2888 4.9 339.45 119.66 NC
## 1072 1072 0 137 0.8 51.20 0.00 FL
## 1073 1073 22 37354 4.3 329.22 119.66 TX
## 1074 1074 16 48295 0.8 55.36 119.66 CO
## 1075 1075 11 37752 5.5 378.20 256.23 OH
## 1076 1076 4 12065 1.5 106.34 119.66 CA
## 1077 1077 7 78799 1.2 82.73 119.66 TN
## 1078 1078 7 75310 1.9 130.96 119.66 TN
## 1079 1079 5 45021 2.7 186.10 119.66 TN
## 1080 1080 2 24769 4.7 312.68 282.68 TN
## 1081 1081 12 14279 1.2 97.00 119.66 TX
## 1082 1082 5 25789 3.8 272.74 119.66 FL
## 1083 1083 1 1526 0.7 53.51 149.03 TX
## 1084 1084 12 34120 5.7 460.61 322.18 TX
## 1085 1085 7 31078 0.7 46.46 123.57 TX
## 1086 1086 1 2277 3.8 248.42 119.66 TX
## 1087 1087 12 15545 1.8 143.04 119.66 TX
## 1088 1088 16 22952 1.3 128.70 119.66 CA
## 1089 1089 13 47488 2.3 195.50 322.18 CO
## 1090 1090 14 65200 5.5 378.26 284.02 OK
## 1091 1091 0 12 0.6 38.40 0.00 FL
## 1092 1092 6 12530 1.5 104.39 119.66 LA
## 1093 1093 8 18082 2.4 167.02 119.66 LA
## 1094 1094 11 53726 1.3 69.42 119.66 LA
## 1095 1095 13 31183 2.6 221.22 119.66 VA
## 1096 1096 14 17798 0.0 0.00 0.00 LA
## 1097 1097 15 23234 0.8 66.05 119.66 TX
## 1098 1098 21 53969 4.3 427.31 175.46 CA
## 1099 1099 11 24427 4.0 318.74 119.66 KS
## 1100 1100 5 13372 3.4 221.00 118.47 AR
## 1101 1101 13 26016 3.9 301.18 175.46 AZ
## 1102 1102 1 230 2.3 178.02 212.33 TX
## 1103 1103 19 45847 1.4 98.24 120.36 TX
## 1104 1104 6 4999 2.6 177.39 122.38 NY
## 1105 1105 5 17844 1.7 131.18 261.93 CA
## 1106 1106 2 1661 5.1 320.97 176.58 FL
## 1107 1107 0 13 3.7 259.33 119.66 OH
## 1108 1108 2 1485 1.5 95.79 119.66 FL
## 1109 1109 12 20908 4.0 303.40 119.66 TN
## 1110 1110 10 26922 5.0 283.69 175.46 MT
## 1111 1111 18 88350 2.9 190.20 119.66 OK
## 1112 1112 8 16319 5.4 416.50 119.66 NV
## 1113 1113 4 20615 3.4 197.51 119.66 LA
## 1114 1114 17 29223 4.6 335.68 175.46 LA
## 1115 1115 8 23116 4.9 283.50 175.46 SC
## 1116 1116 17 65568 2.5 176.67 206.14 FL
## 1117 1117 6 11000 1.0 63.47 162.05 TX
## 1118 1118 13 16371 1.2 92.05 119.66 LA
## 1119 1119 1 1079 0.8 58.16 128.21 GA
## 1120 1120 11 15793 1.0 81.10 126.04 CA
## 1121 1121 10 15571 2.8 227.09 119.66 CA
## 1122 1122 12 20837 2.8 173.60 119.66 SC
## 1123 1123 1 1369 1.0 81.10 128.21 GA
## 1124 1124 5 16068 2.3 153.18 119.66 TX
## 1125 1125 17 39682 3.2 257.30 119.66 TX
## 1126 1126 0 55 4.8 406.56 147.11 CA
## 1127 1127 0 66 7.5 658.18 119.66 CA
## 1128 1128 9 38300 8.2 582.87 121.65 NC
## 1129 1129 6 9872 0.9 62.82 119.66 OR
## 1130 1130 14 18122 5.3 453.59 119.66 CA
## 1131 1131 16 33963 1.9 116.61 128.21 GA
## 1132 1132 16 43420 0.9 66.60 119.66 LA
## 1133 1133 15 43717 2.9 160.47 175.46 SC
## 1134 1134 5 11790 1.2 78.95 119.66 OK
## 1135 1135 8 16093 1.3 116.18 119.66 CA
## 1136 1136 2 3461 6.1 520.50 119.66 CA
## 1137 1137 14 41890 4.9 368.34 175.46 TX
## 1138 1138 1 289 1.4 123.05 118.36 CA
## 1139 1139 9 9789 5.7 424.55 119.66 TX
## 1140 1140 9 4652 1.7 115.65 175.46 MT
## 1141 1141 4 3412 4.2 239.40 175.46 MN
## 1142 1142 12 30441 2.6 184.52 192.71 FL
## 1143 1143 12 20419 5.1 380.04 385.22 WI
## 1144 1144 20 35864 2.1 176.94 188.00 GA
## 1145 1145 8 23590 2.7 193.61 175.46 TX
## 1146 1146 9 11267 2.3 160.55 175.46 TX
## 1147 1147 7 15589 4.0 276.78 119.66 FL
## 1148 1148 11 12480 1.0 55.50 119.66 MS
## 1149 1149 11 48466 4.9 357.86 119.66 AZ
## 1150 1150 17 27820 1.5 105.32 119.66 TX
## 1151 1151 12 29774 3.4 227.12 243.65 TX
## 1152 1152 5 29504 0.7 45.57 119.66 TX
## 1153 1153 22 52671 2.3 232.06 175.46 TX
## 1154 1154 10 26178 2.1 131.18 119.66 KY
## 1155 1155 6 17339 2.7 202.77 119.66 TX
## 1156 1156 7 22845 3.9 326.85 119.66 CA
## 1157 1157 2 3844 4.4 263.19 119.66 OK
## 1158 1158 0 177 2.4 171.78 119.66 TX
## 1159 1159 10 32462 8.1 604.41 500.69 MS
## 1160 1160 0 12 0.7 44.80 0.00 FL
## 1161 1161 0 166 2.9 208.80 206.14 NM
## 1162 1162 3 9275 2.6 165.27 119.66 FL
## 1163 1163 1 2912 3.7 223.11 119.66 TX
## 1164 1164 5 20028 1.6 93.22 119.66 LA
## 1165 1165 0 260 0.7 47.55 175.46 TX
## 1166 1166 3 703 1.0 65.72 119.66 AL
## 1167 1167 14 12509 6.3 552.89 119.66 CA
## 1168 1168 7 5688 7.4 610.89 215.84 CA
## 1169 1169 0 6 1.3 94.20 118.36 TX
## 1170 1170 14 21018 7.1 518.55 119.66 AZ
## 1171 1171 1 435 5.1 395.30 0.00 CA
## 1172 1172 9 19028 2.2 160.96 119.66 FL
## 1173 1173 1 546 2.4 182.40 0.00 GA
## 1174 1174 10 24348 5.9 468.36 119.66 SC
## 1175 1175 3 835 0.8 52.61 166.53 OK
## 1176 1176 0 5 2.7 179.66 126.81 GA
## 1177 1177 15 18402 5.3 453.59 119.66 CA
## 1178 1178 19 25240 2.6 189.10 119.66 MS
## 1179 1179 11 7188 2.8 187.88 119.66 AL
## 1180 1180 0 6 1.0 62.20 119.66 FL
## 1181 1181 16 35099 6.7 573.40 832.02 CA
## 1182 1182 12 12005 3.1 252.29 118.47 AZ
## 1183 1183 18 18854 3.6 286.92 119.66 LA
## 1184 1184 7 12529 0.8 56.11 119.66 OK
## 1185 1185 3 2623 3.3 229.40 119.66 FL
## 1186 1186 0 43 0.8 48.03 128.21 GA
## 1187 1187 3 814 1.3 92.56 119.66 TX
## 1188 1188 1 1421 4.1 278.80 119.66 LA
## 1189 1189 9 22358 2.0 124.72 119.66 AL
## 1190 1190 0 225 0.8 57.36 119.66 TX
## 1191 1191 2 2414 1.6 115.53 119.66 FL
## 1192 1192 1 138 1.2 74.64 119.66 FL
## 1193 1193 19 48768 1.5 81.00 119.66 NC
## 1194 1194 2 2993 3.4 206.72 119.66 TX
## 1195 1195 11 19324 1.0 83.89 119.66 CA
## 1196 1196 19 52598 1.0 68.28 119.66 AL
## 1197 1197 9 24025 0.4 33.03 119.66 CA
## 1198 1198 12 13587 1.9 154.23 119.66 CA
## 1199 1199 1 154 1.7 120.20 149.14 SC
## 1200 1200 1 419 4.1 261.51 119.66 FL
## 1201 1201 12 18506 0.2 17.76 153.85 NJ
## 1202 1202 1 1801 2.9 210.59 119.66 TX
## 1203 1203 9 20628 3.9 286.37 119.66 TX
## 1204 1204 0 243 6.8 390.29 137.61 SC
## 1205 1205 0 404 0.6 46.00 119.66 LA
## 1206 1206 8 31871 1.9 134.35 119.66 SC
## 1207 1207 19 54511 2.4 184.70 119.66 AL
## 1208 1208 12 12618 1.9 127.32 119.66 LA
## 1209 1209 17 17796 1.6 138.71 404.78 CA
## 1210 1210 19 17189 1.8 138.07 119.66 CA
## 1211 1211 11 12410 1.2 97.32 188.00 GA
## 1212 1212 6 55137 4.0 259.27 175.46 PA
## 1213 1213 17 37402 2.6 228.49 244.71 CA
## 1214 1214 11 25638 4.1 321.26 119.66 PA
## 1215 1215 5 16329 2.7 213.30 128.21 GA
## 1216 1216 19 51560 7.5 506.51 284.02 TX
## 1217 1217 0 25 1.4 97.98 119.66 TX
## 1218 1218 1 91 1.7 136.90 119.66 CT
## 1219 1219 -1 10 1.5 82.18 119.66 TN
## 1220 1220 1 44 1.1 74.75 142.03 OK
## 1221 1221 9 8524 1.7 135.75 134.71 CA
## 1222 1222 1 660 2.4 181.41 119.66 NC
## 1223 1223 1 438 2.0 161.05 119.66 CT
## 1224 1224 6 32019 5.0 493.82 128.03 NJ
## 1225 1225 1 1311 2.1 156.27 119.66 FL
## 1226 1226 23 47287 1.2 107.77 119.66 CA
## 1227 1227 21 99983 0.6 52.96 121.54 CA
## 1228 1228 2 1101 1.6 156.19 145.08 NY
## 1229 1229 1 2500 0.9 62.42 119.66 LA
## 1230 1230 1 138 6.9 484.50 119.66 TX
## 1231 1231 1 526 5.5 427.90 119.66 TX
## 1232 1232 0 94 1.4 113.52 128.21 GA
## 1233 1233 14 13618 3.4 333.79 134.35 CA
## 1234 1234 12 41970 5.9 403.02 119.66 VA
## 1235 1235 1 456 5.4 387.23 119.66 TX
## 1236 1236 16 51516 6.6 418.20 200.54 PA
## 1237 1237 1 644 5.6 357.18 119.66 FL
## 1238 1238 1 237 1.2 69.88 119.66 MS
## 1239 1239 0 14 2.0 123.63 119.66 SD
## 1240 1240 9 73301 3.4 210.80 405.27 SC
## 1241 1241 14 31689 7.0 516.97 119.66 IA
## 1242 1242 15 53069 2.8 222.67 119.66 MI
## 1243 1243 5 10299 3.0 278.70 175.46 CA
## 1244 1244 0 5 1.1 64.60 117.18 NY
## 1245 1245 1 1930 2.4 159.30 119.66 MD
## 1246 1246 2 1777 2.4 150.28 175.46 FL
## 1247 1247 10 34306 6.5 489.64 297.89 FL
## 1248 1248 1 354 2.4 166.82 119.66 FL
## 1249 1249 1 632 1.8 179.10 119.66 NY
## 1250 1250 3 12259 5.3 374.09 460.58 AZ
## 1251 1251 8 14970 0.8 41.44 128.21 GA
## 1252 1252 2 2896 3.1 229.40 175.45 TN
## 1253 1253 0 300 5.3 307.88 119.66 LA
## 1254 1254 1 633 2.0 148.40 119.66 FL
## 1255 1255 6 5954 20.2 1903.43 184.86 NY
## 1256 1256 18 23642 1.3 94.69 175.46 MN
## 1257 1257 20 20171 3.5 198.99 119.66 PA
## 1258 1258 2 98 2.2 170.94 176.26 RI
## 1259 1259 0 16 1.2 98.03 119.66 NC
## 1260 1260 2 883 2.2 214.79 119.66 NY
## 1261 1261 10 27934 6.7 573.40 119.66 CA
## 1262 1262 15 17894 2.3 182.85 118.47 TX
## 1263 1263 16 16348 4.3 302.70 119.66 TX
## 1264 1264 0 334 2.7 209.95 206.14 CA
## 1265 1265 5 11932 2.9 208.24 175.46 TX
## 1266 1266 8 47370 12.9 923.41 944.14 MO
## 1267 1267 14 33466 4.6 326.60 175.46 TX
## 1268 1268 3 3465 3.8 257.31 119.66 TX
## 1269 1269 8 10500 2.6 169.00 118.47 AR
## 1270 1270 1 401 2.9 214.01 119.66 UT
## 1271 1271 12 24988 4.3 308.77 119.66 TX
## 1272 1272 11 17159 2.4 173.35 119.66 WA
## 1273 1273 14 37567 3.7 314.37 119.66 CA
## 1274 1274 21 61735 2.9 228.25 290.55 FL
## 1275 1275 6 12455 3.0 203.14 141.16 TX
## 1276 1276 14 32178 4.1 306.78 131.00 FL
## 1277 1277 5 15003 3.9 326.84 119.66 CA
## 1278 1278 0 16 3.8 327.81 119.66 CA
## 1279 1279 5 1498 3.0 256.00 119.66 CA
## 1280 1280 22 47213 6.3 528.97 175.46 TX
## 1281 1281 9 14829 4.5 376.90 380.83 CO
## 1282 1282 12 20510 2.8 186.20 55.80 MI
## 1283 1283 12 16762 2.8 189.60 287.76 TX
## 1284 1284 14 10254 4.7 364.29 1428.78 AZ
## 1285 1285 9 32622 7.4 586.95 57.55 NV
## 1286 1286 10 6293 3.7 286.01 119.66 UT
## 1287 1287 19 13643 4.0 349.67 175.46 CA
## 1288 1288 6 11702 2.0 149.14 119.66 FL
## 1289 1289 2 3744 12.7 912.36 364.38 NM
## 1290 1290 7 10850 6.7 535.38 261.93 NV
## 1291 1291 11 28320 2.0 118.37 119.66 WV
## 1292 1292 4 7909 4.5 347.07 119.66 NV
## 1293 1293 15 30478 1.4 77.70 119.66 MS
## 1294 1294 5 19100 6.3 476.72 867.68 AZ
## 1295 1295 6 17630 0.7 46.13 123.38 MS
## 1296 1296 14 45937 8.0 616.64 309.45 FL
## 1297 1297 14 19869 1.5 126.21 55.80 CA
## 1298 1298 14 19843 3.5 286.33 119.66 AZ
## 1299 1299 11 25552 1.4 108.88 119.66 TX
## 1300 1300 10 15622 9.8 715.76 471.70 AZ
## 1301 1301 21 37407 5.0 406.50 284.02 TX
## 1302 1302 19 20652 1.1 72.71 119.66 ID
## 1303 1303 22 35267 2.5 178.75 119.66 FL
## 1304 1304 6 6509 4.2 328.09 119.66 TX
## 1305 1305 15 17695 2.6 176.04 119.66 FL
## 1306 1306 12 16394 3.1 256.88 206.14 CA
## 1307 1307 12 14168 7.9 698.36 118.47 CA
## 1308 1308 13 12479 1.9 138.70 146.08 TN
## 1309 1309 17 22212 6.5 534.30 118.47 WA
## 1310 1310 1 1241 3.8 239.30 118.36 FL
## 1311 1311 9 19204 4.6 341.32 119.66 FL
## 1312 1312 17 17352 5.2 415.51 181.23 NV
## 1313 1313 19 64627 1.3 103.23 119.66 TX
## 1314 1314 15 21400 3.2 259.53 0.00 CA
## 1315 1315 4 3704 6.6 523.51 175.46 NV
## 1316 1316 8 14472 4.7 330.86 119.66 TX
## 1317 1317 11 43203 4.2 312.90 175.46 VA
## 1318 1318 0 1 1.1 88.96 119.66 MI
## 1319 1319 12 10594 1.3 103.07 119.66 VA
## 1320 1320 6 13301 4.0 250.64 0.00 TX
## 1321 1321 22 30227 1.5 136.36 175.46 VA
## 1322 1322 19 17932 1.0 75.49 119.66 TX
## 1323 1323 18 34667 4.6 387.60 119.66 AZ
## 1324 1324 10 17027 2.2 146.51 119.66 AR
## 1325 1325 11 17201 1.5 115.95 175.46 CA
## 1326 1326 21 26466 6.3 493.88 175.46 AZ
## 1327 1327 12 9600 2.1 173.47 119.66 AZ
## 1328 1328 10 12607 1.5 93.43 178.07 NC
## 1329 1329 8 17694 0.0 0.00 0.00 MT
## 1330 1330 22 38086 5.1 432.96 119.66 CA
## 1331 1331 3 5175 5.3 396.53 119.66 CA
## 1332 1332 10 19486 8.2 655.24 317.75 NV
## 1333 1333 6 5161 5.0 438.80 206.14 CA
## 1334 1334 10 24218 4.2 312.50 119.66 TX
## 1335 1335 1 5094 3.5 287.00 0.00 CA
## 1336 1336 13 26361 1.3 105.42 137.08 AZ
## 1337 1337 20 94592 2.1 114.80 235.07 PA
## 1338 1338 4 14542 2.7 218.95 128.21 GA
## 1339 1339 11 20985 4.9 304.63 206.48 GA
## 1340 1340 21 19263 8.1 744.06 284.02 CA
## 1341 1341 20 86083 6.6 503.10 175.46 TX
## 1342 1342 3 4017 0.7 56.57 126.94 TX
## 1343 1343 5 10678 0.7 52.37 119.66 FL
## 1344 1344 4 6064 2.6 192.90 119.66 FL
## 1345 1345 17 24988 4.4 328.66 234.75 FL
## 1346 1346 3 3566 3.7 293.99 119.66 OH
## 1347 1347 3 5136 3.6 279.10 119.66 AZ
## 1348 1348 6 59525 0.9 37.17 114.53 *
## 1349 1349 4 12289 1.5 106.05 175.46 PA
## 1350 1350 2 900 2.2 153.47 119.66 MA
## 1351 1351 8 14967 1.7 126.24 128.21 IN
## 1352 1352 5 10155 3.3 247.86 445.31 PA
## 1353 1353 12 64176 3.1 240.33 119.66 AZ
## 1354 1354 3 11995 1.3 83.77 119.66 FL
## 1355 1355 4 5437 1.2 88.84 119.66 KY
## 1356 1356 15 62100 6.5 456.37 175.46 MT
## 1357 1357 0 569 1.0 75.41 119.66 TX
## 1358 1358 16 24550 1.8 120.35 119.66 NC
## 1359 1359 1 1157 4.1 314.95 118.36 NV
## 1360 1360 15 21504 1.6 119.06 119.66 FL
## 1361 1361 15 29017 3.3 255.09 119.66 UT
## 1362 1362 10 9359 4.3 273.34 128.21 GA
## 1363 1363 5 31338 35.2 2652.37 75.17 TX
## 1364 1364 0 3 3.1 244.90 0.00 CO
## 1365 1365 2 2589 0.2 15.65 119.66 TX
## 1366 1366 3 3095 8.5 607.75 160.96 GA
## 1367 1367 4 2863 4.4 317.71 119.66 MD
## 1368 1368 1 911 1.2 80.46 119.66 AL
## 1369 1369 12 22492 1.0 75.04 213.85 FL
## 1370 1370 7 75106 2.3 209.73 0.00 TX
## 1371 1371 14 72079 2.0 169.27 119.66 AL
## 1372 1372 8 33858 1.7 143.24 128.21 GA
## 1373 1373 13 21179 8.7 689.67 175.46 CA
## 1374 1374 12 37090 0.0 0.00 0.00 PA
## 1375 1375 0 15 4.2 366.13 167.52 NJ
## 1376 1376 11 38100 2.2 183.45 120.02 CA
## 1377 1377 2 1016 0.9 43.41 119.66 ME
## 1378 1378 9 12333 4.2 372.54 128.21 IL
## 1379 1379 12 21101 1.4 96.20 119.66 FL
## 1380 1380 3 20426 1.7 133.45 119.66 KS
## 1381 1381 -1 122 1.7 142.24 119.66 MA
## 1382 1382 6 2069 3.5 277.46 119.66 WA
## 1383 1383 0 177 0.8 58.21 119.66 NC
## 1384 1384 4 5071 5.5 426.30 175.46 AZ
## 1385 1385 -1 34473 11.8 933.61 1942.55 CA
## 1386 1386 19 23081 2.5 174.96 119.66 FL
## 1387 1387 15 25627 3.5 264.74 239.05 FL
## 1388 1388 11 26348 2.3 183.28 196.82 KS
## 1389 1389 2 1309 24.4 1492.31 621.95 TX
## 1390 1390 10 24130 5.1 364.98 404.78 FL
## 1391 1391 0 45 2.6 186.43 119.66 TX
## 1392 1392 16 27665 1.6 86.54 206.48 GA
## 1393 1393 16 64702 4.3 296.39 322.18 TN
## 1394 1394 5 8707 3.5 319.56 175.46 CA
## 1395 1395 0 523 5.2 400.90 119.66 FL
## 1396 1396 9 23431 5.3 435.22 119.66 WA
## 1397 1397 17 52756 2.6 188.54 119.66 TX
## 1398 1398 13 5301 0.8 58.75 119.66 NC
## 1399 1399 17 11065 2.0 128.21 119.66 AL
## 1400 1400 1 587 4.3 297.86 119.66 NC
## 1401 1401 9 14937 2.6 202.24 119.66 MD
## 1402 1402 1 203 1.2 94.73 12.64 WA
## 1403 1403 7 10454 1.8 138.01 119.66 LA
## 1404 1404 17 43898 0.7 57.92 119.66 UT
## 1405 1405 10 22321 0.7 61.25 41.08 VA
## 1406 1406 8 6441 4.1 381.76 214.89 HI
## 1407 1407 2 116 1.8 144.00 119.66 OR
## 1408 1408 1 173 2.4 174.62 119.66 NC
## 1409 1409 2 347 2.2 160.07 119.66 NC
## 1410 1410 17 41531 2.8 210.00 322.18 SD
## 1411 1411 14 31208 0.7 53.67 133.59 LA
## 1412 1412 0 290 1.8 149.02 140.66 MD
## 1413 1413 10 72355 5.3 340.08 281.10 LA
## 1414 1414 4 1625 4.3 288.55 119.66 TX
## 1415 1415 0 191 2.2 160.08 119.66 NC
## 1416 1416 5 9725 1.7 134.47 175.46 VA
## 1417 1417 13 18526 1.1 99.24 119.66 VA
## 1418 1418 17 31761 4.6 364.48 0.00 MD
## 1419 1419 20 91271 1.5 99.88 128.21 GA
## 1420 1420 1 119 2.5 193.18 175.46 CA
## 1421 1421 13 17922 4.7 374.25 119.66 MI
## 1422 1422 -1 622 1.9 156.91 128.21 GA
## 1423 1423 5 1 2.9 230.02 38.36 MI
## 1424 1424 16 23824 5.3 535.92 119.66 NY
## 1425 1425 17 40363 1.2 92.89 119.66 VA
## 1426 1426 13 28801 5.3 425.26 121.21 CA
## 1427 1427 5 11565 4.6 442.98 221.71 NJ
## 1428 1428 9 13730 7.6 612.48 175.46 CA
## 1429 1429 6 4720 1.2 104.32 119.66 MA
## 1430 1430 6 11192 11.1 701.63 311.14 TN
## 1431 1431 14 23553 3.4 289.37 119.66 CO
## 1432 1432 14 40719 1.9 107.55 176.44 MO
## 1433 1433 8 4952 0.4 22.80 119.66 PA
## 1434 1434 14 34402 2.1 142.31 175.46 TX
## 1435 1435 12 21559 8.1 598.23 820.86 IA
## 1436 1436 2 329 2.6 185.64 9.73 CT
## 1437 1437 19 21192 7.1 498.47 260.67 MT
## 1438 1438 3 4001 1.6 102.49 138.19 MO
## 1439 1439 1 1597 0.5 33.05 119.66 KS
## 1440 1440 22 32750 0.8 69.55 119.66 MA
## 1441 1441 12 37153 1.6 98.50 119.66 FL
## 1442 1442 3 5412 3.9 219.57 119.66 KY
## 1443 1443 20 32387 5.2 378.87 322.18 SC
## 1444 1444 19 45273 7.8 543.35 944.04 TX
## 1445 1445 6 10493 9.8 536.58 371.24 NY
## 1446 1446 13 51313 3.1 190.01 119.66 OK
## 1447 1447 15 41833 1.7 107.78 206.14 OK
## 1448 1448 10 29132 4.4 343.71 206.14 TX
## 1449 1449 19 18423 5.1 524.61 175.46 CA
## 1450 1450 12 62728 0.2 14.04 119.66 TX
## 1451 1451 12 12891 5.1 432.96 119.66 CA
## 1452 1452 16 23584 4.8 407.77 175.46 CA
## 1453 1453 19 33086 2.0 151.41 119.66 WY
## 1454 1454 14 27732 1.7 111.69 119.66 MO
## 1455 1455 12 13304 6.4 341.01 299.63 AR
## 1456 1456 8 13785 2.5 203.51 119.66 TX
## 1457 1457 18 12666 0.7 49.67 119.66 NC
## 1458 1458 17 11977 5.6 397.37 404.78 NC
## 1459 1459 5 5065 9.0 557.57 316.56 NC
## 1460 1460 -1 56 4.4 279.70 0.00 GA
## 1461 1461 16 43186 2.5 175.99 119.66 TX
## 1462 1462 14 8883 1.9 130.15 175.46 CO
## 1463 1463 3 10471 6.7 444.77 654.28 OK
## 1464 1464 20 25541 1.6 114.61 119.66 OK
## 1465 1465 11 46483 2.0 132.74 119.66 TX
## 1466 1466 4 7094 2.4 176.41 126.81 GA
## 1467 1467 16 27723 1.2 83.98 119.66 FL
## 1468 1468 1 682 1.3 85.49 119.66 TX
## 1469 1469 11 14521 7.3 517.99 119.66 NC
## 1470 1470 14 35720 0.0 0.00 0.00 MA
## 1471 1471 10 14117 4.3 302.72 0.00 FL
## 1472 1472 13 14861 4.8 365.89 119.66 NC
## 1473 1473 9 33194 3.2 220.38 119.66 TX
## 1474 1474 1 2286 4.7 355.63 119.66 CT
## 1475 1475 4 15401 0.2 11.84 128.21 GA
## 1476 1476 20 38966 6.3 468.44 119.66 FL
## 1477 1477 13 41072 5.3 393.26 119.66 FL
## 1478 1478 9 31993 0.0 0.00 0.00 OK
## 1479 1479 5 16535 2.5 196.46 191.97 PA
## 1480 1480 9 11152 0.6 54.06 145.56 NJ
## 1481 1481 2 1579 1.2 64.37 119.66 MO
## 1482 1482 16 16016 1.7 116.12 119.66 PA
## 1483 1483 10 23118 3.7 229.89 119.66 TX
## 1484 1484 12 14099 4.1 247.11 937.07 ME
## 1485 1485 10 7367 2.1 191.30 153.16 NJ
## 1486 1486 14 15497 6.6 508.82 119.66 FL
## 1487 1487 -1 226 1.1 75.90 123.06 PA
## 1488 1488 0 125 2.5 115.95 119.66 WV
## 1489 1489 8 30595 0.4 24.86 119.66 PA
## 1490 1490 16 42067 4.1 318.67 175.46 ME
## 1491 1491 8 7778 1.3 104.00 123.36 WI
## 1492 1492 12 3119 0.9 37.66 188.00 IL
## 1493 1493 17 13603 0.0 0.00 0.00 WI
## 1494 1494 3 8541 3.2 151.11 345.98 GA
## 1495 1495 3 2327 1.6 134.02 119.66 CO
## 1496 1496 13 13521 2.8 168.00 118.47 SC
## 1497 1497 -1 6 0.8 59.76 119.66 CT
## 1498 1498 19 49050 1.0 63.09 177.01 KS
## 1499 1499 14 12162 2.2 143.44 119.66 MO
## 1500 1500 6 8123 0.2 12.78 119.66 KS
## 1501 1501 7 6905 1.8 96.87 119.66 PA
## 1502 1502 6 3296 1.5 80.80 119.66 MT
## 1503 1503 17 66301 2.3 167.44 121.54 TX
## 1504 1504 3 200 1.3 92.90 118.47 WI
## 1505 1505 4 2188 2.4 202.47 225.60 NJ
## 1506 1506 2 5103 5.5 374.00 1.85 FL
## 1507 1507 13 34379 2.0 104.93 119.66 MO
## 1508 1508 0 41 3.0 177.70 118.36 NY
## 1509 1509 14 31196 4.3 319.47 175.46 TX
## 1510 1510 6 5777 5.4 398.61 129.24 OK
## 1511 1511 17 72173 2.7 174.24 119.66 TX
## 1512 1512 10 20781 4.6 345.34 219.38 OK
## 1513 1513 19 32124 3.0 200.59 348.01 TX
## 1514 1514 4 1392 3.2 248.83 206.14 CA
## 1515 1515 7 17610 12.9 1186.80 1859.15 NV
## 1516 1516 17 16612 5.7 422.94 119.66 FL
## 1517 1517 1 5 2.4 166.83 119.66 TX
## 1518 1518 6 17334 1.7 137.86 128.21 GA
## 1519 1519 17 32384 3.3 236.33 215.84 TN
## 1520 1520 11 40962 2.1 160.02 136.91 ID
## 1521 1521 1 411 1.5 87.35 128.21 IN
## 1522 1522 0 5 4.2 384.36 117.18 CA
## 1523 1523 6 17212 0.7 52.96 131.03 CT
## 1524 1524 6 17211 10.3 779.35 1583.62 CT
## 1525 1525 2 447 0.0 0.00 0.00 VA
## 1526 1526 1 242 5.3 358.81 119.66 OK
## 1527 1527 5 21014 1.1 88.95 128.21 GA
## 1528 1528 3 4748 1.9 136.37 119.66 FL
## 1529 1529 6 15516 2.3 109.92 119.66 NE
## 1530 1530 13 27474 1.8 135.18 119.66 FL
## 1531 1531 11 63333 12.7 844.82 0.00 FL
## 1532 1532 16 95227 6.8 551.43 128.21 GA
## 1533 1533 11 16497 5.9 525.69 122.76 MA
## 1534 1534 0 22 5.7 445.27 119.66 TX
## 1535 1535 18 7650 5.9 494.63 119.66 CA
## 1536 1536 13 15080 0.0 0.00 0.00 NJ
## 1537 1537 8 22584 10.9 859.52 393.09 TX
## 1538 1538 8 30490 6.0 450.20 206.14 FL
## 1539 1539 15 15743 6.4 447.89 175.46 WA
## 1540 1540 13 20593 1.7 137.86 128.21 GA
## 1541 1541 11 35033 1.4 97.70 53.49 KS
## 1542 1542 5 7632 3.1 264.99 119.66 WA
## 1543 1543 4 7459 8.2 608.44 119.66 FL
## 1544 1544 20 55202 5.8 413.34 1212.08 OH
## 1545 1545 6 12350 0.9 69.54 119.66 WA
## 1546 1546 0 11327 1.7 136.35 346.24 CA
## 1547 1547 14 40966 2.5 193.78 201.00 AZ
## 1548 1548 10 39482 2.9 167.08 175.46 OK
## 1549 1549 19 29047 2.6 235.35 0.00 CA
## 1550 1550 12 50272 8.7 512.12 2107.07 AL
## 1551 1551 18 56451 6.5 450.45 965.12 FL
## 1552 1552 3 10853 6.5 440.92 175.46 PA
## 1553 1553 8 14746 0.7 55.27 119.66 OR
## 1554 1554 12 15697 0.2 14.40 119.66 FL
## 1555 1555 4 7522 1.9 158.77 160.34 NJ
## 1556 1556 14 22911 7.0 535.56 180.12 FL
## 1557 1557 7 16963 1.5 93.24 0.00 SD
## 1558 1558 7 19539 1.5 93.00 175.46 NC
## 1559 1559 6 20257 3.6 269.70 188.00 IN
## 1560 1560 19 42000 2.4 269.19 175.46 CA
## 1561 1561 18 31241 3.5 251.04 119.66 NC
## 1562 1562 8 10626 3.3 235.85 287.56 KY
## 1563 1563 9 19006 1.3 94.51 128.21 GA
## 1564 1564 10 19350 5.1 370.77 345.20 GA
## 1565 1565 6 14174 0.9 67.47 0.00 AZ
## 1566 1566 12 16678 2.2 154.49 174.27 LA
## 1567 1567 2 2389 3.4 285.03 338.48 UT
## 1568 1568 10 26163 2.2 150.85 175.46 FL
## 1569 1569 8 40212 1.2 111.60 143.48 NY
## 1570 1570 0 3 0.7 44.43 0.00 PA
## 1571 1571 6 7966 1.0 46.17 119.66 IA
## 1572 1572 5 2184 1.0 74.50 44.00 VA
## 1573 1573 13 18846 10.9 716.70 373.12 PA
## 1574 1574 8 13922 1.0 73.00 175.46 MN
## 1575 1575 1 414 6.3 540.32 284.02 MA
## 1576 1576 21 83836 1.6 129.88 119.66 CA
## 1577 1577 0 2 0.6 38.08 0.00 PA
## 1578 1578 1 187 1.7 139.08 118.47 VA
## 1579 1579 2 1397 8.2 461.17 119.66 VT
## 1580 1580 8 15755 15.7 981.25 1030.24 PA
## 1581 1581 1 1042 2.0 153.51 23.13 NV
## 1582 1582 0 1 0.3 19.04 0.00 PA
## 1583 1583 9 14558 2.3 162.63 339.90 NY
## 1584 1584 5 6794 0.4 28.36 119.66 NC
## 1585 1585 0 2 0.2 12.69 2.81 PA
## 1586 1586 0 108 0.7 52.93 132.89 PA
## 1587 1587 9 30640 4.3 297.54 175.46 FL
## 1588 1588 9 30735 8.9 615.82 858.49 FL
## 1589 1589 13 19030 1.8 129.70 119.66 NY
## 1590 1590 0 167 1.0 75.14 119.66 CT
## 1591 1591 2 841 1.8 148.79 119.66 MA
## 1592 1592 0 5 4.4 338.22 117.18 MI
## 1593 1593 15 34018 4.1 298.75 119.66 FL
## 1594 1594 19 63904 4.4 339.97 261.16 TX
## 1595 1595 20 65651 5.0 386.33 175.46 TX
## 1596 1596 7 496 1.4 91.51 119.66 LA
## 1597 1597 7 14422 0.7 48.66 131.70 FL
## 1598 1598 9 11229 2.6 176.06 119.66 TX
## 1599 1599 18 14233 4.4 385.77 153.16 NJ
## 1600 1600 6 14155 2.0 155.40 119.66 RI
## 1601 1601 1 405 1.4 136.69 119.66 NY
## 1602 1602 1 444 1.6 141.76 119.66 NY
## 1603 1603 17 75587 5.0 421.29 128.21 GA
## 1604 1604 19 35645 3.0 189.90 188.00 GA
## 1605 1605 9 16481 1.3 85.33 119.66 PA
## 1606 1606 12 30104 2.1 220.82 17.76 CA
## 1607 1607 10 27328 0.6 44.69 175.46 TX
## 1608 1608 16 56013 4.2 281.40 119.66 TX
## 1609 1609 5 7131 0.2 9.45 119.66 VT
## 1610 1610 0 115 3.4 261.57 146.25 NJ
## 1611 1611 13 32894 0.7 49.10 123.69 TN
## 1612 1612 12 17432 13.2 982.19 651.81 FL
## 1613 1613 7 15085 4.6 340.71 119.66 AL
## 1614 1614 15 31720 10.0 695.09 192.89 FL
## 1615 1615 2 6740 3.8 205.14 407.00 FL
## 1616 1616 9 47314 5.6 356.69 119.66 FL
## 1617 1617 12 13073 3.9 273.54 132.86 OK
## 1618 1618 15 29786 0.7 55.78 126.51 KS
## 1619 1619 1 147 0.8 78.11 119.66 NY
## 1620 1620 11 15565 33.9 3234.41 2046.03 HI
## 1621 1621 0 2 2.1 185.08 0.00 CA
## 1622 1622 14 17195 4.5 318.10 371.59 IL
## 1623 1623 13 28125 3.5 306.53 152.05 NJ
## 1624 1624 23 33011 1.8 129.04 119.66 PA
car<- as_data_frame(veh_fail)
## Warning: `as_data_frame()` is deprecated, use `as_tibble()` (but mind the new semantics).
## This warning is displayed once per session.
print(car)
## # A tibble: 1,624 x 7
## Vehicle fm Mileage lh lc mc State
## <int> <dbl> <dbl> <dbl> <dbl> <dbl> <fct>
## 1 1 0 863 1.1 66.3 697. MS
## 2 2 10 4644 2.4 233. 120. CA
## 3 3 15 16330 4.2 325. 175. WI
## 4 4 0 13 1 66.6 0 OR
## 5 5 13 22537 4.5 329. 175. AZ
## 6 6 21 40931 3.1 205. 175. FL
## 7 7 11 34762 0.7 49.2 145. LA
## 8 8 5 11051 2.9 209. 270. GA
## 9 9 8 7003 3.4 212. 120. WA
## 10 10 1 11 0.7 44.4 0 PA
## # ... with 1,614 more rows
car %>%
filter(State == 'CA' | State == 'TX'| State == 'FL')
## # A tibble: 661 x 7
## Vehicle fm Mileage lh lc mc State
## <int> <dbl> <dbl> <dbl> <dbl> <dbl> <fct>
## 1 2 10 4644 2.4 233. 120. CA
## 2 6 21 40931 3.1 205. 175. FL
## 3 11 17 24879 3.5 260. 120. TX
## 4 13 14 29782 10 695. 228. FL
## 5 19 12 44865 4.9 320. 120. FL
## 6 22 11 20694 2.3 194. 120. CA
## 7 25 17 24568 4.8 373. 120. TX
## 8 30 10 34644 4.7 341. 120. FL
## 9 41 4 3879 1.8 122. 175. CA
## 10 45 4 6244 3.3 267. 205. CA
## # ... with 651 more rows
car %>%
filter(State == 'CA', Mileage)
## # A tibble: 200 x 7
## Vehicle fm Mileage lh lc mc State
## <int> <dbl> <dbl> <dbl> <dbl> <dbl> <fct>
## 1 2 10 4644 2.4 233. 120. CA
## 2 22 11 20694 2.3 194. 120. CA
## 3 41 4 3879 1.8 122. 175. CA
## 4 45 4 6244 3.3 267. 205. CA
## 5 48 15 13394 4.1 326. 171. CA
## 6 64 13 28305 1.3 107. 175. CA
## 7 71 8 80064 3.9 303. 175. CA
## 8 73 16 36876 7.1 647. 120. CA
## 9 95 11 11558 1.4 122. 120. CA
## 10 136 0 10 0.8 54.1 0 CA
## # ... with 190 more rows
car %>%
filter(State == 'CA' | State == 'TX'| State == 'FL') %>%
arrange(desc(Mileage))
## # A tibble: 661 x 7
## Vehicle fm Mileage lh lc mc State
## <int> <dbl> <dbl> <dbl> <dbl> <dbl> <fct>
## 1 1227 21 99983 0.6 53.0 122. CA
## 2 875 20 96933 8.2 520. 399. TX
## 3 1341 20 86083 6.6 503. 175. TX
## 4 705 20 84505 1.6 122. 237. FL
## 5 906 20 84254 0.5 36.8 120. CA
## 6 1576 21 83836 1.6 130. 120. CA
## 7 71 8 80064 3.9 303. 175. CA
## 8 514 21 78534 5.7 419. 175. TX
## 9 455 16 75392 1.6 100. 120. TX
## 10 1370 7 75106 2.3 210. 0 TX
## # ... with 651 more rows
#Summarise
car%>%
summarise(Avg_lc = mean(lc),
sd_lc = sd(lc),
max_lc= max(lc),
min_lc = min(lc),
median_lc= median(lc),
total = n())
## # A tibble: 1 x 6
## Avg_lc sd_lc max_lc min_lc median_lc total
## <dbl> <dbl> <dbl> <dbl> <dbl> <int>
## 1 243. 220. 3234. 0 196. 1624
# Group by
car%>%
group_by(State)%>%
summarise(Avg_lc = mean(lc),
sd_lc = sd(lc),
max_lc= max(lc),
min_lc = min(lc),
median_lc= median(lc),
total = n()) %>%
arrange(desc(Avg_lc))
## # A tibble: 51 x 7
## State Avg_lc sd_lc max_lc min_lc median_lc total
## <fct> <dbl> <dbl> <dbl> <dbl> <dbl> <int>
## 1 HI 1010. 1486. 3234. 151. 327. 4
## 2 NV 382. 287. 1187. 0 360. 18
## 3 NM 342. 372. 1268. 56.8 232. 12
## 4 NJ 331. 466. 2263. 0 223. 21
## 5 AZ 315. 151. 716. 16.1 299. 61
## 6 CA 285. 203. 1121. 0 234. 200
## 7 AL 285. 352. 1711. 0 182. 26
## 8 FL 275. 183. 982. 0 237. 168
## 9 TX 270. 234. 2652. 0 232. 293
## 10 WA 255. 180. 813. 0 219. 22
## # ... with 41 more rows
#Mutate
car%>%
group_by(State)%>%
mutate(cph = sum(lc)/sum(lh))%>%
summarise(Avg_cph = mean(cph),
Avg_mlg = mean(Mileage))%>%
arrange(desc(Avg_cph))
## # A tibble: 51 x 3
## State Avg_cph Avg_mlg
## <fct> <dbl> <dbl>
## 1 HI 94.3 13641
## 2 AK 90.5 16356
## 3 NJ 87.3 12619.
## 4 CA 85.3 17612.
## 5 MA 82.5 15449.
## 6 NV 81.3 15173.
## 7 CO 80.3 16837.
## 8 RI 77.7 7126.
## 9 MD 77.7 14468.
## 10 UT 77.6 14446.
## # ... with 41 more rows
# Histogram
car %>%
filter(State == 'CA' | State == 'TX'| State == 'FL')%>%
ggplot(aes(x = lc, fill= State))+
geom_histogram(alpha = 0.75 , color = 'darkred')+
ggtitle('Labor Cost in Top 3 States')
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
# Separately plotted
car %>%
filter(State == 'CA' | State == 'TX'| State == 'FL')%>%
ggplot(aes(x = lc, fill= State))+
geom_histogram(alpha = 0.75 , color = 'darkred')+
ggtitle('Labor Cost in Top 3 States')+
facet_wrap(~State)
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
# Density
car %>%
filter(State == 'CA' | State == 'TX'| State == 'FL')%>%
ggplot(aes(x = lc, fill= State))+
geom_density(alpha = 0.75 , color = 'darkred')+
ggtitle('Labor Cost in Top 3 States')
# Scatter
car %>%
filter(State == 'CA' | State == 'TX'| State == 'FL')%>%
ggplot(aes(x = lc, y = lh , color = State , size = mc))+
geom_point(alpha = 0.75 , color = 'darkred')+
geom_smooth() # put 'se = 0' to remove the spread of the line
## `geom_smooth()` using method = 'loess' and formula 'y ~ x'
# Statewise
car %>%
filter(State == 'CA' | State == 'TX'| State == 'FL')%>%
ggplot(aes(x = lc, y = lh , color = State , size = mc))+
geom_point(alpha = 0.75 , color = 'darkred')+
geom_smooth()+
facet_wrap(~State)
## `geom_smooth()` using method = 'loess' and formula 'y ~ x'
new <- car%>%
group_by(State)%>%
mutate(cph = sum(lc)/sum(lh))%>%
summarise(Avg_cph = mean(cph),
Avg_mlg = mean(Mileage))%>%
arrange(desc(Avg_cph))
ggplot(new , aes(x= State, y= Avg_cph , fill = State)) +
geom_col()+ coord_flip()+
ggtitle('Cost Per hour in % States')
car %>%
group_by(State)%>%
filter(n()>40) %>%
ggplot(aes(x=State, y= Mileage, col= State))+
geom_boxplot()
# Data Preparation
new <- car%>%
group_by(State)%>%
summarise(total= n(),
avg_mileage= mean(Mileage))
colnames(new) <- c('region','value', 'mileage')
new
## # A tibble: 51 x 3
## region value mileage
## <fct> <int> <dbl>
## 1 * 1 59525
## 2 AK 4 16356
## 3 AL 26 21322.
## 4 AR 9 11616.
## 5 AZ 61 22039.
## 6 CA 200 17612.
## 7 CO 35 16837.
## 8 CT 12 10400.
## 9 DE 1 4364
## 10 FL 168 22152.
## # ... with 41 more rows
new$region <- abbr2state(new$region)
new$region <- tolower(new$region)
new [-1,]
## # A tibble: 50 x 3
## region value mileage
## <chr> <int> <dbl>
## 1 alaska 4 16356
## 2 alabama 26 21322.
## 3 arkansas 9 11616.
## 4 arizona 61 22039.
## 5 california 200 17612.
## 6 colorado 35 16837.
## 7 connecticut 12 10400.
## 8 delaware 1 4364
## 9 florida 168 22152.
## 10 georgia 75 21776.
## # ... with 40 more rows
state_choropleth(new, title = "Car Failure in US", legend = 'Number of Failures')
## Warning in super$initialize(map.df, user.df): Your data.frame contains the
## following regions which are not mappable: NA
## Warning in self$bind(): The following regions were missing and are being set to
## NA: district of columbia
