Project 1: Difference in Mean
Nina Daniel
2026-10-29
Import data set
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run10 <- read.csv("run10.csv")What is the difference in time between the fastest runner and the average of all runners?
Introduction
To keep track of over 10k participants in the credit union cherry blossom run, a dataset is necessary to store important information. The Cherry Blossom 10 mile run data, 2009 contains details of participants who ran the cherry blossom 10k in 2009.
The dataset I will be using is titled run10, data of 14 variables for all 14,974 participants of a 10 mile Cherry Blossom Run in 2009. Run10 dataset includes variables such as, place - finishing position of runners, time which is the total run time from start to finish, location, div - (running division by age group), div_tot total number of people in the division split by gender). The variables used in this data set will aid in making logarithmic calculations and store information for future 10k runs.
Data Analysis
The variables used in this data set will help in finding out the difference in time it took for the first place runner versus the average of time for all runners. (eg; time, place, and location, gender) for my dataset
Time - the total run time of runners from start to finish
Place - finishing position divided by gender
Location - hometown city of where the runners came from
Gender - gender of each runner
The data analysis I will compute is the average run time of all runners and subtract that from the fastest runner’s time. Since I am comparing the average time of runners. I will create a dot plot to to visualize how much time it took for runner to run a 10k and what place they got. I will also provide a summary detailing analysis of the cleaned data set.
data set is cleaned to show the runner, time, place gender, age, and where they are from.
cleaned_run10 <- run10 |>
select(time, place, gender, age, location)|>
arrange(time)
cleaned_run10## time place gender age location
## 1 45.25 1 M 22 Kenya
## 2 46.47 2 M 23 Kenya
## 3 47.55 3 M 36 Kenya
## 4 47.57 4 M 27 Tucson AZ
## 5 47.67 5 M 24 Blowing Rock NC
## 6 47.83 6 M 31 Ethiopia
## 7 48.63 7 M 29 Minneapolis MN
## 8 49.23 8 M 28 Boulder CO
## 9 50.30 9 M 26 Washington DC
## 10 50.73 10 M 31 Washington DC
## 11 50.93 11 M 32 Bridgeport WV
## 12 50.95 13 M 32 Arlington VA
## 13 50.95 12 M 23 Washington DC
## 14 51.17 14 M 41 Alexandria VA
## 15 51.27 15 M 29 Exton PA
## 16 51.28 16 M 28 Denver CO
## 17 51.38 17 M 27 Arlington VA
## 18 51.45 18 M 29 Rockville MD
## 19 51.48 19 M 28 Bridgewater VA
## 20 51.72 20 M 29 Columbia MD
## 21 51.88 21 M 30 Baltimore MD
## 22 51.95 22 M 28 Rockville MD
## 23 52.27 23 M 27 Durham NC
## 24 52.53 24 M 31 North Bethesda MD
## 25 52.68 25 M 29 Alexandria VA
## 26 52.90 26 M 25 Alexandria VA
## 27 53.07 27 M 30 Washington DC
## 28 53.22 28 M 23 Arlington VA
## 29 53.35 29 M 36 Arlington VA
## 30 53.60 30 M 26 Washington DC
## 31 53.62 31 M 33 Philadelphia PA
## 32 53.65 32 M 26 Blacksburg VA
## 33 53.73 33 M 23 Washington DC
## 34 54.00 34 M 24 Hagerstown MD
## 35 54.03 1 F 26 Kenya
## 36 54.32 35 M 29 Falls Church VA
## 37 54.33 36 M 30 Alexandria VA
## 38 54.40 2 F 29 Ethiopia
## 39 54.42 37 M 37 Alexandria VA
## 40 54.55 3 F 30 Ethiopia
## 41 54.60 4 F 26 Poland
## 42 54.62 5 F 29 Arlington VA
## 43 54.67 38 M 26 Arlington VA
## 44 54.77 39 M 26 New York NY
## 45 54.88 40 M 34 Takoma Park MD
## 46 55.18 41 M 36 Columbia MD
## 47 55.22 42 M 28 Rockville MD
## 48 55.27 6 F 29 Charlotte NC
## 49 55.38 43 M 24 Frostburg MD
## 50 55.40 7 F 32 Boulder CO
## 51 55.52 44 M 25 Gaithersburg MD
## 52 55.58 45 M 56 Burlington VT
## 53 55.82 46 M 23 Washington DC
## 54 55.90 47 M 30 Washington DC
## 55 55.93 48 M 45 McLean VA
## 56 56.02 49 M 32 Columbia MD
## 57 56.07 8 F 26 Flagstaff AZ
## 58 56.15 50 M 26 Philadelphia PA
## 59 56.22 51 M 27 Washington DC
## 60 56.38 52 M 26 Arlington VA
## 61 56.42 53 M 26 Arlington VA
## 62 56.42 54 M 29 Reston VA
## 63 56.52 55 M 47 Boulder CO
## 64 56.60 56 M 32 Columbia MD
## 65 56.63 57 M 34 Chicago IL
## 66 56.65 58 M 48 Manhattan KS
## 67 56.73 60 M 36 Pottstown PA
## 68 56.73 59 M 31 Portland OR
## 69 56.73 61 M 31 Bethesda MD
## 70 56.78 62 M 26 Silver Spring MD
## 71 56.85 63 M 45
## 72 56.87 64 M 40 Olney MD
## 73 56.88 65 M 31 Sparks MD
## 74 56.92 66 M 30 Pittsburgh PA
## 75 57.00 67 M 28 Alexandria VA
## 76 57.02 68 M 40 Jersey City NJ
## 77 57.08 69 M 26 Silver Spring MD
## 78 57.10 70 M 26 Washington DC
## 79 57.12 71 M 26 Warrenton VA
## 80 57.12 72 M 46 Columbia MD
## 81 57.13 73 M 26 Washington DC
## 82 57.22 74 M 33 Washington DC
## 83 57.27 75 M 29 Washington DC
## 84 57.30 76 M 21 Cockeysville MD
## 85 57.37 77 M 41 Valparaiso IN
## 86 57.42 78 M 45 Chevy Chase MD
## 87 57.42 80 M 26 Washington DC
## 88 57.42 79 M 33 Washington DC
## 89 57.45 81 M 50 Derwood MD
## 90 57.47 9 F 30 Ukraine
## 91 57.55 82 M 30 Washington DC
## 92 57.58 83 M 26 Columbia MD
## 93 57.62 84 M 29 Alexandria VA
## 94 57.78 85 M 30 Charlotte NC
## 95 57.80 87 M 55 Decatur GA
## 96 57.80 86 M 31 Washington DC
## 97 57.92 88 M 31 Arlington VA
## 98 57.93 89 M 30 Georgetown DE
## 99 57.98 90 M 31 Washington DC
## 100 57.98 91 M 28 Dresher PA
## 101 58.00 92 M 33 Washington DC
## 102 58.05 93 M 50 Rockville MD
## 103 58.10 94 M 25 Washington DC
## 104 58.20 95 M 22 Washington DC
## 105 58.23 10 F 47 Boulder CO
## 106 58.45 96 M 33 Columbia MD
## 107 58.47 97 M 35 Glenn Dale MD
## 108 58.48 98 M 51 Rockville MD
## 109 58.53 99 M 31 Rockville MD
## 110 58.58 100 M 29 San Francisco CA
## 111 58.60 101 M 49 Watertown CT
## 112 58.63 11 F 26 Charlotte NC
## 113 58.63 102 M 26 Arlington VA
## 114 58.67 103 M 31 New York NY
## 115 58.70 104 M 30 Washington DC
## 116 58.72 105 M 36 Alexandria VA
## 117 58.83 12 F 27 Chevy Chase MD
## 118 58.90 106 M 32 Washington DC
## 119 58.92 107 M 33 Concord NC
## 120 58.98 108 M 32 Baltimore MD
## 121 58.98 109 M 34 Baltimore MD
## 122 59.05 110 M 32 Baltimore MD
## 123 59.10 111 M 39 Ellicott City MD
## 124 59.10 112 M 39 Baltimore MD
## 125 59.17 113 M 34 Arlington VA
## 126 59.27 114 M 36 Washington DC
## 127 59.33 115 M 56 Baltimore MD
## 128 59.37 116 M 39 Silver Spring MD
## 129 59.38 118 M 33 Silver Spring MD
## 130 59.38 117 M 50 Bethesda MD
## 131 59.42 119 M 31 Falls Church VA
## 132 59.47 120 M 38 Washington DC
## 133 59.48 121 M 25 Allentown PA
## 134 59.50 122 M 32 Washington DC
## 135 59.52 123 M 33
## 136 59.57 124 M 16 Ellicott City MD
## 137 59.62 125 M 25 Washington DC
## 138 59.63 13 F 29 Baltimore MD
## 139 59.65 126 M 29 Washington DC
## 140 59.67 127 M 37 Alexandria VA
## 141 59.68 129 M 28 New York NY
## 142 59.68 128 M 36 Washington DC
## 143 59.68 130 M 26 New York NY
## 144 59.75 131 M 38 Bethesda MD
## 145 59.85 134 M 30 Boston MA
## 146 59.85 133 M 34 Falls Church VA
## 147 59.85 132 M 47 Alexandria VA
## 148 59.87 135 M 44 Damascus MD
## 149 59.88 136 M 29 Alexandria VA
## 150 59.93 137 M 36 Woodbridge VA
## 151 59.98 138 M 26 Arlington VA
## 152 59.98 14 F 29 Charlotte NC
## 153 60.00 139 M 28 Arlington VA
## 154 60.02 140 M 53 Dublin OH
## 155 60.02 15 F 26 Arlington VA
## 156 60.05 141 M 44 New York NY
## 157 60.05 142 M 46 Baltimore MD
## 158 60.08 16 F 27 Washington DC
## 159 60.10 143 M 34 Catonsville MD
## 160 60.10 144 M 40 Washington DC
## 161 60.12 145 M 34 New York NY
## 162 60.17 146 M 63 Vienna OH
## 163 60.18 147 M 46 Broadlands VA
## 164 60.18 148 M 31 Washington DC
## 165 60.23 17 F 28 Winston Salem NC
## 166 60.28 149 M 29 Hagerstown MD
## 167 60.32 150 M 36 Arlington VA
## 168 60.32 151 M 35 Windsor CT
## 169 60.33 152 M 28 Washington DC
## 170 60.35 153 M 33 New York NY
## 171 60.37 154 M 25 Arlington VA
## 172 60.37 155 M 25 Baltimore MD
## 173 60.37 19 F 36 Alexandria VA
## 174 60.37 18 F 43 Leesburg VA
## 175 60.38 157 M 53 Cincinnati OH
## 176 60.38 156 M 40 Alexandria VA
## 177 60.45 158 M 51 Shillington PA
## 178 60.52 159 M 35 New York NY
## 179 60.53 160 M 25 Arlington VA
## 180 60.55 20 F 30 Virginia Beach VA
## 181 60.55 161 M 35 Chantilly VA
## 182 60.65 162 M 49 Bolivia
## 183 60.77 21 F 36 Poland OH
## 184 60.78 22 F 32 Washington DC
## 185 60.80 164 M 32 Palmyra WI
## 186 60.80 163 M 50 Virginia Beach VA
## 187 60.80 165 M 33 New York NY
## 188 60.83 166 M 28 Washington DC
## 189 60.88 168 M 37 Washington DC
## 190 60.88 167 M 33 Washington DC
## 191 60.95 169 M 29 Baltimore MD
## 192 60.97 170 M 38 South Riding VA
## 193 60.98 171 M 29 Ellicott City MD
## 194 61.00 172 M 51 West Roxbury MA
## 195 61.02 173 M 32 Washington DC
## 196 61.07 174 M 20 Enola PA
## 197 61.08 175 M 33 Andrews Afb MD
## 198 61.12 23 F 31 Alexandria VA
## 199 61.12 176 M 41 Silver Spring MD
## 200 61.17 177 M 43 Hampton VA
## 201 61.18 178 M 15 St. Louis Park MN
## 202 61.18 24 F 26 Washington DC
## 203 61.18 179 M 44 Arlington VA
## 204 61.20 181 M 22 Washington DC
## 205 61.20 180 M 30 Washington DC
## 206 61.23 182 M 24 Bethesda MD
## 207 61.25 183 M 28 Charlottesville VA
## 208 61.27 184 M 33 Aspen Hill MD
## 209 61.35 185 M 41 Dunkirk MD
## 210 61.35 25 F 26 Washington DC
## 211 61.35 26 F 27 Lebanon PA
## 212 61.37 186 M 25 Washington DC
## 213 61.38 187 M 32 Washington DC
## 214 61.42 188 M 32 Washington DC
## 215 61.45 189 M 41 Canada
## 216 61.47 191 M 28 Greenville NC
## 217 61.47 192 M 31 Chicago IL
## 218 61.47 190 M 30 Washington DC
## 219 61.50 193 M 32 Washington DC
## 220 61.53 194 M 45 Staten Island NY
## 221 61.62 195 M 16 Falls Church VA
## 222 61.63 196 M 54 Menlo Park CA
## 223 61.67 198 M 55 Pittsburgh PA
## 224 61.67 197 M 45 Lorton VA
## 225 61.72 199 M 40 Arlington VA
## 226 61.73 201 M 33 Sunnyside NY
## 227 61.73 200 M 26 Washington DC
## 228 61.78 202 M 29 Arlington VA
## 229 61.78 27 F 23 Arlington VA
## 230 61.80 28 F 40 Winchester VA
## 231 61.85 203 M 54 Oak Hill VA
## 232 61.87 204 M 43 Alexandria VA
## 233 61.87 29 F 28 Charlotte NC
## 234 61.88 205 M 30 Washington DC
## 235 61.90 206 M 38 Tempe AZ
## 236 61.92 207 M 34 Washington DC
## 237 62.00 209 M 40 Washington DC
## 238 62.00 208 M 42 Baltimore MD
## 239 62.02 210 M 31 Baltimore MD
## 240 62.03 211 M 29 Brooklyn NY
## 241 62.10 212 M 28 Brooklyn NY
## 242 62.13 213 M 38 Silver Spring MD
## 243 62.15 214 M 33 Washington DC
## 244 62.17 215 M 27 Alexandria VA
## 245 62.18 216 M 34 Burke VA
## 246 62.18 30 F 42 Bayamon PR
## 247 62.20 217 M 49 Washington DC
## 248 62.20 31 F 25 Washington DC
## 249 62.25 218 M 53 Washington DC
## 250 62.32 220 M 40 Milwaukee WI
## 251 62.32 219 M 40 Arlington VA
## 252 62.33 221 M 59 Silver Spring MD
## 253 62.33 32 F 31 Waxhaw NC
## 254 62.35 222 M 45 Cohoes NY
## 255 62.35 33 F 22 Arlington VA
## 256 62.37 223 M 27 New York NY
## 257 62.43 224 M 48 Bowie MD
## 258 62.45 225 M 27 Ellicott City MD
## 259 62.45 34 F 54 Freeport ME
## 260 62.47 227 M 30 Herndon VA
## 261 62.47 226 M 27 Washington DC
## 262 62.47 35 F 33 Baltimore MD
## 263 62.48 228 M 27 Rockville MD
## 264 62.50 229 M 44 Cedar Rapids IA
## 265 62.50 230 M 31 Arlington VA
## 266 62.53 231 M 45 Bear DE
## 267 62.57 232 M 24 Rockville MD
## 268 62.58 233 M 26 Chesapeake Beach MD
## 269 62.60 234 M 27 Washington DC
## 270 62.62 235 M 20 Washington DC
## 271 62.63 236 M 33 Austin TX
## 272 62.65 237 M 35 Fairfax VA
## 273 62.68 36 F 28 Arlington VA
## 274 62.70 37 F 30 Windsor CT
## 275 62.72 238 M 55 Gaithersburg MD
## 276 62.80 240 M 33 Milwaukee WI
## 277 62.80 239 M 42 Washington DC
## 278 62.83 241 M 46 Falls Church VA
## 279 62.85 242 M 31 Huber Heights OH
## 280 62.87 38 F 28 Denver CO
## 281 62.90 245 M 31 Washington DC
## 282 62.90 243 M 50 Springfield VA
## 283 62.90 244 M 49 Vienna VA
## 284 62.92 246 M 33 Bethesda MD
## 285 62.95 247 M 45 Hinesburg VT
## 286 62.95 248 M 35 Damascus MD
## 287 62.95 249 M 36 Columbia MD
## 288 62.97 250 M 35 Charlotte NC
## 289 62.98 251 M 32 Philadelphia PA
## 290 63.00 252 M 25 Washington DC
## 291 63.02 253 M 36 Washington DC
## 292 63.02 39 F 38 Andover MA
## 293 63.05 255 M 34 Arlington VA
## 294 63.05 254 M 35 Washington DC
## 295 63.08 256 M 29 Washington DC
## 296 63.10 258 M 27 Herndon VA
## 297 63.10 257 M 32 McLean VA
## 298 63.12 259 M 38 Washington DC
## 299 63.12 260 M 48 Warrenton VA
## 300 63.13 262 M 51 Springfield VA
## 301 63.13 261 M 48 Falls Church VA
## 302 63.13 263 M 54 Crownsville MD
## 303 63.15 264 M 30 Washington DC
## 304 63.18 267 M 41 Arlington VA
## 305 63.18 266 M 15 Washington DC
## 306 63.18 265 M 28 Georgetown DE
## 307 63.20 268 M 37 Washington DC
## 308 63.20 40 F 23 Washington DC
## 309 63.23 269 M 40 Washington DC
## 310 63.25 41 F 28 Alexandria VA
## 311 63.28 272 M 43 St. Louis Park MN
## 312 63.28 270 M 27 New York NY
## 313 63.28 271 M 29 Batimore MD
## 314 63.30 42 F 36 Jacksonville FL
## 315 63.32 274 M 32 Fairfax VA
## 316 63.32 273 M 32 Chevy Chase MD
## 317 63.35 275 M 24 Arlington VA
## 318 63.35 276 M 34 New York NY
## 319 63.38 277 M 31 Bethesda MD
## 320 63.38 43 F 23 Wetmore KS
## 321 63.40 279 M 33 Washington DC
## 322 63.40 278 M 29 Odenton MD
## 323 63.43 44 F 23 Arlington VA
## 324 63.45 45 F 27 Richmond VA
## 325 63.45 280 M 31 Washington DC
## 326 63.47 281 M 37 Sunderland MD
## 327 63.48 282 M 31 Washington DC
## 328 63.53 286 M 35 Arlington VA
## 329 63.53 283 M 29 Houston TX
## 330 63.53 285 M 35 Arlington VA
## 331 63.53 284 M 34 Chicago IL
## 332 63.58 46 F 26 Arlington VA
## 333 63.62 47 F 23 Reisterstown MD
## 334 63.62 287 M 48 Kittery Point ME
## 335 63.63 48 F 26 Durham NC
## 336 63.65 288 M 28 Reston VA
## 337 63.65 49 F 28 Charlotte NC
## 338 63.68 289 M 32 Darlington MD
## 339 63.70 290 M 44 Vienna VA
## 340 63.72 292 M 27 Washington DC
## 341 63.72 291 M 36 Rocky River OH
## 342 63.75 293 M 25 Washington DC
## 343 63.77 294 M 40 McLean VA
## 344 63.78 295 M 52 Brookeville MD
## 345 63.85 296 M 29 Arlington VA
## 346 63.87 297 M 25 Wayne PA
## 347 63.90 50 F 22 Hartsville SC
## 348 63.90 51 F 32 Madison WI
## 349 63.93 298 M 22 Durham NC
## 350 63.95 52 F 25 Charlottesville VA
## 351 63.95 53 F 27 Baltimore MD
## 352 63.97 299 M 28 Alexandria VA
## 353 63.97 300 M 24 Arlington VA
## 354 63.98 302 M 28 Washington DC
## 355 63.98 54 F 29 Lynchburg VA
## 356 63.98 301 M 27 Arlington VA
## 357 63.98 303 M 34 Washington DC
## 358 63.98 304 M 43 Alexandria VA
## 359 64.00 305 M 37 Rockville MD
## 360 64.00 306 M 31 Washington DC
## 361 64.02 307 M 48 Ellicott City MD
## 362 64.03 308 M 41 Washington DC
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## 364 64.07 309 M 36 North Potomac MD
## 365 64.10 311 M 25 Washington DC
## 366 64.10 310 M 31 Washington DC
## 367 64.10 56 F 26 Washington DC
## 368 64.12 312 M 35 Arlington VA
## 369 64.15 313 M 23 Hershey PA
## 370 64.17 314 M 24 Arlington VA
## 371 64.23 57 F 29 Brooklyn NY
## 372 64.23 315 M 29 Chapel Hill NC
## 373 64.25 316 M 32 West Palm Beach FL
## 374 64.28 58 F 34 New York NY
## 375 64.28 318 M 26 Arlington VA
## 376 64.28 317 M 27 Washington DC
## 377 64.30 319 M 46 Fairfax VA
## 378 64.32 321 M 59 Bethesda MD
## 379 64.32 320 M 14 Rockville MD
## 380 64.33 323 M 32 Arlington VA
## 381 64.33 322 M 51 Rock Port MO
## 382 64.37 324 M 35 Ashburn VA
## 383 64.37 325 M 43 Bethesda MD
## 384 64.38 326 M 32 Springfield VA
## 385 64.40 327 M 39 Manassas VA
## 386 64.42 328 M 27 Blacksburg VA
## 387 64.45 329 M 32 Arlington VA
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## 389 64.52 331 M 41 Washington DC
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## 395 64.60 335 M 17 Springfield VA
## 396 64.62 337 M 37 Ellicott City MD
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## 407 64.77 62 F 43 Arlington VA
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## 412 64.78 350 M 30 Washington DC
## 413 64.78 349 M 32 Washington DC
## 414 64.82 353 M 26 Washington DC
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## 416 64.82 352 M 16 Manssas VA
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## 568 66.63 477 M 39 Alexandria VA
## 569 66.65 478 M 36 Springfield VA
## 570 66.67 92 F 37 Gaithersburg MD
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## 572 66.70 480 M 27 Washington DC
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## 1841 75.28 1422 M 29 Arlington VA
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## 1847 75.32 1430 M 37 Woodbridge VA
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## 1850 75.32 1429 M 28 Washington DC
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## 1917 75.60 1473 M 39 Vienna VA
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## 1942 75.70 1487 M 27 Arlington VA
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## 1989 75.87 1525 M 32 Falls Church VA
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## 1998 75.88 1531 M 32 Vienna VA
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## 2007 75.90 1539 M 30 Fairfax VA
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## 2009 75.92 1540 M 40 Clifton VA
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## 2016 75.93 1542 M 24 Falls Church VA
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## 2018 75.93 471 F 25
## 2019 75.95 475 F 25 Great Falls VA
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## 12139 102.85 5992 M 43 Ashburn VA
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## 12263 103.22 6037 M 36 Bluemont VA
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## 12292 103.32 6047 M 27 Washington DC
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## 12321 103.40 6265 F 25 Washington DC
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## 12325 103.42 6060 M 26 Washington DC
## 12326 103.42 6059 M 22 Ashburn VA
## 12327 103.42 6267 F 39 Springfield VA
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## 12338 103.45 6276 F 48 Arlington VA
## 12339 103.45 6273 F 30 Washington DC
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## 12341 103.45 6272 F 29 Arlington VA
## 12342 103.45 6275 F 32 Washington DC
## 12343 103.47 6067 M 16 Washington DC
## 12344 103.47 6280 F 60 Woodbridge VA
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## 14132 109.57 6544 M 30 Washington DC
## 14133 109.57 6543 M 41 Washington DC
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## 14557 111.63 6641 M 38 Gainesville VA
## 14558 111.65 7917 F 29 Washington DC
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## 14560 111.65 6642 M 47 Herndon VA
## 14561 111.65 6643 M 60 Arlington VA
## 14562 111.65 7923 F 46 Herndon VA
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## 16770 135.92 9614 F 46 Arlington VA
## 16771 135.92 9613 F 45 Alexandria CA
## 16772 135.97 7158 M 53 Falls Church VA
## 16773 135.98 9617 F 30 Bristow VA
## 16774 135.98 9615 F 30 Warminster PA
## 16775 135.98 9616 F 28 Woodbridge VA
## 16776 136.10 9618 F 63 Leesburg VA
## 16777 136.12 9619 F 50 Gaithersburg MD
## 16778 136.13 9620 F 37 Washington DC
## 16779 136.15 9621 F 47 Derwood MD
## 16780 136.15 7159 M 33 California MD
## 16781 136.18 9622 F 58 Alexandria VA
## 16782 136.27 9623 F 31 Woodbridge VA
## 16783 136.27 7160 M 70 Reston VA
## 16784 136.38 9624 F 28 Washington DC
## 16785 136.38 9625 F 33 Arlington VA
## 16786 136.42 9626 F 29 Poolesville MD
## 16787 136.60 9627 F 29 Catonsville MD
## 16788 136.80 9628 F 43 Huntingtown MD
## 16789 136.83 9629 F 32 Philadelphia PA
## 16790 136.97 7161 M 28 Greenbelt MD
## 16791 136.98 7162 M 43 Walnutport PA
## 16792 137.10 9630 F 35 Aldie VA
## 16793 137.13 7163 M 65 Bowie MD
## 16794 137.13 9631 F 40 Annapolis MD
## 16795 137.13 9632 F 65 West Falmouth MA
## 16796 137.25 7164 M 27 Washington DC
## 16797 137.30 9633 F 35 Woodbridge VA
## 16798 137.32 9634 F 38 Mount Rainier MD
## 16799 137.33 9636 F 39 Dallas TX
## 16800 137.33 9635 F 37 Chesapeake Beach MD
## 16801 137.42 7165 M 30 Arlington VA
## 16802 137.45 9638 F 35 Washington DC
## 16803 137.45 7166 M 30 Arlington VA
## 16804 137.45 9637 F 34 Arlington VA
## 16805 137.45 9639 F 25 Arlington VA
## 16806 137.50 9640 F 33 Carrboro NC
## 16807 137.68 9641 F 50 Bethesda MD
## 16808 137.82 9642 F 28 Washington DC
## 16809 137.85 9643 F 31 Washington DC
## 16810 137.87 9644 F 39 Woodbridge VA
## 16811 138.00 7167 M 65 Columbia MD
## 16812 138.10 9645 F 57 Ridge NY
## 16813 138.15 9646 F 37 Hanover MD
## 16814 138.23 7168 M 27 McLean VA
## 16815 138.23 9648 F 25 Washington DC
## 16816 138.23 9647 F 24 McLean VA
## 16817 138.28 9649 F 40 Woodbridge VA
## 16818 138.30 9650 F 41 Washington DC
## 16819 138.32 9651 F 27 Akron OH
## 16820 138.37 9652 F 38 Manassas VA
## 16821 138.40 7169 M 39 Waldorf MD
## 16822 138.40 9654 F 32 Waldorf MD
## 16823 138.40 9653 F 41 Rockville MD
## 16824 138.63 9655 F 35 Exton PA
## 16825 138.63 9656 F 26 Alexandria VA
## 16826 138.67 7170 M 60 Owings Mills MD
## 16827 138.70 7171 M 46 Silver Spring MD
## 16828 138.75 9658 F 58 Silver Spring MD
## 16829 138.75 9657 F 57 Silver Spring MD
## 16830 138.77 9659 F 35 Exton PA
## 16831 138.77 9660 F 28 Washington DC
## 16832 138.88 7172 M 28 Woodbridge VA
## 16833 139.03 9661 F 28 Chesapeake VA
## 16834 139.05 9662 F 34 Washington DC
## 16835 139.08 9663 F 23 Bardonia NY
## 16836 139.10 7173 M 24 Drexel Hill PA
## 16837 139.15 7174 M 58 Baltimore MD
## 16838 139.22 9665 F 28 Washington DC
## 16839 139.22 9664 F 33 Fairfax VA
## 16840 139.25 9666 F 47 Presto PA
## 16841 139.30 9667 F 33 Baltimore MD
## 16842 139.35 9668 F 32 Washington DC
## 16843 139.40 9669 F 24 Washington DC
## 16844 139.45 9670 F 32 Lorton VA
## 16845 139.53 9671 F 40 Atlanta GA
## 16846 139.57 9672 F 67 Hamilton VA
## 16847 139.58 9673 F 68 Reston VA
## 16848 139.60 9674 F 47 Adelphi MD
## 16849 139.63 9675 F 38 Cambridge MD
## 16850 139.68 9676 F 35 Vienna VA
## 16851 140.00 9677 F 43 Woodbine MD
## 16852 140.08 9679 F 37 Richmond VA
## 16853 140.08 9678 F 53 Laurel MD
## 16854 140.10 9680 F 17 Washington DC
## 16855 140.22 9681 F 28 Washington DC
## 16856 140.23 7175 M 65 Germantown MD
## 16857 140.55 9682 F 34 Washington DC
## 16858 140.55 9683 F 37 Woodbridge VA
## 16859 140.60 9684 F 32 Arlington VA
## 16860 140.85 9685 F 60 Fresno CA
## 16861 141.03 9687 F 37 Ashburn MD
## 16862 141.03 9686 F 35 Deale MD
## 16863 141.33 9688 F 33 Bristow VA
## 16864 141.38 7176 M 44 Ashburn VA
## 16865 141.72 7177 M 30 Centreville VA
## 16866 141.85 9689 F 26 Fishers IN
## 16867 142.18 9690 F 70 Washington DC
## 16868 142.38 9691 F 48 North Brunswick NJ
## 16869 142.63 9692 F 37 Arlington VA
## 16870 142.82 9693 F 64 New York NY
## 16871 143.00 9694 F 41 Haymarket VA
## 16872 143.00 9695 F 53 Carnegie PA
## 16873 143.03 7178 M 37 Bowie MD
## 16874 143.27 9696 F 26 Pittsburgh PA
## 16875 143.28 9697 F 30 Washington DC
## 16876 143.28 7179 M 30 Centreville VA
## 16877 143.30 9698 F 33 Chesapeake Beach MD
## 16878 143.43 7180 M 59 Germantown MD
## 16879 143.68 7181 M 44 Washington DC
## 16880 144.03 7182 M 46 Brambleton VA
## 16881 144.07 9699 F 37 Upper Marlboro MD
## 16882 144.08 7183 M 63 Olney MD
## 16883 144.08 9700 F 22 Woodbridge VA
## 16884 144.42 9701 F 27 Washington DC
## 16885 144.80 7184 M 41 Rockville MD
## 16886 144.82 9703 F 44 Washington DC
## 16887 144.82 9702 F 38 Andrews Afb MD
## 16888 145.00 7185 M 64 Rockville MD
## 16889 145.03 9704 F 29 Bristow VA
## 16890 145.05 9705 F 40 Owings Mills MD
## 16891 145.05 9706 F 33 Washington DC
## 16892 145.17 9707 F 62 Wentzville MO
## 16893 145.22 9708 F 34 Alexandria VA
## 16894 145.40 9709 F 30 Norfolk VA
## 16895 145.58 9710 F 39 Washington DC
## 16896 145.67 9711 F 33 Herndon VA
## 16897 145.87 7186 M 66 Gaithersburg MD
## 16898 146.02 9712 F 54 Arlington VA
## 16899 146.78 7187 M 41 Randallstown MD
## 16900 146.80 9713 F 47 Fredericksburg VA
## 16901 146.83 9714 F 50 Stafford VA
## 16902 146.88 9715 F 28 Washington DC
## 16903 147.03 9716 F 37 Washington DC
## 16904 147.18 7188 M 39 Fairfax VA
## 16905 147.33 7189 M 56 Arlington VA
## 16906 147.50 7190 M 35 Alexandria VA
## 16907 147.83 9717 F 41 Front Royal VA
## 16908 148.50 9718 F 32 Bethpage NY
## 16909 148.97 7191 M NA Forestville MD
## 16910 149.47 9719 F 64 Baldwinsville NY
## 16911 149.60 9720 F 44 Woodbridge VA
## 16912 150.57 9721 F 31 Washington DC
## 16913 150.98 7192 M 48 Herndon VA
## 16914 151.17 9722 F 27 Alexandria VA
## 16915 151.18 9723 F 33 Silver Spring MD
## 16916 151.35 9724 F 39 Columbia MD
## 16917 151.37 9725 F 38 Katy TX
## 16918 151.63 9726 F 33 Washington DC
## 16919 152.13 9727 F 39 Long Branch NJ
## 16920 153.18 9728 F 40 Fort Meade MD
## 16921 156.05 9729 F 31 Manassas Park VA
## 16922 156.75 9730 F 55 Mitchellville MD
## 16923 156.90 9731 F 40 Herndon VA
## 16924 170.97 9732 F 38 District Heights MDfastest_runner <- cleaned_run10 |>
head(1)
fastest_runner## time place gender age location
## 1 45.25 1 M 22 Kenyafind the difference of time between average time of all runners and the fastest runner
diferences_time<- mean(cleaned_run10$time) - fastest_runner$time
diferences_time## [1] 49.26919creating a box plot dotplot between the place and time. the lines are separated by gender
ggplot(cleaned_run10, aes(x= place, y = time, color = gender)) +
geom_point(alpha= 0.7, size = 1.5) +
geom_smooth(method = "time", se = FALSE, color = "black", linetype = "dashed") +
labs(
title = "time vs place",
x = "place",
y = "time"
)+
theme_minimal()## `geom_smooth()` using formula = 'y ~ x'## Warning: Failed to fit group -1.
## Caused by error in `attr(x, "tsp") <- c(1, NROW(x), 1)`:
## ! object is not a matrix
#summary of all runners data
summary(cleaned_run10)## time place gender age
## Min. : 45.25 Min. : 1 Length :16924 Min. : 9.00
## 1st Qu.: 83.73 1st Qu.:2116 N.unique : 2 1st Qu.:28.00
## Median : 94.03 Median :4232 N.blank : 0 Median :33.00
## Mean : 94.52 Mean :4327 Min.nchar: 1 Mean :35.52
## 3rd Qu.:104.45 3rd Qu.:6347 Max.nchar: 1 3rd Qu.:41.00
## Max. :170.97 Max. :9732 Max. :89.00
## NAs :1
## location
## Length :16924
## N.unique : 1663
## N.blank : 15
## Min.nchar: 1
## Max.nchar: 20
##
## ##Conclusion and Future Directions
What I found in my analysis is that the difference between the fast runner’s time and average of all runner’s time it took to run a 10k is 49.26. The fastest runner had 49.26 minute differences to run a 10k than the average runner. My results are important in determining whether the average runner is inexperienced in running, or an advanced runner.
Future research I count work on is finding out where someone is from can determine if they effects time to run a 10k. I can also find out with my data the difference it takes for females to run a 10k verses what it take for males to run a 10k
#References
Introduction to dplyr. (n.d.). Dplyr.Tidyverse.Org. Retrieved October 31, 2026, from https://dplyr.tidyverse.org/articles/dplyr.html
Lusseau, A. D. D. R. F. M., Ana Couto & David. (n.d.). 4.2 Simple base R plots | an introduction to R. In intro2r.com. Retrieved October 31, 2026, from https://intro2r.com/simple-base-r-plots.html
OpenIntro. (n.d.). Cherry blossom 10 Mile Run Data, 2009 and 2012.
OpenIntro. Retrieved October 31, 2026, from
https://www.openintro.org/data/index.php?data=run10