Vasaloppet 2018: number of overtakes between splits

data analysis
Author

Markus Kainu

Published

March 6, 2018

Introduction

In post I am still focusing on splits, but instead of skiing times I am ranking skiers based on number of overtakes per split.

I looked at the split rankings i.e. stage results in a post from yesterday, but soon realized that a lot more important measure of success is the number of overtakes one did. From the same data this is pretty easy to dig out. As there were no placement information from prewarning I have dropped the stage off from the analysis meaning that the last table shows the overtakes between Eldris and Finish. Also, the first station Smågan is removed as we do not have placement data from the start line!

Disclaimer!
It is not stated on http://results.vasaloppet.se/2018 under what license the results data can be re-used. Therefore I cannot license the data either and ask you to be clear about it, too! The code linked above can be used as you wish under MIT-license!
Also, there are mistakes in the analysis as it was quickly written in a car between Mora and Stockholm! Also the quality of underlying data is unknown to me!

To begin with, below is a figure showing the top 3 skiers who either gained or lost most position between Smågan and Finish.

Below we have a table for each seven legs with top 20 skiers. For the complete data, probably including yourself, download an Excel file from here with a tab per split! (9,5 MB!!).

At the very bottom of the page are two tables showing the top 200 “overtakers” between Smågan and Finish both for women and men!

Images linked from: http://www.vasaloppet.se/lopp/skidlopp/vasaloppet/

2. Smågan - Mångsbodarna

A tibble: 20 × 12

Nr of overt…¹ nr name class nat Split…² Split…³ Split…⁴ Posit…⁵ Split…⁶
1 2162 3972 Hamp… H40 SWE 00:48:… 11:51 2881 7566 02:25:… 2 2133 3266 Dram… H21 NOR 00:47:… 10:40 2297 6957 02:19:… 3 2062 5445 Kers… H60 SWE 00:50:… 13:32 3580 9370 02:45:… 4 1799 11193 Nord… H19-… SWE 00:51:… 14:31 3970 7507 02:25:… 5 1774 5994 Sjöb… H35 SWE 00:51:… 14:59 4168 7802 02:27:… 6 1727 4971 Vork… H21 NOR 00:52:… 16:04 4603 8114 02:31:… 7 1716 14419 Berg… H55 NOR 00:52:… 15:54 4533 8218 02:31:… 8 1524 11080 Wilm… H50 NOR 00:56:… 19:13 5822 9507 02:46:… 9 1518 11315 Lind… H21 SWE 00:55:… 18:51 5670 9076 02:41:… 10 1506 10471 Ling… H60 SWE 00:59:… 22:28 6944 10271 02:57:… 11 1428 15373 Bern… H21 SWE 00:56:… 19:56 6074 9095 02:41:… 12 1397 7628 Joha… H21 SWE 00:59:… 22:43 7025 10046 02:54:… 13 1385 8538 Pehr… H21 SWE 00:56:… 19:36 5946 8804 02:37:… 14 1373 13248 Oest… H35 SWE 00:59:… 22:21 6906 9887 02:51:… 15 1321 7952 Troe… H21 SWE 00:55:… 18:24 5512 7631 02:26:… 16 1321 14380 Wede… H19-… SWE 01:00:… 23:13 7172 10008 02:53:… 17 1311 5172 Unge… H21 SWE 01:02:… 26:00 8065 11257 03:13:… 18 1298 14781 Janz… H21 SWE 00:58:… 21:30 6619 9529 02:46:… 19 1283 15170 Ahlu… H21 SWE 00:59:… 23:06 7136 9811 02:51:… 20 1259 14812 Nils… H21 SWE 00:58:… 21:50 6730 9527 02:46:… # … with 2 more variables: Race time , Race position , and # abbreviated variable names ¹​Nr of overtakes, ²​Split time, # ³​Split behind lead, ⁴​Split ranking, ⁵​Position at split, # ⁶​Split cumulative time

3. Mångsbodarna - Risberg

A tibble: 20 × 12

Nr of overt…¹ nr name class nat Split…² Split…³ Split…⁴ Posit…⁵ Split…⁶
1 1100 3972 Hamp… H40 SWE 00:40:… 10:45 2464 6466 03:06:… 2 1044 5445 Kers… H60 SWE 00:45:… 15:26 4662 8326 03:30:… 3 1031 11193 Nord… H19-… SWE 00:41:… 11:25 2883 6476 03:06:… 4 1030 14419 Berg… H55 NOR 00:43:… 13:46 3924 7188 03:15:… 5 929 14781 Janz… H21 SWE 00:47:… 17:21 5497 8600 03:34:… 6 906 3266 Dram… H21 NOR 00:41:… 11:44 3028 6051 03:01:… 7 872 15170 Ahlu… H21 SWE 00:47:… 18:02 5813 8939 03:39:… 8 833 5994 Sjöb… H35 SWE 00:45:… 15:10 4532 6969 03:13:… 9 824 14268 Greb… H21 SWE 00:50:… 20:09 6653 9281 03:45:… 10 818 11315 Lind… H21 SWE 00:48:… 18:39 6065 8258 03:29:… 11 796 6246 Eger… H35 GER 00:53:… 23:58 8084 10419 04:07:… 12 783 10576 Jero… H40 FRA 00:43:… 13:31 3824 6210 03:03:… 13 768 12290 Joha… H21 SWE 00:49:… 19:57 6574 9044 03:41:… 14 767 11417 Erik… H35 SWE 00:53:… 23:04 7729 9730 03:53:… 15 758 230 Stoc… H21 CZE 00:32:… 02:59 225 1412 02:11:… 16 758 4971 Vork… H21 NOR 00:46:… 16:44 5227 7356 03:17:… 17 758 14269 Sven… H21 SWE 00:48:… 18:41 6078 7739 03:23:… 18 757 13091 Semb… H55 NOR 00:53:… 23:11 7775 9663 03:52:… 19 754 13097 Ewer… H21 DEN 00:49:… 19:37 6445 8606 03:34:… 20 749 11204 Lean… H40 SWE 00:53:… 23:32 7913 9625 03:52:… # … with 2 more variables: Race time , Race position , and # abbreviated variable names ¹​Nr of overtakes, ²​Split time, # ³​Split behind lead, ⁴​Split ranking, ⁵​Position at split, # ⁶​Split cumulative time

4. Risberg - Evertsberg

A tibble: 20 × 12

Nr of overt…¹ nr name class nat Split…² Split…³ Split…⁴ Posit…⁵ Split…⁶
1 1023 5445 Kers… H60 SWE 00:58:… 20:12 4394 7303 04:28:… 2 1021 11193 Nord… H19-… SWE 00:51:… 13:41 2021 5455 03:58:… 3 989 13163 Sæbø… H21 NOR 01:04:… 26:11 6278 9494 05:13:… 4 978 11315 Lind… H21 SWE 00:58:… 20:31 4490 7280 04:28:… 5 955 4971 Vork… H21 NOR 00:55:… 17:38 3540 6401 04:13:… 6 944 3972 Hamp… H40 SWE 00:53:… 14:43 2526 5522 03:59:… 7 922 12471 Land… H21 SWE 01:04:… 26:34 6399 9382 05:10:… 8 921 14419 Berg… H55 NOR 00:55:… 17:22 3467 6267 04:11:… 9 908 15170 Ahlu… H21 SWE 01:01:… 23:30 5473 8031 04:41:… 10 894 13331 Engs… H21 SWE 01:02:… 24:00 5632 8307 04:46:… 11 848 11389 Joha… H50 SWE 01:02:… 24:06 5660 8006 04:40:… 12 845 11417 Erik… H35 SWE 01:04:… 26:16 6311 8885 04:58:… 13 841 10196 Samu… H21 SWE 01:08:… 29:44 7332 9625 05:16:… 14 840 6246 Eger… H35 GER 01:07:… 29:35 7287 9579 05:14:… 15 833 13097 Ewer… H21 DEN 01:02:… 24:07 5666 7773 04:36:… 16 813 14268 Greb… H21 SWE 01:04:… 25:47 6145 8468 04:49:… 17 792 12417 MEIG… H45 EST 01:02:… 23:52 5599 7473 04:32:… 18 777 11313 Svad… H45 SWE 01:08:… 30:18 7476 9597 05:15:… 19 776 9577 Apit… H21 SWE 01:04:… 25:49 6160 8232 04:44:… 20 772 14781 Janz… H21 SWE 01:03:… 25:14 5985 7828 04:37:… # … with 2 more variables: Race time , Race position , and # abbreviated variable names ¹​Nr of overtakes, ²​Split time, # ³​Split behind lead, ⁴​Split ranking, ⁵​Position at split, # ⁶​Split cumulative time

5. Evertsberg - Oxberg

A tibble: 20 × 12

Nr of overt…¹ nr name class nat Split…² Split…³ Split…⁴ Posit…⁵ Split…⁶
1 950 10117 Uden… H35 NOR 01:05:… 26:25 5104 8661 06:20:… 2 918 3972 Hamp… H40 SWE 00:53:… 15:05 1619 4604 04:53:… 3 885 11825 Håka… H21 SWE 01:00:… 21:30 3694 6624 05:32:… 4 856 11193 Nord… H19-… SWE 00:54:… 15:50 1859 4599 04:53:… 5 842 15170 Ahlu… H21 SWE 01:04:… 26:02 5005 7189 05:45:… 6 784 13097 Ewer… H21 DEN 01:04:… 25:15 4791 6989 05:40:… 7 775 6246 Eger… H35 GER 01:10:… 31:25 6558 8804 06:25:… 8 771 6433 Sylw… H21 SWE 01:12:… 33:45 7167 9094 06:34:… 9 770 9579 Ahl,… H40 SWE 01:16:… 38:06 8231 10917 07:40:… 10 769 9424 Foss… H45 NOR 01:14:… 35:37 7645 10261 07:11:… 11 767 12471 Land… H21 SWE 01:09:… 30:21 6268 8615 06:19:… 12 744 11447 Elvs… H45 NOR 01:13:… 34:31 7368 9136 06:35:… 13 739 11448 Berg… H45 NOR 01:13:… 34:37 7386 9139 06:35:… 14 734 8496 Forn… H21 SWE 01:07:… 28:58 5843 7690 05:56:… 15 731 5445 Kers… H60 SWE 01:02:… 24:06 4459 6572 05:31:… 16 731 8997 Tömm… H50 NOR 01:14:… 35:44 7667 9407 06:43:… 17 731 11389 Joha… H50 SWE 01:07:… 28:38 5738 7275 05:48:… 18 730 9225 Bjør… H45 NOR 01:14:… 35:46 7675 9406 06:43:… 19 730 14419 Berg… H55 NOR 00:58:… 20:05 3292 5537 05:10:… 20 719 14497 Gide… H40 SWE 01:17:… 38:54 8412 10591 07:25:… # … with 2 more variables: Race time , Race position , and # abbreviated variable names ¹​Nr of overtakes, ²​Split time, # ³​Split behind lead, ⁴​Split ranking, ⁵​Position at split, # ⁶​Split cumulative time

6. Oxberg - Hökberg

A tibble: 20 × 12

Nr of overt…¹ nr name class nat Split…² Split…³ Split…⁴ Posit…⁵ Split…⁶
1 509 10117 Uden… H35 NOR 00:46:… 20:44 4446 8152 07:07:… 2 503 9424 Foss… H45 NOR 00:48:… 22:58 5291 9758 08:00:… 3 474 5445 Kers… H60 SWE 00:43:… 17:37 3316 6098 06:15:… 4 456 11825 Håka… H21 SWE 00:43:… 17:57 3400 6168 06:16:… 5 446 6246 Eger… H35 GER 00:48:… 22:21 5052 8358 07:13:… 6 437 13187 Ohrt… H21 DEN 00:51:… 25:29 6300 9689 07:57:… 7 421 15170 Ahlu… H21 SWE 00:45:… 19:37 4038 6768 06:31:… 8 420 12471 Land… H21 SWE 00:48:… 23:04 5327 8195 07:08:… 9 418 3972 Hamp… H40 SWE 00:40:… 14:13 1812 4186 05:33:… 10 397 14288 Lyys… H35 FIN 00:51:… 25:46 6425 9444 07:49:… 11 393 7726 Mokv… H50 SWE 00:49:… 23:11 5368 7287 06:45:… 12 392 10628 Færd… H21 NOR 00:48:… 22:23 5065 7233 06:43:… 13 386 15083 Scha… H21 USA 00:52:… 26:15 6632 9221 07:41:… 14 383 13163 Sæbø… H21 NOR 00:50:… 24:46 5998 8490 07:17:… 15 382 7740 Hjel… H40 SWE 00:48:… 22:17 5032 7149 06:40:… 16 378 13236 Eden… H21 SWE 00:46:… 20:15 4270 6485 06:24:… 17 378 14178 Gree… H35 SWE 00:50:… 24:27 5881 8416 07:15:… 18 378 14281 Brän… H21 SWE 00:49:… 23:22 5433 7785 06:56:… 19 374 11625 Inge… H40 NOR 00:48:… 22:23 5066 7116 06:40:… 20 372 6433 Sylw… H21 SWE 00:51:… 25:29 6299 8722 07:25:… # … with 2 more variables: Race time , Race position , and # abbreviated variable names ¹​Nr of overtakes, ²​Split time, # ³​Split behind lead, ⁴​Split ranking, ⁵​Position at split, # ⁶​Split cumulative time

7. Hökberg - Eldris

A tibble: 20 × 12

Nr of overt…¹ nr name class nat Split…² Split…³ Split…⁴ Posit…⁵ Split…⁶
1 522 11313 Svad… H45 SWE 00:45:… 17:06 3523 9528 08:58:… 2 458 10628 Færd… H21 NOR 00:44:… 16:11 3158 6775 07:27:… 3 414 9424 Foss… H45 NOR 00:50:… 21:48 5397 9344 08:50:… 4 386 11825 Håka… H21 SWE 00:44:… 16:26 3269 5782 07:01:… 5 366 12471 Land… H21 SWE 00:48:… 20:17 4743 7829 07:56:… 6 363 5445 Kers… H60 SWE 00:44:… 16:21 3225 5735 06:59:… 7 359 10117 Uden… H35 NOR 00:48:… 20:01 4645 7793 07:55:… 8 358 12932 Ukki… H35 EST 00:49:… 20:59 5059 7279 07:42:… 9 357 5332 Sand… H45 SWE 00:43:… 14:56 2596 4801 06:37:… 10 357 14288 Lyys… H35 FIN 00:52:… 23:51 6265 9087 08:41:… 11 352 13248 Oest… H35 SWE 00:49:… 21:04 5094 7405 07:45:… 12 346 7740 Hjel… H40 SWE 00:47:… 19:11 4327 6803 07:28:… 13 337 15083 Scha… H21 USA 00:52:… 23:58 6318 8884 08:34:… 14 330 14267 Jöns… H40 SWE 00:52:… 24:07 6381 8900 08:34:… 15 329 12021 Lanz… H50 SWE 00:47:… 19:38 4509 6828 07:28:… 16 327 10544 Pihl… H35 SWE 00:53:… 25:40 7033 9275 08:48:… 17 324 11625 Inge… H40 NOR 00:47:… 19:31 4469 6792 07:28:… 18 323 6246 Eger… H35 GER 00:49:… 21:28 5257 8035 08:03:… 19 322 11561 Blas… H55 SWE 00:57:… 29:28 8592 10919 10:06:… 20 318 14847 Olss… H21 SWE 00:49:… 21:21 5204 7506 07:47:… # … with 2 more variables: Race time , Race position , and # abbreviated variable names ¹​Nr of overtakes, ²​Split time, # ³​Split behind lead, ⁴​Split ranking, ⁵​Position at split, # ⁶​Split cumulative time

9. Eldris - Finish

A tibble: 20 × 12

Nr of overt…¹ nr name class nat Split…² Split…³ Split…⁴ Posit…⁵ Split…⁶
1 448 11313 Svad… H45 SWE 00:02:… 01:04 2887 9080 09:35:… 2 424 7363 Ande… H21 USA 00:02:… 00:54 1693 7322 08:31:… 3 309 11193 Nord… H19-… SWE 00:02:… 00:32 233 3697 06:52:… 4 297 5554 Tanu… H21 NOR 00:02:… 01:03 2761 4963 07:25:… 5 295 9424 Foss… H45 NOR 00:03:… 01:44 8331 9049 09:34:… 6 288 10628 Færd… H21 NOR 00:02:… 00:53 1576 6487 08:06:… 7 283 12482 Fehr… H21 SWE 00:02:… 01:01 2511 7145 08:26:… 8 281 8207 Gatu… H21 SWE 00:02:… 01:13 4150 7366 08:33:… 9 268 14005 Falk… H21 SWE 00:02:… 01:07 3303 7723 08:43:… 10 258 13186 Sund… H35 SWE 00:03:… 01:48 8860 11006 11:17:… 11 257 7952 Troe… H21 SWE 00:02:… 01:03 2763 5259 07:32:… 12 257 10117 Uden… H35 NOR 00:03:… 01:19 4990 7536 08:38:… 13 253 7706 Fält… H55 SWE 00:03:… 01:22 5334 4976 07:25:… 14 252 7478 Erik… H19-… SWE 00:02:… 01:01 2506 5421 07:37:… 15 250 7830 Sjöh… H21 SWE 00:02:… 01:01 2505 4687 07:18:… 16 249 6016 Hult… H21 SWE 00:02:… 00:51 1375 4535 07:14:… 17 247 8910 West… H21 SWE 00:02:… 01:03 2771 7431 08:35:… 18 241 14847 Olss… H21 SWE 00:03:… 01:19 4987 7265 08:30:… 19 240 5445 Kers… H60 SWE 00:03:… 01:36 7283 5495 07:39:… 20 240 14428 Ortf… H35 SWE 00:03:… 01:42 8109 10873 11:07:… # … with 2 more variables: Race time , Race position , and # abbreviated variable names ¹​Nr of overtakes, ²​Split time, # ³​Split behind lead, ⁴​Split ranking, ⁵​Position at split, # ⁶​Split cumulative time

Top overtakers from Smågan to Finish

As a last table we have the top 200 skiers both in men and women with greatest numbers of overtakes netween first split at Smågan and Finish.

Women

# A tibble: 200 × 10
    Total …¹    nr name  Split…² Split…³ Split…⁴ Posit…⁵ Split…⁶ Race …⁷ Race …⁸
       <int> <int> <chr> <chr>   <chr>     <int>   <int> <chr>   <chr>     <int>
  1      719 18962 Fahl… 00:03:… 01:37      7521    1043 09:45:… 09:45:…    1043
  2      671 17158 Lund… 00:03:… 01:49      9003    1002 09:40:… 09:40:…    1002
  3      615 17851 Karl… 00:03:… 01:57      9883     982 09:36:… 09:36:…     982
  4      612 19751 Engs… 00:03:… 01:55      9696    1208 10:12:… 10:12:…    1208
  5      597 19029 Bern… 00:03:… 02:02     10317     989 09:37:… 09:37:…     989
  6      587 17703 Geel… 00:03:… 01:52      9347    1351 10:32:… 10:32:…    1351
  7      586 17892 Petr… 00:03:… 02:04     10467    1120 09:58:… 09:58:…    1120
  8      572 17038 Idos… 00:03:… 02:09     10900    1279 10:23:… 10:23:…    1279
  9      564 17081 Benn… 00:03:… 01:39      7767     996 09:39:… 09:39:…     996
 10      560 18151 Bäck… 00:03:… 01:49      9000     923 09:26:… 09:26:…     923
 11      555 17889 Joha… 00:03:… 01:37      7519     906 09:25:… 09:25:…     906
 12      551 18904 Wøln… 00:03:… 02:01     10231    1600 11:11:… 11:11:…    1600
 13      520 17897 Ande… 00:03:… 02:02     10319    1256 10:20:… 10:20:…    1256
 14      515 18000 Klav… 00:04:… 02:19     11568    1288 10:24:… 10:24:…    1288
 15      515 19924 Joha… 00:03:… 01:47      8723     896 09:23:… 09:23:…     896
 16      509 17568 Ande… 00:04:… 02:31     12237    1466 10:48:… 10:48:…    1466
 17      505 19812 Atki… 00:03:… 01:55      9694    1042 09:45:… 09:45:…    1042
 18      500 18393 Håka… 00:03:… 01:55      9695    1085 09:53:… 09:53:…    1085
 19      499 18832 Pfeu… 00:03:… 01:56      9793    1066 09:49:… 09:49:…    1066
 20      496 17523 Hill… 00:03:… 01:57      9880     798 09:08:… 09:08:…     798
 21      494 18013 Jans… 00:03:… 02:12     11125    1190 10:08:… 10:08:…    1190
 22      481 18786 Alve… 00:03:… 01:30      6536     674 08:47:… 08:47:…     674
 23      474 17324 Peci… 00:04:… 02:35     12439    1300 10:25:… 10:25:…    1300
 24      473 17446 Åkes… 00:03:… 01:51      9234    1223 10:14:… 10:14:…    1223
 25      462 18075 Jako… 00:03:… 01:58      9980    1158 10:04:… 10:04:…    1158
 26      450 19546 Bodi… 00:04:… 02:32     12286     956 09:31:… 09:31:…     956
 27      447 17028 Vikl… 00:03:… 02:13     11206    1690 11:25:… 11:25:…    1690
 28      442 19864 Pede… 00:04:… 03:05     13512    1671 11:22:… 11:22:…    1671
 29      439 18974 Sopp… 00:03:… 01:55      9692     935 09:28:… 09:28:…     935
 30      437 19035 Almq… 00:03:… 01:46      8614    1651 11:20:… 11:20:…    1651
 31      426 19938 Karl… 00:03:… 01:58      9982    1427 10:43:… 10:43:…    1427
 32      421 17773 Lund… 00:03:… 02:14     11269    1615 11:15:… 11:15:…    1615
 33      420 19650 Wald… 00:03:… 01:46      8607     824 09:11:… 09:11:…     824
 34      414 17831 Örte… 00:03:… 01:38      7650     944 09:30:… 09:30:…     944
 35      414 19070 Joha… 00:03:… 01:43      8240    1124 09:59:… 09:59:…    1124
 36      413 19013 Fred… 00:03:… 01:44      8367    1123 09:59:… 09:59:…    1123
 37      410 17814 Vall… 00:03:… 02:02     10320    1537 11:00:… 11:00:…    1537
 38      408 17609 Lags… 00:04:… 02:21     11694    1310 10:26:… 10:26:…    1310
 39      407 18985 Månt… 00:04:… 02:37     12545    1494 10:52:… 10:52:…    1494
 40      406 17800 West… 00:03:… 01:42      8129     693 08:50:… 08:50:…     693
 41      405 17722 Ande… 00:04:… 02:20     11628    1311 10:26:… 10:26:…    1311
 42      403 17917 vela… 00:03:… 02:08     10820    1365 10:34:… 10:34:…    1365
 43      403 19653 Nils… 00:03:… 01:53      9456    1172 10:06:… 10:06:…    1172
 44      402 18975 Silf… 00:04:… 02:24     11868    1341 10:30:… 10:30:…    1341
 45      398 17482 Levi… 00:04:… 02:29     12130    1789 11:40:… 11:40:…    1789
 46      397 18721 Edin… 00:04:… 02:15     11328    1438 10:44:… 10:44:…    1438
 47      396 18282 Berg… 00:03:… 02:09     10907    1575 11:06:… 11:06:…    1575
 48      383 18654 Gust… 00:03:… 01:53      9457    1213 10:12:… 10:12:…    1213
 49      381 19695 Pett… 00:04:… 02:19     11565    1151 10:03:… 10:03:…    1151
 50      379 17310 Hans… 00:03:… 01:45      8481     737 08:57:… 08:57:…     737
 51      378 17670 Öber… 00:03:… 01:31      6674     701 08:51:… 08:51:…     701
 52      378 18001 Magn… 00:03:… 02:07     10729    1078 09:52:… 09:52:…    1078
 53      378 18290 Hörn… 00:03:… 02:05     10556     974 09:33:… 09:33:…     974
 54      374 19877 Ehli… 00:03:… 01:49      9007    1125 09:59:… 09:59:…    1125
 55      365 18257 Pett… 00:03:… 01:37      7520     958 09:31:… 09:31:…     958
 56      365 18780 Lean… 00:04:… 02:18     11506    1429 10:43:… 10:43:…    1429
 57      359 19720 Hagb… 00:03:… 01:52      9345    1212 10:12:… 10:12:…    1212
 58      358 19834 Beng… 00:04:… 02:16     11402    1277 10:23:… 10:23:…    1277
 59      357 17184 Jose… 00:04:… 02:41     12728    1458 10:47:… 10:47:…    1458
 60      357 17237 Husb… 00:04:… 02:22     11760    1504 10:54:… 10:54:…    1504
 61      357 18357 Lage… 00:03:… 02:09     10899    1226 10:14:… 10:14:…    1226
 62      354 18666 Berg… 00:03:… 01:56      9787     818 09:10:… 09:10:…     818
 63      353 17037 Gust… 00:04:… 02:19     11572    1495 10:52:… 10:52:…    1495
 64      353 18663 Rabl… 00:03:… 01:50      9115     818 09:10:… 09:10:…     818
 65      353 18665 Bork… 00:03:… 01:51      9225     820 09:10:… 09:10:…     820
 66      352 18137 Sahl… 00:03:… 02:01     10230    1359 10:33:… 10:33:…    1359
 67      351 17725 Kay,… 00:03:… 01:57      9884    1015 09:42:… 09:42:…    1015
 68      351 18377 Holm… 00:04:… 02:28     12070    1688 11:25:… 11:25:…    1688
 69      341 18382 Ager… 00:03:… 01:27      6130    1743 11:33:… 11:33:…    1743
 70      341 18607 Fors… 00:04:… 02:23     11813    1424 10:43:… 10:43:…    1424
 71      340 19153 Phil… 00:03:… 01:50      9118    1075 09:51:… 09:51:…    1075
 72      336 17414 Ring… 00:03:… 01:39      7770    1157 10:04:… 10:04:…    1157
 73      335 17832 Tede… 00:03:… 01:33      6968    1086 09:53:… 09:53:…    1086
 74      335 19113 Tres… 00:03:… 01:27      6124     531 08:23:… 08:23:…     531
 75      334 17065 Frim… 00:04:… 02:16     11393    1084 09:52:… 09:52:…    1084
 76      332 19778 Guté… 00:03:… 02:13     11199    1180 10:07:… 10:07:…    1180
 77      331 18123 Alvé… 00:03:… 02:10     10979    1619 11:15:… 11:15:…    1619
 78      328 18311 Täck… 00:03:… 01:47      8724     905 09:25:… 09:25:…     905
 79      327 17798 Ring… 00:03:… 02:09     10896    1083 09:52:… 09:52:…    1083
 80      323 17947 Erla… 00:04:… 02:49     13052    1640 11:19:… 11:19:…    1640
 81      321 18763 Lars… 00:04:… 02:48     13012    1652 11:20:… 11:20:…    1652
 82      320 17275 Modi… 00:04:… 02:27     12024    1604 11:12:… 11:12:…    1604
 83      319 19745 Drug… 00:04:… 02:23     11815    1562 11:05:… 11:05:…    1562
 84      318 18876 Carl… 00:04:… 02:20     11633    1618 11:15:… 11:15:…    1618
 85      317 17477 Lill… 00:03:… 02:04     10471    1167 10:05:… 10:05:…    1167
 86      316 18069 Kell… 00:04:… 02:34     12387    1333 10:29:… 10:29:…    1333
 87      316 18635 Joha… 00:04:… 02:28     12062    1363 10:34:… 10:34:…    1363
 88      315 17040 Nord… 00:04:… 02:17     11451    1585 11:09:… 11:09:…    1585
 89      314 17148 Knij… 00:03:… 02:09     10904    1403 10:39:… 10:39:…    1403
 90      314 17900 Carl… 00:04:… 02:29     12127    1655 11:21:… 11:21:…    1655
 91      311 18726 Brek… 00:03:… 01:48      8881    1198 10:10:… 10:10:…    1198
 92      311 18834 Haug… 00:04:… 02:58     13335    1601 11:12:… 11:12:…    1601
 93      309 18897 Nord… 00:03:… 01:46      8610    1024 09:43:… 09:43:…    1024
 94      309 19985 Pers… 00:03:… 02:09     10905    1414 10:41:… 10:41:…    1414
 95      308 17021 Andé… 00:04:… 02:49     13049    1516 10:56:… 10:56:…    1516
 96      303 18683 Thor… 00:04:… 02:17     11447    1258 10:20:… 10:20:…    1258
 97      302 19519 Spik… 00:04:… 02:37     12535    1173 10:06:… 10:06:…    1173
 98      301 17706 Pett… 00:03:… 02:01     10228    1178 10:07:… 10:07:…    1178
 99      301 19804 Treh… 00:03:… 01:57      9887    1054 09:47:… 09:47:…    1054
100      299 19916 Myrh… 00:03:… 02:11     11062    1566 11:06:… 11:06:…    1566
# … with 100 more rows, and abbreviated variable names
#   ¹​`Total nr of overtakes`, ²​`Split time`, ³​`Split behind lead`,
#   ⁴​`Split ranking`, ⁵​`Position at split`, ⁶​`Split cumulative time`,
#   ⁷​`Race time`, ⁸​`Race position`

Men

# A tibble: 200 × 10
    Total …¹    nr name  Split…² Split…³ Split…⁴ Posit…⁵ Split…⁶ Race …⁷ Race …⁸
       <int> <int> <chr> <chr>   <chr>     <int>   <int> <chr>   <chr>     <int>
  1     3875  5445 Kers… 00:03:… 01:36      7283    5495 07:39:… 07:39:…    5495
  2     3810 11193 Nord… 00:02:… 00:32       233    3697 06:52:… 06:52:…    3697
  3     3714  3972 Hamp… 00:02:… 01:13      4100    3852 06:55:… 06:55:…    3852
  4     3519 14419 Berg… 00:02:… 00:56      1874    4699 07:18:… 07:18:…    4699
  5     3372 15170 Ahlu… 00:02:… 01:14      4282    6439 08:05:… 08:05:…    6439
  6     3363  6246 Eger… 00:03:… 01:53      9392    7852 08:47:… 08:47:…    7852
  7     3288 11315 Lind… 00:02:… 01:03      2766    5788 07:47:… 07:47:…    5788
  8     3279  4971 Vork… 00:03:… 01:20      5089    4835 07:22:… 07:22:…    4835
  9     3215  3266 Dram… 00:02:… 00:52      1474    3742 06:53:… 06:53:…    3742
 10     3131 13097 Ewer… 00:03:… 01:16      4557    6229 07:58:… 07:58:…    6229
 11     3083 12471 Land… 00:02:… 01:11      3859    7664 08:41:… 08:41:…    7664
 12     3044 14781 Janz… 00:03:… 01:28      6221    6485 08:06:… 08:06:…    6485
 13     3018  5994 Sjöb… 00:02:… 01:11      3829    4784 07:20:… 07:20:…    4784
 14     2989 14268 Greb… 00:03:… 01:20      5119    7116 08:25:… 08:25:…    7116
 15     2983 11389 Joha… 00:03:… 01:15      4408    6547 08:08:… 08:08:…    6547
 16     2954 11625 Inge… 00:02:… 01:06      3180    6574 08:09:… 08:09:…    6574
 17     2923 10628 Færd… 00:02:… 00:53      1576    6487 08:06:… 08:06:…    6487
 18     2860 14269 Sven… 00:03:… 01:17      4684    5637 07:42:… 07:42:…    5637
 19     2858 11417 Erik… 00:03:… 01:23      5530    7639 08:41:… 08:41:…    7639
 20     2849 14178 Gree… 00:03:… 01:28      6251    7964 08:51:… 08:51:…    7964
 21     2831 13331 Engs… 00:03:… 01:16      4565    6993 08:22:… 08:22:…    6993
 22     2806  7726 Mokv… 00:03:… 01:20      5117    6924 08:19:… 08:19:…    6924
 23     2800 12021 Lanz… 00:03:… 01:28      6224    6615 08:10:… 08:10:…    6615
 24     2711 10576 Jero… 00:03:… 01:25      5743    4282 07:07:… 07:07:…    4282
 25     2700 12417 MEIG… 00:03:… 01:16      4558    6239 07:58:… 07:58:…    6239
 26     2676 13163 Sæbø… 00:03:… 01:20      5126    8200 08:59:… 08:59:…    8200
 27     2656 11479 RAnd… 00:03:… 01:16      4551    5862 07:49:… 07:49:…    5862
 28     2637 13248 Oest… 00:03:… 01:15      4412    7250 08:29:… 08:29:…    7250
 29     2631 13091 Semb… 00:03:… 01:51      9169    7789 08:45:… 08:45:…    7789
 30     2612 14925 Borg… 00:03:… 01:40      7860    8300 09:03:… 09:03:…    8300
 31     2602 13445 Sved… 00:03:… 01:21      5256    8480 09:11:… 09:11:…    8480
 32     2586 12053 Levk… 00:02:… 01:08      3413    5160 07:30:… 07:30:…    5160
 33     2582 13236 Eden… 00:03:… 01:46      8511    6159 07:56:… 07:56:…    6159
 34     2569 13355 Fors… 00:03:… 01:30      6509    8071 08:55:… 08:55:…    8071
 35     2568 13125 Ikäh… 00:03:… 01:17      4697    6448 08:05:… 08:05:…    6448
 36     2567 10117 Uden… 00:03:… 01:19      4990    7536 08:38:… 08:38:…    7536
 37     2560  7628 Joha… 00:03:… 01:20      5121    7486 08:36:… 08:36:…    7486
 38     2546 13427 Berk… 00:03:… 01:19      4982    6685 08:12:… 08:12:…    6685
 39     2545 10196 Samu… 00:03:… 01:39      7736    8414 09:08:… 09:08:…    8414
 40     2536 13030 Must… 00:03:… 02:00     10105    7942 08:50:… 08:50:…    7942
 41     2509 14026 Myrv… 00:03:… 01:29      6351    7164 08:26:… 08:26:…    7164
 42     2507 12048 Dal … 00:03:… 01:17      4706    7051 08:24:… 08:24:…    7051
 43     2504  7903 Joha… 00:02:… 00:56      1876    5092 07:28:… 07:28:…    5092
 44     2501 11978 Held… 00:03:… 01:56      9731    7563 08:39:… 08:39:…    7563
 45     2497 15907 Adam… 00:03:… 01:32      6761    6346 08:01:… 08:01:…    6346
 46     2485 11175 Joha… 00:03:… 01:33      6920    7779 08:45:… 08:45:…    7779
 47     2482 11418 More… 00:03:… 01:46      8566    8718 09:20:… 09:20:…    8718
 48     2481 11204 Lean… 00:03:… 01:44      8309    7893 08:49:… 08:49:…    7893
 49     2468 15083 Scha… 00:03:… 01:16      4570    8698 09:20:… 09:20:…    8698
 50     2452  9225 Bjør… 00:03:… 02:01     10184    8818 09:25:… 09:25:…    8818
 51     2450  8997 Tömm… 00:03:… 02:02     10276    8819 09:25:… 09:25:…    8819
 52     2441  8463 Lars… 00:03:… 01:28      6255    8449 09:09:… 09:09:…    8449
 53     2437  8462 Jona… 00:03:… 01:32      6795    8452 09:09:… 09:09:…    8452
 54     2429 12483 Hahn… 00:03:… 01:17      4712    8077 08:55:… 08:55:…    8077
 55     2428 14497 Gide… 00:03:… 01:35      7227    9748 10:02:… 10:02:…    9748
 56     2426 15379 Asp,… 00:03:… 01:16      4569    8290 09:03:… 09:03:…    8290
 57     2417  8538 Pehr… 00:02:… 01:13      4147    6387 08:03:… 08:03:…    6387
 58     2413  9579 Ahl,… 00:04:… 02:44     12819   10197 10:25:… 10:25:…   10197
 59     2407 13082 Heye… 00:03:… 01:34      7073    8412 09:08:… 09:08:…    8412
 60     2402 15473 Fors… 00:03:… 01:44      8323    8467 09:10:… 09:10:…    8467
 61     2393  7251 Björ… 00:02:… 01:07      3290    4702 07:18:… 07:18:…    4702
 62     2380 15920 Lind… 00:03:… 01:37      7465    7132 08:26:… 08:26:…    7132
 63     2378 15169 Ahlu… 00:02:… 01:11      3857    7586 08:39:… 08:39:…    7586
 64     2374 12044 Hakk… 00:02:… 01:14      4290    7229 08:28:… 08:28:…    7229
 65     2372  7952 Troe… 00:02:… 01:03      2763    5259 07:32:… 07:32:…    5259
 66     2371 12170 Engs… 00:03:… 01:28      6211    6235 07:58:… 07:58:…    6235
 67     2365 10471 Ling… 00:03:… 01:39      7725    7906 08:49:… 08:49:…    7906
 68     2364 14866 Bodé… 00:03:… 01:17      4637    4059 07:01:… 07:01:…    4059
 69     2363  8579 Abra… 00:03:… 01:25      5809    6374 08:02:… 08:02:…    6374
 70     2352  9875 Sand… 00:02:… 00:48      1079    6471 08:05:… 08:05:…    6471
 71     2330  6433 Sylw… 00:02:… 01:03      2773    8358 09:06:… 09:06:…    8358
 72     2325 11238 Mand… 00:03:… 01:23      5527    7316 08:31:… 08:31:…    7316
 73     2318 14952 Holm… 00:02:… 00:59      2262    5635 07:42:… 07:42:…    5635
 74     2310 14308 Brek… 00:03:… 01:49      8961    8858 09:26:… 09:26:…    8858
 75     2309 12482 Fehr… 00:02:… 01:01      2511    7145 08:26:… 08:26:…    7145
 76     2298 11480 Aase… 00:02:… 01:10      3704    6575 08:09:… 08:09:…    6575
 77     2295 13169 Hell… 00:03:… 01:24      5650    6051 07:54:… 07:54:…    6051
 78     2294 15016 Hans… 00:02:… 01:14      4281    6269 07:59:… 07:59:…    6269
 79     2293 11825 Håka… 00:02:… 01:11      3841    5549 07:40:… 07:40:…    5549
 80     2292  9424 Foss… 00:03:… 01:44      8331    9049 09:34:… 09:34:…    9049
 81     2288 12026 Gren… 00:02:… 01:09      3559    7588 08:39:… 08:39:…    7588
 82     2283 13240 Hedd… 00:03:… 01:19      4977    6262 07:59:… 07:59:…    6262
 83     2281  7973 Karj… 00:02:… 00:59      2245    3466 06:45:… 06:45:…    3466
 84     2281 11481 Dani… 00:03:… 01:19      4989    7377 08:33:… 08:33:…    7377
 85     2274 12077 Holm… 00:03:… 01:58      9923    8287 09:03:… 09:03:…    8287
 86     2269  7150 Stre… 00:02:… 01:09      3543    4619 07:16:… 07:16:…    4619
 87     2263 14451 Dahl… 00:03:… 01:36      7322    7174 08:27:… 08:27:…    7174
 88     2256 14283 Joha… 00:03:… 01:40      7832    7142 08:26:… 08:26:…    7142
 89     2253 11406 Burs… 00:03:… 01:47      8689    8734 09:21:… 09:21:…    8734
 90     2251 10636 Nils… 00:02:… 01:14      4262    5241 07:31:… 07:31:…    5241
 91     2242 13136 Lenn… 00:03:… 01:23      5523    7198 08:27:… 08:27:…    7198
 92     2237  8496 Forn… 00:03:… 01:42      8058    7027 08:23:… 08:23:…    7027
 93     2233 12040 Arvi… 00:03:… 01:37      7478    8030 08:53:… 08:53:…    8030
 94     2233 12176 Frit… 00:02:… 01:06      3176    4820 07:21:… 07:21:…    4820
 95     2221 11956 Samu… 00:03:… 01:31      6628    7543 08:38:… 08:38:…    7543
 96     2218  9721 Sidf… 00:02:… 01:04      2885    6943 08:20:… 08:20:…    6943
 97     2218  9749 Sund… 00:02:… 01:10      3701    5967 07:51:… 07:51:…    5967
 98     2213 10301 Schr… 00:03:… 01:32      6779    7028 08:23:… 08:23:…    7028
 99     2213 14113 Erik… 00:03:… 01:45      8453    8754 09:22:… 09:22:…    8754
100     2212  9577 Apit… 00:03:… 01:26      5984    7296 08:31:… 08:31:…    7296
# … with 100 more rows, and abbreviated variable names
#   ¹​`Total nr of overtakes`, ²​`Split time`, ³​`Split behind lead`,
#   ⁴​`Split ranking`, ⁵​`Position at split`, ⁶​`Split cumulative time`,
#   ⁷​`Race time`, ⁸​`Race position`

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Citation

BibTeX citation:
@online{kainu2018,
  author = {Markus Kainu},
  editor = {},
  title = {Vasaloppet 2018: Number of Overtakes Between Splits},
  date = {2018-03-06},
  url = {https://markuskainu.fi/posts/2018-03-06-vasaloppet-overtaking},
  langid = {en}
}
For attribution, please cite this work as:
Markus Kainu. 2018. “Vasaloppet 2018: Number of Overtakes Between Splits.” March 6, 2018. https://markuskainu.fi/posts/2018-03-06-vasaloppet-overtaking.