Vasaloppet 2018: number of overtakes between splits

Categories: data analysis

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 x 12

Nr of overtake… nr name class natSplit timeSplit behind l…
1 2162 3972 Hamp… H40 SWE 00:48:40 11:51
2 2133 3266 Dram… H21 NOR 00:47:29 10:40
3 2062 5445 Kers… H60 SWE 00:50:21 13:32
4 1799 11193 Nord… H19-… SWE 00:51:20 14:31
5 1774 5994 Sjöb… H35 SWE 00:51:48 14:59
6 1727 4971 Vork… H21 NOR 00:52:53 16:04
7 1716 14419 Berg… H55 NOR 00:52:43 15:54
8 1524 11080 Wilm… H50 NOR 00:56:02 19:13
9 1518 11315 Lind… H21 SWE 00:55:40 18:51
10 1506 10471 Ling… H60 SWE 00:59:17 22:28
11 1428 15373 Bern… H21 SWE 00:56:45 19:56
12 1397 7628 Joha… H21 SWE 00:59:32 22:43
13 1385 8538 Pehr… H21 SWE 00:56:25 19:36
14 1373 13248 Oest… H35 SWE 00:59:10 22:21
15 1321 7952 Troe… H21 SWE 00:55:13 18:24
16 1321 14380 Wede… H19-… SWE 01:00:02 23:13
17 1311 5172 Unge… H21 SWE 01:02:49 26:00
18 1298 14781 Janz… H21 SWE 00:58:19 21:30
19 1283 15170 Ahlu… H21 SWE 00:59:55 23:06
20 1259 14812 Nils… H21 SWE 00:58:39 21:50
# … with 5 more variables: Split ranking , Position at split , # Split cumulative time , Race time , Race position

3. Mångsbodarna - Risberg

A tibble: 20 x 12

Nr of overtake… nr name class natSplit timeSplit behind l…
1 1100 3972 Hamp… H40 SWE 00:40:42 10:45
2 1044 5445 Kers… H60 SWE 00:45:23 15:26
3 1031 11193 Nord… H19-… SWE 00:41:22 11:25
4 1030 14419 Berg… H55 NOR 00:43:43 13:46
5 929 14781 Janz… H21 SWE 00:47:18 17:21
6 906 3266 Dram… H21 NOR 00:41:41 11:44
7 872 15170 Ahlu… H21 SWE 00:47:59 18:02
8 833 5994 Sjöb… H35 SWE 00:45:07 15:10
9 824 14268 Greb… H21 SWE 00:50:06 20:09
10 818 11315 Lind… H21 SWE 00:48:36 18:39
11 796 6246 Eger… H35 GER 00:53:55 23:58
12 783 10576 Jero… H40 FRA 00:43:28 13:31
13 768 12290 Joha… H21 SWE 00:49:54 19:57
14 767 11417 Erik… H35 SWE 00:53:01 23:04
15 758 230 Stoc… H21 CZE 00:32:56 02:59
16 758 4971 Vork… H21 NOR 00:46:41 16:44
17 758 14269 Sven… H21 SWE 00:48:38 18:41
18 757 13091 Semb… H55 NOR 00:53:08 23:11
19 754 13097 Ewer… H21 DEN 00:49:34 19:37
20 749 11204 Lean… H40 SWE 00:53:29 23:32
# … with 5 more variables: Split ranking , Position at split , # Split cumulative time , Race time , Race position

4. Risberg - Evertsberg

A tibble: 20 x 12

Nr of overtake… nr name class natSplit timeSplit behind l…
1 1023 5445 Kers… H60 SWE 00:58:29 20:12
2 1021 11193 Nord… H19-… SWE 00:51:58 13:41
3 989 13163 Sæbø… H21 NOR 01:04:28 26:11
4 978 11315 Lind… H21 SWE 00:58:48 20:31
5 955 4971 Vork… H21 NOR 00:55:55 17:38
6 944 3972 Hamp… H40 SWE 00:53:00 14:43
7 922 12471 Land… H21 SWE 01:04:51 26:34
8 921 14419 Berg… H55 NOR 00:55:39 17:22
9 908 15170 Ahlu… H21 SWE 01:01:47 23:30
10 894 13331 Engs… H21 SWE 01:02:17 24:00
11 848 11389 Joha… H50 SWE 01:02:23 24:06
12 845 11417 Erik… H35 SWE 01:04:33 26:16
13 841 10196 Samu… H21 SWE 01:08:01 29:44
14 840 6246 Eger… H35 GER 01:07:52 29:35
15 833 13097 Ewer… H21 DEN 01:02:24 24:07
16 813 14268 Greb… H21 SWE 01:04:04 25:47
17 792 12417 MEIG… H45 EST 01:02:09 23:52
18 777 11313 Svad… H45 SWE 01:08:35 30:18
19 776 9577 Apit… H21 SWE 01:04:06 25:49
20 772 14781 Janz… H21 SWE 01:03:31 25:14
# … with 5 more variables: Split ranking , Position at split , # Split cumulative time , Race time , Race position

5. Evertsberg - Oxberg

A tibble: 20 x 12

Nr of overtake… nr name class natSplit timeSplit behind l…
1 950 10117 Uden… H35 NOR 01:05:14 26:25
2 918 3972 Hamp… H40 SWE 00:53:54 15:05
3 885 11825 Håka… H21 SWE 01:00:19 21:30
4 856 11193 Nord… H19-… SWE 00:54:39 15:50
5 842 15170 Ahlu… H21 SWE 01:04:51 26:02
6 784 13097 Ewer… H21 DEN 01:04:04 25:15
7 775 6246 Eger… H35 GER 01:10:14 31:25
8 771 6433 Sylw… H21 SWE 01:12:34 33:45
9 770 9579 Ahl,… H40 SWE 01:16:55 38:06
10 769 9424 Foss… H45 NOR 01:14:26 35:37
11 767 12471 Land… H21 SWE 01:09:10 30:21
12 744 11447 Elvs… H45 NOR 01:13:20 34:31
13 739 11448 Berg… H45 NOR 01:13:26 34:37
14 734 8496 Forn… H21 SWE 01:07:47 28:58
15 731 5445 Kers… H60 SWE 01:02:55 24:06
16 731 8997 Tömm… H50 NOR 01:14:33 35:44
17 731 11389 Joha… H50 SWE 01:07:27 28:38
18 730 9225 Bjør… H45 NOR 01:14:35 35:46
19 730 14419 Berg… H55 NOR 00:58:54 20:05
20 719 14497 Gide… H40 SWE 01:17:43 38:54
# … with 5 more variables: Split ranking , Position at split , # Split cumulative time , Race time , Race position

6. Oxberg - Hökberg

A tibble: 20 x 12

Nr of overtake… nr name class natSplit timeSplit behind l…
1 509 10117 Uden… H35 NOR 00:46:35 20:44
2 503 9424 Foss… H45 NOR 00:48:49 22:58
3 474 5445 Kers… H60 SWE 00:43:28 17:37
4 456 11825 Håka… H21 SWE 00:43:48 17:57
5 446 6246 Eger… H35 GER 00:48:12 22:21
6 437 13187 Ohrt… H21 DEN 00:51:20 25:29
7 421 15170 Ahlu… H21 SWE 00:45:28 19:37
8 420 12471 Land… H21 SWE 00:48:55 23:04
9 418 3972 Hamp… H40 SWE 00:40:04 14:13
10 397 14288 Lyys… H35 FIN 00:51:37 25:46
11 393 7726 Mokv… H50 SWE 00:49:02 23:11
12 392 10628 Færd… H21 NOR 00:48:14 22:23
13 386 15083 Scha… H21 USA 00:52:06 26:15
14 383 13163 Sæbø… H21 NOR 00:50:37 24:46
15 382 7740 Hjel… H40 SWE 00:48:08 22:17
16 378 13236 Eden… H21 SWE 00:46:06 20:15
17 378 14178 Gree… H35 SWE 00:50:18 24:27
18 378 14281 Brän… H21 SWE 00:49:13 23:22
19 374 11625 Inge… H40 NOR 00:48:14 22:23
20 372 6433 Sylw… H21 SWE 00:51:20 25:29
# … with 5 more variables: Split ranking , Position at split , # Split cumulative time , Race time , Race position

7. Hökberg - Eldris

A tibble: 20 x 12

Nr of overtake… nr name class natSplit timeSplit behind l…
1 522 11313 Svad… H45 SWE 00:45:20 17:06
2 458 10628 Færd… H21 NOR 00:44:25 16:11
3 414 9424 Foss… H45 NOR 00:50:02 21:48
4 386 11825 Håka… H21 SWE 00:44:40 16:26
5 366 12471 Land… H21 SWE 00:48:31 20:17
6 363 5445 Kers… H60 SWE 00:44:35 16:21
7 359 10117 Uden… H35 NOR 00:48:15 20:01
8 358 12932 Ukki… H35 EST 00:49:13 20:59
9 357 5332 Sand… H45 SWE 00:43:10 14:56
10 357 14288 Lyys… H35 FIN 00:52:05 23:51
11 352 13248 Oest… H35 SWE 00:49:18 21:04
12 346 7740 Hjel… H40 SWE 00:47:25 19:11
13 337 15083 Scha… H21 USA 00:52:12 23:58
14 330 14267 Jöns… H40 SWE 00:52:21 24:07
15 329 12021 Lanz… H50 SWE 00:47:52 19:38
16 327 10544 Pihl… H35 SWE 00:53:54 25:40
17 324 11625 Inge… H40 NOR 00:47:45 19:31
18 323 6246 Eger… H35 GER 00:49:42 21:28
19 322 11561 Blas… H55 SWE 00:57:42 29:28
20 318 14847 Olss… H21 SWE 00:49:35 21:21
# … with 5 more variables: Split ranking , Position at split , # Split cumulative time , Race time , Race position

9. Eldris - Finish

A tibble: 20 x 12

Nr of overtake… nr name class natSplit timeSplit behind l…
1 448 11313 Svad… H45 SWE 00:02:49 01:04
2 424 7363 Ande… H21 USA 00:02:39 00:54
3 309 11193 Nord… H19-… SWE 00:02:17 00:32
4 297 5554 Tanu… H21 NOR 00:02:48 01:03
5 295 9424 Foss… H45 NOR 00:03:29 01:44
6 288 10628 Færd… H21 NOR 00:02:38 00:53
7 283 12482 Fehr… H21 SWE 00:02:46 01:01
8 281 8207 Gatu… H21 SWE 00:02:58 01:13
9 268 14005 Falk… H21 SWE 00:02:52 01:07
10 258 13186 Sund… H35 SWE 00:03:33 01:48
11 257 7952 Troe… H21 SWE 00:02:48 01:03
12 257 10117 Uden… H35 NOR 00:03:04 01:19
13 253 7706 Fält… H55 SWE 00:03:07 01:22
14 252 7478 Erik… H19-… SWE 00:02:46 01:01
15 250 7830 Sjöh… H21 SWE 00:02:46 01:01
16 249 6016 Hult… H21 SWE 00:02:36 00:51
17 247 8910 West… H21 SWE 00:02:48 01:03
18 241 14847 Olss… H21 SWE 00:03:04 01:19
19 240 5445 Kers… H60 SWE 00:03:21 01:36
20 240 14428 Ortf… H35 SWE 00:03:27 01:42
# … with 5 more variables: Split ranking , Position at split , # Split cumulative time , Race time , Race position

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

Men

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

See also