rTriathlon is a client for https://www.triathlon.org/.
Resources regarding Triathlon qualifications:
-
https://en.wikipedia.org/wiki/Triathlon_at_the_2024_Summer_Olympics_%E2%80%93_Qualification
-
https://olympics.com/en/news/pathway-to-paris-triathlon-qualification-system-explained
You can install the development version of rTriathlon from GitHub with:
# install.packages("devtools")
devtools::install_github("tyler-widdison/rTriathlon")Get a list of triathlon events (this date range happens to be the Olympic qualification range):
library(rTriathlon)
#> Loading required package: magrittr
event_list <- tri_get_event_list('2022-05-27', '2024-05-27')
nrow(event_list)
#> [1] 460Get details for a specific event:
event_id <- event_list$event_id[1:5]
prog_list <- tri_program_list_get(event_id)
prog_list %>% dplyr::select(prog_id, event_id, prog_name) %>% head
#> prog_id event_id prog_name
#> 1 560870 168315 Elite Coaches
#> 2 560868 168315 Elite Men
#> 3 560869 168315 Elite Women
#> 4 547740 165006 Elite Coaches
#> 5 547741 165006 Elite Men
#> 6 547742 165006 Elite WomenWe can then get results from events:
tri_results_list_get(174221, 583767)
#> athlete_id athlete_title athlete_first athlete_last
#> 1 143563 François Vie François Vie
#> 2 10572 Rui Dolores Rui Dolores
#> 3 123733 António Barata António Barata
#> 4 55786 Tiago Maia Tiago Maia
#> 5 124763 Hugo Baluga Hugo Baluga
#> 6 143281 Joao Jesus Joao Jesus
#> 7 174222 Rui Matias Rui Matias
#> 8 81871 Afonso Silvestre Garcia Afonso Silvestre Garcia
#> 9 123295 David Coelho David Coelho
#> 10 133923 Nuno Silva Nuno Silva
#> 11 174223 Alex Cabrita Alex Cabrita
#> 12 174224 Luís Cancela Luís Cancela
#> 13 174225 Ricardo Rosado Ricardo Rosado
#> 14 133889 Paulo Ajuda Paulo Ajuda
#> 15 174226 Nuno Carvalho Nuno Carvalho
#> athlete_gender validated updated_at athlete_profile_image
#> 1 male FALSE 2023-02-02 18:08:40 NA
#> 2 male FALSE 2022-12-16 10:54:12 NA
#> 3 male FALSE 2023-04-12 11:25:15 NA
#> 4 male FALSE 2023-04-12 11:39:37 NA
#> 5 male FALSE 2022-12-16 10:54:44 NA
#> 6 male FALSE 2022-12-16 10:54:53 NA
#> 7 male FALSE 2022-12-16 10:55:24 NA
#> 8 male FALSE 2022-12-16 10:55:38 NA
#> 9 male FALSE 2022-12-16 10:55:46 NA
#> 10 male FALSE 2022-12-16 10:55:59 NA
#> 11 male FALSE 2022-12-16 10:56:19 NA
#> 12 male FALSE 2022-12-16 10:57:00 NA
#> 13 male FALSE 2022-12-16 10:57:38 NA
#> 14 male FALSE 2022-12-16 10:57:47 NA
#> 15 male FALSE 2022-12-16 10:59:01 NA
#> dob athlete_country_id athlete_edit_date athlete_yob
#> 1 2002-04-02 247 2023-02-02T18:08:40+00:00 2002
#> 2 1984-09-26 247 2022-12-16T10:54:12+00:00 1984
#> 3 1999-11-12 247 2023-04-12T11:25:15+00:00 1999
#> 4 1990-08-01 247 2023-04-12T11:39:37+00:00 1990
#> 5 1996-07-01 247 2022-12-16T10:54:44+00:00 1996
#> 6 1990-05-25 247 2022-12-16T10:54:53+00:00 1990
#> 7 1995-01-23 247 2022-12-16T10:55:24+00:00 1995
#> 8 1995-12-25 247 2022-12-16T10:55:38+00:00 1995
#> 9 1981-05-09 247 2022-12-16T10:55:46+00:00 1981
#> 10 1978-07-08 247 2022-12-16T10:55:59+00:00 1978
#> 11 <NA> 247 2022-12-16T10:56:19+00:00 NA
#> 12 1973-10-01 247 2022-12-16T10:57:00+00:00 1973
#> 13 1984-08-04 247 2022-12-16T10:57:38+00:00 1984
#> 14 1980-12-14 247 2022-12-16T10:57:47+00:00 1980
#> 15 1986-02-13 247 2022-12-16T10:59:01+00:00 1986
#> athlete_slug athlete_noc athlete_country_name
#> 1 francois_vie POR Portugal
#> 2 rui_dolores POR Portugal
#> 3 antonio_barata POR Portugal
#> 4 tiago_maia POR Portugal
#> 5 hugo_baluga POR Portugal
#> 6 joao_jesus POR Portugal
#> 7 rui_matias POR Portugal
#> 8 afonso_silvestre_garcia POR Portugal
#> 9 david_coelho POR Portugal
#> 10 nuno_silva POR Portugal
#> 11 alex_cabrita POR Portugal
#> 12 luis_cancela POR Portugal
#> 13 ricardo_rosado POR Portugal
#> 14 paulo_ajuda POR Portugal
#> 15 nuno_carvalho POR Portugal
#> athlete_country_isoa2 athlete_age
#> 1 PT 21
#> 2 PT 38
#> 3 PT 23
#> 4 PT 32
#> 5 PT 26
#> 6 PT 32
#> 7 PT 28
#> 8 PT 27
#> 9 PT 42
#> 10 PT 44
#> 11 PT NA
#> 12 PT 49
#> 13 PT 38
#> 14 PT 42
#> 15 PT 37
#> athlete_listing
#> 1 https://www.triathlon.org/athletes/profile/143563/francois_vie
#> 2 https://www.triathlon.org/athletes/profile/10572/rui_dolores
#> 3 https://www.triathlon.org/athletes/profile/123733/antonio_barata
#> 4 https://www.triathlon.org/athletes/profile/55786/tiago_maia
#> 5 https://www.triathlon.org/athletes/profile/124763/hugo_baluga
#> 6 https://www.triathlon.org/athletes/profile/143281/joao_jesus
#> 7 https://www.triathlon.org/athletes/profile/174222/rui_matias
#> 8 https://www.triathlon.org/athletes/profile/81871/afonso_silvestre_garcia
#> 9 https://www.triathlon.org/athletes/profile/123295/david_coelho
#> 10 https://www.triathlon.org/athletes/profile/133923/nuno_silva
#> 11 https://www.triathlon.org/athletes/profile/174223/alex_cabrita
#> 12 https://www.triathlon.org/athletes/profile/174224/luis_cancela
#> 13 https://www.triathlon.org/athletes/profile/174225/ricardo_rosado
#> 14 https://www.triathlon.org/athletes/profile/133889/paulo_ajuda
#> 15 https://www.triathlon.org/athletes/profile/174226/nuno_carvalho
#> athlete_flag
#> 1 https://triathlon-images.imgix.net/images/icons/pt.png
#> 2 https://triathlon-images.imgix.net/images/icons/pt.png
#> 3 https://triathlon-images.imgix.net/images/icons/pt.png
#> 4 https://triathlon-images.imgix.net/images/icons/pt.png
#> 5 https://triathlon-images.imgix.net/images/icons/pt.png
#> 6 https://triathlon-images.imgix.net/images/icons/pt.png
#> 7 https://triathlon-images.imgix.net/images/icons/pt.png
#> 8 https://triathlon-images.imgix.net/images/icons/pt.png
#> 9 https://triathlon-images.imgix.net/images/icons/pt.png
#> 10 https://triathlon-images.imgix.net/images/icons/pt.png
#> 11 https://triathlon-images.imgix.net/images/icons/pt.png
#> 12 https://triathlon-images.imgix.net/images/icons/pt.png
#> 13 https://triathlon-images.imgix.net/images/icons/pt.png
#> 14 https://triathlon-images.imgix.net/images/icons/pt.png
#> 15 https://triathlon-images.imgix.net/images/icons/pt.png
#> athlete_api_listing athlete_categories
#> 1 https://api.triathlon.org/v1/athletes/143563 42
#> 2 https://api.triathlon.org/v1/athletes/10572 42
#> 3 https://api.triathlon.org/v1/athletes/123733 42
#> 4 https://api.triathlon.org/v1/athletes/55786 42
#> 5 https://api.triathlon.org/v1/athletes/124763 42
#> 6 https://api.triathlon.org/v1/athletes/143281 42
#> 7 https://api.triathlon.org/v1/athletes/174222 42
#> 8 https://api.triathlon.org/v1/athletes/81871 42
#> 9 https://api.triathlon.org/v1/athletes/123295 42
#> 10 https://api.triathlon.org/v1/athletes/133923 42
#> 11 https://api.triathlon.org/v1/athletes/174223 42
#> 12 https://api.triathlon.org/v1/athletes/174224 42
#> 13 https://api.triathlon.org/v1/athletes/174225 42
#> 14 https://api.triathlon.org/v1/athletes/133889 42
#> 15 https://api.triathlon.org/v1/athletes/174226 42
#> splits result_id position
#> 1 00:18:24, 00:01:05, 01:40:38, 00:00:42, 00:39:20 1094549 1
#> 2 00:20:19, 00:01:05, 01:48:47, 00:00:41, 00:41:20 1094550 2
#> 3 00:20:02, 00:01:09, 01:51:13, 00:00:47, 00:40:41 1094551 3
#> 4 00:18:53, 00:01:08, 01:55:43, 00:00:43, 00:45:48 1094552 4
#> 5 00:23:42, 00:01:15, 01:55:26, 00:00:51, 00:44:09 1094553 5
#> 6 00:23:41, 00:01:25, 01:55:44, 00:00:47, 00:45:10 1094554 6
#> 7 00:24:49, 00:01:52, 01:57:39, 00:00:46, 00:45:35 1094555 7
#> 8 00:19:13, 00:01:32, 02:02:36, 00:01:00, 00:46:46 1094556 8
#> 9 00:29:28, 00:01:39, 02:00:42, 00:00:51, 00:41:38 1094557 9
#> 10 00:30:33, 00:01:42, 02:02:23, 00:00:55, 00:43:30 1094558 10
#> 11 00:23:54, 00:01:53, 02:05:10, 00:01:11, 00:47:18 1094559 11
#> 12 00:32:40, 00:01:48, 02:02:13, 00:00:59, 00:42:57 1094560 12
#> 13 00:23:32, 00:01:43, 02:09:31, 00:00:59, 00:45:02 1094561 13
#> 14 00:28:11, 00:02:15, 02:04:11, 00:00:43, 00:45:36 1094562 14
#> 15 00:31:07, 00:02:06, 01:59:25, 00:01:16, 00:47:27 1094563 15
#> total_time start_num event_id prog_id
#> 1 02:40:09 NA 174221 583767
#> 2 02:52:12 NA 174221 583767
#> 3 02:53:52 NA 174221 583767
#> 4 03:02:15 NA 174221 583767
#> 5 03:05:23 NA 174221 583767
#> 6 03:06:47 NA 174221 583767
#> 7 03:10:41 NA 174221 583767
#> 8 03:11:07 NA 174221 583767
#> 9 03:14:18 NA 174221 583767
#> 10 03:19:03 NA 174221 583767
#> 11 03:19:26 NA 174221 583767
#> 12 03:20:37 NA 174221 583767
#> 13 03:20:47 NA 174221 583767
#> 14 03:20:56 NA 174221 583767
#> 15 03:21:21 NA 174221 583767If we only want to consider USA athletes Olympic qualifying events per https://triathlon.org/rankings
# Get events in qualifying current date range
oly_events <- event_list %>%
dplyr::mutate(event_date = as.Date(event_date)) %>%
tidyr::unnest(event_categories, keep_empty = T) %>%
dplyr::filter(cat_id %in% c(351, 348, 345, 349, 341, 340) & event_id != '159913') %>% # filtering out 2022 GBR has used this to qualify already
dplyr::mutate(keep = ifelse(grepl('Continental', cat_name) & !grepl('America', event_title), 'toss', 'keep')) %>%
dplyr::filter(keep == 'keep') %>%
dplyr::mutate(Year = lubridate::year(event_date),
Month = lubridate::month(event_date, label = F, abbr = F),
Day = lubridate::wday(event_date, label = T),
mday = lubridate::mday(event_date),
Month_week = (5 + lubridate::day(event_date) + lubridate::wday(lubridate::floor_date(event_date, 'month'))) %/% 7)
oly_events %>% head
#> # A tibble: 6 × 47
#> event_id event_title event_slug event_edit_date event_venue event_country
#> <int> <chr> <chr> <chr> <chr> <chr>
#> 1 163471 2022 World Tria… 2022_worl… 2022-08-08T08:… Cannigione… Italy
#> 2 164485 2022 World Tria… 2022_worl… 2022-06-03T04:… Targu Mures Romania
#> 3 163472 2022 World Tria… 2022_worl… 2022-06-13T10:… Leeds Great Britain
#> 4 163474 2022 World Tria… 2022_worl… 2022-11-22T08:… Huatulco Mexico
#> 5 163476 2022 World Tria… 2022_worl… 2022-07-12T07:… Hamburg Germany
#> 6 164176 2022 Americas T… 2022_amer… 2022-07-16T11:… Alamitos B… United States
#> # ℹ 41 more variables: event_latitude <dbl>, event_longitude <dbl>,
#> # event_date <date>, event_finish_date <chr>, event_country_isoa2 <chr>,
#> # event_country_noc <chr>, event_region_id <int>, event_country_id <int>,
#> # event_region_name <chr>, event_website <chr>, event_status <chr>,
#> # cat_name <chr>, cat_id <int>, cat_parent_id <lgl>,
#> # event_specifications <list>, event_flag <chr>, event_listing <chr>,
#> # event_api_listing <chr>, timestamp <int>, sport <list>, …We can then look at the results for the qualifying oly_events events.
prog_list <- tri_program_list_get(oly_events$event_id)
prog_list <- prog_list %>% dplyr::filter(is_race == T & results == T)
# Function to apply tri_results to multiple events/catagories
get_results <- function(event_nos, prog_nos) {
results_list <- lapply(seq_along(event_nos), function(i) {
tryCatch(
tri_results_list_get(event_no = event_nos[i], prog_no = prog_nos[i]),
error = function(e) {
message(paste0("Error retrieving results for event ", event_nos[i], " and program ", prog_nos[i], ": ", e$message))
return(NULL)
}
)
})
results_df <- do.call(plyr::rbind.fill, results_list)
return(results_df)
}
data <- get_results(prog_list$event_id, prog_list$prog_id)
# Join the results back to the oly_events data for event data
df <- data %>%
dplyr::left_join(oly_events %>%
dplyr::select(event_id, cat_id, event_title, event_date, cat_name),
by = c('event_id'))
#> Warning in dplyr::left_join(., oly_events %>% dplyr::select(event_id, cat_id, : Detected an unexpected many-to-many relationship between `x` and `y`.
#> ℹ Row 3601 of `x` matches multiple rows in `y`.
#> ℹ Row 1 of `y` matches multiple rows in `x`.
#> ℹ If a many-to-many relationship is expected, set `relationship =
#> "many-to-many"` to silence this warning.
df %>% head
#> athlete_id athlete_title athlete_first athlete_last
#> 1 11378 Jonathan Brownlee Jonathan Brownlee
#> 2 69143 Manoel Messias Manoel Messias
#> 3 63651 Tom Richard Tom Richard
#> 4 56153 Márk Dévay Márk Dévay
#> 5 70032 Max Studer Max Studer
#> 6 74419 Alberto Gonzalez Garcia Alberto Gonzalez Garcia
#> athlete_gender validated updated_at
#> 1 male TRUE 2023-05-10 10:35:55
#> 2 male TRUE 2023-03-02 10:23:32
#> 3 male FALSE 2023-05-05 12:24:08
#> 4 male FALSE 2023-05-05 08:12:39
#> 5 male FALSE 2023-05-05 16:57:26
#> 6 male TRUE 2023-05-12 00:43:42
#> athlete_profile_image
#> 1 https://www.triathlon.org/images/athlete_thumbs/jonny_brownlee_GBR.jpg
#> 2 https://www.triathlon.org/images/athlete_thumbs/BRA_Manoel_Messias.jpg
#> 3 https://www.triathlon.org/images/athlete_thumbs/46DA7B6C-B5B0-46AE-A951-3F71A2F9A1D6.jpeg
#> 4 https://www.triathlon.org/images/athlete_thumbs/HUN_Mark_Devay.jpg
#> 5 https://www.triathlon.org/images/athlete_thumbs/SUI_Max_Studer.jpg
#> 6 https://www.triathlon.org/images/athlete_thumbs/ESP_Alberto_Gonzalez.jpg
#> dob athlete_country_id athlete_edit_date athlete_yob
#> 1 1990-04-30 292 2023-05-10T10:35:55+00:00 1990
#> 2 1996-11-19 127 2023-03-02T10:23:32+00:00 1996
#> 3 1993-06-05 166 2023-05-05T12:24:08+00:00 1993
#> 4 1996-07-23 182 2023-05-05T08:12:39+00:00 1996
#> 5 1996-01-16 276 2023-05-05T16:57:26+00:00 1996
#> 6 1998-06-15 270 2023-05-12T00:43:42+00:00 1998
#> athlete_slug athlete_noc athlete_country_name
#> 1 jonathan_brownlee GBR Great Britain
#> 2 manoel_messias BRA Brazil
#> 3 tom_richard FRA France
#> 4 mark_devay HUN Hungary
#> 5 max_studer SUI Switzerland
#> 6 alberto_gonzalez_garcia ESP Spain
#> athlete_country_isoa2 athlete_age
#> 1 GB 33
#> 2 BR 26
#> 3 FR 29
#> 4 HU 26
#> 5 CH 27
#> 6 ES 24
#> athlete_listing
#> 1 https://www.triathlon.org/athletes/profile/11378/jonathan_brownlee
#> 2 https://www.triathlon.org/athletes/profile/69143/manoel_messias
#> 3 https://www.triathlon.org/athletes/profile/63651/tom_richard
#> 4 https://www.triathlon.org/athletes/profile/56153/mark_devay
#> 5 https://www.triathlon.org/athletes/profile/70032/max_studer
#> 6 https://www.triathlon.org/athletes/profile/74419/alberto_gonzalez_garcia
#> athlete_flag
#> 1 https://triathlon-images.imgix.net/images/icons/gb.png
#> 2 https://triathlon-images.imgix.net/images/icons/br.png
#> 3 https://triathlon-images.imgix.net/images/icons/fr.png
#> 4 https://triathlon-images.imgix.net/images/icons/hu.png
#> 5 https://triathlon-images.imgix.net/images/icons/ch.png
#> 6 https://triathlon-images.imgix.net/images/icons/es.png
#> athlete_api_listing athlete_categories
#> 1 https://api.triathlon.org/v1/athletes/11378 42, 539
#> 2 https://api.triathlon.org/v1/athletes/69143 42, 539
#> 3 https://api.triathlon.org/v1/athletes/63651 42
#> 4 https://api.triathlon.org/v1/athletes/56153 42
#> 5 https://api.triathlon.org/v1/athletes/70032 42, 539
#> 6 https://api.triathlon.org/v1/athletes/74419 42
#> splits result_id position
#> 1 00:08:52, 00:00:38, 00:28:58, 00:00:22, 00:15:16 1054673 1
#> 2 00:00:00, 00:00:00, 00:00:00, 00:00:00, 00:00:00 1054674 2
#> 3 00:08:56, 00:00:39, 00:28:52, 00:00:21, 00:15:44 1054675 3
#> 4 00:08:44, 00:00:40, 00:29:03, 00:00:22, 00:15:50 1054676 4
#> 5 00:00:00, 00:00:00, 00:00:00, 00:00:00, 00:00:00 1054677 5
#> 6 00:09:01, 00:00:40, 00:29:36, 00:00:20, 00:15:33 1054678 6
#> total_time start_num event_id prog_id team_id team_title team_slug
#> 1 00:54:08 9 163471 544380 NA <NA> <NA>
#> 2 00:54:24 11 163471 544380 NA <NA> <NA>
#> 3 00:54:35 3 163471 544380 NA <NA> <NA>
#> 4 00:54:41 7 163471 544380 NA <NA> <NA>
#> 5 00:55:00 19 163471 544380 NA <NA> <NA>
#> 6 00:55:13 43 163471 544380 NA <NA> <NA>
#> team_country_id team_profile_image team_noc team_country_name
#> 1 NA NA <NA> <NA>
#> 2 NA NA <NA> <NA>
#> 3 NA NA <NA> <NA>
#> 4 NA NA <NA> <NA>
#> 5 NA NA <NA> <NA>
#> 6 NA NA <NA> <NA>
#> team_country_isoa2 team_listing team_flag team_api_listing team_members
#> 1 <NA> <NA> <NA> <NA> NULL
#> 2 <NA> <NA> <NA> <NA> NULL
#> 3 <NA> <NA> <NA> <NA> NULL
#> 4 <NA> <NA> <NA> <NA> NULL
#> 5 <NA> <NA> <NA> <NA> NULL
#> 6 <NA> <NA> <NA> <NA> NULL
#> cat_id event_title event_date cat_name
#> 1 349 2022 World Triathlon Cup Arzachena 2022-05-28 World Cup
#> 2 349 2022 World Triathlon Cup Arzachena 2022-05-28 World Cup
#> 3 349 2022 World Triathlon Cup Arzachena 2022-05-28 World Cup
#> 4 349 2022 World Triathlon Cup Arzachena 2022-05-28 World Cup
#> 5 349 2022 World Triathlon Cup Arzachena 2022-05-28 World Cup
#> 6 349 2022 World Triathlon Cup Arzachena 2022-05-28 World CupWe can check out how each NOC is fairing thus far:
Currently in a developmental state