Created
November 24, 2021 18:39
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scrape fotmob data
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# Also see: | |
# - https://github.com/tonyelhabr/sports_viz/blob/master/44-mls_bangers/01-scrape.R | |
# - https://github.com/tonyelhabr/sports_viz/blob/master/44-mls_bangers/02-visualize.R | |
library(jsonlite) | |
library(dplyr) | |
library(janitor) | |
library(tibble) | |
library(lubridate) | |
library(tidyr) | |
library(stringr) | |
library(cli) | |
library(purrr) | |
library(readr) | |
base_url <- 'https://www.fotmob.com/' | |
get_matches_by_date <- function(date, overwrite = FALSE, path = sprintf('matches-%s.rds', date), delay = 1) { | |
url <- paste0(base_url, 'matches?date=', str_remove_all(as.character(date), '-')) | |
if(file.exists(path) & !overwrite) { | |
cli::cli_alert_info(sprintf('Reading in matches from %s.', date)) | |
return(readr::read_rds(path)) | |
} | |
Sys.sleep(delay) | |
cli::cli_alert_info(sprintf('%s: Scraping matches on %s.', Sys.time(), date)) | |
resp <- jsonlite::fromJSON(url) | |
readr::write_rds(resp, path) | |
resp | |
} | |
get_match <- function(match_id, overwrite = FALSE, path = sprintf('match_id-%s.rds', match_id), delay = 1) { | |
url <- paste0(base_url, 'matchDetails?matchId=', match_id) | |
if(file.exists(path) & !overwrite) { | |
cli::cli_alert_info(sprintf('Reading in `match_id = %d`.', match_id)) | |
return(readr::read_rds(path)) | |
} | |
Sys.sleep(delay) | |
cli::cli_alert_info(sprintf('%s: Scraping `match_id = %d`.', Sys.time(), match_id)) | |
resp <- jsonlite::fromJSON(url) | |
readr::write_rds(resp, path) | |
resp | |
} | |
pluck_matches <- function(x) { | |
bind_cols(tibble(date = lubridate::ymd(x$date)), x$leagues) | |
} | |
pluck_match_data <- function(x) { | |
# content <- x$content | |
shots <- x$content$shotmap$shots | |
has_shots <- length(shots) > 0 | |
general <- x$general | |
general_scalars <- tibble( | |
matchId = general$matchId, | |
matchRound = ifelse(is.null(general$matchRound), '', general$matchRound), | |
leagueId = general$leagueId, | |
leagueName = general$leagueName, | |
leagueRoundName = general$leagueRoundName, | |
parentLeagueId = general$parentLeagueId, | |
parentLeagueSeason = general$parentLeagueSeason, | |
matchTimeUTC = general$matchTimeUTC | |
) | |
general_teams <- tibble( | |
homeTeamId = unlist(general$homeTeam$id), | |
homeTeam = unlist(general$homeTeam$name), | |
homeTeamColor = unlist(general$teamColors$home), | |
awayTeamId = unlist(general$awayTeam$id), | |
awayTeam = unlist(general$awayTeam$name), | |
awayTeamColor = unlist(general$teamColors$away) | |
) | |
df <- | |
bind_cols( | |
# tibble(match_id = content$matchFacts$matchId), | |
general_scalars, | |
general_teams | |
) | |
if(!has_shots) { | |
return(df) | |
} | |
df %>% | |
bind_cols( | |
shots | |
) %>% | |
mutate( | |
team = case_when( | |
teamId == general$homeTeam$id ~ homeTeam, | |
teamId == general$awayTeam$id ~ awayTeam, | |
TRUE ~ NA_character_ | |
) | |
) | |
} | |
league_mapping <- tibble( | |
league_id = c(130), | |
league_name = c('MLS') | |
) | |
dates_v <- seq.Date( | |
lubridate::ymd('2021-11-21'), | |
lubridate::ymd('2021-11-23'), | |
by = 'day' | |
) | |
match_ids_init <- dates_v %>% | |
map(get_matches_by_date) %>% | |
map_dfr(~pluck_matches(.x)) %>% | |
janitor::clean_names() | |
# main ---- | |
match_ids_init <- dates_v %>% | |
map(get_matches_by_date) %>% | |
map_dfr(~pluck_matches(.x)) %>% | |
janitor::clean_names() | |
match_ids <- match_ids_init %>% | |
inner_join( | |
league_mapping, | |
by = c('primary_id' = 'league_id') | |
) %>% | |
hoist( | |
matches, | |
'match_id' = 'id' | |
) %>% | |
# `name` in matches is sort of like my `league_name`, but it also includes stuff like MLS tourneys | |
# these are also indicated by `id` | |
# `parent_league_id` is another possible thing to use for league id | |
select(date, league_id = primary_id, league_name, match_id) %>% | |
unnest_longer(match_id) | |
match_data_init <- match_ids %>% | |
pull(match_id) %>% | |
map(get_match) %>% | |
map_dfr(pluck_match_data) | |
match_data <- match_data_init %>% | |
janitor::clean_names() %>% | |
mutate( | |
time = match_time_utc %>% strptime(format = '%a, %b %d, %Y, %H:%M UTC', tz = 'UTC') %>% lubridate::ymd_hms(), | |
date = time %>% lubridate::date(), | |
) %>% | |
select( | |
match_id, | |
season = parent_league_season, | |
time, | |
date, | |
home_id = home_team_id, | |
away_id = away_team_id, | |
home_team = home_team, | |
away_team = away_team, | |
id, | |
team_id, | |
team, | |
player_id, | |
player_name, | |
period, | |
min, | |
min_added, | |
situation, | |
event_type, | |
shot_type, | |
x, | |
y, | |
x_b = blocked_x, | |
y_b = blocked_y, | |
y_g = goal_crossed_y, | |
z_g = goal_crossed_z, | |
xg = expected_goals, | |
# zoom_ratio, | |
xgot = expected_goals_on_target, | |
on_goal_shot, | |
is_blocked, | |
is_on_target, | |
is_own_goal | |
) | |
match_data | |
readr::write_rds(match_data, 'match_data.rds') |
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hi tony , how can run data for only player (example : salah ,xGot = ??