An R package for reading Perana Sports VBStats volleyball scouting files as well as Perana Sports VideoTagger files.
See also datavolley, which provides similar functionality for reading DataVolley files into R. The conventions (data structures, variable naming, etc) used in the peranavolley package follow those of the datavolley package.
options(repos = c(openvolley = "https://openvolley.r-universe.dev",
CRAN = "https://cloud.r-project.org"))
install.packages("peranavolley")
## or
## install.packages("remotes") ## if needed
remotes::install_github("openvolley/peranavolley")
Read one of the example data files bundled with the package:
library(peranavolley)
x <- pv_read(pv_example_file())
summary(x)
#> Match summary:
#> Date: 2017-09-23
#> League: 2017 AVL Men's
#> Teams: Canberra Heat Men's
#> vs
#> UTSSU Men's
#> Result: 3-0 (25-23, 31-29, 25-15)
#> Duration: unknown
Number of serves by team:
serve_idx <- which(plays(x)$skill == "Serve")
table(plays(x)$team[serve_idx])
#>
#> Canberra Heat Men's UTSSU Men's
#> 77 70
Attack kill rate by player, using dplyr
:
library(dplyr)
plays(x) %>% dplyr::filter(skill == "Attack") %>%
group_by(team, player_name, player_id) %>%
dplyr::summarize(`N attacks` = n(), `Kill rate` = mean(evaluation == "Winning attack", na.rm = TRUE)) %>%
ungroup %>%
dplyr::arrange(desc(`Kill rate`)) %>% dplyr::select(-player_id)
#> # A tibble: 16 × 4
#> team player_name `N attacks` `Kill rate`
#> <chr> <chr> <int> <dbl>
#> 1 UTSSU Men's Brian Cho 3 0.667
#> 2 Canberra Heat Men's Cameron Steer 7 0.571
#> 3 UTSSU Men's Nathan Lovett 7 0.571
#> 4 Canberra Heat Men's Murch Malachi 9 0.556
#> 5 Canberra Heat Men's Nick Borgeaud 2 0.5
#> 6 Canberra Heat Men's Samuel Walker 30 0.467
#> 7 UTSSU Men's C Beasley 28 0.429
#> 8 Canberra Heat Men's Keiran Ackhurst 5 0.4
#> 9 UTSSU Men's Nathan Healey 31 0.387
#> 10 UTSSU Men's Adam Penman 3 0.333
#> 11 Canberra Heat Men's Jordan Power 28 0.286
#> 12 UTSSU Men's Artem Ipatyev 19 0.211
#> 13 Canberra Heat Men's David Darcy 10 0.2
#> 14 UTSSU Men's Alex Minchin 1 0
#> 15 UTSSU Men's Mick Werner 2 0
#> 16 UTSSU Men's Samuel Hansen 3 0