InSituASProfile
The goal of InSituASProfile is to provide an easy way to calculate the insitu sprint acceleration-speed profile based on gps data using the method described by Morin et al. 2021 published in Journal of Biomechanics, DOI: 10.1016/j.jbiomech.2021.110524
Installation
You can install the development version of InSituASProfile from GitHub with:
# install.packages("devtools")
devtools::install_github("LasseIshoi/ASProfile")Example
This is a basic example of how to use the InSituASProfile Package:
Import data (csv files) from folder and combine in single data frame for analysis.
library(InSituASProfile)
library(here)
#> here() starts at C:/Users/lasse/OneDrive/Documents/R/Packages/ASProfile
InSituASProfile::import_data(here("./data/"), "speed", "acc")
#> Rows: 58871 Columns: 10
#> -- Column specification --------------------------------------------------------
#> Delimiter: ","
#> dbl (10): speed, acc, Odometer, Latitude, Longitude, Heart Rate, Player Load...
#>
#> i Use `spec()` to retrieve the full column specification for this data.
#> i Specify the column types or set `show_col_types = FALSE` to quiet this message.Prepare data
This step cleans the data frame by 1) omitting all acceleration values below 0, 2) identify the two highest acceleration values for every consecutive 0.2 m/s cut starting from 3 m/s, and 3) create an initial regression line and associated preliminary plot (if not FALSE)
InSituASProfile::prepare_data(data_import, print_plot = TRUE)
#> `geom_smooth()` using formula 'y ~ x'
Calculate the AS Profile
Calculate the A-S Profile. This step uses the data exported from prepare_data, and to calculate the A-S Profile. It plots the A-S Profile as default (TRUE), while a plot showing the regression line is not printed by default (FALSE).
InSituASProfile::get_AS_Profile(print_plot_regression_line = FALSE, print_AS_plot = TRUE)