## ----include = FALSE---------------------------------------------------------- knitr::opts_chunk$set( collapse = TRUE, comment = "#>", fig.width = 7 ) ## ----setup-------------------------------------------------------------------- library(tidyverse) library(rticulate) ## ----it01-dlc----------------------------------------------------------------- it01_dlc_path <- system.file("extdata/it01-dlc.tsv", package = "rticulate") it01_dlc <- read_aaa(it01_dlc_path) |> # Let's rename some columns. rename( date_time = `Date Time of recording`, time_rec = `Time of sample in recording`, time_annot = `Time of sample in annot` ) ## ----it01-up------------------------------------------------------------------ it01_up <- it01_dlc |> filter(spline == "DLC_Tongue") |> mutate( Y_sm = filter_signal(Y, order = 2, window_length = 7, apply = 2), .by = c(displ_id) ) |> reframe( resample_signal(Y_sm, time_annot, by = 3), .by = c(displ_id, knot) ) |> mutate( Y_sm_up = filter_signal(signal_int, window_length = 11, apply = 2), .by = c(displ_id, knot) ) it01_up |> filter(knot == 8) |> ggplot(aes(time_int, Y_sm_up)) + geom_point(alpha = 0.2) + facet_wrap(vars(displ_id)) ## ----get-velocity, warning=FALSE---------------------------------------------- it01_up <- it01_up |> mutate( Y_sm_up_vel = get_velocity(Y_sm_up) ) it01_up |> filter(displ_id == 14) |> ggplot(aes(time_int, Y_sm_up_vel)) + geom_point() + geom_line(aes(y = abs(Y_sm_up_vel)), colour = "red") + annotate("rect", xmin = 0.3, xmax = 0.55, ymin = -Inf, ymax = Inf, alpha = 0.3) ## ----get-landmarks, warning=FALSE--------------------------------------------- # Filter signal to include a reduced time window it01_up_win <- it01_up |> filter(displ_id == 14, time_int > 0.3, time_int < 0.55) # Get landmarks it01_up_win_land <- get_landmarks(it01_up_win$Y_sm_up_vel, it01_up_win$time_int, 0.4, 0.5) it01_up_win_land_long <- it01_up_win_land |> pivot_longer(everything(), names_to = "land") it01_up_win_land_long ## ----plot-landmarks, warning=FALSE, fig.asp=0.25------------------------------ it01_up_win |> ggplot(aes(time_int, abs(get_velocity(Y_sm_up)))) + geom_point(colour = "red") + geom_vline(data = it01_up_win_land_long |> filter(str_detect(land, "_ons|_off")), aes(xintercept = value)) + labs(y = "Absolute velocity") it01_up_win |> ggplot(aes(time_int, Y_sm_up)) + geom_point() + geom_vline(data = it01_up_win_land_long |> filter(str_detect(land, "_ons|_off")), aes(xintercept = value)) + labs(y = "Y displacement") ## ----it01-up-lands------------------------------------------------------------ it01_up_lands <- it01_up |> filter(knot == 8, time_int > 0.3, time_int < 0.55) |> reframe( get_landmarks(Y_sm_up_vel, time_int, 0.35, 0.45), .by = displ_id ) it01_up_lands ## ----------------------------------------------------------------------------- it01_up_lands_long <- it01_up_lands |> pivot_longer(-displ_id, names_to = "land") it01_up |> filter(knot == 8) |> ggplot(aes(time_int, Y_sm_up)) + geom_point(alpha = 0.2) + geom_vline(data = it01_up_lands_long |> filter(str_detect(land, "_ons|_off")), aes(xintercept = value)) + facet_wrap(vars(displ_id))