Last active
February 21, 2020 19:37
-
-
Save brshallo/6a125f9c96dac5445cebb97cc62bfc9c to your computer and use it in GitHub Desktop.
Source this to load functions needed for visualizing 2x2 matrix transformations.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| if (!requireNamespace("tidyverse")) install.packages('tidyverse') | |
| if (!requireNamespace("gganimate")) install.packages('gganimate') | |
| library(tidyverse) | |
| library(gganimate) | |
| construct_grid <- function(xintercepts = -5:5, yintercepts = -5:5){ | |
| bind_rows( | |
| crossing(x = xintercepts, | |
| y = min(yintercepts), | |
| yend = max(yintercepts)) %>% | |
| mutate(xend = x), | |
| crossing(y = yintercepts, | |
| x = min(xintercepts), | |
| xend = max(xintercepts)) %>% | |
| mutate(yend = y) | |
| ) %>% | |
| select(x, y, xend, yend) | |
| } | |
| transform_df_coords <- function(df, ..., m = diag(length(df))){ | |
| df_names <- names(df) | |
| df_coords <- df %>% | |
| select(...) | |
| df_coords_names <- names(df_coords) | |
| df_matrix <- df_coords %>% | |
| as.matrix() %>% | |
| t() | |
| df_coords_new <- (m %*% df_matrix) %>% | |
| t() %>% | |
| as_tibble() %>% | |
| set_names(df_coords_names) | |
| df_other <- df %>% | |
| select(-one_of(df_coords_names)) | |
| bind_cols(df_coords_new, df_other) %>% | |
| select(df_names) | |
| } | |
| animate_matrix_transformation <- function(m, return_static = FALSE){ | |
| grid_start <- construct_grid() %>% | |
| mutate(id = row_number()) | |
| grid_trans <- grid_start %>% | |
| # need to `transform_df_coords()` twice as each segment is made up of 2 points | |
| transform_df_coords(x, y, m = m) %>% | |
| transform_df_coords(xend, yend, m = m) | |
| grid_all <- bind_rows( | |
| mutate(grid_start, time = 1), | |
| mutate(grid_trans, time = 2) | |
| ) | |
| basis_start <- tibble( | |
| x = c(0, 0), | |
| y = c(0, 0), | |
| xend = c(1, 0), | |
| yend = c(0, 1), | |
| # `vec` is unnecessary, will just use to differentiate colors | |
| vec = c("i", "j") | |
| ) %>% | |
| mutate(id = nrow(grid_start) + row_number()) | |
| basis_trans <- basis_start %>% | |
| transform_df_coords(x, y, m = m) %>% | |
| transform_df_coords(xend, yend, m = m) | |
| basis_all <- bind_rows( | |
| mutate(basis_start, time = 1), | |
| mutate(basis_trans, time = 2) | |
| ) | |
| x_breaks <- unique(grid_start$x) | |
| y_breaks <- unique(grid_start$y) | |
| p <- ggplot(aes(x = x, y = y, group = id), data = grid_all)+ | |
| geom_segment(aes(xend = xend, yend = yend))+ | |
| geom_segment(aes(xend = xend, yend = yend, colour = vec), data = basis_all, arrow = arrow(length = unit(0.02, "npc")), size = 1.2)+ | |
| scale_x_continuous(breaks = x_breaks, minor_breaks = NULL)+ | |
| scale_y_continuous(breaks = y_breaks, minor_breaks = NULL)+ | |
| coord_fixed()+ | |
| theme_minimal()+ | |
| theme(axis.text = element_blank(), | |
| axis.title = element_blank(), | |
| legend.position = "none") | |
| if(return_static) return(p) | |
| p + gganimate::transition_states(time, wrap = FALSE) | |
| } |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment