Created
August 16, 2018 02:46
-
-
Save luisDVA/91c99f0df5995e85f725ff134b792c18 to your computer and use it in GitHub Desktop.
tidyverse demo animation
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
library(dplyr) | |
library(ggplot2) | |
library(gganimate) | |
library(tidyr) | |
library(stringr) | |
library(extrafont) | |
# set up data | |
dat <- data_frame(type=sort(rep(c("canine","feline","avian"),3)), | |
name=c("Sam","Austin","Squawk", | |
"Lili","Luna","Garth", | |
"Coco","Theo","Soup"), | |
cuteness=c(9,7,8,9,10,8,7,8,10)) | |
# shuffle to avoid hard-coded hacks | |
dat <- dat %>% sample_frac() | |
# hack | |
varnames <- data.frame(t(data_frame(names(dat))),stringsAsFactors = FALSE) | |
names(varnames) <- names(dat) | |
varnames <- tibble::as.tibble(varnames) | |
# fn by drob to melt the data | |
longDat <- function(x){ | |
x %>% | |
setNames(seq_len(ncol(x))) %>% | |
mutate(row = row_number()) %>% | |
tidyr::gather(column, value, -row) %>% | |
mutate(column = as.integer(column)) %>% | |
ungroup() %>% | |
arrange(column, row) %>% | |
mutate(fillval="none") %>% | |
mutate(fillval=if_else(value=="type"|value=="name"|value=="cuteness", | |
"varname",fillval)) | |
} | |
# raw data | |
datList <- rbind(varnames,dat) | |
# to long | |
ldat1 <- longDat(datList) %>% mutate(tstep=1) | |
#### mutate pet types | |
datmut <- | |
dat %>% mutate(type=case_when(type=="feline"~"cat", | |
type=="canine"~"dog", | |
TRUE~"bird")) | |
# bind and melt | |
datmutList <- rbind(varnames,datmut) | |
ldat2 <- longDat(datmutList) %>% mutate(tstep=2) | |
### filter | |
datfilt <- datmut %>% filter(type!="bird") | |
datfiltList <- rbind(varnames,datfilt) | |
ldat3 <- longDat(datfiltList) %>% mutate(tstep=3) | |
# group | |
ldat4 <- | |
datfilt %>% distinct(type) %>% | |
mutate(gpid=as.character(1:n())) %>% | |
right_join(ldat3,by=c("type"="value")) %>% | |
mutate(fillval=if_else(is.na(gpid),fillval,gpid)) %>% | |
mutate(tstep=4) | |
# top_n | |
datfiltTop <- | |
datfilt %>% group_by(type) %>% top_n(1) %>% ungroup() | |
datfiltTopList <- rbind(varnames,datfiltTop) | |
ldat5 <- longDat(datfiltTopList) %>% mutate(tstep=5) | |
ldat5 <- | |
datfilt %>% distinct(type) %>% | |
mutate(gpid=as.character(1:n())) %>% | |
right_join(ldat5,by=c("type"="value")) %>% | |
mutate(fillval=if_else(is.na(gpid),fillval,gpid)) | |
# bind | |
ladatll <- bind_rows(ldat1,ldat2,ldat3,ldat4,ldat5) | |
# hack fix | |
ladatll <- | |
ladatll %>% mutate(value=if_else(is.na(value),type,value)) | |
# code as title | |
titlevec <- | |
c("dat %>% mutate(type= case_when(type==\"feline\"~\"cat\", | |
type==\"canine\"~\"dog\", | |
TRUE~\"bird\")) %>% | |
filter(type!=\"bird\") %>% | |
group_by(type) %>% | |
top_n(1,cuteness)") | |
# draw | |
dpanim <- | |
ggplot(ladatll,aes(column,-row,label=value))+ | |
geom_tile(color="black",aes(fill=fillval))+ | |
geom_text(family="ABeeZee")+ | |
scale_fill_manual(values = c("#9893da","#008da8","white","light grey"),guide=FALSE)+ | |
theme_void()+ | |
labs(title=titlevec)+ | |
theme(plot.title = element_text(size = rel(1.5),hjust=0.5))+ | |
transition_states( | |
states = tstep, # variable in data | |
transition_length = 2, # all states display for 1 time unit | |
state_length = 1 # all transitions take 1 time unit | |
) + | |
enter_fade() + # How new blocks appear | |
exit_fade() + # How blocks disappear | |
ease_aes('back-in-out') | |
#dpanim | |
#anim_save("topndemo.gif") |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment