This repo contains code to interact with the Yourfeed tutorial.
First, we will start with the Create Study page to play with the various settings.
Then, we go the Yourfeed link to generated some data. Here is a example link.
Then, we go the Download Data page to download the data so we can interact with it locally.
src <- "../data/e3pG6d_engagement.csv"
dat <- get_data(src = src, n_entities = 50)
useritem <- make_dwell_data(dat, output = output, max_dwell_ms = 30000, min_dwell_ms = 250, exclude_start_end = c(3, 3))
# clean userform data
src <- "../data/e3pG6d_user_form.csv"
user_form <- make_user_form(src)
plot_user(useritem, sample(unique(useritem$user_id),1))
item_level <- fread( "../data/oct9_news_stimulus_set.csv")
useritem <- useritem %>% left_join(item_level, by='entity_id')
top_dwells <- useritem %>% group_by(entity_id) %>% summarize(
ldwell = mean(ldwell, na.rm=T),
url = max(entity_url_x)
) %>% arrange(desc(ldwell)); head(top_dwells$url)
and that's it!