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# load required packages | |
library(rtweet) | |
library(tidyverse) | |
# get tweets (you will need a Twitter API token to run this code) | |
edge <- get_timeline("edge", n = 3200) | |
# function for frequency table | |
count_pct <- function(df) { | |
return( | |
df %>% | |
tally() %>% | |
mutate(n_pct = 100*n/sum(n)) | |
) | |
} | |
# gender of tweets about Edge final question | |
questions <- edge %>% | |
filter(grepl("asks his final|asks her final|asks their final|ask their final", text, ignore.case = TRUE)) %>% | |
mutate(gender = case_when(grepl("asks his", text) == TRUE ~ "man", | |
grepl("asks her", text) == TRUE ~ "woman", | |
grepl("asks their", text) == TRUE ~ "neutral singular", | |
grepl("ask their", text) == TRUE ~ "neutral plural")) | |
questions_gender <- questions %>% | |
group_by(gender) %>% | |
count_pct() | |
# top mentioned accounts | |
mentions <- edge %>% | |
filter(!is.na(mentions_screen_name)) %>% | |
select(mentions_screen_name) %>% | |
unnest() %>% | |
filter(mentions_screen_name != "edge") %>% | |
group_by(mentions_screen_name) %>% | |
count_pct() %>% | |
arrange(-n) | |
# top retweeted accounts | |
retweets <- edge %>% | |
filter(!is.na(retweet_screen_name)) %>% | |
select(retweet_screen_name) %>% | |
filter(retweet_screen_name != "edge") %>% | |
group_by(retweet_screen_name) %>% | |
count_pct() %>% | |
arrange(-n) |
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