I found this tweet today and I was intrigued.
IS IT JUST ME, OR DID I JUST PULL OFF THE GREATEST TWITTER SCHEME OF ALL TIME?????— Hadie Mart (@CostcoRiceBag) August 23, 2018
Read the first word of my tweets to find out....
What exactly had this person pulled off? What was this all-caps GREATEST TWITTER SCHEME OF ALL TIME?
I wanted to know. But I didn’t want to scroll through endless tweets. Jump ahead to the answer if you’re in a hurry yourself.
To figure out what exactly was going on on Twitter, I turned to my favorite Twitter-related package: rtweet.
Getting all of @CostcoRiceBag’s recent tweets was suprisingly simple — all it takes is a single call to
library(rtweet) library(dplyr) crb_tweets <- get_timeline("costcoricebag", n = 3200)
From here, I simply filtered out replies and straight-up retweets (but not quote tweets), and then extracted the first word in the tweet text using a little regex.
Upon arranging the tweets in reverse chronological order, the pattern in the
first_word column is immediately apparent.
first_words <- crb_tweets %>% filter( !is_retweet, is.na(reply_to_status_id), created_at <= lubridate::ymd_hms("2018-08-23 18:43:27"), created_at >= lubridate::ymd_h("2018-05-07 15"), !grepl("^@", text) ) %>% mutate( first_word = sub("^\\W*([\\w'’]+)[\\S\\s]+", "\\1", text, perl = TRUE) ) %>% arrange(desc(created_at)) first_words %>% select(created_at, text, first_word)
## # A tibble: 376 x 3 ## created_at text first_word ## <dttm> <chr> <chr> ## 1 2018-08-23 18:43:27 "IS IT JUST ME, OR DID I JUST PULL OFF … IS ## 2 2018-08-23 18:42:49 This is the moment I’ve been waiting fo… This ## 3 2018-08-23 17:53:19 The best state fair food is corn on the… The ## 4 2018-08-23 17:46:29 Real talk: idk what I’m going to do whe… Real ## 5 2018-08-23 04:35:54 Life was so much easier when my school … Life ## 6 2018-08-23 01:43:50 IS THERE A MORE ACCURATE REPRESENTATION… IS ## 7 2018-08-23 00:36:12 This is the 9th time I’ve heard Africa … This ## 8 2018-08-22 17:22:21 Just told an 11 year old boy what’s up … Just ## 9 2018-08-22 13:56:58 Fantasy football: Fantasy ## 10 2018-08-22 13:53:41 Caught me https://t.co/SvUL450t3D Caught ## # ... with 366 more rows
Queen of the First Word Tweets
The final result is amazing and definitely pretty much the greatest Twitter scheme ever. Hover over each word to see the text of the full tweet, or click on the word to go to the tweet.
IS This The Real Life IS This Just Fantasy Caught In A Landslide No Escape From Reality Open Your Eyes Look Up To The Skies And See I’m Just A Poor Boy I Need No Sympathy Because I’m EASY Come Easy Go Little High Little Low Any Way The Wind blows doesn’t Really Matter To Me To Me Mama Just Killed A Man Put A Gun Against His Head Pulled My Trigger Now He’s Dead Mama Life Had Just Begun But Now I’ve Gone And Thrown It All Away Mama Ooh Didn’t Mean To make You Cry If I’m Not Back AGAIN This Time Tomorrow Carry On Carry On As If Nothing Really Matters Too Late My Time Has Come sends shivers Down My Spine Body’s Aching All The Time Goodbye EVERYBODY I’ve Got To GO Gotta Leave You All Behind And Face The Truth Mama Ooh Any Way The wind Blows I Don’t WANNA Die I Sometimes Wish I’d Never Been Born At All I See A Little Shiloetto Of A Man scaramouche Scaramouche Will You Do The Fandango Thunderbolt And Lightning Very Very Frightening Me Galileo Galileo Galileo Galileo Galileo Figaro Magnifico I’m JUST A Poor Boy Nobody loves Me He’s Just A Poor Boy From A Poor Family Spare Him His Life From This Monstrosity Easy Come Easy Go Will You Let Me Go BISMILLAH No We Will Not Let You Go Let Him Go Bismillah We Will Not Let You GO Let Him Go Bismillah We Will Not Let You GO Let Me Go Will Not Let You Go Let Me Go NEVER Let You Go Never Never Never Never Let Me Go Oh O Oh Oh NO No No No No No No Oh MAMA Mia Mama M Mama Mia Let Me Go Beezlebub Has A Devil Put Aside For Me For Me For Me So You Think You Can Stone Me And Spit In My Eye So You Think You Can Love Me And Leave Me To Die Oh Baby Can’t Do This To Me Baby JUST Gotta Get Out Just Gotta Get Right Outta Here oOooOoOo Oooh Yeah Ooh Yeah Nothing Really Matters Anyone Can See Nothing Really Matters Nothing Really Matters To Me Any Way The Wind Blows
In total, writing out the lyrics to Bohemian Rhapsody in reverse order took 376 tweets over 108 days.
When did @CostcoRiceBag do most of their Queen-related tweeting? To get an idea of how often they tweeted, I created a calendar heatmap (or GitHub-style square tile plot) of their daily tweeting activities.
What’s really impressive is that, except for a few Bismillah and Scaramouche tweets, most of the tweets are really just normal everyday tweeting. I’d love to get into a textual analysis, but it’s late so I’ll leave you with this:
Me: I can go to bed late, I get to sleep in tomorrow— Hadie Mart (@CostcoRiceBag) May 18, 2018
* gets woken by a 6am phone call *
Welcome, to another day in the life
Rock on! 🤘