With the California Presidential Primary going on today, we thought it would be a good time to look at some Twitter data to make some observations about the remaining candidates. However, we decided to take a different approach to this than some other sentiment analyses; we looked at EMOJI (of course)!
We analyzed Twitter data for emoji/word co-occurrence (e.g. Bernie + ๐ฅ or #makeamericagreatagain + ๐บ๐ธ) over a 30-day period in April and May. One interesting finding right off the bat? Of all the tweets that mention a candidate and have an emoji, 63% of them are about Trump โ compared to just 20% for Hillary and 17% for Bernie. But what does it mean? Is Trump just the most talked-about candidate of this election, or…?
Top 10 emoji used in co-occurrence with candidate’s names, hashtags and slogans
| Donald Trump ย ย | Hillary Clinton ย ย | Bernie Sanders ย ย | |
| 1 | ๐บ๐ธ | ๐ | ๐ฅ |
| 2 | ๐ | ๐บ๐ธ | ๐ |
| 3 | ๐ | ๐ฅ | โค |
| 4 | โ | ๐ | ๐บ๐ธ |
| 5 | ๐ | โผ | โ |
| 6 | โผ | โค | ๐ฆ |
| 7 | ๐จ | ๐ | ๐ญ |
| 8 | โค | ๐ก | ๐ค |
| 9 | ๐ฅ | ๐ | ๐ |
| 10 | ๐ | ๐ค | ๐ |
A few things we noticed:
- The American flag ๐บ๐ธ is the emoji most utilized in association with Trump (it’s also used 12x more with him than Hillary and 14x more than Bernie)
- Bernie’s top emoji is the flame ๐ฅ โ a nod to “Feel the Bern”
- The candidate getting the most love (in the form of the heart emoji โค) is Bernie
- The “Face with Tears of Joy” emoji is close to the top for all 3 candidates, perhaps because it was Oxford Dictionary’s Word of the Year for 2015
- Part of Hillary’s campaign logo is an arrow pointing to the right โ we figure that’s why people use the right-pointing finger ๐ so frequently in conjunction with her name
- People are getting on the #trumptrain; the train ๐ is the third most-used emoji with Trump
- We had to do a little digging for this one, but it looks like people were using the bird emoji ๐ฆ to reference the time when a bird landed on Bernie’s lectern during a rally
What kinds of conclusions can you draw from this emoji data? Share with us on Twitter!