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EM JIS & EM TIC NS 
AR UND THE W RLD 
BY GRANT MCGOVERN
INSPIRATION 
โ€ข Last summer, I discovered the site: 
โ€ข Emojitracker 
โ€ข โ€œโ€ฆuses Twitter to calculate emoji usage, people are averaging 
250 to 350 emoji tweets a second.โ€ โ€“ The New York Times 
โ€ข โ€œThe result is a stunning, simple and frankly worrying dashboard 
of icons, which is also excellent evidence of our growing inability 
to use the English language alone to express our emotions.โ€ โ€“ 
The Huffington Post 
โ€ข โ€œBeyond the novelty of seeing just which emoji are most popular 
(and almost as amusing, which ones are rarely used), the 
visualization also does a pretty good job at showing the extreme 
pace at which tweets are posted every second.โ€ โ€“ The Verge
MY QUESTION 
โ€œAre emojis used as frequently on social 
media across different cultures? 
Specifically, in Asian countries, how are 
emojis interpreted differently than in other 
countries such as the United States? โ€
RESEARCH METHOD 
โ€ข Target: 
โ€ข Young (12-30 years) people. 
โ€ข Japanese (contrast with U.S.) 
โ€ข Where: 
โ€ข Twitter (public profiles) 
โ€ข How Many: 
โ€ข ~50 people. (ended up being 46) 
โ€ข How: 
โ€ข Massive spreadsheet 
โ€ข Record tweets with emojis 
โ€ข Twitter Handle 
โ€ข Name 
โ€ข Tweet Body (Japanese) 
โ€ข Tweet Body (American English) 
โ€ข Via Google Translate 
โ€ข Date
MESSY DATA 
โ€ข Why? 
โ€ข Thereโ€™s a variety of โ€œEmojisโ€ 
โ€ข 
โ€ข Japanese Emoticons: 
โ€ข (ใ€ใ‚œใƒญใ‚œ)ใ€, (; ๏ฝฅ`ะด๏ฝฅยด) , (ใƒปโˆ€ใƒป) 
โ€ข Emoticons 
โ€ข :-) , :โ€™( , :-/ 
โ€ข Workaround? 
โ€ข Emojis are classified via codes: 
โ€ข 
โ€ข (; ๏ฝฅ`ะด๏ฝฅยด) 
:angry: 
:angry:
DATA SNIPPET 
Date Twitter Handle Name Tweet Body (Japanese) Tweet Body (American English) Emoticon/Emoji URL 
11/17/14 @uti_honne ใ“ใ‚Œใ€ๆœฌ้Ÿณใ€‚ๅนธใ›ใซใชใ‚‹5ๅŽŸๅ‰‡โœจ ๅซŒใ‚ใชใ„ ๅฟƒ้…ใ—ใชใ„ ๆœŸYou are witๅพ…h ใ—a sใชmใ„ile ใ‚ทtoใƒณ livใƒ—e ใƒซsimใซp็”Ÿle ใyo:ใ‚‹tuw id็ฌ‘nok ้ก”lninoใงgt -esใ„xtapใ‚‹resc: t to nohtt twposr:/r/ytw yiottue rd.coo nmo/tu htiatheo fnivnee /psrtiantcuisp/l5e3s4 โœจ27 b5e7 3h0a2p6p4y170497 
@love_otome013 ใ‚ใƒผใทใ‚‹ๅไธ‰ๆ”ฏๆผ”็พฉใ‚„ใฐใ„ใ€œThirteen ๆ”ฏๆผ” righteousness danger:obuluss ~hing-face: https://twitter.com/love_otome013/status/528836700110217216 
@mio8598 โˆžๆธ…ๆฐด ๆœช็ท’โˆž ใพใŸใ‚†ใฟใ“ใซใ‚ใฃใŸw ใ‹ใ‚ใ„ใ„ใชWใƒผ also was in Yumiko, I cute :red-heart: https://twitter.com/mio8598/status/534685475680686082 
@s_kajyu ใƒใƒซใฏใŠๅ—้จ“ไธญใ“ใฎใƒ˜ใƒƒใƒ€ใƒผๆœ€้ซ˜ใ€‚ ๆˆ‘ใชใŒใ‚‰่‰ฏใ„Thใ‚ขisใ‚ค hใƒ‡eaใ‚ฃdeใ‚ขr h #igๆขถh่ฃ•es่ฒดt. We while a goo:sdu indgelaa s#s Kesa-jfi aYcuek:i :thuhmttbps-:/u/tpw: i:thteera.crot-mar/rso_wk:ajyu/status/533995091841409024 
@MK___31 โฅ ใ“ใฃใจใ‚“ใ‚ใ–ใ‚ใ–ใ“ใจใฎๅžขใ„ใ‚Œใฆใƒชใƒ—ใ™ใ‚‹I ใฎwoใ‚„uใ‚ld ใฆlikใ„e yใŸouใ  tใo sใŸtoใ„p a#nwdw two wdewscr:icpltaopr :t,o : jpouy:t dirt of thingh tbtpost:h//etwr #itwtewr.cwowmw/MK___31/status/533604428952002561
DATA ANALYSIS 
16 
14 
12 
10 
8 
6 
4 
2 
0 
:heart: 
:crying-face: 
:neutral-face: 
:splashing-water: 
:worried-face: 
:school: 
:hand: 
:neutral-face: 
:sparkly-heart: 
:ribbon-heart: 
:praying-hands: 
:bunny: 
:soccer-ball: 
:wind-blowing: 
:heart-arrow: 
:heartpulse: 
:notes: 
:home: 
Emoji Breakdown 
Series 1 
Anomalies: 
- Little to no โ€œsadโ€ emojis despite them being #5, #11, #12, 
and #13 most used emojis in the world. 
- Massive gap between heart emoji and other ones. 
109 Total
DATA ANALYSIS (CONT.) 
Gender Breakdown 
Men (14) 
Women (32) 
โ€ข 76 worthwhile tweets 
โ€ข 109 total emojis 
โ€ข ~Approx. 1.43 emojis per tweet 
Trends: 
โ€ข Highest contributors of emoji-filled 
Tweets were young females who 
had a large follower base. 
โ€ข The highest emoji users were 
Japanese models and/or 
celebrities. People plugged into 
the โ€œmain-stream.โ€ 
โ€ข The most recurring emoji that was 
non-inanimate was the :smile: 
face. 
โ€ข The most popular tweet bodies in 
which there were emojis 
appeared to be songs/lyrics and 
exclamatory statements. 
โ€ข i.e. โ€œToday is my birthday ๏Šโ€ 
Conclusions: 
โ€ข Japanese people tweet generally 
less emojis than Americans 
(compared to who I follow) 
โ€ข Japanese people tend to pack more 
emotional context into their emoji 
usage. They are more 
appropriate/relevant.
REFLECTION 
โ€ข Obstacles: 
โ€ข Language Barrier 
โ€ข Google Translate was okay, but not great 
โ€ข Japanese is terse and most of the language was slang (Iโ€™m 
guessing). 
โ€ข Itโ€™s estimated only 3% of Japanese people use their real 
name on Twitter. 
โ€ข Things Iโ€™d Do Differently: 
โ€ข Given more time: 
โ€ข Have a more solid understanding of who Iโ€™m following. 
โ€ข Speak to actual Japanese citizens to learn about Twitter 
culture in Japan. 
โ€ข Follow even more people, over an extended period of time. 
โ€ข Have a Japanese translator at hand instead of Google.
THANKS! 
Any Questions?

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Emojis & Emoticons Around The World

  • 1. EM JIS & EM TIC NS AR UND THE W RLD BY GRANT MCGOVERN
  • 2. INSPIRATION โ€ข Last summer, I discovered the site: โ€ข Emojitracker โ€ข โ€œโ€ฆuses Twitter to calculate emoji usage, people are averaging 250 to 350 emoji tweets a second.โ€ โ€“ The New York Times โ€ข โ€œThe result is a stunning, simple and frankly worrying dashboard of icons, which is also excellent evidence of our growing inability to use the English language alone to express our emotions.โ€ โ€“ The Huffington Post โ€ข โ€œBeyond the novelty of seeing just which emoji are most popular (and almost as amusing, which ones are rarely used), the visualization also does a pretty good job at showing the extreme pace at which tweets are posted every second.โ€ โ€“ The Verge
  • 3. MY QUESTION โ€œAre emojis used as frequently on social media across different cultures? Specifically, in Asian countries, how are emojis interpreted differently than in other countries such as the United States? โ€
  • 4. RESEARCH METHOD โ€ข Target: โ€ข Young (12-30 years) people. โ€ข Japanese (contrast with U.S.) โ€ข Where: โ€ข Twitter (public profiles) โ€ข How Many: โ€ข ~50 people. (ended up being 46) โ€ข How: โ€ข Massive spreadsheet โ€ข Record tweets with emojis โ€ข Twitter Handle โ€ข Name โ€ข Tweet Body (Japanese) โ€ข Tweet Body (American English) โ€ข Via Google Translate โ€ข Date
  • 5. MESSY DATA โ€ข Why? โ€ข Thereโ€™s a variety of โ€œEmojisโ€ โ€ข โ€ข Japanese Emoticons: โ€ข (ใ€ใ‚œใƒญใ‚œ)ใ€, (; ๏ฝฅ`ะด๏ฝฅยด) , (ใƒปโˆ€ใƒป) โ€ข Emoticons โ€ข :-) , :โ€™( , :-/ โ€ข Workaround? โ€ข Emojis are classified via codes: โ€ข โ€ข (; ๏ฝฅ`ะด๏ฝฅยด) :angry: :angry:
  • 6. DATA SNIPPET Date Twitter Handle Name Tweet Body (Japanese) Tweet Body (American English) Emoticon/Emoji URL 11/17/14 @uti_honne ใ“ใ‚Œใ€ๆœฌ้Ÿณใ€‚ๅนธใ›ใซใชใ‚‹5ๅŽŸๅ‰‡โœจ ๅซŒใ‚ใชใ„ ๅฟƒ้…ใ—ใชใ„ ๆœŸYou are witๅพ…h ใ—a sใชmใ„ile ใ‚ทtoใƒณ livใƒ—e ใƒซsimใซp็”Ÿle ใyo:ใ‚‹tuw id็ฌ‘nok ้ก”lninoใงgt -esใ„xtapใ‚‹resc: t to nohtt twposr:/r/ytw yiottue rd.coo nmo/tu htiatheo fnivnee /psrtiantcuisp/l5e3s4 โœจ27 b5e7 3h0a2p6p4y170497 @love_otome013 ใ‚ใƒผใทใ‚‹ๅไธ‰ๆ”ฏๆผ”็พฉใ‚„ใฐใ„ใ€œThirteen ๆ”ฏๆผ” righteousness danger:obuluss ~hing-face: https://twitter.com/love_otome013/status/528836700110217216 @mio8598 โˆžๆธ…ๆฐด ๆœช็ท’โˆž ใพใŸใ‚†ใฟใ“ใซใ‚ใฃใŸw ใ‹ใ‚ใ„ใ„ใชWใƒผ also was in Yumiko, I cute :red-heart: https://twitter.com/mio8598/status/534685475680686082 @s_kajyu ใƒใƒซใฏใŠๅ—้จ“ไธญใ“ใฎใƒ˜ใƒƒใƒ€ใƒผๆœ€้ซ˜ใ€‚ ๆˆ‘ใชใŒใ‚‰่‰ฏใ„Thใ‚ขisใ‚ค hใƒ‡eaใ‚ฃdeใ‚ขr h #igๆขถh่ฃ•es่ฒดt. We while a goo:sdu indgelaa s#s Kesa-jfi aYcuek:i :thuhmttbps-:/u/tpw: i:thteera.crot-mar/rso_wk:ajyu/status/533995091841409024 @MK___31 โฅ ใ“ใฃใจใ‚“ใ‚ใ–ใ‚ใ–ใ“ใจใฎๅžขใ„ใ‚Œใฆใƒชใƒ—ใ™ใ‚‹I ใฎwoใ‚„uใ‚ld ใฆlikใ„e yใŸouใ  tใo sใŸtoใ„p a#nwdw two wdewscr:icpltaopr :t,o : jpouy:t dirt of thingh tbtpost:h//etwr #itwtewr.cwowmw/MK___31/status/533604428952002561
  • 7. DATA ANALYSIS 16 14 12 10 8 6 4 2 0 :heart: :crying-face: :neutral-face: :splashing-water: :worried-face: :school: :hand: :neutral-face: :sparkly-heart: :ribbon-heart: :praying-hands: :bunny: :soccer-ball: :wind-blowing: :heart-arrow: :heartpulse: :notes: :home: Emoji Breakdown Series 1 Anomalies: - Little to no โ€œsadโ€ emojis despite them being #5, #11, #12, and #13 most used emojis in the world. - Massive gap between heart emoji and other ones. 109 Total
  • 8. DATA ANALYSIS (CONT.) Gender Breakdown Men (14) Women (32) โ€ข 76 worthwhile tweets โ€ข 109 total emojis โ€ข ~Approx. 1.43 emojis per tweet Trends: โ€ข Highest contributors of emoji-filled Tweets were young females who had a large follower base. โ€ข The highest emoji users were Japanese models and/or celebrities. People plugged into the โ€œmain-stream.โ€ โ€ข The most recurring emoji that was non-inanimate was the :smile: face. โ€ข The most popular tweet bodies in which there were emojis appeared to be songs/lyrics and exclamatory statements. โ€ข i.e. โ€œToday is my birthday ๏Šโ€ Conclusions: โ€ข Japanese people tweet generally less emojis than Americans (compared to who I follow) โ€ข Japanese people tend to pack more emotional context into their emoji usage. They are more appropriate/relevant.
  • 9. REFLECTION โ€ข Obstacles: โ€ข Language Barrier โ€ข Google Translate was okay, but not great โ€ข Japanese is terse and most of the language was slang (Iโ€™m guessing). โ€ข Itโ€™s estimated only 3% of Japanese people use their real name on Twitter. โ€ข Things Iโ€™d Do Differently: โ€ข Given more time: โ€ข Have a more solid understanding of who Iโ€™m following. โ€ข Speak to actual Japanese citizens to learn about Twitter culture in Japan. โ€ข Follow even more people, over an extended period of time. โ€ข Have a Japanese translator at hand instead of Google.