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Emoticon Analysis in Twitter

Probably the most often quoted words of Andy Warhol are “In the future, everyone will be world-famous for 15 minutes”.

Were he alive today, I expect he might have said something like, “In the future, everyone will be world-famous in 140 characters”.

Twitter is a phenomenon. Hundreds of millions of people broadcast their status for, anyone who cares, to read. Some messages are even read! The popular ones are rebroadcast to an even wider audience. Twitter has short-circuited the communication channels of our species.

The strict 140 character limit, imposed by Twitter, is a blessing and a curse. We are forced to abbreviate words, concepts and sentences. Prolific use is made of acronyms, creative contractions and the stylistic use of punctuation is common. Prominent in Tweets is the copious use of emoticons.

“In the future, everyone will be world-famous ~~for 15 minutes~~ in 140 characters”

Emoticons

Emoticons are ASCII art. They are sometimes called “Smileys”.

They are formed through the creative use of letters, numbers and punctuation symbols. Most often (though not always) they attempt to represent facial features.

As their name implies, emoticons are glyphs designed to add emotional flavor to plain text messages. Just as simple punctuation can convey surprise ! or pose a question ? , emoticons can convey happiness and joy :-) , sadness :-( , laughter :-D , or cheekiness ;-)

In the absence of being able to read someone’s facial expression, or hear the intonation of a voice, the addition of a simple emoticon appends strong sentiment to a message.

I’m going to bed early tonight …

As an example, imagine the simple phrase “I’m going to bed early tonight”.

	I'm going to bed early tonight :-)	Happy smile
	I'm going to bed early tonight :-(	Sad frown
	I'm going to bed early tonight :-\|\|	Angry
	I'm going to bed early tonight ;-)	Wink
	I'm going to bed early tonight :-D	Deep laugh
	I'm going to bed early tonight :-/	Uneasy
	I'm going to bed early tonight :-P	Tongue out

The addition of an emoticon suffix greatly changes the context of the message.

Data Source

Recently, I was flying back from San Francisco and using the inflight WiFi to send and receive Tweets, when I became curious about the frequency and use of emoticons in Twitter. I was getting ready to write code to hit the Twitter APIs when I discovered that the folks at Infochimps had already done a lot of this scraping and parsing. I was able to download a database from their site to perform this analysis (thanks guys).

This posting contains the analysis of the emoticons used in a batch of 96 million Tweets sent by Twitter users.

Caveat – When somebody (I presume at Infochimps) tokenized the smileys it appears that CaSe SenSITivity was dropped along the way. Because of this, things like :-P and :-p were tokenized the same way and the subtlety of the difference between the uppercase-P and lowercase-p in these two emoticons has been lost. Thankfully, this only affects a small number if emoticons, and in most cases the subtle distinction makes no difference.

The top emoticons

It's no big surprise, but the popular emoticons dominate the usage patterns. Of the 96,269,892 Tweets that contained emoticons, the top 20 smileys accounted for 90% of all occurences. Here they are:

	Emoticon	Usage	Percent	Notes
#1	:)	32,115,789	33.360%	Happy face
#2	:D	10,595,385	11.006%	Laugh
#3	:(	7,613,014	7.908%	Sad face
#4	;)	7,238,295	7.519%	Wink
#5	:-)	4,254,708	4.420%	Happy face (with nose)
#6	:P	3,588,863	3.728%	Tongue out
#7	=)	3,564,080	3.702%	Happy face
#8	(:	2,720,383	2.826%	Happy face (mirror)
#9	;-)	2,085,015	2.166%	Wink (with nose)
#10	:/	1,840,827	1.912%	Uneasy, undecided, skeptical, annoyed?
#11	XD	1,795,792	1.865%	Big grin
#12	=D	1,434,004	1.490%	Laugh
#13	:o	1,077,124	1.119%	Shock, Yawn
#14	=]	1,055,517	1.096%	Happy face
#15	D:	1,048,320	1.089%	Grin (mirror)
#16	;D	1,004,509	1.043%	Wink and grin
#17	:]	954,740	0.992%	Happy face
#18	:-(	816,170	0.848%	Unhappy
#19	=/	809,760	0.841%	Uneasy, undecided, skeptical, annoyed?
#20	=(	760,600	0.790%	Unhappy

The dataset I examined contained 2,242 distinctly identified emoticons. (A complete list of these is provided at the end of this article).

Observations

Not surprisingly, as character count is at a premium, the canonical form of similar emoticons that appears highest in the frequency table is always the shorter version. For instance, the simple happy face :) occurs more often than the happy face with nose :-) as it contains one less character.

Shorter emoticons are easier and quicker to type on a mobile device, as well as taking up less of the valuable 140 character limit. In fact, on my Android device, there is a button on the softkey pad that will insert the basic smiley sans-nez with one touch!

Mouths formed with curved braces occur more frequently than square braces, which inturn occur more frequently than curly braces.

Chiral versions of most emoticons (where the mouth occurs before the eyes, and not the other way around) occur with a ratio of approximately 1:12.

(I have no data, nor performed research into this, but coincidentally, this ratio is approximately the same as ratio of right-handed to left-handed people).

Round eyes, made with colons, occur more often then slit eyes, made with equal signs.

Sentiment Analysis

OK, this is a bit of a stretch, but bear with me …

You will have noticed that some of the emoticons donate and imply Positive Sentiment , such as the happy face :). Some of them imply a Negative Sentiment , such as the sad face :(, and others project a Neutral Sentiment , such as undecided :/

I appreciate that this type of classification is very subjective, but I attempted to categorize the most frequently used emoticons into these three coarse sentiment buckets.

Using this logic, we could speculate that 88% of Tweets (that use emoticons for emphasis) are positive or neutral in sentiment!

There is now quite a bit of research going on in the field of sophisticated sentiment analysis. Rather than simply looking at the presence of emoticons, they parse the entire message looking for clues; words used, sentence structure, ordering … This is very challenging work. Discounting other languages for a moment, even just working with English is hard. There is true grammar to handle, and then common vernacular (whilst we might have been taught in school the correct way to speak, in reality, rules are not always followed. How many times a day do you hear someone speak a double-negative? “You ain’t heard nothing yet!”, or “We don’t need no badges” What way should that be parsed sentiment wise?)

Then there is the challenge of sarcasm ”I love Monday mornings!” Is this a positive or negative sentiment? How about ”I love my dog”. What is different about these two? With different contexts they could mean different things. Just because it’s reinforced with another positive comment does not help “Yeah right!” did I hear you say? :)

Typically, the shorter the text, the harder it is to gauge sentiment, and as we know, Tweets are very short :(

Repertoire of emoters

Whilst people love to emote, it seems that most people use just a couple of emoticons. A staggering number of people only ever use one emoticon symbol. Parsing the messages, 92.9% of users who sent a message with an emoticon (of which there were 89,435,005) only ever used that one emoticon and 6.8% of users only used one of two kinds of emoticons.

Not many people seem to vary the types of emoticons they use in their Tweets.

(The dataset I have does not record the number of messages sent by these users that did not contain emoticons, so these figures could be skewed by people who only sent one message, and that message contained an emoticon. Ideally, we should get data to filter this list to contain the people who regularly tweet, and find what emoticons these people use).

Distinct Emotes	Number Users
1	83,062,912
2	6,072,326
3	161,390
4	128,315
5	1,609
6	7,050
7	204
8	684
9	93
10	159

Complete list

Here is the complete list of the emoticons identified in the dataset. As you get further down the list, the ASCII art becomes more interesting!

If you liked this posting, follow me on Twitter. I sometimes use emoticons too!

Follow @DataGenetics

	Emoticon	Count
#1	:)	32,115,789
#2	:D	10,595,385
#3	:(	7,613,014
#4	;)	7,238,295
#5	:-)	4,254,708
#6	:P	3,588,863
#7	=)	3,564,080
#8	(:	2,720,383
#9	;-)	2,085,015
#10	:/	1,840,827
#11	XD	1,795,792
#12	=D	1,434,004
#13	:o	1,077,124
#14	=]	1,055,517
#15	D:	1,048,320
#16	;D	1,004,509
#17	:]	954,740
#18	:-(	816,170
#19	=/	809,760
#20	=(	760,600
#21	):	714,856
#22	=P	601,105
#23	:'(	586,622
#24	:\|	583,772
#25	:-D	517,880
#26	^_^	439,406
#27	(8	397,238
#28	:-/	319,347
#29	:o)	314,203
#30	o:	307,744
#31	:-P	267,686
#32	(;	263,518
#33	;P	253,164
#34	;]	217,281
#35	:@	217,176
#36	=[	204,311
#37	:\	200,010
#38	;(	184,624
#39	:[	171,254
#40	=o	163,989
#41	8)	146,159
#42	;o)	138,958
#43	=\	126,611
#44	(=	121,014
#45	[:	105,608
#46	;O	99,232
#47	;/	93,970
#48	8D	93,024
#49	:}	88,816
#50	\m/	84,863
#51	:-O	73,937
#52	/:	71,790
#53	^-^	61,707
#54	8-)	57,736
#55	=\|	57,410
#56	]:	56,845
#57	D;	52,881
#58	:o(	52,342
#59	\|:	50,959
#60	;-P	46,431
#61	);	42,780
#62	;-D	41,597
#63	:-\	38,661
#64	(^_^)	37,345
#65	D=	35,564
#66	(^_^;)	35,024
#67	;-(	34,999
#68	;@	34,893
#69	P:	34,174
#70	@:	32,910
#71	:-\|	31,447
#72	[=	30,844
#73	(^-^)	24,876
#74	[8	24,163
#75	(T_T)	23,160
#76	(-_-)	22,782
#77	(-:	22,074
#78	)=	21,073
#79	:{	20,010
#80	=}	19,512
#81	o;	18,597
#82	[;	17,738
#83	:?	17,039
#84	8-]	16,766
#85	:*(	15,797
#86	D8	14,540
#87	;}	14,018
#88	;[	13,372
#89	:o/	12,639
#90	:oP	12,482
#91	:-]	12,477
#92	:oD	12,286
#93	8/	11,670
#94	8(	10,694
#95	o(^-^)o	10,607
#96	Do:	10,194
#97	{:	10,166
#98	:,(	9,304
#99	(^^)	9,260
#100	(^_^)	9,250
#101	8]	9,229
#102	8o	9,023
#103	;\	8,726
#104	(^-^)/	8,374
#105	=@	8,354
#106	:-[	8,129
#107	:=)	8,072
#108	:-}	8,025
#109	}:	7,671
#110	/=	7,474
#111	(^_^;	7,242
#112	^_^	6,850
#113	:*)	6,849
#114	@8	6,665
#115	;\|	6,622
#116	;-]	6,318
#117	;-/	6,318
#118	8P	6,250
#119	(-;	6,088
#120	O=	5,884
#121	^_^;	5,594
#122	\:	5,555
#123	(^-^;	5,555
#124	/;	5,472
#125	]=	5,429
#126	(^_^)v	5,201
#127	={	5,044
#128	8-\|	4,896
#129	^_^.	4,627
#130	f^_^;	4,512
#131	..^_^	4,300
#132	^_^)	4,202
#133	8\|	4,108
#134	;-}	3,827
#135	(^_^	3,761
#136	;=)	3,707
#137	;oP	3,686
#138	.^_^	3,649
#139	O8	3,589
#140	(;^_^A	3,552
#141	/8	3,538
#142	f^_^;)	3,384
#143	:-{	3,318
#144	];	3,284
#145	;o(	3,175
#146	8-D	3,108
#147	)-:	3,018
#148	(o:	2,986
#149	...^_^	2,931
#150	:-@	2,914
#151	(^-^	2,872
#152	8-(	2,741
#153	@;	2,638
#154	(^-^)v	2,540
#155	=^_^=	2,464
#156	;-O	2,365
#157	8-O	2,335
#158	};	2,289
#159	(^_^)/	2,277
#160	8*)	2,199
#161	(=:	2,100
#162	x-(	1,994
#163	;oD	1,944
#164	;*)	1,893
#165	d(^_^o)	1,867
#166	)8	1,830
#167	:oo	1,827
#168	\|;	1,820
#169	(^-^)	1,814
#170	\|=	1,799
#171	(^_^	1,788
#172	(^-^;)	1,701
#173	P8	1,673
#174	^_^!	1,647
#175	\=	1,586
#176	8-/	1,569
#177	^_^...	1,535
#178	:o\	1,517
#179	:o]	1,428
#180	(-8	1,384
#181	;{	1,353
#182	:o\|	1,263
#183	^_^v	1,225
#184	^-^)	1,219
#185	o-;	1,190
#186	8o)	1,116
#187	^_^:	1,070
#188	{;	1,046
#189	^_^..	1,042
#190	:=(	1,038
#191	(o.O)	1,019
#192	=^-^=	996
#193	\;	988
#194	(o^-^o)	945
#195	(^_~)	944
#196	}=	942
#197	P;	937
#198	^_^;;	933
#199	\(^_^)/	923
#200	(*^-^)	893
#201	D-:	890
#202	8-P	883
#203	^_^*	878
#204	(^-^*)/	867
#205	^_^/	864
#206	;o}	845
#207	(^_^)b	796
#208	*^_^	788
#209	8[	787
#210	8-}	787
#211	{=	782
#212	:o}	778
#213	(^-^)b	777
#214	..^-^	761
#215	!^_^	746
#216	P=	745
#217	(o;	724
#218	;o]	723
#219	(=^_^=)	706
#220	:=D	703
#221	{8	696
#222	d^_^b	694
#223	(^-^*)	694
#224	;-{	688
#225	/-:	684
#226	d(^_^)b	668
#227	..(^_^)	665
#228	.^-^	659
#229	8}	625
#230	;oo	618
#231	[^_^]	617
#232	Po:	597
#233	^-^;	587
#234	;-\	584
#235	^_^)/	581
#236	@=	547
#237	;-[	543
#238	(*^-^)b	540
#239	^_^//	540
#240	o(^-^o)	533
#241	8=D	524
#242	(*:	524
#243	!!^_^	521
#244	;-\|	506
#245	(^_^;;	486
#246	(o^_^o)	483
#247	8\	481
#248	;*(	450
#249	:*D	446
#250	[-:	434
#251	;o/	433
#252	Oo:	427
#253	^-^.	425
#254	!!!^_^	421
#255	\|8	417
#256	8o\|	412
#257	8=)	403
#258	:*/	399
#259	.^_^.	389
#260	...^-^	387
#261	Do;	384
#262	:o[	382
#263	^_^;)	379
#264	)-;	378
#265	^-^!	376
#266	^_^!!!	375
#267	:o{	370
#268	^_^_	358
#269	oo;	329
#270	:=P	316
#271	^-^/	314
#272	^_^!!	308
#273	)o:	302
#274	\^_^/	302
#275	^-^	301
#276	(^_^)v:	285
#277	:=/	278
#278	)*:	277
#279	d[^_^]b	270
#280	^_^;;;	270
#281	(^_^)..	269
#282	^-^*	265
#283	8oo	264
#284	(o(^-^)o)	262
#285	^-^v	258
#286	:=]	252
#287	]8	248
#288	@^_^@	246
#289	v(^-^)v	240
#290	D-8	239
#291	.(^_^)	238
#292	(^_^;))	234
#293	8@	233
#294	(^_^.)	227
#295	\o;	226
#296	8-\	224
#297	^_^]	223
#298	P-:	223
#299	\(^-^)/	217
#300	^_^b	214
#301	..(^_^;)	212
#302	^-^;;	212
#303	:*[	204
#304	...^_^...	198
#305	^-^)/	195
#306	8o(	194
#307	^-^...	188
#308	d(^-^)	187
#309	(^_^;A	187
#310	:*]	186
#311	(#^_^#)	182
#312	(^_^).	182
#313	..^_^..	180
#314	@(^_^)@	180
#315	;=D	179
#316	}8	177
#317	(;^_^	177
#318	O-:	176
#319	d(^_^o	171
#320	v(^_^)v	169
#321	:=O	168
#322	f(^_^;	167
#323	(^_^;;;	165
#324	(((^_^;)	161
#325	(@^_^@)	161
#326	(=^-^=)	160
#327	..(^_^)..	158
#328	o(^_^)o	158
#329	(^_^)	157
#330	(-_-);	154
#331	\8	153
#332	^-^)_	153
#333	!^-^	152
#334	..^_^...	152
#335	^_^*	148
#336	(*;	148
#337	8{	148
#338	:=}	148
#339	^-^..	145
#340	o(^-^	145
#341	(^-^;;	143
#342	((^_^))	143
#343	:*o	142
#344	^-^:	140
#345	=(^_^)=	138
#346	;-@	133
#347	#^_^	133
#348	:*P	126
#349	!!(^_^)	125
#350	8-[	125
#351	^_^)	124
#352	;=]	122
#353	^-^b	118
#354	f(^_^)	117
#355	.^_^..	113
#356	(#^-^#)	111
#357	#^_^#	109
#358	;=(	108
#359	_^_^_	107
#360	8oP	104
#361	;*P	104
#362	[o:	103
#363	(/^_^)/	101
#364	(=;	100
#365	\-:	97
#366	@*:	97
#367	o^_^o	97
#368	;o\	96
#369	!^_^!	95
#370	f^_^	95
#371	^_^:::	94
#372	^_^)v	90
#373	(^_^)!	89
#374	8*(	89
#375	^-^//	88
#376	d^-^b	88
#377	o*:	88
#378	=^_^	88
#379	(^-^*	87
#380	8-{	85
#381	\|-:	85
#382	]-:	84
#383	8oD	83
#384	/o:	83
#385	!!^-^	83
#386	{-:	82
#387	:*{	82
#388	;*/	82
#389	^-^!!	81
#390	:*\|	80
#391	(^_^):	80
#392	^_^))	78
#393	^-^)o	76
#394	^_^::	76
#395	^_^).	76
#396	(^_^)//	75
#397	8o/	75
#398	D*:	72
#399	/-;	71
#400	^-^]	70
#401	..^_^.	69
#402	[=:	68
#403	^_^=	68
#404	:^_^:	68
#405	;*]	67
#406	o(^-^)	66
#407	^-^;;;	66
#408	o@(^-^)@o	65
#409	(^_^)!!	65
#410	8=(	62
#411	;=}	62
#412	;*D	61
#413	\|^_^\|	61
#414	;o\|	61
#415	(^_^*)	61
#416	((d^_^b))	60
#417	\^-^/	60
#418	^_^)b	60
#419	oo8	60
#420	;^_^	59
#421	o^-^o	59
#422	(^-^)/	58
#423	^-^!!!	58
#424	(.^_^.)	58
#425	*^-^)	58
#426	;*}	57
#427	(^-^)//	57
#428	P-8	57
#429	[-;	56
#430	f(^_^;)	56
#431	^-^)v	56
#432	..(^-^)	55
#433	o(^-^)o:	55
#434	:*}	55
#435	d(^_^	54
#436	d(^_^)	53
#437	[*:	53
#438	!(^_^)	51
#439	(^-^;A	51
#440	O-8	51
#441	d(^-^)b	51
#442	:=[	50
#443	:=\|	50
#444	(^_^);	50
#445	(^-^;;;	50
#446	(^-^)o	50
#447	)-8	50
#448	(^_^;;)	50
#449	;=/	49
#450	.^-^.	49
#451	o=8	49
#452	=^_^=)	48
#453	!..^_^	47
#454	...^_^.	46
#455	P=8	46
#456	/^_^	46
#457	(^-^):	46
#458	<3	46
#459	@(^-^)@	46
#460	v(^_^)	45
#461	(*^-^)/	45
#462	:=\	44
#463	[^-^]	44
#464	;o{	44
#465	...^_^..	44
#466	;*[	43
#467	D=:	43
#468	/-8	43
#469	!!!^-^	43
#470	\(^_^)/	42
#471	(^-^)..	42
#472	)=:	42
#473	:*\	42
#474	v^_^v	41
#475	^-^)b	39
#476	^_^\|\|	39
#477	\(^_^)	39
#478	(^_^):	39
#479	(o^-^)o	38
#480	(^_^;).	38
#481	(;^_^)	38
#482	O*;	38
#483	^_^\|	37
#484	=(^-^)=	36
#485	;=P	36
#486	\(^_^	36
#487	^_^#	36
#488	_^_^	36
#489	(^-^).	35
#490	=^-^=	35
#491	(o8	35
#492	..(^_^	34
#493	:*@	34
#494	!o(^-^)o	34
#495	^_^)..	34
#496	@-;	34
#497	[-8	34
#498	(*^-^)v	33
#499	^-^)	32
#500	D-;	32
#501	:={	32
#502	]*;	32
#503	(^-^)!	32
#504	8=o	32
#505	;o[	31
#506	//^_^	31
#507	.\(^_^)/	31
#508	/o;	31
#509	!(^-^)	31
#510	(^-^)/:	31
#511	(*8	31
#512	(^_^)/	31
#513	v(^-^)	30
#514	}-;	30
#515	/(^_^)	30
#516	)o;	30
#517	^-^=	30
#518	.(^_^)..	29
#519	..(^_^)v	29
#520	..f^_^;)	29
#521	(@^-^@)	29
#522	/*:	29
#523	o(^-^)o	29
#524	f^_^;:	28
#525	\o:	28
#526	^_^)v.	28
#527	(^_^))	28
#528	(^-^	28
#529	.!!^_^	28
#530	(^_^*	28
#531	(*^-^	27
#532	v^_^	27
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