2011-02-09: Analyzing how people talk on Twitter

Predicting what people type

The primary goal of the KType project is to improve communication for people with disabilities. Typing long words and sentences can be very difficult for such users and the best way to reduce the discomfort is to predict what they want to type based on just a few keystrokes. Chances are that a user who starts to type “goo” wants to say “good morning” or “good bye”. Search engines like Google do a great job at showing possible search phrases with just a few letters. Google Scribe is another good example of predictive typing.

Why Twitter

Since the users of the KType iPad app could be offline for long periods, the predictive typing feature cannot rely on any web service. Once I knew I had to build my own auto-complete suggestion database, I started to look for large text datasets. Project Gutenberg makes tens of thousands of books available but normal people don't talk like that. For the same reason, I can't use text from Wikipedia, news articles, or even personal blogs. Where do people type normally? In personal emails, instant messages, text/sms messages, and luckily for me, Twitter. I came across a rich dataset with over 9 million tweets by Infolab via reddit and immediately started data crunching.


Predicting what word or phrase a user is trying to type depends on the text they have already typed. The phrase “you for” could be “you for the” if it was preceded by “thank”, otherwise it could be “you forgot my” or “you forgot to”. The simplest way to guess what word or phrase comes next would be to analyze the 9 million short sentences written by over a hundred thousand people and count all the 2-3-4 word phrases they use and how often. These phrases are called n-grams where 'n' is the number of words in the phrase. N-grams are relatively easy to generate from plain-text and I extracted 1-grams (or single words) in my US Presidential Tag-Cloud project a few years ago. For KType's prediction algorithm, I think 1-4-grams would be sufficient.

Parsing the data

Each line of the Infolab tweet data that I obtained contained a unique ID for each user, a unique ID for each tweet, the tweet text, and the time it was posted. For my purposes, I only needed the user's ID and tweet text. To keep things simple for KType users, I limited the n-grams to lowercase alphabets only: a-z. So there are no punctuation marks, quotes, capital letters, numbers, URLs, emoticons/smileys, or special characters. For my purposes, that is more than sufficient. If you want a more thorough n-gram list, you can check out Google Books Ngram Viewer dataset.

Initially, I only looked at the raw tweet text and created my 1-4-gram tables based solely on how many times a word or phrase was used. Naturally, words like 'the', 'of', 'in' showed up on the top but surprisingly words like 'gangsta' and 'apache' also featured quite high. Digging in, I found that some users were typing the latter phrases way too many times, possibly band names or song lyrics. That's why I started looking at the user's ID to limit the effect a single user could have on the weight of a given word or phrase.

Calculating the weight

After playing with a sample of 25,000 tweets, I ended up with a simple formula that appeared to work well in ensuring that common words and phrases rank high and the few users who repeated their own company, band, or product names too many times couldn't skew the results drastically.

N-gram score = (101 points when a user first mentions an n-gram) + (1 point for each additional time they mention it, up to 98 times).

Example n-gram: 'I love'

User 1 says "I love puppies"                     101 points (1st time for User 1)
User 1 says "Also I love kitties"                  1 point  (2nd time for User 1)
User 2 says "But I love to sleep all day"        101 points (1st time for User 2)
User 1 says "What I love the most is pie"          1 point  (3rd time for User 1)
Total score for 'I love'                         204 points (2 users, 4 mentions)

If any user mentions 'I love' more than 99 times, it will not add any points beyond the first 101 + 98 = 199 points. This means a phrase said by two users just once will always have a higher score than a phrase said 1000 times by a single user. However, it is possible that five people can say a phrase 50 times each (150 * 5 = 750) and that is higher than seven people saying it seven times each.

Running the code

As a learning experience, I wrote the entire code for this project in Python. The code itself is pretty inefficient and creates huge in-memory arrays. Though I had no problems running the script on 25,000 sample tweets on my laptop, it caused memory errors when I ran it on the 9 million tweets. While it would have been interesting to reprogram the script to use a database instead of arrays, to save my time and energy I just launched an Amazon EC2 instance with 64GB of RAM and ran the program there. Total cost: $2. Absolutely worth it.

Download the code + full n-gram list

Download: ktype-twitter-ngrams.zip (30 mb).

The file contains sample tweet data, the original Python script I used, and the complete 1-2-3-4-gram lists I generated. It does not contain the entire 9 million tweet dataset. I had to prep the Infolab dataset by removing any newline characters within tweets and sorting the entire file by the user ID. So if you download the original source files I used, you will have to do the same before the above Python script can be run.

Twitter n-gram results

The following graph plots the calculated weight for the 1000 most popular 1-4 word phrases I found in the 9 million tweets I analyzed. The weight is based on the frequency and popularity of the phrase and is calculated using the n-gram formula mentioned above.

The following table shows the 1000 most popular 1-4 word phrases within the 9 million tweets I analyzed. The associated weight is based on the frequency and popularity of the phrase and is calculated using the n-gram formula mentioned above. I have also included an unedited/uncensored list of top 1000 non-dictionary words used in the tweets. The associated weight is calculated from the n-gram weight for each occurrence of the non-dictionary word in the 4 n-gram lists.

1-grams 2-grams 3-grams 4-grams Non-dictionary words
the12157858in the6087252thanks for the1401527on my way to470770lol48254242
to11789183of the5288048a lot of1078357is going to be411910ur17273508
and10784479for the5244474i need to1073583cant wait to see403906gonna16466673
in10763833on the5040937one of the1067405for the first time387611wanna11386535
for10584147to the4496874i have a1041903the end of the337737youre11032393
of10545820to be4130525check it out1039332the rest of the331854gotta9845156
is10504118at the3876999i want to1021805i cant wait to331431ya9147303
on10329384for a3465791going to be1002422going to be a318042yall7887667
you9854967going to3401577to be a972839i wish i could309369rt7811261
it9672765to get3337170cant wait to945514i need to get283204lmao7452663
at8918722is a3216229to go to926903at the same time282096hes6640697
my8895849i have3185896im going to907985thanks for the rt281766blog6392415
with8720175have a3110712i have to898721if you want to280280da6242816
this8619863if you3073902i think i889455i dont want to278713ppl5951772
that8612374is the2948153i dont know843153to go to the274320facebook5937785
be8240445in a2946333looking forward to804313one of the best271631lil5607224
just8011200i am2938044is going to795103i am going to244993cuz5441089
have7909108i love2810117let me know761110in the middle of241426http5288256
out7903461i think2788494of the day731893its going to be241087yo5034337
me7688756want to2749911i need a712858at the end of235316nigga4819860
are7640601i dont2670597one of my708765what do you think227809online4797869
up7601841will be2661532i feel like707274i wish i was219464www4752244
your7176920to see2652429i wish i704247is one of the218995goin4496969
so7172686i just2645202so i can693368thank you for the217503kno4319777
get7134394i was2641363check out the677714i dont know what216392pic4256810
its7091873with the2630610on my way646331one of my favorite215098smh4211542
all7076844this is2539467i dont think630940let me know if215019omg4166388
not7071009have to2493732you want to630881on the way to214493wasnt4044179
from6963390to go2447071i had a629128i thought it was212987google4014336
what6904974need to2431826i cant wait620869i wish i had203478iphone3782875
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im6803304it was2382928you have a613142are you going to191436wat3340671
now6693047to do2366643in the world610588when it comes to183340wtf3252408
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was6659198a good2342495the end of589515check this video out181637theyre3182863
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do6518761on my2309841the rest of575638have a great day179106dat3055970
about6475076from the2274369to get a571728for the rest of175788wouldnt2952852
if6184492and the2254354thank you for570194i have no idea175491bday2890775
can6101220it is2233571you have to566816just got back from173767dm2848364
we5976489a great2228317in the morning559678trying to figure out170839doin2816959
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time5951775one of2206015need to get558265to go back to163947whos2683531
how5950424but i2199289i will be554670i would love to163454ima2509687
one5938539you can2198637this is the551583want to go to163426fb2498736
day5903923all the2188009is the best550995i cant wait for163157obama2454316
go5623313thanks for2158009you need to546529cant wait for the162589congrats2450543
dont5613783do you2156621what do you545525i dont have to159779def2379873
no5607875on a2140054i love it545093thanks for the ff159627youtube2342377
more5522741be a2133882i got a527812had a great time159478fam2334948
an5517084check out2128560the first time526819i need to go158561imma2325344
by5508025the new2099689be able to522004i want to be157339hahaha2288339
today5464812you are2092696cant wait for519758i feel like im157281nite2230550
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know5408359of my2079763i love the517700to get out of156474youve2206865
some5379974i know2073772if you want515591i just want to154826dnt2202473
love5377411in my2056226i had to515062i would like to152653sooo2166208
as5118684a new2030634going to the510313i dont know how151731niggas2157016
see5052115right now2018541wish i could507712thank you so much149620talkin2124097
when5014079you have1979709i just got501200one of the most147621nyc2115478
got4953365go to1961122all the time497859i dont think i142215outta1976856
great4796218of a1959401of the year492967just added myself to141902idk1962154
going4775956i need1957354dont want to492815its gonna be a141683homie1960312
they4758241i cant1912582to have a489024i was going to140935lookin1937980
back4731385like a1899864my way to488736i have to go140293tryna1914570
has4668753how to1888643to see the482024the best way to140128fuckin1886585
there4665474thank you1862954have a great480944i dont know if138970kanye1861451
too4598996had a1853140i think im474736you dont have to137833bbm1814101
think4479030you know1819842i know i474152wefollow com twitter directory137728chris1806520
need4478060to make1819602what are you465156added myself to the137436retweet1746121
who4419057way to1814437want to be461934http wefollow com twitter137425dj1716306
here4346152i want1793275if you are461098the http wefollow com137222chillin1625903
make4315912last night1733200in front of458240my way to the136895soooo1545780
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work4213629i will1720366back to the453631i feel like a136483soo1516870
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twitter3986583that i1653253i think its440245i dont have a133486comin1291732
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only3784681i had1577708i was just408849i dont know why125939tonite1112423
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com3764995to my1567429i am so407117a lot of people123596ft1099065
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best3663933a few1544219one of those401670i the only one121739nowplaying1079007
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never2870349about to1252343be a good354973thanks for all the102855wii711698
any2843879ready to1250441i love this353483can i get a102847fml707366
morning2837623listening to1247222ready for the353103is one of my102824nba696290
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ever2748060me to1241354are going to351258dont know what to101743hella689114
looking2733681what i1234191that would be350844twibbon to your avatar101669timeline686091
year2721000there is1232685rest of the350195a twibbon to your101570nd683672
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cool2413328you dont1130322we have a314454figure out how to88549ummm570141
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research/articles/progress_20110209.txt · Last modified: 2019/11/08 03:40 (external edit)
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