Text analysis of Trump’s tweets confirms he writes only the angrier Android half
I don’t normally post about politics (I’m not particularly savvy about polling, which is where data science has had the largest impact on politics). But this weekend I saw a coque iphone 7 silicone rigide hypothesis about Donald coque j3 2016 samsung transparente Trump’s twitter account that simply begged to be investigated with data:
Every non hyperbolic tweet is from iPhone coque iphone 7 nuit (his staff).
When Trump wishes the Olympic team good luck, he’s iphone 7 coque cb tweeting from his iPhone. When he’s insulting a rival, he’s usually tweeting from an Android. Is this an artifact showing which tweets are Trump’s own and which are by some handler
Others have explored Trump’s timeline and noticed this tends to hold upand Trump himself does coque martinique iphone 7 indeed tweet from a Samsung Galaxy. But how could we examine it quantitatively coque iphone 6 protection ecran artcorekirbies30856 I’ve been writing about text mining and sentiment analysis recently, particularly during my coque personnalisable pour iphone 6s artcorekirbies31580 development of the tidytext R package with Julia Silge, and this is a great opportunity to apply it again.
My analysis, shown below, concludes that the Android and iPhone coque iphone 7 motif tropical tweets are clearly from different people, posting coque art iphone 7 during different times ferrari logo red carbon o7539 coque samsung galaxy s8 1coques8samsung2726 of day and coque iphone 7 customisable using hashtags, links, and retweets in distinct ways. What’s more, we can see that the Android panic run w9138 coque samsung galaxy s8 1coques8samsung224 tweets are angrier and more negative, coque trasher iphone 7 while the iPhone tweets tend to be benign announcements and pictures.
You’d need coque fila iphone 6 amazon artcorekirbies30126 to set global options with an authenticated app
We coque iphone paillette 7 can request only 3200 tweets at a time; it will return fewer
depending on the API
if you want to follow along without setting up Twitter authentication,
just use my dataset:We clean this data a bit, extracting the source application. (We’re looking only at the iPhone and Android tweetsa much smaller number are from the web client or iPad).
It turns out tweets from coque survie iphone 7 the iPhone were 38 times as likely to contain either a picture or a link. This also makes sense with our narrative: the iPhone (presumably run by the campaign) tends to write „announcement“ tweets about events, like this:While Android (Trump himself) tends to write picture coque iphone 7 amis less tweets like:
The media is going crazy. They totally distort so many things on purpose. Crimea, nuclear, „the baby“ and so much more. Very dishonest!
Most hashtags come from the iPhone. Indeed, almost no tweets from Trump’s Android contained hashtags, with some rare exceptions like this one. (This is red bull w3911 coque samsung galaxy s8 1coques8samsung7762 true coque iphone 7 silicone apple only because we filtered out the quoted „retweets“, as Trump does sometimes quote tweets like this that contain hashtags).
Words like „join“ and „tomorrow“, and times like „7pm“, also came only from the iPhone. The iPhone is clearly responsible for event announcements like this one („Join me in Houston, Texas tomorrow night at 7pm!“)
A lot of „emotionally charged“ words, like „badly“, „crazy“, „weak“, and „dumb“, were overwhelmingly more spongebob squarepants face z4381 iphone 11 coque goldufoa15092 common on danny phantom z2659 coque samsung galaxy s8 1coques8samsung5226 Android. This supports the original hypothesis that this is the „angrier“ or more hyperbolic account…