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Brexit The Digital Aftermath
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Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos [email protected]. Title: Dispatches - Brexit - Final3

Jul 05, 2020

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Page 1: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

BrexitThe Digital Aftermath

Page 2: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

Research conducted for Channel4 Dispatches: Racist

Britain

Page 3: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

1. Migration and BrexitThe Wider Discussion.

Page 4: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

20 May - 2nd June, over 100,000 Tweets were

sent mentioning UK MP and EU referendum

hashtag.

Page 5: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

In the run up to the vote, Leave campaigners (who each sent 5+ pro-Brexit

Tweets) sent 97,000 Tweets, pro-Remain sent

13,000

Page 6: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

immigration was one of the three key themes of

the campaign

Page 7: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

47%

20%

33%

55%

17%

28%

33%

28%

39%

61%

14%

25%Sovereignty

Immigration

Economy

20th May-26th May 27th May-2nd June

Leave RemainAlgorithm: 70%

accurate

Page 8: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

General discussion of migration and

immigration spiked over the Brexit period.

Page 9: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

258,55322nd June-30th JunetweetsFrom the UK, containing ‘migrant’, ‘migrants’, immigrant’, immigrants’, ‘refugee’, refugees’.

Page 10: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

Discussions of Immigration Peaked over BrexitMigration Tweets over Time

Results Day

Page 11: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

Some Immigration Discussion explicitly linked to Brexit#Brexit, EU, #StrongerIn #BetteroffOut etc.

EU Referendum

Other

40,255 Tweets linked to Brexit

Page 12: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

Discussions of Migrants was Highly DisputedCo-Location of Language around Migrants

SafetyPin (1,434)

Solidarity (501)

Welcome (98)

Out (698)

Leave (662)

Bloody (415)

Deport (686)

(im)migrants

Page 13: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

2. Xenophobia

Page 14: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

16,151

19th June – 1st July

tweetsused a term related to

xenophobia or an anti-immigrant attitude

Page 15: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

16,151tweetsRefugeesNotWelcome DefendEurope WhiteGenocide WhitePower SendThemHome MakeBritainWhiteAgain Get Out We Voted Leave Londonistan Rapefugee StopImmigration FuckIslam

(Likely only a small

kernel of the relevant

conversation)

Page 16: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

13,236

24th June – 1st July

tweetsusing a term related to

xenophobia or an anti-immigrant attitude in the wake of the Brexit

vote itself

Page 17: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

Xenophobia in the Wake of the ReferendumTweets containing Xenophobic Language over Time

Results Day

Page 18: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

But this conversation was contested.

Derogatory 5,484 Tweets

Supportive 10,671 Tweets

Algorithm: 76% Accurate

Page 19: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

Butthisconversationwascontested

Xenophobia in the Wake of the ReferendumXenophobic Tweets over Time

Derogatory

Supportive

Results Day

Page 20: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

From the 24th of June…

Derogatory 4,048 Tweets

Supportive 9,118 Tweets

Page 21: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

On the 24th Derogatory

707 Tweets

Supportive 3,549 Tweets

On the 25th Supportive 2,225 Tweets

Derogatory 502 Tweets

Page 22: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

Xenophobia in the Wake of the ReferendumXenophobic Tweets over Time

Supportive tweets peak then fade,

while derogatory tweets maintain a

steady volume.

Page 23: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

3. Islamophobia

Page 24: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

Across the world

4,123,705 Tweets were sent containing a word that can be anti-Islamic

Between 18th March - 30 June

Page 25: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

but some of these terms are very broad

Jihadi terrorist Rag-head Sand flea Dune Nigger Sand Monkey Rug-pilot Camel Fucker Rug pilot Paki Muzrats

Page 26: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

These were analysed by a series of algorithms

To find Tweets which were derogatory and explicitly

anti-Islamic100 Tweets randomly selected: 78 were

judged to be hateful

Page 27: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

28,034

18th March - 30 June

tweetswere judged to be from the UK, explicitly anti-Islamic and derogatory

Page 28: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3
Page 29: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3
Page 30: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

Islamophobia OnlineIslamophobic Tweets over the Brexit Period

Small peak beginning 8pm on June 23rd to midnight on the 25th

Page 31: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

479 anti-Islamic Tweets on the 24th June

146 anti-Islamic Tweets on the 25th of June

Page 32: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3
Page 33: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3
Page 34: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3
Page 35: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

Two hashtags emerged after the referendum.

...to show solidarity with migrants.

#SafetyPin #PostRefRacism

44,003 Tweets 56,089 Tweets

...to raise awareness of xenophobia and racism.

From June 25nd to July 4th

Page 36: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

98,948

From June 25th to July 4th

tweetswere sent using either

#postrefracism or #safetypin

Page 37: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

Two Key Hashtags in the Wake of the VoteTweets containing #PostRefRacism and #SafetyPin

Concentrated June 25th to 29th

Page 38: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

An algorithm was built to split Tweets into:

Those generally raising awareness of hate crime

Those specifically providing

accounts of it

— and —

Page 39: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

Of the 98,948 Tweets

Specific accounts 17,260

General Awareness 81,688

Algorithm: 83% accurate

This includes Retweets

Page 40: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

Within the 17,260…

Some more general expressions of solidarity with migrants not removed by the algorithm

Direct accounts of harassment

Relaying other accounts of harassment the writer had heard

Page 41: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

PostrefracismGeneral Awareness vs. Specific Stories

General awareness

Specific stories

26/06/2016 27/06/2016 28/06/2016 29/06/2016 30/06/2016 01/06/2016 02/06/2016 03/07/2016 04/07/2016

Most specific stories occur over 26th, 27th,

28th

Then an explosion of concern

Page 42: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

Of 17,260 specific stories…

14,847 were retweets

2,413 were original posts

— and —

Page 43: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

PostrefracismSpecific stories: Retweets vs. Non-Retweets

26/06/2016 27/06/2016 28/06/2016 29/06/2016 30/06/2016 01/06/2016 02/06/2016 03/07/2016 04/07/2016

Retweets

Non-Retweets

Original posts are shadowed by large

amounts of re-sharing

Page 44: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

PostrefracismImportant Caveats

None of these measures are perfect: algorithms make mistakes.

We don’t know if any of the accounts are true.

Not geo-locationally filtered, but were using a UK-based hashtag

Page 45: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

PostrefracismMapping - Caveats

Of the 17,621 Tweets…

• 5,690 (32%) came from another country • 6,720 came from the UK

Of the 6,720 Tweets from the UK…

• 5,372 could be accurately located to a sub-regional level in the UK

Page 46: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

PostrefracismMapping - Caveats

The location of the Tweet is where the incident is reported, not necessarily where it occurs

The map includes people reporting the incident

To some degree, it reflects the population density of the UK

Page 47: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

Accounts of hate crime: original and retweets

Page 48: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3
Page 49: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3
Page 50: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3
Page 51: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

936 of the 2,413 original stories could be placed on a map

Page 52: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

One of our crew at #Bournemouth bus stop last

night had youths shout "F****ing immigrant" from car

window. #PostRefRacism @PostRefRacism

Page 53: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

Friday refugee British Citizen living in Oxford 15 yrs, told by

colleagues in factory where he works - now you can go home

#PostRefRacism

Page 54: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

Pre-ref I was told to go back to where I was born by some

ignoramus I work with #postrefracism comes as no surprise really. Shame on you

UK.

Page 55: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

People's true colours are definitley coming out now, they

feel justified being racist, homophobic, xenophobic c***s! #PostRefRacism

#tryme

Page 56: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

So much hate!!! It's all fun & games until you walking

through Leeds and someone shouts "Oi Paki, We Voted

Leave, Get out" #PostRefRacism

Page 57: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

Boy shouts "shut up you black cunt" in my 13 year olds

daughter's face at school on day of result. #PostRefRacism

#postbrexitracism

Page 58: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

Today a group of men called me a "Paki Cunt" and told me to go home. In London. Where I was born, raised and lived for 32yrs.

#PostRefRacism

Page 59: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

Two notable patients in A&E tonight; both Romanian, both

been beaten up by yobs. #PostRefRacism

Page 60: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

A friend was told to 'Go back to your f**ing country nigger'

in Oxford city. She is a Master's student at Oxford University.

#PostRefRacism

Page 61: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

I'm shaking. Just seen a group of 6 kids on scooters circling a Muslim woman and shouting 'make Britain Great again'.pic

soon #PostRefRacism

Page 62: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

Just been told "Brendan, don't call me racist, I'm not. What's racist about wanting all the

ragheads out of my country?" #PostRefRacism

Page 63: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

And so it begins. Just received this text from a number I don't

recognise #PostRefRacism

Page 64: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

#PostRefRacism- Vile Islamophobic booklets being distributed to homes in Perry Barr/Aston area. #Birmingham

Page 65: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3
Page 66: Dispatches - Brexit - Final3 - Demos€¦ · Carl Miller, Research Director, Centre for the Analysis of Social Media, Demos carl.miller@demos.co.uk. Title: Dispatches - Brexit - Final3

For more information contact:

Carl Miller, Research Director, Centre for the Analysis of Social

Media, Demos [email protected]