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DATA DEN
October 2017
Secret
commentaries in
speaker notes.
Safety Notice
May contain small bones.
All opinions are written by wild animals and are not shared by their gamekeeper.
Safety Notice
May contain small bones.
All opinions are written by wild animals and are not shared by their gamekeeper.
To start with a happy accident
it turns out that music tastes
not just shape language
but create it
as for driving…
accidents were reduced by roundabouts
and with more quality data
can surely be reduced further...
when it comes to accidents in health...
where religiosity might play a role in outcomes...
whilst atheists seemed preoccupied with other matters.
weather and hurricanes
advanced on the us
wreaking widespread accidental damage
totaling billions of dollars
almost as devastating as katrina
and surely as unwelcome
despite trends suggesting increasing damage and frequency from weather events...
climate change skepticism continues to eat away at research
threatening to pour
cold water...
on a hot topic…
still... we’re all in this together
TO START
WITH A HAPPY
ACCIDENT...
MUSIC
IT TURNS
OUT THAT
MUSIC
TASTES...
Spotify: Personalised Insight Platform
NOT JUST
SHAPE
LANGUAGE...
BUT
CREATE
IT...
AS FOR
DRIVING...
ACCIDENTS
WERE
REDUCED BY
ROUNDABOUTS...
DRIVING
Roundabouts reduced injury crashes by 75
percent at intersections where stop signs or
signals were previously used for traffic control
AND WITH
MORE HIGH
QUALITY
DATA...
Animated: 5 years of traffic accident data by day
CAN SURELY
BE REDUCED
FURTHER...
Interactive MIT platform for gathering
human perspective on moral decisions made by
machine intelligence
WHEN IT COMES
TO ACCIDENTS
IN HEALTH...
HEALT
H
WHERE
RELIGIOSITY
MIGHT PLAY A
ROLE IN
OUTCOMES...
WHILST
ATHEISTS
SEEMED
PREOCCUPIED
WITH OTHER
MATTERS.
Google Searches that correlate with
demographics of Atheists by US State
AND
HURRICANES...
WEATHER
Thermal Imaging of Hurricane Maria from NASA’s
Terra Satellite
ADVANCED ON
THE U.S.
12-Day Static Hurricane Imaging
WREAKING
WIDESPREAD
ACCIDENTAL
DAMAGE
Hurricane Irma's Water Footprint
TOTALING
BILLIONS OF
DOLLARS...
ALMOST AS
DEVASTATING
AS KATRINA...
AND
SURELY
AS
UNWELCOME.
DESPITE
TRENDS
SUGGESTING
INCREASING
DAMAGE AND
FREQUENCY
FROM WEATHER
EVENTS...
CLIMATE
CHANGE
SCEPTICISM
CONTINUES TO
EAT AWAY AT
RESEARCH.
Machine Learning Community Detection of
Climate Change Conversation on Twitter
THREATENING
TO POUR
COLD WATER...
ON A HOT
TOPIC...
STILL... WE’RE
ALL IN THIS
TOGETHER...
Liony McLionface
JOIN THE PRIDE:
https://goo.gl/CYnSIf
WANT REGULAR MEALS?
HELP FEED THE LIONS: TWITTER.COM/THEDATADENLINKEDIN.COM/IN/DATADEN
HUNGRY FOR MORE?
JOIN THE PRIDE
FACEBOOK.COM/THEDATADEN

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Databeers Dub #3 - Diarmuid Ryan - Data Den

Editor's Notes

  1. October 2017 Issue. Public Edition. Each Data Den is a secret lair for you and those you catch. I hope they can run. Find our past hunts at: http://goo.gl/t3CkCX
  2. We focus so much on averages that it’s refreshing to see researchers exploring the extremes of a dataset. Source: https://public.tableau.com/profile/curtis.harris#!/vizhome/SpotifysBiggestOneHitWonders/SpotifysBiggestOneHitWonders
  3. This personalised insight service from Spotify genuinely made me switch my previous music provider. And yes - I love electro-swing. Source: http://spotify.me/en-GB Gif: http://g.recordit.co/pPXoTQnGRr.gif
  4. Unsurprisingly, “Bro” and “Homie” skew heavily towards Hip Hop. “Sea” and “Mountain”... not so much. 275,905 songs (about 47 million words) spanning all music genres Here’s all the words we measured. Dots farther to the right are more popular in hip hop. Dots farther up-top are popular in other genres.
  5. Using search data, Polygraph explored the reasons behind the emergence of new language. Source: https://pudding.cool/2017/02/new-slang/
  6. Some fascinating insight into behavioural planning for road design. Source: https://www.wsdot.wa.gov/Safety/roundabouts/benefits.htm
  7. A huge dataset of traffic collisions in the UK from 2000-2016 was uploaded to Kaggle - the 3D rendering on this contribution is stunning (in the high definition link below). Sources: https://imgur.com/a/5nu25 https://www.youtube.com/watch?v=bGobf2mMheo https://www.kaggle.com/daveianhickey/2000-16-traffic-flow-england-scotland-wales
  8. Some MIT researchers were curious how humans would react in ethical dilemmas that machines could face. Complete the quiz to contribute to their data... Source: http://moralmachine.mit.edu/
  9. Surprising to see commercial pilots so high on fatality statistics… I’m curious whether it’s skewed by an older demographic. Source: https://i.redd.it/qjvjsz3hne5z.png
  10. It’s only correlation, but there does appear to be a relationship in the US. Source: https://www.reddit.com/r/dataisbeautiful/comments/6sqz0d/the_statebystate_correlation_between_teen_birth/
  11. And some more correlations using Google Correlate’s US State Data upload feature. Source: https://www.google.com/trends/correlate/search?e=id:tj3Tekpkv1S&t=all#default,40
  12. A case where we often take data visualisation for granted - some stunning visuals of weather data. Source: https://earthobservatory.nasa.gov/IOTD/view.php?id=91004
  13. It’s worth following the link to see the full 12 days of movement - truly staggering to be able to capture and visualise this data. Source: https://gfycat.com/EquatorialSilverBorer
  14. Plotting the hurricane against the rainfall and flooding as a composite really brings this story to life. Source: https://owi.usgs.gov/vizlab/hurricane-irma/
  15. In case you were curious just how expensive a hurricane is relative to other weather events… whilst drought is deadlier. Source: https://www.washingtonpost.com/graphics/national/billion-dollar-disasters/
  16. The New York Times once again flexing its muscles in storytelling with data. Only one other hurricane comes close to the damage caused by Harvey. Source: https://www.nytimes.com/interactive/2017/09/01/upshot/cost-of-hurricane-harvey-only-one-storm-comes-close.html
  17. I’d be interested to see someone create a composite of names from previous storms and hurricanes to explore whether impact is proportional to damage. Source: https://www.reddit.com/r/dataisbeautiful/comments/6z87h5/there_was_a_sharp_decline_in_the_number_of_babies/
  18. Whilst this is inflation-adjusted, it would be fair to argue that as an economy grows larger, it will inevitably sustain more damage. Source: https://www.nytimes.com/interactive/2017/09/01/upshot/cost-of-hurricane-harvey-only-one-storm-comes-close.html
  19. Some incredible research tracking the climate debate on Twitter using machine learning community detection on 16 million tweets - check out some of the surprising key influencers in each cluster. Sources: https://www.carbonbrief.org/mapped-the-climate-change-conversation-on-twitter-in-2016 http://carbonbrief.s3-eu-west-1.amazonaws.com/cc-Y16_100027.htm
  20. Surprising that Britain is so much more likely to take a bath… (though perhaps people are more likely to OWN a bath). Source: https://www.kantarworldpanel.com/en/
  21. Having a Finnish-Italian colleague, I can vouch for this data at an n=1 level. Source: https://www.statista.com/chart/8602/top-coffee-drinking-nations/
  22. If slowing down damage to the climate were a group project… some fun data viz from truthfacts.com. Source: https://www.instagram.com/p/BYx_5qCDMy2/
  23. Ready to join the pride? Source: https://goo.gl/CYnSIf
  24. Found any interesting data vis, stats or data science recently? Send it over to Jonathan Francis before the lions catch him. Explore past issues at: http://goo.gl/t3CkCX