Link
Embed
Share
Beginning
This slide
Copy link URL
Copy link URL
Copy iframe embed code
Copy iframe embed code
Copy javascript embed code
Copy javascript embed code
Share
Tweet
Share
Tweet
Slide 1
Slide 1 text
Sciencing Data Acquisition, Distillation & Consumption
Slide 2
Slide 2 text
Philip Tellis Principal RUM Distiller @ Akamai Author of the OpenSource boomerang RUM library twitter:@bluesmoon * github:@bluesmoon
Slide 3
Slide 3 text
What is Data Science?
Slide 4
Slide 4 text
A fancy term for Statistics?
Slide 5
Slide 5 text
A synonym for Computer Science?
Slide 6
Slide 6 text
A multi-disciplinary Art-Form... combining aspects of Statistics, Computing, Visual Storytelling, Domain Expertise, Typography, ,
Slide 7
Slide 7 text
At Akamai we primarily care about Internet Performance and Security
Slide 8
Slide 8 text
My team’s speciality is RUM
Slide 9
Slide 9 text
Search for patterns in data
Slide 10
Slide 10 text
Find abnormalities by determining what’s normal
Slide 11
Slide 11 text
Identify the parts of your site most important to your users
Slide 12
Slide 12 text
How does the performance of a website affect user behaviour?
Slide 13
Slide 13 text
OR ?
Slide 14
Slide 14 text
No content
Slide 15
Slide 15 text
No content
Slide 16
Slide 16 text
Does emotional state affect our perception of latency?
Slide 17
Slide 17 text
Real Data ● ● ● ● Sports fans can get quite emotional!
Slide 18
Slide 18 text
The US was close to a win but Canada got a last minute leg in
Slide 19
Slide 19 text
But the web audience appeared to be prescient
Slide 20
Slide 20 text
● ● ● ●
Slide 21
Slide 21 text
● ● ●
Slide 22
Slide 22 text
● ● →
Slide 23
Slide 23 text
But what about Patience?
Slide 24
Slide 24 text
Definitions Load Time Error Tolerance LD 50 LD 25
Slide 25
Slide 25 text
Bounce Rate v/s Page Load Time for the entire game
Slide 26
Slide 26 text
1st & 2nd Period, Score: 0 - 0
Slide 27
Slide 27 text
3rd Period, US Leads 2 - 0
Slide 28
Slide 28 text
End of 3rd, Canada comes back 2 - 2
Slide 29
Slide 29 text
Canada wins 3 - 2
Slide 30
Slide 30 text
patience cultural significance Correlation?
Slide 31
Slide 31 text
LD 50 values for different countries DE ?? US 5.5s UK 11.5s AU ?? CA 13.5s 2.5
Slide 32
Slide 32 text
The importance of Domain Expertise ● structure of a hockey game ● understanding web performance ● biological sciences
Slide 33
Slide 33 text
Across domains, the Statistics used are often the same
Slide 34
Slide 34 text
We borrow from Economics The Product Space
Slide 35
Slide 35 text
...and Linguistic Anthropology
Slide 36
Slide 36 text
Navigating the Pacific ocean wind birds cloud star songs stories visualizations
Slide 37
Slide 37 text
Now to the boring stuff...
Slide 38
Slide 38 text
cleaned ● ● malicious ● anomalous Before we can analyze... normalized ● population ● time-zone ● currency
Slide 39
Slide 39 text
No content
Slide 40
Slide 40 text
Interesting People Data
Slide 41
Slide 41 text
★ Understand ★ Borrow ★ ★ ★ story In Conclusion
Slide 42
Slide 42 text
Philip Tellis Principal RUM Distiller @ Akamai Author of the OpenSource boomerang RUM library twitter:@bluesmoon * github:@bluesmoon