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The 
Dashboarding 
Problem
Analytics team at Wikimedia Foundation
Easily Visualize 
Editor Engagement 
for all Wikimedia 
projects 
Goal:
Explore 
Side Goal: 
Dashboarding 
Technologies
Date project pages created 
20140101 arwiki 50 
20140102 arwiki 40 
… 
20140101 dewiki 100 
20140102 dewiki 200
Problem #1
Problem #1 
Access to 
Data
Everyone should 
have access! 
Easily Visualize 
Editor Engagement 
for all Wikimedia 
projects
Problem #1 
Public Access 
to Data
Problem #2 
Visualization
Visualization is 
an easier 
problem than 
data access
Problem #3
Problem #3 
Information 
Architecture
How do you 
explore data for 
more than 800 
projects?
http://reportcard.wmflabs.org/#secondary-graphs-tab
#1 Access to Data 
#2 Visualization 
#3 Information 
Architecture
#1 Access to Data 
#2 Visualization 
#3 Information 
engineering 
Architecture 
design
#3 Information 
Architecture 
Design knows best
https://metrics.wmflabs.org/static/public/dash/
#1 Access to Data
Tech Decision: 
Make all data 
available via 
HTTP
https://metrics.wmflabs.org/static/public/datafiles/
Data is available 
in JSON format
{ 
"result": { 
"Sum": { 
"newly_registered": { 
"2014-08-26 00:00:00": 364.0, 
"2014-08-24 00:00:00": 331.0, 
"2014-08-21 00:00:00": 382.0, 
"2014-08-30 00:00:00": 383.0, 
"2014-09-25 00:00:00": 372.0, 
"2014-08-22 00:00:00": 367.0, 
"2014-09-24 00:00:00": 410.0, 
"2014-09-06 00:00:00": 370.0, 
"2014-09-09 00:00:00": 370.0, 
"2014-09-27 00:00:00": 321.0, 
"2014-09-05 00:00:00": 317.0 
} 
} 
}, 
"parameters": { 
"Cohort": "arwiki", 
"Created On": "2014-09-13 00:00:00", 
"Metric_end_date": "2014-09-13 00:00:00", 
"Metric_start_date": "2014-09-12 00:00:00", 
"Cohort Size": 0, 
"Metric": "NewlyRegistered" 
} 
} 
Includes 
metadata
Data is available 
to everyone.
Why not?... 
Server-less
Why not?... 
Server-less 
What is the middle 
tier for anyways?
Decouples 
visualization 
piece from data 
gathering piece 
No 
authentication 
needed 
Server-less
We are 
server-less, 
we need to 
store the 
bootstrap 
state of the 
dashboard 
somewhere
https://metrics.wmflabs.org/static/public/dash/ 
{ 
"defaultProjects": [ 
"enwiki", "eswiki", "dewiki", "frwiki", "ruwiki", 
"jawiki", "itwiki" 
], 
"defaultMetrics": [ 
"RollingActiveEditor", "NewlyRegistered" 
] 
}
Any other 
data store. 
Yours?
Technology Stack
Must Haves: 
Package Manager 
Dependency Loading 
Data Binding Library 
DOM manipulation and ajax 
Testing
Technology Stack 
Micro libraries: “each library does 
1 thing well”
> Bower install
https://metrics.wmflabs.org/static/public/dash/
The 
Of Knockout 
Components
Knockout is 
not 
Polymer
Reusable 
pieces
Show me the code….
Dashiki: a thin wrapper on 
top of OS technology + 
information architecture. 
We can use dashiki to build 
other dashboards.
https://github.com/wikimedia/analytics-dashiki
Lessons: 
Server-less = Reduced complexity 
Easy(est) to deploy 
CORS 
No error log for now 
Bootstrap default state 
Keep things simple. No authentication.
Questions?

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Visualize Editor Engagement Across Wikimedia Projects