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MAP QA ANALYSIS WITH 
Pieter Cailliau / @cailliaup
ABOUT ME 
Graduated in Computer Science 
Master thesis: Time based graph model for a dynamic route 
planner 
Started @TomTom in 2010 
Unfortunately, I'm not related to Robert Cailliau
ABOUT
PRODUCTS OF
CONSUMER
AUTOMOTIVE
LICENSING
TELEMATICS
MAP EDITING PROCESS
EXAMPLE QA CHECKS
OUR MOST EXPENSIVE QA CHECKS
A Restricted Access Island (RAI) is a piece of the 
Road Network where you can navigate locally 
but not reach or leave globally.
THE RAI ALGORITHM
ROAD CATEGORIES
If you travel from A to B, a route exists that will 
get you to your destination B in a strict 
ascending order of road categories followed by a 
strict descending order of road categories to B
THIS IS NOT A RAI!
THIS IS A RAI!
It is sufficient to know when changing a road X, 
with RC(X)=i, that we can still reach* a road Y, 
with RC(Y)>i, without going over a lower 
RC.**/*** 
* reach means that we take all trafic restricitons into account. 
** this transitivity works on condition that the highest road category is connected. 
*** the inverse is also needed, from a higher RC towards road X.
BREADTH FIRST SEARCH
RAI CHECK FACTS
GRAPH DENSITY
RDBMS 
Optimized for all our data 
geospatial index 
Average QA time = 40sec 
Depth limitation of 100, 97% of violations found 
New violations are added to our database
RDBMS + NEO4J 
Optimized for routing/navigation 
Average QA time = 5.2sec 
No depth limitation 
All RAI violations detected
NEO4J IMPLEMENTATION DETAILS 
Embedded 
High Availability 
Semantic layer on top of it 
Algorithms in java 
Our graph model
LESSONS LEARNED
IT’S HARD TO MAINTAIN MULTIPLE “MATERIALIZED VIEWS” 
OF OUR DATABASE
BRING YOUR CODE TO THE DATA
WHAT'S NEXT? 
Migrate more QA Checks to Neo4J 
Crawling agents
DEMO!
QUESTIONS?

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