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The Black Art of GeocodingFinding that elusive lat/lon John Fagan, Microsoft
The Black Art of GeocodingFinding that elusive lat/lon John Fagan Program Manager Microsoft Corporation @johnbfagan
We been making maps for 1000’s of years
Well known and established standards/principles
Lots of experience in building software to create bitmaps from vector and raster data
Data availability & Simple data model
Mapping easy to scale
...and so is routing 1000’s years experience in wayfinding Over 50 years experience in routing algorithms Dijkstra's shortest path algorithm (1959)
Data availability & Simple data model
Routing, easy to scale
Geocoding not so easy 20 years experience 10 years of global Geocoding 5 years exposing geocoding to the mass consumer No standard algorithms Very few databases purpose built (maybe GNAF) Very hard to scale
Geocoding is fundamental Cant get a map without a geocode Cant get a route without a geocode Cant view your data without a geocode 80% of all information contains a geographic element.
It used to be easier
Now its hard
User expectations change with unstructured input 67 hill veiw road, s61 2bn in the 1850's 1.5 hours from Nice exact directions from Bangkok Patana School to Suvanapumi Airport in Bangkok. 10 mile radius from se20 7ua how long would it take me to walk around cancun how to get to m13 gb from g83 9le by car do bearded dragons bite?
But ......Geocoding NOT about Search
52.19157,-1.70415
The reason it's called 'I'm Feeling Lucky,' is of course that's a pretty damn ambitious goal. I mean to get the exact right one thing without even giving you a list of choices, and so you have to feel a little bit lucky if you're going to try that with one go," tried to explain Sergey Brin.
Why is it hard (2 reasons)
Parsing: Hard to understand unstructured input
Finding Stratford-upon-Avon stratford stratford upon avon Stratford upon haven StratfordUponAvon Stratford-Upon-Avon stratford on avon stratford-on-avon stratford 0n avon stratford - upon-avon stratford on avaon stratfordaponavon stratford upon aavon stratfordupponavon
Finding Stratford-upon-Avon
Parsing In computer science and linguistics, parsing, or, more formally, syntactic analysis, is the process of analyzing a text, made of a sequence of tokens (for example, words), to determine its grammatical structure with respect to a given (more or less) formal grammar. http://en.wikipedia.org/wiki/Parsing
Old way of Parsing – Rules based A rules based approach (mainly done with regular expressions)
Probabilistic approach  Machine learned Requires you to “train” the engine Requires truth sets of training data http://en.wikipedia.org/wiki/Hidden_Markov_model
Probabilistic approach: Hidden Markov Model  input --> 165 fleet street london EC4A 2DY  output -->  	address {  		street number : 165 		street : fleet street  		city : london 		postcode : EC4A 2DY  		}
Multimap stats
Parsing has its limitations Parsing failures Multimap/Bing Maps (standrewsscotland) Google (uk near Boston, MA, USA) All fail - House number plus postcode (165, EC4A 2DY)
Parsing using a Spatial Engine http://research.microsoft.com/en-us/people/josephj/acm_gis_2007_robust_location_search.pdf
Why is it hard (Data)
Hard to match input with reference database
[OSM-talk] Baghdad maps I am informed that any road may have up to 4 names (which may be the same or different):  The pre-Saddam name  The Saddam-era name.  The "public" name - What the people who live there call it.  The "Official" name - What the new Government calls it.  This situation is further complicated by language and social issues: Language  The roads are names in Arabic. There is no fixed translation between the Arabic and Latin alphabets.  Social Issues:  1) Sunnis tend to use the Saddam-era names  Shia tend to rename streets and won't acknowledge Saddam-era names.  Ethnic cleansing is changing the neighbourhoods and hence the names.  Names (such as 14th July Bridge) will change later.  My translator's opinion is that street names are going to take at least 2-3 years to settle down. http://lists.openstreetmap.org/pipermail/talk/2007-February/011273.html
Don't throw away your data Multimap have always kept old postcodes 10% of Multimap’s postcode database is of “dead” postcodes This might not work for routing and mapping, but very valuable for Geocoding
EC4A 1HE – Postcode of vintage 2002
Lash data and enrich Stratford-upon-Avon
Future = Real time Geocoding?
Summary Mapping and Routing – FIXED Geocoding – Must Try Harder Parsing  Data
thanksjohn faganubergeo.com@johnbfagan

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John Fagan: The Black Art of Geocoding

  • 1. The Black Art of GeocodingFinding that elusive lat/lon John Fagan, Microsoft
  • 2. The Black Art of GeocodingFinding that elusive lat/lon John Fagan Program Manager Microsoft Corporation @johnbfagan
  • 3. We been making maps for 1000’s of years
  • 4. Well known and established standards/principles
  • 5. Lots of experience in building software to create bitmaps from vector and raster data
  • 6. Data availability & Simple data model
  • 8. ...and so is routing 1000’s years experience in wayfinding Over 50 years experience in routing algorithms Dijkstra's shortest path algorithm (1959)
  • 9. Data availability & Simple data model
  • 11. Geocoding not so easy 20 years experience 10 years of global Geocoding 5 years exposing geocoding to the mass consumer No standard algorithms Very few databases purpose built (maybe GNAF) Very hard to scale
  • 12. Geocoding is fundamental Cant get a map without a geocode Cant get a route without a geocode Cant view your data without a geocode 80% of all information contains a geographic element.
  • 13. It used to be easier
  • 15. User expectations change with unstructured input 67 hill veiw road, s61 2bn in the 1850's 1.5 hours from Nice exact directions from Bangkok Patana School to Suvanapumi Airport in Bangkok. 10 mile radius from se20 7ua how long would it take me to walk around cancun how to get to m13 gb from g83 9le by car do bearded dragons bite?
  • 16. But ......Geocoding NOT about Search
  • 18. The reason it's called 'I'm Feeling Lucky,' is of course that's a pretty damn ambitious goal. I mean to get the exact right one thing without even giving you a list of choices, and so you have to feel a little bit lucky if you're going to try that with one go," tried to explain Sergey Brin.
  • 19. Why is it hard (2 reasons)
  • 20. Parsing: Hard to understand unstructured input
  • 21. Finding Stratford-upon-Avon stratford stratford upon avon Stratford upon haven StratfordUponAvon Stratford-Upon-Avon stratford on avon stratford-on-avon stratford 0n avon stratford - upon-avon stratford on avaon stratfordaponavon stratford upon aavon stratfordupponavon
  • 23. Parsing In computer science and linguistics, parsing, or, more formally, syntactic analysis, is the process of analyzing a text, made of a sequence of tokens (for example, words), to determine its grammatical structure with respect to a given (more or less) formal grammar. http://en.wikipedia.org/wiki/Parsing
  • 24. Old way of Parsing – Rules based A rules based approach (mainly done with regular expressions)
  • 25. Probabilistic approach Machine learned Requires you to “train” the engine Requires truth sets of training data http://en.wikipedia.org/wiki/Hidden_Markov_model
  • 26. Probabilistic approach: Hidden Markov Model input --> 165 fleet street london EC4A 2DY output --> address { street number : 165 street : fleet street city : london postcode : EC4A 2DY }
  • 28. Parsing has its limitations Parsing failures Multimap/Bing Maps (standrewsscotland) Google (uk near Boston, MA, USA) All fail - House number plus postcode (165, EC4A 2DY)
  • 29. Parsing using a Spatial Engine http://research.microsoft.com/en-us/people/josephj/acm_gis_2007_robust_location_search.pdf
  • 30. Why is it hard (Data)
  • 31. Hard to match input with reference database
  • 32. [OSM-talk] Baghdad maps I am informed that any road may have up to 4 names (which may be the same or different): The pre-Saddam name The Saddam-era name. The "public" name - What the people who live there call it. The "Official" name - What the new Government calls it. This situation is further complicated by language and social issues: Language The roads are names in Arabic. There is no fixed translation between the Arabic and Latin alphabets. Social Issues: 1) Sunnis tend to use the Saddam-era names Shia tend to rename streets and won't acknowledge Saddam-era names. Ethnic cleansing is changing the neighbourhoods and hence the names. Names (such as 14th July Bridge) will change later. My translator's opinion is that street names are going to take at least 2-3 years to settle down. http://lists.openstreetmap.org/pipermail/talk/2007-February/011273.html
  • 33. Don't throw away your data Multimap have always kept old postcodes 10% of Multimap’s postcode database is of “dead” postcodes This might not work for routing and mapping, but very valuable for Geocoding
  • 34. EC4A 1HE – Postcode of vintage 2002
  • 35. Lash data and enrich Stratford-upon-Avon
  • 36.
  • 37. Future = Real time Geocoding?
  • 38. Summary Mapping and Routing – FIXED Geocoding – Must Try Harder Parsing Data