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The Shape of Alpha




             Aaron Straup Cope Where 2.0 May 2009
Hi, my name is Aaron
“The problems they have with labeling and handling contested
categories is a problem with all categorization systems since the
world began. Metadata is worldview; sorting is a political act. [...]
would love to avoid those problems if they could – who needs
the tsouris? — but they canʼt. No one gets cataloging “right” in
any perfect sense, and no algorithm returns the “correct”
results. We know that, because we see it every day, in every
large-scale system we use. No set of labels or algorithms solves
anything once and for all; any working system for showing data
to the user is a bag of optimizations and tradeoffs that are a lot
worse than some Platonic ideal, but a lot better than nothing.”




                  Clay Shirky
Metadata is worldview
“Location versus place”
Reverse geocoding
Bounding boxes
Inappropriate touching
Whoʼs on first?
The reality
The “reality”
Synthetic telepathy
continent


                                 country


                            region


                       county          maybe


                                “metropolitan area”


            locality        and airports (and “hollywood”)


neighbourhood
North America        24865672


                               United States         23424977


                           California          2347563


                San Francisco           12587707


“San Francisco Bay Area”        “we suck”


     San Francisco         2487956


 The Mission         2452334
Buckets of points
Connect the dots?
Alpha shapes!
the
          “mastro”




Bag of optimizations?
IF YOU LIVED HERE!!!




  (Corrections)
Clustr
$> clustr -h

clustr 0.21 - construct polygons from tagged points
written by Schuyler Erle

(c) 2007-2009 Yahoo!, Inc.



       code.flickr.com
Usage: clustr [-a <n>] [-p] [-v] <input> <output>
 -h, -?   this help message
 -v      be verbose (default: off)
 -a <n>    set alpha value (default: use quot;optimalquot; value)
 -p      output points to shapefile, instead of polygons
You are here
Donut holes
The absence and the anchor
No, really
No GIS data was harmed
api = Flickr.API(...)

req = Flickr.API.Request(method='flickr.places.getInfo', woe_id=3534)
res = api.execute_request(req)




                        SHAPES
xml = elementtree.ElementTree.parse(res)
shpfile = xml.find(“.//shapedata/url”)
mar23   -3.589138    37.176615
mar23   8.55027 47.410359
mar23   104.91085     11.565471
mar23   76.487388     12.860738
mar23   -122.413369 37.780475
mar23   8.55027 47.410359
mar23   8.55027 47.410359
mar23   -0.134603    51.510198
mar23   8.55027 47.410359
mar23   103.531723     10.601642
mar23   -0.878477    49.370609
mar23   -38.730154    -12.53831


        POINTS
mar23   127.127265     37.534776
mar23   -2.231297    53.465333
mar23   5.312672     60.399144
mar23   -0.651283    38.060864
mar23   4.417362     51.89821
mar23   -38.730154    -12.53831
mar23   11.249792    43.781857
mar23   -3.589138    37.176615
mar23   -2.292194    53.463448
mar23   -73.984658    40.727205
clustr = wsclustr.ec2(access_key='...', secret_key='...')

clustr.startup(ami='ami-4d769124')




                  MAPS                (FROM SCRATCH)




for a in (100, 10, 1, 0.1) :
     shpfile = clustr.clustr('/path/to/points.txt', alpha=a)

clustr. shutdown()
mmmmm....data
/services/shapefiles/1.0
                 www.flickr.com
Psychosynthography
Naked Lunch City
“Constellations of connections”
“Becoming the territory”
Thank you
http://blog.flickr.net/en/2009/02/24/an-abundant-present/                                                                                 http://www.flickr.com/photos/straup/3182764164/
http://www.flickr.com/photos/mbiddulph/2716828710/                                                                           http://www.flickr.com/photos/timo/sets/72057594109532582/
http://www.flickr.com/photos/straup/3377702505                                                                                                       YOU SHALL KNOW US BY OUR TOOLS
http://www.shirky.com/weblog/2009/04/the-failure-of-amazonfail/                                                                          http://www.flickr.com/photos/straup/3180283176/
http://www.flickr.com/photos/lunchwithcandy/2680466572/                                                                                   http://www.flickr.com/photos/straup/3504862388/
http://www.flickr.com/photos/nickisconfused/3291840240/                                                                                   http://www.flickr.com/photos/straup/3504929546/
http://www.guardian.co.uk/media/pda/2009/jan/30/mobilephones-startups                                                                    http://www.flickr.com/photos/straup/3505864039/
http://www.flickr.com/photos/sarahnw/3086144646/                                                                                 http://www.flickr.com/photos/auggie_tolosa/3025514778/
http://www.flickr.com/photos/_mia/3445220156/                                                                                     http://www.flickr.com/photos/ajagendorf25/3457595954/
http://biogeo.berkeley.edu/gadm/                                                                                                                      http://www.flickr.com/places/France/
http://blip.tv/file/969021/                                                                                                               http://www.flickr.com/photos/straup/3504858798/
http://www.flickr.com/photos/mbiddulph/416190643/                                                                                         http://www.flickr.com/photos/straup/3442514097/
http://aaronland.info/talks/#where08                                                                                                     http://www.flickr.com/photos/straup/3444418523/
http://www.flickr.com/photos/angermann/3455505520/                        http://strangemaps.wordpress.com/2009/03/30/270-palestines-island-paradise-now-with-a-word-from-its-creator/
http://www.flickr.com/photos/straup/3133070488/                                                                                           http://www.flickr.com/photos/straup/3204132340/
http://cgm.cs.mcgill.ca/~godfried/teaching/projects97/belair/alpha.html                                                      http://www.flickr.com/services/api/flickr.places.getInfo.html
http://code.flickr.com/blog/2008/08/08/location-keeping-it-real-on-the-streets-yo/                                        http://code.flickr.com/blog/2009/04/07/the-only-question-left-is/
http://www.slideshare.net/straup/the-interpretation-of-bias/33                                                http://www.aaronland.info/weblog/2009/04/12/hammock/#py-wsclustr-php
http://www.flickr.com/photos/straup/3084890631/                                                                                                          http://www.mapsfromscratch.com/
http://code.flickr.com/svn/trunk/clustr/                                                                                                  http://www.flickr.com/photos/straup/3437832035/
http://www.flickr.com/places/US/                                                                                                   http://www.flickr.com/photos/dianeperson/3356117774/
http://www.flickr.com/places/US/TX/                                                                                                         http://www.flickr.com/photos/nitelynx/44189973/
http://www.flickr.com/places/HKG/                                                                                                          http://www.flickr.com/photos/straup/3459117321/
http://www.flickr.com/photos/straup/3466918414/                                                                                  http://www.flickr.com/photos/dogseats_bike/2999571556/
INSERT BAJA CANADA JOKE HERE                                                                                                      http://www.flickr.com/photos/theincidental/3467181477/
                                                                                                     http://magicalnihilism.wordpress.com/2009/04/23/the-map-becoming-the-territory/
                                                                                                                                            http://www.flickr.com/photos/timo/2912270910/




                                                   http://www.aaronland.info/talks

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The Shape of Alpha

  • 1. The Shape of Alpha Aaron Straup Cope Where 2.0 May 2009
  • 2. Hi, my name is Aaron
  • 3. “The problems they have with labeling and handling contested categories is a problem with all categorization systems since the world began. Metadata is worldview; sorting is a political act. [...] would love to avoid those problems if they could – who needs the tsouris? — but they canʼt. No one gets cataloging “right” in any perfect sense, and no algorithm returns the “correct” results. We know that, because we see it every day, in every large-scale system we use. No set of labels or algorithms solves anything once and for all; any working system for showing data to the user is a bag of optimizations and tradeoffs that are a lot worse than some Platonic ideal, but a lot better than nothing.” Clay Shirky
  • 13. continent country region county maybe “metropolitan area” locality and airports (and “hollywood”) neighbourhood
  • 14. North America 24865672 United States 23424977 California 2347563 San Francisco 12587707 “San Francisco Bay Area” “we suck” San Francisco 2487956 The Mission 2452334
  • 18. the “mastro” Bag of optimizations?
  • 19. IF YOU LIVED HERE!!! (Corrections)
  • 21. $> clustr -h clustr 0.21 - construct polygons from tagged points written by Schuyler Erle (c) 2007-2009 Yahoo!, Inc. code.flickr.com Usage: clustr [-a <n>] [-p] [-v] <input> <output> -h, -? this help message -v be verbose (default: off) -a <n> set alpha value (default: use quot;optimalquot; value) -p output points to shapefile, instead of polygons
  • 22.
  • 23.
  • 24.
  • 25.
  • 26.
  • 27.
  • 29.
  • 31.
  • 32.
  • 33.
  • 34.
  • 35.
  • 36.
  • 37.
  • 38. The absence and the anchor
  • 40. No GIS data was harmed
  • 41. api = Flickr.API(...) req = Flickr.API.Request(method='flickr.places.getInfo', woe_id=3534) res = api.execute_request(req) SHAPES xml = elementtree.ElementTree.parse(res) shpfile = xml.find(“.//shapedata/url”)
  • 42. mar23 -3.589138 37.176615 mar23 8.55027 47.410359 mar23 104.91085 11.565471 mar23 76.487388 12.860738 mar23 -122.413369 37.780475 mar23 8.55027 47.410359 mar23 8.55027 47.410359 mar23 -0.134603 51.510198 mar23 8.55027 47.410359 mar23 103.531723 10.601642 mar23 -0.878477 49.370609 mar23 -38.730154 -12.53831 POINTS mar23 127.127265 37.534776 mar23 -2.231297 53.465333 mar23 5.312672 60.399144 mar23 -0.651283 38.060864 mar23 4.417362 51.89821 mar23 -38.730154 -12.53831 mar23 11.249792 43.781857 mar23 -3.589138 37.176615 mar23 -2.292194 53.463448 mar23 -73.984658 40.727205
  • 43. clustr = wsclustr.ec2(access_key='...', secret_key='...') clustr.startup(ami='ami-4d769124') MAPS (FROM SCRATCH) for a in (100, 10, 1, 0.1) : shpfile = clustr.clustr('/path/to/points.txt', alpha=a) clustr. shutdown()
  • 44.
  • 46. /services/shapefiles/1.0 www.flickr.com
  • 52. http://blog.flickr.net/en/2009/02/24/an-abundant-present/ http://www.flickr.com/photos/straup/3182764164/ http://www.flickr.com/photos/mbiddulph/2716828710/ http://www.flickr.com/photos/timo/sets/72057594109532582/ http://www.flickr.com/photos/straup/3377702505 YOU SHALL KNOW US BY OUR TOOLS http://www.shirky.com/weblog/2009/04/the-failure-of-amazonfail/ http://www.flickr.com/photos/straup/3180283176/ http://www.flickr.com/photos/lunchwithcandy/2680466572/ http://www.flickr.com/photos/straup/3504862388/ http://www.flickr.com/photos/nickisconfused/3291840240/ http://www.flickr.com/photos/straup/3504929546/ http://www.guardian.co.uk/media/pda/2009/jan/30/mobilephones-startups http://www.flickr.com/photos/straup/3505864039/ http://www.flickr.com/photos/sarahnw/3086144646/ http://www.flickr.com/photos/auggie_tolosa/3025514778/ http://www.flickr.com/photos/_mia/3445220156/ http://www.flickr.com/photos/ajagendorf25/3457595954/ http://biogeo.berkeley.edu/gadm/ http://www.flickr.com/places/France/ http://blip.tv/file/969021/ http://www.flickr.com/photos/straup/3504858798/ http://www.flickr.com/photos/mbiddulph/416190643/ http://www.flickr.com/photos/straup/3442514097/ http://aaronland.info/talks/#where08 http://www.flickr.com/photos/straup/3444418523/ http://www.flickr.com/photos/angermann/3455505520/ http://strangemaps.wordpress.com/2009/03/30/270-palestines-island-paradise-now-with-a-word-from-its-creator/ http://www.flickr.com/photos/straup/3133070488/ http://www.flickr.com/photos/straup/3204132340/ http://cgm.cs.mcgill.ca/~godfried/teaching/projects97/belair/alpha.html http://www.flickr.com/services/api/flickr.places.getInfo.html http://code.flickr.com/blog/2008/08/08/location-keeping-it-real-on-the-streets-yo/ http://code.flickr.com/blog/2009/04/07/the-only-question-left-is/ http://www.slideshare.net/straup/the-interpretation-of-bias/33 http://www.aaronland.info/weblog/2009/04/12/hammock/#py-wsclustr-php http://www.flickr.com/photos/straup/3084890631/ http://www.mapsfromscratch.com/ http://code.flickr.com/svn/trunk/clustr/ http://www.flickr.com/photos/straup/3437832035/ http://www.flickr.com/places/US/ http://www.flickr.com/photos/dianeperson/3356117774/ http://www.flickr.com/places/US/TX/ http://www.flickr.com/photos/nitelynx/44189973/ http://www.flickr.com/places/HKG/ http://www.flickr.com/photos/straup/3459117321/ http://www.flickr.com/photos/straup/3466918414/ http://www.flickr.com/photos/dogseats_bike/2999571556/ INSERT BAJA CANADA JOKE HERE http://www.flickr.com/photos/theincidental/3467181477/ http://magicalnihilism.wordpress.com/2009/04/23/the-map-becoming-the-territory/ http://www.flickr.com/photos/timo/2912270910/ http://www.aaronland.info/talks