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The State of Big Data
for Geo
                          @ajturner
                  CTO DC Dev Center
                     @seangorman
              Strategist DC Dev Center
Trends
Of the 318 million mobile handsets
shipped in 2011 79.9% were GPS
enabled
                            iSuppli 2010
Jess3 2011
Meeker 2011
In the United States 72.2% of users
accessed social media sites and
blogs through their mobile devices –
up 37% from 2010
                           ComScore 2011
What is Big Data?
Volume
MrGeo
MapReduce Geo (MrGeo)
• DIA project initiated by Terry Busch to extend geoprocessing to
  very large data sets
• Built by SPADAC -> GeoEye -> Digital Globe
• Uses HDFS and MapReduce to store, process, and index
  geospatial imagery and vector data
• Interoperable with:
  – ArcGIS Desktop
  – COMET
  – Google Earth
  – WMS clients
  – Adobe Flex and Silverlight environments
• Listed on the Hadoop Apache page to be open sourced
Brian Levy 2010
Velocity
Esper
GCEP
• Geospatial complex event processing
• Extends the to include the ability to use Geospatial
  constructs in the rules for filtering events
• The ability to utilize the OGC Geospatial Functions
  within Esper's Event Processing Language (EPL).
   –Contains, within, disjoint, intersects, overlaps,
    crosses, intersection, touches, buffer, relate, union,
    convex hull
Variety
Neo4j Spatial
• Utilities for importing from ESRI Shapefile as well as
  Open Street Map files
• Support for all the common geometry types
• An RTree index for fast searches on geometries
• Support for topology operations during the search
  (contains, within, intersects, covers, disjoint, etc.)
• The possibility to enable spatial operations on any graph
  of data, regardless of the way the spatial data is stored,
  as long as an adapter is provided to map from the graph
  to the geometries.
• Ability to split a single layer or dataset into multiple sub-
  layers or views with pre-configured filters
Peter Neubauer 2011
Peter Neubauer 2011
ESRI and Big Data
Why Big Data?
1. Connecting Big
   Data to GIS
2. Scaling
   Geoprocessing
Case Study:
NYC Marathon
Case Study:
Colorado Wildfires
3. Evolving
   GeoAnalysis
Are we doing it
backwards?
May 2nd OBL Tweets
6,454 Tweets with GPS
6,000,000 total Tweets
Why run our analysis
with six thousand
instead of six million?
Tracking the first
OBL Tweet
Extract        Analyze
          or
Analyze        Extract
Statistical Mechanics
Community
 Detection
The Future
Real Time Pattern
Analysis and Alerting
The State of Big Data for Geo - ESRI Big Data Meetup

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The State of Big Data for Geo - ESRI Big Data Meetup

Notas do Editor

  1. The biggest issue with map-reduce and geostatistics is that map process assumes no inter-record dependencies. Which means you need flow control and multiple MR jobs (why cascading makes so much sense).
  2. Meet customer demands for handling larger data, faster data and more data types