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Empowering
              Semantic
              Zooming with
              Hadoop and
              HBase

                Kitenga
                 reinventing information

Mark Davis
Founder/CTO
The	
  History	
  of	
  Big	
  Data	
  
Interfaces	
  
$ hadoop fs -cat stuff
¡  Geometrical	
  Zooming	
  zooms	
  the	
  geometry	
  
    of	
  the	
  view	
  
¡  Semantic	
  Zooming	
  zooms	
  the	
  meaning	
  of	
  
    the	
  view:	
  
  §  Online	
  maps:	
  only	
  show	
  roads	
  and	
  rivers	
  as	
  the	
  
      viewpoint	
  gets	
  closer	
  
  §  Show	
  the	
  right	
  level	
  of	
  detail	
  for	
  the	
  zoom	
  point	
  
  §  Apply	
  lenses	
  to	
  the	
  data	
  
¡  Spatial	
  metaphors	
  may	
  require	
  additional	
  
  cognitive	
  load…	
  
¡  Hyperbolic	
  Trees	
  and	
  lensing	
  (Furnas	
  86,	
  
    XeroX	
  PARC):	
  Focus	
  +	
  Context	
  
¡  Pad	
  and	
  Pad++:	
  Zoomable	
  User	
  Interfaces	
  
    (1991)	
  
¡  Cat-­‐a-­‐Cone,	
  Themeriver	
  
¡  Zoomable	
  maps	
  
Magnitudes	
  


              Geospatial 	
  
                View	
  

HDFS	
  
HBase  	
  
HBase	
  

                                          ZettaVox	
  
                                 JSON
Visualization	
  Layer    	
               Services	
  
 (HTML5,	
  WebGL)   	
                 (64	
  function	
  
                                                API)
                                                   	
  



                                          caching             Hadoop	
  
¡  Level	
  1:	
  HDFS	
  file	
  sizes	
  
¡  Level	
  2:	
  HDFS	
  file	
  content	
  magnitudes	
  
¡  Level	
  3:	
  HDFS	
  file	
  content	
  structure	
  
¡  Level	
  4:	
  HDFS	
  file	
  content	
  fine	
  structure	
  
¡  Level	
  5:	
  HDFS	
  file	
  content	
  latent	
  structure	
  
¡  Dynamic	
  calculation	
  of	
  requirements	
  for	
  
    ZettaZoom	
  levels	
  
¡  Caching	
  of	
  intermediary	
  results	
  with	
  
    timestamps	
  
¡  Recalculation	
  for	
  out-­‐of-­‐date	
  data	
  
¡  Big	
  Data	
  analysis	
  requires	
  new	
  tools	
  for	
  
    visualization	
  and	
  data	
  access	
  
¡  Semantic	
  Zooming	
  supports	
  multi-­‐level	
  
    interrogation	
  of	
  Big	
  Data	
  resources	
  
¡  Lenses	
  support	
  dynamic	
  wiring	
  of	
  
    visualizations	
  to	
  data	
  values	
  
Questions?	
  
Thank You!


             Page 19

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Empowering Semantic Zooming with Hadoop and HBase

  • 1. Empowering Semantic Zooming with Hadoop and HBase Kitenga reinventing information Mark Davis Founder/CTO
  • 2.
  • 3. The  History  of  Big  Data   Interfaces  
  • 4. $ hadoop fs -cat stuff
  • 5.
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  • 7.
  • 8. ¡  Geometrical  Zooming  zooms  the  geometry   of  the  view   ¡  Semantic  Zooming  zooms  the  meaning  of   the  view:   §  Online  maps:  only  show  roads  and  rivers  as  the   viewpoint  gets  closer   §  Show  the  right  level  of  detail  for  the  zoom  point   §  Apply  lenses  to  the  data  
  • 9. ¡  Spatial  metaphors  may  require  additional   cognitive  load…  
  • 10. ¡  Hyperbolic  Trees  and  lensing  (Furnas  86,   XeroX  PARC):  Focus  +  Context   ¡  Pad  and  Pad++:  Zoomable  User  Interfaces   (1991)   ¡  Cat-­‐a-­‐Cone,  Themeriver   ¡  Zoomable  maps  
  • 11. Magnitudes   Geospatial   View   HDFS   HBase  
  • 12. HBase   ZettaVox   JSON Visualization  Layer   Services   (HTML5,  WebGL)   (64  function   API)   caching Hadoop  
  • 13. ¡  Level  1:  HDFS  file  sizes   ¡  Level  2:  HDFS  file  content  magnitudes   ¡  Level  3:  HDFS  file  content  structure   ¡  Level  4:  HDFS  file  content  fine  structure   ¡  Level  5:  HDFS  file  content  latent  structure  
  • 14. ¡  Dynamic  calculation  of  requirements  for   ZettaZoom  levels   ¡  Caching  of  intermediary  results  with   timestamps   ¡  Recalculation  for  out-­‐of-­‐date  data  
  • 15.
  • 16. ¡  Big  Data  analysis  requires  new  tools  for   visualization  and  data  access   ¡  Semantic  Zooming  supports  multi-­‐level   interrogation  of  Big  Data  resources   ¡  Lenses  support  dynamic  wiring  of   visualizations  to  data  values  
  • 18.
  • 19. Thank You! Page 19