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1© Copyright 2013 Pivotal. All rights reserved. 1© Copyright 2013 Pivotal. All rights reserved.
Climate Data Lake: Empowering Citizen
Scientists in Acadia National Park
Srivatsan Ramanujam
Principal Data Scientist, Pivotal
@being_bayesian
John Cardente
Distinguished Engineer/Lead Data Scientist, EMC
@johncardente
19-Feb-2015
2© Copyright 2013 Pivotal. All rights reserved. 2© Copyright 2013 Pivotal. All rights reserved.
Climate Change is happening
Source: NASA
3© Copyright 2013 Pivotal. All rights reserved.
Source: National Geographic
At the Ice Caps…
From Chasing Ice
by James Balog
4© Copyright 2013 Pivotal. All rights reserved.
And in the
Oceans…
5© Copyright 2013 Pivotal. All rights reserved. 5© Copyright 2013 Pivotal. All rights reserved.
Weather is Nature’s clock
6© Copyright 2013 Pivotal. All rights reserved. 6© Copyright 2013 Pivotal. All rights reserved.
And the clock is shifting
Source: EPA
7© Copyright 2013 Pivotal. All rights reserved. 7© Copyright 2013 Pivotal. All rights reserved.
English Oak Winter Moth Pied Flycatcher
Both et al. 2006 Nature
EARLIER SAME TIME
EACH YEAR
Disrupting species interactions
8© Copyright 2013 Pivotal. All rights reserved. 8© Copyright 2013 Pivotal. All rights reserved.
…the study of the timing of recurring plant and animal life-
cycle stages, or phenophases, and their relationship to
environmental conditions.
Phenology
Source: USA National Phenology Network
9© Copyright 2013 Pivotal. All rights reserved. 9© Copyright 2013 Pivotal. All rights reserved.
Acadia National Park
Source: Wikipedia
A key phenology
observation point
10© Copyright 2013 Pivotal. All rights reserved. 10© Copyright 2013 Pivotal. All rights reserved.
Citizen Science, the “Hadoop” of Phenology
11© Copyright 2013 Pivotal. All rights reserved.
Challenges impeding scientific progress
 A multitude of disparate data sources
 Different approaches to data conditioning
 Different analysis platforms and scripts
Inconsistent data treatment distracts the
scientific debate from the findings!
12© Copyright 2013 Pivotal. All rights reserved.
Challenges to encouraging citizen science
 Different infrastructures for data collection
 Unable to see how contributions help science
 Inability to analyze the data and collaborate with scientists
Missing a feedback loop to encourage and
engage citizen scientists
13© Copyright 2013 Pivotal. All rights reserved.
EMC Federation teams up with Earthwatch
14© Copyright 2013 Pivotal. All rights reserved.
Objectives
• Authoritative, curated data repository
• Shared analysis platform and software libraries
• Web portals to
– Show citizen scientists how contributions benefit science
– Present data visualization and exploration tools
– Provide access to data sets for volunteer analysis
– Offer common data collection APIs and interfaces
– Host forums to interact with leading scientists
15© Copyright 2013 Pivotal. All rights reserved.
Climate Data Lake
PL/X
Hadoop++
Data
Data Lake Foundation
Explore
CloudFoundry
Collect
Isilon ECS
16© Copyright 2013 Pivotal. All rights reserved.
The kick-off expedition at Acadia
17© Copyright 2013 Pivotal. All rights reserved.
Post kick-off activities
• Established partnerships with data providers
• Stood up initial Data Lake platform
• Active collaboration across all participants on data
conditioning, analysis, feature selection, and visualization
• Launching an initial web presence in March
18© Copyright 2013 Pivotal. All rights reserved.
What’s next
• Pursuing the “full vision” using Federation Technologies
• Talking with other potential corporate sponsors
• Exploring ways to expand support to other climate and
academic projects
19© Copyright 2013 Pivotal. All rights reserved. 19© Copyright 2013 Pivotal. All rights reserved.
20© Copyright 2013 Pivotal. All rights reserved.
Learn More
• White House Press Release:
Harnessing Climate Data to Boost
Ecosystem & Water Resilience
• Pivotal Blog: Pivotal Data Science
Looks at Climate Change @ Acadia
NP
• EMC Reflections Blog: Big Data vs.
Climate Change
BlogsEMC TV video
21© Copyright 2013 Pivotal. All rights reserved.
The Team
@alyssacaddle1
@stevendozen
@johncardente
@lilewite
@being_bayesian
@maryanngarwood
@emctv
@TheMatthewNolan
@johnnysuire
@sriauggie31
@earthwatch_org
@schoodicinst
@hwschoodic
+ many more (not on twitter ) !

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Climate Data Lake: Empowering Citizen Scientists in Acadia National Park

  • 1. 1© Copyright 2013 Pivotal. All rights reserved. 1© Copyright 2013 Pivotal. All rights reserved. Climate Data Lake: Empowering Citizen Scientists in Acadia National Park Srivatsan Ramanujam Principal Data Scientist, Pivotal @being_bayesian John Cardente Distinguished Engineer/Lead Data Scientist, EMC @johncardente 19-Feb-2015
  • 2. 2© Copyright 2013 Pivotal. All rights reserved. 2© Copyright 2013 Pivotal. All rights reserved. Climate Change is happening Source: NASA
  • 3. 3© Copyright 2013 Pivotal. All rights reserved. Source: National Geographic At the Ice Caps… From Chasing Ice by James Balog
  • 4. 4© Copyright 2013 Pivotal. All rights reserved. And in the Oceans…
  • 5. 5© Copyright 2013 Pivotal. All rights reserved. 5© Copyright 2013 Pivotal. All rights reserved. Weather is Nature’s clock
  • 6. 6© Copyright 2013 Pivotal. All rights reserved. 6© Copyright 2013 Pivotal. All rights reserved. And the clock is shifting Source: EPA
  • 7. 7© Copyright 2013 Pivotal. All rights reserved. 7© Copyright 2013 Pivotal. All rights reserved. English Oak Winter Moth Pied Flycatcher Both et al. 2006 Nature EARLIER SAME TIME EACH YEAR Disrupting species interactions
  • 8. 8© Copyright 2013 Pivotal. All rights reserved. 8© Copyright 2013 Pivotal. All rights reserved. …the study of the timing of recurring plant and animal life- cycle stages, or phenophases, and their relationship to environmental conditions. Phenology Source: USA National Phenology Network
  • 9. 9© Copyright 2013 Pivotal. All rights reserved. 9© Copyright 2013 Pivotal. All rights reserved. Acadia National Park Source: Wikipedia A key phenology observation point
  • 10. 10© Copyright 2013 Pivotal. All rights reserved. 10© Copyright 2013 Pivotal. All rights reserved. Citizen Science, the “Hadoop” of Phenology
  • 11. 11© Copyright 2013 Pivotal. All rights reserved. Challenges impeding scientific progress  A multitude of disparate data sources  Different approaches to data conditioning  Different analysis platforms and scripts Inconsistent data treatment distracts the scientific debate from the findings!
  • 12. 12© Copyright 2013 Pivotal. All rights reserved. Challenges to encouraging citizen science  Different infrastructures for data collection  Unable to see how contributions help science  Inability to analyze the data and collaborate with scientists Missing a feedback loop to encourage and engage citizen scientists
  • 13. 13© Copyright 2013 Pivotal. All rights reserved. EMC Federation teams up with Earthwatch
  • 14. 14© Copyright 2013 Pivotal. All rights reserved. Objectives • Authoritative, curated data repository • Shared analysis platform and software libraries • Web portals to – Show citizen scientists how contributions benefit science – Present data visualization and exploration tools – Provide access to data sets for volunteer analysis – Offer common data collection APIs and interfaces – Host forums to interact with leading scientists
  • 15. 15© Copyright 2013 Pivotal. All rights reserved. Climate Data Lake PL/X Hadoop++ Data Data Lake Foundation Explore CloudFoundry Collect Isilon ECS
  • 16. 16© Copyright 2013 Pivotal. All rights reserved. The kick-off expedition at Acadia
  • 17. 17© Copyright 2013 Pivotal. All rights reserved. Post kick-off activities • Established partnerships with data providers • Stood up initial Data Lake platform • Active collaboration across all participants on data conditioning, analysis, feature selection, and visualization • Launching an initial web presence in March
  • 18. 18© Copyright 2013 Pivotal. All rights reserved. What’s next • Pursuing the “full vision” using Federation Technologies • Talking with other potential corporate sponsors • Exploring ways to expand support to other climate and academic projects
  • 19. 19© Copyright 2013 Pivotal. All rights reserved. 19© Copyright 2013 Pivotal. All rights reserved.
  • 20. 20© Copyright 2013 Pivotal. All rights reserved. Learn More • White House Press Release: Harnessing Climate Data to Boost Ecosystem & Water Resilience • Pivotal Blog: Pivotal Data Science Looks at Climate Change @ Acadia NP • EMC Reflections Blog: Big Data vs. Climate Change BlogsEMC TV video
  • 21. 21© Copyright 2013 Pivotal. All rights reserved. The Team @alyssacaddle1 @stevendozen @johncardente @lilewite @being_bayesian @maryanngarwood @emctv @TheMatthewNolan @johnnysuire @sriauggie31 @earthwatch_org @schoodicinst @hwschoodic + many more (not on twitter ) !

Editor's Notes

  1. John
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  5. Vatsan
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  14. Plug in blog links
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