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Traceability, reproducibility, and scalability in Integrated Ecosystem Assessments: July 2013 ECO-OP is supported by NSF Grant #0955649 PIs: Peter Fox (RPI) and Andrew Maffei (WHOI) NEFSC Collaborators: Jon Hare and Mike Fogarty Software programmer: Massimo Di Stefano Informatics and metadata: Stace Beaulieu stace@whoi.edu
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Traceability, reproducibility, and scalability in Integrated Ecosystem Assessments: Adopting a provenance model for a collaborative report July 2013 ECO-OP is supported by NSF Grant #0955649 PIs: Peter Fox (RPI) and Andrew Maffei (WHOI) NEFSC Collaborators: Jon Hare and Mike Fogarty Software programmer: Massimo Di Stefano Informatics and metadata: Stace Beaulieu stace@whoi.edu
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Traceability, reproducibility, and scalability in Integrated Ecosystem Assessments: Adopting a provenance model for a collaborative report July 2013
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Traceability, reproducibility, and scalability in Integrated Ecosystem Assessments: Adopting a provenance model for a collaborative report July 2013 Metadata for data and workflow provenance (i.e., the marine ecosystem indicators and the collaborative report)
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Use Case: Northeast Shelf Large Marine Ecosystem Ecosystem Status Report “traceability, repeatability, explanation, verification, and validation” for ecosystem data and information products in the NEFSC Ecosystem Status Report (ESR) Goal:
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Page from 2009 ESR Section on Climate Forcing Figures available for download as PDF or image files – but without access to data or metadata
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Page from 2009 ESR Section on Climate Forcing Figures available for download as PDF or image files – but without access to data or metadata Note: NOAA directive for ISO 19115 metadata, but these are not sufficient to describe time-series indicators
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Software design to track provenance M. Di Stefano
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Software design to track provenance M. Di Stefano
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PROV Data Model http://www.w3.org/TR/prov-dm/ W3C Recommendation 30 April 2013 Core Structures (types and relations)
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PROV Data Model http://www.w3.org/TR/prov-dm/ W3C Recommendation 30 April 2013 Core Structures (types and relations) Entity may be a single data product, or a chapter containing several data products
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PROV-O: The PROV Ontology (expresses PROV-DM using OWL2) http://www.w3.org/TR/prov-o/ PROV Data Model http://www.w3.org/TR/prov-dm/ W3C Recommendation 30 April 2013 Core Structures (types and relations) Entity may be a single data product, or a chapter containing several data products
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http://ipython.org/ Screenshot of IPython Notebook used to track both data and workflow provenance
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http://ipython.org/ Screenshot of IPython Notebook used to track both data and workflow provenance Code in Python, Matlab, R, other
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http://ipython.org/ Screenshot of IPython Notebook used to track both data and workflow provenance Code in Python, Matlab, R, other
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http://ipython.org/ Screenshot of IPython Notebook used to track both data and workflow provenance Notebook can be shared, or output as script, HTML, PDF, other
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PDF output of IPython Notebook with clickable links to data and code
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Screenshot of csv file at GitHub
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Having access not only to the data that are plotted, but also to provenance metadata increases the (re-) usability of the data
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