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Experiments With Knowledge Graphs in Fisheries & Oceans Canada

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Experiments With Knowledge Graphs in Fisheries & Oceans Canada

  1. 1. Experiments With Knowledge Graphs in Fisheries & Oceans Canada Neo4j Innovations Seminar 2021-08-25 Scott Akenhead scott@s4s.com Tom Bird tom.bird@dfo-mpo.gc.ca
  2. 2. Tell us about yourself: Who are you and how did you come to be working with Graphs? Question:
  3. 3. Can you give us some background about the Problem you are trying to solve? Salmon Background slide:
  4. 4. too much ~100,000 projects, people, places,. too complicated many dimensions, each diverse: ecology, habitat, method, management, analysis, sociology,. too dynamic churn, obsolescence, lags,. too hidden technical reports, web pages, Excel files,. too isolated important connections missing. the problem is information
  5. 5. adaptive management: - requires inescapable learning and rethinking - from monitoring projects and strategies
  6. 6. KNOWLEDGE DATA INFORMATION WISDOM STRUCTURE CONTEXT APPLICATION relational database, spreadsheets, reports, web sites … knowledge graph decision support
  7. 7. experiments 2018 who is doing what? 2019 international salmon data laboratory 2020 prototype: decision support 2021 proof: program management
  8. 8. experiments 2018 who is doing what? 2019 international salmon data laboratory 2020 prototype: decision support 2021 proof: program management
  9. 9. experiments 2018 who is doing what? 2019 international salmon data laboratory 2020 prototype: decision support 2021 proof: program management
  10. 10. goal: scenario-based decisions - objectives - indicators - metrics
  11. 11. the human ideas in a decision process are types of :Idea nodes in a knowledge graph
  12. 12. experiments 2018 who is doing what? 2019 international salmon data laboratory 2020 prototype: decision support 2021 proof: program management
  13. 13. Management Use case: Coordination of salmon projects Visibility: Who is doing what, where, when? Coordination: How do projects align or conflict with each other, with high level metrics, with existing knowledge? Effectiveness: Did we do what we set out to do? How could we do it better?
  14. 14. The Pacific Region Restoration Inventory
  15. 15. Graphish Workflow Natural Language Processing Key entities Graphish Database Custom User Interface processed_with creates Provides_meaning processed_with creates provides_meaning Neo4j accesses
  16. 16. Graphish as Enterprise IT - cloud-based, cyber-secure - data pipelines - components in containers - UI as a platform: new Views, new tools
  17. 17. Schema 2021-03-31 - salmon restoration projects - program management - Locations, Organizations, Species…
  18. 18. region city project type project Benefit: Where are the projects located relative to one another?
  19. 19. MapView - absolutely essential - via links to Place nodes - flip between GraphView, TableView, HomeView,…
  20. 20. add, edit, archive nodes and links user friendly interface - no code - no training - instant value - personal
  21. 21. Everything — linked to — Projects — linked to — Quesnel River Watershed
  22. 22. Organizational Challenges - New software = new training, IT management - Information and data are siloed inside business units - Cultural, political and security barriers to engagement and implementation - Why should I use this?
  23. 23. Technical Challenges for Neo4j - Thousands of node types - Some nodes and linkages are stochastic - Some parts of the data schema need to be discovered by the crowd - What are some similar graph analysis use-cases?
  24. 24. Next steps for Graphish 2.0 - Make user engagement part of the technical workflow - Identify cross-cutting problems and high value network analyses - Let users interact with and structure the graph - Make it accessible to people managing the current Salmon crisis
  25. 25. Thank you

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