3. What we do
• Design workflows and software to optimize
image capture
• Analyze & Process label images
• Create portals for entomological and scientific
collections
• Develop interactive maps to tell stories about
data
• Provide support and technical advice for NSF
projects
4. Digitization & Data Capture
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Seconds count
28,800 seconds in an 8 work day
100k @ 30 seconds = 34.7 days
100k @ 29 seconds = 33.5 days
…
100k @ 15 seconds = 17.3 days
Humans are not robots
5. Solutions
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Look at every action as a micro task
Find tasks to fill any wait time
Stick to a single workflow
Filename conventions are important
Stick with image sizes and formats needed
Renaming filenames using scanners or data
entry
e.g. SilverImage
• Backup Images!!!
6. Things we learned
• Make sure your lighting environment does not
change
• Dragon dictation is not accurate enough for
number or scientific words
• Manually renaming files is slow
• Some student workers do not care as much as
you do about your collection
• People get burned out
12. Human In The Middle
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Rotating Images
Tagging Areas
Metadata tagging
Identifying False Positives
Verification Steps
Bulk Validation
13. Web Portals
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In-House
Specify 6 Portal
Symbiota
SilverCollection
– California Academy of Sciences
– Angelo State Natural History Museum
– Louisiana State Arthropod Museum
– Kansas State University Entomology Dept.
– Mississippi Entomological Museum
– NLBIF
22. • Online service to Map, Analyze and Build
applications with your data
• Simple to use
• Easily create distribution maps, heat maps,
and category maps
• Access to full geospatial query engine
• Visualizing ecological models
• Works well with lots of data
23. GBIF - 350 Million Records
http://www.gbif.org/occurrence
27. Useful Tools Provided By the
Global Biodiversity Information Facility
http://tools.gbif.org
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Darwin Core Archive Assistant
Darwin Core Archive Validator
Higher Taxonomy Services
Name Finder
Name Parser
GBIF API Services
Integrated Publishing Toolkit (IPT)