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Biodiversity informatics: why
aren’t we there yet?
@rdmpage
http://iphylo.blogspot.com
I’ve often said I want a Google
for biodiversity data…
…turns out what I should have asked
for was a NSA for biodiversity
• There are known knowns, things we know
that we know
• There are known unknowns, things we
now know we don’t know
• But there are also unknown unknowns,
things we do not know we don't know
known
unknown
know
ns
unknowns
What do these diagrams tell us?
Implications
• Sequencing is cheap
• The flood of sequences is only going to increase
• How much of this is relevant to biodiversity?
• --
Numbers of new animal names
1923
WWI WWII
Implications
• Rate of new taxa being described is relatively
constant
• Suggests taxonomists are working at capacity
• Most taxonomic work is in the past
• Compare this to exponential growth of sequencing
• --
Mammals in GenBank
Proper Linnaean names
Aus sp.
Mammals
Proper Linnaean names
Aus sp.
“Invertebrates”
BOLD
Dark taxa
• Disconnect between taxonomy and genomics
• How much of this comprises taxa we already
know about versus new diversity?
• Do we need taxonomic names?
• --
100,000 articles from http://biostor.org (BHL)
1923 today
Scanned legacy
• BHL is more than pre-1923 literature
• The real gap is post-1923 to pre-open access (2003)
• Most of the 20th
century taxonomic literature is
“dark”
• --
Size of Wikipedia articles on mammals
Few, large articles
Many, small
articles“long tail”
Power law
• We know a lot about a few species
• For most species we know very little (even in well-
known groups)
• For poorly known species need to go to legacy
literature
• --
PanTHERIA (2009)
1923 2003
Legacy literature
• Legacy literature matters (even for well-studied taxa)
• Much of this will be in digitally “dark” period
• --
Publishers of
taxonomy
(# articles)
http://bionames.org
Publishers
• BioStor (BHL) is the single largest source of
taxonomic literature
• Lots of tiny publishers (long tail)
• Commercial publishers important (Magnolia Press,
Springer, Informa, Wiley, Elsevier, BioOne)
• Who do we talk to about data mining?
• --
Taxonomic journals (articles/decade)
Implications
• Zootaxa is indeed a “mega journal”
• If we had to pick one journal to data mine it is
Zootaxa
• --
GBIF
• The Global Biodiversity Information Facility is not
evenly “global”
• Tells us as much about sampling as distribution of
diversity
Flickr EOL group
Crowd sourcing
• Where is the “crowd”?
• It’s where the iPhones are…
GenBank animal sequences
GenBank host records
Implications
• GenBank is about more than genes
• GenBank has a wealth of information on location,
and ecological interactions
Implications
• Phylogenetic data is not being archived (why not?)
• Makes it hard to reproduce studies
• Does data matter?
• What level of granularity should be citable?
What do these diagrams tell us?

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Biodiversity informatics: why aren't we there yet?

Notas del editor

  1. http://www.technologyreview.com/graphiti/427720/bases-to-bytes/ Moore’s law, number of transitors doubles every two years
  2. http://www.nature.com/scitable/content/growth-in-nucleotide-sequences-submitted-to-genbank-45068
  3. http://www.organismnames.com/metrics.htm?page=graphs
  4. http://biostor.org
  5. http://iphylo.blogspot.co.uk/2013/02/does-legacy-biodiversity-literature.html
  6. http://uat.gbif.org/developer/maps#preview