SlideShare a Scribd company logo
Non-unitary syntheses
of systematic knowledge
Please
@taxonbytes
Nico Franz
School of Life Sciences, Arizona State University
CIRSS Seminar – Center for Informatics Research in Science and Scholarship
February 17, 2017 – iSchool, University of Illinois Urbana-Champaign
@ http://www.slideshare.net/taxonbytes/franz-2017-uiuc-cirss-non-unitary-syntheses-of-systematic-knowledge
• Why are phylogenies and classifications (so) unstable?
• How (well) can taxonomic names and relationships – the "Linnaean system" –
manage the taxonomic similarities and differences across versions?
• Introducing the Euler/X alignment tool
• The primate use case (classifications)
• The avian use case (phylogenies)
• Biodiversity data aggregation
• Implications of achieving synthesis (CSCW..)
Overview
• Why are phylogenies and classifications (so) unstable?
• How (well) can taxonomic names and relationships – the "Linnaean system" –
manage the taxonomic similarities and differences across versions?
• Introducing the Euler/X alignment tool
• The primate use case (classifications)
• The avian use case (phylogenies)
• Biodiversity data aggregation
• Implications of achieving synthesis (CSCW..)
Overview
doi:10.1038/nature.2016.20567
"Here, we use new genomic data from over
1,000 uncultivated and little known organisms,
together with published sequences, to infer a
dramatically expanded version of the tree of
life, with Bacteria, Archaea and Eukarya
included."
doi:10.1038/nmicrobiol.2016.48
The pluralistic domain of human taxonomy making
Source: Rylands & Mittermeyer. 2014. Primate taxonomy: species and conservation. doi:10.1002/evan.21387
"100 years
of primate
taxonomies"
The pluralistic domain of human taxonomy making
• Taxonomies are endorsed by us (humans); more or less democratically.
• They consist of sets of labels, data, and theories about the natural world.
Source: Rylands & Mittermeyer. 2014. Primate taxonomy: species and conservation. doi:10.1002/evan.21387
"100 years
of primate
taxonomies"
The pluralistic domain of human taxonomy making
• Taxonomies are endorsed by us (humans); more or less democratically.
• They consist of sets of labels, data, and theories about the natural world.
• Over time, these theories change – converge or conflict (often in parallel).
Source: Rylands & Mittermeyer. 2014. Primate taxonomy: species and conservation. doi:10.1002/evan.21387
"100 years
of primate
taxonomies"
A model to separate the human-made versus natural domains
• While human taxonomy making unfolds (e.g. 1758 onwards), natural taxa –
which 'took' millions of years to realize – tend to not change much.
Domain of human
taxonomy making
("mimic")
• While human taxonomy making unfolds (e.g. 1758 onwards), natural taxa –
which 'took' millions of years to realize – tend to not change much.
Natural domain
("model")
A model to separate the human-made versus natural domains
Domain of human
taxonomy making
("mimic")
• While human taxonomy making unfolds (e.g. 1758 onwards), natural taxa –
which 'took' millions of years to realize – tend to not change much.
• At any time, our labels and theories (concepts) aim to stand for taxa; yet the
correspondence may be approximate.
Reliable?
Reliable?
Reliable?
A model to separate the human-made versus natural domains
Natural domain
("model")
Domain of human
taxonomy making
("mimic")
Remsen: Using names, we're lucky when revisions are infrequent
"In biology, there are many taxa that are so under-studied that
they are only known from their original description and
none or very few subsequent references […].
The name alone, so long as it is a unique name,
is sufficient to locate all related material."
– David Remsen 2016: 213
Source: Remsen. 2016. The use and limits of scientific names in biological informatics. doi:10.3897/zookeys.550.9546
• Why are phylogenies and classifications (so) unstable?
• How (well) can taxonomic names and relationships – the "Linnaean system"
– manage the taxonomic similarities and differences across versions?
• Introducing the Euler/X alignment tool
• The primate use case (classifications)
• The avian use case (phylogenies)
• Biodiversity data aggregation
• Implications of achieving synthesis (CSCW..)
Overview
http://taxonbytes.org/wp-content/uploads/2014/10/Peet-BIGCB-2014-Changing-Perspectives-on-Plant-Distributions.pdf
The challenge: names refer to non-type specimens contingently
Source: Dubois. 2005. Zoosystema 27: 365-426. http://sciencepress.mnhn.fr/sites/default/files/articles/pdf/z2005n2a8.pdf
Names
Non-
types
doi:10.1017/S1477200003001063
4: Amauris (Amaura) (damocles) hyalites makuyuensis Carcasson (1964) sec. Vane-Wright (2003)
genus superspecies subspecies
subgenus semispecies
Oscillating meanings of the species epithet hyalites – 1911 to 2003
Phenotypicdiversity
Type-anchorednameidentityrelations
Narrowest holotype "region"
Connecting to the occurrence level.
Holdings, May 2015
• 27 herbarium collections
• 607,300 occurrences
• 17,300 species-level units
sernecportal.org
Introducing the SERNEC portal (sustained by Symbiota)
Andropogon glomeratus
- Bushy bluestem
Photo by Max Licher (ASU Herbarium); Cottonwood, Arizona.
http://swbiodiversity.org/seinet/imagelib/imgdetails.php?imgid=43175
5
Ok. SERNEC search!
Search for "Andropogon glomeratus" returns 255 occurrences1
Source herbaria: 9
Year collected: 1885-2013
Year identified: 1973-2010
Identifier named: 161 occ.
1 SERNEC portal, May 15, 2015; with synonyms, raw taxonomy.
Isn't that one similar to virginicus?
Source herbaria: 13
Year collected: 1873-2013
Year identified: 1973-2015
Identifier named: 200 occ.
Search for "Andropogon virginicus" returns 442 occurrences1
1 SERNEC portal, May 15, 2015; with synonyms, raw taxonomy.
What about the nominal subspecies?
Source herbaria: 6
Year collected: 1920-2013
Year identified: 2003
Identifier named: 66 occ.
Search for "A. virginicus var. virginicus" returns 101 occurrences1
1 SERNEC portal, May 15, 2015; with synonyms, raw taxonomy.
I believe some Floras recognize capillipes.
Source herbaria: 5
Year collected: 1940-2006
Year identified: 1986
Identifier named: 1 occ.
Search for "Andropogon capillipes" returns 72 occurrences1
1 SERNEC portal, May 15, 2015; with synonyms, raw taxonomy.
Show four-in-one occurrence-based maps.
Combined four-in-one search returns 769 occurrences1
Source herbaria: 13
Year collected: 1873-2013
Year identified: 1973-2015
Identifier named: 407
1 SERNEC portal, May 15, 2015; with synonyms, raw taxonomy.
Ready to do science?
Maybe. There are some issues.
Taxonomic concept alignment, Andropogon glomeratus-virginicus
complex, spanning across 11 classifications authored 1889-2015
• 36 unique taxonomic names
• 88 taxonomic concept labels
name sec. author strings
• Alignment by A.S. Weakley
row position = congruence
• 1/36 names with unique 1 : 1
name : meaning cardinality
across all classifications
• Andropogon virginicus
• Source: Franz et al. 20161
1 Franz et al. 2016. Names are not good enough: reasoning over taxonomic change in the Andropogon complex.
Semantic Web Journal (IOS). doi:10.3233/SW-160220
Also: This is how we built this.
(provenance tracking)
"When I first came here, this was all swamp.
Everyone said I was daft to build a castle on a
swamp, but I built it all the same, just to show
them."
"It sank into the swamp."
"So I built a second one."
"That sank into the swamp."
"So I built a third."
"That burned down, fell over, then sank into the swamp."
"But the fourth one stayed up. And that's what you're
going to get, Lad, the strongest castle in all of England."
• Why are phylogenies and classifications (so) unstable?
• How (well) can taxonomic names and relationships – the "Linnaean system" –
manage the taxonomic similarities and differences across versions?
• Introducing the Euler/X alignment tool
• The primate use case (classifications)
• The avian use case (phylogenies)
• Biodiversity data aggregation
• Implications of achieving synthesis (CSCW..)
Overview
Why Euler/X?
Concepts: tracking progress and conflict in the human domain
• Taxonomic names and nomenclatural relationships are only so-so in terms of
tracking congruent and incongruent taxonomic perspectives.
• Taxonomic names and nomenclatural relationships are only so-so in terms of
tracking congruent and incongruent taxonomic perspectives.
• Logic-based multi-taxonomic alignments require better contextualization of
labels and relationships, and better specification of "taxonomic sameness".
1912 vs. 1967
Logically
reconcilable?
Δ = ?
Δ
Δ
Δ
Concepts: tracking progress and conflict in the human domain
Querying systematic advancement – premises & questions
• The term "tree of life" characterizes a goal that we strive to reach
eventually, more so than where we are now (for many perceived groups).
• The term "tree of life" characterizes a goal that we strive to reach
eventually, more so than where we are now (for many perceived groups).
• Therefore it would be useful to have a "systematic knowledge advancement
service". The service satisfies queries such as:
Querying systematic advancement – premises & questions
• The term "tree of life" characterizes a goal that we strive to reach
eventually, more so than where we are now (for many perceived groups).
• Therefore it would be useful to have a "systematic knowledge advancement
service". The service satisfies queries such as:
1. "Does this sequence of related systematic inferences
have a stabilizing or destabilizing trend?"
Querying systematic advancement – premises & questions
• The term "tree of life" characterizes a goal that we strive to reach
eventually, more so than where we are now (for many perceived groups).
• Therefore it would be useful to have a "systematic knowledge advancement
service". The service satisfies queries such as:
1. "Does this sequence of related systematic inferences
have a stabilizing or destabilizing trend?"
2. "Are two or more tree hierarchies – each differentially sub-sampled
at lower levels – in congruence or in conflict?"
Querying systematic advancement – premises & questions
• The term "tree of life" characterizes a goal that we strive to reach
eventually, more so than where we are now (for many perceived groups).
• Therefore it would be useful to have a "systematic knowledge advancement
service". The service satisfies queries such as:
1. "Does this sequence of related systematic inferences
have a stabilizing or destabilizing trend?"
2. "Are two or more tree hierarchies – each differentially sub-sampled
at lower levels – in congruence or in conflict?"
3. "How can an applied comparative study tied to one (earlier) hierarchy
be "updated" (integrated) with another (later) hierarchy?"
Querying systematic advancement – premises & questions
• The term "tree of life" characterizes a goal that we strive to reach
eventually, more so than where we are now (for many perceived groups).
• Therefore it would be useful to have a "systematic knowledge advancement
service". The service satisfies queries such as:
1. "Does this sequence of related systematic inferences
have a stabilizing or destabilizing trend?"
2. "Are two or more tree hierarchies – each differentially sub-sampled
at lower levels – in congruence or in conflict?"
3. "How can an applied comparative study tied to one (earlier) hierarchy
be "updated" (integrated) with another (later) hierarchy?"
Service  We can prioritize research agendas accordingly.
Service  Sampling an issue? Or are signals complementary?
Service  Effects of "systematic variable" on conclusions can be controlled for.
Querying systematic advancement – premises & questions
An update on Euler/X:
Logic, use cases, and novel services
Euler/X – logically consistent RCC–5 alignments
• Input: multiple taxonomies and/or phylogenies; expert-provided articulations.
• Output: logic consistency checking; Maximally Informative Relations (MIR);
alignment visualizations.
Products – concept taxonomy in theory and in practice
ZooKeys. doi:10.3897/zookeys.528.6001
Semantic Web. doi:10.3233/SW-160220
Biological Theory. doi:10.1007/s13752-017-0259-5
PloS ONE. doi:10.1371/journal.pone.0118247
Systematics Biodiv. doi:10.1080/14772000.2013.806371
Systematic Biology. doi:10.1093/sysbio/syw023
Biodiversity Data Journal. doi:10.3897/BDJ.5.e10469 Research Ideas and Outcomes. doi: 10.3897/rio.2.e10610
Source: Thau, D.M. 2010. Reasoning about taxonomies. Thesis, UC Davis. http://gradworks.proquest.com/3422778.pdf
Region Connection Calculus (set constraints)
== < > >< !
• Two regions N, M are either:
• congruent (N == M)
• properly inclusive (N < M)
• inversely properly inclusive (N > M)
• overlapping (N >< M)
• exclusive of each other (N ! M)
Source: Thau, D.M. 2010. Reasoning about taxonomies. Thesis, UC Davis. http://gradworks.proquest.com/3422778.pdf
Region Connection Calculus (set constraints)
== < > >< !
• Two regions N, M are either:
• congruent (N == M)
• properly inclusive (N < M)
• inversely properly inclusive (N > M)
• overlapping (N >< M)
• exclusive of each other (N ! M)
• RCC–5 articulations answer the query: "can we join regions N and M?"
• Taxonomies have multiple RCC–5 alignable components: nodes (parents,
children), node-associated traits, even node-anchoring specimens.
Use cases – primate classifications & avian phylogenies
1. Primate classifications sec. MSW2 (1993) versus MSW3 (2005)
a. Microcebus + Mirza sec. MSW3 (2005)
 with coverage constraint
b. Quantifying name (identifier) reliability
c. Reasoning achieves scalability (matrix)
2. Avian phylogenies sec. Prum et al. (2015) versus Jarvis et al. (2014)
a. Psittaciformes with & without coverage
b. Alignment of the "Neoavian explosion"
Use case 1:
Two primate classifications –
MSW2 (1993) versus MSW3 (2005)
Starts with a live demo.
Use case 1.a. Aligning Microcebus + Mirza sec. MSW3 (2005)
"Taxonomic concept labels"
identify input concept regions
RCC–5 articulations provided
for each species-level concept
• Input visualization: MSW3 (2005) versus MSW2 (1993)
Source: Franz et al. 2016. Two influential primate classifications logical aligned. doi:10.1093/sysbio/syw023
• Alignment visualization: "grey means taxonomically congruent"
Use case 1.a. Aligning Microcebus + Mirza sec. MSW3 (2005)
One name &
congruent region
Use case 1.a. Aligning Microcebus + Mirza sec. MSW3 (2005)
• Alignment visualization: "grey means taxonomically congruent"
One name &
congruent region
Many names &
congruent region
Use case 1.a. Aligning Microcebus + Mirza sec. MSW3 (2005)
• Alignment visualization: "grey means taxonomically congruent"
One name &
congruent region
Many names &
congruent region
One name &
non-congruent regions
Use case 1.a. Aligning Microcebus + Mirza sec. MSW3 (2005)
• Alignment visualization: "grey means taxonomically congruent"
One name &
congruent region
Many names &
congruent region
One name &
non-congruent regions
Many names &
non-congruent regions
Use case 1.a. Aligning Microcebus + Mirza sec. MSW3 (2005)
• Alignment visualization: "grey means taxonomically congruent"
One name &
congruent region
Many names &
congruent region
One name &
non-congruent regions
Many names &
non-congruent regions
New names &
exclusive regions
Use case 1.a. Aligning Microcebus + Mirza sec. MSW3 (2005)
• Alignment visualization: "grey means taxonomically congruent"
One name &
congruent region
Many names &
congruent region
One name &
non-congruent regions
Many names &
non-congruent regions
New names &
exclusive regions
• Application of coverage constraint: parent-to-parent articulations (><) are
fully defined by alignment signal propagated from their respective children.
 Sensible when complete sampling of children is intended.
Use case 1.a. Aligning Microcebus + Mirza sec. MSW3 (2005)
• Alignment visualization: "grey means taxonomically congruent"
Use case 1.b.: Quantifying name (identifier) reliability
One name &
congruent region
• Alignment visualization: RCC–5 as an identifier assessment tool [good / not]
Many names &
congruent region
One name &
non-congruent regions
Many names &
non-congruent regions
New names &
exclusive regions
One name &
congruent region
• Alignment visualization: RCC–5 as an identifier assessment tool [good / not]
Many names &
congruent region
One name &
non-congruent regions
Many names &
non-congruent regions
New names &
exclusive regions
• Query services rendered: (1) MSW3 destabilizes MSW2; (2) non-congruence
is not only caused by differential low-level sampling; (3) alignment constitutes
a taxonomic meaning integration map to navigate across MSW3 & MSW2.
Use case 1.b.: Quantifying name (identifier) reliability
1 in 3 names is unreliable across MSW2/MSW3 classifications
Source: Franz et al. 2016. Two influential primate classifications logical aligned. doi:10.1093/sysbio/syw023
Use case 1.c.: Reasoning achieves scalability (MIR matrix)
Source: Dang et al. 2015. ProvenanceMatrix: a visualization tool for multi-taxonomy alignments. CEUR Workshop
Proceedings 1456: 13–24. http://ceur-ws.org/Vol-1456/paper2.pdf
• Input: 402 articulations. Output: 153,111 Maximally Informative Relations
Salmon cells
↔ reasoning
Use case 2:
Avian phylogenies sec. Prum et al. (2015)
versus Jarvis et al. (2014)
Source: Thomas, G.H. 2015. An avian explosion. Nature 526: 516–517. doi:10.1038/nature15638
2015 2014
Phylogenetic inferences
can vary over time.
Use case 2: Aves sec. Prum et al. (2015) versus Jarvis et al. (2014)
• Sampling is highly differential: 198 versus 48 species-level entities
• Only 12 species-level concept pairs are congruent [green cells]
Use case 2.a.: Psittaciformes with & without coverage constraint
• Psittaciformes sec. 2015 – with global coverage constraint
Input visualization
 Only disjoint articulations
• Psittaciformes sec. 2015 – with global coverage constraint
• No low-level congruence ↔ no congruent alignment regions
Input visualization
 Only disjoint articulations
Alignment visualization
 108 MIR; all disjoint
Use case 2.a.: Psittaciformes with & without coverage constraint
• Psittaciformes sec. 2015 – with coverage locally relaxed
Input visualization
Use case 2.a.: Psittaciformes with & without coverage constraint
• Psittaciformes sec. 2015 – with coverage locally relaxed
• "No coverage" constraint for 2014/2015.[Psittacidae, Nestor]
Input visualization
Use case 2.a.: Psittaciformes with & without coverage constraint
• Psittaciformes sec. 2015 – with coverage locally relaxed
• "No coverage" constraint for 2014/2015.[Psittacidae, Nestor]
• Allows for 3 congruent & 7 inclusive RCC–5 articulations
Input visualization
Use case 2.a.: Psittaciformes with & without coverage constraint
• Psittaciformes sec. 2015 – with coverage locally relaxed
• Higher-level congruence despite low-level non-congruence
• 160 MIR: 10 congruent; 65 (inversely) properly inclusive
Alignment visualization
Use case 2.a.: Psittaciformes with & without coverage constraint
• Psittaciformes sec. 2015 – with coverage locally relaxed
• Higher-level congruence despite low-level non-congruence
• 160 MIR: 10 congruent; 65 (inversely) properly inclusive
Alignment visualization
 Additional 2015 low-level sampling
Use case 2.a.: Psittaciformes with & without coverage constraint
Use case 2.b.: Alignment of the "Neoavian explosion"
• Aves sec. 2015/2014, down to ordinal level – with coverage locally relaxed
• Aves sec. 2015/2014, down to ordinal level – with coverage locally relaxed
Non-congruence within
2015.Paleognathae Non-congruence within
2014.Pelecanimorphae
Use case 2.b.: Alignment of the "Neoavian explosion"
• Aves sec. 2015/2014, down to ordinal level – with coverage locally relaxed
Non-congruence within
2015/2014.Neoaves
(see next slide)
Use case 2.b.: Precise semiotics for the "avian explosion"
• Neoaves sec. 2015/2014, and 3–4 less inclusive levels
 26 overlapping articulations in the sub-
Neoavian alignment region cannot be
assigned to differential sampling
 'Genuine' phylogenetic conflict
Use case 2.b.: Precise semiotics for the "avian explosion"
• Why are phylogenies and classifications (so) unstable?
• How (well) can taxonomic names and relationships – the "Linnaean system" –
manage the taxonomic similarities and differences across versions?
• Introducing the Euler/X alignment tool
• The primate use case (classifications)
• The avian use case (phylogenies)
• Biodiversity data aggregation
• Implications of achieving synthesis (CSCW..)
Overview
Largely derived from doi:10.3897/rio.2.e10610
91dd0ee1-8a37-4efc-85b7-8176874cf5be
Thesis: Unitary hierarchies create mistrust in aggregated data
91dd0ee1-8a37-4efc-85b7-8176874cf5be
• Many aggregators are designed to impose a single taxonomic hierarchy –
one at a time – onto all taxonomically annotated records.
91dd0ee1-8a37-4efc-85b7-8176874cf5be
• Many aggregators are designed to impose a single taxonomic hierarchy –
one at a time – onto all taxonomically annotated records.
• By design, these "backbones" are rarely attributable to individual (expert)
authors, but instead are newly created systematic theories that only appear
at the system level.
Thesis: Unitary hierarchies create mistrust in aggregated data
91dd0ee1-8a37-4efc-85b7-8176874cf5be
• Many aggregators are designed to impose a single taxonomic hierarchy –
one at a time – onto all taxonomically annotated records.
• By design, these "backbones" are rarely attributable to individual (expert)
authors, but instead are newly created systematic theories that only appear
at the system level.
• Data are aggregated accordingly; yet backbone-driven modifications may
newly disrupt the original integrity of submitted data packages.
Thesis: Unitary hierarchies create mistrust in aggregated data
91dd0ee1-8a37-4efc-85b7-8176874cf5be
• Many aggregators are designed to impose a single taxonomic hierarchy –
one at a time – onto all taxonomically annotated records.
• By design, these "backbones" are rarely attributable to individual (expert)
authors, but instead are newly created systematic theories that only appear
at the system level.
• Data are aggregated accordingly; yet backbone-driven modifications may
newly disrupt the original integrity of submitted data packages.
• By deflecting on responsibilities, aggregators may cause additional self-harm.
Ultimately, the power balance – as presently built in – must shift to bring
experts back into the process of licensing succinct, trustworthy data packages.
Thesis: Unitary hierarchies create mistrust in aggregated data
Let's re-diagnose:
What happens in dynamic,
open systems?
Charly Lewisw, CC BY-SA 3.0
Taxonomic views of a frequently revised organismal lineage
Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
• 9 schemata for the NA Cleistes/Cleistesiopsis complex (orchids, "pogonias")
Snapshot of a more frequently revised organismal lineage
• 9 schemata for the NA Cleistes/Cleistesiopsis complex (orchids, "pogonias")
• Vertical sections identify taxonomic concept regions
Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
Snapshot of a more frequently revised organismal lineage
• 9 schemata for the NA Cleistes/Cleistesiopsis complex (orchids, "pogonias")
• Vertical sections identify taxonomic concept regions
• Colors identify lineages of taxonomic names (epithets) in use
Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
Snapshot of a more frequently revised organismal lineage
• 9 schemata for the NA Cleistes/Cleistesiopsis complex (orchids)
• Vertical sections identify taxonomic concept regions
• Colors identify lineages of taxonomic names (epithets) in use
• There is no consensus! Five incongruent schemata are used concurrently
Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
Further diagnosis:
If incongruent taxonomies are endorsed
– locally, provisionally, and democratically –
then what is the impact for
aggregated biodiversity data?
Further diagnosis:
 Taxonomy becomes a variable
that we need to represent,
and thereby control for
(at the system level)
The 'consensus'
• Query: "Where do these orchid
species occur?"
• Same set of 250 orchid specimens,
according to 4 taxonomies.
"Controllingthetaxonomicvariable" Example: the Cleistes use case
Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
The 'consensus' The 'bible'
"Controllingthetaxonomicvariable"
• Query: "Where do these orchid
species occur?"
• Same set of 250 orchid specimens,
according to 4 taxonomies.
Example: the Cleistes use case
Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
The 'consensus' The 'bible'
The (formerly)
federal 'standard'
"Controllingthetaxonomicvariable"
Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
The 'consensus' The 'bible'
The (formerly)
federal 'standard'
The 'best', latest
regional flora
"Controllingthetaxonomicvariable"
Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
The 'consensus' The 'bible'
The (formerly)
federal 'standard'
The 'best', latest
regional flora
"Controllingthetaxonomicvariable"
Expert views
are in conflict
Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
The 'consensus' The 'bible'
The (formerly)
federal 'standard'
The 'best', latest
regional flora
"Controllingthetaxonomicvariable"
Expert views
are in conflict
"Just bad"
Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
The 'consensus' The 'bible'
The (formerly)
federal 'standard'
The 'best', latest
regional flora
Impact:
Name-based aggregation has created
a novel synthesis that nobody believes in
"Controllingthetaxonomicvariable"
"Just bad"
Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
The 'consensus' The 'bible'
The (formerly)
federal 'standard'
The 'best', latest
regional flora
"Controllingthetaxonomicvariable"
"Just
bad"
Expert views
are in conflict
Solution:
Instead of aggregating
an artificial 'consensus',
…
Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
The 'consensus' The 'bible'
The (formerly)
federal 'standard'
The 'best', latest
regional flora
"Controllingthetaxonomicvariable"
"Just
bad"
Expert views
are reconciled
Solution:
Instead of aggregating
an artificial 'consensus',
build translation services
Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
Challenges:
How can we redesign aggregation to yield
high-quality biodiversity data packages?
Challenges:
How can we redesign aggregation to yield
high-quality biodiversity data packages?
What does this mean for Darwin Core1
and how we use this aggregation standard?
1 Wieczorek et al. 2012. Darwin Core: an evolving […]. PLoS ONE 7(1): e29715. doi:10.1371/journal.pone.0029715
Preview of solution with eight steps
• DwC is insufficient, and part of the problem
# 5: Identify occurrence records only to TCLs
Records:
EKY39235
MTSU003611
NCSC00040204
…
Records:
BOON8098
CLEMS0061133
WILLI39399
…
Records:
GMUF-0039355
IBE006808
USCH58399
…
Records:
CONV0006268
MDKY00006482
NCU00038930
…
Records:
BRYV0023582, BRYV0023584
KHD00032030, MISS0016604
MMNS000227, NCSC00040206
USMS_000002923, USMS_000002924
VSC0053223, VSC0065528
…
Records:
ARIZ393087
DBG39049
USCH51217
…
Records:
NCU00040710
USCH96248
VSC0053218
…
Records:
CLEMS0012881
FUGR0003293
GA023130
…
Records:
BOON8100
NCSC00040210
SJNM45487
…
Records:
GA023144
LSU00012494
MISS0016608
…
Records:
IBE006810, IND-0012374, MMNS000227
Records:
NY8654
• Syntax (ID): Occurrence / organism is identified to TCL
"CLEMS0012881"
is identified to
Cleistes divaricata sec. Smith et al. 2004
[additional ID metadata]
# 6: Generate comprehensive, consistent RCC–5 alignments
• Euler/X is a toolkit that infers logically consistent RCC–5 alignments
# 6: Generate comprehensive, consistent RCC–5 alignments
• Valued-added: MIR – set of Maximally Informative Relations containing
the RCC–5 articulation for every possible TCL pair  scalability
Reasonerinference
# 7: Joining occurrence-to-TCL identifications & RCC–5 alignments
Records:
BOON8098, CLEMS0061133, CONV0006268, EKY39235
GMUF-0039355, IBE006808, IBE006810, IND-0012374
MDKY00006482, MMNS000227, MTSU003611, NCSC00040204
NCU00038930, NY8654, USCH58399, WILLI39399
…
Records:
ARIZ393087, BRYV0023582, BRYV0023584, DBG39049
KHD00032030, MISS0016604, MMNS00022, NCSC00040206
USMS_000002923, USMS_000002924, VSC0053223, VSC0065528
…
Records:
BOON8100, CLEMS0012881, FUGR0003293
GA023130, GA023144, LSU00012494
MISS0016608, NCSC00040210, NCU00040710
SJNM45487, USCH96248, VSC0053218
…
• Specimen integration is fully driven by TCL-to-TCL RCC–5 signals
The 'consensus' The 'bible'
The (formerly)
federal 'standard'
The 'best', latest
regional flora
"Controllingthetaxonomicvariable"
Impact:
"Please select your preference (A – D);
we can perform all translations"
Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
• We can now respond to queries such as:
• "Show all specimens identified to the taxonomic name Cleistes divaricata"
• Returns many records  resolves incongruent lineage of name usages
# 8: "Do you trust us now?" Aggregation as a translational service
• We can now respond to queries such as:
• "Show all specimens identified to the taxonomic name Cleistes divaricata"
• Returns many records  resolves incongruent lineage of name usages
• "Now show specimens with the TCL Cleistesiopsis divaricata sec. Weakley 2015"
• Returns record subset  resolving only one narrowly circumscribed concept
# 8: "Do you trust us now?" Aggregation as a translational service
# 8: "Do you trust us now?" Aggregation as a translational service
• We can now respond to queries such as:
• "Show all specimens identified to the taxonomic name Cleistes divaricata"
• Returns many records  resolves incongruent lineage of name usages
• "Now show specimens with the TCL Cleistesiopsis divaricata sec. Weakley 2015"
• Returns record subset  resolving only one narrowly circumscribed concept
• "Now show specimens identified to the TCL Cleistes divaricata sec. RAB 1968,
yet translated into the more granular TCLs sec. Weakley 2015"
• Returns (again) many records, yet represents and contrasts two treatments,
as opposed to providing the ambiguous lineage view (above)
• "Show all specimens with ambiguous 2010/2015 TCL identifications…" (etc.)
• Why are phylogenies and classifications (so) unstable?
• How (well) can taxonomic names and relationships – the "Linnaean system" –
manage the taxonomic similarities and differences across versions?
• Introducing the Euler/X alignment tool
• The primate use case (classifications)
• The avian use case (phylogenies)
• Biodiversity data aggregation
• Implications of achieving synthesis (CSCW..)
Overview
"As the ongoing efforts to integrate prokaryote phylogeny
into universal phylogeny demonstrate, integration does not always
mean greater inclusiveness of data, methods or explanation […].
Integration may involve considerable exclusiveness
to achieve the desired integrative aim.
– Maureen O'Malley 2013: 559
Source: O'Malley. 2013. When integration fails. Stud. Hist. Philos. Biol. Biomed. Sci. doi:10.1016/j.shpsc.2012.10.003
Rethinking systematic synthesis as an agreed-upon conflict alignment
Acknowledgements & links to products and references
• CIRSS hosts: Bertram L. & Janet Eke!
• Euler/X & ETC teams (extended): Shawn Bowers, Mingmin Chen, Hong Cui,
Parisa Kianmajd, James Macklin, Timothy McPhillips, Robert Morris, Thomas
Rodenhausen, and Shizhuo Yu.
• ProvenanceMatrix: Tuan Nhon Dang.
• NSF DEB–1155984, DBI–1342595 (PI Franz).
• NSF IIS–118088, DBI–1147273 (PI Ludäscher).
• Information @ http://taxonbytes.org/tag/concept-taxonomy/
• Euler/X code @ https://github.com/EulerProject/EulerX
Interested in exploring
multi-taxonomy & -
phylogeny alignments?
Please contact us.
nico.franz@asu.edu
@taxonbytes
https://biokic.asu.edu/

More Related Content

Similar to Franz 2017 uiuc cirss non unitary syntheses of systematic knowledge

Franz sterner tdwg 2016 new power balance needed for trustworthy biodiversity...
Franz sterner tdwg 2016 new power balance needed for trustworthy biodiversity...Franz sterner tdwg 2016 new power balance needed for trustworthy biodiversity...
Franz sterner tdwg 2016 new power balance needed for trustworthy biodiversity...
taxonbytes
 
Franz 2015 SPNHC Taxonomic concept resolution for voucher-based biodiversity ...
Franz 2015 SPNHC Taxonomic concept resolution for voucher-based biodiversity ...Franz 2015 SPNHC Taxonomic concept resolution for voucher-based biodiversity ...
Franz 2015 SPNHC Taxonomic concept resolution for voucher-based biodiversity ...
taxonbytes
 
Franz et al evol 2016 representing phylogeny as a logically tractable variable
Franz et al evol 2016 representing phylogeny as a logically tractable variable  Franz et al evol 2016 representing phylogeny as a logically tractable variable
Franz et al evol 2016 representing phylogeny as a logically tractable variable
taxonbytes
 
Franz 2017 sols cbs seminar the limits of synthesis for integrative biology
Franz 2017 sols cbs seminar the limits of synthesis for integrative biologyFranz 2017 sols cbs seminar the limits of synthesis for integrative biology
Franz 2017 sols cbs seminar the limits of synthesis for integrative biology
taxonbytes
 
Franz. 2014. Explaining taxonomy's legacy to computers – how and why?
Franz. 2014. Explaining taxonomy's legacy to computers – how and why?Franz. 2014. Explaining taxonomy's legacy to computers – how and why?
Franz. 2014. Explaining taxonomy's legacy to computers – how and why?
taxonbytes
 
Emanuele Serrelli - Pitfalls and Strengths of Adaptation in Biology Education
Emanuele Serrelli - Pitfalls and Strengths of Adaptation in Biology EducationEmanuele Serrelli - Pitfalls and Strengths of Adaptation in Biology Education
Emanuele Serrelli - Pitfalls and Strengths of Adaptation in Biology Education
Emanuele Serrelli
 
Franz Et Al - Concepts and Tools Needed to Increase Bottom-Up Taxonomic Exper...
Franz Et Al - Concepts and Tools Needed to Increase Bottom-Up Taxonomic Exper...Franz Et Al - Concepts and Tools Needed to Increase Bottom-Up Taxonomic Exper...
Franz Et Al - Concepts and Tools Needed to Increase Bottom-Up Taxonomic Exper...
taxonbytes
 
Botanists and annotations: use cases and their relevance for the larger scie...
Botanists and annotations:  use cases and their relevance for the larger scie...Botanists and annotations:  use cases and their relevance for the larger scie...
Botanists and annotations: use cases and their relevance for the larger scie...
Trish Rose-Sandler
 
Botanists and annotations printer friendly
Botanists and annotations   printer friendlyBotanists and annotations   printer friendly
Botanists and annotations printer friendly
William Ulate
 
The Good Species
The Good SpeciesThe Good Species
The Good Species
John Wilkins
 
The Good species
The Good speciesThe Good species
The Good species
John Wilkins
 
Introduction to Complex Systems
Introduction to Complex SystemsIntroduction to Complex Systems
Introduction to Complex Systems
Fundacion Sicomoro
 
Topic 5
Topic 5Topic 5
Ch.20 lecture presentation1
Ch.20 lecture presentation1Ch.20 lecture presentation1
Ch.20 lecture presentation1
Muhammad Tiwana
 
Franz 2014 ESA Aligning Insect Phylogenies Perelleschus and Other Cases
Franz 2014 ESA Aligning Insect Phylogenies Perelleschus and Other CasesFranz 2014 ESA Aligning Insect Phylogenies Perelleschus and Other Cases
Franz 2014 ESA Aligning Insect Phylogenies Perelleschus and Other Cases
taxonbytes
 
Species delimitation - species limits and character evolution
Species delimitation - species limits and character evolutionSpecies delimitation - species limits and character evolution
Species delimitation - species limits and character evolution
Rutger Vos
 
Neo darwinism - post02
Neo darwinism - post02Neo darwinism - post02
Neo darwinism - post02
LaibaMasood2
 
KOUSIK_GHOSHPhenetics and Cladistics2020-04-05Phenetics and Cladistics.pptx
KOUSIK_GHOSHPhenetics and Cladistics2020-04-05Phenetics and Cladistics.pptxKOUSIK_GHOSHPhenetics and Cladistics2020-04-05Phenetics and Cladistics.pptx
KOUSIK_GHOSHPhenetics and Cladistics2020-04-05Phenetics and Cladistics.pptx
PriyankaChakraborty95
 
Semantic Technologies at FAO
Semantic Technologies at FAOSemantic Technologies at FAO
Semantic Technologies at FAO
guestdef88f8
 

Similar to Franz 2017 uiuc cirss non unitary syntheses of systematic knowledge (20)

Franz sterner tdwg 2016 new power balance needed for trustworthy biodiversity...
Franz sterner tdwg 2016 new power balance needed for trustworthy biodiversity...Franz sterner tdwg 2016 new power balance needed for trustworthy biodiversity...
Franz sterner tdwg 2016 new power balance needed for trustworthy biodiversity...
 
Franz 2015 SPNHC Taxonomic concept resolution for voucher-based biodiversity ...
Franz 2015 SPNHC Taxonomic concept resolution for voucher-based biodiversity ...Franz 2015 SPNHC Taxonomic concept resolution for voucher-based biodiversity ...
Franz 2015 SPNHC Taxonomic concept resolution for voucher-based biodiversity ...
 
Franz et al evol 2016 representing phylogeny as a logically tractable variable
Franz et al evol 2016 representing phylogeny as a logically tractable variable  Franz et al evol 2016 representing phylogeny as a logically tractable variable
Franz et al evol 2016 representing phylogeny as a logically tractable variable
 
Franz 2017 sols cbs seminar the limits of synthesis for integrative biology
Franz 2017 sols cbs seminar the limits of synthesis for integrative biologyFranz 2017 sols cbs seminar the limits of synthesis for integrative biology
Franz 2017 sols cbs seminar the limits of synthesis for integrative biology
 
Franz. 2014. Explaining taxonomy's legacy to computers – how and why?
Franz. 2014. Explaining taxonomy's legacy to computers – how and why?Franz. 2014. Explaining taxonomy's legacy to computers – how and why?
Franz. 2014. Explaining taxonomy's legacy to computers – how and why?
 
Emanuele Serrelli - Pitfalls and Strengths of Adaptation in Biology Education
Emanuele Serrelli - Pitfalls and Strengths of Adaptation in Biology EducationEmanuele Serrelli - Pitfalls and Strengths of Adaptation in Biology Education
Emanuele Serrelli - Pitfalls and Strengths of Adaptation in Biology Education
 
Franz Et Al - Concepts and Tools Needed to Increase Bottom-Up Taxonomic Exper...
Franz Et Al - Concepts and Tools Needed to Increase Bottom-Up Taxonomic Exper...Franz Et Al - Concepts and Tools Needed to Increase Bottom-Up Taxonomic Exper...
Franz Et Al - Concepts and Tools Needed to Increase Bottom-Up Taxonomic Exper...
 
Botanists and annotations: use cases and their relevance for the larger scie...
Botanists and annotations:  use cases and their relevance for the larger scie...Botanists and annotations:  use cases and their relevance for the larger scie...
Botanists and annotations: use cases and their relevance for the larger scie...
 
Botanists and annotations printer friendly
Botanists and annotations   printer friendlyBotanists and annotations   printer friendly
Botanists and annotations printer friendly
 
The Good Species
The Good SpeciesThe Good Species
The Good Species
 
The Good species
The Good speciesThe Good species
The Good species
 
Introduction to Complex Systems
Introduction to Complex SystemsIntroduction to Complex Systems
Introduction to Complex Systems
 
Topic 5
Topic 5Topic 5
Topic 5
 
Ch.20 lecture presentation1
Ch.20 lecture presentation1Ch.20 lecture presentation1
Ch.20 lecture presentation1
 
Franz 2014 ESA Aligning Insect Phylogenies Perelleschus and Other Cases
Franz 2014 ESA Aligning Insect Phylogenies Perelleschus and Other CasesFranz 2014 ESA Aligning Insect Phylogenies Perelleschus and Other Cases
Franz 2014 ESA Aligning Insect Phylogenies Perelleschus and Other Cases
 
Species delimitation - species limits and character evolution
Species delimitation - species limits and character evolutionSpecies delimitation - species limits and character evolution
Species delimitation - species limits and character evolution
 
Neo darwinism - post02
Neo darwinism - post02Neo darwinism - post02
Neo darwinism - post02
 
KOUSIK_GHOSHPhenetics and Cladistics2020-04-05Phenetics and Cladistics.pptx
KOUSIK_GHOSHPhenetics and Cladistics2020-04-05Phenetics and Cladistics.pptxKOUSIK_GHOSHPhenetics and Cladistics2020-04-05Phenetics and Cladistics.pptx
KOUSIK_GHOSHPhenetics and Cladistics2020-04-05Phenetics and Cladistics.pptx
 
Taxonomy
TaxonomyTaxonomy
Taxonomy
 
Semantic Technologies at FAO
Semantic Technologies at FAOSemantic Technologies at FAO
Semantic Technologies at FAO
 

More from taxonbytes

De-centralized but global: Redesigning biodiversity data aggregation for impr...
De-centralized but global: Redesigning biodiversity data aggregation for impr...De-centralized but global: Redesigning biodiversity data aggregation for impr...
De-centralized but global: Redesigning biodiversity data aggregation for impr...
taxonbytes
 
Anzaldo franz 2017 ecn your daily weevil
Anzaldo franz 2017 ecn your daily weevilAnzaldo franz 2017 ecn your daily weevil
Anzaldo franz 2017 ecn your daily weevil
taxonbytes
 
Franz et al 2017 ecn creating and publishing a symbiota based checklist version
Franz et al 2017 ecn creating and publishing a symbiota based checklist versionFranz et al 2017 ecn creating and publishing a symbiota based checklist version
Franz et al 2017 ecn creating and publishing a symbiota based checklist version
taxonbytes
 
Franz et al tdwg 2016 new developments for libraries of life
Franz et al tdwg 2016 new developments for libraries of lifeFranz et al tdwg 2016 new developments for libraries of life
Franz et al tdwg 2016 new developments for libraries of life
taxonbytes
 
Franz et al tdwg 2016 introducing lep net
Franz et al tdwg 2016 introducing lep netFranz et al tdwg 2016 introducing lep net
Franz et al tdwg 2016 introducing lep net
taxonbytes
 
Franz et al TDWG 2016 Updates on multiple neotropical symbiota portals
Franz et al TDWG 2016 Updates on multiple neotropical symbiota portalsFranz et al TDWG 2016 Updates on multiple neotropical symbiota portals
Franz et al TDWG 2016 Updates on multiple neotropical symbiota portals
taxonbytes
 
Franz Zhang et al Weevil Workshop 2016 Neotropical Entiminae Systematics evol...
Franz Zhang et al Weevil Workshop 2016 Neotropical Entiminae Systematics evol...Franz Zhang et al Weevil Workshop 2016 Neotropical Entiminae Systematics evol...
Franz Zhang et al Weevil Workshop 2016 Neotropical Entiminae Systematics evol...
taxonbytes
 
Zhang et al ecn 2016 building an accessible weevil tissue collection for geno...
Zhang et al ecn 2016 building an accessible weevil tissue collection for geno...Zhang et al ecn 2016 building an accessible weevil tissue collection for geno...
Zhang et al ecn 2016 building an accessible weevil tissue collection for geno...
taxonbytes
 
Franz et al evol 2016 aligning multipe incongruent phylogenies with the euler...
Franz et al evol 2016 aligning multipe incongruent phylogenies with the euler...Franz et al evol 2016 aligning multipe incongruent phylogenies with the euler...
Franz et al evol 2016 aligning multipe incongruent phylogenies with the euler...
taxonbytes
 
Zhang et al evol 2016 beyond otus phylogenetic identification of bacterial sy...
Zhang et al evol 2016 beyond otus phylogenetic identification of bacterial sy...Zhang et al evol 2016 beyond otus phylogenetic identification of bacterial sy...
Zhang et al evol 2016 beyond otus phylogenetic identification of bacterial sy...
taxonbytes
 
Franz 2016 Phenotype RCN Representing Taxonomy and Phylogeny as Logically Tra...
Franz 2016 Phenotype RCN Representing Taxonomy and Phylogeny as Logically Tra...Franz 2016 Phenotype RCN Representing Taxonomy and Phylogeny as Logically Tra...
Franz 2016 Phenotype RCN Representing Taxonomy and Phylogeny as Logically Tra...
taxonbytes
 
Zhang Franz ESCJAM 2015 Exophthalmus Reclassification
Zhang Franz ESCJAM 2015 Exophthalmus ReclassificationZhang Franz ESCJAM 2015 Exophthalmus Reclassification
Zhang Franz ESCJAM 2015 Exophthalmus Reclassificationtaxonbytes
 
Franz cobb seltmann 2015 spnhc current state of arthropod biodiversity data
Franz cobb seltmann 2015 spnhc current state of arthropod biodiversity dataFranz cobb seltmann 2015 spnhc current state of arthropod biodiversity data
Franz cobb seltmann 2015 spnhc current state of arthropod biodiversity data
taxonbytes
 
Johnston ESA 2014 Trogloderus Sand Dune Speciation
Johnston ESA 2014 Trogloderus Sand Dune SpeciationJohnston ESA 2014 Trogloderus Sand Dune Speciation
Johnston ESA 2014 Trogloderus Sand Dune Speciation
taxonbytes
 
Zhang Et Al ESA 2014 Ancient reverse colonization of Central America from the...
Zhang Et Al ESA 2014 Ancient reverse colonization of Central America from the...Zhang Et Al ESA 2014 Ancient reverse colonization of Central America from the...
Zhang Et Al ESA 2014 Ancient reverse colonization of Central America from the...
taxonbytes
 
Franz 2014 BIGCB Tracking Change across Classifications and Phylogenies
Franz 2014 BIGCB Tracking Change across Classifications and PhylogeniesFranz 2014 BIGCB Tracking Change across Classifications and Phylogenies
Franz 2014 BIGCB Tracking Change across Classifications and Phylogenies
taxonbytes
 
Arizona State University Natural History Collections - Moving to Alameda (201...
Arizona State University Natural History Collections - Moving to Alameda (201...Arizona State University Natural History Collections - Moving to Alameda (201...
Arizona State University Natural History Collections - Moving to Alameda (201...
taxonbytes
 
Cobb, Seltmann, Franz. 2014. The Current State of Arthropod Biodiversity Data...
Cobb, Seltmann, Franz. 2014. The Current State of Arthropod Biodiversity Data...Cobb, Seltmann, Franz. 2014. The Current State of Arthropod Biodiversity Data...
Cobb, Seltmann, Franz. 2014. The Current State of Arthropod Biodiversity Data...
taxonbytes
 
Ludäscher et al. 2014 - A Hybrid Diagnosis Approach Combining Black-Box and W...
Ludäscher et al. 2014 - A Hybrid Diagnosis Approach Combining Black-Box and W...Ludäscher et al. 2014 - A Hybrid Diagnosis Approach Combining Black-Box and W...
Ludäscher et al. 2014 - A Hybrid Diagnosis Approach Combining Black-Box and W...
taxonbytes
 
Zhang & Franz 2014 - Integrating and Visualizing Taxonomic Concept Changes in...
Zhang & Franz 2014 - Integrating and Visualizing Taxonomic Concept Changes in...Zhang & Franz 2014 - Integrating and Visualizing Taxonomic Concept Changes in...
Zhang & Franz 2014 - Integrating and Visualizing Taxonomic Concept Changes in...taxonbytes
 

More from taxonbytes (20)

De-centralized but global: Redesigning biodiversity data aggregation for impr...
De-centralized but global: Redesigning biodiversity data aggregation for impr...De-centralized but global: Redesigning biodiversity data aggregation for impr...
De-centralized but global: Redesigning biodiversity data aggregation for impr...
 
Anzaldo franz 2017 ecn your daily weevil
Anzaldo franz 2017 ecn your daily weevilAnzaldo franz 2017 ecn your daily weevil
Anzaldo franz 2017 ecn your daily weevil
 
Franz et al 2017 ecn creating and publishing a symbiota based checklist version
Franz et al 2017 ecn creating and publishing a symbiota based checklist versionFranz et al 2017 ecn creating and publishing a symbiota based checklist version
Franz et al 2017 ecn creating and publishing a symbiota based checklist version
 
Franz et al tdwg 2016 new developments for libraries of life
Franz et al tdwg 2016 new developments for libraries of lifeFranz et al tdwg 2016 new developments for libraries of life
Franz et al tdwg 2016 new developments for libraries of life
 
Franz et al tdwg 2016 introducing lep net
Franz et al tdwg 2016 introducing lep netFranz et al tdwg 2016 introducing lep net
Franz et al tdwg 2016 introducing lep net
 
Franz et al TDWG 2016 Updates on multiple neotropical symbiota portals
Franz et al TDWG 2016 Updates on multiple neotropical symbiota portalsFranz et al TDWG 2016 Updates on multiple neotropical symbiota portals
Franz et al TDWG 2016 Updates on multiple neotropical symbiota portals
 
Franz Zhang et al Weevil Workshop 2016 Neotropical Entiminae Systematics evol...
Franz Zhang et al Weevil Workshop 2016 Neotropical Entiminae Systematics evol...Franz Zhang et al Weevil Workshop 2016 Neotropical Entiminae Systematics evol...
Franz Zhang et al Weevil Workshop 2016 Neotropical Entiminae Systematics evol...
 
Zhang et al ecn 2016 building an accessible weevil tissue collection for geno...
Zhang et al ecn 2016 building an accessible weevil tissue collection for geno...Zhang et al ecn 2016 building an accessible weevil tissue collection for geno...
Zhang et al ecn 2016 building an accessible weevil tissue collection for geno...
 
Franz et al evol 2016 aligning multipe incongruent phylogenies with the euler...
Franz et al evol 2016 aligning multipe incongruent phylogenies with the euler...Franz et al evol 2016 aligning multipe incongruent phylogenies with the euler...
Franz et al evol 2016 aligning multipe incongruent phylogenies with the euler...
 
Zhang et al evol 2016 beyond otus phylogenetic identification of bacterial sy...
Zhang et al evol 2016 beyond otus phylogenetic identification of bacterial sy...Zhang et al evol 2016 beyond otus phylogenetic identification of bacterial sy...
Zhang et al evol 2016 beyond otus phylogenetic identification of bacterial sy...
 
Franz 2016 Phenotype RCN Representing Taxonomy and Phylogeny as Logically Tra...
Franz 2016 Phenotype RCN Representing Taxonomy and Phylogeny as Logically Tra...Franz 2016 Phenotype RCN Representing Taxonomy and Phylogeny as Logically Tra...
Franz 2016 Phenotype RCN Representing Taxonomy and Phylogeny as Logically Tra...
 
Zhang Franz ESCJAM 2015 Exophthalmus Reclassification
Zhang Franz ESCJAM 2015 Exophthalmus ReclassificationZhang Franz ESCJAM 2015 Exophthalmus Reclassification
Zhang Franz ESCJAM 2015 Exophthalmus Reclassification
 
Franz cobb seltmann 2015 spnhc current state of arthropod biodiversity data
Franz cobb seltmann 2015 spnhc current state of arthropod biodiversity dataFranz cobb seltmann 2015 spnhc current state of arthropod biodiversity data
Franz cobb seltmann 2015 spnhc current state of arthropod biodiversity data
 
Johnston ESA 2014 Trogloderus Sand Dune Speciation
Johnston ESA 2014 Trogloderus Sand Dune SpeciationJohnston ESA 2014 Trogloderus Sand Dune Speciation
Johnston ESA 2014 Trogloderus Sand Dune Speciation
 
Zhang Et Al ESA 2014 Ancient reverse colonization of Central America from the...
Zhang Et Al ESA 2014 Ancient reverse colonization of Central America from the...Zhang Et Al ESA 2014 Ancient reverse colonization of Central America from the...
Zhang Et Al ESA 2014 Ancient reverse colonization of Central America from the...
 
Franz 2014 BIGCB Tracking Change across Classifications and Phylogenies
Franz 2014 BIGCB Tracking Change across Classifications and PhylogeniesFranz 2014 BIGCB Tracking Change across Classifications and Phylogenies
Franz 2014 BIGCB Tracking Change across Classifications and Phylogenies
 
Arizona State University Natural History Collections - Moving to Alameda (201...
Arizona State University Natural History Collections - Moving to Alameda (201...Arizona State University Natural History Collections - Moving to Alameda (201...
Arizona State University Natural History Collections - Moving to Alameda (201...
 
Cobb, Seltmann, Franz. 2014. The Current State of Arthropod Biodiversity Data...
Cobb, Seltmann, Franz. 2014. The Current State of Arthropod Biodiversity Data...Cobb, Seltmann, Franz. 2014. The Current State of Arthropod Biodiversity Data...
Cobb, Seltmann, Franz. 2014. The Current State of Arthropod Biodiversity Data...
 
Ludäscher et al. 2014 - A Hybrid Diagnosis Approach Combining Black-Box and W...
Ludäscher et al. 2014 - A Hybrid Diagnosis Approach Combining Black-Box and W...Ludäscher et al. 2014 - A Hybrid Diagnosis Approach Combining Black-Box and W...
Ludäscher et al. 2014 - A Hybrid Diagnosis Approach Combining Black-Box and W...
 
Zhang & Franz 2014 - Integrating and Visualizing Taxonomic Concept Changes in...
Zhang & Franz 2014 - Integrating and Visualizing Taxonomic Concept Changes in...Zhang & Franz 2014 - Integrating and Visualizing Taxonomic Concept Changes in...
Zhang & Franz 2014 - Integrating and Visualizing Taxonomic Concept Changes in...
 

Recently uploaded

filosofia boliviana introducción jsjdjd.pptx
filosofia boliviana introducción jsjdjd.pptxfilosofia boliviana introducción jsjdjd.pptx
filosofia boliviana introducción jsjdjd.pptx
IvanMallco1
 
Citrus Greening Disease and its Management
Citrus Greening Disease and its ManagementCitrus Greening Disease and its Management
Citrus Greening Disease and its Management
subedisuryaofficial
 
4. An Overview of Sugarcane White Leaf Disease in Vietnam.pdf
4. An Overview of Sugarcane White Leaf Disease in Vietnam.pdf4. An Overview of Sugarcane White Leaf Disease in Vietnam.pdf
4. An Overview of Sugarcane White Leaf Disease in Vietnam.pdf
ssuserbfdca9
 
THE IMPORTANCE OF MARTIAN ATMOSPHERE SAMPLE RETURN.
THE IMPORTANCE OF MARTIAN ATMOSPHERE SAMPLE RETURN.THE IMPORTANCE OF MARTIAN ATMOSPHERE SAMPLE RETURN.
THE IMPORTANCE OF MARTIAN ATMOSPHERE SAMPLE RETURN.
Sérgio Sacani
 
GBSN- Microbiology (Lab 3) Gram Staining
GBSN- Microbiology (Lab 3) Gram StainingGBSN- Microbiology (Lab 3) Gram Staining
GBSN- Microbiology (Lab 3) Gram Staining
Areesha Ahmad
 
Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...
Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...
Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...
Ana Luísa Pinho
 
Body fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptx
Body fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptxBody fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptx
Body fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptx
muralinath2
 
erythropoiesis-I_mechanism& clinical significance.pptx
erythropoiesis-I_mechanism& clinical significance.pptxerythropoiesis-I_mechanism& clinical significance.pptx
erythropoiesis-I_mechanism& clinical significance.pptx
muralinath2
 
Astronomy Update- Curiosity’s exploration of Mars _ Local Briefs _ leadertele...
Astronomy Update- Curiosity’s exploration of Mars _ Local Briefs _ leadertele...Astronomy Update- Curiosity’s exploration of Mars _ Local Briefs _ leadertele...
Astronomy Update- Curiosity’s exploration of Mars _ Local Briefs _ leadertele...
NathanBaughman3
 
Hemostasis_importance& clinical significance.pptx
Hemostasis_importance& clinical significance.pptxHemostasis_importance& clinical significance.pptx
Hemostasis_importance& clinical significance.pptx
muralinath2
 
SCHIZOPHRENIA Disorder/ Brain Disorder.pdf
SCHIZOPHRENIA Disorder/ Brain Disorder.pdfSCHIZOPHRENIA Disorder/ Brain Disorder.pdf
SCHIZOPHRENIA Disorder/ Brain Disorder.pdf
SELF-EXPLANATORY
 
Seminar of U.V. Spectroscopy by SAMIR PANDA
 Seminar of U.V. Spectroscopy by SAMIR PANDA Seminar of U.V. Spectroscopy by SAMIR PANDA
Seminar of U.V. Spectroscopy by SAMIR PANDA
SAMIR PANDA
 
extra-chromosomal-inheritance[1].pptx.pdfpdf
extra-chromosomal-inheritance[1].pptx.pdfpdfextra-chromosomal-inheritance[1].pptx.pdfpdf
extra-chromosomal-inheritance[1].pptx.pdfpdf
DiyaBiswas10
 
ESR_factors_affect-clinic significance-Pathysiology.pptx
ESR_factors_affect-clinic significance-Pathysiology.pptxESR_factors_affect-clinic significance-Pathysiology.pptx
ESR_factors_affect-clinic significance-Pathysiology.pptx
muralinath2
 
Richard's entangled aventures in wonderland
Richard's entangled aventures in wonderlandRichard's entangled aventures in wonderland
Richard's entangled aventures in wonderland
Richard Gill
 
RNA INTERFERENCE: UNRAVELING GENETIC SILENCING
RNA INTERFERENCE: UNRAVELING GENETIC SILENCINGRNA INTERFERENCE: UNRAVELING GENETIC SILENCING
RNA INTERFERENCE: UNRAVELING GENETIC SILENCING
AADYARAJPANDEY1
 
Leaf Initiation, Growth and Differentiation.pdf
Leaf Initiation, Growth and Differentiation.pdfLeaf Initiation, Growth and Differentiation.pdf
Leaf Initiation, Growth and Differentiation.pdf
RenuJangid3
 
Structures and textures of metamorphic rocks
Structures and textures of metamorphic rocksStructures and textures of metamorphic rocks
Structures and textures of metamorphic rocks
kumarmathi863
 
in vitro propagation of plants lecture note.pptx
in vitro propagation of plants lecture note.pptxin vitro propagation of plants lecture note.pptx
in vitro propagation of plants lecture note.pptx
yusufzako14
 
Orion Air Quality Monitoring Systems - CWS
Orion Air Quality Monitoring Systems - CWSOrion Air Quality Monitoring Systems - CWS
Orion Air Quality Monitoring Systems - CWS
Columbia Weather Systems
 

Recently uploaded (20)

filosofia boliviana introducción jsjdjd.pptx
filosofia boliviana introducción jsjdjd.pptxfilosofia boliviana introducción jsjdjd.pptx
filosofia boliviana introducción jsjdjd.pptx
 
Citrus Greening Disease and its Management
Citrus Greening Disease and its ManagementCitrus Greening Disease and its Management
Citrus Greening Disease and its Management
 
4. An Overview of Sugarcane White Leaf Disease in Vietnam.pdf
4. An Overview of Sugarcane White Leaf Disease in Vietnam.pdf4. An Overview of Sugarcane White Leaf Disease in Vietnam.pdf
4. An Overview of Sugarcane White Leaf Disease in Vietnam.pdf
 
THE IMPORTANCE OF MARTIAN ATMOSPHERE SAMPLE RETURN.
THE IMPORTANCE OF MARTIAN ATMOSPHERE SAMPLE RETURN.THE IMPORTANCE OF MARTIAN ATMOSPHERE SAMPLE RETURN.
THE IMPORTANCE OF MARTIAN ATMOSPHERE SAMPLE RETURN.
 
GBSN- Microbiology (Lab 3) Gram Staining
GBSN- Microbiology (Lab 3) Gram StainingGBSN- Microbiology (Lab 3) Gram Staining
GBSN- Microbiology (Lab 3) Gram Staining
 
Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...
Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...
Deep Behavioral Phenotyping in Systems Neuroscience for Functional Atlasing a...
 
Body fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptx
Body fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptxBody fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptx
Body fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptx
 
erythropoiesis-I_mechanism& clinical significance.pptx
erythropoiesis-I_mechanism& clinical significance.pptxerythropoiesis-I_mechanism& clinical significance.pptx
erythropoiesis-I_mechanism& clinical significance.pptx
 
Astronomy Update- Curiosity’s exploration of Mars _ Local Briefs _ leadertele...
Astronomy Update- Curiosity’s exploration of Mars _ Local Briefs _ leadertele...Astronomy Update- Curiosity’s exploration of Mars _ Local Briefs _ leadertele...
Astronomy Update- Curiosity’s exploration of Mars _ Local Briefs _ leadertele...
 
Hemostasis_importance& clinical significance.pptx
Hemostasis_importance& clinical significance.pptxHemostasis_importance& clinical significance.pptx
Hemostasis_importance& clinical significance.pptx
 
SCHIZOPHRENIA Disorder/ Brain Disorder.pdf
SCHIZOPHRENIA Disorder/ Brain Disorder.pdfSCHIZOPHRENIA Disorder/ Brain Disorder.pdf
SCHIZOPHRENIA Disorder/ Brain Disorder.pdf
 
Seminar of U.V. Spectroscopy by SAMIR PANDA
 Seminar of U.V. Spectroscopy by SAMIR PANDA Seminar of U.V. Spectroscopy by SAMIR PANDA
Seminar of U.V. Spectroscopy by SAMIR PANDA
 
extra-chromosomal-inheritance[1].pptx.pdfpdf
extra-chromosomal-inheritance[1].pptx.pdfpdfextra-chromosomal-inheritance[1].pptx.pdfpdf
extra-chromosomal-inheritance[1].pptx.pdfpdf
 
ESR_factors_affect-clinic significance-Pathysiology.pptx
ESR_factors_affect-clinic significance-Pathysiology.pptxESR_factors_affect-clinic significance-Pathysiology.pptx
ESR_factors_affect-clinic significance-Pathysiology.pptx
 
Richard's entangled aventures in wonderland
Richard's entangled aventures in wonderlandRichard's entangled aventures in wonderland
Richard's entangled aventures in wonderland
 
RNA INTERFERENCE: UNRAVELING GENETIC SILENCING
RNA INTERFERENCE: UNRAVELING GENETIC SILENCINGRNA INTERFERENCE: UNRAVELING GENETIC SILENCING
RNA INTERFERENCE: UNRAVELING GENETIC SILENCING
 
Leaf Initiation, Growth and Differentiation.pdf
Leaf Initiation, Growth and Differentiation.pdfLeaf Initiation, Growth and Differentiation.pdf
Leaf Initiation, Growth and Differentiation.pdf
 
Structures and textures of metamorphic rocks
Structures and textures of metamorphic rocksStructures and textures of metamorphic rocks
Structures and textures of metamorphic rocks
 
in vitro propagation of plants lecture note.pptx
in vitro propagation of plants lecture note.pptxin vitro propagation of plants lecture note.pptx
in vitro propagation of plants lecture note.pptx
 
Orion Air Quality Monitoring Systems - CWS
Orion Air Quality Monitoring Systems - CWSOrion Air Quality Monitoring Systems - CWS
Orion Air Quality Monitoring Systems - CWS
 

Franz 2017 uiuc cirss non unitary syntheses of systematic knowledge

  • 1. Non-unitary syntheses of systematic knowledge Please @taxonbytes Nico Franz School of Life Sciences, Arizona State University CIRSS Seminar – Center for Informatics Research in Science and Scholarship February 17, 2017 – iSchool, University of Illinois Urbana-Champaign @ http://www.slideshare.net/taxonbytes/franz-2017-uiuc-cirss-non-unitary-syntheses-of-systematic-knowledge
  • 2. • Why are phylogenies and classifications (so) unstable? • How (well) can taxonomic names and relationships – the "Linnaean system" – manage the taxonomic similarities and differences across versions? • Introducing the Euler/X alignment tool • The primate use case (classifications) • The avian use case (phylogenies) • Biodiversity data aggregation • Implications of achieving synthesis (CSCW..) Overview
  • 3. • Why are phylogenies and classifications (so) unstable? • How (well) can taxonomic names and relationships – the "Linnaean system" – manage the taxonomic similarities and differences across versions? • Introducing the Euler/X alignment tool • The primate use case (classifications) • The avian use case (phylogenies) • Biodiversity data aggregation • Implications of achieving synthesis (CSCW..) Overview
  • 5.
  • 6. "Here, we use new genomic data from over 1,000 uncultivated and little known organisms, together with published sequences, to infer a dramatically expanded version of the tree of life, with Bacteria, Archaea and Eukarya included." doi:10.1038/nmicrobiol.2016.48
  • 7. The pluralistic domain of human taxonomy making Source: Rylands & Mittermeyer. 2014. Primate taxonomy: species and conservation. doi:10.1002/evan.21387 "100 years of primate taxonomies"
  • 8. The pluralistic domain of human taxonomy making • Taxonomies are endorsed by us (humans); more or less democratically. • They consist of sets of labels, data, and theories about the natural world. Source: Rylands & Mittermeyer. 2014. Primate taxonomy: species and conservation. doi:10.1002/evan.21387 "100 years of primate taxonomies"
  • 9. The pluralistic domain of human taxonomy making • Taxonomies are endorsed by us (humans); more or less democratically. • They consist of sets of labels, data, and theories about the natural world. • Over time, these theories change – converge or conflict (often in parallel). Source: Rylands & Mittermeyer. 2014. Primate taxonomy: species and conservation. doi:10.1002/evan.21387 "100 years of primate taxonomies"
  • 10. A model to separate the human-made versus natural domains • While human taxonomy making unfolds (e.g. 1758 onwards), natural taxa – which 'took' millions of years to realize – tend to not change much. Domain of human taxonomy making ("mimic")
  • 11. • While human taxonomy making unfolds (e.g. 1758 onwards), natural taxa – which 'took' millions of years to realize – tend to not change much. Natural domain ("model") A model to separate the human-made versus natural domains Domain of human taxonomy making ("mimic")
  • 12. • While human taxonomy making unfolds (e.g. 1758 onwards), natural taxa – which 'took' millions of years to realize – tend to not change much. • At any time, our labels and theories (concepts) aim to stand for taxa; yet the correspondence may be approximate. Reliable? Reliable? Reliable? A model to separate the human-made versus natural domains Natural domain ("model") Domain of human taxonomy making ("mimic")
  • 13. Remsen: Using names, we're lucky when revisions are infrequent "In biology, there are many taxa that are so under-studied that they are only known from their original description and none or very few subsequent references […]. The name alone, so long as it is a unique name, is sufficient to locate all related material." – David Remsen 2016: 213 Source: Remsen. 2016. The use and limits of scientific names in biological informatics. doi:10.3897/zookeys.550.9546
  • 14. • Why are phylogenies and classifications (so) unstable? • How (well) can taxonomic names and relationships – the "Linnaean system" – manage the taxonomic similarities and differences across versions? • Introducing the Euler/X alignment tool • The primate use case (classifications) • The avian use case (phylogenies) • Biodiversity data aggregation • Implications of achieving synthesis (CSCW..) Overview
  • 16. The challenge: names refer to non-type specimens contingently Source: Dubois. 2005. Zoosystema 27: 365-426. http://sciencepress.mnhn.fr/sites/default/files/articles/pdf/z2005n2a8.pdf Names Non- types
  • 18. 4: Amauris (Amaura) (damocles) hyalites makuyuensis Carcasson (1964) sec. Vane-Wright (2003) genus superspecies subspecies subgenus semispecies
  • 19. Oscillating meanings of the species epithet hyalites – 1911 to 2003 Phenotypicdiversity Type-anchorednameidentityrelations Narrowest holotype "region"
  • 20. Connecting to the occurrence level.
  • 21. Holdings, May 2015 • 27 herbarium collections • 607,300 occurrences • 17,300 species-level units sernecportal.org Introducing the SERNEC portal (sustained by Symbiota)
  • 22. Andropogon glomeratus - Bushy bluestem Photo by Max Licher (ASU Herbarium); Cottonwood, Arizona. http://swbiodiversity.org/seinet/imagelib/imgdetails.php?imgid=43175 5 Ok. SERNEC search!
  • 23. Search for "Andropogon glomeratus" returns 255 occurrences1 Source herbaria: 9 Year collected: 1885-2013 Year identified: 1973-2010 Identifier named: 161 occ. 1 SERNEC portal, May 15, 2015; with synonyms, raw taxonomy.
  • 24. Isn't that one similar to virginicus?
  • 25. Source herbaria: 13 Year collected: 1873-2013 Year identified: 1973-2015 Identifier named: 200 occ. Search for "Andropogon virginicus" returns 442 occurrences1 1 SERNEC portal, May 15, 2015; with synonyms, raw taxonomy.
  • 26. What about the nominal subspecies?
  • 27. Source herbaria: 6 Year collected: 1920-2013 Year identified: 2003 Identifier named: 66 occ. Search for "A. virginicus var. virginicus" returns 101 occurrences1 1 SERNEC portal, May 15, 2015; with synonyms, raw taxonomy.
  • 28. I believe some Floras recognize capillipes.
  • 29. Source herbaria: 5 Year collected: 1940-2006 Year identified: 1986 Identifier named: 1 occ. Search for "Andropogon capillipes" returns 72 occurrences1 1 SERNEC portal, May 15, 2015; with synonyms, raw taxonomy.
  • 31. Combined four-in-one search returns 769 occurrences1 Source herbaria: 13 Year collected: 1873-2013 Year identified: 1973-2015 Identifier named: 407 1 SERNEC portal, May 15, 2015; with synonyms, raw taxonomy.
  • 32. Ready to do science? Maybe. There are some issues.
  • 33. Taxonomic concept alignment, Andropogon glomeratus-virginicus complex, spanning across 11 classifications authored 1889-2015 • 36 unique taxonomic names • 88 taxonomic concept labels name sec. author strings • Alignment by A.S. Weakley row position = congruence • 1/36 names with unique 1 : 1 name : meaning cardinality across all classifications • Andropogon virginicus • Source: Franz et al. 20161 1 Franz et al. 2016. Names are not good enough: reasoning over taxonomic change in the Andropogon complex. Semantic Web Journal (IOS). doi:10.3233/SW-160220
  • 34. Also: This is how we built this. (provenance tracking)
  • 35. "When I first came here, this was all swamp. Everyone said I was daft to build a castle on a swamp, but I built it all the same, just to show them."
  • 36. "It sank into the swamp."
  • 37. "So I built a second one."
  • 38. "That sank into the swamp."
  • 39. "So I built a third."
  • 40. "That burned down, fell over, then sank into the swamp."
  • 41. "But the fourth one stayed up. And that's what you're going to get, Lad, the strongest castle in all of England."
  • 42. • Why are phylogenies and classifications (so) unstable? • How (well) can taxonomic names and relationships – the "Linnaean system" – manage the taxonomic similarities and differences across versions? • Introducing the Euler/X alignment tool • The primate use case (classifications) • The avian use case (phylogenies) • Biodiversity data aggregation • Implications of achieving synthesis (CSCW..) Overview
  • 44. Concepts: tracking progress and conflict in the human domain • Taxonomic names and nomenclatural relationships are only so-so in terms of tracking congruent and incongruent taxonomic perspectives.
  • 45. • Taxonomic names and nomenclatural relationships are only so-so in terms of tracking congruent and incongruent taxonomic perspectives. • Logic-based multi-taxonomic alignments require better contextualization of labels and relationships, and better specification of "taxonomic sameness". 1912 vs. 1967 Logically reconcilable? Δ = ? Δ Δ Δ Concepts: tracking progress and conflict in the human domain
  • 46. Querying systematic advancement – premises & questions • The term "tree of life" characterizes a goal that we strive to reach eventually, more so than where we are now (for many perceived groups).
  • 47. • The term "tree of life" characterizes a goal that we strive to reach eventually, more so than where we are now (for many perceived groups). • Therefore it would be useful to have a "systematic knowledge advancement service". The service satisfies queries such as: Querying systematic advancement – premises & questions
  • 48. • The term "tree of life" characterizes a goal that we strive to reach eventually, more so than where we are now (for many perceived groups). • Therefore it would be useful to have a "systematic knowledge advancement service". The service satisfies queries such as: 1. "Does this sequence of related systematic inferences have a stabilizing or destabilizing trend?" Querying systematic advancement – premises & questions
  • 49. • The term "tree of life" characterizes a goal that we strive to reach eventually, more so than where we are now (for many perceived groups). • Therefore it would be useful to have a "systematic knowledge advancement service". The service satisfies queries such as: 1. "Does this sequence of related systematic inferences have a stabilizing or destabilizing trend?" 2. "Are two or more tree hierarchies – each differentially sub-sampled at lower levels – in congruence or in conflict?" Querying systematic advancement – premises & questions
  • 50. • The term "tree of life" characterizes a goal that we strive to reach eventually, more so than where we are now (for many perceived groups). • Therefore it would be useful to have a "systematic knowledge advancement service". The service satisfies queries such as: 1. "Does this sequence of related systematic inferences have a stabilizing or destabilizing trend?" 2. "Are two or more tree hierarchies – each differentially sub-sampled at lower levels – in congruence or in conflict?" 3. "How can an applied comparative study tied to one (earlier) hierarchy be "updated" (integrated) with another (later) hierarchy?" Querying systematic advancement – premises & questions
  • 51. • The term "tree of life" characterizes a goal that we strive to reach eventually, more so than where we are now (for many perceived groups). • Therefore it would be useful to have a "systematic knowledge advancement service". The service satisfies queries such as: 1. "Does this sequence of related systematic inferences have a stabilizing or destabilizing trend?" 2. "Are two or more tree hierarchies – each differentially sub-sampled at lower levels – in congruence or in conflict?" 3. "How can an applied comparative study tied to one (earlier) hierarchy be "updated" (integrated) with another (later) hierarchy?" Service  We can prioritize research agendas accordingly. Service  Sampling an issue? Or are signals complementary? Service  Effects of "systematic variable" on conclusions can be controlled for. Querying systematic advancement – premises & questions
  • 52. An update on Euler/X: Logic, use cases, and novel services
  • 53. Euler/X – logically consistent RCC–5 alignments • Input: multiple taxonomies and/or phylogenies; expert-provided articulations. • Output: logic consistency checking; Maximally Informative Relations (MIR); alignment visualizations.
  • 54. Products – concept taxonomy in theory and in practice ZooKeys. doi:10.3897/zookeys.528.6001 Semantic Web. doi:10.3233/SW-160220 Biological Theory. doi:10.1007/s13752-017-0259-5 PloS ONE. doi:10.1371/journal.pone.0118247 Systematics Biodiv. doi:10.1080/14772000.2013.806371 Systematic Biology. doi:10.1093/sysbio/syw023 Biodiversity Data Journal. doi:10.3897/BDJ.5.e10469 Research Ideas and Outcomes. doi: 10.3897/rio.2.e10610
  • 55. Source: Thau, D.M. 2010. Reasoning about taxonomies. Thesis, UC Davis. http://gradworks.proquest.com/3422778.pdf Region Connection Calculus (set constraints) == < > >< ! • Two regions N, M are either: • congruent (N == M) • properly inclusive (N < M) • inversely properly inclusive (N > M) • overlapping (N >< M) • exclusive of each other (N ! M)
  • 56. Source: Thau, D.M. 2010. Reasoning about taxonomies. Thesis, UC Davis. http://gradworks.proquest.com/3422778.pdf Region Connection Calculus (set constraints) == < > >< ! • Two regions N, M are either: • congruent (N == M) • properly inclusive (N < M) • inversely properly inclusive (N > M) • overlapping (N >< M) • exclusive of each other (N ! M) • RCC–5 articulations answer the query: "can we join regions N and M?" • Taxonomies have multiple RCC–5 alignable components: nodes (parents, children), node-associated traits, even node-anchoring specimens.
  • 57. Use cases – primate classifications & avian phylogenies 1. Primate classifications sec. MSW2 (1993) versus MSW3 (2005) a. Microcebus + Mirza sec. MSW3 (2005)  with coverage constraint b. Quantifying name (identifier) reliability c. Reasoning achieves scalability (matrix) 2. Avian phylogenies sec. Prum et al. (2015) versus Jarvis et al. (2014) a. Psittaciformes with & without coverage b. Alignment of the "Neoavian explosion"
  • 58. Use case 1: Two primate classifications – MSW2 (1993) versus MSW3 (2005) Starts with a live demo.
  • 59. Use case 1.a. Aligning Microcebus + Mirza sec. MSW3 (2005) "Taxonomic concept labels" identify input concept regions RCC–5 articulations provided for each species-level concept • Input visualization: MSW3 (2005) versus MSW2 (1993) Source: Franz et al. 2016. Two influential primate classifications logical aligned. doi:10.1093/sysbio/syw023
  • 60. • Alignment visualization: "grey means taxonomically congruent" Use case 1.a. Aligning Microcebus + Mirza sec. MSW3 (2005)
  • 61. One name & congruent region Use case 1.a. Aligning Microcebus + Mirza sec. MSW3 (2005) • Alignment visualization: "grey means taxonomically congruent"
  • 62. One name & congruent region Many names & congruent region Use case 1.a. Aligning Microcebus + Mirza sec. MSW3 (2005) • Alignment visualization: "grey means taxonomically congruent"
  • 63. One name & congruent region Many names & congruent region One name & non-congruent regions Use case 1.a. Aligning Microcebus + Mirza sec. MSW3 (2005) • Alignment visualization: "grey means taxonomically congruent"
  • 64. One name & congruent region Many names & congruent region One name & non-congruent regions Many names & non-congruent regions Use case 1.a. Aligning Microcebus + Mirza sec. MSW3 (2005) • Alignment visualization: "grey means taxonomically congruent"
  • 65. One name & congruent region Many names & congruent region One name & non-congruent regions Many names & non-congruent regions New names & exclusive regions Use case 1.a. Aligning Microcebus + Mirza sec. MSW3 (2005) • Alignment visualization: "grey means taxonomically congruent"
  • 66. One name & congruent region Many names & congruent region One name & non-congruent regions Many names & non-congruent regions New names & exclusive regions • Application of coverage constraint: parent-to-parent articulations (><) are fully defined by alignment signal propagated from their respective children.  Sensible when complete sampling of children is intended. Use case 1.a. Aligning Microcebus + Mirza sec. MSW3 (2005) • Alignment visualization: "grey means taxonomically congruent"
  • 67. Use case 1.b.: Quantifying name (identifier) reliability One name & congruent region • Alignment visualization: RCC–5 as an identifier assessment tool [good / not] Many names & congruent region One name & non-congruent regions Many names & non-congruent regions New names & exclusive regions
  • 68. One name & congruent region • Alignment visualization: RCC–5 as an identifier assessment tool [good / not] Many names & congruent region One name & non-congruent regions Many names & non-congruent regions New names & exclusive regions • Query services rendered: (1) MSW3 destabilizes MSW2; (2) non-congruence is not only caused by differential low-level sampling; (3) alignment constitutes a taxonomic meaning integration map to navigate across MSW3 & MSW2. Use case 1.b.: Quantifying name (identifier) reliability
  • 69. 1 in 3 names is unreliable across MSW2/MSW3 classifications Source: Franz et al. 2016. Two influential primate classifications logical aligned. doi:10.1093/sysbio/syw023
  • 70. Use case 1.c.: Reasoning achieves scalability (MIR matrix) Source: Dang et al. 2015. ProvenanceMatrix: a visualization tool for multi-taxonomy alignments. CEUR Workshop Proceedings 1456: 13–24. http://ceur-ws.org/Vol-1456/paper2.pdf • Input: 402 articulations. Output: 153,111 Maximally Informative Relations Salmon cells ↔ reasoning
  • 71. Use case 2: Avian phylogenies sec. Prum et al. (2015) versus Jarvis et al. (2014)
  • 72. Source: Thomas, G.H. 2015. An avian explosion. Nature 526: 516–517. doi:10.1038/nature15638 2015 2014 Phylogenetic inferences can vary over time.
  • 73. Use case 2: Aves sec. Prum et al. (2015) versus Jarvis et al. (2014) • Sampling is highly differential: 198 versus 48 species-level entities • Only 12 species-level concept pairs are congruent [green cells]
  • 74. Use case 2.a.: Psittaciformes with & without coverage constraint • Psittaciformes sec. 2015 – with global coverage constraint Input visualization  Only disjoint articulations
  • 75. • Psittaciformes sec. 2015 – with global coverage constraint • No low-level congruence ↔ no congruent alignment regions Input visualization  Only disjoint articulations Alignment visualization  108 MIR; all disjoint Use case 2.a.: Psittaciformes with & without coverage constraint
  • 76. • Psittaciformes sec. 2015 – with coverage locally relaxed Input visualization Use case 2.a.: Psittaciformes with & without coverage constraint
  • 77. • Psittaciformes sec. 2015 – with coverage locally relaxed • "No coverage" constraint for 2014/2015.[Psittacidae, Nestor] Input visualization Use case 2.a.: Psittaciformes with & without coverage constraint
  • 78. • Psittaciformes sec. 2015 – with coverage locally relaxed • "No coverage" constraint for 2014/2015.[Psittacidae, Nestor] • Allows for 3 congruent & 7 inclusive RCC–5 articulations Input visualization Use case 2.a.: Psittaciformes with & without coverage constraint
  • 79. • Psittaciformes sec. 2015 – with coverage locally relaxed • Higher-level congruence despite low-level non-congruence • 160 MIR: 10 congruent; 65 (inversely) properly inclusive Alignment visualization Use case 2.a.: Psittaciformes with & without coverage constraint
  • 80. • Psittaciformes sec. 2015 – with coverage locally relaxed • Higher-level congruence despite low-level non-congruence • 160 MIR: 10 congruent; 65 (inversely) properly inclusive Alignment visualization  Additional 2015 low-level sampling Use case 2.a.: Psittaciformes with & without coverage constraint
  • 81. Use case 2.b.: Alignment of the "Neoavian explosion" • Aves sec. 2015/2014, down to ordinal level – with coverage locally relaxed
  • 82. • Aves sec. 2015/2014, down to ordinal level – with coverage locally relaxed Non-congruence within 2015.Paleognathae Non-congruence within 2014.Pelecanimorphae Use case 2.b.: Alignment of the "Neoavian explosion"
  • 83. • Aves sec. 2015/2014, down to ordinal level – with coverage locally relaxed Non-congruence within 2015/2014.Neoaves (see next slide) Use case 2.b.: Precise semiotics for the "avian explosion"
  • 84. • Neoaves sec. 2015/2014, and 3–4 less inclusive levels  26 overlapping articulations in the sub- Neoavian alignment region cannot be assigned to differential sampling  'Genuine' phylogenetic conflict Use case 2.b.: Precise semiotics for the "avian explosion"
  • 85. • Why are phylogenies and classifications (so) unstable? • How (well) can taxonomic names and relationships – the "Linnaean system" – manage the taxonomic similarities and differences across versions? • Introducing the Euler/X alignment tool • The primate use case (classifications) • The avian use case (phylogenies) • Biodiversity data aggregation • Implications of achieving synthesis (CSCW..) Overview
  • 86. Largely derived from doi:10.3897/rio.2.e10610 91dd0ee1-8a37-4efc-85b7-8176874cf5be
  • 87. Thesis: Unitary hierarchies create mistrust in aggregated data 91dd0ee1-8a37-4efc-85b7-8176874cf5be • Many aggregators are designed to impose a single taxonomic hierarchy – one at a time – onto all taxonomically annotated records.
  • 88. 91dd0ee1-8a37-4efc-85b7-8176874cf5be • Many aggregators are designed to impose a single taxonomic hierarchy – one at a time – onto all taxonomically annotated records. • By design, these "backbones" are rarely attributable to individual (expert) authors, but instead are newly created systematic theories that only appear at the system level. Thesis: Unitary hierarchies create mistrust in aggregated data
  • 89. 91dd0ee1-8a37-4efc-85b7-8176874cf5be • Many aggregators are designed to impose a single taxonomic hierarchy – one at a time – onto all taxonomically annotated records. • By design, these "backbones" are rarely attributable to individual (expert) authors, but instead are newly created systematic theories that only appear at the system level. • Data are aggregated accordingly; yet backbone-driven modifications may newly disrupt the original integrity of submitted data packages. Thesis: Unitary hierarchies create mistrust in aggregated data
  • 90. 91dd0ee1-8a37-4efc-85b7-8176874cf5be • Many aggregators are designed to impose a single taxonomic hierarchy – one at a time – onto all taxonomically annotated records. • By design, these "backbones" are rarely attributable to individual (expert) authors, but instead are newly created systematic theories that only appear at the system level. • Data are aggregated accordingly; yet backbone-driven modifications may newly disrupt the original integrity of submitted data packages. • By deflecting on responsibilities, aggregators may cause additional self-harm. Ultimately, the power balance – as presently built in – must shift to bring experts back into the process of licensing succinct, trustworthy data packages. Thesis: Unitary hierarchies create mistrust in aggregated data
  • 91. Let's re-diagnose: What happens in dynamic, open systems? Charly Lewisw, CC BY-SA 3.0
  • 92. Taxonomic views of a frequently revised organismal lineage Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610 • 9 schemata for the NA Cleistes/Cleistesiopsis complex (orchids, "pogonias")
  • 93. Snapshot of a more frequently revised organismal lineage • 9 schemata for the NA Cleistes/Cleistesiopsis complex (orchids, "pogonias") • Vertical sections identify taxonomic concept regions Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
  • 94. Snapshot of a more frequently revised organismal lineage • 9 schemata for the NA Cleistes/Cleistesiopsis complex (orchids, "pogonias") • Vertical sections identify taxonomic concept regions • Colors identify lineages of taxonomic names (epithets) in use Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
  • 95. Snapshot of a more frequently revised organismal lineage • 9 schemata for the NA Cleistes/Cleistesiopsis complex (orchids) • Vertical sections identify taxonomic concept regions • Colors identify lineages of taxonomic names (epithets) in use • There is no consensus! Five incongruent schemata are used concurrently Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
  • 96. Further diagnosis: If incongruent taxonomies are endorsed – locally, provisionally, and democratically – then what is the impact for aggregated biodiversity data?
  • 97. Further diagnosis:  Taxonomy becomes a variable that we need to represent, and thereby control for (at the system level)
  • 98. The 'consensus' • Query: "Where do these orchid species occur?" • Same set of 250 orchid specimens, according to 4 taxonomies. "Controllingthetaxonomicvariable" Example: the Cleistes use case Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
  • 99. The 'consensus' The 'bible' "Controllingthetaxonomicvariable" • Query: "Where do these orchid species occur?" • Same set of 250 orchid specimens, according to 4 taxonomies. Example: the Cleistes use case Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
  • 100. The 'consensus' The 'bible' The (formerly) federal 'standard' "Controllingthetaxonomicvariable" Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
  • 101. The 'consensus' The 'bible' The (formerly) federal 'standard' The 'best', latest regional flora "Controllingthetaxonomicvariable" Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
  • 102. The 'consensus' The 'bible' The (formerly) federal 'standard' The 'best', latest regional flora "Controllingthetaxonomicvariable" Expert views are in conflict Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
  • 103. The 'consensus' The 'bible' The (formerly) federal 'standard' The 'best', latest regional flora "Controllingthetaxonomicvariable" Expert views are in conflict "Just bad" Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
  • 104. The 'consensus' The 'bible' The (formerly) federal 'standard' The 'best', latest regional flora Impact: Name-based aggregation has created a novel synthesis that nobody believes in "Controllingthetaxonomicvariable" "Just bad" Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
  • 105. The 'consensus' The 'bible' The (formerly) federal 'standard' The 'best', latest regional flora "Controllingthetaxonomicvariable" "Just bad" Expert views are in conflict Solution: Instead of aggregating an artificial 'consensus', … Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
  • 106. The 'consensus' The 'bible' The (formerly) federal 'standard' The 'best', latest regional flora "Controllingthetaxonomicvariable" "Just bad" Expert views are reconciled Solution: Instead of aggregating an artificial 'consensus', build translation services Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
  • 107. Challenges: How can we redesign aggregation to yield high-quality biodiversity data packages?
  • 108. Challenges: How can we redesign aggregation to yield high-quality biodiversity data packages? What does this mean for Darwin Core1 and how we use this aggregation standard? 1 Wieczorek et al. 2012. Darwin Core: an evolving […]. PLoS ONE 7(1): e29715. doi:10.1371/journal.pone.0029715
  • 109. Preview of solution with eight steps • DwC is insufficient, and part of the problem
  • 110. # 5: Identify occurrence records only to TCLs Records: EKY39235 MTSU003611 NCSC00040204 … Records: BOON8098 CLEMS0061133 WILLI39399 … Records: GMUF-0039355 IBE006808 USCH58399 … Records: CONV0006268 MDKY00006482 NCU00038930 … Records: BRYV0023582, BRYV0023584 KHD00032030, MISS0016604 MMNS000227, NCSC00040206 USMS_000002923, USMS_000002924 VSC0053223, VSC0065528 … Records: ARIZ393087 DBG39049 USCH51217 … Records: NCU00040710 USCH96248 VSC0053218 … Records: CLEMS0012881 FUGR0003293 GA023130 … Records: BOON8100 NCSC00040210 SJNM45487 … Records: GA023144 LSU00012494 MISS0016608 … Records: IBE006810, IND-0012374, MMNS000227 Records: NY8654 • Syntax (ID): Occurrence / organism is identified to TCL "CLEMS0012881" is identified to Cleistes divaricata sec. Smith et al. 2004 [additional ID metadata]
  • 111. # 6: Generate comprehensive, consistent RCC–5 alignments • Euler/X is a toolkit that infers logically consistent RCC–5 alignments
  • 112. # 6: Generate comprehensive, consistent RCC–5 alignments • Valued-added: MIR – set of Maximally Informative Relations containing the RCC–5 articulation for every possible TCL pair  scalability Reasonerinference
  • 113. # 7: Joining occurrence-to-TCL identifications & RCC–5 alignments Records: BOON8098, CLEMS0061133, CONV0006268, EKY39235 GMUF-0039355, IBE006808, IBE006810, IND-0012374 MDKY00006482, MMNS000227, MTSU003611, NCSC00040204 NCU00038930, NY8654, USCH58399, WILLI39399 … Records: ARIZ393087, BRYV0023582, BRYV0023584, DBG39049 KHD00032030, MISS0016604, MMNS00022, NCSC00040206 USMS_000002923, USMS_000002924, VSC0053223, VSC0065528 … Records: BOON8100, CLEMS0012881, FUGR0003293 GA023130, GA023144, LSU00012494 MISS0016608, NCSC00040210, NCU00040710 SJNM45487, USCH96248, VSC0053218 … • Specimen integration is fully driven by TCL-to-TCL RCC–5 signals
  • 114. The 'consensus' The 'bible' The (formerly) federal 'standard' The 'best', latest regional flora "Controllingthetaxonomicvariable" Impact: "Please select your preference (A – D); we can perform all translations" Source: Franz et al. 2016. Controlling the taxonomic variable: […]. RIO Journal. doi:10.3897/rio.2.e10610
  • 115. • We can now respond to queries such as: • "Show all specimens identified to the taxonomic name Cleistes divaricata" • Returns many records  resolves incongruent lineage of name usages # 8: "Do you trust us now?" Aggregation as a translational service
  • 116. • We can now respond to queries such as: • "Show all specimens identified to the taxonomic name Cleistes divaricata" • Returns many records  resolves incongruent lineage of name usages • "Now show specimens with the TCL Cleistesiopsis divaricata sec. Weakley 2015" • Returns record subset  resolving only one narrowly circumscribed concept # 8: "Do you trust us now?" Aggregation as a translational service
  • 117. # 8: "Do you trust us now?" Aggregation as a translational service • We can now respond to queries such as: • "Show all specimens identified to the taxonomic name Cleistes divaricata" • Returns many records  resolves incongruent lineage of name usages • "Now show specimens with the TCL Cleistesiopsis divaricata sec. Weakley 2015" • Returns record subset  resolving only one narrowly circumscribed concept • "Now show specimens identified to the TCL Cleistes divaricata sec. RAB 1968, yet translated into the more granular TCLs sec. Weakley 2015" • Returns (again) many records, yet represents and contrasts two treatments, as opposed to providing the ambiguous lineage view (above) • "Show all specimens with ambiguous 2010/2015 TCL identifications…" (etc.)
  • 118. • Why are phylogenies and classifications (so) unstable? • How (well) can taxonomic names and relationships – the "Linnaean system" – manage the taxonomic similarities and differences across versions? • Introducing the Euler/X alignment tool • The primate use case (classifications) • The avian use case (phylogenies) • Biodiversity data aggregation • Implications of achieving synthesis (CSCW..) Overview
  • 119. "As the ongoing efforts to integrate prokaryote phylogeny into universal phylogeny demonstrate, integration does not always mean greater inclusiveness of data, methods or explanation […]. Integration may involve considerable exclusiveness to achieve the desired integrative aim. – Maureen O'Malley 2013: 559 Source: O'Malley. 2013. When integration fails. Stud. Hist. Philos. Biol. Biomed. Sci. doi:10.1016/j.shpsc.2012.10.003 Rethinking systematic synthesis as an agreed-upon conflict alignment
  • 120. Acknowledgements & links to products and references • CIRSS hosts: Bertram L. & Janet Eke! • Euler/X & ETC teams (extended): Shawn Bowers, Mingmin Chen, Hong Cui, Parisa Kianmajd, James Macklin, Timothy McPhillips, Robert Morris, Thomas Rodenhausen, and Shizhuo Yu. • ProvenanceMatrix: Tuan Nhon Dang. • NSF DEB–1155984, DBI–1342595 (PI Franz). • NSF IIS–118088, DBI–1147273 (PI Ludäscher). • Information @ http://taxonbytes.org/tag/concept-taxonomy/ • Euler/X code @ https://github.com/EulerProject/EulerX
  • 121. Interested in exploring multi-taxonomy & - phylogeny alignments? Please contact us. nico.franz@asu.edu @taxonbytes https://biokic.asu.edu/

Editor's Notes

  1. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  2. Some of our trees are not necessarily "of life", but are best modeled as our more or less flawed approximations. (Most trees are false and also approximately true.)
  3. Euler/X is available both as a desktop CLI toolkit, and as a web-based service of the "Explorer of Taxon Concepts" project. Links provided at the end.
  4. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  5. The simple semantics of RCC-5 makes this a rather generic vocabulary for representing advancement in phylogenetic knowledge. At the same time, the onus is on the phylogeneticists to apply the articulations in auch ways that the desired query services are actually obtained.
  6. The simple semantics of RCC-5 makes this a rather generic vocabulary for representing advancement in phylogenetic knowledge. At the same time, the onus is on the phylogeneticists to apply the articulations in auch ways that the desired query services are actually obtained.
  7. The key issue here lies in translation - will modulate some logic constraints here.
  8. This table can be queried for any taxonomic concept pair, to inform data integration across the two aligned classifications.
  9. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  10. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  11. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  12. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  13. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  14. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  15. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  16. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  17. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  18. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  19. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  20. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  21. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  22. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  23. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  24. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  25. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  26. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  27. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  28. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  29. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  30. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  31. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  32. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  33. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  34. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  35. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  36. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  37. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  38. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  39. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  40. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.
  41. The more one looks, the more complicated it gets. Notice also the node labeling, or lack thereof.