Description Usage Format Details Source References
Sample data set of life habit codings (functional traits) for fossil taxa from the Late Ordovician (Type Cincinnatian) Kope and Waynesville Formations from Ohio, Indiana, and Kentucky (U.S.A.). The faunal list was compiled from the Paleobiology Database.
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A data frame with 237 rows (taxa) and 40 columns (3 taxonomic identifiers and 37 functional traits):
Taxonomic class(character)
Taxonomic genus (character)
Taxonomic species (character)
Sexual reproduction (binary)
Asexual reproduction (binary)
Skeletal body volume of typical adult (ordered numeric with 7 bins). Estimated using methods of Novack-Gottshall (2008).
1.000: >= 100 cm^3
0.833: 100-10 cm^3
0.667: 10-1 cm^3
0.500: 1-0.1 cm^3
0.333: 0.1-0.01 cm^3
0.167: 0.01-0.001 cm^3
0: < 0.001 cm^3
Biotic substrate composition (binary)
Lithic substrate composition (binary)
Fluidic medium (binary)
Hard substrate consistency (binary)
Soft substrate consistency (binary)
Insubstantial medium consistency (binary)
Supported on other object (binary)
Self-supported (binary)
Attached to substrate (binary)
Free-living (binary)
Mobility (ordered numeric with 5 bins):
1: habitually mobile
0.75: intermittently mobile
0.50: facultatively mobile
0.25: passively mobile (i.e., planktonic drifting)
0: sedentary (immobile)
Primary microhabitat stratification: absolute distance from seafloor (ordered numeric with 5 bins):
1: >= 100 cm
0.75: 100-10 cm:
0.50: 10-1 cm
0.25: 1-0.1 cm
0: <0.1 cm
Primary microhabitat is above seafloor (i.e., epifaunal)
Primary microhabitat is within seafloor (i.e., infaunal)
Immediately surrounding microhabitat stratification: relative distance from substrate (ordered numeric with 5 bins):
1: >= 100 cm
0.75: 100-10 cm:
0.50: 10-1 cm
0.25: 1-0.1 cm
0: <0.1 cm
Lives above immediate substrate
Lives within immediate substrate
Food is above seafloor
Food is within seafloor
Primary feeding microhabitat stratification: absolute distance of food from seafloor (ordered numeric with 5 bins):
1: >= 100 cm
0.75: 100-10 cm:
0.50: 10-1 cm
0.25: 1-0.1 cm
0: <0.1 cm
Food is above immediate substrate
Food is within immediate substrate
Immediately surrounding feeding microhabitat stratification: relative distance of food from substrate (ordered numeric with 5 bins):
1: >= 100 cm
0.75: 100-10 cm:
0.50: 10-1 cm
0.25: 1-0.1 cm
0: <0.1 cm
Ambient foraging habit
Filter-feeding foraging habit
Attachment-feeding foraging habit
Mass-feeding foraging habit
Raptorial foraging habit
Autotrophic diet
Microbivorous (bacteria, protists, algae) diet
Carnivorous diet
Food has incorporeal physical condition
Food consumed as particulate matter
Food consumed as bulk matter
Binary traits are coded with 0 = absent and 1 = present. Five ordered numeric traits (body volume, mobility, distance from seafloor [stratification]) were rescaled to range from 0 to 1 with discrete bins at equally spaced intermediate values.
See Novack-Gottshall (2007: especially online Supplementary Appendix A at for reprint) for definition each functional trait, justifications, explanations, and examples. Novack-Gottshall (2007: Supplementary Appendix B; 2016: Supplementary Appendix A) provides examples of how traits were coded using inferences derived from functional morphology, body size, ichnology, in situ preservation, biotic associations recording direct interactions, and interpretation of geographic and depositional environment patterns.
Indeterminate taxa (e.g., trepostome bryozoan indet. or Platystrophia sp.) that occurred within individual samples within these formations were excluded from the aggregate species pool unless their occurrence was the sole member of that taxon. Such indeterminate taxa and genera lacking a species identification were coded for a particular state only when all other members of that taxon within the Kope-Waynesville species pool unanimously shared that common state; otherwise, the state was listed as NA (missing).
Novack-Gottshall, P.M. 2016b. General models of ecological diversification. II. Simulations and empirical applications. Paleobiology 42: 209-239.
Novack-Gottshall, P.M. 2007. Using a theoretical ecospace to quantify the ecological diversity of Paleozoic and modern marine biotas. Paleobiology 33: 274-295.
Novack-Gottshall, P.M. 2008. Using simple body-size metrics to estimate fossil body volume: empirical validation using diverse Paleozoic invertebrates. PALAIOS 23(3):163-173.
Novack-Gottshall, P.M. 2016. General models of ecological diversification. II. Simulations and empirical applications. Paleobiology 42: 209-239.
Villeger, S., P. M. Novack-Gottshall, and D. Mouillot. 2011. The multidimensionality of the niche reveals functional diversity changes in benthic marine biotas across geological time. Ecology Letters 14(6):561-568.
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