Ecological Archives E095-178-D1
Hamish Wilman, Jonathan Belmaker, Jennifer Simpson, Carolina de la Rosa, Marcelo M. Rivadeneira, Walter Jetz. 2014. EltonTraits 1.0: Species-level foraging attributes of the world's birds and mammals. Ecology 95:2027. http://dx.doi.org/10.1890/13-1917.1
Introduction
Attributes such as diet, foraging strata, foraging time and body size strongly characterize the "Eltonian" niches of species. Birds and mammals are particularly renowned for their significant functional variation. They are also very well recorded, now enabling a first global compilation of species ecological foraging characteristics determining their role and function in ecosystems. Here we present a species-level, consistently sourced and interpreted, and transparent estimate of key ecological attributes relevant for the "Eltonian" niches for all 9,993 and 5,400 extant bird and mammal species derived from the literature.
Traits include those that in combination allow a first-order assessment of species' similarity in "ecological niches" or the overlap in their functional role. The standardized interpretation and adherence to source information and clear documentation aims to provide a replicable and transparent basis for research. Ten diet types were characterized with estimates of their relative importance to facilitate the ecological distinction of species. The trait variables in the dataset should support hypothesis testing or applied inference in ecology, conservation and evolution. Obvious limitations of this dataset due to its broad categories, uncertainties in original sources and transcription, and its species level nature (not accounting for population level variation) remain. It is hoped that this data publication will stimulate collaborative improvement and extension of these data and facilitate discovery of new potential uses.
Metadata
Class I. Data set descriptors
A. Data set identity: EltonTraits 1.0: Species-level foraging attributes of the world's birds and mammals
B. Data set identification code:
(1) BirdFuncDat.txt
(2) MamFuncDat.txt
(3) BirdFuncDatSources.txt
(4) MamFuncDatSources.txt
C. Data set description
Summary: The data set includes information on key characteristics of the foraging ecology of all 15,393 extant bird and mammal species. Variables include relevance of select diet types and foraging strata, body size, and activity time.
Principal Investigators: Hamish Wilman, Ecology and Evolutionary Biology Department, Yale University, 165 Prospect Street, New Haven CT 06511, USA. Jonathan Belmaker, Ecology and Evolutionary Biology Department, Yale University, 165 Prospect Street, New Haven CT 06511, USA and Department of Zoology, George S. Wise Faculty of Life Sciences, Tel Aviv University, Tel Aviv, 69978, Israel. Jennifer Simpson, Ecology and Evolutionary Biology Department, Yale University, 165 Prospect Street, New Haven CT 06511, USA and Scientific Technologies Corporation, 4400 E. Broadway Blvd Suite 705, Tucson AZ 85711. Carolina de la Rosa, Ecology and Evolutionary Biology Department, Yale University, 165 Prospect Street, New Haven CT 06511, USA. Marcelo M. Rivadeneira. Centro de Estudios Avanzados en Zonas Aridas (CEAZA) and Universidad Católica del Norte, Av. Ossandón 877, C.P. 178168, Coquimbo, Chile. Walter Jetz, Ecology and Evolutionary Biology Department, Yale University, 165 Prospect Street, New Haven CT 06511, USA.
Queries regarding the data set should be directed to Walter Jetz (walter.jetz@yale.edu).
Abstract: Species are characterized by physiological, behavioral, and ecological attributes that are all subject to varying evolutionary and ecological constraints and jointly determine their role and function in ecosystems. Attributes such as diet, foraging strata, foraging time, and body size, in particular, determine a large portion of the “Eltonian” niches of species. Here we present a global species-level compilation of these key attributes for all 9993 and 5400 extant bird and mammal species derived from key literature sources. Global handbooks and monographs allowed the consistent sourcing of attributes for most species. For diet and foraging stratum we followed a defined protocol to translate the verbal descriptions into standardized, semiquantitative information about relative importance of different categories. Together with body size (continuous) and activity time (categorical) this enables a much finer distinction of species’ foraging ecology than typical categorical guild assignments allow. Attributes lacking information for specific species were flagged, and interpolated values based on taxonomy were provided instead. The presented data set is limited by, among others, these select cases missing observed data, by errors and uncertainty in the expert assessment as presented in the literature, and by the lack of intraspecific information. However, the standardized and transparent nature and complete global coverage of the data set should support an array of potential studies in biogeography, community ecology, macroevolution, global change biology, and conservation. Potential uses include comparative work involving these traits as focal or secondary variables, ecological research on the trait or trophic structure of communities, or conservation science concerned with the loss of function among species or in ecosystems in a changing world. We hope that this publication will spur the sharing, collaborative curation, and extension of data to the benefit of a more integrative, rigorous, and global biodiversity science.
D. Key words: bird; body size; diet; eco-informatics; foraging; function; mammal; mass; niche; stratum; traits; vertebrate.
Class II. Research origin descriptors
A. Overall project description
Identity: Integrating the global dimensions of terrestrial vertebrate biodiversity
Originators: Walter Jetz , Ecology and Evolutionary Biology Department, Yale University , 165 Prospect Street, New Haven CT 06511, USA
Period of Study: 2000 – ongoing.
Objectives: To enable an integrated and global understanding of the spatial, environmental, trait and phylogenetic dimensions of terrestrial vertebrates.
Sources of funding: University of California San Diego, Yale University, NSF BCS-1037902, DBI-0960550, DEB-1026764.
B. Specific subproject description
Taxonomy: The bird taxonomy used is the same as in (Jetz et al. 2012). Specifically, it broadly follows the Birdlife V3 world list (June 2010, 9,895 extant species recognized). But we do not recognize nine species (Anodorhynchus glaucus, Gallinula pacifica, Gallirallus lafresnayanus, Oceanodroma macrodactyla, Ophrysia superciliosa, Rhodonessa caryophyllacea, Siphonorhis americana, Tadorna cristata, Vanellus macropterus) that are widely considered extinct and three (Heliangelus zusii, Atlapetes blancae, Upupa marginata) that are considered not valid by most authorities (resulting in 9,882 accepted species). In addition to Birdlife V3 we recognize 111 species that are considered valid by Handbook of the Birds of the World (del Hoyo et al. 1992-2011) and/or Birds of the Western Palearctic (Cramp et al. 1978-1994) and/or Birds of Africa (Urban et al. 1986-2000) and that are also recognized by IOC world list V2.7 (DEC 29, 2010), resulting in a total of 9,993 recognized species. For mammals we used an updated taxonomy following (Wilson and Reeder 2005) resulting in 5400 species.
Data sources: For every species the variable-specific source is referenced in the dataset. Avian diet, foraging and activity time information was mostly taken from The Handbook of the Birds of the World (del Hoyo et al. 1992-2011). The Handbook is composed of 16 volumes covering all of world's extant bird species (except recent descriptions and discoveries). For a number of species, especially those contained in volume 16 (which was not available at the start of the project), we utilized a range of other bird guides, handbooks, and primary literature.
For the mammal diets we utilized Walker's Mammals of the World (Nowak 1999) as our main reference. Walker's Mammals is the most comprehensive collection of mammal information currently available. For species, or groups of species, where Walker's Mammals was lacking data we used various other sources, both books and primary literature.
Translation of foraging descriptions: For diet and foraging stratum our goal was to translate information about the relative use of different categories into data that is as quantitative as possible. Expert descriptions in the literature are rarely expressed quantitatively in terms of proportional usage of a given diet or stratum. However, descriptions are usually specific enough for a coarse proportional assignment. We standardized the interpretation of certain words and the usage quantities they represented to ensure a uniform translation throughout. For each category of food or stratum we recorded the estimated percent relevance in 10% steps and recorded as integers from 0 to10. Each score times 10 represents the estimated relative usage of a given category (i.e. varying from 0% to 100% in 10% intervals), and the values of all categories in a given variable (diet or foraging stratum) sum to 10 (i.e. 100%).
Throughout the references a range of terminology is used to describe the diets of species. Here are some examples of the common terms and their translation into standardized numerical values: - "Eats mostly fruit": score: 6 or greater. – "Sometimes eats fruit"; score: 1 or 2. – "Occasionally eats fruit"; score: 1 at most. We adjusted relevance scores depending on the remainder of the description and context. If many diet items or strata are listed as being significant to the diet, we would decrease the score of each. As another example, if the species is described to eat mostly fruit and sometimes seeds and leaves, then fruit was assigned a proportion of 6 and seeds and leaves each received 2. If there had only been one diet listed after the sometimes, fruit would receive proportion 8 and the secondary diet 2. Comparison of multiple sources for the same species suggested that authors almost always list the most important categories first with others sorted by order of importance. Thus, in cases where comparative words were not used in the description, we gave more weight to the category that was listed first, then decreasing proportions for those following.
Data interpolation: For some species, little to no data is available on feeding ecology. Sometimes, the feeding descriptions indicate similarity to another species in the genus. These species receive the same proportions given to the referenced species. For species completely lacking in data we used genus- or, in very few cases (e.g. monotypic genera), family-typical values. Instead of providing an "expert guess" without clear source, we performed such interpolation consistently for any missing value and clearly marked them in the dataset. For body size we use the geometric average of the relevant taxon. For foraging attributes, we averaged the values of every category (e.g. "fruits") among species in the same genus (or family) with data. The averages were then rounded to integers and thus represented a "typical value" for any data-poor species in the genus. On few occasions the rounding procedure resulted in species diets that did not sum to 10 (100%). In these cases we individually inspected the non-rounded averages, as well as the original proportions, to determine appropriate categories where proportions should be added or subtracted. Body size and foraging attributes are usually evolutionarily highly conserved and for analyses including many species we expect this interpolation to introduce little error, yet facilitate whole assemblage analyses. However, the interpolation should be noted and accounted for in any phylogenetic analyses.
Other limitations: Errors in original sources, errors in transcription, inconsistencies in transcription, spatial and temporal intraspecific variation (among and within populations). See, e.g., (Fitzsimmons 2013) for further discussion of some of these issues.
Project personnel: Hamish Wilman, Walter Jetz, Jonathan Belmaker, Jennifer Simpson, Jessica Hagberry, Carolina De la Rosa, Christian Anderson, Marcelo Rivadeneira.
Class III. Data set status and accessibility
A. Status
Latest update: August 2013. Data compilation is ongoing.
Latest Archive date: n/a
Metadata status: Metadata are complete and up to date.
Data verification: All records were double-checked by either H. Wilman or W. Jetz. All data have been used in various analyses and plots and received additional spot-checking for outliers. The data set will undoubtedly benefit from further quality control and curation, and our goal is to facilitate this process by sharing through this archive and online.
B. Accessibility
Storage location and medium: The data set is available from the Ecological Society of America's data archives. We plan to also make the data available for download and curation online, please feel free to contact us for any updates.
Contact person: Walter Jetz, Yale University (walter.jetz@yale.edu).
Copyright restrictions: None.
Proprietary restrictions: None.
Costs: None. We request that researchers cite this paper if using the diet, foraging stratum and activity data. When using the body mass data, please separately cite the respective main sources (two existing digital datasets: Smith et al 2003, Dunning 2007).
Class IV. Data structural descriptors
A. Data Set File
Identity: (1) BirdFuncDat.txt (2) MamFuncDat.txt (3) BirdFuncDatSources.txt
(4) MamFuncDatSources.txt
Size:
(1) 9,993 records (including header) and 40 fields. Total file size is 2,148 kb.
(2) 5,401 records (including header) and 27 fields. Total file size is 566 kb.
(3) 59 records (including header) and 2 fields. Total file size is 8 kb.
(4) 177 records (including header) and 2 fields. Total file size is 32 kb.
Format and storage mode: ASCII text, tab delimited, not compressed.
Header information: The first row of the file contains variable names (see below).
Row information: Each row represents data for a single species (files (1) and (2)) or reference (files (3) and (4))
Alphanumeric attributes: Mixed.
Special characters/fields: NA.
Authentication procedures: MD5 Checksum for (1) d6197b2cd90ca3ece0a7393abbf8b7fc; for (2) 59c3eee29d3ed0a33a002975a5a8cc75; for (3) e4793ab8baa813bba7d168a3d2d6b6a7; for (4) 0c67fa8bf6b6ccb7a38fc5229f84508b .
B. Variable information
Table 1. Summary of variable information for file (1) – bird data
Variable |
Description |
Type |
Variable codes |
SpecID |
Jetz Lab Species ID |
Integer |
NA |
PassNonPass |
Passeriformes, Nonpassseriformes |
Character |
NA |
IOCOrder |
IOC V2.7 Checklist Order |
Character |
NA |
BLFamilyLatin |
Birdlife V3.0 Checklist Family Latin |
Character |
NA |
BLFamilyEnglish |
Birdlife V3.0 Checklist Family English |
Character |
NA |
BLFamSequID |
Birdlife V3.0 Checklist Family Sequence |
Character |
NA |
Taxo |
Taxonomic authority used for species |
Character |
BL3: Birdlife V3.0; IOC27: IOC V2.7 |
Scientific |
Species Latin name |
Character |
NA |
English |
Species English name |
Character |
NA |
Diet-Inv |
Percent use of: Invertebrates-general, aquatic invertebrates, shrimp, krill, squid, crustacaeans, molluscs, cephalapod, polychaetes, gastropods, orthoptera, terrestrial Invertebrates, ground insects, insect larvae, worms, orthopterans, flying insects |
Integer |
estimated % use (categories sum to 100% total) |
Diet-Vend |
Percent use of: Mammals, Birds |
Integer |
estimated % use (categories sum to 100% total) |
Diet-Vect |
Percent use of: Reptiles, snakes, amphibians, salamanders |
Integer |
estimated % use (categories sum to 100% total) |
Diet-Vfish |
Percent use of: Fish |
Integer |
estimated % use (categories sum to 100% total) |
Diet-Vunk |
Percent use of: Vertebrates-general or unknown |
Integer |
estimated % use (categories sum to 100% total) |
Diet-Scav |
Percent use of: Scavenge, garbage, offal, carcasses, trawlers, carrrion |
Integer |
estimated % use (categories sum to 100% total) |
Diet-Fruit |
Percent use of: Fruit, drupes |
Integer |
estimated % use (categories sum to 100% total) |
Diet-Nect |
Percent use of: Nectar, pollen, plant exudates, gums |
Integer |
estimated % use (categories sum to 100% total) |
Diet-Seed |
Percent use of: Seed, maize, nuts, spores, wheat, grains |
Integer |
estimated % use (categories sum to 100% total) |
Diet-PlantO |
Percent use of: Other plant material, Grass, ground vegetation, seedlings, weeds, lichen, moss, small plants, reeds, cultivated crops, forbs, vegetables, fungi, roots, tubers, legumes, bulbs, leaves, above ground vegetation, twigs, bark, shrubs, herbs, shoots, aquatic vegetation, aquatic plants |
Integer |
estimated % use (categories sum to 100% total) |
Diet-5Cat |
Assignment to the dominant among five diet categories based on the summed scores of constituent individual diets. |
Character |
PlantSeed: Plant and Seeds, FruiNect: Fruits and Nectar, Invertebrate: Invertebrates, VertFishScav: Vertebrates and Fish and Carrion, Omnivore: score of <= 50 in all four categories |
Diet-Source |
Literature source used |
Character |
Link to Ref_ID in Table 3 |
Diet-Certainty |
Dietary relevance score reliability |
Character |
A – Highly certain that the source is reliable and has provided accurate diet information. B – Reasonably confident that source is reliable, however information on relative proportion of each diet category making up the whole diet is possibly uncertain. C – Quality of source diet estimate unclear or inferred from a specific congeneric species with good sources. D1, D2 – Species-level information missing and value is that typical for genus (D1) or family (D2). |
Diet-EnteredBy |
Name of primary transcriber of diet data |
|
|
ForStrat-watbelowsurf |
Prevalence of: Foraging below the water surfaces |
Integer |
estimated % use (categories sum to 100% total) |
ForStrat-wataroundsurf |
Prevalence of: Foraging on or just (<5 inches) below water surface |
Integer |
estimated % use (categories sum to 100% total) |
ForStrat-ground |
Prevalence of: Foraging on ground |
Integer |
estimated % use (categories sum to 100% total) |
ForStrat-understory |
Prevalence of: Foraging below 2m in understory in forest, forest edges, bushes or shrubs |
Integer |
estimated % use (categories sum to 100% total) |
ForStrat-midhigh |
Prevalence of: Foraging in mid to high levels in trees or high bushes (2m upward), but below canopy |
Integer |
estimated % use (categories sum to 100% total) |
ForStrat-canopy |
Prevalence of: Foraging in or just above (from) tree canopy |
Integer |
estimated % use (categories sum to 100% total) |
ForStrat-aerial |
Prevalence of: Foraging well above vegetation or any structures |
Integer |
estimated % use (categories sum to 100% total) |
PelagicSpecialist |
Foraging predominantly pelagic. Source for all: Handbook of the Birds of the World |
Binary |
0: no; 1: yes |
ForStrat-Source |
Source of estimates for foraging stratum |
Character |
Link to Ref_ID in Table 3 |
ForStrat-SpecLevel |
Indicates whether foraging stratum estimates are based on species-level data |
Binary |
0: no; 1: yes |
ForStrat-EnteredBy |
Name of primary transcriber of foraging stratum data |
Character
|
|
Nocturnal |
Main foraging activity at night. Source for all: Handbook of the Birds of the World |
Binary |
0: no; 1: yes |
BodyMass-Value |
Body mass (g). For Source Dunning08: Geometric mean of average values provided for both sexes (Dunning08). For Source GenAvg: genus average as provided by other sources |
Floating Point |
NA |
BodyMass-Source |
Source of body mass values. |
Character |
PrimScale: inferred from select primary sources with mass and length data, and mass-length relationships parameterized at family level. GenAvg: genus average. Other: see comments. |
BodyMass-SpecLevel |
Indicates whether body mass values are based on species-level data |
Binary |
1: based on species level data; 0: inferred from genus or family typical values |
BodyMass-Comment |
Misc. comments |
Character |
MarceloR: mobilized or calculated from length estimates by Marcelo Rivadeneira |
Record-Comment |
Indicates whether data record arose from species split |
Character |
NA |
Table 2. Summary of variable information for file (2) – mammal data
Variable |
Description |
Type |
Variable codes |
MSW3_ID |
Jetz Lab Species ID |
Integer |
NA |
Scientific |
MSW3 Species Latin name |
Character |
NA |
MSWFamilyLatin |
MSW3 Checklist Family Latin |
Character |
NA |
Diet-Inv |
Percent use of: Invertebrates-general, aquatic invertebrates, shrimp, krill, squid, crustacaeans, molluscs, cephalapod, polychaetes, gastropods, orthoptera, terrestrial Invertebrates, ground insects, insect larvae, worms, orthopterans, flying insects |
Integer |
estimated % use (categories sum to 100% total) |
Diet-Vend |
Percent use of: Mammals, Birds |
Integer |
estimated % use (categories sum to 100% total) |
Diet-Vect |
Percent use of: Reptiles, snakes, amphibians, salamanders |
Integer |
estimated % use (categories sum to 100% total) |
Diet-Vfish |
Percent use of: Fish |
Integer |
estimated % use (categories sum to 100% total) |
Diet-Vunk |
Percent use of: Vertebrates-general or unknown |
Integer |
estimated % use (categories sum to 100% total) |
Diet-Scav |
Percent use of: Scavenge, garbage, offal, carcasses, trawlers, carrion |
Integer |
estimated % use (categories sum to 100% total) |
Diet-Fruit |
Percent use of: Fruit, drupes |
Integer |
estimated % use (categories sum to 100% total) |
Diet-Nect |
Percent use of: Nectar, pollen, plant exudates, gums |
Integer |
estimated % use (categories sum to 100% total) |
Diet-Seed |
Percent use of: Seed, maize, nuts, spores, wheat, grains |
Integer |
estimated % use (categories sum to 100% total) |
Diet-PlantO |
Percent use of: Other plant material, Grass, ground vegetation, seedlings, weeds, lichen, moss, small plants, reeds, cultivated crops, forbs, vegetables, fungi, roots, tubers, legumes, bulbs, leaves, above ground vegetation, twigs, bark, shrubs, herbs, shoots, aquatic vegetation, aquatic plants |
Integer |
estimated % use (categories sum to 100% total) |
Diet-Source |
Reference ID. Refer to Mammal Reference Table for full list of references |
Character |
Link to Ref_ID in Table 4 |
Diet-Certainty |
Estimated reliability of relative diet scores |
Character |
ABC – Highly, reasonably or somewhat certain that the source is reliable. In some cases the estimate may come from a specific congeneric species that is expert-judged to be ecologically very similar. D1, D2 – Species-level information missing and value is that typical for genus (D1) or family (D2). |
ForStrat-Value |
Assignment to one of five (possibly ordinal when excluding marine species) foraging stratum categories. Source for all: Nowak (1999). |
Character / Ordinal |
M - marine, G - ground level, including aquatic foraging (see ForStrat-Comment), S- scansorial, Ar - arboreal, A- aerial.
|
ForStrat-Certainty |
Estimated reliability of foraging stratum assignment |
Character |
A - Certain that the source is reliable and has provided accurate foraging stratum information. B – Assignment uncertain. |
ForStrat-Comment |
Any comments |
Character |
NA |
Activity-Nocturnal |
Foraging activity at night |
Binary |
0: no; 1: yes |
Activity-Crepuscular |
Foraging activity at twilight. |
Binary |
0: no; 1: yes |
Activity-Diurnal |
Foraging activity at day |
Binary |
0: no; 1: yes |
Activity-Source |
Literature source of activity cycle estimate |
Character |
Link to Ref_ID in Table 4 |
Activity-Certainty |
Estimated reliability of activity cycle estimates
|
Character |
ABC – Highly, reasonably or somewhat certain that the source is reliable. In some cases the estimate may come from a specific congeneric species that is expert-judged to be ecologically very similar. D1, D2 – Species-level information missing and value is that typical for genus (D1) or family (D2). |
BodyMass-Value |
(Average) Adult body mass (g) |
Floating Point |
NA |
BodyMass-Source |
Literature source used |
Character |
Link to Ref_ID in Table 4 |
BodyMass-SpecLevel |
Indicates whether body mass values are based on species-level data |
Integer |
1: based on species level data; 0: inferred from genus or family typical values; 2: Based on phylogenetically imputed values (see Ref_178 for details and variance measures) |
Table 3. Summary of variable information for file (3) – bird data sources
Variable |
Description |
Type |
Variable codes |
Ref_ID |
Reference ID |
Character |
NA |
Full Reference |
Full reference details |
Character |
NA |
Table 4. Summary of variable information for file (4) – mammal data sources.
Variable |
Description |
Type |
Variable codes |
Ref_ID |
Reference ID |
Character |
NA |
Full Reference |
Full reference details |
Character |
NA |
Class V. Supplemental descriptors
A. Data acquisition
See Class II, Section B.
B. Quality assurance/quality control procedures: See comments above (Class II, Section B; Class III, Section A).
C. Related material: N/A.
D. Computer programs and data processing algorithms:
E. Archiving: We hope to update data files and metadata periodically at Ecological Archives and at a dedicated website.
F. Literature cited:
Publications from which data were obtained are stated in the respective fields of the data file.
G. Publications using the data set:
Belmaker, J., C. H. Sekercioglu, and W. Jetz. 2012. Global patterns of specialization and coexistence in bird assemblages. Journal of Biogeography 39: 193–120.
Belmaker, J. and W. Jetz. 2013. Spatial Scaling of Functional Structure in Bird and Mammal Assemblages. The American Naturalist 181:464-478.
Boyer, A. and W. Jetz Boyer, A. G. and W. Jetz. 2014. Extinctions and the loss of ecological function in island bird communities. Global Ecology and Biogeography 23:679-688.
Barbet-Massin, M. and W. Jetz (manuscript): Global turnover and loss of ecological function in avian assemblages under climate change.
H. History of data set usage
Data request history: N/A
Data set update history: N/A.
Review history: N/A.
Questions and comments from secondary users: N/A
Acknowledgments
We sincerely thank the many authors of the literature sources consulted for this database. Without their careful work, the compilation of this data set would have been either impossible or meaningless. In addition, we would like to thank Tien Ming Lee, Frank LaSorte, and Clinton Edwards for their valuable feedback and ideas on how to make this data collection effort more valuable to the scientific community at large. Finally, we acknowledge financial support for this data compilation from University of California San Diego, Yale University, and NSF BCS-1037902, DBI-0960550, DEB-1026764.
Literature cited
Cramp, S., K. Simmons, D. Brooks, N. Collar, E. Dunn, R. Gillmor, P. Hollom, R. Hudson, E. Nicholson, and M. Ogilvie. 1978–1994. Handbook of the birds of Europe, the Middle East and North Africa. The birds of the Western Palearctic: Volumes 1–9.
del Hoyo, J., A. Elliott, J. Sargatal, and D. A. Christie, editors. 1992–2011. Handbook of the Birds of the World. Lynx Editions, Barcelona, Spain.
Fitzsimmons, J. M. 2013. How consistent are trait data between sources? A quantitative assessment. Oikos 122:1350–1356.
Jetz, W., G. H. Thomas, J. B. Joy, K. Hartmann, and A. O. Mooers. 2012. The global diversity of birds in space and time. Nature 491:444–448.
Nowak, R. M. 1999. Walker's mammals of the world. Sixth edition edition. The Johns Hopkins University Press, Baltimore, Maryland, USA.
Urban, E. K., C. H. Fry, and S. Keith, editors. 1986–2000. The Birds of Africa. Academic Press, London, UK.
Wilson, D. E., and D. M. Reeder. 2005. Mammal species of the world. A taxonomic and geographic reference. Third edition. Johns Hopkins University Press, Baltimore, Maryland, USA.