Published January 9, 2026 | Version Version 1.0

Ranges Network collected mammal trait measurements and summary from western North America

Description

Over the past two decades, digitization of U.S. vertebrate collections has opened critical temporal, spatial, and taxonomic information from specimens, stimulating new levels of data sharing and significantly advancing biodiversity knowledge. However, still missing are the specimen-level trait data essential for establishing faunal baselines and informing predictions of global change response. We propose the Ranges Digitization Network (Ranges), which will close this gap by mobilizing an estimated >5 million trait measurements from 1.2 million specimens from Western North America (WNA). WNA is a region of high temperate mammal diversity and a natural laboratory for studying speciation, phenotypic diversification, biogeographic principles, and community assembly over deep and shallow timescales. To build capacity for transformative research in these areas, Ranges brings together a digitization network of 19 institutions, expands informatics tools for trait extraction and standardization from specimen records, and immediately (in Year 1) provisions specimen-linked trait data in usable form via existing portals. The specific goals of Ranges will be to: 1) Digitize traits from 1.2 million mammal specimens, append these to digital records, and publish openly in community repositories; 2) digitize, georeference, and mobilize four regionally significant mammal collections, making their data research-ready for the first time; and 3) develop dense, intraspecific-level 3D image resources for >3,500 mammal specimens to facilitate acquisition of complex internal traits that can be linked to complimentary, specimen-level datasets existing in an extended specimen network. 

 

The Ranges Project

Ranges is an NSF-funded project that seeks to digitize traits from over one million mammal specimens from 19 natural history museums, with a focus on western North America.

The project will allow researchers to build better baselines for biodiversity and improve predictions of how mammals respond to changing environments to address major digitization challenges, expand the utility of specimens and use them to create new scientific knowledge.

Website: https://ranges-network.org/

 

Give Credit Where Credit is Due

Please cite this Zenodo resource AND any additional DOIs from individual institutional downloads.

 

Ranges Baseline Sources

The Ranges Baseline Trait Collection contains 19 datasets downloaded from the Global Biodiversity Information Facility (GBIF) in January/February of 2024. The institutions represented are all participants in the Ranges Network. The purpose of this dataset is (1) to provide a baseline of the traits digitized by the 19 Ranges institutional participants prior to the start of the Ranges digitization effort, and (2) to update the FuTRES traits index to include occurrenceIDs for each record in the FuTRES traits portal (https://futres-data-interface.netlify.app/).

Source Institutions (for a complete list of citations see the document, SourceDataset_DOIs.tsv.:

Date

Institution

DOI

20240227

ASU, Arizona State University

https://doi.org/10.15468/dl.pztqzk

20240110

CAS, California Academy of Sciences

https://doi.org/10.15468/dl.897qq5

20240227

CSULB, California State University, Long Beach

https://doi.org/10.15468/dl.cfh4uq

20240110

DMNS, Denver Museum of Nature and Science

https://doi.org/10.15468/dl.v5y2pr

20240227

FMNH, Field Museum of Natural History

https://doi.org/10.15468/dl.gzuptm

20240110

HSUVM, California Polytechnic Univ. Humboldt, Vertebrate Museum

https://doi.org/10.15468/dl.tyds38

20240227

KU, Univ. of Kansas Natural History Museum

https://doi.org/10.15468/dl.7g7j8m

20240227

LACM, Natural History Museum of LA County

https://doi.org/10.15468/dl.9hrst8

20240225

MSB, Univ. of New Mexico, Museum of Southwestern Biology

https://doi.org/10.15468/dl.5wwfu9

20240225

MVZ, Univ. of California Berkeley, Museum of Vertebrate Zoology

https://doi.org/10.15468/dl.5mbsge

20240110

TCWC, Texas A&M Univ., Biodiversity Research & Teaching Collection

https://doi.org/10.15468/dl.26eh3k

20240110

TTU, Texas Tech University

https://doi.org/10.15468/dl.45wsbt

20240227

UAM, University of Alaska, Museum of the North

https://doi.org/10.15468/dl.8c95qk

20240225

UMMZ, University of Michigan, Museum of Zoology

https://doi.org/10.15468/dl.w7a35w

20240225

UMNH, Natural History Museum of Utah

https://doi.org/10.15468/dl.2erdam

20240227

UMZM, Univ. of Montana, Philip L. Wright Zoological Museum

https://doi.org/10.15468/dl.jevgd8

20240225

UNR, University of Nevada Museum of Natural History

https://doi.org/10.15468/dl.fbcvye

20240225

UWBM, Univ. of Washington, Burke Museum

https://doi.org/10.15468/dl.s5u9z5

20240227

UWYMV, University of Wyoming Museum of Vertebrates

https://doi.org/10.15468/dl.9wsn76

 

Traits represented in the Ranges Baseline

The Ranges Baseline dataset contains measurements for 56 specific mammal traits. A complete list of the traits is available in the attached file, Ranges Baseline Trait List.pdf.

 

Statistics for the Ranges Baseline

Record set info: 

  • 1,849,448 records
  • 1,779,593 occurrenceIDs
  • 19 institutions

Measurements across all traits (total): 

  • 2,941,833

Taxonomic Representation*:

Percent of Extracted Digital Traits by Mammalian Order - See attached file, Graphic_ Percent of Extracted Digital Traits by Mammalian Order.pdf.

Each layer of the plot depicts cumulative percent of traits available per taxonomic Order. The outer layer shows values for all traits, and the inner two layers show values for just morphological and reproductive traits, respectively. Only data that were mappable to a formerly or currently recognized mammalian order were considered.

Measurements per trait (summary): 

  • mean 52,532.73
  • median 3401.5
  • range 0 - 437,752

Measurements per trait (all, ordered) (6 columns): 

Trait

Total Meas.

Trait

Total Meas.

Trait

Total Meas.

hind_foot_length_mm

437752

pregnancy_state

14085

mammary_count

266

total_length_mm

409444

tragus_length_mm

13370

tail_length_ambiguous

234

tail_length_mm

391253

hind_foot_length_units_inferred

12320

ear_length_estimated

123

body_mass_grams

388288

embryo_size_length_mm

9541

ovary_length_mm

84

ear_length_mm

344047

embryo_count_right

7624

hind_foot_length_estimated

81

hind_foot_length_includes

335367

embryo_count_left

7417

ovary_width_mm

79

ear_length_measured_from

233196

placental_scar_count

7187

placental_scars_side_1

49

total_length_units_inferred

42786

forearm_length_units_inferred

3685

placental_scars_both_sides

47

tail_length_units_inferred

35685

placental_scars_right_side

3652

placental_scars_side_2

47

placental_scars_present

31274

embryo_size_units_inferred

3151

ovary_description

9

ear_length_units_inferred

27396

placental_scars_left_side

3066

forearm_length_estimated

5

total_length_ambiguous

23875

body_mass_estimated

1857

embryo_count_males

5

vagina_state

22708

total_length_estimated

1357

tragus_length_estimated

3

body_mass_ambiguous

22277

tail_length_estimated

1267

embryo_count_females

3

body_mass_units_inferred

22013

mammary_state

1113

embryo_count_side_1

2

lactation_state

21317

tragus_length_units_inferred

932

embryo_count_side_2

2

forearm_length_mm

21257

embryo_size_width_mm

299

ovary_size_units_inferred

1

embryo_count

20585

gonad_length_mm

273

gonad_size_units_inferred

0

ear_length_ambiguous

17808

gonad_width_mm

269

   

 

Measurements per institution (all, ordered): 

institutionCode

total measurements

institutionCode

total measurements

MSB

1095463

CAS

37027

UAM

542499

HSU

34556

UWBM

354348

UNR

15002

MVZ

203000

ASU

3304

TTU

189785

UWYMV

1284

LACM

136305

CSULB

0

DMNS

106071

FMNH

0

UMNH

96830

TCWC

0

KU

69774

UMMZ

0

UMZM

56585

   
 

Statistics Per Institution

A complete tally of the number of trait measurements by institution per trait type is available in the attached file, Ranges Baseline Traits: Measurements per Trait by Institution.pdf.

 

*Disclaimer

Some taxonomic names in this collection may be assigned to non-mammalian taxa or may no longer be valid. All data are presented as downloaded from GBIF.org. Users of this data are responsible for their own data quality and completeness checking. The Ranges Network is not responsible for the quality and completeness of these data.

Files

Ranges Baseline Trait List.pdf

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Additional details

Related works

Is compiled by
Journal: 10.1093/jmammal/gyaf062 (DOI)

Funding

U.S. National Science Foundation
Collaborative Research: Ranges: Building Capacity to Extend Mammal Specimens from Western North America 2228385

References

  • Bryan S McLean, David Bloom, et al. Extending mammal specimens with their essential phenotypic traits, Journal of Mammalogy, Volume 106, Issue 5, October 2025. Pages 1282-1291. https://doi.org/10.1093/jmammal/gyaf062
  • Balk, Meghan A., et al. A solution to the challenges of interdisciplinary aggregation and use of specimen-level trait data. iScience, Volume 25, Issue 10, 105101, October 2022. DOI 10.1016/j.isci.2022.105101
  • GBIF: The Global Biodiversity Information Facility (year) What is GBIF?. Available from https://www.gbif.org/what-is-gbif [13 January 2020]