cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.jkemf5
title: Occurrence Download

description: A dataset containing 1137 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Portugal",
 "Country is Spain"
 ]
 },
 "TaxonKey is Lynx pardinus (Temminck, 1827)"
 ]
}

 The dataset includes 1137 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0265799-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a9dtdm
title: Occurrence Download

description: A dataset containing 937 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Geometry POLYGON((-109.09772 25.18587,-104.39427 25.18587,-104.39427 29.08302,-109.09772 29.08302,-109.09772 25.18587))",
 "TaxonKey is Sciuridae",
 "Year 1960-2023"
 ]
}

 The dataset includes 937 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015189-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nphjaz
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "Geometry POLYGON((-6.52039 36.80983,-6.49841 36.51019,-5.93811 35.96967,-5.45471 35.96967,-4.97131 36.47486,-5.08118 36.73063,-5.91614 37.09955,-6.52039 36.80983))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Abies pinsapo Boiss."
 ]
}

 The dataset includes 48 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0119245-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yxb6pb
title: Occurrence Download

description: A dataset containing 280 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Emmenopterys henryi Oliv."
 ]
}

 The dataset includes 280 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0267424-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k44f7g
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Argemone mexicana L."
 ]
}

 The dataset includes 36 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019474-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8mbbdc
title: Occurrence Download

description: A dataset containing 161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Abies pinsapo Boiss."
 ]
}

 The dataset includes 161 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0119246-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fzrpv2
title: Occurrence Download

description: A dataset containing 16104250 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Accipiter brevipes (Severtzov, 1850), Accipiter gentilis (Linnaeus, 1758), Accipiter nisus (Linnaeus, 1758), Aquila adalberti C.L.Brehm, 1861, Aquila chrysaetos (Linnaeus, 1758), Aquila heliaca Savigny, 1809, Aquila nipalensis Hodgson, 1833, Buteo buteo (Linnaeus, 1758), Buteo lagopus (Pontoppidan, 1763), Buteo rufinus (Cretzschmar, 1829), Circaetus gallicus (Gmelin, 1788), Circus aeruginosus (Linnaeus, 1758), Circus cyaneus (Linnaeus, 1766), Circus macrourus (S.G.Gmelin, 1770), Circus pygargus (Linnaeus, 1758), Gyps fulvus (Hablizl, 1783), Haliaeetus albicilla (Linnaeus, 1758), Hieraaetus pennatus (Gmelin, 1788), Milvus milvus (Linnaeus, 1758), Neophron percnopterus (Linnaeus, 1758), Pandion haliaetus (Linnaeus, 1758), Pernis apivorus (Linnaeus, 1758), Clanga clanga (Pallas, 1811), Aquila fasciata Vieillot, 1822, Clanga pomarina (C.L.Brehm, 1831), Milvus aegyptius (Gmelin, 1788), Falco milvus Linnaeus, 1758, Aquila clanga Pallas, 1811, Aquila fasciata Vieillot, 1822, Aquila pomarina C.L.Brehm, 1831, Falco aegyptius J.F.Gmelin, 1788, Hieraaetus fasciatus (Vieillot, 1822), Milvus migrans (Boddaert, 1783))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "GadmGid is ALB",
 "GadmGid is AND",
 "GadmGid is AUT",
 "GadmGid is BEL",
 "GadmGid is BUL",
 "GadmGid is BIH",
 "GadmGid is BLR",
 "GadmGid is CHE",
 "GadmGid is CYP",
 "GadmGid is CZE",
 "GadmGid is DEU",
 "GadmGid is DNK",
 "GadmGid is ESP",
 "GadmGid is EST",
 "GadmGid is FIN",
 "GadmGid is FRA",
 "GadmGid is GBR",
 "GadmGid is GRC",
 "GadmGid is HRV",
 "GadmGid is HUN",
 "GadmGid is IRL",
 "GadmGid is ISL",
 "GadmGid is ITA",
 "GadmGid is LIE",
 "GadmGid is LTU",
 "GadmGid is LUX",
 "GadmGid is LVA",
 "GadmGid is MCO",
 "GadmGid is MDA",
 "GadmGid is MKD",
 "GadmGid is MLT",
 "GadmGid is MNE",
 "GadmGid is NLD",
 "GadmGid is NOR",
 "GadmGid is POL",
 "GadmGid is PRT",
 "GadmGid is ROU",
 "GadmGid is RUS",
 "GadmGid is SJM",
 "GadmGid is SMR",
 "GadmGid is SRB",
 "GadmGid is SVK",
 "GadmGid is SVN",
 "GadmGid is SWE",
 "GadmGid is TUR",
 "GadmGid is UKR",
 "GadmGid is VAT",
 "GadmGid is XKO"
 ]
 }
 ]
}

 The dataset includes 16104250 records from 4851 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071605-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/xu0xyb
title: A12_23164.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/2c6ec06a-73db-4caa-b57c-9d99c070254a'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/2c6ec06a-73db-4caa-b57c-9d99c070254a
DOI: 10.7910/dvn/7c9hhc
title: A12_23165.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/00f94cea-450a-40f9-a0ec-d8f1ef26a122'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/00f94cea-450a-40f9-a0ec-d8f1ef26a122
DOI: 10.7910/dvn/e5hutt
title: A12_23166.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/cb69e1ee-8451-48f4-9bf1-e329e87a63cb'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/cb69e1ee-8451-48f4-9bf1-e329e87a63cb
DOI: 10.7910/dvn/kbhmbr
title: A12_23168.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/325ee9ea-bfd6-4d71-afe9-11bc653efa7b'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/325ee9ea-bfd6-4d71-afe9-11bc653efa7b
DOI: 10.7910/dvn/c2ynlk
title: A12_23169.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/00ee6588-6560-4829-97bf-65c66937b98e'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/00ee6588-6560-4829-97bf-65c66937b98e
DOI: 10.7910/dvn/3jgbgu
title: A12_23170.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/b941652f-301a-498d-a23b-3134d600b88b'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/b941652f-301a-498d-a23b-3134d600b88b
DOI: 10.7910/dvn/2htboo
title: A12_23171.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/880ff2b0-9d83-49c2-b24a-b992f2eac8a3'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/880ff2b0-9d83-49c2-b24a-b992f2eac8a3
DOI: 10.7910/dvn/n6o83f
title: A12_23172.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/2f1855bb-0019-4e01-9e95-e73be3257f3b'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/2f1855bb-0019-4e01-9e95-e73be3257f3b
DOI: 10.7910/dvn/qsssh3
title: A12_23174.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/25de91aa-9b22-44a0-9d1b-9461b92809ca'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/25de91aa-9b22-44a0-9d1b-9461b92809ca
DOI: 10.5281/zenodo.12805963
title: Membrane modeling results from Surface Evolver

description: Summary

Three sets of membrane shapes of genus 0 generated in Surface Evolver (Brakke, 1992) are published here. 

The first set "ZS" reproduces the shapes that were published in Ziherl & Svetina (2005) (bi-layer energy with fixed integrated mean curvature,  volume and area). In addition we report on energy values and deliver the shapes as .obj-files. The .dmp files are dumps from the Evolver runs, derived from Frickenhaus (2024).

With the same approach, the second set "ST" was created, focusing on axisymmetric stick-like shapes, such as the UnduStick that has been investigated in detail in Frickenhaus & Wölper (2024). 

The third set "SC" deals with a Helfrich-flow energy functional, where instead of setting a mean curvature constraint, spontaneous curvature $H_0$ enters the bending energy functional.

In all three sets energy minimization was done as much as possible, using Newton iteration (hessian_seek) along the surface normals, and gradient decent iterations until energy remained constant. The triangulation was adapted (see command macro gogo in .dmp files) by allowing tangential moves for some steps, equiangulation, vertex averaging, as well as edge length adaptation. File names may indicate non-equilibrium (-ne) or a saddle point (-saddle).

Constraint target values are changed in a step-wise manner, writing out the complete data and macros for restarts after every step in a Surface Evolver dump-file automatically. Macros govu and gocu are for volume and curvature change, respectively. dv and dc are the corresponding volume/ curvature change per govo/ gocu cycle. If the triangulation becomes degenerate narrow, it may lead to automatic popping off (budding), i.e. seperation into two bodies. However, quantities volume, curvature and energy are not split up accordingly. 

The data was created during a project week on Scientific Programming at the University of Bremen, Germany (Mathematics, Summer 2024).

License/ Citation

The data is licensed CC-BY-4.0.

When using the code, please cite appropriatly:

Frickenhaus, S., Parmar, J. M., Mardomkhah, R., & Asadian, P.  (2024). Membrane modeling results from Surface Evolver [Data set]. Zenodo. https://doi.org/10.5281/zenodo.12805964

Contributions

RM and PA created the ZS data; JMP created the ST data, and SF created the SC data.

References

K.A. Brakke (1992) The Surface Evolver. Exp. Math. 1(2) https://dblp.org/db/journals/em/em1.html#Brakke92 141-165

P. Ziherl and S. Svetina (2005), Nonaxisymmetric phospholipid vesicles: Rackets, boomerangs, and starfish. EPL 70 690, doi: 10.1209/epl/i2004-10527-4

S. Frickenhaus, (2024). Exploration of extreme vesicle shapes and their modular structure (1.0). Zenodo. doi: 10.5281/zenodo.11199344

S. Frickenhaus, C. Wölper, (2024). MembraneR - a membrane modeling environment in R (Version 1). Zenodo. doi: 10.5281/zenodo.12721406
DOI: 10.5281/zenodo.12805964
title: Membrane modeling results from Surface Evolver

description: Summary

Three sets of membrane shapes of genus 0 generated in Surface Evolver (Brakke, 1992) are published here. 

The first set "ZS" reproduces the shapes that were published in Ziherl & Svetina (2005) (bi-layer energy with fixed integrated mean curvature,  volume and area). In addition we report on energy values and deliver the shapes as .obj-files. The .dmp files are dumps from the Evolver runs, derived from Frickenhaus (2024).

With the same approach, the second set "ST" was created, focusing on axisymmetric stick-like shapes, such as the UnduStick that has been investigated in detail in Frickenhaus & Wölper (2024). 

The third set "SC" deals with a Helfrich-flow energy functional, where instead of setting a mean curvature constraint, spontaneous curvature $H_0$ enters the bending energy functional.

In all three sets energy minimization was done as much as possible, using Newton iteration (hessian_seek) along the surface normals, and gradient decent iterations until energy remained constant. The triangulation was adapted (see command macro gogo in .dmp files) by allowing tangential moves for some steps, equiangulation, vertex averaging, as well as edge length adaptation. File names may indicate non-equilibrium (-ne) or a saddle point (-saddle).

Constraint target values are changed in a step-wise manner, writing out the complete data and macros for restarts after every step in a Surface Evolver dump-file automatically. Macros govu and gocu are for volume and curvature change, respectively. dv and dc are the corresponding volume/ curvature change per govo/ gocu cycle. If the triangulation becomes degenerate narrow, it may lead to automatic popping off (budding), i.e. seperation into two bodies. However, quantities volume, curvature and energy are not split up accordingly. 

The data was created during a project week on Scientific Programming at the University of Bremen, Germany (Mathematics, Summer 2024).

License/ Citation

The data is licensed CC-BY-4.0.

When using the code, please cite appropriatly:

Frickenhaus, S., Parmar, J. M., Mardomkhah, R., & Asadian, P.  (2024). Membrane modeling results from Surface Evolver [Data set]. Zenodo. https://doi.org/10.5281/zenodo.12805964

Contributions

RM and PA created the ZS data; JMP created the ST data, and SF created the SC data.

References

K.A. Brakke (1992) The Surface Evolver. Exp. Math. 1(2) https://dblp.org/db/journals/em/em1.html#Brakke92 141-165

P. Ziherl and S. Svetina (2005), Nonaxisymmetric phospholipid vesicles: Rackets, boomerangs, and starfish. EPL 70 690, doi: 10.1209/epl/i2004-10527-4

S. Frickenhaus, (2024). Exploration of extreme vesicle shapes and their modular structure (1.0). Zenodo. doi: 10.5281/zenodo.11199344

S. Frickenhaus, C. Wölper, (2024). MembraneR - a membrane modeling environment in R (Version 1). Zenodo. doi: 10.5281/zenodo.12721406
DOI: 10.7910/dvn/mewkvi
title: A12_23175.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/07b80906-aff4-4b76-98c8-64cfaab377a3'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/07b80906-aff4-4b76-98c8-64cfaab377a3
DOI: 10.5517/ccdc.csd.ccwbz5b
title: CCDC 814902: Experimental Crystal Structure Determination

description: Related Article: J. Bould|2024|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.7910/dvn/kiji6z
title: A12_23177.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/a4b51b19-c8bd-4ccd-b852-0afb875c9e33'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/a4b51b19-c8bd-4ccd-b852-0afb875c9e33
DOI: 10.7910/dvn/9t6utu
title: A12_23178.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/f5373879-ad4c-4030-a197-95e458dda2d2'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/f5373879-ad4c-4030-a197-95e458dda2d2
DOI: 10.7910/dvn/5mkzza
title: A12_23179.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/444d3fd5-df1e-469c-8c4e-a4adcfa234b5'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/444d3fd5-df1e-469c-8c4e-a4adcfa234b5
DOI: 10.7910/dvn/iseyws
title: A12_23180.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/b8713ce7-0ad2-4a09-b0e2-596fc6526028'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/b8713ce7-0ad2-4a09-b0e2-596fc6526028
DOI: 10.7910/dvn/eeyeaq
title: A12_23182.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/1972712f-ac8b-4c54-9348-655287540604'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/1972712f-ac8b-4c54-9348-655287540604
DOI: 10.7910/dvn/au5yek
title: A12_23183.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/a6011ce5-3e02-488f-aaf2-f13991b9c3ef'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/a6011ce5-3e02-488f-aaf2-f13991b9c3ef
DOI: 10.25318/3710009301-eng
title: School-age population by living arrangements and age group, inactive

description: Distribution of the school-age population, by age group and living arrangements, Canada and jurisdictions. This table is included in Section A: A portrait of the school-age population: Family Background of the Pan Canadian Education Indicators Program (PCEIP). PCEIP draws from a wide variety of data sources to provide information on the school-age population, elementary, secondary and postsecondary education, transitions, and labour market outcomes. The program presents indicators for all of Canada, the provinces, the territories, as well as selected international comparisons and comparisons over time. PCEIP is an ongoing initiative of the Canadian Education Statistics Council, a partnership between Statistics Canada and the Council of Ministers of Education, Canada that provides a set of statistical measures on education systems in Canada.
DOI: 10.7910/dvn/ckn6hm
title: A12_23185.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/17e95bdb-3568-4192-9665-8b8b4639f6a3'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/17e95bdb-3568-4192-9665-8b8b4639f6a3
DOI: 10.7910/dvn/s88jsi
title: A12_23186.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/c7897c71-417a-4882-81ba-7de4d99ac5fb'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/c7897c71-417a-4882-81ba-7de4d99ac5fb
DOI: 10.7910/dvn/y2k9dz
title: A12_23187.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/e9e75779-e642-4083-bbe8-62a3d6dad40d'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/e9e75779-e642-4083-bbe8-62a3d6dad40d
DOI: 10.7910/dvn/2lpbrt
title: A12_23189.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/756f274d-d711-4036-b27c-0ef2ae393b78'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/756f274d-d711-4036-b27c-0ef2ae393b78
DOI: 10.7910/dvn/4znqr2
title: A12_23190.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/bb2e14e7-d3d7-4250-aaba-3693f0cf2f45'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/bb2e14e7-d3d7-4250-aaba-3693f0cf2f45
DOI: 10.7910/dvn/60srek
title: A12_23192.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/49ecd274-803e-4cf5-837a-05b3fa35bae1'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/49ecd274-803e-4cf5-837a-05b3fa35bae1
DOI: 10.15468/dl.u9xqmy
title: Occurrence Download

description: A dataset listing the 826 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Orthoptera"
 ]
}

 The dataset's 826 records were derived from 169 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029722-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25318/3710009301-fra
title: Population d’âge scolaire, selon la situation dans le ménage et le groupe d’âge, inactif

description: Répartition de la population d'âge scolaire, selon le groupe d'âge et le mode de vie, Canada, provinces et territoires. Ce tableau est présenté dans Section A : Portrait de la population d’âge scolaire : Antécédents familiaux du Programme d’indicateurs pancanadiens de l’éducation (PIPCE). Le PIPCE tire de l’information d’un large éventail de sources de données pour fournir des renseignements sur la population d’âge scolaire, l’éducation primaire, secondaire et postsecondaire, les transitions et les résultats sur le marché du travail, fournissant des indicateurs pour l’ensemble du Canada, les provinces et les territoires, ainsi que certaines comparaisons internationales au fil du temps. Le PIPCE est une initiative en cours du Conseil des statistiques canadiennes de l’éducation, le fruit d’un partenariat entre le Conseil des ministres de l’Éducation (Canada) et Statistique Canada.
DOI: 10.7910/dvn/st50ib
title: A12_23197.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/0348584d-4b68-45fd-89e8-186e15112bac'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/0348584d-4b68-45fd-89e8-186e15112bac
DOI: 10.7910/dvn/6ljpyg
title: A12_23198.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/593ed5f0-471e-47b4-98ba-adf54b0912c5'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/593ed5f0-471e-47b4-98ba-adf54b0912c5
DOI: 10.7910/dvn/lsu8rx
title: A12_23199.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/3780a72b-67cd-43d4-b385-e6050fefec88'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/3780a72b-67cd-43d4-b385-e6050fefec88
DOI: 10.7910/dvn/6x49bf
title: A12_23200.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/8b8326ec-dfb0-4889-a20b-ec2191f29bc1'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/8b8326ec-dfb0-4889-a20b-ec2191f29bc1
DOI: 10.7910/dvn/c1bokz
title: A12_23201.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/342afd38-55be-4193-84b4-e5f45f7329cc'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/342afd38-55be-4193-84b4-e5f45f7329cc
DOI: 10.7910/dvn/ir4pvm
title: A12_23202.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/e03dc9f4-1466-47de-acf9-1b5ff08f0e2b'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/e03dc9f4-1466-47de-acf9-1b5ff08f0e2b
DOI: 10.7910/dvn/gdpnsr
title: A12_23204.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/142e3d1b-0466-4043-bc34-fc3d65b3bdee'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/142e3d1b-0466-4043-bc34-fc3d65b3bdee
DOI: 10.7910/dvn/rrdjp3
title: A12_23205.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/3a7e1498-d498-4998-8747-60781b1f5b8a'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/3a7e1498-d498-4998-8747-60781b1f5b8a
DOI: 10.7910/dvn/dshre7
title: A12_23206.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/b1741d70-4a35-4e77-b2b5-064593b37aa8'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/b1741d70-4a35-4e77-b2b5-064593b37aa8
DOI: 10.7910/dvn/esz9mn
title: A12_23208.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/55fb6305-fd03-48dc-8519-fbdcd14fe465'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/55fb6305-fd03-48dc-8519-fbdcd14fe465
DOI: 10.7910/dvn/ngw8lz
title: A12_23210.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/675277d6-5412-4495-939d-18876ed40843'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/675277d6-5412-4495-939d-18876ed40843
DOI: 10.7910/dvn/gj385i
title: A12_23212.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/f0d5a01c-b1da-41b8-ac3c-e34b7f9c2de4'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/f0d5a01c-b1da-41b8-ac3c-e34b7f9c2de4
DOI: 10.7910/dvn/lx2nel
title: A12_23213.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/9c328ca3-3a82-4d63-b87e-940ae72fc310'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/9c328ca3-3a82-4d63-b87e-940ae72fc310