cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17043595
title: Rapid and Interpretable Protein Contact Map Prediction Using a Pattern-Matching Strategy

description: Data and Scripts Repository of our paper "Rapid and Interpretable Protein Contact Map Prediction Using a Pattern-Matching Strategy"

Protein sequence determines the structure, function, and dynamics of a protein. In recent years, enormous progress has been made in translating sequence information into structural information using machine learning approaches. However, because of the underlying methodology, it is an immense computational challenge to extract this information from the ever-increasing number of sequences. In the present study, we show that it is possible to create two-dimensional contact maps from sequences, for which only a few exemplary structures are available on a laptop without the need for GPUs or high-performance computing clusters. This is achieved by using a pattern matching approach. The resulting contact maps largely reflect the interactions in the three-dimensional structures. The validity of our method was tested on the 25 protein domains, with abundant structural data, achieving correlations of 0.73-0.94 between predicted and experimental contact maps. To demonstrate broader applicability, we further validated our approach on 7,599 poorly annotated sequences using homologous structural templates, achieving a mean F1-score of 0.609 ± 0.095 and mean accuracy of 0.954 ± 0.036 when compared against high-confidence AlphaFold structures. These results demonstrate that our pattern matching approach maintains robust performance even when relying on a small number of structural templates.

Contents

Benchmark Data, Running and Analysis scripts

Curated datasets for the two-tier benchmark validation-25 protein domains with abundant structural data-7,599 poorly annotated sequences with homologous structural templates(25_domains.tar.gz) (Poorly_annotated_sequences.tar.gz)

--Core algorithm scripts: Implementation of the pattern-matching approach for contact map prediction--Benchmark analysis scripts: Tools to run and analyze the two-tier benchmarks--Performance evaluation: Scripts for calculating statistical values (correlations, F1-scores, and accuracy metrics etc)

Supplementary Materials(SUPPLEMENTARY.tar.gz)

-All supplementary tables and figures referenced in the paper

Sample Predictions

(Sample_run_using_jackhmmer_online.tar.gz, Sample_run_using_jackhmmer_from_cluster.tar.gz, Archaea_samples.tar.gz)

-Contact map predictions for unreviewed(unnamed) archaeal samples--Comparative analysis with AlphaFold predicted structures-JackHMMER integration: Scripts for running JackHMMER both on computing clusters and online
DOI: 10.25549/inscriptifact-ouc112038177
title: Cuneiform Tablet 1913.14.1691, Spurlock 1913.14.1691

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1691; CDLI P421542 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Dark Gray (N 3.75/ 10.4% R) -discoloration Yellowish Gray (10YR 8.5/2) ❧ [Physical Object Note:] 3.3 x 2.3 x 1.6 cm (11 g)
DOI: 10.15468/dl.uujjpu
title: Occurrence Download

description: A dataset containing 1745 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Halerpestes sarmentosus (Adams) Kom."
 ]
}

 The dataset includes 1745 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0237128-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112038158
title: Cuneiform Tablet 1913.14.1691, Spurlock 1913.14.1691

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1691; CDLI P421542 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Dark Gray (N 3.75/ 10.4% R) -discoloration Yellowish Gray (10YR 8.5/2) ❧ [Physical Object Note:] 3.3 x 2.3 x 1.6 cm (11 g)
DOI: 10.15468/dl.rhd8ve
title: Occurrence Download

description: A dataset containing 6690 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Akebia trifoliata (Thunb.) Koidz.",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 6690 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0266179-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9sb96j
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "TaxonKey is Neocrex erythrops (P.L.Sclater, 1867)"
 ]
}

 The dataset includes 24 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189846-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdagjv
title: Occurrence Download

description: A dataset containing 2264 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alouatta macconnelli Elliot, 1910"
 ]
}

 The dataset includes 2264 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0229549-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112038055
title: Cuneiform Tablet 1913.14.1691, Spurlock 1913.14.1691

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1691; CDLI P421542 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Dark Gray (N 3.75/ 10.4% R) -discoloration Yellowish Gray (10YR 8.5/2) ❧ [Physical Object Note:] 3.3 x 2.3 x 1.6 cm (11 g)
DOI: 10.15468/dl.2y2zhp
title: Occurrence Download

description: A dataset containing 8169589 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is UK Butterfly Monitoring Scheme (UKBMS)"
 ]
}

 The dataset includes 8169589 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268363-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pab6r6
title: Occurrence Download

description: A dataset containing 329 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gongylocarpus rubricaulis Cham. & Schltdl."
 ]
}

 The dataset includes 329 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231880-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112038179
title: Cuneiform Tablet 1913.14.1691, Spurlock 1913.14.1691

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1691; CDLI P421542 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Dark Gray (N 3.75/ 10.4% R) -discoloration Yellowish Gray (10YR 8.5/2) ❧ [Physical Object Note:] 3.3 x 2.3 x 1.6 cm (11 g)
DOI: 10.15468/dl.72mky8
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Molluscs of the Gothenburg Natural History Museum (GNM)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Vertigo geyeri Lindholm, 1925"
 ]
}

 The dataset includes 30 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189847-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jee8w8
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((3.09918 41.95585,3.23912 41.95585,3.23912 42.10574,3.09918 42.10574,3.09918 41.95585))",
 "TaxonKey is Hyla meridionalis Boettger, 1874"
 ]
}

 The dataset includes 69 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0248754-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112032078
title: Cuneiform Tablet 1913.14.1652, Spurlock 1913.14.1652

description: [Text Description:] Document concerning property ❧ [Text or Publication Number Note:] Spurlock 1913.14.1652; CDLI P421503 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Medium Gray (N 5.75/ 27.2% R) -discoloration Yellowish White (10YR 9/2) ❧ [Physical Object Note:] 5.9 x 4.5 x 2 cm (53 g)
DOI: 10.15468/dl.s8uhwe
title: Occurrence Download

description: A dataset containing 3934 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pleurolobus gangeticus (L.) J.St.-Hil. ex H.Ohashi & K.Ohashi",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 3934 records from 144 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0261748-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a8d8zs
title: Occurrence Download

description: A dataset containing 181890 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "OccurrenceStatus is Present",
 "TaxonKey is Galerida cristata (Linnaeus, 1758)",
 "Year 2012-2023"
 ]
}

 The dataset includes 181890 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0244541-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w8kj5b
title: Occurrence Download

description: A dataset listing the 113 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Especies de peces introducidas en aguas continentales de México. Catálogo y manuscrito"
 ]
}

 The dataset's 113 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189841-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112032171
title: Cuneiform Tablet 1913.14.1652, Spurlock 1913.14.1652

description: [Text Description:] Document concerning property ❧ [Text or Publication Number Note:] Spurlock 1913.14.1652; CDLI P421503 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Medium Gray (N 5.75/ 27.2% R) -discoloration Yellowish White (10YR 9/2) ❧ [Physical Object Note:] 5.9 x 4.5 x 2 cm (53 g)
DOI: 10.15468/dl.xm6pd2
title: Occurrence Download

description: A dataset containing 805 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gentiana thunbergii (G.Don) Griseb."
 ]
}

 The dataset includes 805 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225905-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112032049
title: Cuneiform Tablet 1913.14.1652, Spurlock 1913.14.1652

description: [Text Description:] Document concerning property ❧ [Text or Publication Number Note:] Spurlock 1913.14.1652; CDLI P421503 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Medium Gray (N 5.75/ 27.2% R) -discoloration Yellowish White (10YR 9/2) ❧ [Physical Object Note:] 5.9 x 4.5 x 2 cm (53 g)
DOI: 10.15468/dl.76mfta
title: Occurrence Download

description: A dataset containing 360 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Saraca asoca (Roxb.) W.J.de Wilde",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 360 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0261749-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6k9qe
title: Occurrence Download

description: A dataset containing 17055 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Regulus ignicapilla (Temminck, 1820)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2022",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 17055 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0259430-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8kk4dp
title: Occurrence Download

description: A dataset containing 734968 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Peromyscus Gloger, 1841"
 ]
}

 The dataset includes 734968 records from 260 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225918-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gd2ug9
title: Occurrence Download

description: A dataset containing 501 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Occurrence records of small and medium sized mammal species in Tana River Basin, Kenya"
 ]
}

 The dataset includes 501 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0203423-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112032133
title: Cuneiform Tablet 1913.14.1652, Spurlock 1913.14.1652

description: [Text Description:] Document concerning property ❧ [Text or Publication Number Note:] Spurlock 1913.14.1652; CDLI P421503 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Medium Gray (N 5.75/ 27.2% R) -discoloration Yellowish White (10YR 9/2) ❧ [Physical Object Note:] 5.9 x 4.5 x 2 cm (53 g)
DOI: 10.15468/dl.usd3eu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atractus medusa Passos, Mueses-Cisneros, Lynch & Fernandes, 2009"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0279696-210914110416597/datasets/export for details.
DOI: 10.25549/inscriptifact-ouc112032053
title: Cuneiform Tablet 1913.14.1652, Spurlock 1913.14.1652

description: [Text Description:] Document concerning property ❧ [Text or Publication Number Note:] Spurlock 1913.14.1652; CDLI P421503 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Medium Gray (N 5.75/ 27.2% R) -discoloration Yellowish White (10YR 9/2) ❧ [Physical Object Note:] 5.9 x 4.5 x 2 cm (53 g)
DOI: 10.15468/dl.tm9mjm
title: Occurrence Download

description: A dataset containing 8092 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Higher Plant Collections of the Lagos University Herbarium (LUH): Families A - Z"
 ]
}

 The dataset includes 8092 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0249191-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a9w5xp
title: Occurrence Download

description: A dataset containing 11987804 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Dutch Vegetation Database"
 ]
}

 The dataset includes 11987804 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222648-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bs9t29
title: Occurrence Download

description: A dataset containing 629 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "TaxonKey is Begonia L."
 ]
}

 The dataset includes 629 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268369-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112035507
title: Cuneiform Tablet 1913.14.1678, Spurlock 1913.14.1678

description: [Text Description:] Document concerning a donkey ❧ [Text or Publication Number Note:] Spurlock 1913.14.1678; CDLI P421529 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/1.5) Dark Gray (N 4/ 12.0% R) ❧ [Physical Object Note:] 5 x 3.6 x 1.9 cm (32 g)
DOI: 10.15468/dl.tz6mv4
title: Occurrence Download

description: A dataset containing 171 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gentiana tibetica King ex Hook.fil."
 ]
}

 The dataset includes 171 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225911-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5q6upb
title: Occurrence Download

description: A dataset containing 55595 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pelophylax lessonae (Camerano, 1882)"
 ]
}

 The dataset includes 55595 records from 454 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0244549-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112035622
title: Cuneiform Tablet 1913.14.1678, Spurlock 1913.14.1678

description: [Text Description:] Document concerning a donkey ❧ [Text or Publication Number Note:] Spurlock 1913.14.1678; CDLI P421529 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/1.5) Dark Gray (N 4/ 12.0% R) ❧ [Physical Object Note:] 5 x 3.6 x 1.9 cm (32 g)
DOI: 10.15468/dl.fmmnga
title: Occurrence Download

description: A dataset containing 10869 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-15.28147 28.08824,55.28726 28.08824,55.28726 56.33165,-15.28147 56.33165,-15.28147 28.08824))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Canis aureus Linnaeus, 1758"
 ]
}

 The dataset includes 10869 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268370-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qchuj5
title: Occurrence Download

description: A dataset containing 23296 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Côte d’Ivoire",
 "IucnRedListCategory is one of (CR, EN, VU, NT, EW, EX)"
 ]
}

 The dataset includes 23296 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225912-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e37v73
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((68.994716 23.425344, 68.91818499999999 23.419767, 68.843558 23.403176, 68.772688 23.375981, 68.707334 23.33886, 68.649113 23.292734, 68.599463 23.238747, 68.559601 23.178237, 68.530501 23.112702, 68.512866 23.04376, 68.507114 22.973114, 68.513367 22.902504, 68.531453 22.833667, 68.560911 22.768295, 68.60100300000001 22.70799, 68.650733 22.654231, 68.70887399999999 22.608333, 68.77399800000001 22.571417, 68.84451 22.544386, 68.91868599999999 22.527899, 68.994716 22.522358, 69.070746 22.527899, 69.14492199999999 22.544386, 69.215434 22.571417, 69.280558 22.608333, 69.33869900000001 22.654231, 69.388429 22.70799, 69.428521 22.768295, 69.45797899999999 22.833667, 69.47606500000001 22.902504, 69.48231800000001 22.973114, 69.47656600000001 23.04376, 69.45893100000001 23.112702, 69.42983099999999 23.178237, 69.38996899999999 23.238747, 69.34031899999999 23.292734, 69.282098 23.33886, 69.21674400000001 23.375981, 69.14587400000001 23.403176, 69.071247 23.419767, 68.994716 23.425344))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 62 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000532-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/xnd-ey4-vml
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gyw-pgd-dht
title: Parathelges aniculi (Whitelegge, 1897)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k07-aca-nqr
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8pa-5ve-qjy
title: Stegias andronophoros Nierstrasz & Brender à Brandis, 1923

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2bh-x56-53d
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.25346/s6eecgix/5wipta
title: plane_4.jpg
DOI: 10.25346/s6eecgix/dgodg0
title: plane_3.jpg
DOI: 10.25346/s6eecgix/f06mi1
title: plane_2.jpg
DOI: 10.25346/s6eecgix/aydfsp
title: plane_1.jpg
DOI: 10.25346/s6eecgix/reu5eu
title: plane_0.jpg
DOI: 10.25346/s6eecgix/43i7rl
title: plane_2.jpg
DOI: 10.25346/s6eecgix/c0oy5y
title: plane_1.jpg
DOI: 10.25346/s6eecgix/4adoao
title: plane_0.jpg
DOI: 10.25346/s6eecgix/zwxtdc
title: materials.png