cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.v8ww2d
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Otopappus tequilanus"
 ]
}

 The dataset includes 121 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002687-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gsdntr
title: Occurrence Download

description: A dataset containing 179961812 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "Year is greater than or equal to 1970"
 ]
}

 The dataset includes 179961812 records from 2522 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002626-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxkck9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Kniphofia albomontana Baijnath",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.628 -23.023,35.6007 -22.9702,35.6007 -23.165,35.628 -23.023))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041029-250525065834625/datasets/export for details.
DOI: 10.15468/dl.hqzspw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aulacoseira subborealis (G.Nygaard) L.Denys, K.Muylaert & K.Krammer, 2003",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((31.8862 -21.3285,30.5701 -20.3186,30.5701 -24.0715,35.5909 -24.0715,35.6007 -24.0157,35.6007 -23.8125,35.4969 -23.7035,35.6007 -23.165,35.6007 -22.9702,35.227 -22.2482,34.6862 -21.6944,34.013 -21.3095,33.5 -21.1593,32.9675 -21.1092,32.4352 -21.1612,31.8862 -21.3285))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041031-250525065834625/datasets/export for details.
DOI: 10.15468/dl.7km9cp
title: Occurrence Download

description: A dataset containing 21295 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Avicennia germinans (L.) L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Human Observation",
 "Year is greater than or equal to 2005"
 ]
}

 The dataset includes 21295 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041030-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5jqw8
title: Occurrence Download

description: A dataset containing 461 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microdon devius (Linnaeus, 1761)"
 ]
}

 The dataset includes 461 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041032-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23728/b2share.30c90da53af54fb49e6bd1ec6fc2b37e
title: Prioritising Infrastructure Investments Based on Agglomeration Externalities: A Methodological Framework with Evidence from Peru [Data set & Code]

description: Dataset accompanying the publication "Prioritising Infrastructure Investments Based on Agglomeration Externalities: A Methodological Framework with Evidence from Peru". The purpose of this research is to propose a methodological framework for strategically prioritising infrastructure investments in areas with significant spatial concentration of economic activity. Such concentration generates agglomeration externalities, positively influencing economic growth and productivity. However, infrastructure investments aimed at reinforcing these externalities often involve equity-efficiency trade-offs, presenting policymakers with challenging resource-allocation decisions. Our framework comprises three sequential stages. The first stage involves identifying geographical patterns of industrial agglomeration through a non-parametric statistical methodology. In the second stage, spatial econometric models are estimated to examine how firm location choices respond to different categories of infrastructure: basic infrastructure (water, sewerage, electricity), accessibility to markets (primarily transport infrastructure), and access to production inputs (education and financial infrastructure). The final stage constructs a typology of high-return areas by integrating the findings from previous stages, aligning infrastructure priorities with industry-specific needs and local infrastructure endowments. Applying this methodology to manufacturing industries in Peru reveals substantial variation in industrial agglomeration patterns, with approximately one-third of industries showing statistically significant clustering. The analysis demonstrates that infrastructure endowments and spatial spillover effects considerably influence firm location decisions. The resulting typology highlights clear infrastructure investment priorities tailored to distinct regional characteristics and agglomeration potentials. The major conclusion drawn is that a systematic, evidence-based methodology enables policymakers to effectively target infrastructure investments, maximising economic returns and mitigating equity-efficiency trade-offs. This approach is particularly valuable in developing countries facing significant infrastructure deficits and resource constraints.
description: Nonparametric distance-based tests and spatial logit models estimated by GMM.
description: How to cite the database (APA style):
Herrera-Catalán, P.; Chasco, C. (2025). Prioritising Infrastructure Investments Based on Agglomeration Externalities: A Methodological Framework with Evidence from Peru [Data set & Code] (doi: https://doi.org/10.23728/b2share.30c90da53af54fb49e6bd1ec6fc2b37e).
Source:
Herrera-Catalán, P.; Chasco, C., Royuela, V. (2025). Prioritising Infrastructure Investments Based on Agglomeration Externalities: A Methodological Framework with Evidence from Peru. Papers in Regional Science. In press.
DOI: 10.15468/dl.qs4edu
title: Occurrence Download

description: A dataset containing 557 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen",
 "SpeciesKey is Anaxyrus exsul (Myers, 1942)"
 ]
}

 The dataset includes 557 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041033-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.baukuk
title: Occurrence Download

description: A dataset containing 250 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microdon major Andries, 1912"
 ]
}

 The dataset includes 250 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041034-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12147853
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.d3tqtc
title: Occurrence Download

description: A dataset containing 338 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microdon miki Doczkal & Schmid, 1999"
 ]
}

 The dataset includes 338 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041035-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8scukb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aulacoseira subborealis (G.Nygaard) L.Denys, K.Muylaert & K.Krammer, 2003",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1586 -33.5889,28.2048 -32.9007,25.5395 -32.9007,25.5395 -34.1098,25.6468 -34.1222,25.7787 -34.0734,25.7098 -33.9109,25.8639 -33.797,26.4806 -33.8473,27.1586 -33.5889))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041036-250525065834625/datasets/export for details.
DOI: 10.15468/dl.hzfd8x
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ornithogalum paludosum Baker",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.0251 -31.3959,30.5701 -30.7329,30.5701 -28.5786,25.5395 -28.5786,25.5395 -32.9007,28.2048 -32.9007,28.5753 -32.6569,29.4902 -31.7517,30.0251 -31.3959))"
 ]
}

 The dataset includes 96 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041037-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99ub9f
title: Occurrence Download

description: A dataset containing 914 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microdon mutabilis (Linnaeus, 1758)"
 ]
}

 The dataset includes 914 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041039-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m2ubck
title: Occurrence Download

description: A dataset containing 180 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spartina alterniflora Loisel.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Human Observation",
 "Year is greater than or equal to 2005"
 ]
}

 The dataset includes 180 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041038-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y995hq
title: Occurrence Download

description: A dataset containing 1340 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen",
 "SpeciesKey is Rhaebo haematiticus (Cope, 1862)"
 ]
}

 The dataset includes 1340 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041040-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wm44n3
title: Occurrence Download

description: A dataset containing 681736 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Danaus plexippus (Linnaeus, 1758)"
 ]
}

 The dataset includes 681736 records from 365 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041021-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k7adpk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aulacoseira subborealis (G.Nygaard) L.Denys, K.Muylaert & K.Krammer, 2003",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((18.2339 -32.5266,18.1411 -32.657,18.1007 -32.7021,18.0224 -32.6366,17.8923 -32.6419,17.754 -32.8255,17.7723 -32.9007,20.509 -32.9007,20.509 -28.5786,16.2782 -28.5786,16.4358 -28.7202,16.726 -29.1235,17.1957 -30.3752,17.6655 -31.1743,18.1322 -31.7679,18.2495 -32.2638,18.2339 -32.5266))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041042-250525065834625/datasets/export for details.
DOI: 10.15468/dl.gg9r5r
title: Occurrence Download

description: A dataset containing 319 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microdon myrmicae Schönrogge, Barr, Wardlaw, Napper, Gardner, Breen, Elmes & Thomas, 2002"
 ]
}

 The dataset includes 319 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041041-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wbap43
title: Occurrence Download

description: A dataset containing 571 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myolepta dubia (Fabricius, 1805)"
 ]
}

 The dataset includes 571 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041045-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bshx22
title: Occurrence Download

description: A dataset containing 10091 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cynoscion nebulosus (Cuvier, 1830)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Human Observation",
 "Year is greater than or equal to 2005"
 ]
}

 The dataset includes 10091 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041046-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2txcyq
title: Occurrence Download

description: A dataset containing 9939 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen",
 "SpeciesKey is Rhinella marina (Linnaeus, 1758)"
 ]
}

 The dataset includes 9939 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041047-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hvz82k
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ornithogalum paludosum Baker",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.5701 -24.0715,25.5395 -24.0715,25.5395 -28.5786,30.5701 -28.5786,30.5701 -24.0715))"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041048-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sjxhj2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aulacoseira subborealis (G.Nygaard) L.Denys, K.Muylaert & K.Krammer, 2003",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((15.6372 -28.0032,16.2782 -28.5786,20.509 -28.5786,20.509 -24.0715,15.4933 -24.0715,15.4945 -24.1257,16.0509 -25.6631,15.6372 -28.0032))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041049-250525065834625/datasets/export for details.
DOI: 10.15468/dl.zgk8jk
title: Occurrence Download

description: A dataset containing 3052 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-84.28359 9.79869,-83.86554 9.79869,-83.86554 10.072,-84.28359 10.072,-84.28359 9.79869))",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 3052 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041050-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m23s9j
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myolepta obscura (Becher, 1882)"
 ]
}

 The dataset includes 31 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041051-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hs2cn4
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myolepta potens (Harris, 1780)"
 ]
}

 The dataset includes 83 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041052-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2exck4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ornithogalum paludosum Baker",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1332 -20.158,25.5395 -23.2724,25.5395 -24.0715,30.5701 -24.0715,30.5701 -20.3186,29.6496 -19.6123,28.947 -19.4003,28.1821 -19.4609,27.6072 -19.7214,27.1332 -20.158))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041055-250525065834625/datasets/export for details.
DOI: 10.15468/dl.vek3wt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aulacoseira subborealis (G.Nygaard) L.Denys, K.Muylaert & K.Krammer, 2003",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((15.4784 -23.4046,15.4933 -24.0715,20.509 -24.0715,20.509 -24.0455,20.0952 -23.5072,19.9968 -23.017,19.7843 -22.5405,19.1988 -21.8785,18.5972 -21.5447,17.8859 -21.3993,17.1626 -21.4805,16.5332 -21.7596,16.1257 -22.0882,15.8234 -22.4662,15.606 -22.8993,15.4784 -23.4046))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041053-250525065834625/datasets/export for details.
DOI: 10.15468/dl.hp5px9
title: Occurrence Download

description: A dataset containing 21295 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Avicennia germinans (L.) L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Human Observation",
 "Year is greater than or equal to 2005"
 ]
}

 The dataset includes 21295 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041054-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u34buf
title: Occurrence Download

description: A dataset containing 141782 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Strigiformes"
 ]
}

 The dataset includes 141782 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041012-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nsst54
title: Occurrence Download

description: A dataset containing 2401 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen",
 "SpeciesKey is Incilius marmoreus (Wiegmann, 1833)"
 ]
}

 The dataset includes 2401 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041056-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15653193
title: UKB genetic variant information (Part 4)

description: ❯ md5sum eas.zip5be588f825f83c0e0f0e6751df4f1276  eas.zip

❯ md5sum csa.zip28eacada0e5854408d91e3678a117329  csa.zip
DOI: 10.5281/zenodo.15653194
title: UKB genetic variant information (Part 4)

description: ❯ md5sum eas.zip5be588f825f83c0e0f0e6751df4f1276  eas.zip

❯ md5sum csa.zip28eacada0e5854408d91e3678a117329  csa.zip
DOI: 10.15468/dl.c2yaek
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myolepta vara (Panzer, 1797)"
 ]
}

 The dataset includes 97 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041057-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.