cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/8e1-tjy-qqg
title: Turbo petholatus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d4d-jjz-aqs
title: Moerella rubicincta (Tryon, 1869)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hj5-4qy-jt6
title: Veneridae Rafinesque, 1815

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wyt-30a-lq4
title: Truncatella subcylindrica (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d6a-2mg-f8m
title: Bythinella dunkeri (Frauenfeld, 1857)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/14j-aey-dhx
title: Steromphala adriatica (R. A. Philippi, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y1q-4de-yn3
title: Talochlamys multistriata (Poli, 1795)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kl7-4x3-e31
title: Tectus pyramis (Born, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lhn-5eh-wx9
title: Neritina squamaepicta (Récluz, 1843)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0e5-8mq-lf3
title: Patella rustica Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ter-9ch-6w7
title: Campeloma decisum (Say, 1817)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2gs-7pq-tpw
title: Littoraria melanostoma (Gray, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lac-7qg-5l1
title: Nerita albicilla Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8st-0tp-rd0
title: Socotora clathratula (Récluz, 1843)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2kw-3sc-8nk
title: Callista chione (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bd1-4gw-arc
title: Nerita undata Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/phg-62g-0hw
title: Bractechlamys corallinoides (A. d'Orbigny, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.c3ccp4
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hyphessobrycon flammeus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 33 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007084-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/1z9-0sq-sng
title: Belgrandiella parreyssii (L. Pfeiffer, 1841)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2lv-21a-lhf
title: Pomatias elegans (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9pb-k4r-jzl
title: Alvania beanii (Hanley, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h3j-tzm-dnd
title: Truncatella Risso, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ame-0ky-10q
title: Cymbula miniata (Born, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/27z-vzy-kvc
title: Tegula funebralis (A. Adams, 1855)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pjm-x52-jkz
title: Calliostoma zizyphinum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rt3-2a7-fc9
title: Cymbula compressa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yxt-apd-4jt
title: Tropidophora fimbriata (Lamarck, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7a8-gdp-kjg
title: Theodoxus fluviatilis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dse-llh-829
title: Littorinidae Children, 1834

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pka-5fs-41z
title: Cochlostoma sardoum (Westerlund, 1890)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9hs-rkh-mf8
title: Photinastoma taeniatum (G. B. Sowerby I, 1825)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mt5-w0s-7tl
title: Cochlostoma Jan, 1830

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/89z-r16-ezj
title: Pseudamnicola macrostoma (Küster, 1853)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1a7-scx-egb
title: Heleobia andicola (A. d'Orbigny, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ran-fv2-1h1
title: Astralium calcar (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/507-j5c-bby
title: Neritina petitii (Récluz, 1841)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7fv-bxf-v6k
title: Hiatella arctica (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/132-dac-krz
title: Pila Röding, 1798

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zse-azx-9eh
title: Calliostoma laugieri (Payraudeau, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/19c-4dt-bwt
title: Diodora ruppellii (G. B. Sowerby I, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.48804/3lflg9
title: Replication Data for Exploring Multi-fidelity Neural Operator for Data-Driven PDE Predictions

description: This data repository contains the replication Data for "Exploring Multi-fidelity Neural Operator for Data-Driven PDE Predictions". There are three files in the repository:
- poisson_original.npz : numpy array data for poisson PDE problem.
- darcy_original.mat : Matrix data for Darcy flow PDE problem.
- darcy_reduced.mat : Matrix data for Reduced-order Darcy flow PDE problem.

The paper is in submission process to the Data-centric Engineering Journal
DOI: 10.3535/gc6-yck-9ny
title: Nodilittorina pyramidalis (Quoy & Gaimard, 1833)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yhl-fx3-kv0
title: Nerita undata Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.3rvgd4
title: Occurrence Download

description: A dataset containing 376568 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Drosera intermedia, Drosera rotundifolia, Drosera linearis, Drosera anglica)"
 ]
}

 The dataset includes 376568 records from 1236 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007033-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/l98-t7b-1zm
title: Umbonium moniliferum (Lamarck, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0lm-dgw-7qd
title: Patelloida striata Quoy & Gaimard, 1834

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kzj-0ep-3br
title: Pleuropoma Möllendorff, 1893

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rc1-gya-l36
title: Nerita undata Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dnn-873-sc8
title: Tropidophora Troschel, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ntx-q93-s5l
title: Turbinidae Rafinesque, 1815

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8mn-r0p-a2p
title: Turbinidae Rafinesque, 1815

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zx4-cgx-eff
title: Nerita yoldii Récluz, 1841

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3f3-jec-5xf
title: Clelandella azorica Gofas, 2005

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cz8-rfj-1mm
title: Phorcus articulatus (Lamarck, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16876764
title: Restraint of cancer cell plasticity by spatial homotypic clustering

description: Data for manuscript Migliozzi et. al "Restraint of cancer cell plasticity by spatial homotypic clustering" Cancer Cell.
DOI: 10.3535/pw2-xpx-j9p
title: Rissoidae Gray, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wb8-e6d-3xm
title: Cyclophoridae J. E. Gray, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hne-3w5-t9q
title: Tosatrochus attenuatus (Jonas, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2n3-v3j-qga
title: Patelloida insignis (Menke, 1843)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/are-lj9-t31
title: Echinolittorina quadricincta (Megerle von Mühlfeld, 1824)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xf7-hsw-7sq
title: Hemitoma octoradiata (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5nz-gsn-9jg
title: Margarites helicinus (Phipps, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q50-qzh-5rd
title: Cittarium pica (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zf4-jyg-q07
title: Phasianella ventricosa Swainson, 1822

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.4yw9wb
title: Occurrence Download

description: A dataset containing 15807119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Collembola, Diplura, Proturana, Oribatidae, Mesostigmata, Astigmatandrus, Pseudoscorpionida, Lumbricidae, Megascolecidae, Oniscidea, Talitridae, Araneae, Chilopoda, Diplopoda, Isopoda, Orthoptera, Blattodeaphagus, Isoptera, Dermaptera, Hemiptera)",
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 15807119 records from 7517 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007062-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112021983
title: Cuneiform Tablet 1913.14.1503, Spurlock 1913.14.1503

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1503; CDLI P421355 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish Gray (5Y 8.5/1.5) Moderate Yellowish Pink (5YR 7/4) ❧ [Physical Object Note:] 4.5 x 3.4 x 1.7 cm (22g)
DOI: 10.15468/dl.dacyns
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zoraptera",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0255764-220831081235567/datasets/export for details.
DOI: 10.15468/dl.yjaft6
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pleurothallis tetragona Luer & R.Escobar"
 ]
}

 The dataset includes 14 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086696-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dd8ruw
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Milvus milvus (Linnaeus, 1758)",
 "HasCoordinate is true",
 "Country is Norway",
 "DatasetKey is Norwegian Species Observation Service",
 "Year is 2015",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 31 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0252569-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112843026
title: Persepolis Fortification Elamite Tablet 0595, PF 0595

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] PF 0595 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on obverse. ❧ [Physical Object Note:] Small cracks on tablet.
DOI: 10.15468/dl.ucnzvm
title: Occurrence Download

description: A dataset containing 2375 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Syzygium australe (J.C.Wendl. ex Link) B.Hyland"
 ]
}

 The dataset includes 2375 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0259156-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3sezma
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pleurothallis tipuloides Luer"
 ]
}

 The dataset includes 43 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086701-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99xbqd
title: Occurrence Download

description: A dataset containing 272 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Stenodactylus petrii Anderson, 1896, Stenodactylus petersii Boulenger, 1885)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 272 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022338-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112046492
title: Cuneiform Tablet 1913.14.0222, Spurlock 1913.14.0222

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0222; CDLI P420604 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish Gray (2.5Y 8/2) ❧ [Physical Object Note:] 3.4 x 3.2 x 1.9 cm (25g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.h4t7yq
title: Occurrence Download

description: A dataset containing 5569 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Continent is Europe",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Betonica hirsuta L."
 ]
}

 The dataset includes 5569 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017769-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112046582
title: Cuneiform Tablet 1913.14.0222, Spurlock 1913.14.0222

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0222; CDLI P420604 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish Gray (2.5Y 8/2) ❧ [Physical Object Note:] 3.4 x 3.2 x 1.9 cm (25g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.7q6g6m
title: Occurrence Download

description: A dataset containing 86726 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-72.0446 41.24231,-71.90664 41.24231,-71.90664 41.29825,-72.0446 41.29825,-72.0446 41.24231))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 86726 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0259155-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rgf9rs
title: Occurrence Download

description: A dataset containing 636 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhinella marina (Linnaeus, 1758)"
 ]
}

 The dataset includes 636 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086697-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112044943
title: Cuneiform Tablet 1913.14.0169, Spurlock 1913.14.0169

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0169; CDLI P420550 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/2) Brownish Pink (5YR 8/3) ❧ [Physical Object Note:] 7.5 x 4.5 x 2.3 cm (82g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.ccuqjt
title: Occurrence Download

description: A dataset containing 1117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Manihot esculenta subsp. esculenta, Manihot esculenta subsp. flabellifolia (Pohl) Cif., Manihot esculenta subsp. peruviana (Mull.Arg.) Allem, Croton guildingii subsp. tiarensis P.E.Berry & Riina)",
 "HasCoordinate is true",
 "Geometry multiPOLYGON (((-114.06120758983682606 25.49678091862471518, -108.65041951298617562 26.9290483507322449, -97.66970253349512632 17.85802128071791017, -99.26111079139238313 25.01935844125554098, -59.6350451697508106 30.58928734389592563, -26.21547175390853113 -14.92498883196547865, -60.43074929869943901 -56.4607443630837551, -75.38998692293361614 -56.4607443630837551, -75.38998692293361614 -56.4607443630837551, -114.06120758983682606 25.49678091862471518)))"
 ]
}

 The dataset includes 1117 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007637-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hcc9bu
title: Occurrence Download

description: A dataset containing 388622 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Prunus avium (L.) L."
 ]
}

 The dataset includes 388622 records from 1563 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0259177-220831081235567/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/14462979
title: Bishkek Real Estate Prices 2025
DOI: 10.5281/zenodo.16400557
title: BMF CP 107: Nigerian Female Business Owners' Financial Access and Business Energy Sufficiency

description: The current study is conducted to examine the following research questions:



How is access to formal finance associated with the business’s energy sufficiency, affordability, and reliability?

Is the relationship between access to formal finance and the business’s energy sufficiency, affordability, and reliability conditional on the business owner being female?

How is access to informal finance associated with the business’s energy sufficiency, affordability, and reliability?

Is the relationship between access to informal finance and the business’s energy sufficiency, affordability, and reliability conditional on the business owner being female?

How is access to friends/family/relatives’ loans associated with the business’s energy sufficiency, affordability, and reliability?

Is the relationship between access to friends/family/relatives’ loans and the business’s energy sufficiency, affordability, and reliability conditional on the business owner being female?


The original dataset was collected by Pelz et al. (2023) and can be found here: https://www.nature.com/articles/s41597-023-02185-0