cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.4121/fc3f2fe7-b1c6-4d11-8604-8b5bc9ed10a8.v1
title: Descriptions of 14 Integrated Home Renovation Service (IHRS) Business Models: A Comparative Business Model Canvas Analysis

description: This dataset contains structured descriptions of <strong>14 Integrated Home Renovation Service (IHRS)</strong> business models collected as part of the research publication <em>“Integrated home renovation services as a means to boost energy renovations for homeowner associations: A comparative analysis of service providers’ business models.”</em>Each business model is analyzed using the <strong>Business Model Canvas</strong> framework to identify how different service providers <strong>create, deliver, and capture value</strong> in the context of multi-apartment building renovations. The dataset enables cross-case comparison between <strong>publicly led and privately led IHRS providers</strong> and highlights patterns in stakeholder collaboration, financing mechanisms, customer segments, and digital support tools.The cases mainly originate from the <strong>Netherlands</strong> and <strong>Belgium</strong>, with additional long-standing PPP examples from <strong>France</strong> and <strong>Austria</strong> to illustrate mature service approaches and support international learning.Additionally, the dataset includes a <strong>comparative analysis</strong> assessing how each business model tackles specific barriers identified in prior research based on literature review and expert focus groups. These barriers include issues related to financing, governance, decision-making, technical complexity, and trust among stakeholders.
DOI: 10.15468/dl.ec32zj
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "TaxonKey is Nhandu coloratovillosus"
 ]
}

 The dataset includes 27 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007853-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/uqdj62
title: iSpot British Isles observations

description: Citizen science observations of wildlife from the British Isles. The project was initially set up to help beginners to identify wildlife but has produced many scientific observations of wildlife from the British Isles and other parts of the world. Some of those who started as beginners have become very knowledgeable in various groups of organisms and help others with identifications. The whole system relies on a reputation system to ensure that identifications are of a high standard.
DOI: 10.5281/zenodo.17481723
title: Dataset for testing

description: Dataset for testing
DOI: 10.5281/zenodo.17481724
title: Dataset for testing

description: Dataset for testing
DOI: 10.5281/zenodo.17481782
title: Quantum Geometrical Molecular Dynamics
DOI: 10.5281/zenodo.17481781
title: Quantum Geometrical Molecular Dynamics
DOI: 10.15468/k6wtc5
title: Données de la quête INPN Espèces : J’ai pêché un poisson endémique de l’Adour-Garonne !

description: Dans le bassin Adour-Garonne, 13 espèces de poisson sont endémiques (c’est-à-dire présent uniquement dans un territoire bien délimité) dont 10 ont été décrite ou revalidée récemment : le Brochet aquitain, le Barbeau méridional, l’Épinochette du Poitou, le Toxostome, la Loche franche espagnole, ainsi que deux espèces de chabots, goujons, vairons et vandoises.<br>

<br>

Ayant une forte valeur patrimoniale, ces espèces méritent d’avoir une politique de gestion adaptée. Or, nous ne connaissons que très peu leur biologie et leur écologie. De même, cette région fait l’objet de repeuplement en espèces exotiques. Par conséquent, nous devons connaître davantage leur véritable distribution.<br>

<br>

Recommandations : une fois capturé, prenez en photo les poissons sur le côté de manière à bien voir les écailles. Pour les deux espèces de chabots, faites également une photo zoomée sur les nageoires pelviennes (ou ventrales). Les photos anciennes sont acceptées. <br>

<br>

Crédit photo : Fédération de pêche du 31
DOI: 10.5281/zenodo.17468000
title: Building-Level Slum Prevalence Indicators Aggregated to 100-Meter Grids in Kenyan Cities

description: This dataset provides 100-meter resolution maps of slum prevalence across four major Kenyan cities: Nairobi, Mombasa, Nakuru, and Kisumu.

The estimates are derived from a Random Forest (RF) model trained on building-level features, including morphological, spectral, distance-based(proximity), and topographic features obtained from open data.

Each grid cell reports the number and area of predicted slum buildings, together with total building counts and corresponding ratios. The dataset and RF model offer an open, scalable, transferable approach on detecting slum areas and futhur contribute to research on urban poverty and sustainability.
DOI: 10.5281/zenodo.17210719
title: Building-Level Slum Prevalence Indicators Aggregated to 100-Meter Grids in Kenyan Cities

description: This dataset provides 100-meter resolution maps of slum prevalence across four major Kenyan cities: Nairobi, Mombasa, Nakuru, and Kisumu.

The estimates are derived from a Random Forest (RF) model trained on building-level features, including morphological, spectral, distance-based(proximity), and topographic features obtained from open data.

Each grid cell reports the number and area of predicted slum buildings, together with total building counts and corresponding ratios. The dataset and RF model offer an open, scalable, transferable approach on detecting slum areas and futhur contribute to research on urban poverty and sustainability.
DOI: 10.15468/bcuhep
title: DEMNA-DNE : Exotic animal occurrences in Wallonia, Belgium

description: "DEMNA-DNE : Exotic animal occurrences in Wallonia, Belgium" is a presence-only dataset, aggregating non-native fauna occurrences from various data sources maintained by the Département de l’Étude du Milieu Naturel et Agricole (SPW – DGARNE - DEMNA).
Original data sources compiled (listed below) are heterogeneous in the sense that they result from surveys performed by a variety of actors : Department officers, citizen observations, external partners. Geo-referencing should be carefuly done considering the term ‘FootprintWKT’ when given, as the dataset includes both grid-derived and point data.
Main original data sources gathered are the following :
"Encodage en ligne OFFH" is the core encoding module of the Département de l’Étude du Milieu Naturel et Agricole (SPW – DGARNE - DEMNA). This encoding tool (http://observatoire.biodiversite.wallonie.be/encodage) is used by the department's officers, but also by third-party users registered in the system.
"Enquêtes OFFH" are variants of the previous tool, specifically dedicated to survey exotic or invasive species. These specific surveys, set up by the Cellule interdépartementale Espèces invasives (CiEi), are open to the general public and can be found at :http://observatoire.biodiversite.wallonie.be/enquetes .
"Ecrevisses invasives" is a set of exotic crayfish data compiled and shared by Roger Cammaerts as part of the monitoring of crayfish populations in Wallonia.
All records have been validated by the department experts based on a set of rules relying on pictures, the observer’s taxonomic expertise, ecological relevance or additional information requested to the observer (see DC term :IdentificationVerificationStatus). Please notice that since 2022, the Early Warning dataset [DOI10.15468/dc2dyg] allows daily-updated access to some invasive species records and should be considered as complementary to this present dataset, without duplicates.
This dataset content is under a CC-BY license. Please make sure to quote the Département de l’Étude du Milieu Naturel et Agricole (SPW – DGARNE - DEMNA) if you make any use of the data.
Please contact the department for additional information about the dataset or about our biodiversity/IAS related activities. Returns and comments are highly appreciated.
DOI: 10.15468/dl.82dgdd
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Sium medium"
 ]
}

 The dataset includes 29 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007855-251025141854904/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/13553670
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.15468/fhrunt
title: Upper Murrumbidgee Waterwatch

description: The Waterwatch program is a partnership between the ACT government and a large number of amazing volunteer community groups and individuals who set aside a small amount of time each month to collect a range of water quality data at over 320 sites established throughout the region.

Information collected by volunteers contributes to our understanding of the health of the catchments and is a way of monitoring the effects of changes in land management practices.

Data is collected using standard equipment and methods and volunteers are trained in their use to ensure that results are consistent and comparable.
DOI: 10.15468/dl.5bj72c
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Euonymus semenovii"
 ]
}

 The dataset includes 35 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007857-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qbaswb
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Doronicum turkestanicum"
 ]
}

 The dataset includes 16 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007858-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/tuh3ib
title: Replication Data for: Activism and the Electoral Participation of Women

description: Replication package for "Activism and the Electoral Participation of Women." See the Readme document, paper, and appendix for guidance.
DOI: 10.15468/dl.778mk3
title: Occurrence Download

description: A dataset containing 152957 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Indigofera",
 "HasCoordinate is true"
 ]
}

 The dataset includes 152957 records from 906 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007811-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/b7xtst
title: Replication Data for Educational Networks, Social Closure, and Cleavage Stabilization

description: Dataset combining online survey data on social networks, political attitudes, social identities, and voting preferences from respondents in Germany, Switzerland, and the UK. Do File contains replication code for article and supplementary analyses.
DOI: 10.15468/dl.vza7a9
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sus cebifrons"
 ]
}

 The dataset includes 68 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007861-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uausec
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Juncus turkestanicus"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007862-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/jdk7pk
title: Données de la quête INPN Espèces : A la recherche de la Nébrie des sables !

description: La Nébrie des sables est un carabe qui se trouve exclusivement sur l’estran sableux et dont les populations ont drastiquement diminué ces 40 dernières années (nettoyage des plages, surfréquentation du littoral). Autrefois présente sur presque tout le long de la côte atlantique continentale française, cette espèce ne subsiste plus que sur quelques îles bretonnes et une île vendéenne, ainsi que sur une station dans le nord Finistère. Après la réalisation d'une synthèse sur la répartition de la Nébrie des sables en France, l’entomologiste Thibault Ramage étudie les populations restantes dans un but de conservation de cette espèce caractéristique et emblématique de l’estran.

L'habitat de la Nébrie des sables est fragile et partagé par d'autres espèces rares et menacées, merci de minimiser les perturbations du milieu lors des prospections.

Les données rétrospectives (y compris provenant des collections) intéressent également.
DOI: 10.7910/dvn/pf8cwd
title: Replication Data for: Seeking Opportunity in the Knowledge Economy: Moving Places, Moving Politics?

description: The rise of the knowledge economy draws workers toward concentrated skill clusters and creates political conflicts between urban high-opportunity areas and rural and suburban areas of lower dynamism. We advance the existing literature with a dynamic perspective by studying the political consequences of a structural pull into destinations that are typically more progressive than the places of origin. We create an innovative, multidimensional `opportunity map' at the NUTS-3 level in Germany and merge this novel index with individual-level panel data to assess the political implications of residential relocation. Our findings consistently show that moving to opportunity results in stronger political integration, more left-leaning self-identification, and lower support for far-right parties. This article therefore underscores the role of structural change and internal migration in shaping political polarization: While economically motivated relocations to opportunity-rich destinations create significant progressive potential in knowledge hubs, the ongoing pull into thriving areas exacerbates resentments in low-opportunity places.
DOI: 10.15468/dl.5ksr8a
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Tripogon chinensis"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007863-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u6zbnz
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Elymus gmelinii"
 ]
}

 The dataset includes 73 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007864-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/ejb47y
title: Roadkill

description: These are the data on roadkilled vertebrates from the citizen science project Roadkill (https://roadkill.at/en/) collected in the years 2014-2023, which correspond to quality level 1. Quality level 2 data are published via Zenodo and can be found here: https://zenodo.org/record/5878813#.YegX2y9Xb0o.A description of the data collection method can be found here: https://www.nature.com/articles/s41597-022-01599-6Every other day, data entered into the Roadkill project were validated by members of the project team to correct incorrect or inconsistent entries via the backend of the website or, if the record cannot be corrected, to delete the record. Correction of data was done (i) by the project team itself when errors were obvious (e.g., animal in the submitted image does not match the species identification listed) or (ii) by the participants themselves after being informed by the project team that a correction is needed (e.g., if the roadkill is not on a road). Since the participants collected the data during their daily routine, the submitted data are so-called presence-only data.To ensure the quality of the data, we used a stepwise selection process that allowed us to classify the submitted data into three quality levels at the end of this process:Quality Level 1: Records with correct species identification (either by experts or by images) and consistent data.
Quality level 2: Records with consistent data, but no possible validation of the species
 Deleted: records with inconsistent data and no possible validation of the speciesWe thank all the citizen scientists who reported the data and helped identify the species. Without the voluntary work of the citizen scientists this project would not be possible.
DOI: 10.7910/dvn/lpsubc
title: Replication Data for: Do More Disaggregated Electoral Results Deter Aggregation Fraud?

description: This replication folder includes all data and computer files needed to reproduce the results from the paper "Do More Disaggregated Electoral Results Deter Aggregation Fraud?"
DOI: 10.15468/j72xj4
title: Données de la quête INPN Espèces : 24 heures de la biodiversité à Missillac

description: Dans le cadre des Atlas de la Biodiversité lancés par le Parc Naturel Régional de Brière, un évènement « les 24 heures de la biodiversité » se tiendra les 13, 14 et 15 mai sur la commune de Missillac (44780). L’objectif de l’évènement est d’inventorier un maximum d’espèces (faune, flore et fonge) tous groupes confondus durant ces jours. Les visiteurs sont invités à participer à cet inventaire éclair à travers cette quête.<br>

Les données seront ensuite valorisées sur le site internet du Parc, le site internet de Missillac ainsi qu’au sein de divers documents de communication et seront référencées dans l’Inventaire National du Patrimoine Naturel (INPN). Les résultats seront également visibles au sein de l’Observatoire de la Biodiversité du Parc naturel régional de Brière.
DOI: 10.15468/dl.yw63r7
title: Occurrence Download

description: A dataset containing 1827 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chaerephon pusillus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 }
 ]
}

 The dataset includes 1827 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007866-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/thjkmi
title: Replication Data for: Defending the Status Quo? How Reelection Shapes Criminal Collusion in Mexico

description: This dataset contains the replication materials for the article "Defending the Status Quo? How Reelection Shapes Criminal Collusion in Mexico", published in the British Journal of Political Science. The study examines how the introduction of mayoral reelection in Mexico increased violence against non-incumbent local candidates in high-crime areas and increased longer-term collusion with criminal organizations in these municipalities. The replication package includes the final cleaned datasets used in the analyses (.csv format), covering municipalities across Mexico from 2012 to 2023; code scripts (.R) that reproduce all tables and figures in the published article; documentation files, including a ReadMe describing data sources, variable definitions, and reproduction steps. Original raw data were obtained from national and local newspapers, INEGI, ENCIG, the ASF, Magar (2018), Data Cívica, México Evalúa y Animal Político (2024), and Esberg (2025), and processed to match the specifications described in the paper.
DOI: 10.15468/yy35dm
title: Données de l'Observatoire des Mammifères marins de l'Archipel Guadeloupéen - Observatoire des Mammifères marins de l'Archipel Guadeloupéen. Suivi Dauphins Les Saintes

description: Suivi de Grand dauphin Tursiops truncatus entre 2012 et 2015 sur l'île des Saintes.

Ce jeu a contribué à l'atlas des Mammifères marins publié en 2016.
DOI: 10.15468/dl.zzpy2v
title: Occurrence Download

description: A dataset containing 154271 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-11.84958 6.51092,64.35947 6.51092,64.35947 33.02838,-11.84958 33.02838,-11.84958 6.51092))",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 154271 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007843-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/ckqdwq
title: Données de la quête INPN Espèces : Où sont passés les Pélodytes normands ?

description: L’Observatoire Batracho-Herpétologique Normand (OBHeN) a lancé en 2022 le programme « amphibiens et reptiles en péril », dans le but de mieux connaître et protéger les espèces les plus vulnérables de ces groupes en Normandie. Parmi celles-ci, le Pélodyte ponctué ou <i>Pelodytes punctatus</i> (Daudin, 1803), petit crapaud mesurant de 3,5 à 4,5 cm des prairies humides, du littoral et des bords de Seine, a disparu de près de 40% de ses stations historiques connues.<br>

<br>

Pour le reconnaître, notez son dos gris/verdâtre parsemé de grandes tâches verruqueuses vertes et ses membres fins et allongés. Un autre élément à remarquer typique du Pélodyte ponctué est sa pupille fendue verticalement en forme de goutte inversée. Vous trouverez ses œufs sous forme de « grappes » enroulées autour de la végétation. Vous pourrez également entendre son grincement discret le soir entre mars et début mai, ressemblant à « des boules de pétanques qui s’entrechoquent ».<br>

<br>

Nous recherchons donc toute observation de l’espèce en Normandie, pour vérifier sa présence dans les mailles où il est connu, celles où il est « supposé disparu » ou dans de nouveaux secteurs.
DOI: 10.5517/ccdc.csd.cc2n03jb
title: CCDC 2442971: Experimental Crystal Structure Determination

description: Related Article: Hao Liu, Harrison M. Scott, Binzhou Lin, Xiaolong Huang, Mark D. Smith, Ken D. Shimizu|2025|Chemical Science|16|17772|doi:10.1039/d5sc02852c
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: 10.15468/dl.xs85nc
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "TaxonKey is Nhandu chromatus"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007867-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/e61myr
title: Données 2016 de l'Observatoire de la Biodiversité des Forêts

description: Le jeu de données concerne toutes les observations acquises au cours de l’année 2016 et validées par le MNHN-SPN.