cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15922781
title: Data for GIS-based rural electrification planning in Nigeria with OnSSET and other related data

description: This dataset consists of GIS data (raster and vector) as well as other related data used in conducting a GIS-based rural electrification planning study in Nigeria. The actual study focused on sub-national territories, i.e. states covered by the Kaduna Electricity Distribution Company (KEDCo). However, most of the raster data covers the whole of Nigeria. We specifically include datasets on the medium voltage distribution lines in the KEDCo area. These datasets have been sourced from diverse sources, and the sources of the data are included in previous publications such as:

(i) Isihak, S., Akpan, U., & Bhattacharyya, S. (2025). Prioritizing Projects in Rural Electrification Planning: Integrating MAUT with OnSSET. Energy Strategy Reviews, upcoming.

(ii)  Isihak, S. R., 2023. Achieving universal electricity access in line with SDG7 using GIS-based Model: An application of OnSSET for rural electrification planning in Nigeria. Energy Strategy Reviews, Volume 45, p. 101021.

(iii) Isihak, S., Akpan, U., & Bhattacharyya, S. (2022). Evolution of GIS-based rural electrification planning models and an application of OnSSET in Nigeria. Renewable and Sustainable Energy Transition, 2, 100019.

This is the revised version of this dataset: https://doi.org/10.5281/zenodo.15265285. Some files and folders have been deleted from the initial dataset to reduce its size.

Specifically, the data set includes the following:

(a) Administrative Boundaries: Kaduna Electricity Distribution Company, Nigeria (Admin Level 0, Level 1, Level 2) - This was obtained from GADM (multipolygon vectors)

(b) Locations of educational institutions in Nigeria - from GRID3 (Point vector)

(c) Elevation (raster)

(d) Global Horizontal Irradiation

(e) Location of health facilities in Nigeria - from GRID3 (point vector)

(f) High Voltage Lines (Existing) - line vector from Transmission Company of Nigeria

(g) Points that are suitable for small hydroelectric power plants - point vector 

(h) Land cover (raster)

(i) Medium Voltage Lines (Existing) - line vector from Kaduna Electricity Distribution Company

(j) Night time light for Nigeria - raster

(k) Electoral polling units (voting points) in the KEDCo coverage area (2019 data)

(l) Power stations (point vector)

(m) Service Transformers in the KEDCo coverage area

(n) Travel hours (raster)

(o) Wind speed (raster)
DOI: 10.15468/dl.za9bkn
title: Occurrence Download

description: A dataset containing 141 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oeceoclades maculata",
 "Country is Cuba",
 "HasCoordinate is true"
 ]
}

 The dataset includes 141 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000197-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15041167
title: Revised evaluation artifact for the Modelizer framework described in "Learning Program Behavioral Models from Synthesized Input-Output Pairs"

description: This package contains the revised evaluation artifact for Modelizer - a framework for learning models from BlackBox systems using Input-Output examples.


It consists of the following zip archives:




train.zip: synthetic data used for the model training

test.zip: synthetic and extracted real data used for the model evaluation 

eval.zip: evaluation results (experiment results and notebooks with the analysis of the results)

eval_llm.zip: evaluation results for experiments with LLMs

models.zip: all the models that were trained during the experiments

llm_fine_tuned_models.zip: weights of fine-tuned the LLMs

llm.zip: subset of training data for experiments with LLMs

plots.zip: plots of the evaluation results and code to generate them



You can find the framework implementation and usage instructions at https://github.com/2ral/Modelizer
DOI: 10.5281/zenodo.15041168
title: Revised evaluation artifact for the Modelizer framework described in "Learning Program Behavioral Models from Synthesized Input-Output Pairs"

description: This package contains the revised evaluation artifact for Modelizer - a framework for learning models from BlackBox systems using Input-Output examples.


It consists of the following zip archives:




train.zip: synthetic data used for the model training

test.zip: synthetic and extracted real data used for the model evaluation 

eval.zip: evaluation results (experiment results and notebooks with the analysis of the results)

eval_llm.zip: evaluation results for experiments with LLMs

models.zip: all the models that were trained during the experiments

llm_fine_tuned_models.zip: weights of fine-tuned the LLMs

llm.zip: subset of training data for experiments with LLMs

plots.zip: plots of the evaluation results and code to generate them



You can find the framework implementation and usage instructions at https://github.com/2ral/Modelizer
DOI: 10.3535/gx7-nm4-jed
title: Indeterminatae-dicot

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/jtq-b0w-d2v
title: Indeterminatae-dicot

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.15468/dl.v36jnx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fimbristylis ferruginea compacta, Fimbristylis ferruginea decomposita, Fimbristylis ferruginea ferruginea, Fimbristylis ferruginea foliata, Fimbristylis ferruginea sieberiana, Fimbristylis ferruginea boiviniana, Fimbristylis ferruginea compacta, Fimbristylis ferruginea ferruginea, Fimbristylis ferruginea foliata, Fimbristylis ferruginea sieberiana)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000198-250717081556266/datasets/export for details.
DOI: 10.21227/v15a-fa41
title: "Datasets for FedCAMD Cross-Attention Driven Misleading Knowledge Filtering via Proxy Outlier Detection in Federated Distillation"

description: "dataset"
DOI: 10.15468/dl.p4ar9d
title: Occurrence Download

description: A dataset containing 652 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Gnetum africanum"
 ]
}

 The dataset includes 652 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000199-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.96jgqh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oeceoclades maculata",
 "Country is Saint Lucia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000201-250717081556266/datasets/export for details.
DOI: 10.15468/dl.jwxjka
title: Occurrence Download

description: A dataset containing 314 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oeceoclades maculata",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 314 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000200-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/fw1-wj1-g2q
title: Rumex angustifolius Campd.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.5281/zenodo.16025765
title: COVID-ARE-Konsultationsinzidenz

description: Zur Einschätzung der Krankheitslast symptomatischer Atemwegsinfektionen im ambulanten Bereich wird die Inzidenz der Arztbesuche wegen einer akuten respiratorischen Erkrankung mit zusätzlicher COVID-19-Diagnose pro 100.000 Einwohner mithilfe von Daten aus dem SEED(ARE)-Modul der Arbeitsgemeinschaft Influenza wöchentlich berechnet (COVID-ARE-Konsultationsinzidenz). Zeitnahe und valide Daten über die Häufigkeit von akuten Atemwegserkrankungen mit COVID-19 sind essenziell für die Einschätzung der epidemiologischen Lage und die Anpassung der Maßnahmen während der COVID-19-Pandemie.
DOI: 10.5287/ora-rjkzjgg4k
title: Better outcomes for everyone - clean longform dataset

description: Data from Better Outcomes for Everyone (BOFE) clinical trial. Anonymized and cleaned to only include patients with complete records.
DOI: 10.15468/dl.q76rpc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fimbristylis ferruginea typica, Fimbristylis leiocarpa, Fimbristylis lomentocarpa, Fimbristylis lomentocarpa, Fimbristylis marginata, Fimbristylis mauritiana, Fimbristylis mauritiana, Fimbristylis ochreata, Fimbristylis paucispicata, Fimbristylis roxburghii)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000203-250717081556266/datasets/export for details.
DOI: 10.15468/dl.6rez4a
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brachiaria brizantha",
 "Country is Bolivia (Plurinational State of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000206-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jutuat
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brachiaria brizantha",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000208-250717081556266/datasets/export for details.
DOI: 10.15468/dl.kbaman
title: Occurrence Download

description: A dataset containing 1508433 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Heracleum sphondylium, Heracleum aestivum, Heracleum armoricum, Heracleum lecokii aurasiacum, Heracleum longifolium, Heracleum morifolium angustum, Pastinaca sphondylium sibiricum, Sphondylium proteiforme, Hieracium pilosella, Hypericum perforatum)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 1508433 records from 3769 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000154-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d76ph8
title: Occurrence Download

description: A dataset containing 26893 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "OccurrenceStatus is Present",
 "TaxonKey is Eptesicus fuscus (Palisot de Beauvois, 1796)"
 ]
}

 The dataset includes 26893 records from 167 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008854-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aazmv0
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045722-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bzonbl
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009076-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5pf7ep
title: Occurrence Download

description: A dataset containing 3307 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erechtites hieraciifolius Walp."
 ]
}

 The dataset includes 3307 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0111273-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.grha1h
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047742-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zgums0
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009136-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vevqw7
title: Occurrence Download

description: A dataset containing 23140 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lycorma delicatula (White, 1845)"
 ]
}

 The dataset includes 23140 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010441-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2r9k86
title: Occurrence Download

description: A dataset containing 131 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Woodwardia orientalis var. formosana Rosenst.)"
 ]
}

 The dataset includes 131 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071979-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sn8e97
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023364-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4xf8oc
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045387-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5d5g6v
title: Occurrence Download

description: A dataset containing 661 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is China",
 "TaxonKey is Mergus squamatus Gould, 1864",
 "Year 2003-2023"
 ]
}

 The dataset includes 661 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056888-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfgdmf
title: Occurrence Download

description: A dataset containing 1335999030 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1335999030 records from 8555 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0111395-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/0r6-kve-0lg
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hcp-m5z-427
title: Salix repens L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nwe-48h-7db
title: Salix repens L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3886/icpsr36055
title: Finding Quality Doctors: How Americans Evaluate Provider Quality in the United States, 2014
title: Archival Version

description: This survey examined perceptions of health care provider quality in the United States. To that end, the survey respondents were asked what they thought was the most important factor that makes a high quality doctor or other health care provider and the most important factor that makes a poor quality one (hereafter "provider" denotes "doctor or other health care provider"). Additionally, respondents were asked about the importance of various provider attributes in their choice of a provider; whether there is a relationship between the quality and cost of health care; exposure to and trust in information about the quality of providers from various sources; and cost versus quality when choosing providers. Other topics covered by the survey include self-reported health, utilization of health care, quality of health care received and health insurance coverage. Background variables collected by the survey include age, sex, race, Hispanic ethnicity, marital status, education, employment status and political identification.
description: Response Rates: The final response rate was 25 percent, based on the American Association of Public Opinion Research Response Rate 3 method.
description: The sample was selected using random digit dialing of landline and cell phone numbers. One respondent was randomly selected in households with more than one adult age 18 or older.
description: Datasets: 
DS1: Finding Quality Doctors: How Americans Evaluate Provider Quality in the United States, 2014
description: Household population ages 18 and over in the United States.
description: computer-assisted telephone interview (CATI)This is one of three surveys conducted under grant 71641, a project that investigated how information on quality and value impacts health care decision making. The other two surveys are Employer Perspectives on the Health Insurance Market: A Survey of Businesses in the United States, 2014 (ICPSR 36175) and Privately Insured in America: Opinions on Health Care Costs and Coverage, 2014 (ICPSR 36176).
DOI: 10.3535/d9h-6jq-7dz
title: Salix repens L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pgd-vrc-jzm
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3886/icpsr36527
title: Bridging the Gap/National Wellness Policy Study State Wellness Policy-Related Dataset, School Years 2006-2007 through 2013-2014
title: Archival Version

description: This data set contains Bridging the Gap (BTG) (school years 2006-2007 through 2012-2013) and National Wellness Policy Study (2013-2014) coded data for all state laws (statutory and administrative) that relate to areas included in the congressionally-mandated school district wellness policies. Topics include nutrition education, school meals, competitive foods, physical activity, and implementation/evaluation, as well as other topics of relevance related to physical education, communications and marketing, staff wellness, and marketing and promotion. Although the states were not required to develop laws on this topic, many do have them and many districts embed these state laws by reference in their district policies. This study was intended to provide detailed insight into the contents of state laws that overlay the congressionally-mandated district wellness policies. There is a separate record in the data file for each state, grade level (elementary, middle and high school) and school year combination.
description: The study included all relevant codified laws in each of the 50 states and the District of Columbia.
description: Datasets: DS1: Bridging the Gap/National Wellness Policy Study State Wellness Policy-Related Dataset, School Years 2006-2007 through 2013-2014
description: The 50 U.S. states and the District of Columbia. Smallest Geographic Unit: State
description: State laws were compiled using commercially available legal research databases available by subscription from Lexis-Nexis and Westlaw.Additional information about this study is available on the Bridging the Gap website.State laws were coded separately for their applicability at the elementary, middle, and high school levels using a coding scheme available from http://www.bridgingthegapresearch.org/research/district_wellness_policies/.
DOI: 10.3535/40l-enr-p00
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4sn-0ql-s3q
title: Salix repens L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ate-lxj-v39
title: Salix × incubacea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2nm-1b3-6ay
title: Salix × incubacea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/e18-a2t-5lx
title: Salix repens L.

description: Digital Specimen for the physical specimen hosted at University of Graz.