cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.14278/rodare.3137
title: mlphys101 - Exploring the performance of Large-Language Models in multilingual undergraduate physics education

description: Large-Language Models such as ChatGPT have the potential to revo-<br>
lutionize academic teaching in physics in a similar way the electronic calculator,<br>
the home computer or the internet did. AI models are patient, produce answers<br>
tailored to a student’s needs and are accessible whenever needed. Those involved<br>
in academic teaching are facing a number of questions: Just how reliable are pub-<br>
licly accessible models in answering, how does the question’s language affect the<br>
models’ performance and how well do the models perform with more difficult tasks<br>
beyond retrieval? To adress these questions, we benchmark a number of publicly<br>
available models on the mlphys101 dataset, a new set of 823 university level MC5<br>
questions and answers released alongside this work. While the original questions<br>
are in English, we employ GPT-4 to translate them into various other languages,<br>
followed by revision and refinement by native speakers. Our findings indicate that<br>
state-of-the-art models perform well on questions involving the replication of facts,<br>
definitions, and basic concepts, but struggle with multi-step quantitative reason-<br>
ing. This aligns with existing literature that highlights the challenges LLMs face<br>
in mathematical and logical reasoning tasks. We conclude that the most advanced<br>
current LLMs are a valuable addition to the academic curriculum and LLM pow-<br>
ered translations are a viable method to increase the accessibility of materials, but<br>
their utility for more difficult quantitative tasks remains limited.

The dataset is available in English here only and will be removed, once the mlphys101 publication was accepted and released to the public.
description: The dataset is available in English here only and will be removed, once the mlphys101 publication was accepted and released to the public.
DOI: 10.17632/k4gxtd6m9y.1
title: Dataset for "Geospatial mapping of the shortest distance between pharmacies and accredited drug dispensing outlets in Kinondoni and Ubungo districts, Dar es Salaam, Tanzania"

description: Introduction
One of the global mechanisms that enable equitable access to medicines is the involvement of privately run Private Medicine Outlets (PMOs) in providing pharmaceutical services. In Tanzania, PMOs include retail pharmacies meant to serve urban areas and accredited drug dispensing outlets (ADDOs) designated to serve rural and peri-urban areas. Regulations require the proper distribution of PMOs within communities because excessive distancing of outlets limits access to services, whereas overcrowding fuels unhealthy business competition.
Aim of the study: This study mapped the distances between neighboring PMOs in the Kinondoni and Ubungo districts in Dar es Salaam, Tanzania.
Methods: Eighteen wards in the Kinondoni and Ubungo districts were surveyed. Data collectors moved along streets and roads, recording outlet coordinates and their displayed identifiers using REDCap software installed on mobile phones.
This dataset contains geospatial and compliance data on the shortest distances between pharmacies and Accredited Drug Dispensing Outlets (ADDOs) in the Kinondoni and Ubungo districts of Dar es Salaam, Tanzania. The dataset provides insights into the spatial distribution, regulatory compliance, and adjacency of ADDOs and pharmacies within these two districts. Each entry represents a unique premise and includes important attributes regarding location, type of outlet, and regulatory compliance.

This dataset is useful for geospatial analysis of healthcare accessibility, regulatory compliance assessments, and studies of healthcare infrastructure distribution in urban settings. The data offers valuable insights for policymakers, researchers, and health authorities to evaluate the spatial 
dynamics between pharmacies and ADDOs in Dar es Salaam.
DOI: 10.17632/k4gxtd6m9y.2
title: Dataset for "Geospatial mapping of the shortest distance between pharmacies and accredited drug dispensing outlets in Kinondoni and Ubungo districts, Dar es Salaam, Tanzania"

description: Introduction
One of the global mechanisms that enable equitable access to medicines is the involvement of privately run Private Medicine Outlets (PMOs) in providing pharmaceutical services. In Tanzania, PMOs include retail pharmacies meant to serve urban areas and accredited drug dispensing outlets (ADDOs) designated to serve rural and peri-urban areas. Regulations require the proper distribution of PMOs within communities because excessive distancing of outlets limits access to services, whereas overcrowding fuels unhealthy business competition.
Aim of the study: This study mapped the distances between neighboring PMOs in the Kinondoni and Ubungo districts in Dar es Salaam, Tanzania.
Methods: Eighteen wards in the Kinondoni and Ubungo districts were surveyed. Data collectors moved along streets and roads, recording outlet coordinates and their displayed identifiers using REDCap software installed on mobile phones.
This dataset contains geospatial and compliance data on the shortest distances between pharmacies and Accredited Drug Dispensing Outlets (ADDOs) in the Kinondoni and Ubungo districts of Dar es Salaam, Tanzania. The dataset provides insights into the spatial distribution, regulatory compliance, and adjacency of ADDOs and pharmacies within these two districts. Each entry represents a unique premise and includes important attributes regarding location, type of outlet, and regulatory compliance.

This dataset is useful for geospatial analysis of healthcare accessibility, regulatory compliance assessments, and studies of healthcare infrastructure distribution in urban settings. The data offers valuable insights for policymakers, researchers, and health authorities to evaluate the spatial 
dynamics between pharmacies and ADDOs in Dar es Salaam.
DOI: 10.15468/dl.hftd4w
title: Occurrence Download

description: A dataset containing 22600 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Syzygium australe (J.C.Wendl. ex Link) B.Hyland, Syzygium cumini (L.) Skeels, Syzygium jambos (L.) Alston)"
 ]
}

 The dataset includes 22600 records from 618 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011206-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cpbc7g
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ischnocnema randorum (Heyer, 1985)"
 ]
}

 The dataset includes 19 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011207-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2qycgm
title: Occurrence Download

description: A dataset containing 36324 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Symphyotrichum subulatum (Michx.) G.L.Nesom, Synedrella nodiflora (L.) Gaertn., Syngonium podophyllum Schott)"
 ]
}

 The dataset includes 36324 records from 750 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011205-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dqdyt8
title: Occurrence Download

description: A dataset containing 1711 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Tantilla Baird & Girard, 1853"
 ]
}

 The dataset includes 1711 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0335955-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4yqveu
title: Occurrence Download

description: A dataset containing 23660 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Alopochen aegyptiaca (Linnaeus, 1766)",
 "Year 2000-2023"
 ]
}

 The dataset includes 23660 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066524-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x3vyxr
title: Occurrence Download

description: A dataset containing 192 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "TaxonKey is Celosia argentea L."
 ]
}

 The dataset includes 192 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0335961-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.an2vmu
title: Occurrence Download

description: A dataset containing 4030 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 Gambusia holbrooki Girard, 1859"
 ]
}

 The dataset includes 4030 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076762-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pa5dej
title: Occurrence Download

description: A dataset containing 533 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Balea perversa (Linnaeus, 1758)",
 "Country is one of (Switzerland)"
 ]
}

 The dataset includes 533 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0345495-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5xxpdx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Atlantoraphidia maculicollis (Stephens, 1836)",
 "Country is one of (Switzerland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0345466-210914110416597/datasets/export for details.
DOI: 10.15468/dl.58umj6
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diaporthe fallaciosa Nitschke",
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada"
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 }
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0109005-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.66hphp
title: Occurrence Download

description: A dataset containing 46827 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Polygonatum verticillatum (L.) All.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 46827 records from 185 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0249877-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ku549p
title: Occurrence Download

description: A dataset containing 306 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyperus sexangularis Nees"
 ]
}

 The dataset includes 306 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019862-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99rwpc
title: Occurrence Download

description: A dataset containing 6673 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Collembola of coniferous forests along gradient of air pollution: temporal series of the data (Komi Republic)"
 ]
}

 The dataset includes 6673 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0342052-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g8s8vq
title: Occurrence Download

description: A dataset containing 520 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Procambarus simulans (Faxon, 1884)"
 ]
}

 The dataset includes 520 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066537-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pkqxwe
title: Occurrence Download

description: A dataset containing 3124 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Platymantis dorsalis (Duméril, 1853)"
 ]
}

 The dataset includes 3124 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0249881-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rnq84y
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Silene reichenbachii Vis."
 ]
}

 The dataset includes 54 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0129569-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.afaqsq
title: Occurrence Download

description: A dataset containing 1673 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-48.29481 -1.30937,-48.41413 -1.18687,-49.70062 -1.54258,-51.12541 -1.82741,-51.69532 -3.40395,-50.2267 -5.10891,-48.29775 -5.4145,-47.3552 -3.8196,-47.81755 -1.63417,-48.29481 -1.30937))",
 "HasGeospatialIssue is false",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 1673 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0184132-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vf8br8
title: Occurrence Download

description: A dataset containing 11055 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 Digitaria ischaemum (Schreb.) Muhl."
 ]
}

 The dataset includes 11055 records from 149 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076792-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rsb4jz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Robertus nipponicus Yoshida, 1995",
 "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/0217931-220831081235567/datasets/export for details.
DOI: 10.15468/dl.m8zqhh
title: Occurrence Download

description: A dataset containing 97377 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 Milium effusum L."
 ]
}

 The dataset includes 97377 records from 502 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076766-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4vch83
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Etheostoma percnurum Jenkins, 1994"
 ]
}

 The dataset includes 40 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0335991-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cbnscy
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gymnosporangium juniperi-virginianae Schwein.",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is Poland",
 "Country is Poland"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0392970-210914110416597/datasets/export for details.
DOI: 10.15468/dl.mdg3fy
title: Occurrence Download

description: A dataset containing 246 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Meriones shawi (Duvernoy, 1842))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 246 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076779-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qy7za6
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Apistogramma cruzi Kullander, 1986"
 ]
}

 The dataset includes 30 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0335989-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8q7n43
title: Occurrence Download

description: A dataset containing 17159 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 Carex chordorrhiza L.f."
 ]
}

 The dataset includes 17159 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076773-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18739/a21j97929
title: Arctic Infrastructure: Sentinel-1 and Sentinel-2 derived Arctic Coastal Human Impact dataset, Pan-Arctic Region, 2016 - 2020

description: ### Overview

The SACHI (Sentinel-1/2 derived Arctic Coastal Human Impact) dataset has been developed as part of the HORIZON2020 project Nunataryuk by b.geos (www.bgeos.com). V1 covered a 100km buffer from the Arctic Coast (land area), for areas with permafrost near the coast. V2 covers additional selected areas extending the coverage to the south. It is based on Sentinel-1 and Sentinel-2 data from 2016-2020 using the algorithms described in Bartsch et al. (2020). It is a supplement to Bartsch et al. (2023). This dataset contains detected coastal infrastructure separated into seven different categories: linear transport infrastructure (asphalt), linear transport infrastructure (gravel), linear transport infrastructure (undefined), buildings (and other constructions such as bridges), other impacted area (includes gravel pads, mining sites), airstrip, and reservoir or other water body impacted by human activities.

This SACHI version 2 dataset was post-processed by the Permafrost Discovery Gateway visualization pipeline. This workflow cleaned, standardized, and visualized the data as two Tile Matrix Sets per year. One Tile Matrix Set is the data in the form of GeoPackages, or staged tiles, and the other Tile Matrix Set is the staged tiles in the form of GeoTIFF tiles. The highest resolution tiles were resampled to produce GeoTIFFs for lower resolutions. This data is visualized on the Permafrost Discovery Gateway portal: https://arcticdata.io/catalog/portals/permafrost/Imagery-Viewer

### References

Bartsch, A., Widhalm, B., von Baeckmann, C., Efimova, A., Tanguy, R., and Pointner, G. (2023). Sentinel-1/2 derived Arctic Coastal Human Impact dataset (SACHI) (v2.0) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.10160636

Bartsch, A., G. Pointner, I. Nitze, A. Efimova, D. Jakober, S. Ley, E. Högström, G. Grosse, P. Schweitzer (2021): Expanding infrastructure and growing anthropogenic impacts along Arctic coasts. Environmental Research Letters. https://doi.org/10.1088/1748-9326/ac317

Bartsch, A., Pointner, G., Ingeman-Nielsen, T. and Lu, W. (2020), ‘Towards circumpolar mapping of Arctic settlements and infrastructure based on Sentinel-1 and Sentinel-2’, Remote Sensing 12(15), 2368.

### Access

Data files output from the visualization workflow are available for download at: [http://arcticdata.io/data/10.18739/A21J97929](http://arcticdata.io/data/10.18739/A21J97929)

To download all files in the command line, run the following command in a terminal:

`wget -r -np -nH --cut-dirs=3 -R '\?C=' -R robots.txt https://arcticdata.io/data/10.18739/A21J97929/`

To download a subdirectory of the archived files, add the subdirectories to the end of the URL above.