cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.6rbw37
title: Occurrence Download

description: A dataset containing 3072 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Spain",
 "OccurrenceStatus is Present",
 "StateProvince is Aragón",
 "TaxonKey is Falco naumanni"
 ]
}

 The dataset includes 3072 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058002-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rtn4n2
title: Occurrence Download

description: A dataset containing 12585 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Medicago arborea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12585 records from 179 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058003-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17972445
title: Processed data supporting figures in Yang and Shakespeare: Propagating internal-tide-induced wave stresses resolve discrepancies in ocean tide energetics

description: This data repository supports a manuscript, Propagating internal-tide-induced wave stresses resolve discrepancies in ocean tide energetics, by Luwei Yang, Callum Shakespeare, and Brian Arbic.

List of data files

Figure 1



Data: No data used to produce this schematic.


Figures 2 - 4



Data: combined_res*_M2_3D_synbath_logk.mat (9 files in total)


Figure 5



Data: synbath025_depth_var_kbar_Nbar.mat
DOI: 10.15468/dl.58x4ec
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((70.662463 30.300512, 70.581157 30.294934, 70.501879 30.278339, 70.426607 30.251142, 70.357212 30.21402, 70.295416 30.167897, 70.242744 30.113921, 70.20048800000001 30.053433, 70.169676 29.987931, 70.151048 29.919038, 70.145037 29.848453, 70.15176599999999 29.777918, 70.171043 29.709166, 70.20237 29.643885, 70.244956 29.583675, 70.297742 29.530008, 70.359424 29.484194, 70.428489 29.44735, 70.503246 29.420373, 70.581875 29.40392, 70.662463 29.398391, 70.74305099999999 29.40392, 70.82168 29.420373, 70.89643700000001 29.44735, 70.965502 29.484194, 71.02718400000001 29.530008, 71.07997 29.583675, 71.122556 29.643885, 71.15388299999999 29.709166, 71.17316 29.777918, 71.179889 29.848453, 71.173878 29.919038, 71.15525 29.987931, 71.124438 30.053433, 71.082182 30.113921, 71.02951 30.167897, 70.967714 30.21402, 70.898319 30.251142, 70.823047 30.278339, 70.743769 30.294934, 70.662463 30.300512))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058005-251120083545085/datasets/export for details.
DOI: 10.15468/zs6sky
title: pondscape

description: The database of the PONDSCAPE project (Towards a sustainable management of pond diversity at the landscape level) comprises taxon occurrence data of eight different organism groups (bacteria, phytoplankton, diatoms, cladoceran, macro-invertebrates (mollusks, heteropterans and coleopterans), macrophytes, amphibians and fish) and data on physical, chemical and morphometric variables of 125 farmland ponds covering five biogeographic regions in Belgium/Luxembourg
DOI: 10.15468/dl.xd2a95
title: Occurrence Download

description: A dataset containing 8888 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Collomia grandiflora",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8888 records from 228 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058004-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17974910
title: CMIF of Letters from Johann Wolfgang Goethe

description: Correspondence metadata of letters from Goethe from 1764 to 1832. All data are work in progress.
DOI: 10.5281/zenodo.17974909
title: CMIF of Letters from Johann Wolfgang Goethe

description: Correspondence metadata of letters from Goethe from 1764 to 1832. All data are work in progress.
DOI: 10.17026/ar/k411sm
title: PAN-00175455 - pinch lead

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00175455&lt;/p&gt;
description: Modified: 2025-10-22T09:21:36+02:00
DOI: 10.5281/zenodo.17917644
title: Leveraging Symmetry Merging in Pauli Propagation

description: Data for paper Leveraging Symmetry Merging in Pauli Propagation available at https://www.arxiv.org/abs/2512.12094
DOI: 10.5281/zenodo.17804050
title: Leveraging Symmetry Merging in Pauli Propagation

description: Data for paper Leveraging Symmetry Merging in Pauli Propagation available at https://www.arxiv.org/abs/2512.12094
DOI: 10.15468/dl.sk42rn
title: Occurrence Download

description: A dataset containing 277 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is one of (Syrian Arab Republic, Lebanon, Iraq, Jordan, Palestine, State of, Israel, Oman, Yemen, United Arab Emirates, Egypt, Türkiye)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aedes albopictus",
 "Year 2000-2025"
 ]
}

 The dataset includes 277 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058008-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.me338j
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((70.686814 30.344453, 70.60547099999999 30.338875, 70.52615900000001 30.32228, 70.450853 30.295083, 70.381428 30.257961, 70.319604 30.211838, 70.266909 30.157862, 70.22463500000001 30.097374, 70.19381 30.031873, 70.175174 29.962979, 70.169161 29.892395, 70.175894 29.82186, 70.19517999999999 29.753109, 70.22652100000001 29.687829, 70.269126 29.62762, 70.321935 29.573953, 70.383644 29.52814, 70.45273899999999 29.491296, 70.527529 29.46432, 70.60619199999999 29.447867, 70.686814 29.442338, 70.767436 29.447867, 70.846099 29.46432, 70.920889 29.491296, 70.98998400000001 29.52814, 71.051693 29.573953, 71.104502 29.62762, 71.14710700000001 29.687829, 71.178448 29.753109, 71.197734 29.82186, 71.20446699999999 29.892395, 71.198454 29.962979, 71.179818 30.031873, 71.148993 30.097374, 71.106719 30.157862, 71.054024 30.211838, 70.9922 30.257961, 70.922775 30.295083, 70.847469 30.32228, 70.768157 30.338875, 70.686814 30.344453))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058009-251120083545085/datasets/export for details.
DOI: 10.5281/zenodo.17975076
title: Replication package for the Paper: Emerging Trends Software in Architecture Through the Practitioner Lens: A Five-Year Review

description: Replication Package Introduction

This is a replication package for my paper “Emerging Trends Software in Architecture Through the Practitioner Lens: A Five-Year Review”.

Use/Check the replication package

Read the README.md to check the details.

Preparation and installation

Follow the instructions in INSTALL.md to install and configure all the tools.

Using script

Check requirements.txt and download all the needed libs, then you can use the script directly.

Results analysis for the RQs

For the raw data and search strategy, you can check in the Raw Data folder.

For the LLM implementation process, you can check in the LLM Processing folder.

For all scripts, you can check in the Scripts folder.

For how to use the Gephi tool in our research, you can check in the Gephi folder.

For how to use the JMP 18 tool in our research, you can check in the JMP 18 folder.

For all figures in the paper, you can check in the Figures folder.
DOI: 10.5281/zenodo.15728939
title: Replication package for the Paper: Emerging Trends Software in Architecture Through the Practitioner Lens: A Five-Year Review

description: Replication Package Introduction

This is a replication package for my paper “Emerging Trends Software in Architecture Through the Practitioner Lens: A Five-Year Review”.

Use/Check the replication package

Read the README.md to check the details.

Preparation and installation

Follow the instructions in INSTALL.md to install and configure all the tools.

Using script

Check requirements.txt and download all the needed libs, then you can use the script directly.

Results analysis for the RQs

For the raw data and search strategy, you can check in the Raw Data folder.

For the LLM implementation process, you can check in the LLM Processing folder.

For all scripts, you can check in the Scripts folder.

For how to use the Gephi tool in our research, you can check in the Gephi folder.

For how to use the JMP 18 tool in our research, you can check in the JMP 18 folder.

For all figures in the paper, you can check in the Figures folder.
DOI: 10.15468/dl.fntq9a
title: Occurrence Download

description: A dataset containing 47622 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myrtus communis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 47622 records from 314 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058007-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.33471
title: Results of field investigations on web architecture and behavioral investment in different type of female Campanicola campanulata
title: Results of field investigations on web architecture and behavioral investment in different type of female Campanicola campanulata

description: Maternal investment in offspring defense is a primary determinant of spiderling survival and parental reproductive success. In cobweb spiders that construct detritus-based, bell-shaped retreats, these structures enhance offspring protection. The reproductive value hypothesis predicts that investment in offspring defense is proportional to the potential reproductive value of the brood (e.g., egg sac mass and egg number). We tested this hypothesis in Campanicola campanulata, a species in which females invest heavily in retreat construction that primarily benefits their offspring. Through field investigations, we quantified retreat parameters and maternal investment in relation to egg sac presence, mass, and egg number. As predicted, females with egg sacs built larger retreats, and investment increased with both egg sac mass and egg count. Our results demonstrate that retreat construction in female cobweb spiders is modulated by potential reproductive value. This highlights retreat architecture as a crucial, yet understudied, component of spider parental care, shaped by reproductive benefits.
description: Maternal investment in offspring defense is a primary determinant of spiderling survival and parental reproductive success. In cobweb spiders that construct detritus-based, bell-shaped retreats, these structures enhance offspring protection. The reproductive value hypothesis predicts that investment in offspring defense is proportional to the potential reproductive value of the brood (e.g., egg sac mass and egg number). We tested this hypothesis in Campanicola campanulata, a species in which females invest heavily in retreat construction that primarily benefits their offspring. Through field investigations, we quantified retreat parameters and maternal investment in relation to egg sac presence, mass, and egg number. As predicted, females with egg sacs built larger retreats, and investment increased with both egg sac mass and egg count. Our results demonstrate that retreat construction in female cobweb spiders is modulated by potential reproductive value. This highlights retreat architecture as a crucial, yet understudied, component of spider parental care, shaped by reproductive benefits.
DOI: 10.15468/dl.sqe64c
title: Occurrence Download

description: A dataset containing 2673 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Collinsia verna",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2673 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058010-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/ktlnc3
title: PAN-00177481 - terra sigillata kom type Drag. 37 (EG)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00177481&lt;/p&gt;
description: Modified: 2025-11-17T15:55:05+01:00
DOI: 10.5281/zenodo.17974522
title: LC-MS analysis raw data of the reaction of uridine monophosphate (UMP) with NAD+ in the presence of the enzyme PARP10, showing the absence of formation of UMP-ADPr conjugate
DOI: 10.5281/zenodo.17974521
title: LC-MS analysis raw data of the reaction of uridine monophosphate (UMP) with NAD+ in the presence of the enzyme PARP10, showing the absence of formation of UMP-ADPr conjugate
DOI: 10.15468/dl.fj76zv
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Stenocista gambiensis, Arca gambiensis, Noetia gambiensis)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058012-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57754/fdat.8k1w5-2yh42
title: Albugo Apoplast Proteomics

description: The objective of this study is to analyze the proteins released by Albugo candida Nc2 and Albugo laibachii Nc14 into the apoplast of Arabidopsis thaliana ecotype WS-0 during infection. This research aims to identify proteins involved in the infection process and their interactions with both co-inhabiting microbes and the host plant.
DOI: 10.15468/dl.49r4yv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((70.62676999999999 30.320627, 70.545447 30.315049, 70.46615300000001 30.298454, 70.390866 30.271256, 70.321457 30.234134, 70.259649 30.188012, 70.20696599999999 30.134036, 70.16470200000001 30.073548, 70.13388399999999 30.008046, 70.115252 29.939153, 70.10924 29.868568, 70.115971 29.798033, 70.13525199999999 29.729282, 70.166585 29.664001, 70.20918 29.603791, 70.261977 29.550124, 70.323671 29.504311, 70.39274899999999 29.467467, 70.467522 29.44049, 70.546167 29.424038, 70.62676999999999 29.418509, 70.707373 29.424038, 70.786018 29.44049, 70.86079100000001 29.467467, 70.929869 29.504311, 70.991563 29.550124, 71.04436 29.603791, 71.086955 29.664001, 71.11828800000001 29.729282, 71.137569 29.798033, 71.1443 29.868568, 71.138288 29.939153, 71.11965600000001 30.008046, 71.088838 30.073548, 71.04657400000001 30.134036, 70.993891 30.188012, 70.93208300000001 30.234134, 70.862674 30.271256, 70.787387 30.298454, 70.70809300000001 30.315049, 70.62676999999999 30.320627))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058013-251120083545085/datasets/export for details.
DOI: 10.5281/zenodo.17974839
title: Replication data for: Towards Multimodal Geospatial Reasoning: A Foundation Model Approach for Disaster Detection from Social Media, News, and Weather Data

description: This dataset provides a time-stamped H3 hexagonal grid for benchmarking multimodal disaster detection models across two events: (1) the September 2024 floods in Austria and Czechia, and (2) the January 2025 Southern California wildfires. It integrates satellite-derived disaster footprints from DLR and NASA to indicate the presence of an active flood or wildfire. In addition, it includes aggregated statistics from Bluesky social media posts, GDELT news headlines, and daily weather observations from Meteostat.

All related data collection scripts for social media, news, and weather are available on GitHub. This dataset dataset can be used directly or adapted as a benchmark for multimodal disaster detection across diverse data sources. It can also be extended to incorporate or evaluate additional modalities.

Data schema

Each record represents one H3 cell on a specific date and includes the following columns.

H3 grid and metadata



event: Disaster event identifier

date: Observation date (UTC)

h3_index: H3 cell index

h3_polygon: Polygon of the H3 cell

h3_resolution: H3 resolution level

h3_centroid: Cell centroid

centroid_location: Human-readable location address event_type: Type of disaster (e.g., flood, wildfire)


Satellite-derived disaster presence



ground_truth_count: Number of hazard-affected blobs

ground_truth_presence: Binary indicator of disaster presence


Aggregated Bluesky statistics



bsky_posts_count

bsky_posts_disaster_related_count

ratio_bsky_posts_disaster_related


Aggregated GDELT statistics



gdelt_articles_count

gdelt_articles_disaster_related_count

ratio_gdelt_articles_disaster_related


Weather data (Meteostat)



tavg: Average temperature

tmin: Minimum temperature

tmax: Maximum temperature

prcp: Precipitation

wspd: Wind speed
DOI: 10.5281/zenodo.17974840
title: Replication data for: Towards Multimodal Geospatial Reasoning: A Foundation Model Approach for Disaster Detection from Social Media, News, and Weather Data

description: This dataset provides a time-stamped H3 hexagonal grid for benchmarking multimodal disaster detection models across two events: (1) the September 2024 floods in Austria and Czechia, and (2) the January 2025 Southern California wildfires. It integrates satellite-derived disaster footprints from DLR and NASA to indicate the presence of an active flood or wildfire. In addition, it includes aggregated statistics from Bluesky social media posts, GDELT news headlines, and daily weather observations from Meteostat.

All related data collection scripts for social media, news, and weather are available on GitHub. This dataset dataset can be used directly or adapted as a benchmark for multimodal disaster detection across diverse data sources. It can also be extended to incorporate or evaluate additional modalities.

Data schema

Each record represents one H3 cell on a specific date and includes the following columns.

H3 grid and metadata



event: Disaster event identifier

date: Observation date (UTC)

h3_index: H3 cell index

h3_polygon: Polygon of the H3 cell

h3_resolution: H3 resolution level

h3_centroid: Cell centroid

centroid_location: Human-readable location address event_type: Type of disaster (e.g., flood, wildfire)


Satellite-derived disaster presence



ground_truth_count: Number of hazard-affected blobs

ground_truth_presence: Binary indicator of disaster presence


Aggregated Bluesky statistics



bsky_posts_count

bsky_posts_disaster_related_count

ratio_bsky_posts_disaster_related


Aggregated GDELT statistics



gdelt_articles_count

gdelt_articles_disaster_related_count

ratio_gdelt_articles_disaster_related


Weather data (Meteostat)



tavg: Average temperature

tmin: Minimum temperature

tmax: Maximum temperature

prcp: Precipitation

wspd: Wind speed
DOI: 10.15468/dl.gxewts
title: Occurrence Download

description: A dataset containing 140 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Conicosia elongata",
 "HasCoordinate is true"
 ]
}

 The dataset includes 140 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058015-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/xqfb3j
title: PAN-00006268 - coin/coin-related, Tetricus I (271-274), naar, antoninianus

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00006268&lt;/p&gt;
description: Modified: 2025-05-26T07:44:02+02:00