cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15878810
title: Colocalisation results from "Ultra-fast genetic colocalisation across millions of traits"

description: This repository contains the data used in the article "Ultra-fast genetic colocalisation across millions of traits". The datasets support the analysis and code available at: https://github.com/AlasooLab/gpu-coloc-manuscript. For both coloc.bf_bf and gpu-coloc, we used prior probabilities p1 = p2 = 1e-4.

Contents:





tabix_ftp_paths.tsv.zipMetadata table listing tabix-indexed QTL datasets from the eQTL Catalogue.




ensemble.tsv.zipA table mapping each molecular trait ID in the eQTL Catalogue to its corresponding gene.




UKBB_and_eQTL_Catalogue_credible_sets.npy.zipFinnGen_and_eQTL_Catalogue_credible_sets.npy.zipNumPy arrays containing credible set IDs (dataset, trait, signal ID) for colocalisation with the eQTL Catalogue, UK Biobank, FinnGen, and Rahu et al. metabolic traits.




56_metabolites_finemapping_credible_sets.tsv.zipFinemapped credible sets for 56 metabolites from Rahu et al. (Zenodo link).




ge_ge_results_5e-6_0.8.tsv.zipge_ge_results_1e-6_0.8.tsv.zipge_ge_results_1e-7_0.8.tsv.zipgpu-coloc results for colocalisation within the eQTL Catalogue for datasets where quant_method is ge, microarray, or aptamer. Each file corresponds to a different prior p12. All results shown have PP.H4 ≥ 0.8.




ge_ge_clpp.tsv.zipCLPP results for the same eQTL Catalogue datasets (ge, microarray, aptamer).




coloc_R_benchmark_results.tsv.zipBenchmark results from coloc.bf_bf and gpu-coloc using p12 = 1e-6.




gpu-coloc_benchmark_results.tsv.zipgpu-coloc benchmark output using p12 = 1e-6.




finngen_lbf_results_0.8_5e-6.tsv.zipfinngen_lbf_results_0.8_1e-6.tsv.zipfinngen_lbf_results_0.8_1e-7.tsv.zipgpu-coloc results for colocalisation between the eQTL Catalogue and FinnGen (release r12), with varying p12priors. All results have PP.H4 ≥ 0.8.




finngen_clpp_results.tsv.zipCLPP results for colocalisation between eQTL Catalogue and FinnGen r12.




metabolic_lbf_results_0.8_1e-6.tsv.zipgpu-coloc results for colocalisation between the eQTL Catalogue and Rahu et al. (metabolic traits), using p12 = 1e-6 and PP.H4 ≥ 0.8.




met_ge_clpp.tsv.zipCLPP results for colocalisation between the eQTL Catalogue and Rahu et al.
DOI: 10.15468/dl.2f446t
title: Occurrence Download

description: A dataset containing 3725 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lupinus polyphyllus",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3725 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042285-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29979526
title: A New Mathematical Identity: pi^(-inf) = 0 and Its Implications for Singularity Resolutions

description: In the history of mathematics, Euler's identity, is probably regarded as the most beautiful equation ever in the world of numbers. In this work, we propose a new mathematical identity equation, similar to Euler': pi^(-inf) = 0The meaning behind this equation is simple but deep. It shows that infinity is a suppressor of growth. Euler's identity had transformed our understanding of complex numbers and quantum mechanics by uniting five universal constants in such a simple way.Thus, we present a new identity equation that could relate to the ultimate problem in physics — the singularity problem. We discuss its potential, application, implications and as possible role of a symbolic cornerstone for future theories.<br>
DOI: 10.6084/m9.figshare.29979526.v1
title: A New Mathematical Identity: pi^(-inf) = 0 and Its Implications for Singularity Resolutions

description: In the history of mathematics, Euler's identity, is probably regarded as the most beautiful equation ever in the world of numbers. In this work, we propose a new mathematical identity equation, similar to Euler': pi^(-inf) = 0The meaning behind this equation is simple but deep. It shows that infinity is a suppressor of growth. Euler's identity had transformed our understanding of complex numbers and quantum mechanics by uniting five universal constants in such a simple way.Thus, we present a new identity equation that could relate to the ultimate problem in physics — the singularity problem. We discuss its potential, application, implications and as possible role of a symbolic cornerstone for future theories.<br>
DOI: 10.15468/dl.74t49r
title: Occurrence Download

description: A dataset containing 1065 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lupinus polyphyllus",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1065 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042286-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qh2g4e
title: Occurrence Download

description: A dataset containing 177211 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyprinus carpio)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 177211 records from 736 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042274-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29979328
title: <b>Global Burden of Disease (GBD) data on thyroid cancer among adolescents and young adults (15–39 years) in China and worldwide, 1990–2021</b>

description: This dataset was obtained from the Global Burden of Disease (GBD) Results Tool (https://vizhub.healthdata.org/gbd-results/).<br>It includes data on thyroid cancer among adolescents and young adults (aged 15–39 years) in China and globally, covering the period from 1990 to 2021.The dataset contains the following indicators (as available from GBD):IncidencePrevalenceMortalityDisability-adjusted life years (DALYs)These data were used to support the findings of the study:<br><i>"Trends in the disease burden of thyroid cancer among adolescents and young adults: A comparative study of China and global estimates (1990–2021)"</i>.<b>Data source statement:</b><br>The original data are publicly available from the Institute for Health Metrics and Evaluation (IHME) via the GBD Results Tool. This deposited dataset represents the subset of GBD data extracted and analyzed in our study, to ensure reproducibility of results.
DOI: 10.6084/m9.figshare.29979328.v1
title: <b>Global Burden of Disease (GBD) data on thyroid cancer among adolescents and young adults (15–39 years) in China and worldwide, 1990–2021</b>

description: This dataset was obtained from the Global Burden of Disease (GBD) Results Tool (https://vizhub.healthdata.org/gbd-results/).<br>It includes data on thyroid cancer among adolescents and young adults (aged 15–39 years) in China and globally, covering the period from 1990 to 2021.The dataset contains the following indicators (as available from GBD):IncidencePrevalenceMortalityDisability-adjusted life years (DALYs)These data were used to support the findings of the study:<br><i>"Trends in the disease burden of thyroid cancer among adolescents and young adults: A comparative study of China and global estimates (1990–2021)"</i>.<b>Data source statement:</b><br>The original data are publicly available from the Institute for Health Metrics and Evaluation (IHME) via the GBD Results Tool. This deposited dataset represents the subset of GBD data extracted and analyzed in our study, to ensure reproducibility of results.
DOI: 10.5281/zenodo.16909602
title: 2001-> Baltimore- MSc Thesis related materials (Ben)

description: /storage/research/micromet/Tier_raw/RAW/2002/Baltimore/2002-Baltimore-Ben-0.zip

/storage/research/micromet/Tier_raw/RAW/2002/Baltimore/CubHill/2002-Baltimore-CubHill-Ben2007.zip

 

/storage/research/micromet/Tier_raw/RAW/2002/Baltimore/Baltimore/2002-Baltimore-Ben.zip
DOI: 10.5281/zenodo.16909603
title: 2001-> Baltimore- MSc Thesis related materials (Ben)

description: /storage/research/micromet/Tier_raw/RAW/2002/Baltimore/2002-Baltimore-Ben-0.zip

/storage/research/micromet/Tier_raw/RAW/2002/Baltimore/CubHill/2002-Baltimore-CubHill-Ben2007.zip

 

/storage/research/micromet/Tier_raw/RAW/2002/Baltimore/Baltimore/2002-Baltimore-Ben.zip
DOI: 10.5281/zenodo.16940333
title: Halford CRRES EMIC Wave and Storm List

description: The CRRES EMIC and Storm lists (provided as IDL save files and as an Excel spreadsheet ) used in A.J. Halford's PhD thesis found at A.J. Halford
DOI: 10.5281/zenodo.16940334
title: Halford CRRES EMIC Wave and Storm List

description: The CRRES EMIC and Storm lists (provided as IDL save files and as an Excel spreadsheet ) used in A.J. Halford's PhD thesis found at A.J. Halford
DOI: 10.15468/dl.6x2cs9
title: Occurrence Download

description: A dataset containing 19427 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lupinus polyphyllus",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 19427 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042288-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8zzk5m
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pseudomystus heokhuii)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042289-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xdrjyq
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lupinus polyphyllus",
 "Country is Iceland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042290-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48579/pro/t2vbxf
title: Parchment, ink and colouring materials analyses of the Mappa mundi of Albi

description: The Mappa mundi of Albi is one of the oldest examples of spatial representation of the Western world. The small map conserved on the verso of folio 57 in manuscript 29 of the Médiathèque Pierre Amalric in Albi (France) was drawn on parchment, probably made in the second half of the 8th century, somewhere between south-western France and northern Spain, maybe in Albi itself. Because of its exceptional importance for the history of space representation, the map, together with the Index of winds and seas facing it, on the recto of folio 58, was recorded in the UNESCO Memory of the World Register in 2015. The detailed study published here has examined the manuscript’s structure and characterised the different constitutive materials. Observations and physicochemical analyses were performed on the map and the index, from the micro to the macroscale, combining optical microscopy, XRF, FORS, FTIR, and micro-Raman spectroscopy, hyperspectral imaging, proteomic analysis, and non-linear optical microscopy. Three manuscripts conserved at the same library or suspected to have been produced in the scriptorium of Albi have also been examined for comparisons. This material investigation complements the historical studies of the map by shedding new light on the manufacturing, life, and conservation state of this exceptional document.
DOI: 10.57806/bn1sm22g
title: Logistikflächenpotenziale in der Metropolregion Rheinland

description: **Datensatzbeschreibung**

Zur Ermittlung und Qualifikation der Logistikpotenzialflächen in der Metropolregion Rheinland wurden die in den Regionalplänen (bzw. Planentwürfen) Düsseldorf, Ruhr und Köln festgelegten gewerblich-industriellen Bereiche (GIB) untersucht und schrittweise nach verschiedenen Standortfaktoren unter Berücksichtigung der Befragungsergebnisse sowie weiterer Literatur (u. a. Vallée 2012) gefiltert bzw. bewertet:

- vorhandene Flächenbelegung
- Flächengröße (mind. 2 ha als wirtschaftlich sinnvolle Mindestgröße)
- entgegenstehende Planungen der Kommunen
- schützenswerte Nutzungen/Wohnbauflächen im Umfeld (z.B. Kitas, Schulen)
- Flächenzuschnitt und Topografie
- Arbeitskräftepotenzial
- ÖV-Anbindung
- Gewerbesteuerhebesatz
- Bodenpreis
- Lagegunst (z.B. Zugang zu KV-Terminals, Gleisanschlüsse)

Als Ergebnis wurde ein Bewertungsschema entwickelt, dass die Flächenpotenziale jeweils für die u.g. fünf Logistik-Standorttypen (aus Veres-Homm et al. 2019, siehe Tabelle 1) qualifiziert. Die Integrationverkehrsplanerischer Aspekte erfolgte dahingehend, dass auch die Entfernung zu relevanten logistischen Knoten (u.a. KV-Terminals) sowie prognostizierte Engpässe auf angrenzenden Autobahnabschnitten berücksichtigt wurden.

_Siehe für das Vorgehen weitergehend:_

Thiemermann, Andre; Groß, Florian (2023): Evaluation of land parcels for potential logistics use at regional level. In: Transportation Research Procedia, Volume 72, S. 240-247. DOI: <https://doi.org/10.1016/j.trpro.2023.11.400>  [Titel anhand dieser DOI in Citavi-Projekt übernehmen] .

Leerkamp, Bert; Thiemermann, Andre; Groß, Florian; Holthaus, Tim; Jaeger, Arwen; Janßen, Theo et al. (2022): Güterverkehrsstudie für das Gebiet der Metropolregion Rheinland. Endbericht. Hg. v. Nahverkehr Rheinland (NVR). Online verfügbar unter https://metropolregion-rheinland.de/unsere-themen/gueterverkehrsstudie-fuer-das-gebiet-der-metropolregion-rheinland/

**Literaturverzeichnis**

Vallée, Dirk (2012): Leitfaden Logistik. Hannover: Akademie für Raumforschung und Landesplanung (ARL) (E-Paper der ARL, 16). Online verfügbar unter http://shop.arl-net.de/media/direct/pdf/e-paper_der_arl_nr16.pdf.

Veres-Homm, Uwe; Wojtech, Annemarie; Richter, Falk; Becker, Thilo; Lißner, Sven; Schmidt, Wolfram et al. (2019): Regional konsolidierte Gewerbeflächenentwicklung (RekonGent). Online verfügbar unter https://www.umweltbundesamt.de/sites/default/files/medien/1410/publikationen/2019-03-11_texte_21-2019_abschlussbericht_rekongent_final_bf_1.pdf, zuletzt geprüft am 20.04.2020.
DOI: 10.7910/dvn/tnjweo
title: Corpus of Serbian Online News Articles and Reader Comments on the Russia–Ukraine War (February–August 2022)

description: This dataset contains a corpus of 4,201 news articles and associated reader comments collected from four major Serbian online newspapers — Novosti, Politika, Blic, and Danas — during the first six months of Russia’s full-scale invasion of Ukraine (24 February – 31 August 2022). The corpus includes articles explicitly mentioning Russia or Ukraine and at least one associated reader comment. It covers outlets across the ideological spectrum, from nationalist right to liberal left, and was used to examine how debates over Serbia’s own war legacies shaped public responses to reports of war atrocities in Ukraine. The dataset has been cleaned and prepared for both quantitative and qualitative text analysis. It serves as a resource for studying online deliberation, transitional justice, vicarious trauma, and denial in post-conflict societies.
description: Funding
Lanabi La Lova and Denisa Kostovicova gratefully acknowledge funding for this research from the European Research Council (ERC) Consolidator Grant “Justice Interactions and Peacebuilding: From Static to Dynamic Discourses across National, Ethnic, Gender and Age Groups” (JUSTINT), No. 772354.
DOI: 10.5281/zenodo.10835692
title: LCZ4r Package Dataset

description: LCZ4r package offers a suite of R functions designed to analyze and visualize Local Climate Zones and Urban Heat Islands.

Anjos, M., Medeiros, D., Castelhano, F. et al. LCZ4r package R for local climate zones and urban heat islands. Sci Rep 15, 7710 (2025). https://doi.org/10.1038/s41598-025-92000-0

European LCZ map

Demuzere, M., Bechtel, B., Middel, A., & Mills, G. (2019). Mapping Europe into local climate zones. PLOS ONE, 14(4), e0214474. https://doi.org/10.1371/journal.pone.0214474Demuzere, M.; Bechtel, B.; Middel, A.; Mills, G. (2019): European LCZ map. Figshare. Dataset. https://doi.org/10.6084/m9.figshare.13322450

CONUS LCZ map 

Demuzere, M., Hankey, S., Mills, G., Zhang, W., Lu, T., & Bechtel, B. (2020). Combining expert and crowd-sourced training data to map urban form and functions for the continental US. Scientific Data, 7(1), 264. https://doi.org/10.1038/s41597-020-00605-zDemuzere, M., Hankey, S., Mills, G., Zhang, W., Lu, T., Bechtel B. (2020): CONUS-wide LCZ map and Training Areas. Figshare. Dataset. https://doi.org/10.6084/m9.figshare.11416950

Global elevation map

Earth Resources Observation and Science (EROS) Center

The Global Multi-resolution Terrain Elevation Data 2010 (GMTED2010) provides a new level of detail in global topographic data. The GMTED2010 product suite contains seven new raster elevation products for each of the 30-, 15-, and 7.5-arc-second spatial resolutions and incorporates the current best available global elevation data.

Note: the global elevation map has been used to improve the interpolation of air temperature in the LCZ4r pak.
DOI: 10.5281/zenodo.16941629
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Erhard Roloff, http://www.wikidata.org/entity/Q21395152. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q21395152
DOI: 10.24403/jp.1492572
title: (K)ein Weg aus der Krise? : Bewältigung eines lebensverändernden Ausnahmezustands in Julia Schochs Das Vorkommnis : Biographie einer Frau / von Luise Hoffmann
DOI: 10.48597/3ueq-zmxh
title: Measurement of Nitrogen_dioxide at Iskrba

description: Measurement of Nitrogen_dioxide at Iskrba
DOI: 10.15493/deff.10000001
title: ArcCoastTools

description: The original model, built in ESRI’s ArcGIS 10.3 has been deprecated as ArcGIS Pro does not support some of the specific tools embedded in the models. As such, the toolbox was redeveloped in ArcGIS Pro, including a simple bathtub model (sBTM) and enhanced bathtub model (eBTM), packaged as executable GUI tools for practitioners undertaking GIS analyses in the coastal space. The models are provided as user-friendly tools and can be edited and customised if/as required. The sBTM presents the commonly used GIS bathtub model where all surfaces below a user-defined elevation is considered to be flooded. The eBTM was developed to better represent potential water pathways resulting from coastal inundation/flooding emanating from the ocean e.g. storm surge. The eBTM instils hydrological connectivity to the coast and considers the topography (slope, aspect, physical barriers etc.) that may promote or hinder water flow. An optional additional raster output presents the effort (as a percentage) incurred for water to navigate the terrestrial environment and may be used for ground truthing against observed inundation extents or validation points. The eBTM requires the ArcGIS Pro Spatial Analyst extension to run the model. Various papers regarding the enhanced bathtub model have been published.
DOI: 10.48597/gney-jq67
title: Measurement of Inorganics in air and particle phase at Villum Research Station, Station Nord

description: Measurement of Inorganics in air and particle phase at Villum Research Station, Station Nord
DOI: 10.48597/ny3x-mmyf
title: Measurement of Inorganics in air and particle phase at Villum Research Station, Station Nord

description: Measurement of Inorganics in air and particle phase at Villum Research Station, Station Nord
DOI: 10.48597/2qts-drsa
title: Measurement of Inorganics in air and particle phase at Villum Research Station, Station Nord

description: Measurement of Inorganics in air and particle phase at Villum Research Station, Station Nord
DOI: 10.48597/a42r-sr8p
title: Measurement of Inorganics in air and particle phase at Villum Research Station, Station Nord

description: Measurement of Inorganics in air and particle phase at Villum Research Station, Station Nord
DOI: 10.48597/kctb-8hxr
title: Measurement of Inorganics in air and particle phase at Villum Research Station, Station Nord

description: Measurement of Inorganics in air and particle phase at Villum Research Station, Station Nord
DOI: 10.48597/chgq-ru7k
title: Measurement of Nitrogen_dioxide at Iskrba

description: Measurement of Nitrogen_dioxide at Iskrba
DOI: 10.48597/863t-wb4s
title: Measurement of Nitrogen_dioxide at Iskrba

description: Measurement of Nitrogen_dioxide at Iskrba
DOI: 10.48597/57q3-fmr9
title: VOC (hydrocarbons) at Kosetice (NAOK)

description: Measurement of VOC (hydrocarbons) at Kosetice (NAOK)
DOI: 10.48597/epsp-btaw
title: Measurement of VOC (hydrocarbons) at Kosetice (NAOK)

description: Measurement of VOC (hydrocarbons) at Kosetice (NAOK)
DOI: 10.15468/dl.n9y85m
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lupinus polyphyllus",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042291-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/cwzq-mpye
title: Measurement of VOC (hydrocarbons) at Kosetice (NAOK)

description: Measurement of VOC (hydrocarbons) at Kosetice (NAOK)
DOI: 10.7910/dvn/xgo4pw
title: Replication Data for: Grading for Equity? The Limits of Course-Level Interventions in Closing Achievement Gaps in Political Science Education

description: Replication Data for: Grading for Equity? The Limits of Course-Level Interventions in Closing Achievement Gaps in Political Science Education. Published in Journal of Political Science Education. 2025. https://doi.org/10.1080/15512169.2025.2538574
DOI: 10.57806/dkmd9hk5
title: Identified logistics land in the Rhineland Metropolitan region

description: This dataset comprises of two datasets regarding logistics land in the Rhineland metropolitan region (roughly comprising the North Rhine-Westphalian regions of Düsseldorf and Cologne) as of 2021. The identified land plots were also enriched with other relevant data such as land prices, accessibility and company and employment figures at county/municipality level.
The first dataset contains the identified logistics estates itself.
The second dataset contains a spatial aggregation to a 1 km² grid.
DOI: 10.5281/zenodo.16941642
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Gregorio Rigo, http://www.wikidata.org/entity/Q3776531. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q3776531