cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15268524
title: Data for the paper "High-energy gamma-ray emission from memory-burdened primordial black holes" (Chianese 2025)

description: The files in this repository are provided to supplement the research article "High-energy gamma-ray emission from memory-burdened primordial black holes", Chianese 2025.

They contain the constraints at 95% CL on the today abundance f_PBH of memory-burdended Primordial Black Holes (PBHs) placed by high-energy gamma-ray (Chianese 2025) and neutrino (Chianese et al. 2024) measurements, as a function of the PBHs mass at formation M_PBH and the memory-burden parameter k (the parameter q is fixed to 0.5).

For any questions please feel free to contact me: m.chianese[AT]ssmeridionale.it

All files are saved using the "numpy.save" command and can be imported by using "numpy.load" in Python.

 

General



The file k_values.npy gives the range of values of k for which the constraints have been computed, specificaly from k = 1.0 to k = 5.0 (number of values = 21).

For each value of k, the lowest value for M_PBH corresponds to memory-burdened PBHs with a lifetime equal to the age of the Universe.

Values of 1e2 for f_PBH mean that there is no constraint.


 

Gamma-ray constraints

Files:



gamma_constraints_mPBH.npy - Values of M_PBH for different values of k.Shape 21 x 101 = (number of k values) x (number of masses)

gamma_constraints_fPBH.npy - Constraint on f_PBH.Shape 21 x 101 x 9 = (number of k values) x (number of masses) x (different data sample)

gamma_constraints_fPBH=1.npy - PBH masses correspoding to f_PBH = 1 as a function of k, i.e. the function M_PBH = M_PBH(k). The values for k are given in the file k_values.npy. Values NaN mean that there is no constraint.Shape 21 x 9 = (number of k values) x (different data sample)


The data samples analyzed are:



index 0 - Isotropic Gamma-Ray Background (IGRB) from Fermi-LAT

index 1 - Galactic emission from LHAASO (inner region)

index 2 - Galactic emission from LHAASO (outer region)

index 3 - CASA-MIA

index 4 - KASCADE

index 5 - KASCADE-Grande

index 6 - Pierre Auger Observatory (2015)

index 7 - Pierre Auger Observatory hybrid (2016)

index 8 - Telescope Array Surface Detector (2018)


 

Neutrino constraints

Files:



neutrino_constraints_mPBH.npy - Values of M_PBH for different values of k.Shape 21 x 101 = (number of k values) x (number of masses)

neutrino_constraints_fPBH.npy - Constraint on f_PBH.Shape 21 x 101 x 4 = (number of k values) x (number of masses) x (different data sample)

neutrino_constraints_fPBH=1.npy - PBH masses correspoding to f_PBH = 1 as a function of k, i.e. the function M_PBH = M_PBH(k). The values for k are given in the file k_values.npy. Values NaN mean that there is no constraint.Shape 21 x 4 = (number of k values) x (different data sample)


The data samples analyzed are:



index 0 - IceCube HESE data (7.5 years)

index 1 - IceCube EHE data (7 years)

index 2 - IceCube-gen2 forecast (3 years)

index 3 - GRAND200k forecast (3 years)
DOI: 10.5281/zenodo.15755569
title: Results Summary (TIMES-MAGe)

description: This dataset provides a comprehensive summary of the main modelling results derived from the TIMES-MAGe framework, which explores power sector transition pathways in the Maghreb region—covering Tunisia, Morocco, and Algeria. The Excel file consolidates key outputs including installed electricity generation capacities, electricity generation mixes by technology, and levelized electricity production costs. Results are presented under scenarios with and without intra-regional electricity trade, allowing for comparison of national and regional decarbonization strategies. This dataset supports the analysis and findings presented in the associated study and serves as a transparent resource for replication, further analysis, and policy insights.
DOI: 10.5281/zenodo.15755570
title: Results Summary (TIMES-MAGe)

description: This dataset provides a comprehensive summary of the main modelling results derived from the TIMES-MAGe framework, which explores power sector transition pathways in the Maghreb region—covering Tunisia, Morocco, and Algeria. The Excel file consolidates key outputs including installed electricity generation capacities, electricity generation mixes by technology, and levelized electricity production costs. Results are presented under scenarios with and without intra-regional electricity trade, allowing for comparison of national and regional decarbonization strategies. This dataset supports the analysis and findings presented in the associated study and serves as a transparent resource for replication, further analysis, and policy insights.
DOI: 10.14461/oncat.data/2570507
title: Dynamics of the metastable st12 to diamond-cubic transition in germanium characterized by neutron spectroscopy

description: Data related to the manuscript "Dynamics of the metastable st12 to diamond-cubic transition in germanium characterized by neutron spectroscopy".
It includes density of states results for st12-Ge, dc-Ge, amorphous-Ge, and the relaxation of st12-Ge to dc-Ge.  It also includes diffractions results for the same relaxation experiment.  The experiment was performed on the ARCS spectrometer at the SNS. See the Readme.md file in the data set for more information.
DOI: 10.15468/dl.5k53t9
title: Occurrence Download

description: A dataset containing 658 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Culicoides pictipennis (Staeger, 1839)"
 ]
}

 The dataset includes 658 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071822-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z8nkmr
title: Occurrence Download

description: A dataset containing 1041 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Luzula spicata (L.) DC.",
 "Geometry POLYGON((-8.00174339329464 54.1998526673513, 0.202120938926891 54.1998526673513, 0.202120938926891 61.2628565887411, -8.00174339329464 61.2628565887411, -8.00174339329464 54.1998526673513))",
 "CoordinateUncertaintyInMeters is 0,101",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1041 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071823-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hc33gs
title: Occurrence Download

description: A dataset containing 1428 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Culicoides kibunensis Tokunaga, 1937"
 ]
}

 The dataset includes 1428 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071824-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nexg7b
title: Occurrence Download

description: A dataset containing 3396089 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Australia",
 "DatasetKey is one of (Fauna Atlas N.T., iNaturalist Research-grade Observations, Earth Guardians Weekly Feed, NatureMapr)",
 "Geometry POLYGON((45.49809 -44.35534,222.50191 -44.35534,222.50191 26.35534,45.49809 26.35534,45.49809 -44.35534))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year 2020-2025"
 ]
}

 The dataset includes 3396089 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071833-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15618841
title: Evolution of negative dipole charge structure of thunderstorm over the Tibetan Plateau

description: The electrical field data, lightning VHF interferometer data and radar data  of a TP thunderstorm.
DOI: 10.5281/zenodo.15751174
title: Evolution of negative dipole charge structure of thunderstorm over the Tibetan Plateau

description: The electrical field data, lightning VHF interferometer data and radar data  of a TP thunderstorm.
DOI: 10.15468/dl.z26jjv
title: Occurrence Download

description: A dataset containing 285 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pomacanthus annularis (Bloch, 1787)",
 "Year 2000-2025"
 ]
}

 The dataset includes 285 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071825-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kvufd3
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anemone bucharica subsp. baissunensis (Juz.) Kamelin"
 ]
}

 The dataset includes 38 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071828-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e231842v1
title: Data and Code for: "Targeting Social Assistance: The Evolution of College Financial Aid in Colombia "

description: College financial aid programs often target individuals based on a combination of academic merit and socioeconomic status. The design of these programs can also be influenced by social preferences and political factors. This paper analyzes the evolution of Colombia's flagship program, Ser Pilo Paga, later renamed Generación E-Excelencia. It examines how the national government initially designed the program based on social objectives and budget constraints and subsequently modified it in response to student behavior, political pressures, and shifting priorities. Finally, the paper briefly discusses how these design changes might affect the program's impact on equity and efficiency.
DOI: 10.5281/zenodo.15042234
title: dataset271/Analytic-of-Halabja-Data-PHQ15-validation-study-: v1.0.0

description: Analytic codes for 

A study on long-term trauma-related mental health outcomes among Kurdish survivors of chemical attacks
DOI: 10.5281/zenodo.15738160
title: dataset271/Analytic-of-Halabja-Data-PHQ15-validation-study-: v1.0.0

description: Analytic codes for 

A study on long-term trauma-related mental health outcomes among Kurdish survivors of chemical attacks
DOI: 10.15468/dl.8h9b6f
title: Occurrence Download

description: A dataset containing 30701 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aedes albopictus (Skuse, 1894)"
 ]
}

 The dataset includes 30701 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071830-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cy66xq
title: Occurrence Download

description: A dataset containing 3015 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Emberiza poliopleura (Salvadori, 1888)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 3015 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071832-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15755347
title: Physical and Thermal Sediment Characterization in Ecuadorian Hydroelectric Reservoirs

description: This dataset contains physical, granulometric, and thermal properties of sediments collected from Guangopolo and Cumbayá reservoirs in Ecuador. Data include particle size, mineralogical signatures (as determined by FTIR), and thermal decomposition parameters obtained via TGA and DSC analyses, which support sustainable sediment reuse and circular economy research. 

Special thanks to Empresa Electrica Quito, which allowed sampling to be carried out in the Cumbayá and Guangopolo reservoirs under Interinstitutional Cooperation Agreement No. CONV-SG-011-2024
DOI: 10.5281/zenodo.15755348
title: Physical and Thermal Sediment Characterization in Ecuadorian Hydroelectric Reservoirs

description: This dataset contains physical, granulometric, and thermal properties of sediments collected from Guangopolo and Cumbayá reservoirs in Ecuador. Data include particle size, mineralogical signatures (as determined by FTIR), and thermal decomposition parameters obtained via TGA and DSC analyses, which support sustainable sediment reuse and circular economy research. 

Special thanks to Empresa Electrica Quito, which allowed sampling to be carried out in the Cumbayá and Guangopolo reservoirs under Interinstitutional Cooperation Agreement No. CONV-SG-011-2024
DOI: 10.5281/zenodo.15690786
title: Research Data Package: Multifunctional D-A Luminophores based on Acenaphtopyrido[2,3-b]pyrazine Core - Complete Experimental and Computational Data

description: This comprehensive research data package contains all experimental and computational data supporting the study "Multifunctional properties of D–A luminophores based on acenaphtopyrido[2,3-b]pyrazine core: photophysics, photochemistry, and efficient solution-processed OLEDs" published in Journal of Materials Chemistry C (2023, DOI: 10.1039/d3tc02860g). The package includes complete datasets for 8 novel donor-acceptor compounds exhibiting remarkable multifunctional properties: thermally activated delayed fluorescence (TADF), room-temperature phosphorescence (RTP), and aggregation-induced emission (AIE). Key achievements include OLED external quantum efficiencies up to 15.3% in solution-processed devices and singlet oxygen generation quantum yields up to 48% for photodynamic therapy applications. Data categories include: • Synthesis and characterization (NMR, TGA, protocols) • Photophysical properties (solution and solid-state studies, time-resolved spectroscopy, AIE studies, singlet oxygen generation) • Electrochemical analysis (cyclic voltammetry, HOMO/LUMO energies) • OLED device performance (fabrication protocols, efficiency data, chromaticity coordinates) • Computational chemistry (DFT optimized geometries, TD-DFT excited state calculations) • Published manuscript and supplementary information All data are provided in open formats (CSV, TXT, XYZ, PDF) with comprehensive documentation, detailed experimental protocols, and examples for data reuse. The dataset demonstrates best practices in FAIR data management and serves as a valuable resource for researchers in organic electronics, photophysics, materials design, and photodynamic therapy. Total: 48+ files (~8.2 MB) covering complete research cycle from synthesis to applications.
DOI: 10.5281/zenodo.15690787
title: Research Data Package: Multifunctional D-A Luminophores based on Acenaphtopyrido[2,3-b]pyrazine Core - Complete Experimental and Computational Data

description: This comprehensive research data package contains all experimental and computational data supporting the study "Multifunctional properties of D–A luminophores based on acenaphtopyrido[2,3-b]pyrazine core: photophysics, photochemistry, and efficient solution-processed OLEDs" published in Journal of Materials Chemistry C (2023, DOI: 10.1039/d3tc02860g). The package includes complete datasets for 8 novel donor-acceptor compounds exhibiting remarkable multifunctional properties: thermally activated delayed fluorescence (TADF), room-temperature phosphorescence (RTP), and aggregation-induced emission (AIE). Key achievements include OLED external quantum efficiencies up to 15.3% in solution-processed devices and singlet oxygen generation quantum yields up to 48% for photodynamic therapy applications. Data categories include: • Synthesis and characterization (NMR, TGA, protocols) • Photophysical properties (solution and solid-state studies, time-resolved spectroscopy, AIE studies, singlet oxygen generation) • Electrochemical analysis (cyclic voltammetry, HOMO/LUMO energies) • OLED device performance (fabrication protocols, efficiency data, chromaticity coordinates) • Computational chemistry (DFT optimized geometries, TD-DFT excited state calculations) • Published manuscript and supplementary information All data are provided in open formats (CSV, TXT, XYZ, PDF) with comprehensive documentation, detailed experimental protocols, and examples for data reuse. The dataset demonstrates best practices in FAIR data management and serves as a valuable resource for researchers in organic electronics, photophysics, materials design, and photodynamic therapy. Total: 48+ files (~8.2 MB) covering complete research cycle from synthesis to applications.
DOI: 10.15468/dl.86tw3u
title: Occurrence Download

description: A dataset containing 76349880 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "License is CC-BY 4.0",
 "Month is June"
 ]
}

 The dataset includes 76349880 records from 16275 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071826-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14277036
title: Above-canopy precipitation measurements at Hartheim Forest Research Site (DE-Har) from 2009-01-01 to 2009-12-31 [L2]

description: Quality controlled and gap-filled continuous precipitation measurements above the forest canopy at Hartheim Forest Research Site (ICOS Associate Ecosystem Site DE-Har, UFR Code: HARTHM, 7.59814ºE, 47.93391ºN, 201 m) measured using a heated ombrometer Model 5.4031 (Adolf Thies GmbH & Co. KG, Göttingen, Germany). The ombrometer is operated on a 18 m tower just above the top of the canopy.



Quality controlled above-canopy precipitation data are available and aggregated at 10min, 30min, hourly, daily, monthly and yearly resolution for the year 2009.

Precipitation sums are provided on hourly, daily, monthly and annual scales.

Number of hours with precipitation >0.1 mm/hr, >1 mm/hr, >2.5 mm/hr, >5 mm/hr, >10 mm/hr, >20 mm/hr, and > 50 mm/hr provided on daily, monthly, and annual scale.

Number of days with precipitation >0.1 mm/day, >1 mm/day, >2.5 mm/day, >5 mm/day, >10 mm/day, >20 mm/day and >50 mm/day provided on monthly, and annual scale.

Precipitation does not distinguish between form (e.g. snow vs. rain)

Detailed information on gap-filled data is provided.

Note: All times are provided in UTC, not local time.


For more details read `HARTHM_2009_Precipitation_MetaData.txt`.
description: COPYRIGHT



Creative Commons Attribution 4.0 International. Copyright Albert-Ludwigs-Universität Freiburg, Professur für Umweltmeteorologie, Werthmannstrasse 10, Freiburg, Germany.


CREATOR

This work was created by the University of Freiburg, Germany.

ATTRIBUTION

The site is operated as part of the Integrated Carbon Observation System (ICOS).

Instruments and sensors in the dataset were operated by the Chair of Environmental Meteorology, University of Freiburg, Germany.

DISCLAIMER

The use of the work is at the user's own risk. The authors and/or the involved institutions, accept no liability for material or non-material damage arising from the use or non-use or from the use of incorrect or incomplete information in this work. The author and/or the involved institutions are not responsible for any use that may be made of the information in this work. The legal provisions remain unaffected.

MATERIAL NOTICE

The notices cover data in databases, text and images contained in the work.

MATERIAL URI

Hartheim Forest Research Site

DE-Har in the ICOS Carbon Portal
DOI: 10.5281/zenodo.14947841
title: Above-canopy precipitation measurements at Hartheim Forest Research Site (DE-Har) from 2009-01-01 to 2009-12-31 [L2]

description: Quality controlled and gap-filled continuous precipitation measurements above the forest canopy at Hartheim Forest Research Site (ICOS Associate Ecosystem Site DE-Har, UFR Code: HARTHM, 7.59814ºE, 47.93391ºN, 201 m) measured using a heated ombrometer Model 5.4031 (Adolf Thies GmbH & Co. KG, Göttingen, Germany). The ombrometer is operated on a 18 m tower just above the top of the canopy.



Quality controlled above-canopy precipitation data are available and aggregated at 10min, 30min, hourly, daily, monthly and yearly resolution for the year 2009.

Precipitation sums are provided on hourly, daily, monthly and annual scales.

Number of hours with precipitation >0.1 mm/hr, >1 mm/hr, >2.5 mm/hr, >5 mm/hr, >10 mm/hr, >20 mm/hr, and > 50 mm/hr provided on daily, monthly, and annual scale.

Number of days with precipitation >0.1 mm/day, >1 mm/day, >2.5 mm/day, >5 mm/day, >10 mm/day, >20 mm/day and >50 mm/day provided on monthly, and annual scale.

Precipitation does not distinguish between form (e.g. snow vs. rain)

Detailed information on gap-filled data is provided.

Note: All times are provided in UTC, not local time.


For more details read `HARTHM_2009_Precipitation_MetaData.txt`.

Version history

Version 1.1.0 corrects for an error in the file "HARTHM_2009_Precipitation_10min_UTC.csv" where in the previous version (1.0.0) the time axis encountered an overflow after August 15. This did not affect other files at 30 min, hourly, daily, monthly and yearly resolutions. Version 1.1.0 also fixes a minor column labelling issue in the yearly file "HARTHM_2009_Precipitation_Yearly_UTC.csv".
description: COPYRIGHT



Creative Commons Attribution 4.0 International. Copyright Albert-Ludwigs-Universität Freiburg, Professur für Umweltmeteorologie, Werthmannstrasse 10, Freiburg, Germany.


CREATOR

This work was created by the University of Freiburg, Germany.

ATTRIBUTION

The site is operated as part of the Integrated Carbon Observation System (ICOS).

Instruments and sensors in the dataset were operated by the Chair of Environmental Meteorology, University of Freiburg, Germany.

DISCLAIMER

The use of the work is at the user's own risk. The authors and/or the involved institutions, accept no liability for material or non-material damage arising from the use or non-use or from the use of incorrect or incomplete information in this work. The author and/or the involved institutions are not responsible for any use that may be made of the information in this work. The legal provisions remain unaffected.

MATERIAL NOTICE

The notices cover data in databases, text and images contained in the work.

MATERIAL URI

Hartheim Forest Research Site

DE-Har in the ICOS Carbon Portal