cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13345214
title: Dark Ecology Dataset: Measurements of Aerial Biomass in US Weather Radar: Vertical Profiles from 2020–2022

description: The US NEXRAD radar network has monitored the aerosphere over the US and its territories since the 1990s and archived over 250 million files that contain a wealth of information about the movements of birds, bats, and insects. We extracted measurements of biological activity from all files in the NEXRAD archive.

This data record contains vertical profiles of aerial biomass from 2020 through 2022. Vertical profiles for other years and time series data products can be found in related works.

Please visit https://github.com/darkecology/darkeco-dataset to access the full dataset, including download links, documentation, and examples.
DOI: 10.5518/1535
title: Data associated with 'Asynchronous optical sampling of on-chip terahertz devices for real-time sensing and imaging applications'

description: This dataset provides the data presented in figures 2, 3, and 4 of the related publication "Asynchronous optical sampling of on-chip terahertz devices for real-time sensing and imaging applications". A detailed description of the data collection and analysis procedures is provided in the related publication (see README).
DOI: 10.5281/zenodo.13345210
title: Dark Ecology Dataset: Measurements of Aerial Biomass in US Weather Radar: Vertical Profiles from 2015–2019

description: The US NEXRAD radar network has monitored the aerosphere over the US and its territories since the 1990s and archived over 250 million files that contain a wealth of information about the movements of birds, bats, and insects. We extracted measurements of biological activity from all files in the NEXRAD archive.

This data record contains vertical profiles of aerial biomass from 2015 through 2019. Vertical profiles for other years and time series data products can be found in related works.

Please visit https://github.com/darkecology/darkeco-dataset to access the full dataset, including download links, documentation, and examples.
DOI: 10.5281/zenodo.13345206
title: Dark Ecology Dataset: Measurements of Aerial Biomass in US Weather Radar: Vertical Profiles from 2010–2014

description: The US NEXRAD radar network has monitored the aerosphere over the US and its territories since the 1990s and archived over 250 million files that contain a wealth of information about the movements of birds, bats, and insects. We extracted measurements of biological activity from all files in the NEXRAD archive.

This data record contains vertical profiles of aerial biomass from 2010 through 2014. Vertical profiles for other years and time series data products can be found in related works.

Please visit https://github.com/darkecology/darkeco-dataset to access the full dataset, including download links, documentation, and examples.
DOI: 10.5281/zenodo.13345204
title: Dark Ecology Dataset: Measurements of Aerial Biomass in US Weather Radar: Vertical Profiles from 2005–2009

description: The US NEXRAD radar network has monitored the aerosphere over the US and its territories since the 1990s and archived over 250 million files that contain a wealth of information about the movements of birds, bats, and insects. We extracted measurements of biological activity from all files in the NEXRAD archive.

This data record contains vertical profiles of aerial biomass from 2005 through 2009. Vertical profiles for other years and time series data products can be found in related works.

Please visit https://github.com/darkecology/darkeco-dataset to access the full dataset, including download links, documentation, and examples.
DOI: 10.5281/zenodo.13345202
title: Dark Ecology Dataset: Measurements of Aerial Biomass in US Weather Radar: Vertical Profiles from 2000–2004

description: The US NEXRAD radar network has monitored the aerosphere over the US and its territories since the 1990s and archived over 250 million files that contain a wealth of information about the movements of birds, bats, and insects. We extracted measurements of biological activity from all files in the NEXRAD archive.

This data record contains vertical profiles of aerial biomass from 2000 through 2004. Vertical profiles for other years and time series data products can be found in related works.

Please visit https://github.com/darkecology/darkeco-dataset to access the full dataset, including download links, documentation, and examples.
DOI: 10.6084/m9.figshare.30814577.v1
title: <b>Appendix A: </b>Mapping of research implications and future directions to theoretical sources

description: Appendix A provides a consolidated mapping of the study’s implications and proposed future research directions to their underlying theoretical sources. The purpose of this appendix is to make explicit the intellectual foundations of the arguments developed in Sections 6.3.1 and 6.3.2, thereby enhancing the transparency, rigor, and traceability of the study’s conceptual contributions. By organizing the references thematically and linking them directly to each implication and proposed direction, the appendix clarifies how the research is situated within broader debates on urban theory, design practice, memory, historiography, and unprecedented urbanism.
DOI: 10.5281/zenodo.13345174
title: Dark Ecology Dataset: Measurements of Aerial Biomass in US Weather Radar: Vertical Profiles from 1995–1999

description: The US NEXRAD radar network has monitored the aerosphere over the US and its territories since the 1990s and archived over 250 million files that contain a wealth of information about the movements of birds, bats, and insects. We extracted measurements of biological activity from all files in the NEXRAD archive.

This data record contains vertical profiles of aerial biomass from 1995 through 1999. Vertical profiles for other years and time series data products can be found in related works.

Please visit https://github.com/darkecology/darkeco-dataset to access the full dataset, including download links, documentation, and examples.
DOI: 10.5281/zenodo.18376291
title: NOVAC_BRAND5_3.3F_3_23C_0k_EDLC_single

description: MetSuperCap Project Dataset 3.3F SC sample 3 NOVAC - EDLC singlePart of the Constant Temperature DataBase
DOI: 10.5281/zenodo.18376292
title: NOVAC_BRAND5_3.3F_3_23C_0k_EDLC_single

description: MetSuperCap Project Dataset 3.3F SC sample 3 NOVAC - EDLC singlePart of the Constant Temperature DataBase
DOI: 10.3886/e244368
title: Data and Code for: Transmission Lowers US Generation Costs, But Generator Incentives Are Not Aligned

description: This project contains the data and code to replicate "Transmission Lowers US Generation Costs, But Generator Incentives Are Not Aligned" by Ham, Kay, and Hausman.
description: Power plants in the the United States, excepting Alaska and Hawaii.
DOI: 10.3886/e244368v1
title: Data and Code for: Transmission Lowers US Generation Costs, But Generator Incentives Are Not Aligned

description: This project contains the data and code to replicate "Transmission Lowers US Generation Costs, But Generator Incentives Are Not Aligned" by Ham, Kay, and Hausman.
description: Power plants in the the United States, excepting Alaska and Hawaii.
DOI: 10.5281/zenodo.17909093
title: VLT/CRIRES+ K-band spectroscopy observations of HIP 67522b

description: Data for the paper "Atmospheric characterization of HIP 67522 b with VLT/CRIRES+", Lavail et al. (2026)

This Zenodo record contains data to reproduce the results in the paper "Atmospheric characterization of HIP 67522 b with VLT/CRIRES+", submitted to A&A.

The file hd120411b.h5 contains reduced CRIRES+ reductions and associated ancillary information and metadata, as highlighted in Sect 2.2 of the paper.

The file hip67522-model-spectra-isothermal.h5 contains the model spectra of HIP 67522b, computed with petitradtrans, assuming isothermal atmosphere, and for each species investigated in the paper. The wavelength (contained in the datasets named wave_species with species in ['H2O', 'CO', 'CO2', 'SO2', 'H2S', 'CH4', 'NH3', 'C2H2', 'HCN','HDO','H2-18O','13CO']) is expressed in vacuum in nanometres. Spectra (contained in datasets names radius_species) contain $-(\frac{R_\textrm{planet}}{R_\textrm{star}})^2$. This data was used for generating figure 2 and computing cross-correlation maps.

The opacity sources for each species used with petitradtrans are the following:



H2O



H2O : 1H2-16O__POKAZATEL.R1e6_0.3-28mu.xsec.petitRADTRANS.h5

HDO : 1H-2H-16O__HITEMP.R1e6_0.3-28mu.xsec.petitRADTRANS.h5

H_2- 18O : 1H2-18O__HITRAN.R1e6_0.3-28mu.xsec.petitRADTRANS.h5



CO



12CO : 12C-16O__HITEMP.R1e6_0.3-28mu.xsec.petitRADTRANS.h5

13CO : 13C-16O__HITRAN.R1e6_0.3-28mu.xsec.petitRADTRANS.h5



CO2



12C-16O2__HITEMP.R1e6_0.3-28mu.xsec.petitRADTRANS.h5



NH3



14N-1H3__HITRAN.R1e6_0.3-28mu.xsec.petitRADTRANS.h5



CH4



12C-1H4__Hargreaves.R1e6_0.3-28mu.xsec.petitRADTRANS.h5



HCN



1H-12C-14N__Harris.R1e6_0.3-28mu.xsec.petitRADTRANS.h5



C2H2



12C2-1H2__HITRAN.R1e6_0.3-28mu.xsec.petitRADTRANS.h5



H2S



1H2-32S__HITRAN.R1e6_0.3-28mu.xsec.petitRADTRANS.h5



SO2



32S-16O2__ExoAmes.R1e6_0.3-28mu.xsec.petitRADTRANS.h5
DOI: 10.5281/zenodo.17909092
title: VLT/CRIRES+ K-band spectroscopy observations of HIP 67522b

description: Data for the paper "Atmospheric characterization of HIP 67522 b with VLT/CRIRES+", Lavail et al. (2026)

This Zenodo record contains data to reproduce the results in the paper "Atmospheric characterization of HIP 67522 b with VLT/CRIRES+", submitted to A&A.

The file hd120411b.h5 contains reduced CRIRES+ reductions and associated ancillary information and metadata, as highlighted in Sect 2.2 of the paper.

The file hip67522-model-spectra-isothermal.h5 contains the model spectra of HIP 67522b, computed with petitradtrans, assuming isothermal atmosphere, and for each species investigated in the paper. The wavelength (contained in the datasets named wave_species with species in ['H2O', 'CO', 'CO2', 'SO2', 'H2S', 'CH4', 'NH3', 'C2H2', 'HCN','HDO','H2-18O','13CO']) is expressed in vacuum in nanometres. Spectra (contained in datasets names radius_species) contain $-(\frac{R_\textrm{planet}}{R_\textrm{star}})^2$. This data was used for generating figure 2 and computing cross-correlation maps.

The opacity sources for each species used with petitradtrans are the following:



H2O



H2O : 1H2-16O__POKAZATEL.R1e6_0.3-28mu.xsec.petitRADTRANS.h5

HDO : 1H-2H-16O__HITEMP.R1e6_0.3-28mu.xsec.petitRADTRANS.h5

H_2- 18O : 1H2-18O__HITRAN.R1e6_0.3-28mu.xsec.petitRADTRANS.h5



CO



12CO : 12C-16O__HITEMP.R1e6_0.3-28mu.xsec.petitRADTRANS.h5

13CO : 13C-16O__HITRAN.R1e6_0.3-28mu.xsec.petitRADTRANS.h5



CO2



12C-16O2__HITEMP.R1e6_0.3-28mu.xsec.petitRADTRANS.h5



NH3



14N-1H3__HITRAN.R1e6_0.3-28mu.xsec.petitRADTRANS.h5



CH4



12C-1H4__Hargreaves.R1e6_0.3-28mu.xsec.petitRADTRANS.h5



HCN



1H-12C-14N__Harris.R1e6_0.3-28mu.xsec.petitRADTRANS.h5



C2H2



12C2-1H2__HITRAN.R1e6_0.3-28mu.xsec.petitRADTRANS.h5



H2S



1H2-32S__HITRAN.R1e6_0.3-28mu.xsec.petitRADTRANS.h5



SO2



32S-16O2__ExoAmes.R1e6_0.3-28mu.xsec.petitRADTRANS.h5
DOI: 10.5281/zenodo.17865935
title: Dataset supporting 'The effect of trait choice on hybrid species distribution model projections under climate change'.

description: These files accompany the manuscript 'The effect of trait choice on hybrid species distribution model projections under climate change'. They are provided in CSV format and contain the data used to generate thermal performance curves for growth, germination, and Fv/Fm of Dictyota dichotoma as well as the full occurrence records for the species, prior to further processing. 

Below is a concise description of each file and the included data:

File: Dictyota_growth.csvDescription: Growth measurements of Dictyota dichotoma germlings across temperatures. Note that fertile germlings were removed from this dataset.Columns:



Population_id: Identifier for population

Strain_id: Identifier for parental sporophyte strain 

Temperature_C: Experimental temperature (°C)

Surface_t0: Initial surface area

Surface_t1: Final surface area

Growth_rate: Calculated relative growth rate; negative growth values were converted to 0, and algae found to be dead during PAM measurements were also assigned a growth of 0


File: Dictyota_FvFm.csvDescription: Maximum quantum yield of photosystem II (Fv/Fm) of Dictyota dichotoma germlings across temperatures measured using PAM fluorometry. Note that fertile germlings were removed from this dataset.Columns:



Population_id: Identifier for population

Strain_id: Identifier for parental sporophyte strain 

Temperature_C: Experimental temperature (°C)

F0: Initial fluorescence

Fm: Maximum fluorescence

Corrected_Fm: Fm corrected using a fluorescent standard

FvFm: Maximum quantum yield of photosystem II


File: Dictyota_germination.csvDescription: Germination success of Dictyota dichotoma spores across temperatures.Columns:



Population_id: Identifier for population

Strain_id: Identifier for parental sporophyte strain 

Temperature_C: Experimental temperature (°C)

Days_post_collection: Days since collection of parental sporophytes

Germinated_apical_rhizoidal: Number of germinated spores with a clear apical and rhizoidal part

Germinated_no_rhizoidal: Number of germinated spores without a rhizoidal part

Not_germinated: Number of ungerminated spores

Germination_rate_percent: Percentage of germinated spores with a clear apical and rhizoidal part (= normal development)


File: Dictyota_full_occurrences.csvDescription: Full list of occurrence records of Dictyota dichotoma used for species distribution models, prior to thinning or further processing.Columns:



Species: Name of the species (Dictyota dichotoma)

Latitude: Decimal degrees latitude (WGS84)

Longitude: Decimal degrees longitude (WGS84)

Source: Original data source
DOI: 10.5281/zenodo.17865936
title: Dataset supporting 'The effect of trait choice on hybrid species distribution model projections under climate change'.

description: These files accompany the manuscript 'The effect of trait choice on hybrid species distribution model projections under climate change'. They are provided in CSV format and contain the data used to generate thermal performance curves for growth, germination, and Fv/Fm of Dictyota dichotoma as well as the full occurrence records for the species, prior to further processing. 

Below is a concise description of each file and the included data:

File: Dictyota_growth.csvDescription: Growth measurements of Dictyota dichotoma germlings across temperatures. Note that fertile germlings were removed from this dataset.Columns:



Population_id: Identifier for population

Strain_id: Identifier for parental sporophyte strain 

Temperature_C: Experimental temperature (°C)

Surface_t0: Initial surface area

Surface_t1: Final surface area

Growth_rate: Calculated relative growth rate; negative growth values were converted to 0, and algae found to be dead during PAM measurements were also assigned a growth of 0


File: Dictyota_FvFm.csvDescription: Maximum quantum yield of photosystem II (Fv/Fm) of Dictyota dichotoma germlings across temperatures measured using PAM fluorometry. Note that fertile germlings were removed from this dataset.Columns:



Population_id: Identifier for population

Strain_id: Identifier for parental sporophyte strain 

Temperature_C: Experimental temperature (°C)

F0: Initial fluorescence

Fm: Maximum fluorescence

Corrected_Fm: Fm corrected using a fluorescent standard

FvFm: Maximum quantum yield of photosystem II


File: Dictyota_germination.csvDescription: Germination success of Dictyota dichotoma spores across temperatures.Columns:



Population_id: Identifier for population

Strain_id: Identifier for parental sporophyte strain 

Temperature_C: Experimental temperature (°C)

Days_post_collection: Days since collection of parental sporophytes

Germinated_apical_rhizoidal: Number of germinated spores with a clear apical and rhizoidal part

Germinated_no_rhizoidal: Number of germinated spores without a rhizoidal part

Not_germinated: Number of ungerminated spores

Germination_rate_percent: Percentage of germinated spores with a clear apical and rhizoidal part (= normal development)


File: Dictyota_full_occurrences.csvDescription: Full list of occurrence records of Dictyota dichotoma used for species distribution models, prior to thinning or further processing.Columns:



Species: Name of the species (Dictyota dichotoma)

Latitude: Decimal degrees latitude (WGS84)

Longitude: Decimal degrees longitude (WGS84)

Source: Original data source
DOI: 10.25824/redu/9kq93h
title: Open-source numerical solver for neutrino collective effects in an isotropic neutrino gas

description: An Open Source code to workout numerical solutions for neutrino evolution when considering neutrino-neutrino coherent forward scattering (Collective Effects) in a uniform and isotropic neutrino gas.
DOI: 10.7910/dvn/oyujiz
title: Data for Estimating Gender Disparities in Surgical Sterilization Uptake in India in 2019-20 and Cost Savings from Equity Achievement

description: This dataset provides underlying data and calculated estimates of gender disparities in surgical sterilization uptake in India in 2019-20, as well as cost savings from equity achievement. Both the dataset and data dictionary are provided.
DOI: 10.18712/nsd-nsd3338-v1
title: The 2021 Norwegian Sámi Parliamentary Election Study

description: The general aim of the project is to study the conditions for and the challenges of Sámi self-determination in Norway through an elected assembly – the Sámi Parliament. More specifically, we study the 2021 Sámi Parliamentary election in Norway. A main part of the project is a representative voter survey with a sample drawn from the electoral roll of the Sámi Parliament. This is a follow-up of previous surveys from 2009, 2013 and 2017.&#xA;&#xA;Key topics include: 1) The 2021 election: voting behaviour; 2) Political participation – in and between elections; 3) Political attitudes, including attitudes to self-determination and criteria for registration in the electoral roll; 4) Political trust and political interest; 5) The election campaign and the media; 6) Perceived discrimination; 7) Background variables.

In addition to the variables from the questionnaire, the data file contains the following variables: electoral district (electoral district in the Sámi Parliamentary election), weight, knr_over250 (only the municipalities where more than 250 people are entered in the electoral roll are included as separate values; all other municipalities are combined in a single aggregate category), ant_mantall (whether one is resident in municipalities with 30 or more persons entered in the electoral roll), and administrative area (whether one is resident in a municipality that is part of the administrative area for Sámi languages). The variables sex and age are also available as electoral roll variables, in addition to being asked about in the questionnaire. It is recommended to use the variables from the electoral roll. The dataset also contains a weight that is based on sex, age and electoral district, and this can be used to correct for biases due to non-response.
DOI: 10.5517/ccdc.csd.cc2d8fbg
title: CCDC 2212635: Experimental Crystal Structure Determination

description: Related Article: Amina Boughougal,  Filippo Monti,  Abdenour Guerraoui,  Nourdine Boukabcha, Abdelkader Chouaih,  Oumaima Naili,  Meriem Goudjil|2025|J.Mol.Struct.|1328|141280|doi:10.1016/j.molstruc.2024.141280
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2g3s0d
title: CCDC 2267743: Experimental Crystal Structure Determination

description: Related Article: Keerthikumara Venkatesha, Mahesh Sankanahalli Srinivas, Ananda Swamynayaka, Mahendra Madegowda, Ravi Singh Krishna, Tejaswi Ashok Hegde, Maralinganadoddi P. Sadashiva|2024|Opt.Mater.|157|116068|doi:10.1016/j.optmat.2024.116068
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2g3z3p
title: CCDC 2267932: Experimental Crystal Structure Determination

description: Related Article: Somrita Nag, Udayan Mondal, Priyanka Sow, Asmita Samadder, Priyabrata Banerjee|2024|Microchemical Journal|208|112477|doi:10.1016/j.microc.2024.112477
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2ggfx9
title: CCDC 2278001: Experimental Crystal Structure Determination

description: Related Article: S.V. Chuvikov, M.A. Shmelev, A.S. Chistyakov, S.A. Nikolaevskii, A.A. Sidorov, M.D. Agapkin, S.S. Fedotov, S.V. Savilov, K.I. Maslakov, S.N. Klyamkin|2024|Carbon|228|119421|doi:10.1016/j.carbon.2024.119421
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2ggwqk
title: CCDC 2278429: Experimental Crystal Structure Determination

description: Related Article: Liuzhong Yuan, Jingyuan Yang, Shuo Qi, Yujia Liu, Xinyu Tian, Tao Jia, Yue Wang, Chuandong Dou|2023|Angew.Chem.,Int.Ed.|62|e202314982|doi:10.1002/anie.202314982
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.