cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17254801
title: Data of Cs2NaFeCl6

description: This dataset contains simulation results, band structure diagrams, and machine learning analysis for Cs2NaFeCl6-based perovskite solar cells (PSCs) with different electron transport layers (ETLs). The included figures and data files illustrate the following:

1.     Band structure diagrams showing the energy levels for various ETL materials: SnO₂, LBSO, CdS, and SnS₂.

2.     Impact of active layer properties – the effect of varying - thickness and  acceptor density of the Cs2NaFeCl6 absorber on PSC output parameters.

3.     Role of ETL properties – the influence of  thickness and acceptor density of ETLs on device performance.

4.     Interface defect density (IDD) effect – variation of IDD at the ETL/Cs2NaFeCl6interface with respect to absorber thickness.

5.     Temperature dependence – effect of operating temperature on the performance of PSCs with an FTO/SnS₂/Cs2NaFeCl6/Au structure.

6.     Device performance plots –  J–V characteristics and  quantum efficiency (QE) plots for the optimized PSC.

7.     Machine learning analysis – actual vs. predicted values for PCE, VOC, JSC, and FF of the optimized SnS₂-based PSC; feature importance ranking from a Random Forest model; and SHAP summary plots showing the contribution of input parameters to PCE prediction.

This dataset can be useful for researchers working on lead-free halide double perovskites, ETL optimization, and machine learning-assisted solar cell design.
DOI: 10.5281/zenodo.17156507
title: Dataset for "Linear analysis and PIC simulations of electron cyclotron harmonic instability driven by a subtracted-kappa velocity distribution"

description: Dataset produced as part of the calculations in the paper
DOI: 10.5281/zenodo.17156508
title: Dataset for "Linear analysis and PIC simulations of electron cyclotron harmonic instability driven by a subtracted-kappa velocity distribution"

description: Dataset produced as part of the calculations in the paper
DOI: 10.26023/fd53-m9k4-t0t
title: UCLA AGCM SSIB Experiment 2. Version 1.0

description: This data set contains a series of output from UCLA AGCM coupled with the land surface processes model SSIB-1 for the period between 1 May to 31 October for the years 2000, and 2003-2006. All files were written in the direct access "stream" binary format. The output are at varying temporal (hourly, 6 hourly, daily and monthly) and horizontal resolutions and cover varying domains (see readme for further information). A set of GrADS control files is also provided in a single tar file (ucla_exp2_ctl.tar). It is suggested that orders for this data be done in orders no bigger than one year at a time.
DOI: 10.5281/zenodo.17254822
title: Surdopedagoglarning metodik  kompetentligini baholash:  testlar va mezonlar

description: Mazkur maqolada surdopedagoglarning metodik kompetentligini baholash masalasi yoritilgan. Unda pedagoglarning kasbiy mahorati va metodik yondashuvlarini aniqlash uchun qo‘llaniladigan testlar mazmuni hamda ularni baholash mezonlari tahlil qilinadi. Shuningdek, metodik kompetentlikning zamonaviy ta’lim jarayonidagi ahamiyati va samaradorlikka ta’siri ko‘rsatib beriladi. Tadqiqot natijalari surdopedagoglar tayyorlash jarayonida sifatni oshirish, ularning dars jarayonidagi metodik faoliyatini takomillashtirishga xizmat qiladi. Maqolada ishlab chiqilgan test va mezonlardan amaliyotda foydalanish bo‘lajak mutaxassislarning kasbiy malakasini yanada kuchaytirishga asos bo‘lishi ta’kidlanadi.
DOI: 10.5281/zenodo.17254823
title: Surdopedagoglarning metodik  kompetentligini baholash:  testlar va mezonlar

description: Mazkur maqolada surdopedagoglarning metodik kompetentligini baholash masalasi yoritilgan. Unda pedagoglarning kasbiy mahorati va metodik yondashuvlarini aniqlash uchun qo‘llaniladigan testlar mazmuni hamda ularni baholash mezonlari tahlil qilinadi. Shuningdek, metodik kompetentlikning zamonaviy ta’lim jarayonidagi ahamiyati va samaradorlikka ta’siri ko‘rsatib beriladi. Tadqiqot natijalari surdopedagoglar tayyorlash jarayonida sifatni oshirish, ularning dars jarayonidagi metodik faoliyatini takomillashtirishga xizmat qiladi. Maqolada ishlab chiqilgan test va mezonlardan amaliyotda foydalanish bo‘lajak mutaxassislarning kasbiy malakasini yanada kuchaytirishga asos bo‘lishi ta’kidlanadi.
DOI: 10.6084/m9.figshare.30269728
title: Soil viral and microbial interactions facilitate microbial necromass carbon accumulation in the semiarid typical steppe under altered precipitation_Research data

description: Viruses are regarded as indispensable biotic components of soil ecosystems, where they play critical roles in microbial community succession and soil carbon cycling. However, the formation mechanisms of microbial necromass carbon (MNC), a major stable source of soil organic carbon (SOC), remain unclear under altered precipitation, particularly regarding the regulatory effects of virus–microbe interactions. Based on a multi–year precipitation manipulation experiment in a typical temperate steppe on the Loess Plateau, this study systematically examined the influence of soil viral and microbial community structures, as well as their interactions, on microbial necromass carbon accumulation. The results showed that decreased precipitation significantly reduced microbial necromass carbon (BNC, MNC, and BNC/MNC) and their relative contributions to SOC (BNC/SOC and MNC/SOC), whereas increased precipitation had relatively weaker effects. Altered precipitation changed soil viral and microbial community composition, and their co–occurrence networks were dominated by positive within–trophic and cross–trophic associations. Pearson correlation analysis revealed that microbial necromass carbon and its contribution to SOC were positively correlated with network complexity (e.g., node number, edge number, average degree, network density), as well as with positive WTAs and CTAs. Structural equation modeling further indicated that altered precipitation affected virus–microbe interactions by changing soil moisture, thereby jointly regulating the formation and accumulation of microbial necromass carbon. Collectively, these findings highlight the pivotal role of virus–microbe interactions in shaping microbial necromass carbon dynamics under altered precipitation, offering new insights into the mechanisms underlying soil carbon stabilization.
DOI: 10.6084/m9.figshare.30269728.v1
title: Soil viral and microbial interactions facilitate microbial necromass carbon accumulation in the semiarid typical steppe under altered precipitation_Research data

description: Viruses are regarded as indispensable biotic components of soil ecosystems, where they play critical roles in microbial community succession and soil carbon cycling. However, the formation mechanisms of microbial necromass carbon (MNC), a major stable source of soil organic carbon (SOC), remain unclear under altered precipitation, particularly regarding the regulatory effects of virus–microbe interactions. Based on a multi–year precipitation manipulation experiment in a typical temperate steppe on the Loess Plateau, this study systematically examined the influence of soil viral and microbial community structures, as well as their interactions, on microbial necromass carbon accumulation. The results showed that decreased precipitation significantly reduced microbial necromass carbon (BNC, MNC, and BNC/MNC) and their relative contributions to SOC (BNC/SOC and MNC/SOC), whereas increased precipitation had relatively weaker effects. Altered precipitation changed soil viral and microbial community composition, and their co–occurrence networks were dominated by positive within–trophic and cross–trophic associations. Pearson correlation analysis revealed that microbial necromass carbon and its contribution to SOC were positively correlated with network complexity (e.g., node number, edge number, average degree, network density), as well as with positive WTAs and CTAs. Structural equation modeling further indicated that altered precipitation affected virus–microbe interactions by changing soil moisture, thereby jointly regulating the formation and accumulation of microbial necromass carbon. Collectively, these findings highlight the pivotal role of virus–microbe interactions in shaping microbial necromass carbon dynamics under altered precipitation, offering new insights into the mechanisms underlying soil carbon stabilization.
DOI: 10.15468/dl.r6cfrj
title: Occurrence Download

description: A dataset containing 15464 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2016",
 "Geometry POLYGON ((20.57111 38.46804, 20.56222 38.47111, 20.54187 38.47056, 20.53417 38.43472, 20.53972 38.40944, 20.54916 38.39098, 20.5459 38.3602, 20.53639 38.34472, 20.51639 38.32777, 20.50389 38.31917, 20.48076 38.30882, 20.4418 38.32653, 20.39861 38.32556, 20.35611 38.23195, 20.34153 38.19888, 20.34257 38.17791, 20.37777 38.15666, 20.515 38.10319, 20.55778 38.09056, 20.735 38.06083, 20.79347 38.06326, 20.81264 38.11493, 20.68055 38.2775, 20.6125 38.39416, 20.57111 38.46804))"
 ]
}

 The dataset includes 15464 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042341-250920141307145/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.30269830
title: DeepAtroposHcpT1Weights_pytorch

description: DepeAtropos Pytorch T1<br>
DOI: 10.6084/m9.figshare.30269830.v1
title: DeepAtroposHcpT1Weights_pytorch

description: DepeAtropos Pytorch T1<br>
DOI: 10.15468/dl.astrx7
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phalacrus fimetarius",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042342-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17254843
title: COVID-19-Hospitalisierungen in Deutschland

description: Im Datensatz "COVID-19-Hospitalisierungen in Deutschland" des Robert Koch-Institutswerden täglich aktualisierte Informationen zu Hospitalisierungen im Zusammenhang mit COVID-19 basierend auf den Meldungen nach dem Infektionsschutzgesetz (IfSG) bereitgestellt. Neben tagesaktuellen Fallzahlen und Inzidenzen auf Bundes- und Länderebene enthält der Datensatz auch modellgestützte Schätzungen verzögert gemeldeter Hospitalisierungen mittels Nowcasting. Ziel ist es, die tatsächliche Belastung des Gesundheitssystems durch COVID-19 besser abzubilden, insbesondere durch die Berechnung adjustierter 7-Tage-Hospitalisierungsinzidenzen.
DOI: 10.15468/dl.89pw9z
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "Country is Kazakhstan",
 "Geometry POLYGON((73.09541 49.76936,73.08565 49.76699,73.08136 49.76256,73.07115 49.75989,73.06582 49.75353,73.06864 49.74747,73.07293 49.74554,73.08461 49.74628,73.08639 49.7454,73.09112 49.74747,73.1031 49.7525,73.10799 49.75856,73.11331 49.76625,73.11583 49.77069,73.10828 49.77483,73.09541 49.76936))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 187 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042343-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w7w5xb
title: Occurrence Download

description: A dataset containing 273 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "Country is Kazakhstan",
 "Geometry POLYGON((73.0973 49.77026,73.08659 49.76753,73.07541 49.76302,68.91163 46.02425,73.04597 49.72547,73.06986 49.74686,73.07936 49.74536,73.09364 49.74517,73.10116 49.74996,73.1082 49.75635,73.11356 49.76406,73.11629 49.77129,73.10971 49.77468,73.0973 49.77026))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 273 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042344-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q89az2
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "Country is Kazakhstan",
 "Geometry POLYGON((73.09582 49.76939,73.08765 49.76852,73.0792 49.76152,73.07453 49.7621,73.0687 49.75744,73.06607 49.74985,73.07774 49.74636,73.09144 49.74723,73.10457 49.75219,73.10953 49.75977,73.11507 49.77435,73.09582 49.76939))",
 "Month is May",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 49 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042346-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xqz32h
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "Country is Kazakhstan",
 "Geometry POLYGON((73.0831 49.76253,73.07474 49.75875,73.06718 49.75428,73.06752 49.74901,73.07485 49.74741,73.09386 49.74867,73.0997 49.75222,73.11116 49.76539,73.11184 49.7726,73.10028 49.76974,73.09352 49.76711,73.08527 49.7655,73.0831 49.76253))",
 "OccurrenceStatus is Present",
 "TaxonKey is Corvus"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042345-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/wk4f-9n59-ma0m
title: NASA GMAO Ensemble Atmospheric Model SST, Omega and Topography. Version 1.0

description: This dataset consists mainly of supporting files for the base GMAO output data set (95.007) containing sea surface temperature, vertical motion and topography fields. The data files are compressed into yearly tar files, covering the years 2000, and 2003-2006.
DOI: 10.6084/m9.figshare.30269839
title: DeepAtroposHcpT1T2Weights_pytorch

description: DeepAtropos T2 Pytorch
DOI: 10.6084/m9.figshare.30269839.v1
title: DeepAtroposHcpT1T2Weights_pytorch

description: DeepAtropos T2 Pytorch
DOI: 10.15468/dl.9zc5hp
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation)",
 "Country is Kazakhstan",
 "Geometry POLYGON((73.09082 49.76887,73.09082 49.7677,73.09175 49.7677,73.06708 49.75537,73.07111 49.74408,73.0746 49.74571,73.08216 49.74409,73.09007 49.74595,73.11124 49.76108,73.11473 49.77364,73.10356 49.77341,73.09082 49.76887))",
 "License is CC-BY-NC 4.0",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 96 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042347-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/x05c-dpr4-kb0g
title: NCAR CAM3 Default Version. Version 1.0

description: This NCAR CAM3 run was done with the default version of CAM3.0. The dust is prescribed and only shortwave interactions with climate. This data set consists of two types of files. Daily netcdf gz files each containing a month of netcdf files of daily data. and netcdf files of monthly data. The daily netcdf.gz files are fairly large 400 Mb files, so the user should consider limiting data orders to 1-3 months at a time. As noted in the doc file, after ordering data, monthly data will be found in files with the "h0" name, daily data in "h1" files.
DOI: 10.15468/dl.pj55p6
title: Occurrence Download

description: A dataset containing 7209 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2016",
 "Geometry POLYGON ((20.76069 38.32347, 20.74334 38.3725, 20.70722 38.44333, 20.67111 38.49333, 20.65278 38.50069, 20.6143 38.46972, 20.64472 38.39804, 20.67083 38.35305, 20.69944 38.3175, 20.71097 38.3082, 20.71972 38.30527, 20.73556 38.31, 20.76069 38.32347))"
 ]
}

 The dataset includes 7209 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042348-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.75akwd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acrotrichis sanctaehelenae",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042349-250920141307145/datasets/export for details.
DOI: 10.15468/dl.24yw5v
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acrotrichis sanctaehelenae",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042351-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sejf5y
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acrotrichis sanctaehelenae",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042350-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25505/fiz.icsd.cc21n596
title: CSD 1896217: Experimental Crystal Structure Determination

description: Related Article: Konstantin E. German, Alexander M. Fedoseev, Mikhail S. Grigoriev, Gayane A. Kirakosyan, Thomas Dumas, Christophe Den Auwer, Philippe Moisy, Keith V. Lawler, Paul M. Forster, Frederic Poineau|2021|Chem.-Eur.J.|27|13624|doi:10.1002/chem.202102035
description: Related Article: A.M. Fedosseev,  M.S. Grigoriev, K.E. German, F. Poineau, G.A. Kirakosyan, K. Czerwinski, A. Sattelberger|2018|Conference|||doi:10.13140/RG.2.2.12057.06249
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2jmmc5
title: CCDC 2342557: Experimental Crystal Structure Determination

description: Related Article: Jonathan C. Golec, Dong-Hang Tan, Ken Yamazaki, Eveline H. Tiekink, Kirsten E. Christensen, Trevor A. Hamlin, Darren J. Dixon|2025|Nature (London)|645|932|doi:10.1038/s41586-025-09485-y
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.cc2jmmd6
title: CCDC 2342558: Experimental Crystal Structure Determination

description: Related Article: Jonathan C. Golec, Dong-Hang Tan, Ken Yamazaki, Eveline H. Tiekink, Kirsten E. Christensen, Trevor A. Hamlin, Darren J. Dixon|2025|Nature (London)|645|932|doi:10.1038/s41586-025-09485-y
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.cc2jwhxv
title: CCDC 2350138: Experimental Crystal Structure Determination

description: Related Article: Xuefeng Jia, Yuxin Yan, Yanyan Wen, Xiangjuan Tong, Xianqiang Huang|2025|Asian J.Org.Chem|||doi:10.1002/ajoc.202400495
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.cc2nfzkn
title: CCDC 2456302: Experimental Crystal Structure Determination

description: Related Article: Jonathan C. Golec, Dong-Hang Tan, Ken Yamazaki, Eveline H. Tiekink, Kirsten E. Christensen, Trevor A. Hamlin, Darren J. Dixon|2025|Nature (London)|645|932|doi:10.1038/s41586-025-09485-y
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: 10.6084/m9.figshare.30269947
title: DeepAtroposHcpT1FAWeights_pytorch

description: DeepAtroposHcpT1FAWeights_pytorch
DOI: 10.6084/m9.figshare.30269947.v1
title: DeepAtroposHcpT1FAWeights_pytorch

description: DeepAtroposHcpT1FAWeights_pytorch
DOI: 10.26023/xwqt-bmmw-yh0j
title: NCAR CAM3 No Dust Interaction Version. Version 1.0

description: This dataset contains two types of files. Daily netcdf gz files each containing a month of netcdf files of daily data, and monthly data netcdf files. The daily netcdf.gz files are fairly large, 400Mb, so the user should consider limiting data orders to 1-3 months at a time. As noted in the documentation file, after ordering data, monthly data will be found in files with the "h0" name, daily data in "h1"files. This NCAR CAM3 run was done with no dust interactions with climate.
DOI: 10.15468/dl.jbr4ff
title: Occurrence Download

description: A dataset containing 4344 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Registros de los dípteros causantes de la transmisión del agente etiológico del dengue en el departamento del Cauca, Colombia"
 ]
}

 The dataset includes 4344 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042352-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.