cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.12751/g-node.mvsy4j
title: Intracellular membrane potential noise recordings and mEPSP simulations in cortical pyramidal cells used to benchmark 'minis' software

description: Intracellular membrane potential noise recordings in cortical pyramidal cells after blocking action potentials and synaptic transmission (0.5 or 1 μM TTX, 12.5 μM gabazine, 40 μM NBQX, and 50 μM CPP) and simulations of miniature excitatory postsynaptic potentials (mEPSPs) in cortical pyramidal cells. The data in this repository was used to produce the manuscript of the minis software benchmarking study.
description: IsSupplementTo: Martynas Dervinis, Guy Major (2024) A novel method for reliably measuring miniature and spontaneous postsynaptic potentials/currents in whole-cell patch clamp recordings in the central nervous system. bioRxiv 2022.03.20.485046. (https://doi.org/10.1101/2022.03.20.485046)
description: IsReferencedBy: Martynas Dervinis (2024) dervinism/minis-benchmarking: minis-benchmarking (v1.1.0). Zenodo. https://doi.org/10.5281/zenodo.14278784
description: IsReferencedBy: Martynas Dervinis (2024) Preprocessed data and analysis results files required for/produced after performing quantal analysis using 'minis' software. G-Node. https://doi.org/10.12751/g-node.32m2ge
description: IsSupplementTo: Martynas Dervinis, Guy Major (2024) Novel quantal analysis method reveals conservation of average excitatory synaptic charge across cortical pyramidal neurons of different sizes. bioRxiv 2024.07.05.602190. (https://doi.org/10.1101/2024.07.05.602190)
DOI: 10.17043/ao2018-cloudnet-3
title: Cloudnet remote sensing retrievals of cloud properties during the Arctic Ocean 2018 expedition
DOI: 10.5281/zenodo.4168056
title: quishqa/MUNICH_VEIN_SP: MUNICH and VEIN input and output data for Sao Paulo

description: Here are the input and output data to create the results for the paper Simulation of O3 and NOX in Sao Paulo street urban canyons with VEIN (v0.2.2) and MUNICH (v1.0)
DOI: 10.5281/zenodo.7010292
title: Multisensor monitoring data of Hochebenkar Rock Glacier

description: HRG_DSM_stack.tif: Area-wide monitoring time series of Hochebenkar Rock Glacier (Oetz valley, Tyrol, Austria) based on multitemporal digital surface models (DSMs) derived from photogrammetry using historical arerial imagery (1953, 1971, 1977, 1990, 1997) airborne laser scanning (2006, 2009, 2010, 2011, 2017) and unmanned aerial vehicle-based laser scanning (2018, 2019, 2020, 2021). The airborne laser scanning data from 2006 and 2017 were provided by the Federal Government of Tyrol and are licenced under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/deed.de) and must be used according to the following conditions of use: https://www.tirol.gv.at/data/nutzungsbedingungen/ HRG_HS_stack.tif: Shaded reliefs computed from the multitemporal DSMs, which were used for applying the image correlation technique to derive displacement vectors. HRG_DDSM_stack.tif: Differential digital surface models computed by subtracting the subsequent DSMs. The uncertainty of the individual DDSMs are masked. Shapefiles in HRG_velocity_vectors.zip: Mean velocity vectors (m/yr) computed from the displacement vectors by dividing the vector length by the time period between the acquisition campaigns. All datasets are provided in the Austrian GK West projection (EPSG 31254). The spatial resolution of the raster datasets is 1 metre.
DOI: 10.5285/4c0e990d61454c22be9030777c7fbe89
title: Microbiology-Ocean-Cloud Coupling in the High Arctic (MOCCHA): ECMWF Integrated Forecasting System Cloudnet outputs

description: ECMWF Integrated Forecasting System (IFS) single-site (Oden) Cloudnet output during MOCCHA - data are used in McCusker et al. : Evaluating Arctic clouds modelled with the Unified Model and Integrated Forecasting System, Atmospheric Chemistry and Physics, 2023. IFS data are passed through the Cloudnet algorithm to produce calibrated model data that may be used for direct comparisons with observations. Cloudnet combines cloud radar, ceilometer, microwave radiometer, and radiosonde profiles averaged to a common grid at the cloud radar resolution to derive a set of retrieved cloud properties. The Cloudnet products are designed to be used for evaluation of weather forecast models as well as fundamental process studies of cloud. From a modelling perspective, Cloudnet converts liquid and ice mass mixing ratios to the respective cloud water contents for direct comparison with observations, as well as filtering ice water contents for values that would be unobservable by radar. Note that the latitude/longitude relevant for each date in question can be found in these Cloudnet files. In directories: iwc-Z-T-ecmwf-grid/ - data include ice water content and total ice water path for observations and model. lwc-scaled-ecmwf-grid/ - data include cloud liquid water content and liquid water path for observations and model. cloud-fraction-ecmwf-grid/ - data include cloud fractions by volume for observations and model.
DOI: 10.5676/dwd_gpcc/clim_m_v2015_025
title: GPCC Climatology Version 2015 at 0.25°: Monthly Land-Surface Precipitation Climatology for Every Month and the Total Year from Rain-Gauges built on GTS-based and Historic Data
title: Globally Gridded Monthly Totals

description: This is the GPCC Precipitation Climatology providing the mean monthly global land-surface precipitation for every month of the year and the annual total. It is based on the 75,000 stations world-wide that feature record durations of 10 years or longer, for the target reference period January 1951 to December 2000. However, if no station data were available for the target period, earlier or later data records of 10 years or longer are considered, yielding a high station density and temporal stability for the climatology. This climatology is available on a regular latitude/longitude grid with a spatial resolution of 0.25° x 0.25°. This product has been developed as a background field, for superposition of an interpolated anomaly field according to the period of interest. All other GPCC products utilize the background fields of the GPCC Climatology to grid the monthly data at the corresponding resolution with the anomaly interpolation method.
description: General user recommendations: Users are referred to following gridded Global Precipitation Climate Centre (GPCC) products: GPCC Climatology 1951-2000 (GPCC_CLIM) with high representativeness, for application as a reference, and for utilization of the anomaly interpolation method. GPCC Full Data Reanalysis (GPCC_FD) with high accuracy, for, e.g., verification of models, or for analysis of historic global precipitation, or for research concerning the global water cycle, e.g., trend and teleconnection analyses. GPCC Monitoring Product (GPCC_MP) with high availability and reasonable timeliness, for applications like calibration of satellite data, or early annual reporting. GPCC First Guess Product (GPCC_FG) with high timeliness, to be applied for, e.g., drought monitoring.
DOI: 10.15468/dl.ynuq3x
title: Occurrence Download

description: A dataset containing 385 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oratosquilla oratoria (De Haan, 1844)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 385 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004557-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rwpph8
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Squilla oratoria de Haan, 1844",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004559-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s7y9vx
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orcinus orca (Linnaeus, 1758)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 68 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004560-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.scxmv4
title: Occurrence Download

description: A dataset containing 338 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((85.02097 49.39124,87.43929 49.0282,96.66641 49.90918,98.01107 49.81645,98.52111 51.67115,101.02495 51.39294,103.20422 50.04829,109.55655 48.93547,119.83887 49.39124,119.83887 61.30878,85.02097 61.30878,85.02097 49.39124))",
 "TaxonKey is Pulsatilla ambigua (Turcz. ex Hayek) Zämelis & Paegle"
 ]
}

 The dataset includes 338 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004561-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14629407
title: Data used in "Electromagnetic measurements and modelling of rocky and icy crust simulants to support planetary radar sounder exploration"

description: Data saved as Matlab files regarding the paper "Electromagnetic measurements and modelling of rocky and icy crust simulants to support planetary radar sounder exploration"

 

The measurements of complex permittivity of the three samples (L5 Ordinary Chondrite, Carbonaceous Chondrite CI simulant, Etna basalt) in dry and ice saturated conditions as a function of temperature and frequency.

 

 

Etna_Dry.mat, L5_dry.mat CI_Dry.mat contain data represented in Figures 1,2,3 of respectively the Etna sample, L5 ordinary chondrite and CI simulant in dry conditions as a function of frequency and temperature. The columns of the matrix of the complex permittivity are the data as a function of frequency (1601 points) at a fixed temperature. The rows of the matrix are the data as a function of temperature at a fixed frequency.

 

Etna_Ice.mat, L5_Ice.mat CI_Ice.mat contain data represented in Figures 4,5,6 of the Etna sample, L5 ordinary chondrite and CI simulant in ice saturated conditions as a function of frequency and temperature. The columns of the matrix of the complex permittivity are the data as a function of frequency (1601 points) at a fixed temperature. The rows of the matrix are the data as a function of temperature at a fixed frequency.

 

 

            f: is the frequency (Hz) 

            T: is the temperature (K)

    eps: is the complex permittivity measured during the experiment

    eps_unc: is the uncertainty of the complex permittivity measured during the experiment

    mu: is the complex permeability measured during the experiment

    mu_unc: is the uncertainty of the complex permeability measured during the experiment

 

 

Note that Etna_Dry.mat and Etna_Ice.mat do not contain the complex permeability "mu" and the uncertainty on complex permeability "mu_unc", since the basalt is not a magnetic material.

 

Note that "NaN" are due to those values of imaginary parts of permittivity that are too small and, hence, not measureable.
DOI: 10.5281/zenodo.14629408
title: Data used in "Electromagnetic measurements and modelling of rocky and icy crust simulants to support planetary radar sounder exploration"

description: Data saved as Matlab files regarding the paper "Electromagnetic measurements and modelling of rocky and icy crust simulants to support planetary radar sounder exploration"

 

The measurements of complex permittivity of the three samples (L5 Ordinary Chondrite, Carbonaceous Chondrite CI simulant, Etna basalt) in dry and ice saturated conditions as a function of temperature and frequency.

 

 

Etna_Dry.mat, L5_dry.mat CI_Dry.mat contain data represented in Figures 1,2,3 of respectively the Etna sample, L5 ordinary chondrite and CI simulant in dry conditions as a function of frequency and temperature. The columns of the matrix of the complex permittivity are the data as a function of frequency (1601 points) at a fixed temperature. The rows of the matrix are the data as a function of temperature at a fixed frequency.

 

Etna_Ice.mat, L5_Ice.mat CI_Ice.mat contain data represented in Figures 4,5,6 of the Etna sample, L5 ordinary chondrite and CI simulant in ice saturated conditions as a function of frequency and temperature. The columns of the matrix of the complex permittivity are the data as a function of frequency (1601 points) at a fixed temperature. The rows of the matrix are the data as a function of temperature at a fixed frequency.

 

 

            f: is the frequency (Hz) 

            T: is the temperature (K)

    eps: is the complex permittivity measured during the experiment

    eps_unc: is the uncertainty of the complex permittivity measured during the experiment

    mu: is the complex permeability measured during the experiment

    mu_unc: is the uncertainty of the complex permeability measured during the experiment

 

 

Note that Etna_Dry.mat and Etna_Ice.mat do not contain the complex permeability "mu" and the uncertainty on complex permeability "mu_unc", since the basalt is not a magnetic material.

 

Note that "NaN" are due to those values of imaginary parts of permittivity that are too small and, hence, not measureable.
DOI: 10.15468/dl.e2fafg
title: Occurrence Download

description: A dataset containing 148 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Takifugu snyderi (Abe, 1988)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 148 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004563-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22003/xfel.eu-data-003326-00
title: Axion searches using an X-ray free electron laser
DOI: 10.15468/dl.ttp5pz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fugu vermicularis (Temminck & Schlegel, 1850)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004564-250123221155621/datasets/export for details.
DOI: 10.15468/dl.dqbhs7
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Buccinum isaotakii Kira, 1959",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 76 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004565-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17028/rd.lboro.28284701
title: Supplementary information files for "Modeling and optimization of renewable hydrogen systems: A systematic methodological review and machine learning and integration"

description: Supplementary files for article "Modeling and optimization of renewable hydrogen systems: A systematic methodological review and machine learning integration"The renewable hydrogen economy is recognized as an integral solution for decarbonizing energy sectors. However, high costs have hindered widespread deployment. One promising way of reducing the costs is optimization. Optimization generally involves finding the configuration of the renewable generation and hydrogen system components that maximizes return on investment. Previous studies have included many aspects into their optimisations, including technical parameters and different costs/socio-economic objective functions, however there is no clear best-practice framework for model development. To address these gaps, this critical review examines the latest development in renewable hydrogen microgrid models and summarises the best modeling practice. The findings show that advances in machine learning integration are improving solar electricity generation forecasting, hydrogen system simulations, and load profile development, particularly in data-scarce regions. Additionally, it is important to account for electrolyzer and fuel cell dynamics, rather than utilizing fixed performance values. This review also demonstrates that typical meteorological year datasets are better for modeling solar irradiation than first-principle calculations. The practicability of socio-economic objective functions is also assessed, proposing that the more comprehensive Levelized Value Addition (LVA) is best suited for inclusion into models. Best practices for creating load profiles in regions like the Global South are discussed, along with an evaluation of AI-based and traditional optimization methods and software tools. Finally, a new evidence-based multi-criteria decision-making framework Revised Manuscript with no changes marked Click here to view linked References integrated with machine learning insights, is proposed to guide decision-makers in selecting optimal solutions based on multiple attributes, offering a more comprehensive and adaptive approach to renewable hydrogen system optimization.© The Authors, CC BY 4.0
DOI: 10.15468/dl.e9ffx6
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pasiphaea japonica Omori, 1976",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 32 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004568-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tqmppe
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((84.7065 49.57878,87.04043 49.00631,89.77068 49.44668,90.69544 50.10722,92.45689 50.50355,95.6275 49.75493,98.35775 49.93107,98.79812 51.95674,102.0568 51.03198,106.63658 49.57878,110.8083 59.69416,78.4431 58.366,84.7065 49.57878))",
 "TaxonKey is Pulsatilla bungeana C.A.Mey. ex Ledeb."
 ]
}

 The dataset includes 47 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004569-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mjtr79
title: Occurrence Download

description: A dataset containing 213477 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((28.67092 37.08266,35.89554 37.11853,35.4007 38.04997,32.6079 38.98424,29.05166 38.50273,28.67092 37.08266))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 213477 records from 316 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004562-250123221155621/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.25772259.v1
title: Environmental factors

description: Environmental factors containing temperature, salinity, pH, phosphorus, nitrate, and nitrate.
DOI: 10.5281/zenodo.14731600
title: Data for "Chemical and microbial similarities and heterogeneities of wastewater from single-household cesspits for decentralised water reuse"

description: This repository provides data for the publication "Chemical and microbial similarities and heterogeneities of wastewater from single-household cesspits for decentralised water reuse" by Annika Görnt, Theresa Wilkes, Alina Seelig, Toni Sempert, Gregor Brasse, René Maier, Daniel Zahn, Hyun-Dong Chang, Torsten Reemtsma, Daniel Dittmann, Jens Haberkamp, Eva Reynaert, Aki Sebastian Ruhl.

It contains:



Physico-chemical parameters, heavy metals, organic trace substances, flow cytometry of single-household cesspits (1_single-household cesspits.xlsx)

Physico-chemical parameters of municipal wastewater treatment plant influent (2_WWTP influent.xlsx)

Flow cytometry data (generated in BD Influx®) (3_flow cytometry.zip)
DOI: 10.5281/zenodo.14731601
title: Data for "Chemical and microbial similarities and heterogeneities of wastewater from single-household cesspits for decentralised water reuse"

description: This repository provides data for the publication "Chemical and microbial similarities and heterogeneities of wastewater from single-household cesspits for decentralised water reuse" by Annika Görnt, Theresa Wilkes, Alina Seelig, Toni Sempert, Gregor Brasse, René Maier, Daniel Zahn, Hyun-Dong Chang, Torsten Reemtsma, Daniel Dittmann, Jens Haberkamp, Eva Reynaert, Aki Sebastian Ruhl.

It contains:



Physico-chemical parameters, heavy metals, organic trace substances, flow cytometry of single-household cesspits (1_single-household cesspits.xlsx)

Physico-chemical parameters of municipal wastewater treatment plant influent (2_WWTP influent.xlsx)

Flow cytometry data (generated in BD Influx®) (3_flow cytometry.zip)
DOI: 10.15468/dl.rxssg6
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pasiphaea gracilis Hayashi, 1999",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004571-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60656/9218c9a2fbe0420f
title: Custom collection of classification, Doppler lidar, and radar data from Bucharest on 5 Dec 2024
DOI: 10.15468/dl.2zd5fx
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sepiella japonica Sasaki, 1929",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004573-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.m7olvdk2
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1 records)
DOI: 10.15468/dl.3ej9pe
title: Occurrence Download

description: A dataset containing 295 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Ginalloa Korth."
 ]
}

 The dataset includes 295 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004574-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k3pwf2
title: Occurrence Download

description: A dataset containing 682 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sillago japonica Temminck & Schlegel, 1843",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 682 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004575-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.