cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13362691
title: Data Release: "A neural network emulator of the Advanced LIGO and Advanced Virgo selection function"

description: This dataset contains results presented in "A neural network emulator of the Advanced LIGO and Advanced Virgo selection function" (arXiv: 2408.16828).

The code used to generate this data and produce figures in the paper can be found at https://github.com/tcallister/learning-p-det/. Specific instructions about the workflow are provided in the accompanying documentation.

The primary deliverable of this work is a trained neural network emulator for the compact binary selection function during the Advanced LIGO and Advanced Virgo O3 observing run. This emulator is made available in a standalone companion repository, https://github.com/tcallister/pdet.

Additional information:



The files endo3_bbhpop-LIGO-T2100113-v12.hdf5, endo3_bnspop-LIGO-T2100113-v12.hdf5, and endo3_nsbhpop-LIGO-T2100113-v12.hdf5, used for network training, were created and released by the LIGO-Virgo-KAGRA Collaboration at https://zenodo.org/records/7890437.

The file sampleDict_FAR_1_in_1_yr.pickle, used during hierarchical inference, was created via code in the repository https://github.com/tcallister/get-lvk-data.

Inference results (popsummary_standardInjections.h5 and popsummary_dynamicInjections.h5) are provided in the popsummary results format; see https://git.ligo.org/christian.adamcewicz/popsummary.


Changelog:



v2: Added missing file sampleDict_FAR_1_in_1_yr.pickle
DOI: 10.5281/zenodo.14039790
title: Winter dissolved and particulate nickel concentrations along 30 deg E transect, Southern Ocean: GEOTRACES GIPr07 cruise

description: The data describes the depth profiles of seawater concentrations of dissolved nickel (dNi, 0.2 µm filtered seawater) and particulate nickel (pNi, collected on 0.45 µm pore size filter) along the 30 deg E transect in the Indian sector of Southern Ocean. 

The output data of an Optimum Multiparameter Analysis (OMP) is also included. The goal of the OMP was to calculate the water mass fractions at each discreet sample location. Six water masses were considered, Subantarctic Surface Water (SASW), Antarctic Intermediate Water (AAIW), North Atlantic Deep Water (NADW), Upper Circumpolar Deep Water (UCDW), Lower Circumpolar Deep Water (LCDW) and Antarctic Bottom Water (AABW). Samples with depths <200 m and/or temperature >10°C were excluded from the analysis to avoid the influence of surface biological processes on nutrient concentrations. Water masses were defined by endmember compositions of temperature, salinity, oxygen, nitrate, phosphate and silicate sourced from property-property plots. A linear fit regression model was used to predict the endmember dNi concentrations of water masses, and then reconstruct the dNi concentrations by direct multiplication of water mass fractions with their endmember compositions. Therefore, the OMP can be used to assess whether the dNi distributions can be reconstructed by water mass mixing without invoking other processes. The O2 deficit (calculated as the difference between measured and predicted O2 concentrations) was used to estimate the amount of remineralization that occurred relative to the endmember composition based on the Redfield ratio. Assuming the O2 deficits were solely attributed to remineralization of sinking phytoplankton cells, the amount of remineralized dNi was estimated by extending the Redfield ratio to include Ni, and based on estimates of phytoplankton cellular pNi:pP quotas from the literature.The uncertainties of water mass contributions in the OMP analysis were estimated by summing the residuals of temperature, salinity, oxygen, and nutrients scaled by their weights.
description: We would like to thank the South African National Antarctic Programme (SANAP) as well as Captain Knowledge Bengu and the crew of the R/V SA Agulhas II for their professionalism and support during the winter 2017 voyage. We acknowledge Chief Scientist Marcello Vichi, CTD operator Tahlia Henry and all the participants involved in the expedition. We are grateful to the “TracEx'' team for their help in collecting trace-clean seawater samples. 

We acknowledge and thank Shantelle Smith, Raquel Flynn, Raymond Roman, Kurt Spence and Sarah Fawcett (University of Cape Town) for use of macronutrient data from the winter 2017 voyage.
DOI: 10.5281/zenodo.14187956
title: Biogeochemical evidence raises questions on the longevity of warming-induced growth enhancements in wet boreal forests

description: Dataset comprised of nutrient content, fluxes, and stocks (C, N, and P) from soil and litterfall samples collected from terrestrial sites across the Newfoundland and Labrador  Boreal Ecosystem Latidudinal Transect (NL-BELT).
DOI: 10.6084/m9.figshare.24797265
title: scRNA-sequencing raw data of LUAD

description: Chemotherapy have been widely applied to the comprehensive treatment of lung adenocarcinoma (LUAD) patients, but its effect on immune microenvironment of lung adenocarcinoma needs further study. We obtained a total of 83622 cells derived from the tumor samples of nine LUAD patients who received only surgery or neoadjuvant chemotherapy. Functional enrichment analysis revealed that chemotherapy drove significant metabolic reprogramming in tumor cells and macrophages, which explained its enhanced malignancy and tumor-promoting phenotype after neoadjuvant treatment. Moreover, through analyzing the remodeling of T and B cells induced by neoadjuvant therapy, we noted that chemotherapy ignited a relatively stronger immune cytotoxic response towards tumor cells. Besides, a series of marker genes of different cell types and driver genes motivating phenotype shifting, such as metabolic reprogramming, were identified. Also, we constructed cell-to-cell crosstalk atlas based on tumor and immune cells at the single-cell level. In summary, our study demonstrates the metabolic reprogramming within the TME of LUAD induced by chemotherapy.
DOI: 10.6084/m9.figshare.26582638.v1
title: Protein-coding gene structure prediction and function annotation of northern snakehead (<i>Channa argus</i>).

description: Protein-coding gene structure prediction and function annotation of northern snakehead (<i>Channa argus</i>).
DOI: 10.17615/vtew-5h40
title: Young adult cancer, Positive psychology intervention messages December 2021 

description: Young adults with cancer face risks for negative psychosocial outcomes. These risks could be lessened with positive psychology interventions adapted for social media, if deemed acceptable and feasible.
DOI: 10.25318/9810000401-eng
title: Population and dwelling counts: Canada, provinces and territories, census divisions, census subdivisions (municipalities) and designated places

description: This table presents the 2021 and 2016 population counts and the 2021 dwelling counts, land area and population density at the designated place level and at all the higher geographic levels in which the designated place is located, including census subdivision, census division, province or territory, and Canada. It also shows the percentage change in the population counts between 2016 and 2021.
DOI: 10.34740/kaggle/ds/5348665
title: GTST-2023
DOI: 10.5281/zenodo.10448040
title: Diagenesis decreasing the Mo isotopic composition in estuarine systems: Implications for constraining its riverine input to ocean

description: Physical and chemical characteristics of water and particulate samples in the August and December 2014 cruises and characteristics of water samples from the July 2016 and February 2017 cruises.
DOI: 10.5281/zenodo.10645187
title: Dataset generated and analyzed in the article "Future increases in soil moisture drought frequency at UK monitoring sites: merging the JULES land model with observations and convection-permitting UK Climate Projections"

description: This dataset contains:



Estimates of future and historical daily soil moisture values at 34 locations of the UK COsmic-ray Soil Moisture Observing System (COSMOS-UK) network (three netCDF files starting with "SM"). Each file is for one of the three time periods: 01 December 1980 - 29 November 2000, 01 December 2020 - 29 November 2040 and 01 December 2060 - 29 November 2080. Each file contains data for all 34 locations and 12 UKCP18 ensemble members.

Hourly bias-corrected Local (2.2 km) UK Climate Projections 2018 (UKCP18) data (three netCDF files starting with "UKCP18"). Each file is for one of the three time periods: 01 December 1980 - 30 November 2000, 01 December 2020 - 30 November 2040 and 01 December 2060 - 30 November 2080. Each file contains data for all 34 locations, 12 UKCP18 ensemble members and seven variables: specific humidity, precipitation, temperature, downward shortwave radiation, downward longwave radiation, wind speed and atmospheric pressure.

Coordinates of the 34 COSMOS-UK locations (csv file).

Vegetation information for the considered sites (docx file).


The soil moisture estimates are obtained by first optimising pedotransfer function parameters of the JULES land model and driving the model with bias-corrected 2.2 km UKCP18 data. This dataset was generated and analyzed in article: "Future increases in soil moisture drought frequency at UK monitoring sites: merging the JULES land model with observations and convection-permitting UK Climate Projections", by Magdalena Szczykulska, Chris Huntingford, Elizabeth Cooper and Jonathan G. Evans, which is to be submitted to Environmental Research Letters. Details are given in the above-mentioned article and the corresponding supplementary information.
DOI: 10.5281/zenodo.10843919
title: Hybrid simulation of existing steel frames with external BRBs for seismic retrofitting (Project SERA-HITFRAMES_Part 2)

description: The present study explores the seismic retrofitting of existing steel structures, considering an external placement of BRBs to minimize the invasiveness of the intervention scheme and, consequently, business interruptions and indirect losses. A two-story steel moment-resisting frame (MRF) designed primarily for gravity loads and retrofitted with BRBs placed externally to the frames was considered as test case. Complete metadata as well datasets of measurements acquired during a large-scale hybrid simulation tests performed, are provided. 

The work was funded as a TA project (entitled " HybrId testing of an existing steel frame with Infills under multiple earthquakes - HITFRAMES") within the Seismic Engineering Research Infrastructure (SERA) project (grant agreement No.730900), supported through the  H2020-INFRAIA-2016-2017 Framework Program of the European Commission.
DOI: 10.5281/zenodo.13132691
title: Dataset for "Quantitative evaluation of probabilistic hazard mapping with polynomial chaos quadrature and its practical application"

description: Dataset for the manuscript entitled "Quantitative evaluation of probabilistic hazard mapping with polynomial chaos quadrature and its practical application" by T. Tanabe, K. Tsunematsu, and K. Nishimura submitted to Journal of Geophysical Research: Earth Surface.
DOI: 10.5281/zenodo.14059612
title: Upstream and downstream wind-stress forcing of seasonal variability of Luzon Strait Deep Overflow transport

description: This is the dataset used for figures in paper "Upstream and downstream wind-stress forcing of seasonal variability of Luzon Strait Deep Overflow transport".
DOI: 10.5281/zenodo.6979726
title: Anomalies in Microservice Architecture (train-ticket) based on version configurations

description: The work contains ten datasets containing monitoring data (logs, Jaeger Traces and Prometheus KPI data). The datasets contain monitoring data from train-ticket, a benchmark system for microservices. The dataset includes a short description with explanations of identified anomalies. The structure of the folder is as follows: <strong>&lt;changed-microservice&gt;_&lt;third-party-library&gt;_&lt;version&gt;_&lt;date-when-data-was-collected&gt;</strong> Each folder stores the respective data: Logs: original log file: LOGS_&lt;change-microservice&gt;_&lt;third-party-library&gt;_&lt;Version&gt;.txt parsed log files required for Loglizer (anomaly detection technique): LOGS_&lt;change-microservice&gt;_&lt;third-party-library&gt;_&lt;Version&gt;.txt_structured.csv LOGS_&lt;change-microservice&gt;_&lt;third-party-library&gt;_&lt;Version&gt;.txt_templates.csv KPI Data: Monitoring_&lt;change-microservice&gt;_&lt;third-party-library&gt;_&lt;Version&gt; Traces: Traces_&lt;change-microservice&gt;_&lt;third-party-library&gt;_&lt;Version&gt;
DOI: 10.58160/99
title: LANDSURF - Climate Indices for Africa
title: LANDSURF - Klimaindizes für Afrika

description: The dataset contains a wide range of climatological and agrometeorological indices of Africa for 1981-2100. The index calculation is based on global and regional climate models from CMIP5 and CORDEX-CORE, respectively, and covers the period 1981-2100. For the future, a low (RCP2.6) and a high (RCP8.5) greenhouse gas emission scenario are used. A total of 25 indices can be divided into five groups with a focus (1) temperature, (2) precipitation, (3) rainy season, (4) agriculture, and (5) drought. An overview of all indices can be found in the readme.txt. Temperature indices contain threshold- and percentile-based indices from the ETCCDI as well as heatwave indices. Precipitation indices are taken from the ETCCDI as well. The rainy season is determined based on Liebmann et al. (2016), enabling the identification of a first and a second rainy season. The resulting rainy season mask was used for some of the ETCCDI indices and for calculating the respective onset and cessation days. The agricultural indices depend on the rainy season onset, plant specific crop parameters, and related temperatures and precipitation. In this dataset, three indices of four different plant phases for twelve different crops (Barley_Oats_Wheat_S, Barley_Oats_Wheat_L, Maize_grain_S, Maize_grain_L, Maize_sweet_S, Maize_sweet_L, Millet_S, Millet_L, Sorghum_S, Sorghum_L, Soybean_S, Soybean_L) are available. Drought indices contain SPI and SPEI for four different accumulation time periods. A validation of the climate models in representing the selected precipitation, rainy season, and agricultural indices during 1981-2010 is available by Abel et al. (2023). This reference also describes the calculation of the rainy season mask and the agricultural indices in more detail. The data was developed in the frame of the WASCAL WRAP2.0 project LANDSURF. We acknowledge the World Climate Research Programme’s Working Group on Regional Climate, and the Working Group on Coupled Modelling, former coordinating body of CORDEX and responsible panel for CMIP5. We also thank the climate modelling groups (list see readme.txt) for producing and making available their model output. We also acknowledge the Earth System Grid Federation infrastructure.
description: Climate Modell Data
DOI: 10.58160/ggzexcbdikobkyvk
title: Landsurf _DSS_Data
title: DSS Data of https://landsurf.geo.uni-halle.de/

description: The dataset contains a wide range of climatological, agrometeorological, and remote sensing indices of West Africa for 1981-2100. The climatological and agrometeorlogical index calculation is based on global and regional climate models from CMIP5 and CORDEX-CORE, respectively, and covers the period 1981-2100. For the future, a low (RCP2.6) and a high (RCP8.5) greenhouse gas emission scenario are used. A total of 25 indices can be divided into five groups with a focus (1) temperature, (2) precipitation, (3) rainy season, (4) agriculture, and (5) drought. An overview of all indices can be found in the documentation. Temperature indices contain threshold- and percentile-based indices from the ETCCDI as well as heatwave indices. Precipitation indices are taken from the ETCCDI as well. The rainy season is determined based on Liebmann et al. (2016), enabling the identification of a first and a second rainy season. The resulting rainy season mask was used for some of the ETCCDI indices and for calculating the respective onset and cessation days. The agricultural indices depend on the rainy season onset, plant specific crop parameters, and related temperatures and precipitation. In this dataset, three indices of four different plant phases for twelve different crops (Barley_Oats_Wheat_S, Barley_Oats_Wheat_L, Maize_grain_S, Maize_grain_L, Maize_sweet_S, Maize_sweet_L, Millet_S, Millet_L, Sorghum_S, Sorghum_L, Soybean_S, Soybean_L) are available. Drought indices contain SPI and SPEI for four different accumulation time periods. A validation of the climate models in representing the selected precipitation, rainy season, and agricultural indices during 1981-2010 is available by Abel et al. (2024). This reference also describes the calculation of the rainy season mask and the agricultural indices in more detail. The presented remote sensing indicators are based on MODIS and AVHRR data. The data was developed in the frame of the WASCAL WRAP2.0 project LANDSURF. We acknowledge the World Climate Research Programme’s Working Group on Regional Climate, and the Working Group on Coupled Modelling, former coordinating body of CORDEX and responsible panel for CMIP5. We also thank the climate modelling groups for producing and making available their model output. We also acknowledge the Earth System Grid Federation infrastructure.
DOI: 10.15454/lqvmnn/0dbhlu
title: pbde _stat_sommaires.tab

description: Cette table décrit les grandeurs statistiques (Quantiles), associées aux polybromodiphényléthers ainsi que leurs formules brutes, l'unité, la limite de quantification, le nombre de valeurs inférieures au seuil et leurs effectifs.
DOI: 10.15454/lqvmnn/6wzqno
title: dioxine _stat_sommaires.tab

description: Cette table décrit les grandeurs statistiques (Quantiles), associées aux dioxines ainsi que leurs formules brutes, l'unité, la limite de quantification, le nombre de valeurs inférieures au seuil et leurs effectifs.
DOI: 10.15454/lqvmnn/dyjtlh
title: Dictionnaire_Tables_POPs.tab

description: Dictionnaire donnant la signification des champs des tables statistiques sur les Polluants Organiques Persistants.
DOI: 10.15454/lqvmnn/etcfyf
title: pcb _stat_sommaires.tab

description: Cette table décrit les grandeurs statistiques (Quantiles), associées aux polychlorobiphényles ainsi que leurs formules brutes, l'unité, la limite de quantification, le nombre de valeurs inférieures au seuil et leurs effectifs. Data
DOI: 10.15454/lqvmnn/j42ipk
title: hap _stat_sommaires.tab

description: Cette table décrit les grandeurs statistiques (Quantiles), associées aux 16 Hydrocarbures Aromatiques Polycycliques ainsi que leurs formules brutes, l'unité, la limite de quantification, le nombre de valeurs inférieures au seuil et leurs effectifs.
DOI: 10.15454/lqvmnn/jyfb4u
title: hap _stat_sommaires.tab

description: Cette table décrit les grandeurs statistiques (Quantiles), associées aux 16 Hydrocarbures Aromatiques Polycycliques ainsi que leurs formules brutes, l'unité, la limite de quantification, le nombre de valeurs inférieures au seuil et leurs effectifs.
DOI: 10.15454/lqvmnn/wknhsp
title: pcb _stat_sommaires.tab

description: Statistiques sommaires pour les molécules PCB
DOI: 10.15454/lqvmnn/x0kdfd
title: ocp _stat_sommaires.tab

description: Cette table décrit les grandeurs statistiques (Quantiles), associées aux pesticides organochlorés ainsi que leurs formules brutes, l'unité, la limite de quantification, le nombre de valeurs inférieures au seuil et leurs effectifs. Data
DOI: 10.15468/dl.4c5dcq
title: Occurrence Download

description: A dataset containing 233332318 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "EndDayOfYear 1-366",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (January, February, March, April, May, June, July, August, September, October, November, December)",
 "StartDayOfYear 1-366",
 "TaxonKey is Aves",
 "Year 2002-2014"
 ]
}

 The dataset includes 233332318 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050243-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.57nf3a
title: Occurrence Download

description: A dataset containing 2987 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((65 20,99.75717 20.04525,135 20,135 60,65 60,65 20))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Betula luminifera H.J.P.Winkl."
 ]
}

 The dataset includes 2987 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050244-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14564970
title: The effects of the Solar Eclipse on the Ionospheric Radical Currents (IRC) during 29 March 2006
DOI: 10.5281/zenodo.14564971
title: The effects of the Solar Eclipse on the Ionospheric Radical Currents (IRC) during 29 March 2006
DOI: 10.15468/dl.2rqwcb
title: Occurrence Download

description: A dataset containing 11434 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((65 20,135 20,135 60,65 60,65 20))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Betula dahurica Pall., Betula platyphylla Sukaczev, Betula chinensis Maxim., Betula utilis D.Don, Betula tianschanica Rupr., Betula pubescens Ehrh., Betula rotundifolia Spach)"
 ]
}

 The dataset includes 11434 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050246-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j7qppj
title: Occurrence Download

description: A dataset containing 682756 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Iran (Islamic Republic of)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 1999-2024"
 ]
}

 The dataset includes 682756 records from 395 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050247-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e799wb
title: Occurrence Download

description: A dataset containing 29269 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diadasia Patton, 1879"
 ]
}

 The dataset includes 29269 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264541-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p443v3
title: Occurrence Download

description: A dataset containing 191 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nesoryzomys indefessus (Thomas, 1899)"
 ]
}

 The dataset includes 191 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050177-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zdh482
title: Occurrence Download

description: A dataset containing 927 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tremarctos Gervais, 1855"
 ]
}

 The dataset includes 927 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0259382-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.