cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.7600141
title: Data Release: "A parameter-free tour of the binary black hole population"

description: This dataset contains the results presented in "<strong>A parameter-free tour of the binary black hole population</strong>." The code used to generate this data can be found in the repository https://github.com/tcallister/autoregressive-bbh-inference/. This repository includes jupyter notebooks that can be used to open, explore, and plot the files contained in this data set. Additional information about reproducing and/or using this dataset can be found in our associated documentation. Further notes: The files <em>sampleDict_FAR_1_in_1_yr.pickle</em> and <em>injectionDict_FAR_1_in_1.pickle</em>, used as inputs to our analyses, are created via code in the repository https://github.com/tcallister/get-lvk-data (see also https://zenodo.org/record/6505409). The files <em>posteriors_gaussian_spin_samples_FAR_1_in_1.json</em> and <em>o1o2o3_mass_c_iid_mag_iid_tilt_powerlaw_redshift_result.json</em>, used for figure generation, were published by the LIGO Scientific Collaboration, Virgo Collaboration, and KAGRA Collaboration in support of the paper "The population of merging compact binaries inferred using gravitational waves through GWTC-3" (see https://zenodo.org/record/5655785).
DOI: 10.5281/zenodo.7616096
title: Data Release: "A parameter-free tour of the binary black hole population"

description: This dataset contains the results presented in "<strong>A parameter-free tour of the binary black hole population</strong>" (arXiv:2302.07289). The code used to generate this data can be found in the repository https://github.com/tcallister/autoregressive-bbh-inference/. This repository includes jupyter notebooks that can be used to open, explore, and plot the files contained in this data set. Additional information about reproducing and/or using this dataset can be found in our associated documentation. Further notes: The files <em>sampleDict_FAR_1_in_1_yr.pickle</em> and <em>injectionDict_FAR_1_in_1.pickle</em>, used as inputs to our analyses, are created via code in the repository https://github.com/tcallister/get-lvk-data (see also https://zenodo.org/record/6505409). The files <em>posteriors_gaussian_spin_samples_FAR_1_in_1.json</em> and <em>o1o2o3_mass_c_iid_mag_iid_tilt_powerlaw_redshift_result.json</em>, used for figure generation, were published by the LIGO Scientific Collaboration, Virgo Collaboration, and KAGRA Collaboration in support of the paper "The population of merging compact binaries inferred using gravitational waves through GWTC-3" (see https://zenodo.org/record/5655785).
DOI: 10.5281/zenodo.8087858
title: Data Release: "A parameter-free tour of the binary black hole population"

description: This dataset contains the results presented in "A parameter-free tour of the binary black hole population" (arXiv:2302.07289).


The code used to generate this data can be found in the repository https://github.com/tcallister/autoregressive-bbh-inference/. This repository includes jupyter notebooks that can be used to open, explore, and plot the files contained in this data set. Additional information about reproducing and/or using this dataset can be found in our associated documentation.


Further notes:



	
The files sampleDict_FAR_1_in_1_yr.pickle and injectionDict_FAR_1_in_1.pickle, used as inputs to our analyses, are created via code in the repository https://github.com/tcallister/get-lvk-data (see also https://zenodo.org/record/6505409).
	
The files posteriors_gaussian_spin_samples_FAR_1_in_1.json and o1o2o3_mass_c_iid_mag_iid_tilt_powerlaw_redshift_result.json, used for figure generation, were published by the LIGO Scientific Collaboration, Virgo Collaboration, and KAGRA Collaboration in support of the paper "The population of merging compact binaries inferred using gravitational waves through GWTC-3" (see https://zenodo.org/record/5655785).



New in this version: This version (Version 3) contains the the newest results generated in the first round of journal referee review and reflected in v2 of the arXiv listing. Includes re-run of all analyses with updated priors, and new results from the injection study discussed in Appendix C.
DOI: 10.5281/zenodo.10084594
title: Datasets for the iSEE demo

description: This record contains datasets to be used in the iSEE package demo.
Download and unpack the content of this record in the subfolder `datasets` of the vignette folder.
DOI: 10.5281/zenodo.10084595
title: Datasets for the iSEE demo

description: This record contains datasets to be used in the iSEE package demo.
Download and unpack the content of this record in the subfolder `datasets` of the vignette folder.
DOI: 10.5519/qd.44mi6yah
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (331 records)
DOI: 10.25452/figshare.plus.24459376
title: QM1B: one billion quantum mechanical simulations containing 9-11 heavy atoms

description: This is the permanent storage location for the dataset described in Generating QM1B with PySCF<sub>IPU</sub> and documented by the accompanying Datasheet.QM1B is a low-resolution DFT dataset generated using PySCF IPU. It is composed of one billion training examples containing 9-11 heavy atoms. It was created by taking 1.09M SMILES strings from the GDB-11 database and computing molecular properties (e.g. HOMO-LUMO gap) for a set of up to 1000 conformers per molecule.We provide both the source code for PySCF<sub>IPU</sub> and dataset tools for using the QM1B dataset.Dataset schemaSee the QM1B datasheet for detailed documentation following the datasheets for datasets framework.QM1B dataset is stored in the open-source columnar Apache Parquet format, with the following schema:smile: The SMILES string taken from GDB11. There are up to 1000 rows (i.e. conformers) with the same SMILES string.atoms: String representing the atom symbols of the molecule, e.g. ”COOH”.z: Integer representation of atoms used by SchNet (the atomic numbers).energy: energy of the molecule computed by PySCF IPU (unit eV).homo: The energy of the Highest Occupied Molecular Orbital (HOMO) (unit eV).lumo: The energy of the Lowest occupied Molecular Orbital (LUMO) (unit eV).N: The number of atomic orbitals for the specific DFT computation (depends on the basis set STO3G).std: The standard deviation of the energy of the last five iterations of running PySCFIPU, used as convergence criteria std &lt; 0.01 (unit eV).y: The HOMO-LUMO Gap (unit eV).pos: The atom positions (unit Bohr).Further examples for working with this dataset are available in accompanying github repo where we welcome contributions.
DOI: 10.6084/m9.figshare.24526693
title: Data used in statistical Analyses - Swallows

description: Data used in statistical analyses
DOI: 10.18739/a23j3929q
title: Data products derived from ArcticDEM (Release 7), pan-Arctic (2008-2017)

description: Data products derived from ArcticDEM (Release 7) for the pan-Arctic at a resolution of 2 meters. These products include elevation differences, composited images, and lines of narrow-steep slopes/headwalls of retrogressive thaw slumps. The elevation differences represent changes in topography by comparing the most recent DEM and the oldest one available at each location. Composited images are the hillshades derived from the newest DEM files in the background and lines of narrow-steep slopes on the top. Lines of narrow-steep changes represent locations where slopes change abruptly, and those showing patterns of the movement of a thaw slump are saved into a separate file.
DOI: 10.5066/p9n10176
title: Phytoplankton data for Cheney Reservoir near Cheney, Kansas, June 2001 through October 2022 (ver. 4.0, November 2023)

description: This U.S. Geological Survey (USGS) Data Release provides phytoplankton data collected from Cheney Reservoir, Kansas, during June 2001 through October 2022. All data are reported as raw calculated values and are not rounded to USGS significant figures. This data release was produced in compliance with the open data requirements as a way to make scientific products associated with USGS research efforts and publications available to the public. The dataset includes all routine and quality assurance/quality control samples collected at the long-term sampling site on Cheney Reservoir located near the dam (USGS station identification number 07144790). Phytoplankton were identified to the lowest possible taxonomic level and densities and biovolumes are reported. � First release: April 2016 Revised: March 2017 (ver. 2.0) Revised: August 2021 (ver. 3.0) Revised: November 2023 (ver. 4.0)
DOI: 10.25934/pr00009408
title: Gender trends in bacterial AMR

description: The larger context of this project is the global concern regarding antibiotic resistance (AMR), which poses a significant threat to public health. The aim is to explore the relationship between gender and AMR at the country level to better understand how gender-related factors may influence antibiotic resistance. The research seeks to shed light on the trends in AMR based on gender, which can inform the prioritisation of surveillance interventions and policies.

Specific Questions in This Project:
How has the association between gender and antibiotic resistance (AMR) in countries changed over time from 2004 to 2021?
Are there specific regions or countries where the gender-AMR relationship is more pronounced?
Which socioeconomic variables might explain variations in the gender-AMR relationship?
DOI: 10.6084/m9.figshare.24512518
title: <b>Data from: Natural habitat connectivity and organic management modulate pest dispersal, gene flow and natural enemy communities</b>

description: Dataset used to produce the results shown in the paper: <b>Natural habitat connectivity and organic management modulate pest dispersal, gene flow and natural enemy communities</b>.This research aimed to assess the impacts of local and landscape factors across various spatial scales on pest and natural enemies abundance and gene flow of the pest insect<i> Bemisia tabaci </i>(Genn.) Middle East-Asia Minor 1 (MEAM-1, former biotype B) (Hemiptera: Aleyrodidae) within a tropical agroecosystem located in the Federal District of Brazil. Our data collection spanned from 2019 to 2021 and involved sampling from 20 tomato farms. Each file presents a metadata sheet containing information on data labels.
DOI: 10.6084/m9.figshare.24512518.v2
title: <b>Data from: Natural habitat connectivity and organic management modulate pest dispersal, gene flow and natural enemy communities</b>

description: Dataset used to produce the results shown in the paper: <b>Natural habitat connectivity and organic management modulate pest dispersal, gene flow and natural enemy communities</b>.This research aimed to assess the impacts of local and landscape factors across various spatial scales on pest and natural enemies abundance and gene flow of the pest insect<i> Bemisia tabaci </i>(Genn.) Middle East-Asia Minor 1 (MEAM-1, former biotype B) (Hemiptera: Aleyrodidae) within a tropical agroecosystem located in the Federal District of Brazil. Our data collection spanned from 2019 to 2021 and involved sampling from 20 tomato farms. Each file presents a metadata sheet containing information on data labels.
DOI: 10.6084/m9.figshare.24512518.v1
title: <b>Data from: Natural habitat connectivity and organic management modulate pest dispersal, gene flow and natural enemy communities</b>

description: Dataset used to produce the results shown in the paper: <b>Natural habitat connectivity and organic management modulate pest dispersal, gene flow and natural enemy communities</b>.This research aimed to assess the impacts of local and landscape factors across various spatial scales on pest and natural enemies abundance and gene flow of the pest insect<i> Bemisia tabaci </i>(Genn.) Middle East-Asia Minor 1 (MEAM-1, former biotype B) (Hemiptera: Aleyrodidae) within a tropical agroecosystem located in the Federal District of Brazil. Our data collection spanned from 2019 to 2021 and involved sampling from 20 tomato farms. Each file presents a metadata sheet containing information on data labels.
DOI: 10.5066/f7zg6qfx
title: Phytoplankton data for Cheney Reservoir near Cheney, Kansas, June 2001 through October 2016 (ver. 2.0, March 2017)

description: This U.S. Geological Survey (USGS) Data Release provides phytoplankton data collected from Cheney Reservoir, Kansas, during June 2001 through October 2016. All data are reported as raw calculated values and are not rounded to USGS significant figures. This data release was produced in compliance with the open data requirements as a way to make scientific products associated with USGS research efforts and publications available to the public. The dataset includes all routine and quality assurance/quality control samples collected at the long-term sampling site on Cheney Reservoir located near the dam (USGS station identification number 07144790). Phytoplankton were identified to the lowest possible taxonomic level and abundance (density) and biovolume are reported.
DOI: 10.5066/p9ugezpt
title: Phytoplankton data for Cheney Reservoir near Cheney, Kansas, June 2001 through September 2020 (ver. 3.0, August 2021)

description: This U.S. Geological Survey (USGS) Data Release provides phytoplankton data collected from Cheney Reservoir, Kansas, during June 2001 through September 2020. All data are reported as raw calculated values and are not rounded to USGS significant figures. This data release was produced in compliance with the open data requirements as a way to make scientific products associated with USGS research efforts and publications available to the public. The dataset includes all routine and quality assurance/quality control samples collected at the long-term sampling site on Cheney Reservoir located near the dam (USGS station identification number 07144790). Phytoplankton were identified to the lowest possible taxonomic level and abundance (density) and biovolume are reported.
DOI: 10.7284/155426
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise FKt230527 using a Hawaii UHDAS instrument system onboard the platform RV Falkor (too)

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155427
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise FKt230527 using a SeaBird SBE-911+ instrument system onboard the platform RV Falkor (too)

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155430
title: Gyrocompass data collected during research cruise FKt230527 using a Sperry NAVIGAT X MK 1 instrument system onboard the platform RV Falkor (too)

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155431
title: Gyrocompass data collected during research cruise FKt230527 using a Sperry NAVIGAT X MK 1 instrument system onboard the platform RV Falkor (too)

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155432
title: Gyrocompass data collected during research cruise FKt230527 using a Sperry NAVIGAT X MK 1 instrument system onboard the platform RV Falkor (too)

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155428
title: INS (Inertial Navigation System) data collected during research cruise FKt230527 using a Kongsberg Seapath 330+ instrument system onboard the platform RV Falkor (too)

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155429
title: INS (Inertial Navigation System) data collected during research cruise FKt230527 using a Kongsberg DPS122 instrument system onboard the platform RV Falkor (too)

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155433
title: INS (Inertial Navigation System) data collected during research cruise FKt230527 using a Applanix POS/MV-320 V5 instrument system onboard the platform RV Falkor (too)

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155438
title: Meteorological Station data collected during research cruise FKt230527 using a Paroscientific MET4A instrument system onboard the platform RV Falkor (too)

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155441
title: Meteorological Station data collected during research cruise FKt230527 using a Gill MetPak Pro instrument system onboard the platform RV Falkor (too)

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155434
title: Multibeam Echosounder data collected during research cruise FKt230527 using a Kongsberg EM124 instrument system onboard the platform RV Falkor (too)

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155435
title: Multibeam Echosounder data collected during research cruise FKt230527 using a Kongsberg EM712 instrument system onboard the platform RV Falkor (too)

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155436
title: Multibeam Echosounder data collected during research cruise FKt230527 using a Kongsberg EM712 instrument system onboard the platform RV Falkor (too)

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155437
title: Multibeam Echosounder data collected during research cruise FKt230527 using a Kongsberg EM124 instrument system onboard the platform RV Falkor (too)

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155439
title: SSV (Sound Speed Velocimeter) data collected during research cruise FKt230527 using a Valeport MiniSVS instrument system onboard the platform RV Falkor (too)

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/155440
title: SSV (Sound Speed Velocimeter) data collected during research cruise FKt230527 using a Valeport MiniSVS instrument system onboard the platform RV Falkor (too)

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.6084/m9.figshare.24526666.v2
title: Mendelian randomization integrating GWAS, eQTL, mQTL and pQTL data identified genes associated with LDL-C

description: This dataset contains data revealing associations between the transcriptome, methylome, proteome,and LDL-C.
DOI: 10.6084/m9.figshare.24526666.v1
title: Mendelian randomization integrating GWAS, eQTL, mQTL and pQTL data identified genes associated with LDL-C

description: This dataset contains data revealing associations between the transcriptome, methylome, proteome,and LDL-C.
DOI: 10.5287/ora-gjqokbbde
title: Grain engineering of Sb2S3 thin films to enable efficient planar solar cells with high open-circuit voltage

description: Research data for publication
DOI: 10.25345/c5fn1133p
title: MassIVE MSV000093334 - 20231016_Silanes_Plasma_samples
title: The samples are from Silantes (Dried Plasma Metabolite Extract) 15N mix Unlabeled (different concentration) 13C mix Unlabeled (different concentration)
DOI: 10.6084/m9.figshare.24526756
title: <i>Starmerella guilliamiae </i>f.a, sp. nov. and <i>Starmerella monicapupoiae </i>f.a., sp. nov. de novo assemblies

description: Four yeast isolates collected from flowers in different ecosystems in Brazil, one from fruit of <i>Nothofagus alpina </i>in Argentina, two from pods of <i>Neltuma chilensis</i> in Chile, and one obtained from the proventriculus a of female bumblebee in Canada were shown by the analysis of the sequences of the ITS region and D1/D2 domains of the large subunit of the rRNA gene to represent two novel species belonging to the genus <i>Starmerella. </i>These species are described here as <i>Starmerella gilliamiae </i>f.a, sp. nov. (CBS16166<sup>T</sup>), and <i>Starmerella monicapupoiae </i>f.a.,<i> </i>sp. nov. (CBS16165<sup>T</sup>). A phylogenomic analysis showed that <i>S. guilliamiae </i>belongs to a subclade that contains <i>S. opuntiae, S. aceti, </i>and <i>S. apicola</i>. The same analyses showed that <i>Starmerella monicapupoiae</i> is phylogenetically related to <i>S. riodocensis</i>. The two isolates of <i>Starmerella monicapupoiae </i>were obtained from flowers in Brazil and are probably vectored by insects that visit these substrates. <i>Starmerella guilliamae </i>has a wide geographical distribution having been isolated in flowers in Brazil, fruit in Argentina, plant tissues in Chile, and a bumblebee in Canada.
DOI: 10.5066/p967latz
title: Effects of warming on development rates on Karner Blue Butterfly laboratory data (2011-2012)

description: The dataset is associated with a project that examines effects of climate change on the federally endangered Karner blue butterfly (Lycaeides melissa samuelis) by subjecting different life stages of the Karner blue to both historically average temperature regimes and temperature regimes 2, 4, and 6 degrees Celsius above historic means. This dataset is composed of two spreadsheets: one for data collected in 2011, and the other for data collected in 2012. All experimental subjects were from an experimental colony of Karner blues maintained at the University of Notre Dame and derived from Karner blues collected, under USFWS permit, from Indiana Dunes National Lakeshore in 2010. Karner blues were subjected to the different temperature regimes starting at the egg stage and continuing through larval, pupal, and adult stages, if the individual survived through those stages. For each individual Karner blue, and for both years, the dataset contains the following variables: butterfly ID, Final Stage attained, Sex, Treatment, Generation, Adult Mass, Hatch Date, Adult Eclosion Date, Development time, and Egg Output for females. The 2011 dataset also includes some additional variables: Hatch/Eclosion Dates, Pupal Mass, Development Time, Degree Days at 12C lower threshold (the accumulative thermal units an individual experienced throughout the whole life above 12 Celsius degree), and daily Degree Days with same threshold. The 2012 dataset includes additional variables: wing area, abdominal area, thorax-ventral length, and snout-ventral length.
DOI: 10.5281/zenodo.10084893
title: Appendix_results_qual_analysis_summarized (42-language sample)

description: A .pdf file that plots verb scores (1 to 3) in main and adverbial clauses in the sample languages covered by the CIEP (42-language sample).
DOI: 10.5281/zenodo.7952683
title: Appendix_results_qual_analysis_summarized (42-language sample)

description: A .pdf file that plots verb scores (1 to 3) in main and adverbial clauses in the sample languages covered by the CIEP (42-language sample).
DOI: 10.5281/zenodo.7952684
title: Appendix_results_qual_analysis_summarized (42-language sample)

description: A .pdf file that plots verb scores (1 to 3) in main and adverbial clauses in the sample languages covered by the CIEP (42-language sample).
DOI: 10.25345/c59w09901
title: MassIVE MSV000093335 - Mitochondrial ribosomal protein L12 (MRPL12) post-translational modifications
title: Analysis of post-translational modifications on mitochondrial protein L12 (MRPL12). MRPL12 was overexpressed in HeLa or HEK293 cells, immunoprecipitated, and subject to bottom-up proteomic analysis on an Agilent 6545 LC-qTOF.
DOI: 10.5281/zenodo.10084711
title: Repository for adjoint convolution analysis of sea level variations near Charleston and Nantucket

description: This repository contains adjoint sensitivity, forcing, and example adjoint-convolution script to reconstruct sea level variations near Charleston and Nantucket.
DOI: 10.5281/zenodo.10079604
title: Appendix_verb_scores_UD

description: A dataset that plots verb scores (1 to 3) in main and adverbial clauses in the sample languages covered by UD.
DOI: 10.5281/zenodo.10084915
title: Appendix_verb_scores_UD

description: A dataset that plots verb scores (1 to 3) in main and adverbial clauses in the sample languages covered by UD.
DOI: 10.5281/zenodo.7938353
title: Appendix_verb_scores_UD

description: A dataset that plots verb scores (1 to 3) in main and adverbial clauses in the sample languages covered by UD.