cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3886/icpsr25108.v1
title: Uniform Crime Reporting Program Data [United States]: Arrests by Age, Sex, and Race, 2007
title: Version 1

description: These data provide information on the number of arrests reported to the Federal Bureau of Investigation's Uniform Crime Reporting (UCR) Program each year by police agencies in the United States. These arrest reports provide data on 43 offenses including violent crime, drug use, gambling, and larceny. The data received by ICPSR were structured as a hierarchical file containing (per reporting police agency) an agency header record, 1 to 12 monthly header records, and 1 to 43 detail offense records containing the counts of arrests by age, sex, and race for a particular offense. ICPSR restructured the original data to a rectangular format.
description: ICPSR data undergo a confidentiality review and are altered when necessary to limit the risk of disclosure. ICPSR also routinely creates ready-to-go data files along with setups in the major statistical software formats as well as standard codebooks to accompany the data. In addition to these procedures, ICPSR performed the following processing steps for this data collection: Created variable labels and/or value labels.; Standardized missing values.; Performed recodes and/or calculated derived variables.; Checked for undocumented or out-of-range codes..
description: Datasets: 
 
 DS1: Dataset
description: Uniform Crime Reporting Program Data Series
description: mail questionnaire, on-site questionnaire
description: Arrests reported to the Federal Bureau of Investigation's Uniform Crime Reporting program. Smallest Geographic Unit: states, counties, and cities
DOI: 10.48577/jpl.oasbrl
title: Science Data for the article “More Frequent Spaceborne Sampling of XCO2 Improves Detectability of Carbon Cycle Seasonal Transitions in Arctic-Boreal Ecosystems

description: These datasets are results from modeling experiments to test for the impact of spaceborne sampling of atmospheric CO2 on estimates of land-atmospheric CO2 exchange in the Arctic region. Specifically, we use flux inversion observing system sensitivity experiments (OSSE) to test the relative impact of low frequency sampling from low earth orbit (LEO) vs high frequency sampling from highly elliptical orbit (HEO). LEO sampling is based on the Orbiting Carbon Observatory 2 (OCO-2) mission, which has been in orbit since 2014. HEO sampling is based on the Arctic Fourier Transform Spectrometer Investigation (AURORA) missions, which is a new mission concept introduced in the corresponding paper. Our OSSEs use the JPL-developed Carbon Monitoring System Flux (CMS-Flux) 4-D variational (4D-Var) inversion system (Liu et al 2017) to optimize weekly estimates of net ecosystem exchange (NEE) and ocean fluxes at 4º × 5º. Two OSSEs are conducted, differing in assimilated data: (1) OCO-2 and (2) OCO-2+AURORA. Both OSSEs are run for a period of two years (2015-2016) to examine recovery of the mean seasonal cycle and flux anomalies. Details regarding the model setup can be found in Section 2.3 of the publication associated with this dataset. These files contain global prior, posterior, and true flux for each OSSE from 2015 to 2016 at daily 4º × 5º resolution. Separate files are provided for each year. Prior and True fluxes are the same for each OSSE and denoted in the file as ‘Prior’ and ‘True’, respectively. Posterior fluxes for OCO-2 and OCO-2+AURORA are denoted ‘Posterior_OCO2’ and ‘Posterior_NIR_OCO2’, respectively. Flux variables have dimensions of 365 x 46 x 72, representing days per year, latitude, and longitude. Daily values are based on interpolation from weekly inversion estimates; we thus recommend to average results to weekly or monthly bins. References Liu, J., Bowman, K.W., Schimel, D.S., Parazoo, N.C., Jiang, Z., Lee, M., Bloom, A.A., Wunch, D., Frankenberg, C., Sun, Y. and O’Dell, C.W., 2017. Contrasting carbon cycle responses of the tropical continents to the 2015–2016 El Niño. Science, 358(6360), p.eaam5690.
DOI: 10.5066/p96wzlms
title: Riparian climate refugia data in western and central USA for 2040-2069 and 2070-2099

description: We mapped potential climate change refugia for riparian areas in the central and western USA for 2040-2069 and 2070-2099. Riparian refugia are existing riparian areas that are projected to maintain riparian vegetation and associated ecological function under plausible future climates. Four input variables were included in the riparian refugia index: two landscape variables that represent where existing riparian areas may be more resilient to climatic changes (riparian connectedness and landscape diversity) and two climate variables that reflect projected exposure to climate change (runoff and warm days). For the climate variables, we considered two global circulation models: moderately hot and wet (CNRM-CM5) and hot and dry (IPSL-CM5A-MR) under RCP 8.5. The climate variables represented the projected change from a historical baseline (1971-2000) for two future 30-year time periods, mid-century (2040-2069) and late century (2070-2099). The four input variables of uniform pixel size were assigned equal weights and layered together using ArcGIS Pro’s Suitability Modeler to create an index for riparian refugial quality. Here we provide raster layers for the riparian refugia index and three of the four input variables including riparian connectedness, runoff, and warm days. The fourth input variable, landscape diversity, was produced by The Nature Conservancy and is available online at The Nature Conservancy’s Resilient and Connected Network. The four climate scenarios (CNRM-CM5 2040-2069, CNRM-CM5 2070-2099, IPSL-CM5A-MR 2040-2069, and IPSL-CM5A-MR 2070-209) are included as individual rasters for the riparian refugia index, runoff, and warm days, and are zipped into each base folder. We also provide a geodatabase that contains all the data (riparian refugia index, riparian connectedness, runoff, and warm days).
DOI: 10.5066/p9kax1qp
title: Trained emulators from the spheroid90gp software package

description: This data release contains materials related to the spheroid90gp software package, including pre-trained Gaussian Process emulators and model input files. The emulators predict cavity compressibility and surface displacements produced by pressure changes in a vertical spheroidal cavity embedded in an elastic halfspace. The methodology is documented in a journal publication ("Computationally efficient emulation of spheroidal elastic deformation sources using machine learning models: a Gaussian-process-based approach" by K. R. Anderson and M. Gu.).

The first child item contains model input files and trained emulators developed for the manuscript. Additional child items may be added in the future as new emulators are developed.

Additional information may be found in the child items below.
DOI: 10.5066/p9u7qkc1
title: Data Compiled on historical water use, spatial land disturbance, aquifer disturbance and uranium produced by In Situ Recovery of Uranium from Sandstone Hosted Uranium Deposits in the South Texas Coastal Plain, USA

description: This data release contains data on historical water use, spatial land disturbance, and spatial aquifer disturbances related to in situ recovery (ISR) uranium extraction per unit of uranium produced. These data were compiled from published and publicly available references including journal articles, government reports, industry reports and company reporting documents for regulatory compliance and financial reporting requirements. Six uranium ISR mines are represented: Alta Mesa, Kingsville Dome, Mt. Lucas, Palangana, Palangana Dome, and Rosita.
DOI: 10.5067/ou3hjds973o0
title: MERRA-2 tavgM_2d_rad_Nx: 2d,Monthly mean,Time-Averaged,Single-Level,Assimilation,Radiation Diagnostics V5.12.4
DOI: 10.5281/zenodo.10157399
title: Computational data of "Sodium Reservoir in the Deep Lower Mantle"
DOI: 10.5281/zenodo.10553451
title: Blush Training Dataset Masks

description: A TAR archive comprising Gzip-compressed MRC files, each containing manually curated binary masks. Part of the training dataset of the inaugural Blush model. Each file is named in accordance with its corresponding EMDB entry ID.
DOI: 10.5281/zenodo.10714394
title: A Weak Supervision-Based Approach to Improve Chatbots for Code Repositories

description: The dataset and scripts used in "A Weak Supervision-Based Approach to Improve Chatbots for Code Repositories" paper.
DOI: 10.5281/zenodo.10963586
title: Data set for paper 'Impact of post-ion implantation annealing on Se-hyperdoped Ge'

description: Description of the files

Files are named by the same figure order appearing in the paper and supplementary material. File types contain:- *.csv: Comma separated values. - *.fibps: Raw data obtained with the 3D optical profilometer, which can be opened and analyzed by ProfilmOnline at https://www.profilmonline.com/. Figures shown in the paper were croped from the top-left corner with areas of about 60x60 µm2 from the raw data. Alternatively all 3D profilometer data shown in the paper can be obtained and analyzed in https://www.profilmonline.com/shared-folder?token=S32NP82HtLC3- *.tif: Image generated from scanning electron microscope. 

 

Original paper: https://doi.org/10.1063/5.0213637

Supplementary material: https://doi.org/10.60893/figshare.apl.c.7322108

 

When using the dataset, please cite the original paper: Xiaolong Liu, Patrick McKearney, Sören Schäfer, Behrad Radfar, Yonder Berencén, Ulrich Kentsch, Ville Vähänissi, Shengqiang Zhou, Stefan Kontermann, Hele Savin; Impact of post-ion implantation annealing on Se-hyperdoped Ge. Appl. Phys. Lett. 22 July 2024; 125 (4): 042102. https://doi.org/10.1063/5.0213637.
DOI: 10.5281/zenodo.11352863
title: Forecast data for the paper: "Assimilating summer sea-ice thickness observations improves Arctic sea-ice forecast"

description: 1. “Short_term_forecast.mat” contains the short-term ensemble mean sea-ice thickness (SIT) and sea-ice concentration (SIC) forecast results. The dimension of each forecast result variable is [420, 384, 7, 30, 5]. 420 and 384 is the number of the horizontal grids. Seven denotes the seven-day lead time of a single forecast. 30 shows the number of days in which each forecast starts after the model restart. Five indicates that the model restarts monthly from the restart files from the Combined Model and Satellite Thickness (CMST) product in five summer months each year.

2. “Long_term_forecast.mat” contains the long-term ensemble mean sea-ice thickness and sea-ice concentration forecast results. The dimension of the forecast result variables in each year is [420, 384, 270, 5]. Similar to “Short_term_forecast.mat”, 420 and 384 is the number of the horizontal grids. 270 denotes the 270-day lead time of a single forecast. Five indicates that the model restarts monthly from the restart files from CMST in five summer months.

3. “Initial_condition_Short_term_forecast.mat” contains the ensemble mean initial conditions of SIT as plotted in Figure 1 and Figure S2.

 

For more details please refer to the paper “Assimilating summer sea-ice thickness observations improves Arctic sea-ice forecast”
DOI: 10.5281/zenodo.12562309
title: Dataset for Unique and redundant roles of mouse BCMA, TACI, BAFF, APRIL and IL-6 in supporting antibody-producing cells in different tissues

description: This dataset is related to "Unique and redundant roles of mouse BCMA, TACI, BAFF, APRIL and IL-6 in supporting antibody-producing cells in different tissues" (Eslami M, Schuepbach-Mallpell S, Diana D, Willen L, Kowalczyk-Quintas C, Desponds C, Peter B, Vigolo M, Renevey F, Donzé O, Lüther SA, Yalkinoglu Ö, Alouche N, Schneider P).
DOI: 10.5281/zenodo.7623726
title: Forcing, cloud feedbacks, cloud masking, and internal variability in the cloud radiative effect satellite record (Data)

description: README file for ERA5-PRP datasets used in: Raghuraman et al., 2023, Journal of Climate,<br> "Forcing, cloud feedbacks, cloud masking, and internal variability in the cloud radiative effect satellite record" Point of Contact: Shiv Priyam Raghuraman, shivr@alumni.princeton.edu 30 ERA5-PRP files: 2 files: '2000_2020-allsky_small.nc' and '2000_2020-clearsky_small.nc' all input quantities varying 2 files: 'clim-allsky-clim-var-all.nc' and 'clim-clearsky-clim-var-all.nc' all input quantities at climatology 13 files: 'clim-var' Input quantity X at climatology, rest varying X = clouds, q, fal, skt, t, ghg, or o3. Fluxes computed in clear-sky and all-sky, apart from clouds which will only have all-sky. 13 files: 'clim-except-var' Input quantity X varying, rest at climatology X = clouds, q, fal, skt, t, ghg, or o3. Fluxes computed in clear-sky and all-sky, apart from clouds which will only have all-sky. Other datasets: GFDL AM4 AMIP and Control<br> https://doi.org/10.5281/zenodo.4784726 CMIP6 Control, Historical, RFMIP<br> Downloaded from ESGF
DOI: 10.5281/zenodo.7880834
title: Data Sets for the study "What Performance Indicators to Use for Self-Adaptation in Multi-Objective Evolutionary Algorithms"

description: This is the dataset of the paper "What Performance Indicators to Use for Self-Adaptation in Multi-Objective Evolutionary Algorithms"



figures.ipynb provides postprocessing codes for using the attached data to generate tables and figures in the paper.

the csv folder consists of the raw data of function evaluations that algorithms used to hit each solution the first time.

the metric folder consists of the processed data, which records the convergence process of two single objectives (y1 and y2), Hypervolume, and the number of obtained Pareto solutions.

the gif folder consists of the gif files plotting the convergence process of solving LOTZ.


 

The code used to generate this data is available at https://github.com/FurongYe/GSEMO
DOI: 10.5281/zenodo.8411189
title: Paleomagnetic data from the Peloritan terran (NE Sicily)

description: Paleomagnetic data from Triassic-upp Oligocene external sedimentary nappes of the Peloritan terran (NE Sicily). To open and navigate with Remasoft software (https://www.agico.com/text/software/remasoft/remasoft.php)
DOI: 10.6084/m9.figshare.25305643.v1
title: Turnover of bird species along the Nullarbor Plain: insights from taxonomic, phylogenetic, and functional beta diversity

description: <b>Dataset 1.</b> - Abundance matrix (<i>plot</i> x <i>species</i>) used as input in the diversification analyses (1,312 sites; 141 species).<b>Dataset 2.</b> - Abundance matrix (<i>plot </i>x <i>species</i>) used as in the community analyses (199 sites; 98 species).
DOI: 10.6084/m9.figshare.25598073.v1
title: Vulnerability mapping

description: This study aims to develop a vulnerability map for Surabaya using GIS-based Multi-Criteria Decision Analysis (MCDA) to assess the city's vulnerability to COVID-19
DOI: 10.6084/m9.figshare.25887163
title: Supplementary Material for: A cluster randomised controlled trial of a targeted distributed toothpaste and toothbrushing programme

description: Introduction:
The aim is to assess the effectiveness of a distributed, targeted toothbrush and toothpaste programme on referrals for tooth extraction under Dental General Anaesthetic (DGA), in children of high-risk families compared to usual care. 
Methods:
A recruiter and assessor-blinded, clustered parallel randomised control trial (RCT). Families with one or more children aged between 3 and 10 years having undergone a DGA operation for extraction of carious teeth, were approached within hospitals in the North West of England. Families were randomised at the cluster level in a 1:1 ratio. All eligible children within the family were consented into the study. The primary outcome was participant referral for a DGA 6 to 24 months post randomisation. 
Results:
A total of 961 families (1671 children) were randomised, 482 families (832 children) to the intervention, and 479 families (839 children) to the control group. Families (1662 children, 955 families) were included in the final analysis (825 intervention, 837 control). Marginal regression models (generalized estimating equation approach) taking into account cluster membership were used to model the effectiveness of the intervention at 24 and 48 month follow-up, including the variables, age, sex and IMD quintile. Seventy-six children (9.2%) in the intervention group had a DGA referral within 2 years compared to 57 children (6.8%) in the control group. The study found no effect of a clinically meaningful difference between the intervention group and usual care (Risk Ratio 1.36, 95% CI 0.98 to 1.89) in reducing referral for DGA for a targeted postal toothpaste/toothbrush program in a contemporary, population with previous family experience of DGA residing in an area of high deprivation. 
Conclusion:
The target of the intervention (families of children with a DGA) was the correct focus given the referrals observed over 2 and 4 years. The study can aid policymakers, local authorities and commissioners to understand repeat DGA within families and further need for intervention.
DOI: 10.6084/m9.figshare.25963228
title: Supplementary Material for: Nitric oxide/Glucose transporter type 4 pathway mediates cardioprotection against ischemia/reperfusion injury under hyperglycemic and diabetic conditions in rats

description: Introduction: The comorbidities of ischemic heart disease (IHD) and diabetes mellitus (DM) compromise the protection of the diabetic heart from ischemia/reperfusion (I/R) injury. We hypothesized that manipulation of reperfusion injury salvage kinase (RISK) and survivor activating factor enhancement (SAFE) pathways might protect the diabetic heart, and intervention of these pathways could be a new avenue for potentially protecting the diabetic heart. Methods: All hearts were subjected to 30 min ischemia and 30 min reperfusion. During reperfusion, hearts were exposed to molecules proven to protect the heart from I/R injury. The hemodynamic data were collected using suitable software. The infarct size, troponin T levels, and protein levels in hearts were evaluated. Results: Both cyclosporine-A and nitric oxide donor (SNAP) infusion at reperfusion protected four-week diabetic hearts from I/R injury. However, six-week diabetic hearts were protected only by SNAP, but not cyclosporin-A. These treatments significantly (P&lt;0.05) improved cardiac hemodynamics and decreased infarct size. Conclusions: The administration of SNAP to diabetic hearts protected both four- and six-week diabetic hearts; however, cyclosporine-A protected only the four-week diabetic hearts. The eNOS/GLUT-4 pathway executed the SNAP-mediated cardioprotection.
DOI: 10.15468/dd.m8etw8
title: Data used in Grossman et al. (2021) Evidence of constrained divergence and conservatism in climatic niches of the temperate maples (Acer L.)

description: This dataset represents a combined record of 75 Acer spp. downloads
DOI: 10.15468/dl.hx8bu3
title: Occurrence Download

description: A dataset containing 638 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rosa glauca",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 638 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015094-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wc7m6c
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rosa glauca",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 98 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015095-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f4xwu5
title: Occurrence Download

description: A dataset containing 17802 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Eichhornia crassipes)"
 ]
}

 The dataset includes 17802 records from 485 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015097-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v72ab8
title: Occurrence Download

description: A dataset containing 9966 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Estrilda troglodytes)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 9966 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015096-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.57wdbt
title: Occurrence Download

description: A dataset containing 161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rosa glauca",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 161 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015099-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vnwf55
title: Occurrence Download

description: A dataset containing 8644 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zoothera aurea",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8644 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015100-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ukrh5
title: Occurrence Download

description: A dataset containing 473 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Nephelomys devius"
 ]
}

 The dataset includes 473 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015102-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9k55q7
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Melanomys chrysomelas"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015101-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5q4a26
title: Occurrence Download

description: A dataset containing 319 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Material sample, Occurrence evidence)",
 "TaxonKey is Oecomys trinitatis"
 ]
}

 The dataset includes 319 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015103-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.