cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25778214.v1
title: SLAGC Group Project Data Sources Spreadsheet

description: This document provides a structured approach to analyzing transportation data for Los Angeles County. It covers old and new indicators of transportation health, including gasoline and diesel sales, vehicle miles traveled, commute modes, use of transit, electric vehicle registrations, and charging stations. It also details categories such as transportation infrastructure, equity, and health impacts, with narratives explaining changes, reasons behind them, and future projections. Data sources and methodologies are cited throughout the document.
DOI: 10.6084/m9.figshare.29190821.v1
title: sex-specific survival analysis code and data

description: Preliminary code and data for manuscript in submission
DOI: 10.17632/pt4wjkhmyk
title: ANN Coagulation Model Training, Validation and Test dataset

description: This dataset describes the training, validation and test dataset used for the development of a hybrid ANN coagulation model.
DOI: 10.6084/m9.figshare.13258826.v4
title: Evidencing the need for psycho-socio-economic action to support the rural upskilled youth to cope with the COVID-19 health crisis: a state-wide audit

description: This data was collected in the context of a COVID-19 national lockdown from 14430 youth, who had been trained through the Deen Dayal Upadhyaya Grameen Kausalya Yojana (DDU-GKY). The aim was to understand the determine the impacts of COVID-19 among the rural poor youth working in unorganized sectors in Kerala, India <br>
DOI: 10.6084/m9.figshare.21540009.v1
title: Lithology of EM1 reservoir revealed by Fe isotopes of continental potassic basalts

description: Table S1. Major, trace elemental and Sr, Nd, Hf, Mg isotopic data of potassic basalts from northeastern China Table S2. Fe isotopic compositions and Fe<sup>3+</sup>/ΣFe ratios of potassic basalts from northeastern China Table S3. Major and minor element compositions of olivines in NE potassic basalts and standard MongOl Table S4. The reaction between initial melts and lithospheric peridotite and the mixing to produce Pitcairn basalts and potassic basalts from NE China
DOI: 10.6084/m9.figshare.24599295.v1
title: Multi-omic profiling of clear cell renal cell carcinoma identifies metabolic reprogramming associated with disease progression

description: Clear cell renal cell carcinoma (ccRCC) is a complex disease with remarkable immune and metabolic heterogeneity. Here, we present a TJ-RCC cohort (RCC cohort of Tongji hospital), and we perform genomic, transcriptomic, proteomic, metabonomic and spatial multi-omic profiling on 100 ccRCC cases. Using the scRNA-seq-derived signature, we identify 4 ccRCC subtypes. Multilevel profiling distinguishes a unique ccRCC subtype, De-clear cell differentiated (DCCD) -ccRCC, with distinctive metabolic features. DCCD cancer cells are characterized by fewer lipid droplets, more inhibited metabolic activity, enhanced nutrients uptake capability and a high proliferation rate, leading to poor prognosis. Using single-cell and spatial trajectory analysis, we demonstrate that DCCD is a common mode of ccRCC progression. Even among stage I patients, DCCD is associated with worse outcomes and higher recurrence rate, suggesting it cannot be cured by nephrectomy alone. This study provides a treatment strategy based on immune subtypes, which could guide clinical management of ccRCC.
DOI: 10.6084/m9.figshare.26319010.v2
title: Matrix Completion When Missing Is Not at Random and Its Applications in Causal Panel Data Models

description: This article develops an inferential framework for matrix completion when missing is not at random and without the requirement of strong signals. Our development is based on the observation that if the number of missing entries is small enough compared to the panel size, then they can be estimated well even when missing is not at random. Taking advantage of this fact, we divide the missing entries into smaller groups and estimate each group via nuclear norm regularization. In addition, we show that with appropriate debiasing, our proposed estimate is asymptotically normal even for fairly weak signals. Our work is motivated by recent research on the Tick Size Pilot Program, an experiment conducted by the Security and Exchange Commission (SEC) to evaluate the impact of widening the tick size on the market quality of stocks from 2016 to 2018. While previous studies were based on traditional regression or difference-in-difference methods by assuming that the treatment effect is invariant with respect to time and unit, our analyses suggest significant heterogeneity across units and intriguing dynamics over time during the pilot program. Supplementary materials for this article are available online, including a standardized description of the materials available for reproducing the work.
DOI: 10.6084/m9.figshare.28436606.v1
title: SpatialCC-12M

description: Spatial transcriptomics quantifies gene expression within its spatial context, significantly advancing biomedical research. Understanding gene spatial expression and the organization of multicellular systems is vital for disease diagnosis and studying biological processes. However, existing models often struggle to integrate gene expression data with cellular spatial information effectively. In this study, we introduce SpatialFormer, a hybrid framework combining convolutional networks and transformers to learn single-cell multimodal and multi-scale information in the niche context, including expression data and subcellular gene spatial distribution. Pre-trained on 300 million cell pairs from 12 million spatially resolved single cells across 62 Xenium slides, SpatialFormer merges gene spatial expression profiles with cell niche information via the pair-wise training strategy. Our findings demonstrate that SpatialFormer distills biological signals across various tasks, including single-cell batch correction, cell-type annotation, co-localization detection, and identifying gene pairs that are critical for the immune cell-cell interactions involved in the regulation of lung fibrosis. These advancements enhance our understanding of cellular dynamics and offer new pathways for applications in biomedical research.
DOI: 10.6084/m9.figshare.28793267.v1
title: Raw Data: Sahoo <i>et al.</i>, Chem. Lett. <b>54</b>, 2 , upaf005 (2025). DOI: 10.1093/chemle/upaf005

description: Raw data of the figures in Sahoo <i>et al.</i>, Chem. Lett. <b>54</b>, 2 , upaf005 (2025). https://doi.org/10.1093/chemle/upaf005
DOI: 10.6084/m9.figshare.17091578.v1
title: Table 3. Parameter of Adsorption Isotherm of each Adsorbent

description: Parameter of Adsorption Isotherm of each Adsorbent Lignin Bagasse, Lignin-Bagasse Carbon dan Lignin Bagasse-Amine<br>
DOI: 10.6084/m9.figshare.24600255.v2
title: Supporting Information for DO Lifespan Interventions Study

description: In this study, we report the effects of graded levels of CR and IF initiated during adulthood (at 6 months of age) on the health and lifespan of a large cohort of DO mice. We utilized a unique cohort comprising close to 1,000 genetically diverse and genotyped female mice in which we longitudinally profiled 194 traits across 11 categories from the age of 3 months to death.
DOI: 10.6084/m9.figshare.12649811.v1
title: A dataset of DFT energies and forces for carbon allotropes of monolayer graphene, bilayer graphene, graphite, and diamond

description: The dataset consists of energies and forces for monolayer graphene, bilayer graphene, graphite, and diamond in various states, including strained static structures and configurations drawn from ab initio MD trajectories. A total number of 4788 configurations was generated from DFT calculations using the Vienna Ab initio Simulation Package (VASP). The energies and forces are stored in the extended XYZ format. One file for each configuration.
DOI: 10.15468/dl.2c9xur
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Greece",
 "Geometry POLYGON((23.52 34.92,26.3 34.92,26.3 35.68,23.52 35.68,23.52 34.92))",
 "TaxonKey is Hordeum spontaneum"
 ]
}

 The dataset includes 9 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007079-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6kr7ty
title: Occurrence Download

description: A dataset containing 198430 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ruscus aculeatus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 }
 ]
}

 The dataset includes 198430 records from 1499 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006954-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7jffg2
title: Occurrence Download

description: A dataset containing 536 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paspalum simplex"
 ]
}

 The dataset includes 536 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007082-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x5m2pc
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters is less than or equal to 1000.0",
 "Country is one of (China, Bhutan, India, Myanmar)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Budorcas"
 ]
}

 The dataset includes 36 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007083-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6avy3c
title: Occurrence Download

description: A dataset containing 359 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Colombia, Panama)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Atelopus spurrelli"
 ]
}

 The dataset includes 359 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007080-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.20383/103.01151
title: Geospatial and biological data that document the impacts of the Big Bar Landslide in the Fraser River, British Columbia, Canada

description: This dataset documents the geomorphological and biological impacts of the Big Bar Landslide, which occurred on November 1, 2018, in the Fraser River at French Bar Canyon, British Columbia, Canada. The dataset spans from October 2018 to March 2024 and includes high-resolution geospatial and ecological data used to assess changes to river morphology, salmon migration patterns, and hydrodynamic conditions following the landslide. We provide: Topographic and bathymetric data, including lidar surveys (2018–2022), pre- and post-landslide bathymetry, and elevation difference maps; hydrodynamic data, such as surface velocity fields derived from drone imagery and ADCP velocity profiles; ecological data related to salmon migration, including radio-tag tracking information, spawning ground maps, and extirpation risk assessments for Early Stuart Sockeye; hydrological data, including discharge and hydrographs from Water Survey of Canada gauging stations; and satellite and aerial imagery, featuring orthoimages and multi-source satellite coverage of the landslide zone. The data are provided in a range of formats and are referenced to the NAD83 (CSRS) UTM Zone 10 coordinate system, with elevations relative to the CGVD2013a vertical datum. This archive was compiled through collaborative efforts led by Simon Fraser University, Fisheries and Oceans Canada, and the Hakai Institute with funding and support from multiple Canadian research and conservation initiatives, including BCSRIF, NSERC, and the Hakai Institute. It serves as a critical resource for researchers and decision-makers assessing river hazards, fish passage barriers, and ecosystem restoration strategies.
DOI: 10.2908/earn_ses18_04
title: Employees by sex, economic activity and educational attainment (2018)
title: Arbeitnehmer nach Geschlecht, Wirtschaftszweig und erreichtem Bildungsgrad (2018)
title: Salariés par sexe, activité économique et niveau d'éducation atteint (2018)
DOI: 10.2908/earn_ses18_05
title: Salariés par sexe, activité économique et ancienneté dans l'entreprise (2018)
title: Employees by sex, economic activity and length of service with the enterprise (2018)
title: Arbeitnehmer nach Geschlecht, Wirtschaftszweig und Dauer der Unternehmenszugehörigkeit (2018)
DOI: 10.2908/earn_ses18_52
title: Arbeitnehmer nach Geschlecht, Wirtschaftszweig und Arbeitsvertrag (2018)
title: Employees by sex, economic activity and employment contract (2018)
title: Salariés par sexe, activité économique et contrat de travail (2018)
DOI: 10.2908/earn_ses18_53
title: Salariés par sexe, profession et classe de taille de l'entreprise (2018)
title: Arbeitnehmer nach Geschlecht, Beruf und Unternehmensgrößenklassen (2018)
title: Employees by sex, size class of the enterprise and occupation (2018)
DOI: 10.2908/earn_ses18_54
title: Arbeitnehmer nach Geschlecht, Wirtschaftszweig und Beruf (2018)
title: Employees by sex, economic activity and occupation (2018)
title: Salariés par sexe, activité économique et profession (2018)
DOI: 10.2908/earn_ses_adeci
title: Salaire annuel par quantile et durée contractuelle de travail – NACE Rév. 1.1, C-O excepté L (2006)
title: Jahresverdienst nach Quantilen und vertraglich vereinbarter Arbeitszeit – NACE Rev. 1.1, C-O ohne L (2006)
title: Annual earnings by quantiles and contractual working time (enterprises with 10 employed persons or more) - NACE Rev. 1.1, C-O excluding L (2006)
DOI: 10.2908/earn_ses_agt14
title: Durchschnittlicher Stundenverdienst nach Geschlecht, Alter und Beruf (2002)
title: Salaire horaire moyen par sexe, âge et profession (2002)
title: Mean hourly earnings by sex, age, occupation (2002)
DOI: 10.2908/earn_ses_agt17
title: Salaire horaire moyen par activité économique, sexe et ancienneté dans l'entreprise (2002)
title: Durchschnittlicher Stundenverdienst nach Wirtschaftszweig, Geschlecht und Dauer der Unternehmenszugehörigkeit (2002)
title: Mean hourly earnings by economic activity, sex, length of service in the enterprise (2002)
DOI: 10.2908/earn_ses_agt18
title: Durchschnittlicher Stundenverdienst nach Unternehmensgröße, Geschlecht und Beruf (2002)
title: Salaire horaire moyen par taille de l'entreprise, sexe et profession (2002)
title: Mean hourly earnings by size of the enterprise, sex, occupation (2002)
DOI: 10.2908/earn_ses_agt21
title: Durchschnittlicher Monatsverdienst nach Geschlecht, Alter und Beruf (2002)
title: Salaire mensuel moyen par sexe, âge et profession (2002)
title: Mean monthly earnings by sex, age, occupation (2002)
DOI: 10.2908/earn_ses_agt24
title: Mean monthly earnings by economic activity, sex, length of service in the enterprise (2002)
title: Salaire mensuel moyen par activité économique, sexe et ancienneté dans l'entreprise (2002)
title: Durchschnittlicher Monatsverdienst nach Wirtschaftszweig, Geschlecht und Dauer der Unternehmenszugehörigkeit (2002)
DOI: 10.2908/earn_ses_agt25
title: Durchschnittlicher Monatsverdienst nach Unternehmensgröße, Geschlecht und Beruf (2002)
title: Mean monthly earnings by size of the enterprise, sex, occupation (2002)
title: Salaire mensuel moyen par taille de l'entreprise, sexe et profession (2002)
DOI: 10.2908/earn_ses_agt28
title: Durchschnittlicher Jahresverdienst nach Geschlecht, Alter und Beruf (2002)
title: Mean annual earnings by sex, age, occupation (2002)
title: Salaire annuel moyen par sexe, âge et profession (2002)
DOI: 10.2908/earn_ses_agt31
title: Salaire annuel moyen par activité économique, sexe et ancienneté dans l'entreprise (2002)
title: Durchschnittlicher Jahresverdienst nach Wirtschaftszweig, Geschlecht und Dauer der Unternehmenszugehörigkeit (2002)
title: Mean annual earnings by economic activity, sex, length of service in the enterprise (2002)
DOI: 10.5284/1139371
title: Historic Building Record: 44-46 Park Street, Walsall

description: The project provides an historic building record nos.44-46 Park Street, Walsall prior to its demolition. 44-46 Park Street is/was a locally listed building located within the Bridge Street Conservation Area.
DOI: 10.15468/dl.xw6qzc
title: Occurrence Download

description: A dataset containing 4388 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "OccurrenceStatus is Present",
 "TaxonKey is Amegilla",
 "Year 2016-2026"
 ]
}

 The dataset includes 4388 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007085-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5883/ds-bcsy16s
title: Anais Marquisseau, Melodie Ollivier, Christophe Klopp, Geraldine Pascal, Andre Pornon, Nathalie Escaravage, Jean-Pierre Sarthou, Veronique Sarthou, Magalie Pichon

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.6084/m9.figshare.31230790
title: Sedimentary geochemistry of a clearwater Arctic lake

description: <b><i>Surface area analysis</i></b>Brunauer-Emmett-Teller (B.E.T.) specific surface area (Brunauer et al., 1938) was obtained by a 90-point N<sub>2</sub> (g) adsorption/desorption isotherm on a TriStar 3000 surface area and porosity analyzer (Micromeritics). For surface and bottom samples, we used the Barrett-Joyner-Halenda (B.J.H.) model (Barrett et al., 1951) to estimate cumulative pore volume and average size.<b><i>Thermogravimetric analysis (TGA)</i></b>The thermal stability of bulk sediments was determined by TGA (Q5000, TA Instruments), where the mass loss was measured in relation to the initial mass (~10 mg). Samples were heated in the range of 100ºC–1000ºC at a rate of 10ºC min<sup>-1</sup>, starting with a constant temperature at 100ºC for 5h, under a constant stream of N<sub>2</sub> (40 mL min<sup>-1</sup>).<b><i>Elemental analysis and stable isotope analysis</i></b>Elemental and stable isotope analyses (δ<sup>13</sup>C, δ<sup>15</sup>N) of C and nitrogen (N) were performed at Stable Isotope Laboratory (Sveriges lantbruksuniversitet, Umeå, Sweden) using elemental analyzer (Flash EA 2000) coupled to a continuous flow isotope ratio mass spectrometer (DeltaV, both Thermo Fisher Scientific).<b>Extractions</b>We used alkaline extraction that allows for desorption of OC from goethite. Approximately ~0.06 g of the sample was mixed with 12 mL Milli-Q water and put in an ultrasonic bath for 10 min, followed by an addition of NaOH until reaching pH ~10.5. The suspension was left for 24 h in an end-over-end sample rotator and was then centrifuged for 10 min at 4000 rpm. The supernatant was filtered through a 0.45 µm syringe filter (Filtropur S, Sarstedt), then analyzed using a FORMACS HT-I TOC analyzer (Skalar Analytical).
DOI: 10.6084/m9.figshare.31230790.v1
title: Sedimentary geochemistry of a clearwater Arctic lake

description: <b><i>Surface area analysis</i></b>Brunauer-Emmett-Teller (B.E.T.) specific surface area (Brunauer et al., 1938) was obtained by a 90-point N<sub>2</sub> (g) adsorption/desorption isotherm on a TriStar 3000 surface area and porosity analyzer (Micromeritics). For surface and bottom samples, we used the Barrett-Joyner-Halenda (B.J.H.) model (Barrett et al., 1951) to estimate cumulative pore volume and average size.<b><i>Thermogravimetric analysis (TGA)</i></b>The thermal stability of bulk sediments was determined by TGA (Q5000, TA Instruments), where the mass loss was measured in relation to the initial mass (~10 mg). Samples were heated in the range of 100ºC–1000ºC at a rate of 10ºC min<sup>-1</sup>, starting with a constant temperature at 100ºC for 5h, under a constant stream of N<sub>2</sub> (40 mL min<sup>-1</sup>).<b><i>Elemental analysis and stable isotope analysis</i></b>Elemental and stable isotope analyses (δ<sup>13</sup>C, δ<sup>15</sup>N) of C and nitrogen (N) were performed at Stable Isotope Laboratory (Sveriges lantbruksuniversitet, Umeå, Sweden) using elemental analyzer (Flash EA 2000) coupled to a continuous flow isotope ratio mass spectrometer (DeltaV, both Thermo Fisher Scientific).<b>Extractions</b>We used alkaline extraction that allows for desorption of OC from goethite. Approximately ~0.06 g of the sample was mixed with 12 mL Milli-Q water and put in an ultrasonic bath for 10 min, followed by an addition of NaOH until reaching pH ~10.5. The suspension was left for 24 h in an end-over-end sample rotator and was then centrifuged for 10 min at 4000 rpm. The supernatant was filtered through a 0.45 µm syringe filter (Filtropur S, Sarstedt), then analyzed using a FORMACS HT-I TOC analyzer (Skalar Analytical).
DOI: 10.15468/dl.39qwnd
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025823-250811113504898/datasets/export for details.
DOI: 10.5281/zenodo.16364640
title: Data for computational results presented in "Tailoring microstructures with mild magnetic-field processing: A case study of CuNiFe alloys"

description: Data for computational results presented in "Tailoring microstructures with mild magnetic-field processing: A case study of CuNiFe alloys" by X. Zhang, C. D. Woodgate, G. Hadjipanayis, J. B. Staunton, and L. H. Lewis, published in Acta Materialia 307, 121965 (2026).
DOI: 10.5281/zenodo.16364641
title: Data for computational results presented in "Tailoring microstructures with mild magnetic-field processing: A case study of CuNiFe alloys"

description: Data for computational results presented in "Tailoring microstructures with mild magnetic-field processing: A case study of CuNiFe alloys" by X. Zhang, C. D. Woodgate, G. Hadjipanayis, J. B. Staunton, and L. H. Lewis, published in Acta Materialia 307, 121965 (2026).
DOI: 10.18112/openneuro.ds007347.v1.0.0
title: Sterotactic Focused Ultrasound Mesencephalotomy for the Treatment of Head and Neck Cancer Pain
DOI: 10.15468/dl.j8qu3g
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arabidopsis halleri",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000731-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18421671
title: Large R Workspace files associated with "Single-Cell Proteomics of Human Peripheral Blood Mononuclear Cells Exceeding 600 Cells per Day"
DOI: 10.5281/zenodo.18421672
title: Large R Workspace files associated with "Single-Cell Proteomics of Human Peripheral Blood Mononuclear Cells Exceeding 600 Cells per Day"