cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.2751904.v2
title: Data from "Berdugo, M.; Kéfi, S.; Soliveres, S.; Maestre, F.T. Plant spatial patterns identify alternative ecosystem multifunctionality states in global drylands. Nature Ecology & Evolution 1: 0003. 2017. doi:10.1038/s41559-016-0003"

description: Data from the article: "Berdugo, M.; Kéfi, S.; Soliveres, S.; Maestre, F.T. Plant spatial patterns identify alternative ecosystem multifunctionality states in global drylands".<br>There are two spreadsheets with data. The spreadsheet "Data" contains the raw data at the different sampling times. The spreadsheet "Metadata" contains the associated metadata, where a description of all the variables and units can be found. All the methodological details can be found in the article.<br>Abstract:Drylands may shift between healthy and degraded states in response to climatic changes or anthropogenic disturbances. These shifts are unannounced and difficult to reverse once they happen, thus their prompt detection is of crucial importance. The distribution of vegetation patch sizes may indicate the proximity to these shifts, but their use is hampered by the lack of large-scale studies relating them to multifunctionality (the provision of multiple ecosystem functions) and comparing them to other ecosystem attributes such as total plant cover. Here we overcome these limitations by sampling 115 dryland communities across the globe and relating their vegetation attributes (cover and patch-size distributions) to multifunctionality. This latter variable followed a bimodal distribution, which suggests contrasting multifunctionality states in global drylands. Although plant cover was most strongly related to multifunctionality, only patch-size distributions identified the bimodality found in its distribution. The uncoupling between different nutrient cycles and the loss of self-organizing biotic processes were identified as the mechanisms underlying the multifunctionality states observed. Our findings support the use of vegetation patterns as functional indicators in drylands, and pave the way for developing effective strategies to monitor desertification processes in global drylands.
DOI: 10.15468/dl.vsdjad
title: Occurrence Download

description: A dataset containing 3847 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Vincetoxicum rossicum (Kleopow) Barbar.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Canada",
 "Year is one of (1900, 1901, 1902, 1903, 1904, 1905, 1906, 1907, 1908, 1909, 1910, 1911, 1912, 1913, 1914, 1915, 1916, 1917, 1918, 1919, 1920, 1921, 1922, 1923, 1924, 1925, 1926, 1927, 1928, 1929, 1930, 1931, 1932, 1933, 1934, 1935, 1936, 1937, 1938, 1939, 1940, 1941, 1942, 1943, 1944, 1945, 1946, 1947, 1948, 1949, 1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024)"
 ]
}

 The dataset includes 3847 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009114-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/gp9ff6vks3
title: Lysimeter and In-situ Field Experiments to Study Soil Evaporation through a Dry Soil Layer under Semi-Arid Climate

description: Field data collected in Sardon, Spain, on dry soil layer evaporation measured with a lysimeter experiment. Part of the PhD work by Balugani Enrico with Prof. Maciek Lubczynski (Twente Univesity) and Klaas Metselaar (Wageningen University). Collected during the years 2012-2016.
DOI: 10.17632/phnnnvv4gs
title: Data for: Age and provenance of the Chaung Magyi Group, Yewa Dome, Myanmar, based on U-Pb dating of detrital zircons

description: Results of LAICPMS dating of detrital zircons from the Chaung Magyi Formation, Myanmar.
DOI: 10.17632/zyyb98msjc
title: AGRO-METEOROLOGICAL DATA OF INDIAN STATE TAMIL NADU

description: The data consist of Agro-meteorological factors influencing a crop growth for major crops of Indian state Tamilnadu. The data also host the various crops grown in 37 districts of the state in binary format.This data is a part of the data used for a crop recommendation system by forecasting various climatic factors.The data are stocked from various journals and government websites.citers can get information about the optimum range of agro-meteorlogical factors for individual crops. This dataset contains information about 107 crops, citers can develop it by adding crops and various other agro-meteorlogical factors.
DOI: 10.17632/h29822jbcv
title: Data for: Stochastic volatility, jumps and leverage in energy and stock markets: evidence from high frequency data

description: Daily futures returns and variance data on WTI crude oil, natural gas and S&P500
DOI: 10.21233/ah5z-ea31
title: ON SU40 pollen surface sample dataset

description: Raw data for the ON SU40 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.17632/m6dvnphgj5
title: Plasma metabolomics in spinal tuberculosis patients and healthy controls

description: This study aimed to conduct a non-targeted metabolomic analysis of plasma from patients with spinal tuberculosis (STB) to systematically elucidate the metabolomic alterations associated with STB. From January 2020 to January 2022, 30 patients with spinal tuberculosis (STBs) clinically diagnosed at the General Hospital of Ningxia Medical University and 30 age- and sex-matched healthy controls (HCs) were selected for this study. Using ultra-high performance liquid chromatography coupled with quadrupole time-of-flight mass spectrometry (UPLC-QTOF/MS) based metabolomics, we analyzed the metabolic profiles of 60 plasma samples.
DOI: 10.17632/rv85k6jy6f
title: Transcriptome of glioma cells

description: U87 and U251 cells, FDFT1 knockdown
DOI: 10.17632/v65tx7vx3z
title: Data for: The Road Not Taken: Gender Gaps along Paths to Political Power

description: Replication data set for Iyer, Lakshmi and Mani, Anandi: "The Road Not Taken: Gender Gaps along Paths to Political Power"
DOI: 10.6084/m9.figshare.21789017.v1
title: Supplementary Material for: Tirofiban for Acute Ischemic Stroke Patients Receiving Intravenous Thrombolysis: A Systematic Review and Meta-Analysis

description: <b><i>Introduction:</i></b> Tirofiban has been used as a rescue when thrombectomy is not successful in endovascular therapy (EVT) for acute ischemic stroke (AIS), but the use of tirofiban after intravenous thrombolysis (IVT) is controversial. The purpose of this meta-analysis was to evaluate the safety and efficacy of tirofiban combined with IVT in AIS compared with not receiving tirofiban. <b><i>Methods:</i></b> The PubMed and Embase databases were searched for all relevant studies published up to August 31, 2021. The safety endpoints included symptomatic intracranial hemorrhage (sICH), any intracranial hemorrhage (ICH), and mortality. The efficacy endpoint was the modified Rankin Scale (mRS) score at the 3-month follow-up. <b><i>Results:</i></b> Seven articles (1,036 patients) were included. Of these, 444 patients received tirofiban, and 592 patients did not. Meta-analysis showed that tirofiban did not increase the risk of sICH (OR 0.98; 95% CI 0.50–1.93; <i>p</i> = 0.96), any ICH (OR 0.94; 95% CI 0.63–1.39; <i>p</i> = 0.75) or mortality (OR 0.67; 95% CI 0.39–1.15; <i>p</i> = 0.15) and tended to be associated with a favorable functional outcome (OR 1.33; 95% CI 0.99–1.78; <i>p</i> = 0.06) in patients with AIS. Subgroup analysis showed that bridging therapy combined with tirofiban could reduce mortality (OR 0.47; 95% CI 0.23–0.98; <i>p</i> = 0.04). Tirofiban significantly improved the favorable functional outcome in patients with IVT only (non-EVT) (OR 1.98; 95% CI 1.30–3.02; <i>p</i> = 0.002). <b><i>Conclusion:</i></b> Intravenous tirofiban could be safe for patients with AIS undergoing IVT, regardless of receiving EVT. Intravenous tirofiban may reduce mortality rates for patients undergoing bridging therapy. It also could increase the likelihood of a favorable functional outcome, especially for patients receiving IVT only.
DOI: 10.15468/dl.88ydbj
title: Occurrence Download

description: A dataset containing 416 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Observation, Human Observation, Machine Observation, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Philhelius pedissequum (Harris, 1778)"
 ]
}

 The dataset includes 416 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009116-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/d2n7f5zy9s
title: Relativistic self-consistent field program for atoms and ions

description: Title of program: HEX Catalogue Id: AAKB_v1_0 Nature of problem The program HEX performs self-consistent field calculations ... CORRECTION SUMMARY: Vol:Year:Page 2:1971:471 "000A CORRECTION 11/08/71" "Relativistic self-consistent field program for atoms and ions. (C.P. C. 2(1971)107)." D.A. Liberman; D.T. Cromer; J.T. Waber CORRECTION SUMMARY: Vol:Year:Page 2:1971:471 "000B CORRECTION 02/09/71" "Relativistic self-consistent field program for atoms and ions. (C.P. C. 2(1971)107)." D.A. Liberman; D.T. Cromer; J.T. Waber CORRECTION SUMMARY: Vol:Year:Page 9:1975:129 "000CCORRECTION 18/11/74" "Relativistic self-consistent field program for atoms and ions. (C.P. C. 2(1971)107)." D.A. Liberman; D.T. Cromer; J.T. Waber Note: correction instructions are contained in source code Versions of this program held in the CPC repository in Mendeley Data AAKB_v1_0; HEX; 10.1016/0010-4655(71)90020-8 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018)
DOI: 10.17632/rctfsxgfps
title: Entrepreneurship and Innovation in Kentucky following the Tobacco Transition Payment Program: Dataset of individual, family, business, and community characteristics; 2013-2014.

description: The data were collected during 2013-2014, the last years of the Tobacco Transition Payment Program. The survey included a series of questions about history of innovation, business creation, current state of business activities, business risk taking, entrepreneurial intentions, and community, sociodemographic, family, and personality characteristics (total 229 questions). The survey was mailed to 12,000 household addresses in the state of Kentucky, covering 79 of Kentucky’s 120 counties—56 rural farming counties, 12 mining counties, and 11 urban counties, classified according to the US Department of Agriculture’s Rural-Urban Continuum Codes. For each occupation category of interest (self-employed, farming, neither self-employed nor farming) a random address list for the sample area was generated to be representative of the distribution of occupation by county. Completed surveys were returned by 1481 residents, a response rate of 12.3%; 661 of them reported to have experience with new venture creation. The respondents were highly diverse in terms of age, education, income, and personal and professional experience. A subset of respondents (N = 138) were farmers who participated in the Tobacco Transition Payment Program. The diversity of the respondents and breadth of survey questions allows examining complex relationships between individual, family, business, and community level factors affecting entrepreneurial intentions, actions, and success in rural and urban settings.
DOI: 10.17632/nh645b8ds8
title: AutoNaVIT : Vision-Based Path and Obstacle Segmentation Dataset for Autonomous Driving - TXT Compatible

description: AutoNaVIT is a meticulously curated dataset developed to assist research in autonomous navigation, scene understanding, and deep learning-based object segmentation. This release contains only the annotation labels in TXT format corresponding to high-resolution frames extracted from a recorded driving sequence at Vellore Institute of Technology – Chennai Campus (VIT-C). The corresponding images will be made available in Version 2 of the dataset soon.

The dataset features manually annotated bounding boxes and labels for three essential classes critical for autonomous vehicle navigation:

Kerb – 1,377 instances

Obstacle – 258 instances

Path – 532 instances

All annotations were created using Roboflow, ensuring high fidelity and consistency, which is vital for real-world autonomous driving applications in both urban and semi-urban environments.

Data Capture Specifications
Source imagery was recorded using a Sony IMX890 sensor with the following specifications:

Sensor Size: 1/1.56", 50 MP

Lens: 6P, ƒ/1.8, 24mm equivalent, 1.0 µm pixels

Features: OIS (Optical Image Stabilization), PDAF autofocus

Video Duration: 4 min 11 sec

Frame Rate: 2 FPS

Total Annotated Frames: 504

Format Compatibility and Model Support
AutoNaVIT annotations are provided in standard TXT format, enabling direct compatibility with the following 13 models:

yolokeras

yolov4pytorch

darknet

yolov5-obb

yolov8-obb

imt-yolov6

yolov4scaled

yolov5pytorch

yolov7pytorch

yolov8

yolov9

yolov11

yolov12

As the dataset adheres to standard YOLO TXT annotations, it can easily be adapted for other models or frameworks that support TXT-based annotations.

Benchmark Results
To evaluate the dataset’s performance, a YOLOv8-based segmentation model was trained on the complete dataset (images + annotations). The model achieved:

Mean Average Precision (mAP): 96.5%

Precision: 92.2%

Recall: 94.4%

These results confirm the dataset's high utility and reliability in training segmentation models for autonomous vehicle perception systems.

Disclaimer and Attribution Requirement
By accessing or using this dataset, users agree to the terms outlined under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (CC BY-NC-ND 4.0):

Usage is permitted solely for non-commercial academic and research purposes.

Proper attribution must be given, stating:
“Dataset courtesy of Vellore Institute of Technology – Chennai Campus.”
This acknowledgment must be included in all forms of publication, presentation, or dissemination of work utilizing this dataset.

Redistribution, commercial use, modification, or public hosting of the dataset is prohibited without explicit written permission from VIT-C.

Use of this dataset implies acceptance of these terms. All rights not explicitly granted are reserved by VIT-C.
DOI: 10.6084/m9.figshare.25036052.v1
title: A new armored dinosaur with double cheek horns from the early Late Cretaceous of southeastern China

description: <b>Supplementary data 1.</b> Dataset from Zheng et al. (2018) with the addition of <i>Datai yingliangis</i>.<b>Supplementary data 2.</b> Dataset from Raven et al. (2023) with the addition of <i>Datai yingliangis</i>.<b>Supplementary data 3.</b> PAUP output for the list of apomorphies based on the dataset from Zheng et al. (2018).<b>Supplementary data 4.</b> PAUP output for the list of apomorphies based on the dataset from Raven et al. (2023).
DOI: 10.17632/f794fgx9xk
title: Dynamic Control of Chromatin-associated m6A Methylation Regulates Nascent RNA Synthesis

description: WB of Figure S1B, S3A, S3D, S3F, S4A,S4I,S5A, S5B, S5C.
WB of Figure S1B, S3A, S3D, S4A, S4E,S5B,S5D, S5E, S5F.
DOI: 10.17632/ft39fyy64b
title: Global PROBE Data - Psoriasis

description: De-identified participant data, including geographic location and demographic information, collected as part of the Global PROBE Study. All participants were de-identified prior to analysis, and participation in the study was entirely voluntary.
DOI: 10.17632/963bbxfx9s
title: Safety and stable survival of stem-cell-derived retinal organoid for patients with retinitis pigmentosa. Hirami et al.

description: These data are the deposited supplemental information for the article entitled "Safety and stable survival of stem-cell-derived retinal organoid for patients with retinitis pigmentosa." by Hirami et al. in Cell Stem Cell.
DOI: 10.17632/285n67m8zd
title: Datasets for "Lake Urmia Restoration Success Story: A Natural Trend or a Planned Remedy?"

description: The initial data that support the findings of the study of "Lake Urmia Restoration Success Story: A Natural Trend or a Planned Remedy?" including long-period (1992-2020) in situ observation of monthly water level of Lake Urmia located in the northwest of Iran; spaceborne data of water level, water extend the area, and precipitation over the associated basin for the four lakes/reservoirs Urmia, Mosul (Iraq), Tharthar (Iraq), and Van (Turkey).
DOI: 10.17632/6hzrf5ktd7
title: Data for: The turn towards ICTs for women’s safety in public transport: A review and research agenda

description: Dataset of research articles collected for a literature review on the use of ICTs for women's safety in public transport.
DOI: 10.17632/r99xkp2czc
title: MARHYD: Magdalena River Hydrodynamic model in Delft3D. Results of Case 2 (salinity and water level)

description: This database contains output files of MARHYD: the MAgdalena River HYdrodynamic model in Delft3D. Model description: The model domain of MARHYD extends from coordinates 10.9619 °N to 11.2669° N and from 74.7571 °W to 74.8784 °W. This domain includes the last 22 km of the river and estuary before discharging into the Caribbean Sea and 63 km by 37 km of the surrounding coastal region in east-west and north-south directions. In oceanic waters, the model is rectangular, configured on a 150 m x 150 m horizontal resolution near the open boundaries, with a gradual refinement to 50 m x 50 m near the river mouth. In the river and estuary, the model is curvilinear, with 10 horizontal cells in the transversal section, reaching a variable size between 40 m to 100 m. 40 Z-layers represent the water column with a higher resolution close to the surface. Layers of approximately 0.5 m cover the upper 10 m of the water columns, where most of the mixing processes between the river and the ocean occur. The vertical resolution reduces progressively from 10 m depth to the bottom. The boundary conditions of salinity and currents with the Caribbean Sea (at the North, East, and West) were obtained from HYCOM + NODA reanalysis every 6 hours, and wind velocity was obtained from CFSR-NCEP/NCAR reanalysis every 1 hour for the wind stress. The bathymetry was derived from GEBCO, Nautical charts of the Maritime Directorate of Colombia (DIMAR), and high-resolution in-situ measurements. River discharge data were obtained from the nearest upstream hydrological station of the Magdalena River. The model was calibrated and validated using field data of salinity profiles along the river estuary and plume, velocity measurements in the river and estuary, and water level in the estuary for two climatic seasons. Description of simulation case: Case 2 corresponds to a mid-discharge scenario with Q = 6800 m^3/s, equivalent to the 50th percentile of the historical freshwater flow. Water currents, salinity and water level in the open boundaries correspond to the time-average of HYCOM Reanalysis database for the dates between 9th and 29th of November of 2017. Winds are constant with a speed of 11.3 m/s from the Northeast. The full set of input (configuration) files of this simulation can be found in the dataset: Álvarez-Silva, Óscar; Barros, Yennis ; Saavedra, Victor; Cardona, Yuley; Cáceres-Euse, Alejandro; Osorio, Andres F.; Arbeláez, Felipe (2021), “MARHYD: Magdalena River Hydrodynamic model in Delft3D. Inputs of Cases 1 and 2”, Mendeley Data, V2, doi: 10.17632/hmhdvg47kg.2 Files description: This dataset includes salinity and water level results for the entire computational domain, every 8 hours, during 20 days of simulation. ​ The data are in .nc format. Results of water velocity for this simulation case are available in the database: MARHYD: Magdalena River Hydrodynamic model in Delft3D. Results of Case 1 (water velocity), doi: 10.17632/7nzrcrvzmk.2
DOI: 10.17632/fhz4bnc5fj
title: People Trust on Health Centers and the Impact of Quality of Care in Erbil, Iraq

description: This study was conducted in Erbil city, Kurdistan region of Iraq, to explore the levels and determinants of trust in healthcare centers and understand the factors contributing to the decline in public trust.
DOI: 10.17632/8gzskr4chz
title: ABS-MindBurnout source code for simulating the effects of mindfulness-based interventions on job burnout with an agent-based approach

description: The agent-based simulator ABS-MindBurnout allows users to simulate the effects of mindfulness-based interventions on job burnout. This dataset contains its source so that experiments can be replicated, and developers of health and well-being applications can reuse some of its components. This simulator includes an easy-to-use graphical interface that allows users to define new mindfulness-based interventions and simulate them. It is worth mentioning that the source code of this simulator is the one of the earliest precursors of FAMAP (a Framework for Developing m-Health Apps). For instance, this app implements the presentation of starplots, which is one of the most relevant visualization components of FAMAP. ABS-MindBurnout has been developed using PEABS (a Process for developing Efficient Agent-Based Simulators). The stochastic agent decisions have been simulated with the recommendations of TABSAOND (a Technique for developing Agent-Based Simulation Apps and Online tools with Nondeterministic Decisions). This dataset is referenced by a manuscript that is planned to be immediately submitted to a scientific journal for its evaluation. When other researchers use this software or any of its components, they can credit the work of the authors by citing any of the related articles indicated below or the article about ABS-MindBurnout if this is published by then. Related references: García-Magariño, I., Gonzalez Bedia, M., & Palacios-Navarro, P. (2018). FAMAP: A Framework for Developing m-Health Apps. In WorldCIST'18 2018: Trends and Advances in Information Systems and Technologies, vol. 745 of Advances in Intelligent Systems and Computing (pp. 850-859). Springer International Publishing. García-Magariño, I., Palacios-Navarro, G., Lacuesta, R. (2017). TABSAOND: A technique for developing agent-based simulation apps and online tools with nondeterministic decisions. Simulation Modelling Practice and Theory, 77, 84-107. García-Magariño, I., Gómez-Rodríguez, A., González-Moreno, J. C., Palacios-Navarro, G. (2015). PEABS: a Process for developing Efficient Agent-Based Simulators. Engineering Applications of Artificial Intelligence, 46, 104-112.
DOI: 10.17632/b8wbzgtrtp
title: ACS data

description: 2000-2019 US American Community Survey data. Useful for analysis of individuals in a cohabiting couple. Can look at trends from 2000 to 2019.
DOI: 10.17632/ymty7ws4cb
title: Data for: Dephosphorization of Unroasted Iron Ores through Alkaline Leaching

description: This is Data in brief of dephosphorization of goethite ore through alkaline leaching process without any thermal conversion to hematite.