cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/wjgcaa
title: Statistics on Public Expenditures for Economic Development (SPEED): 2017 Global Food Policy Report Table 2

description: &lt;p&gt;The Statistics on Public Expenditures for Economic Development (SPEED) database is a resource of the International Food Policy Research Institute (IFPRI) that contains information on agricultural and other sectoral public expenditures in 147 countries from 1980 to 2014.&lt;/p&gt;
&lt;p&gt;Policy makers, researchers, and other stakeholders can use this robust database to examine both historical trends and the allocation of government resources across sectors. It also allows for comparisons with other countries within a region or at a similar level of development. Because the SPEED database covers many countries for a long time period, it allows analysts of government spending to examine national policy priorities, as reflected in the allocation of public expenditures, and track development goals and the cost-effectiveness of public spending both within and across countries. &lt;/p&gt;
&lt;p&gt;Indicators reported in this data study include total agricultural expenditure, agricultural spending per capita, and the ratio of agricultural spending to agricultural gross domestic product (GDP) for years 1980, 1995, and 2014. IFPRI researchers have compiled data from multiple sources, including the International Monetary Fund, World Bank, United Nations, and national governments, and conducted extensive data checks and adjustments to ensure consistent spending measurements over time that are free of exchange-rate fluctuations and currency denomination changes.&lt;/p&gt;
description: Country Level Data
description: This data study includes a subset of dataset from the SPEED database for agriculture sector for years 1980, 1995, and 2014. SPEED database has not been updated since the release of 2017 Global Food Policy Report. 
To download entire SPEED database for all sectors and for all years ranging from 1980-2014, please visit here.
DOI: 10.7910/dvn/wjlzjg
title: Effect of Duration of in Vitro Culture Times on MicroRNA cargo in Equine Amniotic Mesenchymal Cells and Their Microvesicles

description: Supplementary files of the paper "Effect of Duration of in Vitro Culture Times on MicroRNA cargo in Equine Amniotic Mesenchymal Cells and Their Microvesicles" Anna Lange-Consiglio, Barbara Lazzari, Flavia Pizzi, Alessandra Stella, Alessia Girani, Arianna Quintè, Fausto Cremonesi, Emanuele Capra
DOI: 10.7910/dvn/d5ssqp
title: Replication code for The Young American Left and Attitudes about Israel

description: Replication code for: 
Laura Royden and Eitan Hersh, "The Young American Left and Attitudes about Israel," Contemporary Jewry, 2022.
DOI: 10.7910/dvn/giygju
title: An improved time-series DMSP-OLS-like data (1992-2024) in China by integrating DMSP-OLS and SNPP-VIIRS

description: An improved time-series DMSP-OLS-like data (1992-2019) in China by integrating DMSP-OLS and SNPP-VIIRS.
DOI: 10.7910/dvn/ijibh3
title: Replication Data for: Expressive Politics as (Costly) Norm Following

description: When deciding whether to support a political candidate, policy or cause, individuals are observed to prioritize the expression of their political identities. They even knowingly incur personal costs (a lower wage, strained family relations) to do so. We argue that viewing political identities as social identities that impart norms on who or what one ought to support can help explain such costly political expression. Through population-based survey experiments, we show that individuals are aware of the norms attached to their political identities; will knowingly choose norm-compliance at personal cost; and that this costly political identity expression varies with norm salience and strength. Our results imply that as political identities strengthen, group norm compliance will increase, even at a cost, rendering compromise between political groups less likely.
DOI: 10.7910/dvn/qsjlxt
title: A09_17545.JPG

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/9c5a2246-ee7c-1096-4743-cb47ff0ffdfd'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/9c5a2246-ee7c-1096-4743-cb47ff0ffdfd
DOI: 10.7910/dvn/r0pwqw
title: Replication Data for "Do Market Failures Create a ‘Durability Gap’ in the Circular Economy?"

description: Data and programs necessary to replicate empirical results in Fullerton, Don, and Shan He. 2024. Do Market Failures Create a ‘Durability Gap’ in the Circular Economy? Journal of the Association of Environmental and Resource Economists. (uploaded 2024-10-16)
DOI: 10.7910/dvn/w8lnj7
title: Replication Data for Pan, X., Qiu, B. (2022). The Impact of Flooding on Firm Performance and Economic Growth. PloS One.

description: Data and code for 

Pan, X., Qiu, B. (2022). The Impact of Flooding on Firm Performance and Economic Growth. PloS One.
description: The Stata code to generate the regression results in the PLOS ONE paper entitled “The Impact of Flooding on Firm Performance and Economic Growth” (by Xiaofei Pan and Buhui Qiu) is stored in this Stata do file: flooding all data 2003-2019 Plos One_final.do

The Stata code to generate the flooding map in the paper is stored in this Stata do file: [2] Flooding map code.do
DOI: 10.7910/dvn/wxf9lu
title: A89_2038.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/d5fc808f-2616-9e9e-d48d-472c380282a3'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/d5fc808f-2616-9e9e-d48d-472c380282a3
DOI: 10.7910/dvn/2hq7ck
title: A T2-MRI Dataset of Cervical Spondylotic Myelopathy for Automated Segmentation, Radiomics, and Neurological Assessment

description: Cervical Spondylotic Myelopathy (CSM) is a compression of the spinal cord and commonly linked with spinal dysfunction in older adults, primarily due to spinal cord compression. Its diagnosis and prognosis are restricted by the complex nature of its presentation and the limitations of conventional assessment methods. This work presents the first publicly available T2-MRI dataset for CSM, offering a unique compilation of manually segmented images and neurological assessment ratings. The dataset is poised to advance research in automated CSM segmentation, biomarker discovery, and prediction of neurological scores. Additionally, the inclusion of patient neurological indices (JOA and NDI) and their correlation with biomarkers enriches the dataset, promising to propel MRI-based evaluation of neurological impairment in CSM. The deployment of this dataset for radiomics studies and the development of machine learning algorithms holds the promise to transform the landscape of patient self-assessment, paving the way for automated, MRI-based diagnostic tools that could offer rapid, reliable, and non-invasive alternatives to traditional method.
DOI: 10.7910/dvn/3ymqbs
title: Regional Life Quality Survey - 2019

description: Regional Life Quality Survey -2019 version.
It's universe covers 10 urban communes from the Valparaiso region and evaluates 8 dimensions concerning public policy: Work, education, public security, health services, public transport, urban equipment, housing and life satisfaction. The data collected is used to create an index which, on a scale from 0 to a 1000, evaluates state’s service benefits. Above all, it has allowed both citizens and their rulers to become acquainted with the progress of life quality in the Valparaiso Region, Chile.
description: Regional Life Quality Survey-2019
DOI: 10.7910/dvn/hmadpn
title: Ship Lightning Interactions Data

description: Data from the publication "Interactions between Lightning and Ship Traffic" documenting lightning activity around shipping lanes and current vessel locations.
DOI: 10.7910/dvn/gisrqg
title: Fork

description: This structure is generated by the following equations:
&lt;br&gt; 
&lt;ul&gt;
&lt;li&gt;V^{(1)}_t = 0.2 * V^{(1)}_{t - 1} + 0.1 * \eps^1_t&lt;/li&gt;
&lt;li&gt;V^{(2)}_t = 0.2 * V^{(2)}_{t - 1} + 0.7 * V^{(1)}_{t - 1} + 0.1 * \eps^2_t&lt;/li&gt;
&lt;li&gt;V^{(3)}_t = 0.2 * V^{(3)}_{t - 1} + 0.7 * V^{(2)}_{t - 1} + 0.1 * \eps^3_t&lt;/li&gt;
&lt;/ul&gt;
DOI: 10.7910/dvn/vpbtmg
title: Force A, Noise Level 10

description: Force A, Noise Level 10
DOI: 10.15468/dl.9hjxc5
title: Occurrence Download

description: A dataset containing 40136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Anthoxanthum nitens"
 ]
}

 The dataset includes 40136 records from 399 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025738-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sashq3
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025739-250811113504898/datasets/export for details.
DOI: 10.5281/zenodo.16961371
title: Assessment of avalanche hazard of freeride skiing areas

description: This dataset contains input, output and reference data to the paper "Assessment of avalanche hazard of freeride skiing areas" submitted for publication in the journal Natural Hazards and Earth System Sciences. Authors: Adam Kupec, Štefan Koco (2025).

 

Abstract:

Freeride skiing and ski touring has been growing in popularity in Slovakia as an alternative to crowded ski slopes, offering skiers the thrill of untracked snow and challenging terrain. However, venturing into unmanaged mountain areas exposes participants to significantly greater dangers, especially avalanches and risk of falling. This study presents an approach for assessing avalanche hazard of freeride areas, demonstrated at the Jasná ski resort in Slovakia’s Low Tatras. Using high-quality elevation data, precise vegetation mapping, and historical avalanche records, potential avalanche release zones were identified, their potential run-out paths for skier trigger avalanches  (≤ size 3) were modelled, and the frequency in which are avalanches likely to occur on different slopes were approximated. Results show that 15.9% of the area has high to very high release potential, with the most hazardous slopes concentrated on steep, north-facing terrain above 1700 metres. Simulations of more than 180 avalanche scenarios produced run-outs covering 44% of the area. Frequency analysis found that 64.9% of avalanche-prone slopes in freeride zones are subject to very frequent activity. Moreover, frequency approximation achieved 82,61% match with intersecting areas of the existing avalanche cadastre. Based on the results the freeride zones were divided into 4 groups based on their danger level. The proposed approach can be adapted to other mountain regions and may be further improved by automating vegetation mapping, modelling additional avalanche types, and using open-source simulation tools.
DOI: 10.5281/zenodo.16961370
title: Assessment of avalanche hazard of freeride skiing areas

description: This dataset contains input, output and reference data to the paper "Assessment of avalanche hazard of freeride skiing areas" submitted for publication in the journal Natural Hazards and Earth System Sciences. Authors: Adam Kupec, Štefan Koco (2025).

 

Abstract:

Freeride skiing and ski touring has been growing in popularity in Slovakia as an alternative to crowded ski slopes, offering skiers the thrill of untracked snow and challenging terrain. However, venturing into unmanaged mountain areas exposes participants to significantly greater dangers, especially avalanches and risk of falling. This study presents an approach for assessing avalanche hazard of freeride areas, demonstrated at the Jasná ski resort in Slovakia’s Low Tatras. Using high-quality elevation data, precise vegetation mapping, and historical avalanche records, potential avalanche release zones were identified, their potential run-out paths for skier trigger avalanches  (≤ size 3) were modelled, and the frequency in which are avalanches likely to occur on different slopes were approximated. Results show that 15.9% of the area has high to very high release potential, with the most hazardous slopes concentrated on steep, north-facing terrain above 1700 metres. Simulations of more than 180 avalanche scenarios produced run-outs covering 44% of the area. Frequency analysis found that 64.9% of avalanche-prone slopes in freeride zones are subject to very frequent activity. Moreover, frequency approximation achieved 82,61% match with intersecting areas of the existing avalanche cadastre. Based on the results the freeride zones were divided into 4 groups based on their danger level. The proposed approach can be adapted to other mountain regions and may be further improved by automating vegetation mapping, modelling additional avalanche types, and using open-source simulation tools.
DOI: 10.15468/dl.4pzegn
title: Occurrence Download

description: A dataset containing 412 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trichoniscidae",
 "Year 1999-2001",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Occurrence evidence, Observation)"
 ]
}

 The dataset includes 412 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049770-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5zmjaj
title: Occurrence Download

description: A dataset containing 14956 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Saint Barthélemy, Saint Martin (French part), Martinique, Guadeloupe, French Guiana, French Polynesia, French Southern Territories, New Caledonia, Saint Pierre and Miquelon, Wallis and Futuna, Mayotte, Réunion)",
 "OccurrenceStatus is Present",
 "PublishingOrg is 3b5161b7-9831-4444-9822-a60df4df107d"
 ]
}

 The dataset includes 14956 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049771-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.637b5n
title: Occurrence Download

description: A dataset containing 626 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trichoniscidae",
 "Year 2005-2007",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Occurrence evidence, Observation)"
 ]
}

 The dataset includes 626 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049772-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/zm33cdndxs
title: Elsevier OA CC-BY Corpus

description: This is a corpus of 40k (40,001) open access (OA) CC-BY articles from across Elsevier’s journals represent the first cross-discipline research of data at this scale to support NLP and ML research. This dataset was released to support the development of ML and NLP models targeting science articles from across all research domains. While the release builds on other datasets designed for specific domains and tasks, it will allow for similar datasets to be derived or for the development of models which can be applied and tested across domains.
DOI: 10.6084/m9.figshare.21946207.v1
title: ARGUMENTATION FROM THE TEACHING OF THE CHEMICAL SOLUTIONS

description: This research, whit the design and implementation of contextualized laboratory activities in chemistry was carried out, in order to demonstrate the level of argumentation presented by teachers in initial training, first semester of the Bachelor of Natural Sciences program and Environmental Education of the Pedagogical and Technological University of Colombia “UPTC”. This research was developed with a qualitative, interpretive and phenomenological research approach, allowing us to observe the progress presented by the students under study, in terms of argumentative processes, taking as reference Toulmin who describes different levels of argumentation. The research was carried out in three phases: a diagnostic phase that allowed identifying the initial state of the teachers in training, a second phase of design and implementation of the sequence of activities based on situations of context, and finally a third evaluation phase in which the levels of argumentation reached by the students, having as a fundamental basis the triangulation of data between the experiences of the students confronted with theoretical references that would allow us to account for the results found. It was possible to identify the difficulty that students present when preparing structured arguments as proposed by Toulmin, demonstrating the lack of appropriation of scientific language that students have and the low development of this competence at the different levels of academic. Is important to promote the use of different didactic strategies such as experimentation in the classroom, which allow strengthening the different argumentation processes in students.
DOI: 10.6084/m9.figshare.3593265.v1
title: Otsu Thresholding Program Code in C

description: It is program written in C language for Otsu Thresholding
DOI: 10.6084/m9.figshare.5117383.v2
title: Evaluation of bulk-density-assigned CT images derived from MRI of intracranial regions for radiation treatment

description: <b>Fig 1. </b><b>Schematic illustration of the procedures.</b><b>Fig 2. Acquired MR and CT image sets and generated synthetic CT image sets. </b>(a) T1-weighted MR image. (b) T2-weighted MR image. (c) PETRA MR image. (d) original CT image. (e) Water-equivalent synthetic CT (<sub>W</sub>CT). (f) Bulk-density-assigned CT image (<sub>B</sub>CT).<b> </b><b>Fig 3.</b> <b>Gamma analysis between the original CT image and resultant synthetic CT images.</b> (a) original CT image. (b) Water-equivalent synthetic CT (<sub>W</sub>CT). (c) Bulk-density-assigned CT image (<sub>B</sub>CT). (d) Gamma analysis between the original CT and <sub>W</sub>CT with 3 mm/3% criteria. (e) Gamma analysis between the original CT and <sub>W</sub>CT with 2 mm/2% criteria. (f) Gamma analysis between the original CT and <sub>W</sub>CT with 1 mm/1% criteria. (g) Gamma analysis between the original CT and <sub>B</sub>CT with 3 mm/3% criteria. (h) Gamma analysis between the original CT and <sub>B</sub>CT with 2 mm/2% criteria. (i) Gamma analysis between the original CT and <sub>B</sub>CT with 1 mm/1% criteria.<br>Raw evaluated-data sets for statistical analysis in this study.
DOI: 10.6084/m9.figshare.7264904.v1
title: GMM_RFID_4-4.RData

description: Output of the Gaussian mixture model run on the RFID data
DOI: 10.6084/m9.figshare.17169335.v1
title: Table S1 for paper: Assessment of the performance of different imputation methods for low-coverage sequencing in Holstein cattle

description: Table S1
DOI: 10.6084/m9.figshare.22492786.v1
title: Supplementary File 15

description: Orthogroups obtained by OrthoFinder.
DOI: 10.6084/m9.figshare.24081309.v1
title: Decay class specific wood densities for harmonized decay classifications in the Nordic NFIs

description: Data and metadata used in: Aakala, T. & Heikkinen, J. 2023. Harmonized decay classification for dead wood in Nordic national forest inventories.Contains wood density values for standing and fallen dead trees of the common European boreal tree species. Each tree sampled for wood density is also classified according to different decay classification systems used in the Finnish, Norwegian, and Swedish systems.
DOI: 10.17632/fxbmm66cr6
title: Kornysheva et al. (2019). Neural competitive queuing of ordinal structure underlies skilled sequential action, Neuron - Multivariate classification, example dataset, MEG source reconstruction contrasts

description: - Linear discriminant analysis (Matlab code) - Example data set, subject 16: behavioural, MEG and EMG dataset; MEG and EMG data is preprocessed and epoched as described in the manuscript, MEG data is ICA-corrected. (Note that corresponding *.dat file could not be uploaded due to technical problems with the Mendeley data website. Please get in touch with the author directly until issue resolved by Mendeley, e.kornysheva@bangor.ac.uk.) - Group t-test images of the MEG source reconstruction analyses (preparation and production) Kornysheva K*, Bush D, Meyer S, Sadnicka A, Barnes N, Burgess N (2019). Neural competitive queuing of ordinal structure underlies skilled sequential action. Neuron. 101:1-15, doi.org/10.1016/j.neuronkor.2019.01.018,
DOI: 10.17632/n8htzwg6hk
title: 2023 Central American & Caribbean Chemistry Olympiad: San Salvador Edition Archives

description: This study comprises extensive data concerning the examinations conducted during the 2023 Central American and Caribbean Chemistry Olympiad hosted in San Salvador, El Salvador. The dataset consolidates detailed information regarding the assessments undertaken within the competition, inclusive of the examination questions.
DOI: 10.6084/m9.figshare.29136587.v1
title: ataset for "Value Conflict Predicts Perceived Stress via Self-Concept Clarity: A Longitudinal Study"

description: This dataset accompanies the manuscript entitled "Value Conflict Predicts Perceived Stress via Self-Concept Clarity: A Longitudinal Study." It contains responses from a three-wave longitudinal survey of 659 Chinese university students, examining the relationships among self-transcendence vs. self-enhancement value conflict, self-concept clarity, and perceived stress. The dataset is in SPSS (.sav) format and includes variable labels and value definitions. Personally identifying information has been removed to preserve participant anonymity.<br>The data can be used to replicate the structural equation models (cross-lagged panel model) reported in the paper. For any questions or reuse permissions, please contact the corresponding author at yue.suhong@163.com.<br>
DOI: 10.6084/m9.figshare.4966904.v1
title: Fig3.sav

description: Data corresponding to Figure 3 in paper.
DOI: 10.17632/228vzwytth
title: Ecogeographical variable dataset for species distribution modelling, describing forest landscape in Latvia, 2017

description: 42 ecogeographical variables (EGVs) used to describe the landscape of Latvia at three scales (local and two landscape). Layers are focused on the description of forest heterogeneity, but account for other ecosystems and land cover types as well. The more temporarily changing land use and land cover (LULC) types as forest and agricultural lands are described from 2017 databases. With most of the other LULC information gathered from the topographic map (2016) at the scale of 1:10 000. 
All the raster layers provided here are in the Latvian projected coordinate reference system (epsg:3059) with a grid cell size of 25ha. Each layer provides quantitative information on the area, shape, and edge of habitat classes and additionally, age, time since the last forestry disturbance, relative soil humidity, relative soil richness etc. for forests. The three scales represent information from within 25ha grid cell, and two radii – 1250 and 2500 m - around the center of the grid cell.
DOI: 10.17632/6f8wh7xmnd
title: Accelerometer data elaboration donkey pasture

description: Elaboration of raw acceleration data obtained from a tri-axial accelerometer used on donkeys at pasture. The acceleration data were grouped in different intervals of time called epochs, corresponding to the following time intervals: 15, 30, 60, 90, 120, 150, and 180 seconds. Mean, variance, and inverse of the coefficient of variation (obtained from the ratio between mean and standard deviation) for each axis and considering the trhee axis togheter
were computed according to Watanabe et al. (2008).