cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.19130026.v1
title: Petrogenesis of the late Tonian arc-related Um Balad gabbro-diorite complex (Egypt) and insight into its spatially related orogenic gold mineralization

description: The gabbro-diorite complex of the Um Balad prospect hosts lode gold mineralization. The complex is dated at 723 ± 4 Ma using the LA-ICP-MS U-Pb zircon method and is correlated with the late Tonian-early Cryogenian subduction-related magmatic stage during the evolution of the Arabian-Nubian Shield. The gabbro-diorite complex evolved through the crystallization of a calc-alkaline magma and the subduction signature of this magma is verified by primitive mantle-normalized trace element patterns that show enrichment in large ion lithophile elements, U, and Th relative to high field strength elements as well as negative Nb and Ti anomalies. The high La/Yb<sub>cn</sub> (3.1–9.4) and Ta/Yb (0.12–0.41) ratios are consistent with a continental arc rather than an oceanic arc system. Amphibole chemistry indicates that this complex might have crystallized under a moderately oxidizing condition from a hydrous magma (&gt;6 wt% water content) at temperature and pressure estimates of about 800°C and 3 kbar, respectively. Gold mineralization in the Um Balad prospect is confined to structurally controlled massive quartz±carbonate veins and surrounding alteration halos. Alteration in the prospect is represented by localized sericitization and carbonation as well as pervasive chlorite-sericite alteration. The alteration halos are characterized by enrichment in K and Rb and depletion in Ca and Sr compared to their host rocks. The veins of the prospect are related to lower order extensional fractures associated with the regional first order transpressional Najd Fault System. The high Fe contents of the gabbro-diorite complex represent a suitable chemical trap for gold through sulfidation of the host rocks. Supergene alteration resulted in the formation of goethite in association with atacamite and chrysocolla. Free mill gold is associated with these supergene phases, which were deposited in near neutral to slightly alkaline conditions.
DOI: 10.6084/m9.figshare.19196859.v1
title: Using groundwater in the hyper-arid Atacama Desert to discover buried hydrothermal mineral deposits

description: Epithermal deposits occur in many metallogenic belts globally and are economically important sources of precious and base metals. However, post-mineral cover (both transported and younger deposits) also occurs in many prospective districts and hinders exploration efforts. Hydrogeochemistry is a potentially useful exploration tool in these environments, with water–rock interaction shown from other studies to produce large hydrogeochemical footprints. Groundwaters from in and around the Vaquillas (Au-Ag) epithermal deposit in the pre-cordillera of northern Chile are typically Ca-SO<sub>4</sub><sup>2-</sup> type with meteoric upflow groundwaters interacting with the ore body and producing a significant downflow (down hydraulic head) mobility (up to 3 km) of (oxy)anions of arsenic and molybdenum, which contrasts with proximal trace cation anomalies. Multiple sulphur endmembers contribute to the dissolved sulphate concentrations, including evaporites, primary hypogene sulphide minerals, and a single δ<sup>34</sup>S<sub>(SO4)</sub> value of 30.1 ‰ which is potentially associated with disproportionated sulphur in sulphate. This study reports anomalism from one of the most dilute endmember groundwater compositions from Chile reported to date. The sub-alkaline and weakly oxygenated groundwaters are common in many aquifers globally, making the results applicable to many other metallogenic belts. It is also the first hydrogeochemical case study of an intermediate-sulfidation epithermal deposit. Despite the highly dilute groundwaters recharging aquifers at Vaquillas, we conclude hydrogeochemistry to be a highly effective exploration tool for epithermal and porphyry deposits in areas of significant post-mineral cover.
DOI: 10.6084/m9.figshare.19196859
title: Using groundwater in the hyper-arid Atacama Desert to discover buried hydrothermal mineral deposits

description: Epithermal deposits occur in many metallogenic belts globally and are economically important sources of precious and base metals. However, post-mineral cover (both transported and younger deposits) also occurs in many prospective districts and hinders exploration efforts. Hydrogeochemistry is a potentially useful exploration tool in these environments, with water–rock interaction shown from other studies to produce large hydrogeochemical footprints. Groundwaters from in and around the Vaquillas (Au-Ag) epithermal deposit in the pre-cordillera of northern Chile are typically Ca-SO<sub>4</sub><sup>2-</sup> type with meteoric upflow groundwaters interacting with the ore body and producing a significant downflow (down hydraulic head) mobility (up to 3 km) of (oxy)anions of arsenic and molybdenum, which contrasts with proximal trace cation anomalies. Multiple sulphur endmembers contribute to the dissolved sulphate concentrations, including evaporites, primary hypogene sulphide minerals, and a single δ<sup>34</sup>S<sub>(SO4)</sub> value of 30.1 ‰ which is potentially associated with disproportionated sulphur in sulphate. This study reports anomalism from one of the most dilute endmember groundwater compositions from Chile reported to date. The sub-alkaline and weakly oxygenated groundwaters are common in many aquifers globally, making the results applicable to many other metallogenic belts. It is also the first hydrogeochemical case study of an intermediate-sulfidation epithermal deposit. Despite the highly dilute groundwaters recharging aquifers at Vaquillas, we conclude hydrogeochemistry to be a highly effective exploration tool for epithermal and porphyry deposits in areas of significant post-mineral cover.
DOI: 10.6084/m9.figshare.21802641.v1
title: (Responses).xlsx

description: data for this article : Public awareness and knowledge about the specialty of anesthesiology and the role of anesthesiologists in Al-Qassim province, Saudi Arabia
DOI: 10.6084/m9.figshare.21802641
title: Public awareness and knowledge about the specialty of anesthesiology and the role of anesthesiologists in Al-Qassim province, Saudi Arabia. Data

description: data for this article : Public awareness and knowledge about the specialty of anesthesiology and the role of anesthesiologists in Al-Qassim province, Saudi Arabia
DOI: 10.6084/m9.figshare.21802641.v3
title: Public awareness and knowledge about the specialty of anesthesiology and the role of anesthesiologists in Al-Qassim province, Saudi Arabia. Data

description: data for this article : Public awareness and knowledge about the specialty of anesthesiology and the role of anesthesiologists in Al-Qassim province, Saudi Arabia
DOI: 10.6084/m9.figshare.21802641.v2
title: (Responses).xlsx

description: data for this article : Public awareness and knowledge about the specialty of anesthesiology and the role of anesthesiologists in Al-Qassim province, Saudi Arabia
DOI: 10.34740/kaggle/dsv/4797190
title: BBC News
DOI: 10.34740/kaggle/dsv/4797201
title: Polish-Ukrainian translations from Tatoeba
DOI: 10.3886/e114663v1-131542
title: Replication data for: Gridlock: Ethnic Diversity in Government and the Provision of Public Goods

description: How does ethnic diversity in government impact public good provision? We construct a novel dataset linking the ethnicity of California city council candidates to election outcomes and expenditure decisions. Using a regression discontinuity approach, we find that increased diversity on the council leads to less spending on public goods. This is especially true in cities with high segregation and economic inequality. Those serving on councils that experience an increase in diversity also receive fewer votes when they run for reelection. These results point towards disagreement within the council generating lower spending.
DOI: 10.5281/zenodo.6857714
title: Data for: Reconstructing Cosmological Initial Conditions from Late-Time Structure with Convolutional Neural Networks

description: Trained models and evaluation data for the submitted paper "Reconstructing Cosmological Initial Conditions from Late-Time Structure with Convolutional Neural Networks," Christopher J. Shallue & Daniel J. Eisenstein (2022)
DOI: 10.5281/zenodo.6857713
title: Data for: Reconstructing Cosmological Initial Conditions from Late-Time Structure with Convolutional Neural Networks

description: Trained models and evaluation data for the revised submitted paper "Reconstructing Cosmological Initial Conditions from Late-Time Structure with Convolutional Neural Networks," Christopher J. Shallue & Daniel J. Eisenstein (2022)
DOI: 10.5281/zenodo.7498063
title: Data for: Reconstructing Cosmological Initial Conditions from Late-Time Structure with Convolutional Neural Networks

description: Trained models and evaluation data for the revised submitted paper "Reconstructing Cosmological Initial Conditions from Late-Time Structure with Convolutional Neural Networks," Christopher J. Shallue & Daniel J. Eisenstein (2022)
DOI: 10.21227/t113-6489
title: Buckling Strength Investigation for Power Transformer Winding under Short Circuit ImpactD

description: Power transformers are inevitably subjected to external short circuit impact during their service period. The electromagnetic force generated by the fault current may cause winding destabilization and collapse. The radial buckling of the inner winding accounts for a considerable proportion. Based on the effective contact of the sticks, the traditional analytical methods ignore the manufacturing deviation and operation impact (MDOI) characterized by assembly gaps and insulation shrinkage. To address the limitation of the contact-constrained approach, this paper proposes the equivalent support stiffness (ESS) analytical method. The ESS method can investigate the issues of support weakening and failure, which are affected mainly by assembly gaps and insulation shrinkage. Further, two transformers are implemented in the short-circuit tests to demonstrate the feasibility of the ESS method. Among them, the assembly gaps are investigated by the first and second windings of the newly manufactured transformer, and the influence of insulation shrinkage is researched through a 30-year-old transformer. Furthermore, the application of the ESS method is expressed based on the tests and the simulations. The research presents quantitative references for transformer design and operational reliability assessment. The ESS method can be an improvement and supplement to traditional methods.
DOI: 10.34740/kaggle/dsv/4797260
title: OntoUML/UFO Catalog
DOI: 10.5519/qd.69nfoo93
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (821020 records)
DOI: 10.25919/wz5y-ks09
title: Parkes observations for project P456 semester 2022OCTS_03

description: The Parkes Pulsar Timing Array (PPTA) project has three primary goals: (a) detection of gravitational waves from astronomical sources, (b) establishment of a pulsar timescale, and (c) improvement of our understanding of Solar-system dynamics. We are now in an exciting regime where a signal detected in our (and other data sets) has the form expected for a gravitational wave background. We are therefore now attempting to confirm, or deny, this exciting result. With this proposal we aim to maintain our pre-eminent position in the field. Unlike most observing proposals, this is a continuing proposal for which the observations will continue to improve bounds on ultra-low-frequency gravitational waves until they are finally detected. Continued Parkes observations will remain valuable at least until the first stage of the SKA is able to improve on our sensitivity and observing cadence. Even after the gravitational wave background is detected we will want to continue observations in support of the nascent field of gravitational wave astronomy!
DOI: 10.5281/zenodo.6377227
title: Spatial and temporal heterogeneity in human mobility patterns in Holocene Southwest Asia and the East Mediterranean

description: Koptekin et al. (2022) "<strong><em>Spatial and temporal heterogeneity in human mobility patterns in Holocene Southwest Asia and the East Mediterranean</em></strong>", Current Biology https://doi.org/10.1016/j.cub.2022.11.034
description: {"references": ["Koptekin et al. (2022). https://doi.org/10.1016/j.cub.2022.11.034"]}
DOI: 10.5281/zenodo.6377228
title: Spatial and temporal heterogeneity in human mobility patterns in Holocene Southwest Asia and the East Mediterranean

description: Koptekin et al. (2022) "<strong><em>Spatial and temporal heterogeneity in human mobility patterns in Holocene Southwest Asia and the East Mediterranean</em></strong>", Current Biology https://doi.org/10.1016/j.cub.2022.11.034
description: {"references": ["Koptekin et al. (2022). https://doi.org/10.1016/j.cub.2022.11.034"]}
DOI: 10.34740/kaggle/dsv/4797340
title: 💥📰 Daily Breaking News Twitter Dataset
DOI: 10.6084/m9.figshare.21802701
title: Table S1

description: The key water parameters in the mouths of the rivers and the Tiksi region (site numbers are given in Fig. 1).
DOI: 10.6084/m9.figshare.21802701.v1
title: Table S1

description: The key water parameters in the mouths of the rivers and the Tiksi region (site numbers are given in Fig. 1).
DOI: 10.34740/kaggle/dsv/4797368
title: 🇺🇦 Ukraine Conflict Twitter Dataset
DOI: 10.5281/zenodo.7482944
title: Source data of Hyperexcited limbic neurons represent sexual satiety and reduce mating motivation

description: The processed data of Hyperexcited limbic neurons represent sexual satiety and reduce mating motivation
DOI: 10.5281/zenodo.7482945
title: Source data of Hyperexcited limbic neurons represent sexual satiety and reduce mating motivation

description: The processed data of Hyperexcited limbic neurons represent sexual satiety and reduce mating motivation
DOI: 10.5281/zenodo.7498078
title: Source data of Hyperexcited limbic neurons represent sexual satiety and reduce mating motivation

description: The processed data of Hyperexcited limbic neurons represent sexual satiety and reduce mating motivation
DOI: 10.5281/zenodo.7494437
title: deskpostdoc

description: DESKTOPDOCALL
DOI: 10.5281/zenodo.7494436
title: deskpostdoc

description: DESKTOPDOCALL
DOI: 10.6084/m9.figshare.21802728
title: Raw data for Jin et al., 2023 - drying and rewetting GHGs

description: Rawdata used in Jin et al., 2023.
DOI: 10.6084/m9.figshare.21802728.v1
title: Raw data for Jin et al., 2023 - drying and rewetting GHGs

description: Rawdata used in Jin et al., 2023.
DOI: 10.5281/zenodo.7496331
title: Temporal Network Benchmark Data

description: We release a benchmark dataset for the evaluation and development of temporal network embedding methods that leverage such fundamental graph time-series representations. The benchmark consists of 26 temporal networks from a variety of different application domains. We also release the graphs in each of the different time-series representations as separate files that can be used for benchmarking purposes. This includes the $\tau$-graph time-series that decomposes the edge stream into a time-series of graphs based on an application time-scale such as 1 day, as well as the $\epsilon$-graph time-series that decomposes the edge stream into a time-series of graphs such that each graph has a constant number of edges. For a direct comparison between the $\tau$-graph and $\epsilon$-graph time series approaches, we require an equal number of graphs for each, that is, $|\mathcal{G}_{\tau}| = |\mathcal{G}_{\epsilon}|$. For this, we first fix $\tau$ to be an application time-scale (such as 1 hour, 1 day, and so on) and use this $\tau$ to derive a $\tau$-graph time-series $\mathcal{G}_{\tau}$. We then set the number of edges per snapshot in the $\epsilon$-graph time-series as $\epsilon = \ceil{\tfrac{|E|}{|\mathcal{G}_{\tau}|}}$, which results in an equal number of snapshots as desired. For each of the 26 temporal networks, we release a variety of temporal granulaties. For instance, for email-EU-core network, we have a directory called email-EU-core, inside that directory consists of the raw temporal network (edge stream) called email-EU-core.edges, which is a simple comma-delimited edge list where the first and second column are node ids, whereas the third is the timestamp of the edge. Furthermore, there are two other directories inside email-EU-core, namely, 1day and 1week, which indicates the temporal granulatiy, and inside either of those directories are two more directories called tau and epsilon, which contain the edge list files for each of the different graph time-series representations.
description: {"references": ["Ryan Rossi, Nesreen Ahmed, \"On Graph Time-Series Representations for Temporal Networks\""]}
DOI: 10.5281/zenodo.7496332
title: Temporal Network Benchmark Data

description: We release a benchmark dataset for the evaluation and development of temporal network embedding methods that leverage such fundamental graph time-series representations. The benchmark consists of 26 temporal networks from a variety of different application domains. We also release the graphs in each of the different time-series representations as separate files that can be used for benchmarking purposes. This includes the $\tau$-graph time-series that decomposes the edge stream into a time-series of graphs based on an application time-scale such as 1 day, as well as the $\epsilon$-graph time-series that decomposes the edge stream into a time-series of graphs such that each graph has a constant number of edges. For a direct comparison between the $\tau$-graph and $\epsilon$-graph time series approaches, we require an equal number of graphs for each, that is, $|\mathcal{G}_{\tau}| = |\mathcal{G}_{\epsilon}|$. For this, we first fix $\tau$ to be an application time-scale (such as 1 hour, 1 day, and so on) and use this $\tau$ to derive a $\tau$-graph time-series $\mathcal{G}_{\tau}$. We then set the number of edges per snapshot in the $\epsilon$-graph time-series as $\epsilon = \ceil{\tfrac{|E|}{|\mathcal{G}_{\tau}|}}$, which results in an equal number of snapshots as desired. For each of the 26 temporal networks, we release a variety of temporal granulaties. For instance, for email-EU-core network, we have a directory called email-EU-core, inside that directory consists of the raw temporal network (edge stream) called email-EU-core.edges, which is a simple comma-delimited edge list where the first and second column are node ids, whereas the third is the timestamp of the edge. Furthermore, there are two other directories inside email-EU-core, namely, 1day and 1week, which indicates the temporal granulatiy, and inside either of those directories are two more directories called tau and epsilon, which contain the edge list files for each of the different graph time-series representations.
description: {"references": ["Ryan Rossi, Nesreen Ahmed, \"On Graph Time-Series Representations for Temporal Networks\""]}
DOI: 10.5281/zenodo.7498095
title: Temporal Network Benchmark Data

description: We release a benchmark dataset for the evaluation and development of temporal network embedding methods that leverage such fundamental graph time-series representations. The benchmark consists of 26 temporal networks from a variety of different application domains. We also release the graphs in each of the different time-series representations as separate files that can be used for benchmarking purposes. This includes the $\tau$-graph time-series that decomposes the edge stream into a time-series of graphs based on an application time-scale such as 1 day, as well as the $\epsilon$-graph time-series that decomposes the edge stream into a time-series of graphs such that each graph has a constant number of edges. For a direct comparison between the $\tau$-graph and $\epsilon$-graph time series approaches, we require an equal number of graphs for each, that is, $|\mathcal{G}_{\tau}| = |\mathcal{G}_{\epsilon}|$. For this, we first fix $\tau$ to be an application time-scale (such as 1 hour, 1 day, and so on) and use this $\tau$ to derive a $\tau$-graph time-series $\mathcal{G}_{\tau}$. We then set the number of edges per snapshot in the $\epsilon$-graph time-series as $\epsilon = \ceil{\tfrac{|E|}{|\mathcal{G}_{\tau}|}}$, which results in an equal number of snapshots as desired. For each of the 26 temporal networks, we release a variety of temporal granulaties. For instance, for email-EU-core network, we have a directory called email-EU-core, inside that directory consists of the raw temporal network (edge stream) called email-EU-core.edges, which is a simple comma-delimited edge list where the first and second column are node ids, whereas the third is the timestamp of the edge. Furthermore, there are two other directories inside email-EU-core, namely, 1day and 1week, which indicates the temporal granulatiy, and inside either of those directories are two more directories called tau and epsilon, which contain the edge list files for each of the different graph time-series representations.
description: {"references": ["Ryan Rossi, Nesreen Ahmed, \"On Graph Time-Series Representations for Temporal Networks\""]}
DOI: 10.6084/m9.figshare.21802761
title: Investigation on Occupational Health and Safety Education of College Students under the Overall National Safety Concept

description: To explore an effective approach to college students' occupational health and safety (OHS) education based on the premise of overall national safety (ONS), this study, through empirical investigation, first uses a structural equation model (SEM) to build and verify the OHS factor model, and then uses CHAID decision tree to conduct an in-depth analysis of the impact relations between the four types of factors. The research results show that the OHS factor model constructed in this study is reliable, and the ONS factors directly and positively affect the theoretical learning approach (TLA) factors, while the TLA factors directly and positively affect the simulation approach (SA) factors, and SA factors directly and positively affect the field practice approach (FPA) factors. The research results also show that the three types of OHS factors can be divided into four levels of ABCD, of which Level A is the key control factor, Level B is the secondary control factor, Level C is the general control factor, and Level D is the negligible factor. This research model and decision-making method not only clarifies the influence path of the three types of factors of ONS and OHS but also explores the sub-factor categories of hierarchical control, thus providing an effective guide for college students' OHS education.
DOI: 10.6084/m9.figshare.21802761.v1
title: Investigation on Occupational Health and Safety Education of College Students under the Overall National Safety Concept

description: To explore an effective approach to college students' occupational health and safety (OHS) education based on the premise of overall national safety (ONS), this study, through empirical investigation, first uses a structural equation model (SEM) to build and verify the OHS factor model, and then uses CHAID decision tree to conduct an in-depth analysis of the impact relations between the four types of factors. The research results show that the OHS factor model constructed in this study is reliable, and the ONS factors directly and positively affect the theoretical learning approach (TLA) factors, while the TLA factors directly and positively affect the simulation approach (SA) factors, and SA factors directly and positively affect the field practice approach (FPA) factors. The research results also show that the three types of OHS factors can be divided into four levels of ABCD, of which Level A is the key control factor, Level B is the secondary control factor, Level C is the general control factor, and Level D is the negligible factor. This research model and decision-making method not only clarifies the influence path of the three types of factors of ONS and OHS but also explores the sub-factor categories of hierarchical control, thus providing an effective guide for college students' OHS education.