cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.3936088
title: Data from" Euphotic Zone Metabolism in the North Pacific Subtropical Gyre Based on Oxygen Dynamics"

description: This data set provides measurements of oxygen to argon molar ratios from discrete samples collected within the mixed layer at the long-term sampling site (Station ALOHA) of the Hawaii Ocean Time-Series program, within the North Pacific Subtropical Gyre, between November 2013 and January 2019 (near-monthly cruises). Samples were measured by membrane inlet mass spectrometry following Ferrón et al. (2015). Version 2 had corrected longitude data (in decimal degrees east). Version 3 includes a new file with estimated rates of net community production, gross oxygen production and community respiration for the mixed layer.
description: {"references": ["Ferr\u00f3n, S., B. Barone, M. J. Church, A. E. White, and D. M. Karl. 2021. Euphotic zone metabolism in the North Pacific Subtropical Gyre based on oxygen dynamics. Global Biogeochem. Cycles 35. doi:10.1029/2020GB006744"]}
DOI: 10.5281/zenodo.3936089
title: Measurements of oxygen to argon molar ratios at Station ALOHA

description: This data set provides measurements of oxygen to argon molar ratios from discrete samples collected within the mixed layer at the long-term sampling site (Station ALOHA) of the Hawaii Ocean Time-Series program, within the North Pacific Subtropical Gyre, between November 2013 and January 2019 (near-monthly cruises). Samples were measured by membrane inlet mass spectrometry following Ferrón et al. (2015).
DOI: 10.5281/zenodo.4048940
title: Measurements of oxygen to argon molar ratios at Station ALOHA

description: This data set provides measurements of oxygen to argon molar ratios from discrete samples collected within the mixed layer at the long-term sampling site (Station ALOHA) of the Hawaii Ocean Time-Series program, within the North Pacific Subtropical Gyre, between November 2013 and January 2019 (near-monthly cruises). Samples were measured by membrane inlet mass spectrometry following Ferrón et al. (2015). This version has corrected longitude data (in decimal degrees east).
DOI: 10.5281/zenodo.4455895
title: Data from" Euphotic Zone Metabolism in the North Pacific Subtropical Gyre Based on Oxygen Dynamics"

description: This data set provides measurements of oxygen to argon molar ratios from discrete samples collected within the mixed layer at the long-term sampling site (Station ALOHA) of the Hawaii Ocean Time-Series program, within the North Pacific Subtropical Gyre, between November 2013 and January 2019 (near-monthly cruises). Samples were measured by membrane inlet mass spectrometry following Ferrón et al. (2015). Version 2 had corrected longitude data (in decimal degrees east). Version 3 includes a new file with estimated rates of net community production, gross oxygen production and community respiration for the mixed layer.
description: {"references": ["Ferr\u00f3n, S., B. Barone, M. J. Church, A. E. White, and D. M. Karl. 2021. Euphotic zone metabolism in the North Pacific Subtropical Gyre based on oxygen dynamics. Global Biogeochem. Cycles 35. doi:10.1029/2020GB006744"]}
DOI: 10.25919/8774-a827
title: Parkes observations for project P1032 semester 2023APRS_08

description: This project aims to continue to perform rapid measurements of relativistic parameters of southern binary pulsar systems using data from the Parkes Ultra Wideband Low (UWL) receiver and the MeerKAT telescope thereby enabling measurement of their component masses and in some cases, test theories of gravity. We will use the UWL data to obtain significant orbital coverage and timing baseline on these pulsars and obtain important constraints on orbital and temporal DM variations that will help in identifying the nature of the companion star. We will then use MeerKAT data at crucial orbital phases to improve our chances of measuring the relativistic parameters. Increase in the number of measured NS masses has profound implications for NS internal structure and for stellar and binary evolution physics.
DOI: 10.5281/zenodo.7955751
title: MetalHawk: Enhanced Classification Of Metal Coordination Geometries by Artificial Neural Networks

description: The data used to train and validate the CSD-NN and PDB-NN models. These neural networks built in Scikit-learn and are trained to recognize the geometry and coordination number of a metal site from the geometric features including distances and angles of the six atoms closest to the metal. The sites are stored as .pdb files composed of all atoms falling within 10 angstroms of the central metal atom and they include both metal complexes deposited in the Cambridge Structural Database (CSD, Version 5.42-5.43) and bioinorganic sites deposited in the Protein Data Bank (PDB), retrieved through the MetalPDB interface (up to the end of 2018). The sites are divided in seven geometry classes: linear (LIN), trigonal planar (TRI), tetrahedral (TET), square planar (SPL), square pyramidal (SQP), trigonal bipyramidal (TBP) and octahedral (OCT). The number of metal sites in each file is the following: CSD_dataset_pdbs.zip - 110K CSD_validation_dataset_pdbs.zip - 1369 PDB_dataset_pdbs.zip file - 2960 PDB_validation_dataset_pdbs.zip - 106 The file images_and_data_analysis.zip contains all data and code required to replicate the figures shown in the paper. The benchmark_fp.zip file contains code for the benchmark of Metalhawk and its comparison to Findgeo, another tool for coordination geometry classification.
DOI: 10.5281/zenodo.7955752
title: MetalHawk: Enhanced Classification Of Metal Coordination Geometries by Artificial Neural Networks

description: The data used to train and validate the CSD-NN and PDB-NN models. These neural networks built in Scikit-learn and are trained to recognize the geometry and coordination number of a metal site from the geometric features including distances and angles of the six atoms closest to the metal. The sites are stored as .pdb files composed of all atoms falling within 10 angstroms of the central metal atom and they include both metal complexes deposited in the Cambridge Structural Database (CSD, Version 5.42-5.43) and bioinorganic sites deposited in the Protein Data Bank (PDB), retrieved through the MetalPDB interface (up to the end of 2018). The sites are divided in seven geometry classes: linear (LIN), trigonal planar (TRI), tetrahedral (TET), square planar (SPL), square pyramidal (SQP), trigonal bipyramidal (TBP) and octahedral (OCT). The number of metal sites in each file is the following: CSD_dataset_pdbs.zip - 110K CSD_validation_dataset_pdbs.zip - 1369 PDB_dataset_pdbs.zip file - 2960 PDB_validation_dataset_pdbs.zip - 106 The file images_and_data_analysis.zip contains all data and code required to replicate the figures shown in the paper.
DOI: 10.5281/zenodo.8356896
title: MetalHawk: Enhanced Classification Of Metal Coordination Geometries by Artificial Neural Networks

description: The data used to train and validate the CSD-NN and PDB-NN models. These neural networks built in Scikit-learn and are trained to recognize the geometry and coordination number of a metal site from the geometric features including distances and angles of the six atoms closest to the metal. The sites are stored as .pdb files composed of all atoms falling within 10 angstroms of the central metal atom and they include both metal complexes deposited in the Cambridge Structural Database (CSD, Version 5.42-5.43) and bioinorganic sites deposited in the Protein Data Bank (PDB), retrieved through the MetalPDB interface (up to the end of 2018). The sites are divided in seven geometry classes: linear (LIN), trigonal planar (TRI), tetrahedral (TET), square planar (SPL), square pyramidal (SQP), trigonal bipyramidal (TBP) and octahedral (OCT). The number of metal sites in each file is the following: CSD_dataset_pdbs.zip - 110K CSD_validation_dataset_pdbs.zip - 1369 PDB_dataset_pdbs.zip file - 2960 PDB_validation_dataset_pdbs.zip - 106 The file images_and_data_analysis.zip contains all data and code required to replicate the figures shown in the paper. The benchmark_fp.zip file contains code for the benchmark of Metalhawk and its comparison to Findgeo, another tool for coordination geometry classification.
DOI: 10.25919/85b3-9w89
title: Parkes observations for project P1183 semester 2023APRS_22

description: A new energetic repeating FRB 20220529 can be observed by both FAST and Parkes telescopes and the simultaneous observing time is up to one hour. We have observed this source using Parkes UWL green time and in total 21 bursts have been detected. Two bursts of them have the corresponding simultaneous FAST observations. Only one burst has 4-pol datasets and is bright enough to analyse the polarization properties. Therefore, we propose to continue the monitoring of the source of FRB 20220529 using the Parkes UWL with high-time resolution and 4-pol observation. The new proposed observation aims to: (1)detect more bursts by Parkes UWL with full polarization information; (2) detect more bursts by Parkes UWL with corresponding simultaneous FAST observations; (3) study the radiation spectrum by more bursts detected in simultaneous observations of Parkes and FAST; (4) study the burst microstructure using high time resolution datasets, and (5) study the frequency ranges changes of the repeating bursts.
DOI: 10.6084/m9.figshare.24216453
title: Equipe Projeto "Termômetro Social COVID-19 II: Impactos pós-pandemia nas populações vulnerabilizadas no interior do Brasil" - CNPq

description: Este link permite o acesso a equipe de pesquisa que constitue o projeto intitulado "Termômetro Social COVID-19 II: Impactos pós-pandemia nas populações vulnerabilizadas no interior do Brasil". Abaixo segue o resumo do projeto:A pandemia da COVID-19 acabou por elevar as disparidades socioeconômicas, demográficas, étnico-raciais e de acesso aos serviços de saúde, principalmente nas populações vulnerabilizadas, que enfrentaram maior exposição e susceptibilidade a doença, às condições precárias de moradia, insegurança alimentar, falta de acesso aos serviços de saúde, dentre outras aspectos. Assim, visando dar continuidade a uma ampla pesquisa intitulada “Termômetro Social - COVID-19 no Brasil”, este projeto visa analisar os impactos pós-pandemia da COVID-19 nas populações vulnerabilizadas no Brasil. Estruturou-se um projeto dividido em três fases, sendo estas: 1) por meio da análise espacial será feita a identificação dos municípios dos interiores do país críticos para COVID-19, considerando como critérios de escolha fazer parte do cluster de risco para casos e/ou óbitos por COVID-19 e/ou possuir acima de 50% da população com incompletude vacinal contra COVID-19; 2) nos municípios do interior selecionados na Fase 1, serão realizadas pesquisas de campo junto às populações vulnerabilizadas: migrantes internacionais, refugiados e apátridas; residentes em favelas e comunidades; populações em situação de rua e pessoas em assentamentos ou remanescentes de quilombos (quilombolas); 3) será realizada a consulta a stakeholders, no sentido de angariar capital político de modo a adotar estratégias, aconselhamento, consolidação dos dados e translação do corpus de evidências às políticas públicas e aos serviços de saúde. O projeto busca trazer evidências para gestão e mitigação dos impactos pós-pandemia da COVID-19, principalmente à compreensão dos prejuízos inerentes aos determinantes sociais e à saúde das populações vulnerabilizadas nos diferentes municípios brasileiros, além de fornecer subsídios para a formulação de políticas públicas e aos serviços de saúde mais efetivas e direcionadas, e promovendo ainda um trabalho cooperativo entre pesquisadores e sociedade civil.
DOI: 10.6084/m9.figshare.24216453.v4
title: Equipe Projeto "Termômetro Social COVID-19 II: Impactos pós-pandemia nas populações vulnerabilizadas no interior do Brasil" - CNPq

description: Este link permite o acesso a equipe de pesquisa que constitue o projeto intitulado "Termômetro Social COVID-19 II: Impactos pós-pandemia nas populações vulnerabilizadas no interior do Brasil". Abaixo segue o resumo do projeto:A pandemia da COVID-19 acabou por elevar as disparidades socioeconômicas, demográficas, étnico-raciais e de acesso aos serviços de saúde, principalmente nas populações vulnerabilizadas, que enfrentaram maior exposição e susceptibilidade a doença, às condições precárias de moradia, insegurança alimentar, falta de acesso aos serviços de saúde, dentre outras aspectos. Assim, visando dar continuidade a uma ampla pesquisa intitulada “Termômetro Social - COVID-19 no Brasil”, este projeto visa analisar os impactos pós-pandemia da COVID-19 nas populações vulnerabilizadas no Brasil. Estruturou-se um projeto dividido em três fases, sendo estas: 1) por meio da análise espacial será feita a identificação dos municípios dos interiores do país críticos para COVID-19, considerando como critérios de escolha fazer parte do cluster de risco para casos e/ou óbitos por COVID-19 e/ou possuir acima de 50% da população com incompletude vacinal contra COVID-19; 2) nos municípios do interior selecionados na Fase 1, serão realizadas pesquisas de campo junto às populações vulnerabilizadas: migrantes internacionais, refugiados e apátridas; residentes em favelas e comunidades; populações em situação de rua e pessoas em assentamentos ou remanescentes de quilombos (quilombolas); 3) será realizada a consulta a stakeholders, no sentido de angariar capital político de modo a adotar estratégias, aconselhamento, consolidação dos dados e translação do corpus de evidências às políticas públicas e aos serviços de saúde. O projeto busca trazer evidências para gestão e mitigação dos impactos pós-pandemia da COVID-19, principalmente à compreensão dos prejuízos inerentes aos determinantes sociais e à saúde das populações vulnerabilizadas nos diferentes municípios brasileiros, além de fornecer subsídios para a formulação de políticas públicas e aos serviços de saúde mais efetivas e direcionadas, e promovendo ainda um trabalho cooperativo entre pesquisadores e sociedade civil.
DOI: 10.34740/kaggle/dsv/6566277
title: BBC News
DOI: 10.34740/kaggle/dsv/6566284
title: Youtube Trending Video - Taiwan & Hong Kong
DOI: 10.6084/m9.figshare.24217011
title: Data for Floquet Heisenberg manuscript.zip

description: Data for the paper entitled "Programmable Heisenberg interactions between Floquet qubits"
DOI: 10.5683/sp/ctfwok
title: Department of Citizenship and Immigration: Immigration Overview, 2011 Edition [Canada] [DVD]

description: The Facts and Figures 2011 Digital Library is a bilingual collection of statistical tables describing Canada's permanent and temporary residents. The tables are available in Excel and are easily accessible through a built-in search engine. The collection includes annual statistics for both permanent and temporary residents for calendar years 1987 to 2011 along with a series of tables describing additional selected characteristics for the ten-year period from 2002 to 2011. Tables are provided for Canada, the provinces and territories, and selected urban areas. The temporary resident section includes information for foreign workers, foreign students, refugee claimants and other humanitarian cases. Annual statistics are provided for new permanent residents, total entries of temporary residents and temporary residents present on December 1st as well as for transitions from one temporary resident status to another and from temporary resident to permanent resident status.
DOI: 10.5281/zenodo.8365166
title: KM2112 SCOPE-PARAGON cruise, Seaglider 513, Mission 11

description: The 2021 SCOPE-PARAGON research expedition is a coordinated effort to characterize particle dynamics and remineralization in the upper 500 m of the North Pacific Subtropical Gyre. Despite the importance of particles as key sites of biological activity in an otherwise dilute seawater medium, there remain major gaps in our understanding of the specific processes and organisms controlling particle transformations. The 2021 SCOPE-PARAGON cruise will be directed towards understanding the processes and rates of biological particulate matter transformations (e.g., production, decomposition, sinking) as well as the ecological interactions that occur in association with suspended and sinking particles. These targeted studies of particle dynamics at Station ALOHA will leverage ongoing ecological and biogeochemical modeling efforts in SCOPE.
DOI: 10.25919/2mx4-te70
title: Parkes observations for project P1183 semester 2023APRS_23

description: A new energetic repeating FRB 20220529 can be observed by both FAST and Parkes telescopes and the simultaneous observing time is up to one hour. We have observed this source using Parkes UWL green time and in total 21 bursts have been detected. Two bursts of them have the corresponding simultaneous FAST observations. Only one burst has 4-pol datasets and is bright enough to analyse the polarization properties. Therefore, we propose to continue the monitoring of the source of FRB 20220529 using the Parkes UWL with high-time resolution and 4-pol observation. The new proposed observation aims to: (1)detect more bursts by Parkes UWL with full polarization information; (2) detect more bursts by Parkes UWL with corresponding simultaneous FAST observations; (3) study the radiation spectrum by more bursts detected in simultaneous observations of Parkes and FAST; (4) study the burst microstructure using high time resolution datasets, and (5) study the frequency ranges changes of the repeating bursts.
DOI: 10.25919/54n0-rq78
title: Parkes observations for project P1176 semester 2023APRS_08

description: Pulsars and their winds are among nature's most powerful particle accelerators, producing particles with energies up to a few PeVatrons. In addition to high-energy radiation from the magnetosphere, the rotational energy of a neutron star is carried away in the form of magnetized ultra-relativistic pulsar winds. Investigation of pulsar wind nebula (PWN) offers an excellent chance to determine the interaction details of relativistic flows with their surroundings that may never be possible in other classes of source. Our recent analyses of ASKAP observations of Galactic Plane uncovered previously known X-ray PWN CXOU J163802.6-471358 (nicknamed as Potoroo). Recently, we have successfully detected a pulsar candidate associated with Potoroo with Parkes telescope. It is detected at 3 GHz with a dispersion measure of DM = 1553 pc cm-3 and a rotation period of 65.74 ms. Here we propose timing observations for this pulsar with the Parkes Ultra-Wideband Low (UWL) receiver. Through pulsar timing, we will be able to obtain precise measurements of the pulsar position and proper motions, and the spin-down of the pulsar which enables us to independently estimate the age of the system. Long-term timing will also enable us to measure the parallax of the system and search for pulsation at high energies (i.e. X-ray and gamma-ray)
DOI: 10.5281/zenodo.8368475
title: KM2209 SCOPE-PARAGON 2 cruise, Seaglider 513, Mission 13

description: The 2022 SCOPE-PARAGON II research expedition is a coordinated effort to characterize particle dynamics and remineralization in the upper 500 m of the North Pacific Subtropical Gyre. Despite the importance of particles as key sites of biological activity in an otherwise dilute seawater medium, there remain major gaps in our understanding of the specific processes and organisms controlling particle transformations. The 2022 SCOPE-PARAGON II cruise will be directed towards understanding the processes and rates of biological particulate matter transformations (e.g., production, decomposition, sinking) as well as the ecological interactions that occur in association with suspended and sinking particles. These targeted studies of particle dynamics at Station ALOHA will leverage ongoing ecological and biogeochemical modeling efforts in SCOPE.
DOI: 10.5683/sp/qjwjsv
title: Herfindahl Indexes, Canada and Provinces, 2003 [Excel]

description: Concentration statistics summarize the size distribution of units within an industry. Numerous measures have been used for various purposes. These tables present data for the two most common: concentration ratios (CR) and Herfindahl indexes (HI). The CR and HI emphasize different aspects of the size distribution. The CR measures the importance of the largest enterprises directly while the Herfindahl index takes the entire size distribution of enterprises into account. These statistics are classified by the North American Industry Classification System (NAICS). The information source was the Annual Survey of Manufactures.
DOI: 10.5281/zenodo.7309044
title: Australian CDHWs based on AWAP 1980 - 2014

description: Data published in Ridder, N.N., Pitman, A.J. and Ukkola, A.M., 2022. High impact compound events in Australia. <em>Weather and Climate Extremes</em>, <em>36</em>, p.100457. https://doi.org/10.1016/j.wace.2022.100457
DOI: 10.5281/zenodo.7309043
title: Australian CDHWs based on AWAP 1980 - 2014

description: Data published in Ridder, N.N., Pitman, A.J. and Ukkola, A.M., 2022. High impact compound events in Australia. <em>Weather and Climate Extremes</em>, <em>36</em>, p.100457. https://doi.org/10.1016/j.wace.2022.100457
DOI: 10.5683/sp/1qpjd4
title: Survey of Innovation and Business Strategy 2007-2009: Product / Process / Marketing / Organizational Innovations Tables 47-49 [Canada] [Excel]

description: SIBS provides statistical information on strategic decisions, innovation activities and operational tactics used by Canadian enterprises. The survey also collects information on enterprise involvement in global value chains. The data was collected from January 2007 - December 2009. The questions address the following themes: Business strategies and monitoring Enterprise structure Operational activities Relocation of business activities Sales activities Business practices and relationships with suppliers Advanced technology use Product / process / marketing / organizational innovations Production performance management Human resources management Main product and market structure Government support programs Obstacles to innovation
DOI: 10.5683/sp/klyw7s
title: Survey of Innovation and Business Strategy 2007-2009: Production Performance Management Table 53 [Canada] [Excel]

description: SIBS provides statistical information on strategic decisions, innovation activities and operational tactics used by Canadian enterprises. The survey also collects information on enterprise involvement in global value chains. The data was collected from January 2007 - December 2009. The questions address the following themes: Business strategies and monitoring Enterprise structure Operational activities Relocation of business activities Sales activities Business practices and relationships with suppliers Advanced technology use Product / process / marketing / organizational innovations Production performance management Human resources management Main product and market structure Government support programs Obstacles to innovation
DOI: 10.5683/sp/pvb1sp
title: Survey of Innovation and Business Strategy 2007-2009: Product / Process / Marketing / Organizational Innovations Table 51 [Canada] [Excel]

description: SIBS provides statistical information on strategic decisions, innovation activities and operational tactics used by Canadian enterprises. The survey also collects information on enterprise involvement in global value chains. The data was collected from January 2007 - December 2009. The questions address the following themes: Business strategies and monitoring Enterprise structure Operational activities Relocation of business activities Sales activities Business practices and relationships with suppliers Advanced technology use Product / process / marketing / organizational innovations Production performance management Human resources management Main product and market structure Government support programs Obstacles to innovation