cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25612/837.wd09v3yy01lk
title: LEHD Origin-Destination Employment Statistics (LODES) - Harris County Extract

description: LEHD LODES data aggregated at the block group, census tract, CTA, and county level to provide the total number of jobs at the workplace for Harris County for 2002-2021.
DOI: 10.25612/837.614pjkkj0mw6
title: Residential Real Estate Sales Data (2011-2023)

description: Housing sales data from the Houston Realtors Information Service, Inc. Includes aggregated data at the CTA- and census tract-level for Harris County. Also includes county-level data for Harris County and city-level data for the City of Houston.
DOI: 10.15468/dl.qx7w2r
title: Occurrence Download

description: A dataset containing 56088 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-169.22434 73.30294,-166.12641 15.28099,-84.03131 21.88346,-77.06097 14.53258,-43.75824 50.59316,-67.76718 75.38961,-169.22434 73.30294))",
 "HasGeospatialIssue is false",
 "TaxonKey is Agromyzidae"
 ]
}

 The dataset includes 56088 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034833-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ezpmh7
title: Occurrence Download

description: A dataset containing 952 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Steatornis caripensis von Humboldt, 1817"
 ]
}

 The dataset includes 952 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003534-150316153013904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m5jfcg
title: Occurrence Download

description: A dataset containing 4447 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Colección Herpetológica (Reptiles) del Museo de Historia Natural de la Universidad Industrial de Santander"
 ]
}

 The dataset includes 4447 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044530-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e1gzgv
title: Occurrence Download

description: A dataset containing 4779 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pipistrellus hesperus (H.Allen, 1864)"
 ]
}

 The dataset includes 4779 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003534-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.238xuu
title: Occurrence Download

description: A dataset containing 3821137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((5.00415 43.28071,5.07672 43.43829,5.1016 43.80114,4.96269 44.06239,4.43189 44.08727,4.19785 43.86366,4.07734 43.52745,4.1893 43.30767,5.00415 43.28071))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 3821137 records from 1348 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032167-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p8czdv
title: Occurrence Download

description: A dataset containing 1750 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The results of synchronous surveys of birds in the wetlands of the Azov-Black Sea region of Ukraine in August 2021"
 ]
}

 The dataset includes 1750 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008848-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w4f5h7
title: Occurrence Download

description: A dataset containing 236 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "TaxonKey is Hoolock hoolock (Harlan, 1834)"
 ]
}

 The dataset includes 236 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008847-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15169202
title: Temporal Lags in the Dynamics of Carbon Storage Following the Collapse of Seagrass Ecosystems Depend on Type of Stressor

description: Code for running the transient analysis of seagrass-soil model

Antoine Le Vilain

Contact: antoine.levilain18@gmail.com

 

This repository contains the code used to generate the figures and analyses supporting: Temporal Lags in the Dynamics of Carbon Storage Following the Collapse of Seagrass Ecosystems Depend on Type of Stressor. By running the included R and Python scripts, you can replicate the transient dynamics simulations of a seagrass–soil ecosystem under gradual changes in environmental stressors. The files are organised so that each figure (or set of figures) has associated scripts for both data generation (solving and storing model outputs) and plotting the final results.

Below is an overview of the key scripts and their roles in creating each figure:

figure1_equilibrium.R & figure1_plot.RIdentify equilibrium solutions of the seagrass–soil model along different stressor gradients and produce the bifurcation diagrams and transient plots (Figure 1).

figure2_plot.RSimulate and visualise how seagrass biomass (S) and stable carbon (CB) transients respond over time to fast vs. slow rates of environmental change (Figure 2).

figure3_lag.R & figure3_plot.RInvestigate the time lag between seagrass collapse and subsequent carbon loss across a range of stressor-increase rates (Figure 3).

figure4_pattern_lag_2D.R & figure4_plot.pyExplore pairwise stressor scenarios and record lag and patterns of S and CB changes (Figure 4).

figure5_lag_3D.R & figure5_plot.pyExtend the lag analysis to a 3D setting where all stressors change together (Figure 5).

How to Reproduce the ResultsClone this repository to your local machine or download the zip file.

Install dependencies:

The R scripts rely on packages such as deSolve, rootSolve, dplyr, nleqslv, ggplot2, doMPI, and others (see the package loading sections near the top of each .R file).

The Python scripts typically require matplotlib and pandas (and possibly others). Check the imports at the top of each .py file.

Set your working directory in each R or Python script as needed.

Run the scripts in the order corresponding to the figure you want to reproduce. For instance, to replicate Figure 1 results, first run figure1_equilibrium.R (to generate or confirm equilibrium data) and then run figure1_plot.R to create the final plot.

We performed our analysis using R version 4.1.1 and Python 3.7.3, but more recent versions should generally be compatible. If you encounter any issues with package installations or script errors, please reach out via email.
DOI: 10.5281/zenodo.15169203
title: Temporal Lags in the Dynamics of Carbon Storage Following the Collapse of Seagrass Ecosystems Depend on Type of Stressor

description: Code for running the transient analysis of seagrass-soil model

Antoine Le Vilain

Contact: antoine.levilain18@gmail.com

 

This repository contains the code used to generate the figures and analyses supporting: Temporal Lags in the Dynamics of Carbon Storage Following the Collapse of Seagrass Ecosystems Depend on Type of Stressor. By running the included R and Python scripts, you can replicate the transient dynamics simulations of a seagrass–soil ecosystem under gradual changes in environmental stressors. The files are organised so that each figure (or set of figures) has associated scripts for both data generation (solving and storing model outputs) and plotting the final results.

Below is an overview of the key scripts and their roles in creating each figure:

figure1_equilibrium.R & figure1_plot.RIdentify equilibrium solutions of the seagrass–soil model along different stressor gradients and produce the bifurcation diagrams and transient plots (Figure 1).

figure2_plot.RSimulate and visualise how seagrass biomass (S) and stable carbon (CB) transients respond over time to fast vs. slow rates of environmental change (Figure 2).

figure3_lag.R & figure3_plot.RInvestigate the time lag between seagrass collapse and subsequent carbon loss across a range of stressor-increase rates (Figure 3).

figure4_pattern_lag_2D.R & figure4_plot.pyExplore pairwise stressor scenarios and record lag and patterns of S and CB changes (Figure 4).

figure5_lag_3D.R & figure5_plot.pyExtend the lag analysis to a 3D setting where all stressors change together (Figure 5).

How to Reproduce the ResultsClone this repository to your local machine or download the zip file.

Install dependencies:

The R scripts rely on packages such as deSolve, rootSolve, dplyr, nleqslv, ggplot2, doMPI, and others (see the package loading sections near the top of each .R file).

The Python scripts typically require matplotlib and pandas (and possibly others). Check the imports at the top of each .py file.

Set your working directory in each R or Python script as needed.

Run the scripts in the order corresponding to the figure you want to reproduce. For instance, to replicate Figure 1 results, first run figure1_equilibrium.R (to generate or confirm equilibrium data) and then run figure1_plot.R to create the final plot.

We performed our analysis using R version 4.1.1 and Python 3.7.3, but more recent versions should generally be compatible. If you encounter any issues with package installations or script errors, please reach out via email.
DOI: 10.15468/dl.bs9qge
title: Occurrence Download

description: A dataset containing 1287 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is MHNN Neuchâtel: Entomological Collection"
 ]
}

 The dataset includes 1287 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023917-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.npghp4
title: Occurrence Download

description: A dataset containing 5960 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-116.56857 17.00821,-108.96465 17.06916,-108.97989 21.27493,-116.53809 21.10731,-116.56857 17.00821))",
 "Year 2016-2025"
 ]
}

 The dataset includes 5960 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023920-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25318/3710026901-eng
title: Selected characteristics among the school age population

description: Proportion of the school age population (ages 5 to 24), by selected characteristics, Canada, provinces and territories, census metropolitan areas and census agglomerations.
DOI: 10.25318/3710026901-fra
title: Certaines caractéristiques parmi la population d'âge scolaire

description: Proportion de la population d'âge scolaire (de 5 à 24 ans), selon certaines caractéristiques, Canada, provinces et territoires, régions métropolitaines de recensement et agglomérations de recensement.
DOI: 10.5281/zenodo.14852335
title: Dados e Análises da Avaliação da Sustentabilidade e Grau de Abertura do Software

description: Este repositório contém a planilha de análise utilizada no Trabalho de Conclusão de Curso (TCC) intitulado "Avaliação da Sustentabilidade e Grau de Abertura do Software para Pesquisa publicado no SBES". A planilha reúne dados coletados sobre práticas de desenvolvimento, documentação e sustentabilidade  de softwares apresentados no Simpósio Brasileiro de Engenharia de Software (SBES).
DOI: 10.5281/zenodo.14852334
title: Dados e Análises da Avaliação da Sustentabilidade e Grau de Abertura do Software

description: Este repositório contém a planilha de análise utilizada no Trabalho de Conclusão de Curso (TCC) intitulado "Avaliação da Sustentabilidade e Grau de Abertura do Software para Pesquisa publicado no SBES". A planilha reúne dados coletados sobre práticas de desenvolvimento, documentação e sustentabilidade  de softwares apresentados no Simpósio Brasileiro de Engenharia de Software (SBES).
DOI: 10.25318/3710027001-eng
title: Annual expenditure by educational institutions per student, by educational level, 2021/2022

description: Data on annual expenditure by educational institutions per student, in Canadian and American dollars, reference year 2021/2022. At the primary/secondary level, the amount spent on educational core services and ancillary services is also presented.
DOI: 10.25318/3710027001-fra
title: Dépenses annuelles des établissements d'enseignement par élève/étudiant, selon le niveau scolaire, 2021-2022

description: Données sur les dépenses annuelles des établissements d'enseignement par étudiant, en dollars canadiens et américains, l’année de référence 2021-2022. Au niveau primaire/secondaire, le montant dépensé pour les services éducatifs de base et les services auxiliaires est également présenté.
DOI: 10.15468/dl.nevjm8
title: Occurrence Download

description: A dataset containing 30024 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Centaurea stoebe L., Reynoutria japonica Houtt., Heracleum mantegazzianum Sommier & Levier, Impatiens glandulifera Royle, Lythrum salicaria L., 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 30024 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023886-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kqhvsr
title: Occurrence Download

description: A dataset containing 378 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pteropus mariannus yapensis"
 ]
}

 The dataset includes 378 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023930-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y9qsd9
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Sweden",
 "DatasetKey is one of (Lund University Biological Museum - Insect collections Specimens, Entomological Collection (GNM), Lund University Biological Museum - Insect collections Inventory)",
 "TaxonKey is Mutilla europaea Linnaeus, 1758"
 ]
}

 The dataset includes 76 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023929-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gu564x
title: Occurrence Download

description: A dataset containing 722 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudoeurycea juarezi Regal, 1966"
 ]
}

 The dataset includes 722 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023928-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25318/3810009901-eng
title: Wastewater volumes processed by municipal sewage systems

description: Wastewater (sewage) volumes by month, province, territory and drainage region.
DOI: 10.25318/3810009901-fra
title: Volume d'eaux usées collectées par les systèmes d'égout municipal

description: Volume d'eaux usées (eaux d’égouts) selon le mois, la province, le territoire et la région de drainage.
DOI: 10.34943/a6069771-18d4-46ae-8e28-e8a3aa0f4a6f
title: ODP 1027C Hydrophone Deployed 2020-10-01

description: The Ocean Sonics icListen HF Hydrophone 6017 was deployed on 2020-10-01 at ODP 1027C. ODP 1027C is a borehole site used to pinpoint an area within Cascadia Basin. This device is a Hydrophone. Hydrophones are devices containing transducers that convert underwater sound waves into electrical signals. They are acoustic instruments that can process data while they are being collected to produce calibrated waveform data. Hydrophones are typically used to study vocalizations of marine mammals, ship traffic and ambient noise. It was deployed on a fixed platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.34943/6bae3590-2a68-41c7-85e1-096284ab4b29
title: ODP 1027C Hydrophone Deployed 2020-10-01

description: The Ocean Sonics icListen HF Hydrophone 6017 was deployed on 2020-10-01 at ODP 1027C. ODP 1027C is a borehole site used to pinpoint an area within Cascadia Basin. This device is a Hydrophone. Hydrophones are devices containing transducers that convert underwater sound waves into electrical signals. They are acoustic instruments that can process data while they are being collected to produce calibrated waveform data. Hydrophones are typically used to study vocalizations of marine mammals, ship traffic and ambient noise. It was deployed on a fixed platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.5281/zenodo.13891284
title: Pansweep v1 Database

description: Databases and data used for Pansweep.
DOI: 10.5281/zenodo.13891285
title: Pansweep v1 Database

description: Databases and data used for Pansweep.
DOI: 10.5281/zenodo.14852853
title: Pansweep v1 Database

description: Databases and data used for Pansweep.
DOI: 10.5281/zenodo.14853097
title: BRJ in PH
DOI: 10.5281/zenodo.14853098
title: BRJ in PH
DOI: 10.15468/dl.8phnfz
title: Occurrence Download

description: A dataset containing 26997 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is VU",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 26997 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023846-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/19xg-sj51
title: Development and Evaluation of an Innovative Magnetic Coupler for In-Wheel Wireless Charging Systems in Electric Vehicles

description: The project focuses on the development and evaluation of an innovative magnetic coupler designed for in-wheel wireless charging systems in electric vehicles (EVs). This technology aims to enhance the efficiency and convenience of EV charging by integrating the charging mechanism directly into the vehicle's wheels. The magnetic coupler utilizes principles of wireless power transfer (WPT) through magnetic induction and resonance, allowing for effective energy transfer even with misalignment and varying distances between the transmitter and receiver coils.The project will involve the design of the magnetic coupler, optimization of coil configurations, and performance testing under various operational conditions. The anticipated outcome is a robust and efficient wireless charging solution that can significantly reduce charging times and improve user experience.
DOI: 10.34943/d725c718-b9df-4c1a-9a73-1b549f25fbf0
title: ODP 1027C Hydrophone Deployed 2020-10-01

description: The Ocean Sonics icListen HF Hydrophone 6018 was deployed on 2020-10-01 at ODP 1027C. ODP 1027C is a borehole site used to pinpoint an area within Cascadia Basin. This device is a Hydrophone. Hydrophones are devices containing transducers that convert underwater sound waves into electrical signals. They are acoustic instruments that can process data while they are being collected to produce calibrated waveform data. Hydrophones are typically used to study vocalizations of marine mammals, ship traffic and ambient noise. It was deployed on a fixed platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.34943/2a1af71f-091a-480f-9ffd-c1bfc1d95c28
title: ODP 1027C Hydrophone Deployed 2020-10-01

description: The Ocean Sonics icListen HF Hydrophone 6018 was deployed on 2020-10-01 at ODP 1027C. ODP 1027C is a borehole site used to pinpoint an area within Cascadia Basin. This device is a Hydrophone. Hydrophones are devices containing transducers that convert underwater sound waves into electrical signals. They are acoustic instruments that can process data while they are being collected to produce calibrated waveform data. Hydrophones are typically used to study vocalizations of marine mammals, ship traffic and ambient noise. It was deployed on a fixed platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.15468/dl.s2nzb4
title: Occurrence Download

description: A dataset containing 43073409 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Mammalia, Lycalopex culpaeus (Molina, 1782), Pernettya prostrata (Cav.) Sleumer, Berberis lutea Ruiz & Pav., Hyphaene guineensis Schumach. & Thonn.)"
 ]
}

 The dataset includes 43073409 records from 15111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023780-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.