cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.cdzbha
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-117.64723 16.24421,-81.35277 16.24421,-81.35277 30.75579,-117.64723 30.75579,-117.64723 16.24421))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Salvia compsostachys Epling"
 ]
}

 The dataset includes 50 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002705-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mypdme
title: Occurrence Download

description: A dataset containing 2971829 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Argentina",
 "OccurrenceStatus is Present",
 "Year 2024-2025"
 ]
}

 The dataset includes 2971829 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053097-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxhbb5
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Russian Federation",
 "GadmGid is RUS.77_1",
 "TaxonKey is Stipa tirsa"
 ]
}

 The dataset includes 19 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053129-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17935237
title: Data & Code for "Navigating trade-offs in structural design for resilient industrial symbiosis networks"

description: Overview: This archive contains the complete computational capsule. It integrates the raw datasets, Jupyter Notebooks, and the computational environment required to reproduce the study's findings.

Archive Structure & Contents:

The archive follows the standard directory structure:

1. /code (Analysis Workflows) Contains the Jupyter Notebooks used for network simulation and analysis, organized into four sub-directories corresponding to the resilience phases:





1. Preparedness/: Scripts for initial network topology analysis.




2. Absorption/: Scripts simulating the network's response to shock events.




3. Recovery/: Scripts modeling the recovery possibility.




4. Adaptation/: Scripts for structural optimization.



2. /data (Input Datasets) Contains the structural data used in the analysis, organized as follows:





35 cases (Initial data before adaptation and optimized data after adaptation)/:





Contains the adjacency matrices/edge lists for the 35 empirical ISNs (both baseline and optimized).






Datasets for RRM/:





Data prepared for the Ridge Regression Model (RRM) analysis.






Network structure data for VIF/:





Data used for Variance Inflation Factor (VIF) analysis.





3. /environment (Reproducibility Specs) Defines the computational environment to ensure consistent execution.





Platform: Python and R (Jupyterlab/RStudio).




Base Environment: Python 3.12.8, R 4.4.2, JupyterLab 4.3.5.




Key Python Packages:





networkx 3.5




scikit-learn 1.7.2




numpy 2.3.5




pandas 2.3.3




matplotlib 3.10.7




scipy 1.16.3




openpyxl 3.1.5





4. /metadata Contains the metadata.yml file providing project authorship.

Authors: Yufan Chen, Zizhen Xu, Shauhrat S. Chopra
DOI: 10.5281/zenodo.17935238
title: Data & Code for "Navigating trade-offs in structural design for resilient industrial symbiosis networks"

description: Overview: This archive contains the complete computational capsule. It integrates the raw datasets, Jupyter Notebooks, and the computational environment required to reproduce the study's findings.

Archive Structure & Contents:

The archive follows the standard directory structure:

1. /code (Analysis Workflows) Contains the Jupyter Notebooks used for network simulation and analysis, organized into four sub-directories corresponding to the resilience phases:





1. Preparedness/: Scripts for initial network topology analysis.




2. Absorption/: Scripts simulating the network's response to shock events.




3. Recovery/: Scripts modeling the recovery possibility.




4. Adaptation/: Scripts for structural optimization.



2. /data (Input Datasets) Contains the structural data used in the analysis, organized as follows:





35 cases (Initial data before adaptation and optimized data after adaptation)/:





Contains the adjacency matrices/edge lists for the 35 empirical ISNs (both baseline and optimized).






Datasets for RRM/:





Data prepared for the Ridge Regression Model (RRM) analysis.






Network structure data for VIF/:





Data used for Variance Inflation Factor (VIF) analysis.





3. /environment (Reproducibility Specs) Defines the computational environment to ensure consistent execution.





Platform: Python and R (Jupyterlab/RStudio).




Base Environment: Python 3.12.8, R 4.4.2, JupyterLab 4.3.5.




Key Python Packages:





networkx 3.5




scikit-learn 1.7.2




numpy 2.3.5




pandas 2.3.3




matplotlib 3.10.7




scipy 1.16.3




openpyxl 3.1.5





4. /metadata Contains the metadata.yml file providing project authorship.

Authors: Yufan Chen, Zizhen Xu, Shauhrat S. Chopra
DOI: 10.57745/8bkqj2
title: Follicular_diameter_104dpf.tab

description: :unav
DOI: 10.57745/omxwma
title: Follicular_diameter_211dpf.tab

description: :unav
DOI: 10.57745/fqqui2
title: README_follicular_diameter.docx

description: :unav
DOI: 10.57745/b6oomx
title: Unveiling the role of mir-187 in adult ovarian follicle growth in medaka (Oryzias latipes)

description: To investigate the phenotypic alterations in the ovaries of miR-187 knockout (KO) fish, a 3D imaging analysis of wild-type and mutant ovaries was performed at two key developmental stages: before (104 days post-fertilization, dpf) and during (211 dpf) the reproductive period. Ovarian follicle diameters were extracted from the 3D image datasets, enabling the characterization and comparison of follicle size distribution profiles across genotypes and developmental time points.
DOI: 10.34808/sdb9-pb12
title: Physical and mechanical properties of Fontainebleau sand – basic dataset

description: This dataset contains the results of physical and mechanical tests on Fontainebleau sand. The data includes: (1) micrographs of sand particles, (2) specific gravity determination, (3) maximum and minimum bulk density determination, (3) sieve analysis, (4) constant rate of strain oedometer test on four samples types (loose sand, medium-dense sand, dense sand, overconsolidated medium dense sand), (5) consolidated anisotropically undrained triaxial compression on three samples (loose sand, medium-dense sand and dense sand), and (6) consolidated anisotropically drained triaxial compression on three samples (loose sand, medium-dense sand and dense sand).
DOI: 10.15468/dl.d8w429
title: Occurrence Download

description: A dataset containing 18632 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei, Hong Kong, Macao)",
 "OccurrenceStatus is Present",
 "TaxonKey is Aedes albopictus"
 ]
}

 The dataset includes 18632 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053130-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13499337
title: Controlling Surface Wetting in High-Alkaline Electrolytes for Single Facet Pt Oxygen Evolution Electrocatalytic Activity Mapping by Scanning Electrochemical Cell Microscopy

description: Chemical Science - SC-EDG-07-2024-004407 - Dataset

The word document serves as a meta data file for raw as well as processed data used in the above-mentioned research article. 

The raw data for SECCM measurements were obtained in .tdms format with all data listed in rows. With our own developed Matlab scripts, they are classified into each step of the measurement: approach, voltammetry, and retract. For the easy access of the readers, we uploaded the raw SECCM data after classification in .mat format which is readable by Matlab software. For the voltammetry variables in .mat format, the data for each scan (half cycle) is separated into each column. 

For SECCM data analysis, the instrument’s noise background current should be subtracted from the raw current values. The background current can be evaluated from the measured current without the approach of the SECCM tip and was consistent depending on the current range of the amplifier. It has been observed that the measured current was the sum of the electrochemical current and the background current.
DOI: 10.5281/zenodo.13499338
title: Controlling Surface Wetting in High-Alkaline Electrolytes for Single Facet Pt Oxygen Evolution Electrocatalytic Activity Mapping by Scanning Electrochemical Cell Microscopy

description: Chemical Science - SC-EDG-07-2024-004407 - Dataset

The word document serves as a meta data file for raw as well as processed data used in the above-mentioned research article. 

The raw data for SECCM measurements were obtained in .tdms format with all data listed in rows. With our own developed Matlab scripts, they are classified into each step of the measurement: approach, voltammetry, and retract. For the easy access of the readers, we uploaded the raw SECCM data after classification in .mat format which is readable by Matlab software. For the voltammetry variables in .mat format, the data for each scan (half cycle) is separated into each column. 

For SECCM data analysis, the instrument’s noise background current should be subtracted from the raw current values. The background current can be evaluated from the measured current without the approach of the SECCM tip and was consistent depending on the current range of the amplifier. It has been observed that the measured current was the sum of the electrochemical current and the background current.
DOI: 10.6084/m9.figshare.30882692
title: Ultralong-range exciton transport in submillimeter-scale spherulite film of π-conjugated polymers

description: The performance of π-conjugated polymer films is often constrained by short exciton diffusion lengths resulting from local defects and variations in interchain packing. In this study, the authors report the formation of large-area, submillimeter-scale spherulites by subjecting a spin-coated polydiarylfluorene film to solvent vapor annealing. These spherulitic structures enable ultralong-range exciton transport across submillimeter scales. Moreover, polymer light-emitting diodes (PLEDs) fabricated from these large-area spherulite films exhibit stable and efficient deep-blue electroluminescence.
DOI: 10.6084/m9.figshare.30882692.v1
title: Ultralong-range exciton transport in submillimeter-scale spherulite film of π-conjugated polymers

description: The performance of π-conjugated polymer films is often constrained by short exciton diffusion lengths resulting from local defects and variations in interchain packing. In this study, the authors report the formation of large-area, submillimeter-scale spherulites by subjecting a spin-coated polydiarylfluorene film to solvent vapor annealing. These spherulitic structures enable ultralong-range exciton transport across submillimeter scales. Moreover, polymer light-emitting diodes (PLEDs) fabricated from these large-area spherulite films exhibit stable and efficient deep-blue electroluminescence.
DOI: 10.15468/dl.p93enn
title: Occurrence Download

description: A dataset containing 606 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "TaxonKey is Solidago altissima"
 ]
}

 The dataset includes 606 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053133-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.534gvd
title: Occurrence Download

description: A dataset containing 31460 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is one of (France, Spain, Italy)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Testudo hermanni",
 "Year 1971-2025"
 ]
}

 The dataset includes 31460 records from 231 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053131-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zxfkja
title: Occurrence Download

description: A dataset containing 31382526 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammalia",
 "HasCoordinate is true",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 31382526 records from 13642 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053061-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12179423
title: EU's Recycled Content Targets of Lithium-ion Batteries Are Likey to Compromise Critical Metal Circularity
DOI: 10.5281/zenodo.12179422
title: EU's Recycled Content Targets of Lithium-ion Batteries Are Likey to Compromise Critical Metal Circularity
DOI: 10.15468/dl.av4rvk
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.19_1",
 "TaxonKey is Zanthoxylum nitidum (Roxb.) DC."
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017434-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.84z76k
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.19_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Viola mongolica Franch."
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017435-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.np2sr6
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.19_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Carex lanceolata Boott"
 ]
}

 The dataset includes 22 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017436-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ae2hay
title: Occurrence Download

description: A dataset containing 536 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is one of (Venezuela (Bolivarian Republic of), Ecuador, Bolivia (Plurinational State of), Falkland Islands (Malvinas), Argentina, Colombia, Chile, Peru)",
 "TaxonKey is Adelanthus lindenbergianus (Lehm.) Mitt."
 ]
}

 The dataset includes 536 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017437-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aj7np5
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.19_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Taraxacum lamprolepis Kitag."
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017438-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ktxsb
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.19_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Helianthus tuberosus L."
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017439-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.33tds5
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Colombia, Ecuador, Bolivia (Plurinational State of), Mexico, Venezuela (Bolivarian Republic of), Honduras, Jamaica, Costa Rica)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Adelanthus pittieri (Steph.) Grolle"
 ]
}

 The dataset includes 89 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017440-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zzb5kj
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.19_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sonchus oleraceus L."
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017441-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9865tq
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vitex compressa f. angustifolia Moldenke"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017442-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wfk967
title: Occurrence Download

description: A dataset containing 427 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is one of (Colombia, Brazil, Venezuela (Bolivarian Republic of), Bolivia (Plurinational State of), Ecuador, Peru)",
 "TaxonKey is Adelothecium bogotense (Hampe) Mitt."
 ]
}

 The dataset includes 427 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017443-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ueuyk8
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Vasconcellea microcarpa subsp. pilifera (V.M.Badillo) V.M.Badillo"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017444-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdwudy
title: Occurrence Download

description: A dataset containing 739 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is one of (Argentina, Chile, Bolivia (Plurinational State of), Venezuela (Bolivarian Republic of), Peru, Ecuador, Colombia)",
 "TaxonKey is Anacolia laevisphaera (Taylor) Flowers"
 ]
}

 The dataset includes 739 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017445-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zb5buz
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.19_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tilia mandshurica Rupr. & Maxim."
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017446-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p6b72g
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.19_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ligustrum quihoui Carrière"
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017447-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ubtfw3
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.19_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sorghum bicolor (L.) Moench"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017448-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xz8cph
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.19_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bassia scoparia (L.) A.J.Scott"
 ]
}

 The dataset includes 112 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017449-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12696521
title: Research data supporting article on "Language and Design Evolution of the OpenMC Monte Carlo Particle Transport Code"

description: This file contains an archive of all research data that supports the article on "Language and Design Evolution of the OpenMC Monte Carlo Particle Transport Code".
description: This work is supported by the U.S. Department of Energy Office of Fusion Energy Sciences under award number DE-SC0022033.