cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.vj68vy
title: Occurrence Download

description: A dataset containing 25061 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Mexico",
 "Geometry POLYGON((-100.22107 19.12373,-100.07449 19.12373,-100.07449 19.25607,-100.22107 19.25607,-100.22107 19.12373))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 25061 records from 169 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017630-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aa7est
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Apocryptes bato (Hamilton, 1822)"
 ]
}

 The dataset includes 99 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017631-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xx7cqt
title: Occurrence Download

description: A dataset listing the 428 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Birds — Osteological Collection"
 ]
}

 The dataset's 428 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017628-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15041451
title: High-throughput dataset of mass flow of NMC and Gr in Li-ion battery recycling simulations with HSC-Sim

description: The data generation details and computational framework for this dataset can be found in the manuscript below. If using this dataset in research or publication, please cite both this dataset and the corresponding paper.

Emami, N., Gomez-Moreno, L. A., Klemettinen, A., Serna-Guerrero, R., & Todorović, M. (2025). An innovative data-driven approach to the design and optimization of battery recycling processes. Chemical Engineering Journal.

Dataset Overview

This dataset contains materials flow information from high-throughput HSC-Sim simulations of Li battery recycling processing, focusing on the mass recovery and purity of NMC (cathode) and Gr (anode). Three recycling process types were simulated: P1, P2, and P3 (see the manuscript above for details). The zip file contains three directories containing all the files needed to reproduce P1- P3 model simulations with HSC-Sim version 10.2.2. Each directory contains the full HSC-Sim model and input files. 

The CSV files feature the outcomes of 10,000 simulations that represent process variations for P1- P3. The files contain computed mass flow information in the two final output streams of tailing (cathode material NMC) and concentrate (anode material Gr). This data allows one to reproduce Figure 3 in the manuscript above.

The first row in each CSV file contains column labels for clarity. The subsequent 10,000 rows each refer to a process variation. There are 14 columns, indicating as follows:





10 input variables: Fixed_SGE_p, Rosin-Rammler_Slope_p, magnetic_field_strength, Interstitial_Velocity, Separation_Sharpness_(𝛼), Nominal_Aperture_Size, Fixed_SGE, Rosin-Rammle_ Slope, Fixed_Residence_Time_Target_p, and Fixed_Residence_Time_Target, [Saturation_Magnetic_Field_Strength] (for P1 only).




4 output metrics specific to either NMC or Gr material:






Weight_Percent (weight percentage of that material in the relevant output stream) [%]




Total_Solids_Mass (total mass of solid material recovered in the relevant stream) [t/h]




Total_Mass(per material, computed as Weight_Percent x Total_Solids_Mass) [t/h]




Normalised_Mass (total mass of that material normalised by its initial mass in the feed black mass). The initial mass for NMC is 42.72 [t/h], and for Gr it is 30.87 [t/h].
DOI: 10.5281/zenodo.15041452
title: High-throughput dataset of mass flow of NMC and Gr in Li-ion battery recycling simulations with HSC-Sim

description: The data generation details and computational framework for this dataset can be found in the manuscript below. If using this dataset in research or publication, please cite both this dataset and the corresponding paper.

Emami, N., Gomez-Moreno, L. A., Klemettinen, A., Serna-Guerrero, R., & Todorović, M. (2025). An innovative data-driven approach to the design and optimization of battery recycling processes. Chemical Engineering Journal.

Dataset Overview

This dataset contains materials flow information from high-throughput HSC-Sim simulations of Li battery recycling processing, focusing on the mass recovery and purity of NMC (cathode) and Gr (anode). Three recycling process types were simulated: P1, P2, and P3 (see the manuscript above for details). The zip file contains three directories containing all the files needed to reproduce P1- P3 model simulations with HSC-Sim version 10.2.2. Each directory contains the full HSC-Sim model and input files. 

The CSV files feature the outcomes of 10,000 simulations that represent process variations for P1- P3. The files contain computed mass flow information in the two final output streams of tailing (cathode material NMC) and concentrate (anode material Gr). This data allows one to reproduce Figure 3 in the manuscript above.

The first row in each CSV file contains column labels for clarity. The subsequent 10,000 rows each refer to a process variation. There are 14 columns, indicating as follows:





10 input variables: Fixed_SGE_p, Rosin-Rammler_Slope_p, magnetic_field_strength, Interstitial_Velocity, Separation_Sharpness_(𝛼), Nominal_Aperture_Size, Fixed_SGE, Rosin-Rammle_ Slope, Fixed_Residence_Time_Target_p, and Fixed_Residence_Time_Target, [Saturation_Magnetic_Field_Strength] (for P1 only).




4 output metrics specific to either NMC or Gr material:






Weight_Percent (weight percentage of that material in the relevant output stream) [%]




Total_Solids_Mass (total mass of solid material recovered in the relevant stream) [t/h]




Total_Mass(per material, computed as Weight_Percent x Total_Solids_Mass) [t/h]




Normalised_Mass (total mass of that material normalised by its initial mass in the feed black mass). The initial mass for NMC is 42.72 [t/h], and for Gr it is 30.87 [t/h].
DOI: 10.15468/dl.nyzzrq
title: Occurrence Download

description: A dataset containing 421703 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is DFO Pacific Groundfish Synoptic Trawl Surveys - Queen Charlotte Sound"
 ]
}

 The dataset includes 421703 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017623-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3uctxu
title: Occurrence Download

description: A dataset containing 4864 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Geometry POLYGON((-180 -24,180 -24,180 24,-180 24,-180 -24))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera onca (Linnaeus, 1758)"
 ]
}

 The dataset includes 4864 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017632-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p86xpn
title: Occurrence Download

description: A dataset containing 8461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is Oceania",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Canellales"
 ]
}

 The dataset includes 8461 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017633-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/23s5y33dn9
title: Raw data of "Light-activated cAMP signaling controls sodium-driven motility in Vibrio cholerae"

description: Raw data of "Light-activated cAMP signaling controls sodium-driven motility in Vibrio cholerae"
DOI: 10.17632/23s5y33dn9.1
title: Raw data of "Light-activated cAMP signaling controls sodium-driven motility in Vibrio cholerae"

description: Raw data of "Light-activated cAMP signaling controls sodium-driven motility in Vibrio cholerae"
DOI: 10.34740/kaggle/dsv/13320830
title: Daily Public Opinion on Israel-Palestine War
DOI: 10.15468/dl.2qwztj
title: Occurrence Download

description: A dataset containing 2966 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Triadica cochinchinensis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2966 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004742-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v95nta
title: Occurrence Download

description: A dataset containing 3096 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantago asiatica L.",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2010",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3096 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006202-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nwm3ry
title: Occurrence Download

description: A dataset containing 3818 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección Marina Estación Científica Charles Darwin"
 ]
}

 The dataset includes 3818 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000179-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ufn33j
title: Occurrence Download

description: A dataset containing 255 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phyllostachys glauca McClure"
 ]
}

 The dataset includes 255 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000177-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gb8svu
title: Occurrence Download

description: A dataset containing 98384 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paradisaeidae"
 ]
}

 The dataset includes 98384 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000165-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dpd3z2
title: Occurrence Download

description: A dataset containing 436 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euphorbia spathulata Lam.",
 "Geometry POLYGON((-102 35, -91 35, -91 44, -102 44, -102 35))"
 ]
}

 The dataset includes 436 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000182-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28715903
title: Genome annotation of Chinese soft-shelled turtle (Pelodiscus sinensis)

description: Genome annotation of Chinese soft-shelled turtle
DOI: 10.15468/dl.8ws8f4
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lithocarpus brachystachyus Chun"
 ]
}

 The dataset includes 15 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000184-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.js5rfb
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lithocarpus chifui Chun & Tsiang"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000187-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pzyg29
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lithocarpus carolinae (Skan ex Dunn) Rehder"
 ]
}

 The dataset includes 6 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000185-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.udeeaw
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chimonobambusa utilis (Keng) Keng f."
 ]
}

 The dataset includes 72 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000188-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mqhqty
title: Occurrence Download

description: A dataset containing 448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euphorbia serpens Kunth",
 "Geometry POLYGON((-102 35, -91 35, -91 44, -102 44, -102 35))"
 ]
}

 The dataset includes 448 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000189-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.muzbzg
title: Occurrence Download

description: A dataset containing 284618 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "InstitutionCode is inaturalist",
 "OccurrenceStatus is Present",
 "TaxonKey is Testudines",
 "Year 2020-2025"
 ]
}

 The dataset includes 284618 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000175-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ywd7mp
title: Occurrence Download

description: A dataset containing 245 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-111.28720 -24.00610,-8.71280 -24.00610,-8.71280 17.00610,-111.28720 17.00610,-111.28720 -24.00610))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Podocnemis expansa (Schweigger, 1812)",
 "Year 2020-2025"
 ]
}

 The dataset includes 245 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000192-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3hf3pm
title: Occurrence Download

description: A dataset containing 42858 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((71.61266 30.73372,73.94187 30.73372,73.94187 32.85462,71.61266 32.85462,71.61266 30.73372))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 42858 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000191-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.49tyws
title: Occurrence Download

description: A dataset containing 927 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euphorbia nutans Lag.",
 "Geometry POLYGON((-102 35, -91 35, -91 44, -102 44, -102 35))"
 ]
}

 The dataset includes 927 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000193-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mgn3vs
title: Occurrence Download

description: A dataset containing 959 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Mycobacterium lepromatosis, Gracilinanus agilis (Burmeister, 1854))"
 ]
}

 The dataset includes 959 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000194-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y58cs4
title: Occurrence Download

description: A dataset containing 119502 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kenya",
 "Geometry POLYGON((37.62345 -0.87401,40.71452 -0.87401,40.71452 3.214,37.62345 3.214,37.62345 -0.87401))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 119502 records from 279 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000145-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vh82jq
title: Occurrence Download

description: A dataset containing 37836 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "InstitutionCode is inaturalist",
 "OccurrenceStatus is Present",
 "TaxonKey is Crocodylia",
 "Year 2020-2025"
 ]
}

 The dataset includes 37836 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000195-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gbtsc2
title: Occurrence Download

description: A dataset containing 17271 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rivulidae"
 ]
}

 The dataset includes 17271 records from 268 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000196-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bgafj8
title: Occurrence Download

description: A dataset containing 2581 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euphorbia marginata Pursh",
 "Geometry POLYGON((-102 35, -91 35, -91 44, -102 44, -102 35))"
 ]
}

 The dataset includes 2581 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000198-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n74d9d
title: Occurrence Download

description: A dataset containing 1414 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erigeron strigosus Muhl. ex Willd.",
 "Geometry POLYGON((-102 35, -91 35, -91 44, -102 44, -102 35))"
 ]
}

 The dataset includes 1414 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000203-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3mwc8s
title: Occurrence Download

description: A dataset containing 135208 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polytrichum commune Hedw."
 ]
}

 The dataset includes 135208 records from 600 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000186-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/0bm-yxm-g2p
title: Delias battana Fruhstorfer, 1896

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1ks-bkc-4sc
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.