cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15536979
title: INR18650-LG-3500-MJ1 Cathode Raw Data Collection

description: Scope

This collection contains records related to the characterization of the positive electrode (cathode) harvested from an INR18650-MJ1 Li-ion battery cell. The active material in the electrode is NMC. The measurement is obtained in three-electrode configuration with the working electrode NMC, counter electrode composite graphite/silicon oxide, and reference electrode lithium metal in a coin cell casing. The data is intended to be used to charactrize the lithium diffusion coefficient in the NMC material to support model-based analysis of MJ1 cells.

Related Resources




Relationship
Name
Description
Usage




hasPart
18650-LG-3500-MJ1-Cathode GITT raw data
Data obtained from GITT characterization of NMC electrodes versus lithium metal
Used to characterize the open-circuit potential and lithium diffusion properties of the material.


hasPart
18650-LG-3500-MJ1 Cathode GITT+EIS raw data (#001)
Data obtained from GITT with intermittent EIS characterization of NMC electrodes versus lithium metal
Used for context of the EIS measurement.


hasPart
INR18650-LG-3500-MJ1 Cathode EIS Raw Data
Data obtained from EIS with intermittent GITT characterization of NMC electrodes versus lithium metal
Used to characterize the lithium intercalation rate of the material.


isPartOf
INR18650-LG-3500-MJ1 Cathode
All data obtained on the harvested cathode of the MJ1 cylindrical 18650 cell from LG CHEM
Overview of the whole cathode parameterization data pipeline.




Licensing

See the individual records for licensing information

Contact Information

For questions or further assistance, please contact Dennis Kopljar at dennis.kopljar@dlr.de.

References

This dataset is linked to the following publication: [DOI/Link to publication].
DOI: 10.15468/dl.farj5n
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Rhododendron lapponicum (L.) Wahlenb."
 ]
}

 The dataset includes 149 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017552-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15583038
title: The Groundwater Eukaryotic Catalog (GWEC)

description: *_renamed.fa: All 36 medium- to high-quality microbial eukaryotic genomes recovered from groundwater.

all_5kbeucontig_deconta.fna: All microbial eukaryotic contigs recovered from groundwater.

Supplementary Tables.xlsx includes 8 tables:

Table S1. Sample information and metadata.

Table S2. Results of EukDetect.

Table S3. Detailed information for 36 micribial eukaryotic genomes.

Table S4. 15,589 genes annotated as homologs of prokaryotic defense genes.

Table S5. 92,653 homologs of potentially related to multicellular immune-associated genes.

Table S6. 13,331 genes homologs to both prokaryotic defense genes and multicellular immune-associated genes.

Table S7. Pairwise protein structural alignment of prokaryotic genes and microbial eukaryotic genes identified in groundwater using PDB webserver (TM-align).

Table S8. Pairwise protein structural alignment of prokaryotic genes and eukaryotic genes using Foldseek (AlphaFold/UniProt50 v4, TM-align).
DOI: 10.5281/zenodo.15583039
title: The Groundwater Eukaryotic Catalog (GWEC)

description: *_renamed.fa: All 36 medium- to high-quality microbial eukaryotic genomes recovered from groundwater.

all_5kbeucontig_deconta.fna: All microbial eukaryotic contigs recovered from groundwater.

Supplementary Tables.xlsx includes 8 tables:

Table S1. Sample information and metadata.

Table S2. Results of EukDetect.

Table S3. Detailed information for 36 micribial eukaryotic genomes.

Table S4. 15,589 genes annotated as homologs of prokaryotic defense genes.

Table S5. 92,653 homologs of potentially related to multicellular immune-associated genes.

Table S6. 13,331 genes homologs to both prokaryotic defense genes and multicellular immune-associated genes.

Table S7. Pairwise protein structural alignment of prokaryotic genes and microbial eukaryotic genes identified in groundwater using PDB webserver (TM-align).

Table S8. Pairwise protein structural alignment of prokaryotic genes and eukaryotic genes using Foldseek (AlphaFold/UniProt50 v4, TM-align).
DOI: 10.5281/zenodo.15537298
title: INR18650-LG-3500-MJ1 Cathode Structured Data Collection

description: Scope

This collection contains records with structured data files representing GITT measurements on the positive electrode (cathode) harvested from an INR18650-MJ1 Li-ion battery cell. The active material in the electrode is NMC. The measurment is obtained in three-electrode configuration with the working electrode NMC, counter electrode composite graphite/silicon oxide, and reference electrode lithium metal in a coin cell casing. The records include raw data obtained from GITT and EIS measurements. The data is intended to be used to charactrize the open-circuit potential and lithium diffusion coefficient in the NMC material to support model-based analysis of MJ1 cells.

Related Resources




Relationship
Name
Description
Usage




hasPart
18650-LG-3500-MJ1-Cathode GITT structured data
Dataset containing structured GITT data for the MJ1 cathode.
Used for model parameterization and electrochemical analysis of GITT behavior.


hasPart
18650-LG-3500-MJ1-Cathode GITT+EIS Structured Data
Dataset containing the structured GITT portion of the combined GITT and EIS measurement for the MJ1 cathode.
Documents the context of the EIS measurements.


hasPart
18650-LG-3500 Cathode EIS structured data
Dataset containing the structured EIS portion of the combined GITT and EIS measurement for the MJ1 cathode.
Supports integrated parameterization and modeling of MJ1 cathode electrochemical performance.


isPartOf
INR18650-LG-3500-MJ1 Cathode
All data obtained on the harvested cathode of the MJ1 cylindrical 18650 cell from LG CHEM.
Overview of the whole cathode parameterization data pipeline.




Licensing

See the individual records for licensing information

Contact Information

For questions or further assistance, please contact Dennis Kopljar at dennis.kopljar@dlr.de.

References

This dataset is linked to the following publication: [DOI/Link to publication].
DOI: 10.15468/dl.qn7wb3
title: Occurrence Download

description: A dataset containing 65827 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Mycobacterium Lehmann & Neumann, 1896"
 ]
}

 The dataset includes 65827 records from 508 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017543-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15537284
title: INR18650-LG-3500-MJ1 Cathode GITT+EIS Structured Data

description: Scope

This record contains galvanostatic intermittent titration technique (GITT) steps measured during electrochemical impedance spectra (EIS) on the NMC cathode of a commercial LG CHEM INR18650-MJ1 lithium-ion cell. The measurements were conducted at 25°C and are provided in a structured Parquet format, suitable for data analysis workflows and model fitting.

Files




Filename
Description
Format
Usage




18650-LG-3500-MJ1-cathode-GITT-EIS-Ch.parquet
Structured GITT-EIS spectrum of NMC cathode during charge at 25°C.
application/parquet
Use in data science pipelines or impedance modeling.


18650-LG-3500-MJ1-cathode-GITT-EIS-Dc.parquet
Structured GITT-EIS spectrum of NMC cathode during discharge at 25°C.
application/parquet
Use in data science pipelines or impedance modeling.




RDF Metadata




Filename
Description
Format
Usage




ro-crate-metadata.json
RDF metadata describing the data table schema, test, and battery
application/json+ld
Semantic Web integration


ro-crate-preview.html
RDF metadata describing the data table schema, test, and battery
application/json+ld
Semantic Web integration




Related Resources




Relationship
Name
Description




isPartOf
INR18650-LG-3500-MJ1 Cathode Structured Data Collection
This collection contains records with structured data files representing GITT measurements on the positive electrode (cathode) harvested from an INR18650-MJ1 Li-ion battery cell. The active material in the electrode is NMC. The measurment is obtained in three-electrode configuration with the working electrode NMC, counter electrode composite graphite/silicon oxide, and reference electrode lithium metal in a coin cell casing. The records include raw data obtained from GITT and EIS measurements. The data is intended to be used to charactrize the open-circuit potential and lithium diffusion coefficient in the NMC material to support model-based analysis of MJ1 cells.


Continues
INR18650-LG-3500-MJ1 Cathode GITT+EIS Raw Data
This record contains the measurement results from a galvanostatic intermittent titration technique (GITT) test at 25°C of an INR18650-MJ1 lithium-ion battery cell manufactured by LG CHEM. The raw data is provided in both HDF5 and CSV formats.


Continues
INR18650-LG-3500-MJ1 Cathode GITT+EIS Data Preprocessing
This record contains workflows for packaging GITT measurements of an INR18650-MJ1 battery cell manufactured by LG CHEM at 25°C within Parquet files.




Licensing

This dataset is licensed under CC-BY 4.0, allowing for sharing and adaptation with proper attribution.

Contact Information

For questions or further assistance, please contact Dennis Kopljar at dennis.kopljar@dlr.de.

References

This dataset is linked to the following publication: [DOI/Link to publication].

Notes

Legend for the dataset column names:



"LINE": # of the step in the measurement device script

"COMM": type of the step (Charge/Discharge/...); intermittent EIS measurements happen during "Set-Temp", since the measurement device links with the climate chamber

"STATE": labels start (3) and end (2) of any step
DOI: 10.5281/zenodo.15537285
title: INR18650-LG-3500-MJ1 Cathode GITT+EIS Structured Data

description: Scope

This record contains galvanostatic intermittent titration technique (GITT) steps measured during electrochemical impedance spectra (EIS) on the NMC cathode of a commercial LG CHEM INR18650-MJ1 lithium-ion cell. The measurements were conducted at 25°C and are provided in a structured Parquet format, suitable for data analysis workflows and model fitting.

Files




Filename
Description
Format
Usage




18650-LG-3500-MJ1-cathode-GITT-EIS-Ch.parquet
Structured GITT-EIS spectrum of NMC cathode during charge at 25°C.
application/parquet
Use in data science pipelines or impedance modeling.


18650-LG-3500-MJ1-cathode-GITT-EIS-Dc.parquet
Structured GITT-EIS spectrum of NMC cathode during discharge at 25°C.
application/parquet
Use in data science pipelines or impedance modeling.




RDF Metadata




Filename
Description
Format
Usage




ro-crate-metadata.json
RDF metadata describing the data table schema, test, and battery
application/json+ld
Semantic Web integration


ro-crate-preview.html
RDF metadata describing the data table schema, test, and battery
application/json+ld
Semantic Web integration




Related Resources




Relationship
Name
Description




isPartOf
INR18650-LG-3500-MJ1 Cathode Structured Data Collection
This collection contains records with structured data files representing GITT measurements on the positive electrode (cathode) harvested from an INR18650-MJ1 Li-ion battery cell. The active material in the electrode is NMC. The measurment is obtained in three-electrode configuration with the working electrode NMC, counter electrode composite graphite/silicon oxide, and reference electrode lithium metal in a coin cell casing. The records include raw data obtained from GITT and EIS measurements. The data is intended to be used to charactrize the open-circuit potential and lithium diffusion coefficient in the NMC material to support model-based analysis of MJ1 cells.


Continues
INR18650-LG-3500-MJ1 Cathode GITT+EIS Raw Data
This record contains the measurement results from a galvanostatic intermittent titration technique (GITT) test at 25°C of an INR18650-MJ1 lithium-ion battery cell manufactured by LG CHEM. The raw data is provided in both HDF5 and CSV formats.


Continues
INR18650-LG-3500-MJ1 Cathode GITT+EIS Data Preprocessing
This record contains workflows for packaging GITT measurements of an INR18650-MJ1 battery cell manufactured by LG CHEM at 25°C within Parquet files.




Licensing

This dataset is licensed under CC-BY 4.0, allowing for sharing and adaptation with proper attribution.

Contact Information

For questions or further assistance, please contact Dennis Kopljar at dennis.kopljar@dlr.de.

References

This dataset is linked to the following publication: [DOI/Link to publication].

Notes

Legend for the dataset column names:



"LINE": # of the step in the measurement device script

"COMM": type of the step (Charge/Discharge/...); intermittent EIS measurements happen during "Set-Temp", since the measurement device links with the climate chamber

"STATE": labels start (3) and end (2) of any step
DOI: 10.5281/zenodo.15537280
title: INR18650-LG-3500 Cathode EIS Structured Data

description: Scope

This record contains electrochemical impedance spectroscopy (EIS) measurements of the NMC cathode from an LG CHEM INR18650-MJ1 lithium-ion cell, structured for machine-readable applications. The dataset includes Parquet files with harmonized tabular impedance data, suitable for computational pipelines, and optionally linked data in JSON-LD format for semantic annotation. These measurements were recorded at 25°C and cover both charge and discharge sequences over the full SOC range.

Files

Data




Filename
Description
Format
Usage




18650_LG_3500_MJ1_EIS_cathode_charge.parquet
Structured impedance spectrum of NMC cathode at indicated SOC and 25°C.
application/parquet
Use in data science pipelines or impedance modeling.


18650_LG_3500_MJ1_EIS_cathode_discharge.parquet
Structured impedance spectrum of NMC cathode at indicated SOC and 25°C.
application/parquet
Use in data science pipelines or impedance modeling.




RDF Metadata




Filename
Description
Format
Usage






ro-crate-metadata.json

RDF metadata describing the data table schema, test, and battery
application/json+ld
Semantic Web integration


ro-crate-preview.html
RDF metadata describing the data table schema, test, and battery
application/json+ld
Semantic Web integration




Related Resources




Relationship
Name
Description




isPartOf
INR18650-LG-3500-MJ1 Cathode Structured Data Collection
This collection contains records with structured data files representing GITT measurements on the positive electrode (cathode) harvested from an INR18650-MJ1 Li-ion battery cell. The active material in the electrode is NMC. The measurment is obtained in three-electrode configuration with the working electrode NMC, counter electrode composite graphite/silicon oxide, and reference electrode lithium metal in a coin cell casing. The records include raw data obtained from GITT and EIS measurements. The data is intended to be used to charactrize the open-circuit potential and lithium diffusion coefficient in the NMC material to support model-based analysis of MJ1 cells.


Continues
INR18650-LG-3500-MJ1 Cathode EIS Raw Data
This record contains Electrochemical Impedance Spectroscopy (EIS) measurements at 25°C of NMC cathodes harvested from an INR18650-MJ1 lithium-ion battery cell manufactured by LG CHEM.


Continues
INR18650-LG-3500 Cathode EIS Data Preprocessing
This record contains workflows for packaging EIS measurements of an INR18650-MJ1 battery cell cathode from LG CHEM at 25°C.




Licensing

This dataset is licensed under CC-BY 4.0, allowing for sharing and adaptation with proper attribution.

Contact Information

For questions or further assistance, please contact Dennis Kopljar at dennis.kopljar@dlr.de.

References

This dataset is linked to the following publication: [DOI/Link to publication].
DOI: 10.5281/zenodo.15537281
title: INR18650-LG-3500 Cathode EIS Structured Data

description: Scope

This record contains electrochemical impedance spectroscopy (EIS) measurements of the NMC cathode from an LG CHEM INR18650-MJ1 lithium-ion cell, structured for machine-readable applications. The dataset includes Parquet files with harmonized tabular impedance data, suitable for computational pipelines, and optionally linked data in JSON-LD format for semantic annotation. These measurements were recorded at 25°C and cover both charge and discharge sequences over the full SOC range.

Files

Data




Filename
Description
Format
Usage




18650_LG_3500_MJ1_EIS_cathode_charge.parquet
Structured impedance spectrum of NMC cathode at indicated SOC and 25°C.
application/parquet
Use in data science pipelines or impedance modeling.


18650_LG_3500_MJ1_EIS_cathode_discharge.parquet
Structured impedance spectrum of NMC cathode at indicated SOC and 25°C.
application/parquet
Use in data science pipelines or impedance modeling.




RDF Metadata




Filename
Description
Format
Usage






ro-crate-metadata.json

RDF metadata describing the data table schema, test, and battery
application/json+ld
Semantic Web integration


ro-crate-preview.html
RDF metadata describing the data table schema, test, and battery
application/json+ld
Semantic Web integration




Related Resources




Relationship
Name
Description




isPartOf
INR18650-LG-3500-MJ1 Cathode Structured Data Collection
This collection contains records with structured data files representing GITT measurements on the positive electrode (cathode) harvested from an INR18650-MJ1 Li-ion battery cell. The active material in the electrode is NMC. The measurment is obtained in three-electrode configuration with the working electrode NMC, counter electrode composite graphite/silicon oxide, and reference electrode lithium metal in a coin cell casing. The records include raw data obtained from GITT and EIS measurements. The data is intended to be used to charactrize the open-circuit potential and lithium diffusion coefficient in the NMC material to support model-based analysis of MJ1 cells.


Continues
INR18650-LG-3500-MJ1 Cathode EIS Raw Data
This record contains Electrochemical Impedance Spectroscopy (EIS) measurements at 25°C of NMC cathodes harvested from an INR18650-MJ1 lithium-ion battery cell manufactured by LG CHEM.


Continues
INR18650-LG-3500 Cathode EIS Data Preprocessing
This record contains workflows for packaging EIS measurements of an INR18650-MJ1 battery cell cathode from LG CHEM at 25°C.




Licensing

This dataset is licensed under CC-BY 4.0, allowing for sharing and adaptation with proper attribution.

Contact Information

For questions or further assistance, please contact Dennis Kopljar at dennis.kopljar@dlr.de.

References

This dataset is linked to the following publication: [DOI/Link to publication].
DOI: 10.5281/zenodo.15537299
title: INR18650-LG-3500-MJ1 Cathode Structured Data Collection

description: Scope

This collection contains records with structured data files representing GITT measurements on the positive electrode (cathode) harvested from an INR18650-MJ1 Li-ion battery cell. The active material in the electrode is NMC. The measurment is obtained in three-electrode configuration with the working electrode NMC, counter electrode composite graphite/silicon oxide, and reference electrode lithium metal in a coin cell casing. The records include raw data obtained from GITT and EIS measurements. The data is intended to be used to charactrize the open-circuit potential and lithium diffusion coefficient in the NMC material to support model-based analysis of MJ1 cells.

Related Resources




Relationship
Name
Description
Usage




hasPart
18650-LG-3500-MJ1-Cathode GITT structured data
Dataset containing structured GITT data for the MJ1 cathode.
Used for model parameterization and electrochemical analysis of GITT behavior.


hasPart
18650-LG-3500-MJ1-Cathode GITT+EIS Structured Data
Dataset containing the structured GITT portion of the combined GITT and EIS measurement for the MJ1 cathode.
Documents the context of the EIS measurements.


hasPart
18650-LG-3500 Cathode EIS structured data
Dataset containing the structured EIS portion of the combined GITT and EIS measurement for the MJ1 cathode.
Supports integrated parameterization and modeling of MJ1 cathode electrochemical performance.


isPartOf
INR18650-LG-3500-MJ1 Cathode
All data obtained on the harvested cathode of the MJ1 cylindrical 18650 cell from LG CHEM.
Overview of the whole cathode parameterization data pipeline.




Licensing

See the individual records for licensing information

Contact Information

For questions or further assistance, please contact Dennis Kopljar at dennis.kopljar@dlr.de.

References

This dataset is linked to the following publication: [DOI/Link to publication].
DOI: 10.5281/zenodo.15535871
title: INR18650-LG-3500-MJ1 Cathode Data Preprocessing Collection

description: Scope

This collection contains records with workflows that apply the cycling protocol to the structure of the GITT data from a harvested positive electrode (cathode) of the INR18650-MJ1 cylindrical Li-ion battery cell manufactured by LG CHEM. These workflows are intended to process and package raw data as structured tabular data.

Related Resources




Relationship
Name
Description
Usage




hasPart
INR18650-LG-3500-MJ1-Cathode GITT Data Preprocessing
Workflow for preprocessing GITT data for the MJ1 cathode.
Used to clean and prepare GITT data for further analysis.


hasPart
INR18650-LG-3500-MJ1 Cathode GITT+EIS Data Preprocessing
Workflow for preprocessing GITT from the combined GITT+EIS data for the MJ1 cathode.
Used to give context for the EIS data.


hasPart
INR18650-LG-3500 Cathode EIS Data Preprocessing
Workflow for preprocessing EIS from the combined GITT+EIS data for the MJ1 cathode.
Used to integrate EIS data for model parameterization and analysis.


isPartOf
INR18650-LG-3500-MJ1 Cathode
All data obtained on the harvested cathode of the MJ1 cylindrical 18650 cell from LG CHEM
Overview of the whole cathode parameterization data pipeline.




Licensing

See the individual records for licensing information

Contact Information

For questions or further assistance, please contact Dennis Kopljar at dennis.kopljar@dlr.de.

References

This dataset is linked to the following publication: [DOI/Link to publication].
DOI: 10.15468/dl.8x2nqg
title: Occurrence Download

description: A dataset containing 10351 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phlebotomus perniciosus Newstead, 1911"
 ]
}

 The dataset includes 10351 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017553-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.