cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/zee-4mz-sgz
title: Ciboria batschiana (Zopf) N.F. Buchw.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/6sd-atb-lw0
title: Geoglossum fallax E.J. Durand

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/7gq-kpq-0rq
title: Helvella acetabulum (L.) Quél.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/n3h-q5x-ap0
title: Geopyxis majalis (Fr.) Sacc.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4s8-j4r-vqj
title: Geoglossum simile Peck

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ezf-cec-c6f
title: Geoglossum simile Peck

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/wg1-1jf-y3x
title: Geopyxis majalis (Fr.) Sacc.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3ld-yr0-s62
title: Geopora arenicola (Lév.) Kers

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xxp-wcm-d5h
title: Geopora sumneriana (Cooke ex W. Phillips) M. Torre

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/nkj-jdt-kle
title: Geoglossum simile Peck

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/pp2-ywp-sjy
title: Geopora sumneriana (Cooke ex W. Phillips) M. Torre

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/561-a9d-ptk
title: Geoglossum fallax E.J. Durand

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/m7h-ajl-sw6
title: Geoglossum simile Peck

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ajm-0cv-42b
title: Helvella fusca Gillet

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/wn9-9lf-dkt
title: Geopora cervina (Velen.) T. Schumach.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/dfe-a4b-rq9
title: Geoglossum simile Peck

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.25549/inscriptifact-ouc112045366
title: Cuneiform Tablet 1913.14.0169, Spurlock 1913.14.0169

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0169; CDLI P420550 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/2) Brownish Pink (5YR 8/3) ❧ [Physical Object Note:] 7.5 x 4.5 x 2.3 cm (82g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.f36cjy
title: Occurrence Download

description: A dataset containing 248332 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (North America, South America)",
 "TaxonKey is Rubus L."
 ]
}

 The dataset includes 248332 records from 597 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0271606-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7qkgvq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scutellaria juzepczukii Gontsch."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0121560-230530130749713/datasets/export for details.
DOI: 10.15468/dl.xtq9ne
title: Occurrence Download

description: A dataset containing 3585 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Potos flavus (Schreber, 1774)"
 ]
}

 The dataset includes 3585 records from 231 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022910-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112842231
title: Persepolis Fortification Elamite Tablet 1325.101, Fort 1325.101

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] Fort 1325.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge. ❧ [Physical Object Note:] Broken right side of tablet. Crack on obverse. Broken upper edge.
DOI: 10.15468/dl.te29px
title: Occurrence Download

description: A dataset containing 154 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Propithecus coquereli (Grandidier, 1867)"
 ]
}

 The dataset includes 154 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008642-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dttbcj
title: Occurrence Download

description: A dataset containing 852 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Ephemeroptera"
 ]
}

 The dataset includes 852 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123996-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112020679
title: Cuneiform Tablet 1913.14.1501, Spurlock 1913.14.1501

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1501; CDLI P421353 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/1.5) Grayish Reddish Orange (10R 5/6) Medium Gray (N 6/ 30.0% R) ❧ [Physical Object Note:] 6.8 x 4.8 x 2 cm (61g)
DOI: 10.15468/dl.ae7bdq
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ardea ibis Linnaeus, 1758",
 "Year 1899-1910"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0238814-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112020593
title: Cuneiform Tablet 1913.14.1501, Spurlock 1913.14.1501

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1501; CDLI P421353 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/1.5) Grayish Reddish Orange (10R 5/6) Medium Gray (N 6/ 30.0% R) ❧ [Physical Object Note:] 6.8 x 4.8 x 2 cm (61g)
DOI: 10.15468/dl.8n46bc
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alyssum lepidoto-stellatum (Hausskn. & Bornm.) T.R.Dudley"
 ]
}

 The dataset includes 47 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018253-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.du299k
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prosthechea alagoensis (Pabst) W.E.Higgins"
 ]
}

 The dataset includes 32 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095797-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112020681
title: Cuneiform Tablet 1913.14.1501, Spurlock 1913.14.1501

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1501; CDLI P421353 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/1.5) Grayish Reddish Orange (10R 5/6) Medium Gray (N 6/ 30.0% R) ❧ [Physical Object Note:] 6.8 x 4.8 x 2 cm (61g)
DOI: 10.15468/dl.8a9vq3
title: Occurrence Download

description: A dataset containing 128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orchis morio Ucria",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 128 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0181673-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112020637
title: Cuneiform Tablet 1913.14.1501, Spurlock 1913.14.1501

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1501; CDLI P421353 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/1.5) Grayish Reddish Orange (10R 5/6) Medium Gray (N 6/ 30.0% R) ❧ [Physical Object Note:] 6.8 x 4.8 x 2 cm (61g)
DOI: 10.15468/dl.nt8ef4
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Zambia, Zimbabwe)",
 "OccurrenceStatus is Present",
 "TaxonKey is Agapornis nigrigenis W.L.Sclater, 1906",
 "Year 2000-2023"
 ]
}

 The dataset includes 81 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095798-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wuujp3
title: Occurrence Download

description: A dataset containing 12752 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Colorhamphus parvirostris (Darwin, 1839), Colorhamphus parvirostris (Gould, Gray & GR, 1839))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12752 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018258-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112020638
title: Cuneiform Tablet 1913.14.1501, Spurlock 1913.14.1501

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1501; CDLI P421353 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/1.5) Grayish Reddish Orange (10R 5/6) Medium Gray (N 6/ 30.0% R) ❧ [Physical Object Note:] 6.8 x 4.8 x 2 cm (61g)
DOI: 10.15468/dl.gaz9j5
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prosthechea allemanoides (Hoehne) W.E.Higgins"
 ]
}

 The dataset includes 73 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095800-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qgcz8c
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Nigeria",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mastomys natalensis (A.Smith, 1834)"
 ]
}

 The dataset includes 60 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231698-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.unmpng
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((114 38,119 38,119 42,114 42,114 38))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Erinaceus amurensis Schrenk, 1859"
 ]
}

 The dataset includes 38 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0239362-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112022143
title: Cuneiform Tablet 1913.14.1504, Spurlock 1913.14.1504

description: [Text Description:] List of people and the amount remaining from contracts. ❧ [Text or Publication Number Note:] Spurlock 1913.14.1504; CDLI P421356 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish Gray (2.5Y 8.5/2) Light Brown (5YR 6/4) Medium Gray (N 5.5/ 24.6% R) ❧ [Physical Object Note:] 5.7 x 4.6 x 2.1 cm (52g)
DOI: 10.25549/inscriptifact-ouc112022174
title: Cuneiform Tablet 1913.14.1504, Spurlock 1913.14.1504

description: [Text Description:] List of people and the amount remaining from contracts. ❧ [Text or Publication Number Note:] Spurlock 1913.14.1504; CDLI P421356 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish Gray (2.5Y 8.5/2) Light Brown (5YR 6/4) Medium Gray (N 5.5/ 24.6% R) ❧ [Physical Object Note:] 5.7 x 4.6 x 2.1 cm (52g)
DOI: 10.15468/dl.2qnpj6
title: Occurrence Download

description: A dataset containing 89273 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithobates catesbeianus (Shaw, 1802)",
 "Year 1803-2022"
 ]
}

 The dataset includes 89273 records from 243 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0258109-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vgd7f3
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prosthechea aloisii (Schltr.) Dodson & Hágsater"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095801-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gp53ar
title: Occurrence Download

description: A dataset containing 8162 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ursus maritimus Phipps, 1774"
 ]
}

 The dataset includes 8162 records from 143 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018259-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112022147
title: Cuneiform Tablet 1913.14.1504, Spurlock 1913.14.1504

description: [Text Description:] List of people and the amount remaining from contracts. ❧ [Text or Publication Number Note:] Spurlock 1913.14.1504; CDLI P421356 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish Gray (2.5Y 8.5/2) Light Brown (5YR 6/4) Medium Gray (N 5.5/ 24.6% R) ❧ [Physical Object Note:] 5.7 x 4.6 x 2.1 cm (52g)
DOI: 10.25549/inscriptifact-ouc112046865
title: Cuneiform Tablet 1913.14.0222, Spurlock 1913.14.0222

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0222; CDLI P420604 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish Gray (2.5Y 8/2) ❧ [Physical Object Note:] 3.4 x 3.2 x 1.9 cm (25g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.mjh68w
title: Occurrence Download

description: A dataset containing 273 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prosthechea baculus (Rchb.f.) W.E.Higgins"
 ]
}

 The dataset includes 273 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095803-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b6afbt
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Nigeria",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mastomys natalensis (A.Smith, 1834)"
 ]
}

 The dataset includes 60 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231699-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dfmary
title: Occurrence Download

description: A dataset containing 1023 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tympanuchus pallidicinctus (Ridgway, 1873)"
 ]
}

 The dataset includes 1023 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018264-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112046808
title: Cuneiform Tablet 1913.14.0222, Spurlock 1913.14.0222

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0222; CDLI P420604 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish Gray (2.5Y 8/2) ❧ [Physical Object Note:] 3.4 x 3.2 x 1.9 cm (25g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.25549/inscriptifact-ouc112020596
title: Cuneiform Tablet 1913.14.1501, Spurlock 1913.14.1501

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1501; CDLI P421353 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/1.5) Grayish Reddish Orange (10R 5/6) Medium Gray (N 6/ 30.0% R) ❧ [Physical Object Note:] 6.8 x 4.8 x 2 cm (61g)
DOI: 10.15468/dl.em2kkh
title: Occurrence Download

description: A dataset containing 393 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prosthechea bulbosa (Vell.) W.E.Higgins"
 ]
}

 The dataset includes 393 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095815-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4endc2
title: Occurrence Download

description: A dataset containing 643 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hieracium piloselloides Wallr., 1822",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 643 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0181727-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17017812
title: Data set related to the article titled 'Determination of Root Species Composition in Grass-Legume Mixtures Using Fourier Transform Infrared (FTIR) Spectroscopy

description: This dataset accompanies the article titled 'Determination of Root Species Composition in Grass-Legume Mixtures Using Fourier Transform Infrared (FTIR) Spectroscopy".

Dataset Description

This dataset contains calibration and validation files, structured to support the building of an identification and quantification FTIR model for species-specific root composition in grass-clover mixtures. The data files are organized systematically, with a standardized naming convention and clear metadata to ensure reproducibility and transparency.

File naming conventionThe dataset titles are coded as following: Species_DatasetType_MixtureTypeExample: PR_calib_artmix.csv

Metadata fields



Species: The plant species included in the dataset are coded as:






PR = Perennial ryegrass

RC = Red clover

WC = White clover





Dataset type: Indicates the type of dataset used for modeling and validation:






calib = Calibration dataset

blindval = Blind validation dataset

loo = Leave-one-out validation dataset





Mixture type: Specifies the type of sample composition:






artmix = Artificial mixture

pure = Pure roots





File format: All data are provided as CSV files to ensure compatibility with common statistical and data analysis tools.



Columns: Each dataset contains treatments and variables, including:



Measured contents (%)

Predicted contents (%) – the predicted values were obtained from spectra of the samples using OPUS software (Version 8.7.31, Bruker 2021).




 

 (The file tittled"FTIR_model_building_experiment_metadata" also explains the file naming convention and abbreviations)
DOI: 10.5281/zenodo.17017811
title: Data set related to the article titled 'Determination of Root Species Composition in Grass-Legume Mixtures Using Fourier Transform Infrared (FTIR) Spectroscopy

description: This dataset accompanies the article titled 'Determination of Root Species Composition in Grass-Legume Mixtures Using Fourier Transform Infrared (FTIR) Spectroscopy".

Dataset Description

This dataset contains calibration and validation files, structured to support the building of an identification and quantification FTIR model for species-specific root composition in grass-clover mixtures. The data files are organized systematically, with a standardized naming convention and clear metadata to ensure reproducibility and transparency.

File naming conventionThe dataset titles are coded as following: Species_DatasetType_MixtureTypeExample: PR_calib_artmix.csv

Metadata fields



Species: The plant species included in the dataset are coded as:






PR = Perennial ryegrass

RC = Red clover

WC = White clover





Dataset type: Indicates the type of dataset used for modeling and validation:






calib = Calibration dataset

blindval = Blind validation dataset

loo = Leave-one-out validation dataset





Mixture type: Specifies the type of sample composition:






artmix = Artificial mixture

pure = Pure roots





File format: All data are provided as CSV files to ensure compatibility with common statistical and data analysis tools.



Columns: Each dataset contains treatments and variables, including:



Measured contents (%)

Predicted contents (%) – the predicted values were obtained from spectra of the samples using OPUS software (Version 8.7.31, Bruker 2021).




 

 (The file tittled"FTIR_model_building_experiment_metadata" also explains the file naming convention and abbreviations)