cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15889458
title: Estimation and Classification of Coffee Plant Water Potential Using Spectral Reflectance and Machine Learning Techniques

description:  README — Coffee Plant Spectral and Water Potential Dataset

Description

This dataset contains spectral and water potential measurements of coffee plants collected in the municipality of Diamantina, northern Minas Gerais, Brazil, during 2014, 2015, and 2016, capturing seasonal climatic variations.

Two coffee management systems were studied:- **Irrigated:** Plants under artificial irrigation.- **Rainfed (Sequeiro):** Plants relying exclusively on natural precipitation.

The data are organized for **classification** and **regression** tasks.

---

Data Collection

- **Institution:** EPAMIG (*Empresa de Pesquisa Agropecuária de Minas Gerais*).- **Spectral Data:** Collected with **CI-710 Mini Leaf Spectrometer** (400–950 nm).- **Water Potential:** Measured using a **Scholander Pressure Chamber**.

---

Dataset Composition

- **Irrigated Management:**  - Samples: 437- **Rainfed Management:**  - Samples: 445

Each sample includes:- Collection Date- Genotype/Cultivar Number- Repetition Number- Spectral Reflectance (400–950 nm)- Water Potential (Ψ_W)

---

 File Structure

/Data ├── Irrigated │    ├── irrigated_classification.xlsx │    ├── irrigated_regression.xlsx ├── Rainfed │    ├── rainfed_classification.xlsx │    ├── rainfed_regression.xlsx

Notes:- Classification files: contain labels or classes for predictive classification tasks.- Regression files: contain continuous water potential values for regression modeling.- metadata.csv: describes variables and units.

---

 Variable Description

| Variable               | Description                                                 ||------------------------|-------------------------------------------------------------|| Date                   | Date of sample collection (YYYY-MM-DD)                      || Genotype/Cultivar      | Identifier for coffee genotype or cultivar                  || Repetition             | Repetition number for the genotype/cultivar                 || Wavelength_400_to_950  | Spectral reflectance values for each wavelength (400–950 nm)|| Class_Label (if any)   | Class label for classification tasks                        || Water_Potential (Ψ_W)  | Water potential in MPa (for regression)                     |

---
DOI: 10.5281/zenodo.14027487
title: Dataset for "A single-cell map of hypertension"

description: This dataset includes processed snRNA-seq and snMultiome-seq data in rds files, provided to support the manuscript "A single-cell map of hypertension." Users can also access the data through our web portal at https://viz.datascience.arizona.edu/scHTN/.
DOI: 10.5281/zenodo.15695474
title: Dataset for "A single-cell map of hypertension"

description: This dataset includes processed snRNA-seq and snMultiome-seq data in rds files, provided to support the manuscript "A single-cell map of hypertension." Users can also access the data through our web portal at https://viz.datascience.arizona.edu/scHTN/.
DOI: 10.15468/dl.z25f7n
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Labeo lereensis"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014388-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v5q6x7
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crambe arborea"
 ]
}

 The dataset includes 90 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014389-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8d5v6f
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lolium temulentum",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014385-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rq86yb
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lantana camara",
 "Country is Guinea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014386-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r3jsh2
title: Occurrence Download

description: A dataset containing 2801 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prunus padus",
 "Geometry POLYGON((-8.00174339329464 54.1998526673513, 0.202120938926891 54.1998526673513, 0.202120938926891 61.2628565887411, -8.00174339329464 61.2628565887411, -8.00174339329464 54.1998526673513))",
 "CoordinateUncertaintyInMeters is 0,101",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2801 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014387-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t6pmmp
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lolium temulentum",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 29 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014390-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hntjrb
title: Occurrence Download

description: A dataset containing 228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oryza alta)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 228 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014394-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4gases
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Eurycea braggi)"
 ]
}

 The dataset includes 31 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014391-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ebd75t
title: Occurrence Download

description: A dataset containing 2150 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calliandra tergemina"
 ]
}

 The dataset includes 2150 records from 152 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014392-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dhff73
title: Occurrence Download

description: A dataset containing 2228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Deinandra increscens (H.M.Hall ex D.D.Keck) B.G.Baldwin, Eriodictyon capitatum Eastw., Cirsium rhothophilum S.F.Blake, Abronia maritima Nutt. ex S.Watson, Arctostaphylos purissima P.V.Wells)",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON ((-121.3464 33.21473, -118.6325 33.21473, -118.6325 35.79518, -121.3464 35.79518, -121.3464 33.21473))"
 ]
}

 The dataset includes 2228 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008275-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15311394
title: Langenargen Apotheke

description: Historical questionnaire/s  1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963[Funktion: Im Findbuch anzeigen]

Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot  be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht  veröffentlicht werden dürfen).
DOI: 10.5281/zenodo.15311396
title: Langenargen Apotheke

description: Historical questionnaire/s  1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963[Funktion: Im Findbuch anzeigen]

Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot  be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht  veröffentlicht werden dürfen).
DOI: 10.15468/dl.r67wbn
title: Occurrence Download

description: A dataset containing 3254 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Observation, Human Observation, Machine Observation, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Eilema caniola (Hübner, 1808)"
 ]
}

 The dataset includes 3254 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008276-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhzj7a
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mangifera odorata Griff.",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 71 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008278-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9w3cn3
title: Occurrence Download

description: A dataset containing 3473 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Observation, Human Observation, Machine Observation, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Stomoxys calcitrans (Linnaeus, 1758)"
 ]
}

 The dataset includes 3473 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008279-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hms2gt
title: Occurrence Download

description: A dataset containing 564 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Observation, Human Observation, Machine Observation, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Oligia fasciuncula (Haworth, 1809)"
 ]
}

 The dataset includes 564 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008282-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6wm55s
title: Occurrence Download

description: A dataset containing 2336 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dendrosenecio (Hauman ex Hedberg) B.Nord."
 ]
}

 The dataset includes 2336 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008283-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4pmk7d
title: Occurrence Download

description: A dataset containing 690930 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Insecta",
 "Year is 2012",
 "Month is September"
 ]
}

 The dataset includes 690930 records from 1293 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008262-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kk47sw
title: Occurrence Download

description: A dataset containing 1459288 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Insecta",
 "Year is 2012",
 "Month is August"
 ]
}

 The dataset includes 1459288 records from 1523 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008261-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17182/hepdata.140341.v1/t91
title: "Correlations of dfid xsec in mjj bins, v3." of "Measurements of inclusive and differential cross sections for the Higgs boson production and decay to four-leptons in proton-proton collisions at $\sqrt{s}$ = 13 TeV"

description: Correlations of higgs fiducial cross section in bins of mjj in v3.
description: Measurements of the inclusive and differential fiducial cross sections for the Higgs boson production in the $\mathrm{H}\rightarrow{\rm Z}{\rm Z}\rightarrow4\ell$ ($\ell={\rm e},\mu$) decay channel are presented.The results are obtained from the analysis of proton-proton collision data recorded by the CMS experiment at the CERN LHC at a center-of-mass energy of $13~\mathrm{TeV}$, corresponding to an integrated luminosity of $138~\mathrm{fb}^{-1}$.The measured inclusive fiducial cross section is $2.73\pm0.26~\mathrm{fb}$, in agreement with the standard model expectation of $2.86\pm0.15~\mathrm{fb}$.Differential cross sections are measured as a function of several kinematic observables sensitive to the Higgs boson production and decay to four leptons.A set of double-differential measurements is also performed, yielding a comprehensive characterization of the four leptons final state.Constraints on the Higgs boson trilinear coupling and on the bottom and charm quark coupling modifiers are derived from its transverse momentum distribution.All results are consistent with theoretical predictions from the standard model.
DOI: 10.17182/hepdata.140341.v1/t93
title: "Correlations of dfid xsec in costheta1 bins, v3." of "Measurements of inclusive and differential cross sections for the Higgs boson production and decay to four-leptons in proton-proton collisions at $\sqrt{s}$ = 13 TeV"

description: Correlations of higgs fiducial cross section in bins of costheta1 in v3.
description: Measurements of the inclusive and differential fiducial cross sections for the Higgs boson production in the $\mathrm{H}\rightarrow{\rm Z}{\rm Z}\rightarrow4\ell$ ($\ell={\rm e},\mu$) decay channel are presented.The results are obtained from the analysis of proton-proton collision data recorded by the CMS experiment at the CERN LHC at a center-of-mass energy of $13~\mathrm{TeV}$, corresponding to an integrated luminosity of $138~\mathrm{fb}^{-1}$.The measured inclusive fiducial cross section is $2.73\pm0.26~\mathrm{fb}$, in agreement with the standard model expectation of $2.86\pm0.15~\mathrm{fb}$.Differential cross sections are measured as a function of several kinematic observables sensitive to the Higgs boson production and decay to four leptons.A set of double-differential measurements is also performed, yielding a comprehensive characterization of the four leptons final state.Constraints on the Higgs boson trilinear coupling and on the bottom and charm quark coupling modifiers are derived from its transverse momentum distribution.All results are consistent with theoretical predictions from the standard model.
DOI: 10.17182/hepdata.140341.v1/t94
title: "Correlations of dfid xsec in dphijj bins, v3." of "Measurements of inclusive and differential cross sections for the Higgs boson production and decay to four-leptons in proton-proton collisions at $\sqrt{s}$ = 13 TeV"

description: Correlations of higgs fiducial cross section in bins of dphijj in v3.
description: Measurements of the inclusive and differential fiducial cross sections for the Higgs boson production in the $\mathrm{H}\rightarrow{\rm Z}{\rm Z}\rightarrow4\ell$ ($\ell={\rm e},\mu$) decay channel are presented.The results are obtained from the analysis of proton-proton collision data recorded by the CMS experiment at the CERN LHC at a center-of-mass energy of $13~\mathrm{TeV}$, corresponding to an integrated luminosity of $138~\mathrm{fb}^{-1}$.The measured inclusive fiducial cross section is $2.73\pm0.26~\mathrm{fb}$, in agreement with the standard model expectation of $2.86\pm0.15~\mathrm{fb}$.Differential cross sections are measured as a function of several kinematic observables sensitive to the Higgs boson production and decay to four leptons.A set of double-differential measurements is also performed, yielding a comprehensive characterization of the four leptons final state.Constraints on the Higgs boson trilinear coupling and on the bottom and charm quark coupling modifiers are derived from its transverse momentum distribution.All results are consistent with theoretical predictions from the standard model.
DOI: 10.17182/hepdata.140341.v1/t95
title: "Correlations of dfid xsec in massZ1 bins, v4." of "Measurements of inclusive and differential cross sections for the Higgs boson production and decay to four-leptons in proton-proton collisions at $\sqrt{s}$ = 13 TeV"

description: Correlations of higgs fiducial cross section in bins of massZ1 in v4.
description: Measurements of the inclusive and differential fiducial cross sections for the Higgs boson production in the $\mathrm{H}\rightarrow{\rm Z}{\rm Z}\rightarrow4\ell$ ($\ell={\rm e},\mu$) decay channel are presented.The results are obtained from the analysis of proton-proton collision data recorded by the CMS experiment at the CERN LHC at a center-of-mass energy of $13~\mathrm{TeV}$, corresponding to an integrated luminosity of $138~\mathrm{fb}^{-1}$.The measured inclusive fiducial cross section is $2.73\pm0.26~\mathrm{fb}$, in agreement with the standard model expectation of $2.86\pm0.15~\mathrm{fb}$.Differential cross sections are measured as a function of several kinematic observables sensitive to the Higgs boson production and decay to four leptons.A set of double-differential measurements is also performed, yielding a comprehensive characterization of the four leptons final state.Constraints on the Higgs boson trilinear coupling and on the bottom and charm quark coupling modifiers are derived from its transverse momentum distribution.All results are consistent with theoretical predictions from the standard model.
DOI: 10.17182/hepdata.140341.v1/t96
title: "Correlations of dfid xsec in Dint bins, v4." of "Measurements of inclusive and differential cross sections for the Higgs boson production and decay to four-leptons in proton-proton collisions at $\sqrt{s}$ = 13 TeV"

description: Correlations of higgs fiducial cross section in bins of Dint in v4.
description: Measurements of the inclusive and differential fiducial cross sections for the Higgs boson production in the $\mathrm{H}\rightarrow{\rm Z}{\rm Z}\rightarrow4\ell$ ($\ell={\rm e},\mu$) decay channel are presented.The results are obtained from the analysis of proton-proton collision data recorded by the CMS experiment at the CERN LHC at a center-of-mass energy of $13~\mathrm{TeV}$, corresponding to an integrated luminosity of $138~\mathrm{fb}^{-1}$.The measured inclusive fiducial cross section is $2.73\pm0.26~\mathrm{fb}$, in agreement with the standard model expectation of $2.86\pm0.15~\mathrm{fb}$.Differential cross sections are measured as a function of several kinematic observables sensitive to the Higgs boson production and decay to four leptons.A set of double-differential measurements is also performed, yielding a comprehensive characterization of the four leptons final state.Constraints on the Higgs boson trilinear coupling and on the bottom and charm quark coupling modifiers are derived from its transverse momentum distribution.All results are consistent with theoretical predictions from the standard model.
DOI: 10.17182/hepdata.140341.v1/t97
title: "Correlations of dfid xsec in DL1 bins, v4." of "Measurements of inclusive and differential cross sections for the Higgs boson production and decay to four-leptons in proton-proton collisions at $\sqrt{s}$ = 13 TeV"

description: Correlations of higgs fiducial cross section in bins of DL1 in v4.
description: Measurements of the inclusive and differential fiducial cross sections for the Higgs boson production in the $\mathrm{H}\rightarrow{\rm Z}{\rm Z}\rightarrow4\ell$ ($\ell={\rm e},\mu$) decay channel are presented.The results are obtained from the analysis of proton-proton collision data recorded by the CMS experiment at the CERN LHC at a center-of-mass energy of $13~\mathrm{TeV}$, corresponding to an integrated luminosity of $138~\mathrm{fb}^{-1}$.The measured inclusive fiducial cross section is $2.73\pm0.26~\mathrm{fb}$, in agreement with the standard model expectation of $2.86\pm0.15~\mathrm{fb}$.Differential cross sections are measured as a function of several kinematic observables sensitive to the Higgs boson production and decay to four leptons.A set of double-differential measurements is also performed, yielding a comprehensive characterization of the four leptons final state.Constraints on the Higgs boson trilinear coupling and on the bottom and charm quark coupling modifiers are derived from its transverse momentum distribution.All results are consistent with theoretical predictions from the standard model.