cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17054266
title: Global Change Experimental Facility (GCEF) ecohydrological measurements 2021-2024

description: The dataset contains ecohydrological measurements collected on a subset of the plots of the Global Change Experimental Facility (GCEF) in Bad Lauchstädt (Central Germany, see Schädler et al. (2019) for more information on the design) from May 2021 to October 2024 at grassland plots with three different management types. Data retrieval, processing and contents are described in a manuscript submitted to Scientific Data (in review). Scripts for data processing can be found in https://doi.org/10.5281/zenodo.17044473. Estimation of root water uptake was done with the scripts in https://doi.org/10.5281/zenodo.17093256.

Setup

PlotIDs are structered as follows: B(=Block) + Block number (1-8) + P(=Plot) + Plot number (1-5) + management (E=extensive meadow, G=extensive pasture, I=intensive meadow) + climate treatment (C=control, F=future). For example, Plot 1 in Block 2 is an intensive meadow with a future climate treatment, hence the plot ID is B2P1IF.

Only a subset of 18 plots was instrumented: In each climate treatment (n=2), we selected n=3 replicate plots per grassland type (n=3). The following plots were measured: B1P1EC, B1P3GC, B3P3IC, B3P4EC, B5P2IC, B5P4GC, B8P1IC, B8P2GC, B8P3EC, B2P1IF, B2P2GF, B4P3IF, B4P4EF, B6P1GF, B6P3EF, B7P2EF, B7P3GF, B7P4IF

Each selected grassland plot has two soil moisture sensor profiles, A and B, with installation depths 10, 20, 30, 50, 70 and 90 cm. Root water uptake depth (RWU95) is set to the depth where 95% of total root water uptake per day is reached.

Files included in this dataset 



Meteorological measurements in the observation period (one location for each block, all locations in the same file): 250812_GCEF_Temperature_daily.csv, 241218_GCEF_Precipitation_15min.csv, (also merged in GCEF_Meteorology.zip)

Soil hydrological characteristics (bulk density, field capacity, permanent wilting point, plant available water) for the subset of grassland plots (all plots in the same file): 241015_GCEF_SoilData.csv

Aboveground measurements of the vegetation properties (leaf area index, grass height, vegetation cover, proportion of dead biomass) for the subset of grassland plots (all plots in the same file): 250801_GCEF_Vegetation_biweekly.csv

Soil temperature and moisture (raw and corrected) time series data (10 min intervals) for the subset of grassland plots in one file per plot with the following nomenclature: 250128_GCEF_PlotID_SoilMoisture_10min.csv (also merged in GCEF_SoilMoisture.zip)

Root water uptake per depth and root water uptake depth time series data (daily intervals) for the subset of grassland plots in one file per plot with the following nomenclature: 250128_GCEF_PlotID_RWU_daily.csv (also merged in GCEF_RootWaterUptake.zip)
DOI: 10.5281/zenodo.17054265
title: Global Change Experimental Facility (GCEF) ecohydrological measurements 2021-2024

description: The dataset contains ecohydrological measurements collected on a subset of the plots of the Global Change Experimental Facility (GCEF) in Bad Lauchstädt (Central Germany, see Schädler et al. (2019) for more information on the design) from May 2021 to October 2024 at grassland plots with three different management types. Data retrieval, processing and contents are described in a manuscript submitted to Scientific Data (in review). Scripts for data processing can be found in https://doi.org/10.5281/zenodo.17044473. Estimation of root water uptake was done with the scripts in https://doi.org/10.5281/zenodo.17093256.

Setup

PlotIDs are structered as follows: B(=Block) + Block number (1-8) + P(=Plot) + Plot number (1-5) + management (E=extensive meadow, G=extensive pasture, I=intensive meadow) + climate treatment (C=control, F=future). For example, Plot 1 in Block 2 is an intensive meadow with a future climate treatment, hence the plot ID is B2P1IF.

Only a subset of 18 plots was instrumented: In each climate treatment (n=2), we selected n=3 replicate plots per grassland type (n=3). The following plots were measured: B1P1EC, B1P3GC, B3P3IC, B3P4EC, B5P2IC, B5P4GC, B8P1IC, B8P2GC, B8P3EC, B2P1IF, B2P2GF, B4P3IF, B4P4EF, B6P1GF, B6P3EF, B7P2EF, B7P3GF, B7P4IF

Each selected grassland plot has two soil moisture sensor profiles, A and B, with installation depths 10, 20, 30, 50, 70 and 90 cm. Root water uptake depth (RWU95) is set to the depth where 95% of total root water uptake per day is reached.

Files included in this dataset 



Meteorological measurements in the observation period (one location for each block, all locations in the same file): 250812_GCEF_Temperature_daily.csv, 241218_GCEF_Precipitation_15min.csv, (also merged in GCEF_Meteorology.zip)

Soil hydrological characteristics (bulk density, field capacity, permanent wilting point, plant available water) for the subset of grassland plots (all plots in the same file): 241015_GCEF_SoilData.csv

Aboveground measurements of the vegetation properties (leaf area index, grass height, vegetation cover, proportion of dead biomass) for the subset of grassland plots (all plots in the same file): 250801_GCEF_Vegetation_biweekly.csv

Soil temperature and moisture (raw and corrected) time series data (10 min intervals) for the subset of grassland plots in one file per plot with the following nomenclature: 250128_GCEF_PlotID_SoilMoisture_10min.csv (also merged in GCEF_SoilMoisture.zip)

Root water uptake per depth and root water uptake depth time series data (daily intervals) for the subset of grassland plots in one file per plot with the following nomenclature: 250128_GCEF_PlotID_RWU_daily.csv (also merged in GCEF_RootWaterUptake.zip)
DOI: 10.15468/dl.rk5mu9
title: Occurrence Download

description: A dataset containing 404 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (April, May, June, July, August)",
 "OccurrenceStatus is Present",
 "TaxonKey is Attagis malouinus",
 "Year 1970-2025"
 ]
}

 The dataset includes 404 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033067-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6r35pd
title: Occurrence Download

description: A dataset containing 3464 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is International Barcode of Life project (iBOL)",
 "Country is Belgium"
 ]
}

 The dataset includes 3464 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033068-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15915149
title: Hyperspectral and Fluorescence Imaging Dataset of Solanum lycopersicum L. (cv. Moneymaker) Canopies Under drought

description: Dataset context

This dataset contains the raw data from García-Martínez et al. (2025), published in Scientific Reports (DOI: 10.1038/s41598-025-01940-0), where the experimental design and full results are described in detail. The study investigated how plants modulate energy dissipation mechanisms under combined light and drought stress using canopy-scale imaging spectroscopy.

Experimental design and measurements

The experiment focused on studying forty tomato plants, with 20 assigned to a control group (Tray_01 and Tray_02) and 20 subjected to a water deficit treatment (Tray_03 and Tray_04) across 15 days.  Plants were grown in controlled growth chamber and sequentially exposed to increasing light levels (PAR 300, 500, 700, 1100, 1300, 1500 µmol m⁻² s⁻¹). The drought treatment lasted from day 0 to day 7, followed by a recovery period from day 8 to day 15. At each light acclimation stage, top-of-canopy measurements were obtained.  At dark and at each light acclimation stage,  measurements were automatically acquired after 20 minutes of adaptation across the entire transect using hyperspectral VNIR and PAM fluorescence imaging. This dataset includes measurements for:





Hyperspectral reflectance spectra.




Fluorescence parameters (Fluorescence minima, Fo and Fo’;  Fluorescence maxima, Fm and Fm’;  Fluorescence variable, Fv; Quantum Yield,QY).



Each file is organized with individual measurements as rows and variables as columns. The columns include: Measuring Date (date of acquisition), Measuring Time (hour of acquisition), Round Order (sequential number identifying each measurement by instrument and light condition per day), Tray ID (tray number), Plant ID and Position (location of the measured pot within the tray), and Size (number of pixels within the plant mask).

Data processing

Further details on the data processing workflow, including the analysis code, are available from the corresponding author upon request (contact: clara.garcia-martinez@uv.es).
DOI: 10.5281/zenodo.15915150
title: Hyperspectral and Fluorescence Imaging Dataset of Solanum lycopersicum L. (cv. Moneymaker) Canopies Under drought

description: Dataset context

This dataset contains the raw data from García-Martínez et al. (2025), published in Scientific Reports (DOI: 10.1038/s41598-025-01940-0), where the experimental design and full results are described in detail. The study investigated how plants modulate energy dissipation mechanisms under combined light and drought stress using canopy-scale imaging spectroscopy.

Experimental design and measurements

The experiment focused on studying forty tomato plants, with 20 assigned to a control group (Tray_01 and Tray_02) and 20 subjected to a water deficit treatment (Tray_03 and Tray_04) across 15 days.  Plants were grown in controlled growth chamber and sequentially exposed to increasing light levels (PAR 300, 500, 700, 1100, 1300, 1500 µmol m⁻² s⁻¹). The drought treatment lasted from day 0 to day 7, followed by a recovery period from day 8 to day 15. At each light acclimation stage, top-of-canopy measurements were obtained.  At dark and at each light acclimation stage,  measurements were automatically acquired after 20 minutes of adaptation across the entire transect using hyperspectral VNIR and PAM fluorescence imaging. This dataset includes measurements for:





Hyperspectral reflectance spectra.




Fluorescence parameters (Fluorescence minima, Fo and Fo’;  Fluorescence maxima, Fm and Fm’;  Fluorescence variable, Fv; Quantum Yield,QY).



Each file is organized with individual measurements as rows and variables as columns. The columns include: Measuring Date (date of acquisition), Measuring Time (hour of acquisition), Round Order (sequential number identifying each measurement by instrument and light condition per day), Tray ID (tray number), Plant ID and Position (location of the measured pot within the tray), and Size (number of pixels within the plant mask).

Data processing

Further details on the data processing workflow, including the analysis code, are available from the corresponding author upon request (contact: clara.garcia-martinez@uv.es).
DOI: 10.15468/dl.mwq4sb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galloperdix lunulata",
 "Country is one of (Brunei Darussalam, Indonesia, Philippines, Timor-Leste, Singapore)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033070-250920141307145/datasets/export for details.
DOI: 10.5281/zenodo.17144887
title: Dataset of Real-Time Bluetooth Low Energy (BLE) Data

description: The dataset collects MQTT BLE (Bluetooth Low Energy) real traffic, from 43 beacons and 16 gateways for one week. RSSI measurements collected are around 350 millions and may been used to train Machine Learning based Localization algorithms.

The dataset is part of the "Res levis" project, funded by the Italian PNRR RESTART program - Spoke 2 "Integration of networks and services" - Polytechnic University of Bari.Further information in the readme.txt.
DOI: 10.5281/zenodo.17144888
title: Dataset of Real-Time Bluetooth Low Energy (BLE) Data

description: The dataset collects MQTT BLE (Bluetooth Low Energy) real traffic, from 43 beacons and 16 gateways for one week. RSSI measurements collected are around 350 millions and may been used to train Machine Learning based Localization algorithms.

The dataset is part of the "Res levis" project, funded by the Italian PNRR RESTART program - Spoke 2 "Integration of networks and services" - Polytechnic University of Bari.Further information in the readme.txt.
DOI: 10.7910/dvn/8yyumz
title: Federal University of Health Sciences Azare, 2025/2026 Admission List (1st & 2nd) is Out☎07081101151)(07081101151 DR Lilian Ojukwu for Admission Help into Third and Final Batch Call Registrar :07081101151 To check your admission status on the Admission List, Processing Of Admission Into Any Department And Purchasing Of 2025/2026 Last Supplementary Form For New Student Into Any Program, call the School's Admissions Office now on 07081101151.

description: Federal University of Health Sciences Azare, 2025/2026 Admission List (1st & 2nd) is Out☎07081101151)(07081101151 DR Lilian Ojukwu for Admission Help into Third and Final Batch Call Registrar :07081101151 To check your admission status on the Admission List, Processing Of Admission Into Any Department And Purchasing Of 2025/2026 Last Supplementary Form For New Student Into Any Program, call the School's Admissions Office now on 07081101151.
description: Federal University of Health Sciences Azare, 2025/2026 Admission List (1st & 2nd) is Out☎07081101151)(07081101151 DR Lilian Ojukwu for Admission Help into Third and Final Batch Call Registrar :07081101151 To check your admission status on the Admission List, Processing Of Admission Into Any Department And Purchasing Of 2025/2026 Last Supplementary Form For New Student Into Any Program, call the School's Admissions Office now on 07081101151.
DOI: 10.15468/dl.ju6sfn
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Macropodus opercularis",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033071-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5wzauh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galloperdix bicalcarata",
 "Country is one of (Brunei Darussalam, Indonesia, Philippines, Timor-Leste, Singapore)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033072-250920141307145/datasets/export for details.
DOI: 10.15468/dl.zha7xg
title: Occurrence Download

description: A dataset containing 177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eremophilus mutisii",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 177 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033073-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/uhtquh
title: Replication Data for POLAR

description: This dataset originates from the survey conducted within the project POLAR (Back to the future? Populism and the Legacies of Authoritarian Regimes), financed by the Portuguese Foundation for Science and Technology (FCT) with the grant 2022.03115.PTDC, and realized at the Institute of Social Sciences of the University of Lisbon (ICS-UL) between March 2023 and March 2025.
DOI: 10.15468/dl.ed23y6
title: Occurrence Download

description: A dataset containing 195791 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acer negundo)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 195791 records from 1414 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033050-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.31474.22724
title: O Take-Off para o Desenvolvimento da Província do Niassa, Moçambique
DOI: 10.13140/rg.2.2.12075.57126
title: Pair-rule Genes for Drosophila Embryo Development
DOI: 10.13140/rg.2.2.31788.80001
title: Supporting information of Investigation on composition-dependent properties of Mg5xAl23−5xO27+5xN5−5x. Part II.docx
DOI: 10.13140/rg.2.2.33820.41609
title: Mathematica Codes for "Principles of Cosmology by Yungui Gong"
DOI: 10.13140/rg.2.2.23072.51204
title: OPERATION VIJAY-MARCH 1948
DOI: 10.13140/rg.2.2.19926.78400
title: Process Initial Public Offering on Go Public
DOI: 10.13140/rg.2.2.26952.24321
title: Video Title: Implementation of Hudud (Shari'ah Criminal Law)
DOI: 10.15468/dl.p7qus9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fungi)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-7.5 -82.5,0 -82.5,0 -75,-7.5 -75,-7.5 -82.5))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042428-251009101135966/datasets/export for details.
DOI: 10.13140/rg.2.2.32955.34087
title: Ejemplo4
DOI: 10.15468/dl.3v29kg
title: Occurrence Download

description: A dataset containing 740 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Ceyx argentatus Tweeddale, 1877"
 ]
}

 The dataset includes 740 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039442-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gvrujn
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Bolitoglossa taylori Wake, Brame & Myers, 1970"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048828-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sjwkj9
title: Occurrence Download

description: A dataset containing 938 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Zealand",
 "TaxonKey is Ulex europaeus L."
 ]
}

 The dataset includes 938 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009782-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wq8a2r
title: Occurrence Download

description: A dataset containing 8146 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Fulvetta vinipectus (Hodgson, 1837)"
 ]
}

 The dataset includes 8146 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039449-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2dtc7m
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cousinia irritans Rech.fil."
 ]
}

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012265-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8pp9wk
title: Occurrence Download

description: A dataset containing 1093 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1950-2018",
 "HasCoordinate is true",
 "TaxonKey is Peltophryne Fitzinger, 1843",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1093 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009782-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.emwnhk
title: Occurrence Download

description: A dataset containing 196 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Geokichla crossleyi (Sharpe, 1871)"
 ]
}

 The dataset includes 196 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039459-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twgenk
title: Occurrence Download

description: A dataset containing 273 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Lophura erythrophthalma (Raffles, 1822)"
 ]
}

 The dataset includes 273 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054449-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n4zm2c
title: Occurrence Download

description: A dataset containing 5209 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Cryptillas victorini (Sundevall, 1860)"
 ]
}

 The dataset includes 5209 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039490-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yg3x7f
title: Occurrence Download

description: A dataset containing 1105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Ziziphus lotus (L.) Lam.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1105 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007051-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.