cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18148406
title: Above-canopy precipitation measurements at Hartheim Forest Research Site (DE-Har) from 2025-01-01 to 2025-12-31 [L2]

description: Quality controlled and gap-filled continuous precipitation measurements above the forest canopy at Hartheim Forest Research Site (ICOS Associate Ecosystem Site DE-Har, UFR Code: HARTHM, 7.59814ºE, 47.93391ºN, 201 m) measured using a heated ombrometer Model 5.4031 (Adolf Thies GmbH & Co. KG, Göttingen, Germany). The ombrometer is operated on a 18 m tower just above the top of the canopy.



Quality controlled above-canopy precipitation data are available and aggregated at 10min, 30min, hourly, daily, monthly and yearly resolution for the year 2025.

Precipitation sums are provided on hourly, daily, monthly and annual scales.

Number of hours with precipitation >0.1 mm/hr, >1 mm/hr, >2.5 mm/hr, >5 mm/hr, >10 mm/hr, >20 mm/hr, and > 50 mm/hr provided on daily, monthly, and annual scale.

Number of days with precipitation >0.1 mm/day, >1 mm/day, >2.5 mm/day, >5 mm/day, >10 mm/day, >20 mm/day and >50 mm/day provided on monthly, and annual scale.

Precipitation does not distinguish between form (e.g. snow vs. rain)

Detailed information on gap-filled data is provided.

Note: All times are provided in UTC, not local time.


For more details read `HARTHM_2025_Precipitation_MetaData.txt`.
description: COPYRIGHT



Creative Commons Attribution 4.0 International. Copyright Albert-Ludwigs-Universität Freiburg, Professur für Umweltmeteorologie, Werthmannstrasse 10, Freiburg, Germany.


CREATOR

This work was created by the University of Freiburg, Germany.

ATTRIBUTION

The site is operated as part of the Integrated Carbon Observation System (ICOS).

Instruments and sensors in the dataset were operated by the Chair of Environmental Meteorology, University of Freiburg, Germany.

DISCLAIMER

The use of the work is at the user's own risk. The authors and/or the involved institutions, accept no liability for material or non-material damage arising from the use or non-use or from the use of incorrect or incomplete information in this work. The author and/or the involved institutions are not responsible for any use that may be made of the information in this work. The legal provisions remain unaffected.

MATERIAL NOTICE

The notices cover data in databases, text and images contained in the work.

MATERIAL URI

Hartheim Forest Research Site

DE-Har in the ICOS Carbon Portal
DOI: 10.7910/dvn/wc3wnc
title: Prime numbers generated by the polynomial f(n) = n^2 - 79n + 1601 that are simultaneously Sophie Germain primes and emirps (sequence)

description: This dataset is a sequence of prime numbers generated by the polynomial 
f(n) = n^2 - 79n + 1601 that are simultaneously Sophie Germain primes and emirps. I raise the question of whether there are infinitely many such primes.
DOI: 10.15468/dl.xdqtwe
title: Occurrence Download

description: A dataset containing 2038 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hipparchia hermione",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1970",
 "Country is one of (Italy, Switzerland, Germany, Austria, Slovenia, France)"
 ]
}

 The dataset includes 2038 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073689-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/elzfwk
title: Replication of EEG Frequency Tagging DATA

description: Contains all raw data associated with "Replication and Extension of Nozaradan, Peretz, Missal, & Mouraux (2011)", current pre-printed at https://www.biorxiv.org/content/10.1101/2025.03.13.643168v1
DOI: 10.3886/e242441v1
title: College of Nursing Sciences, Waterside, Onitsha, Anambra 2026/2027 Admission Form Is On Sale.Call 07076040542 To Apply and further admission assistance. Call Admin +2347076040542

description: College of Nursing Sciences, Waterside, Onitsha, Anambra 2026/2027 Admission Form Is On Sale.Call 07076040542 To Apply and further admission assistance. Call Admin +2347076040542
DOI: 10.15468/dl.dph89j
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Linum littorale)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 64 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073691-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tvk75y
title: Occurrence Download

description: A dataset containing 99409 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trachemys scripta elegans"
 ]
}

 The dataset includes 99409 records from 475 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073666-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-04.3091173/2557936
title: Data for EMSL Project 60257 from April 2024
DOI: 10.25582/data.2024-04.3091174/2557937
title: Data for EMSL Project 60257 from April 2024
DOI: 10.25582/data.2024-04.3091181/2557938
title: Data for EMSL Project 60257 from April 2024
DOI: 10.25582/data.2024-04.3091195/2557939
title: Data for EMSL Project 60257 from April 2024
DOI: 10.25582/data.2024-04.3091207/2557940
title: Data for EMSL Project 60257 from April 2024
DOI: 10.25582/data.2024-04.3091238/2557941
title: Data for EMSL Project 60257 from April 2024
DOI: 10.25582/data.2024-04.3091254/2557942
title: Data for EMSL Project 60257 from April 2024
DOI: 10.15468/dl.n4jszx
title: Occurrence Download

description: A dataset containing 363380 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-70.61822 -33.60148,-70.10646 -33.60148,-70.10646 -33.20316,-70.61822 -33.20316,-70.61822 -33.60148))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year 2015-2025"
 ]
}

 The dataset includes 363380 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006421-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.am6up7
title: Occurrence Download

description: A dataset containing 23491354 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Mexico",
 "Year 2000-2025"
 ]
}

 The dataset includes 23491354 records from 1821 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006411-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.26537.10084
title: Soil Macroporosity and Pore Connectivity in Pasture: Alpha Parameter Vertical Profiles (Second Campaign, Garanhuns-PE) .xlsx
DOI: 10.15468/dl.bkydk3
title: Occurrence Download

description: A dataset containing 143 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is RUS.11_1",
 "TaxonKey is Bufo bufo"
 ]
}

 The dataset includes 143 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049902-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.22614.77124
title: Generate customized (T,D,t) design storms for any Greek catchment: The Catchment2Storm app
DOI: 10.13140/rg.2.2.15956.31367
title: Production scientifique 2025 Tatiana E. ITINA, DR CNRS, Section 12 du CoNRS
DOI: 10.5281/zenodo.17413626
title: 12_scenario_result_pymedeas2_cat

description: This dataset contains all the results of diferent decarbonization scenarios for Catalonia.
DOI: 10.5281/zenodo.17413625
title: 12_scenario_result_pymedeas2_cat

description: This dataset contains all the results of diferent decarbonization scenarios for Catalonia.
DOI: 10.5281/zenodo.17415626
title: OpenSeed: Towards an Open-Source Seed Image Analysis Ecosystem

description: 1.     Accurate seed identification is crucial for seed quality evaluation, germplasm conservation and related applications. Seed image analysis has developed rapidly in recent decades but remains fragmented and confined to small, closed-source datasets and outdated models.

2.     We created OpenSeed-LZU, a generic, large-scale, open-source dataset consisting of over 300,000 seed images from 656 species, which can be used in many downstream tasks like seed detection or building multimodal seed large language models.

3.     We trained and evaluated 14 advanced deep learning models spanning three computational power levels and achieved species-level identification accuracy of 90.67% (scratch-trained) and 93.05% (pre-trained). We further preliminarily explained the models using Class Activation Maps. The inference throughputs were benchmarked across five hardware devices to guide deployment.

4.     OpenSeed, a user-friendly, cross-platform application that facilitates rapid seed identification for research and education is developed. This study aims to establish an open ecosystem for seed image analysis to accelerate the application of artificial intelligence in seed science.
description: Labels are keeping private during peer-review, will be published until accepted.
DOI: 10.5281/zenodo.17415627
title: OpenSeed: Towards an Open-Source Seed Image Analysis Ecosystem

description: 1.     Accurate seed identification is crucial for seed quality evaluation, germplasm conservation and related applications. Seed image analysis has developed rapidly in recent decades but remains fragmented and confined to small, closed-source datasets and outdated models.

2.     We created OpenSeed-LZU, a generic, large-scale, open-source dataset consisting of over 300,000 seed images from 656 species, which can be used in many downstream tasks like seed detection or building multimodal seed large language models.

3.     We trained and evaluated 14 advanced deep learning models spanning three computational power levels and achieved species-level identification accuracy of 90.67% (scratch-trained) and 93.05% (pre-trained). We further preliminarily explained the models using Class Activation Maps. The inference throughputs were benchmarked across five hardware devices to guide deployment.

4.     OpenSeed, a user-friendly, cross-platform application that facilitates rapid seed identification for research and education is developed. This study aims to establish an open ecosystem for seed image analysis to accelerate the application of artificial intelligence in seed science.
description: Labels are keeping private during peer-review, will be published until accepted.
DOI: 10.13140/rg.2.2.28368.83206
title: Apocalypse as an unveiling_OM.pdf
DOI: 10.13140/rg.2.2.27870.75848
title: BX STEPS Analysis of PERS024-2S4 60-1 30 Real World Data by the Persian Curve (PC) BX STEP 07 PERSIAN QUANTILE COMPLETE
DOI: 10.13140/rg.2.2.17437.42729
title: Semi-Automated 3D Tomographic Image Processing and Porosity Analysis Workflow (v2.0) .ipynb
DOI: 10.13140/rg.2.2.29600.90884
title: Modular Workflow for 3D Tomographic Image Processing and Porosity Analysis (v4.0) .ipynb
DOI: 10.15468/dl.abdhfk
title: Occurrence Download

description: A dataset containing 5586 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Xenopus laevis"
 ]
}

 The dataset includes 5586 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049903-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z58wg9
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "PublishingOrg is one of (b6d09100-919d-4026-b35b-22be3dae7156, b4640710-8e03-11d8-b956-b8a03c50a862, 5a45153b-bdf9-44ae-b7a7-e3261896540b, 2a7e3080-28a9-11dd-97cd-b8a03c50a862, bc709e2f-6eb4-4cbe-a295-e12eed0679f2, f7f9717e-9e50-4a00-a30f-7b134390a566)",
 "TaxonKey is Urbanus viterboana"
 ]
}

 The dataset includes 29 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049907-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.82506/16
title: Zeebrugge stationary Accoustic Doppler Current Profiler (ADCP) measurements
title: Zeebrugge stationaire Accoustic Doppler Current Profiler (ADCP) metingen

description: Stationairy uplooking ADCP measurements east and west of the entrace to the port of Zeebrugge. Data was collected within the framework of the update of the Tidal Stream Atlas Port of Zeebrugge for model validation. The measurements took place during 15 days in the summer of 2023. Data is available in .CSV data format. See also: Plancke, Y; De Maerschalck, B. (2024). Stroomatlas Zeebrugge: Deelrapport 15 - Resultaten stationaire metingen. Versie 3.0. WL Rapporten, 23_063_15. Waterbouwkundig Laboratorium: Antwerpen
DOI: 10.13140/rg.2.2.16972.12161
title: Meteorological variable data Before and After Parallelepiped 377645mE 6266806mS WGS UTM19S 2025
DOI: 10.15468/dl.fw2bpk
title: Occurrence Download

description: A dataset containing 362685 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "OccurrenceStatus is Present",
 "TaxonKey is Rutilus rutilus",
 "Year 2005-2025"
 ]
}

 The dataset includes 362685 records from 304 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049840-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.23633.03682
title: vertical vegetated infrastructure
DOI: 10.13140/rg.2.2.22636.88966
title: 1063-MIS13-14-composite-PSV
DOI: 10.13140/rg.2.2.32703.21927
title: 1062-MIS13-14-composite-PSV
DOI: 10.13140/rg.2.2.33332.36481
title: CC STEPS Analysis of PERS025-3S4 68-1 98 Real World Data by the Persian Curve (PC) CC STEP 07 PERSIAN QUANTILE COMPLETE
DOI: 10.15468/dl.vzdjjq
title: Occurrence Download

description: A dataset containing 421 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "TaxonKey is Micrurus browni"
 ]
}

 The dataset includes 421 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049906-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j7hp3f
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Croizatia brevipetiolata"
 ]
}

 The dataset includes 87 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049908-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.10237.47840
title: Certificate ICT4SD Springer 2025 Application of Laser Engraving and Cutting for Customized University Information Signage Creation
DOI: 10.15468/dl.vtagrt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Animalia)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "Country is Georgia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2010",
 "Modified is greater than or equal to 2025-10-22"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049911-251009101135966/datasets/export for details.
DOI: 10.13140/rg.2.2.15414.82245/1
title: BremsLib v2.0
DOI: 10.13140/rg.2.2.36045.55521
title: Preparation Characterization of TiO2
DOI: 10.5281/zenodo.17415932
title: High-precision digital lunar particle modeling based on Chang'E 5 samples

description: There is a high-precision digital lunar soil model library, systematically collecting five key types of data:(1)optical micrographs of lunar soil particles; (2)high-resolution X-CT source files; (3)STL mesh models of the particles and respective components; (4)multi-sphere discrete element models based on EDEM software; (5)finite element models with component calibration.
DOI: 10.5281/zenodo.15550952
title: High-precision digital lunar particle modeling based on Chang'E 5 samples

description: There is a high-precision digital lunar soil model library, systematically collecting five key types of data:(1)optical micrographs of lunar soil particles; (2)high-resolution X-CT source files; (3)STL mesh models of the particles and respective components; (4)multi-sphere discrete element models based on EDEM software; (5)finite element models with component calibration.
DOI: 10.15468/dl.2rbzq5
title: Occurrence Download

description: A dataset containing 2550 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Royal Botanic Gardens, Kew - Herbarium Specimens",
 "TaxonKey is Cyrtandra"
 ]
}

 The dataset includes 2550 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049913-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.28489.25440
title: Keçeci quantum dynamics
DOI: 10.13140/rg.2.2.28109.14560
title: results
DOI: 10.13140/rg.2.2.32618.02248
title: Dataset: Categorizing the students’ activities for automated exam proctoring using proposed deep L2-GraftNet CNN network and ASO based feature selection approach
DOI: 10.13140/rg.2.2.11882.43207
title: Chaperone Therapy: A Molecular Approach to Protein Misfolding Disorders. Chaperone Therapy in Alzheimer's Disease
DOI: 10.13140/rg.2.2.20752.72966
title: Protocolo de Descontaminación de Instrumentos Contaminados con Priones
DOI: 10.13140/rg.2.2.26624.75527
title: CK STEPS Analysis of PERS027-2S4 82-1 40 Real World Data by the Persian Curve (PC) CK STEP 07 PERSIAN QUANTILE COMPLETE
DOI: 10.13140/rg.2.2.21696.44806
title: arthropod trap
DOI: 10.15468/dl.uc6h76
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "PublishingOrg is one of (2a7e3080-28a9-11dd-97cd-b8a03c50a862, 0e2f2e28-7790-4c82-b8fb-6ef7b4c764e2)",
 "TaxonKey is Telegonus fulgerator"
 ]
}

 The dataset includes 22 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049915-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.30923.91685
title: Carbon fiber applications in aerospace components
DOI: 10.15468/dl.7qexqx
title: Occurrence Download

description: A dataset listing the 8 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psilocybe semilanceata"
 ]
}

 The dataset's 8 records were derived from 244 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049873-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.32981.74723
title: CM STEPS Analysis of PERS027-4S4 84-1 24 Real World Data by the Persian Curve (PC) CM STEP 07 PERSIAN QUANTILE COMPLETE
DOI: 10.15468/dl.3bqz4b
title: Occurrence Download

description: A dataset containing 3676 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ternstroemia",
 "MediaType is not null",
 "Country is one of (Australia, Brunei Darussalam, Cambodia, Philippines, Fiji, Indonesia, Christmas Island, Cocos (Keeling) Islands, Heard Island and McDonald Islands, Solomon Islands, Lao People’s Democratic Republic, Malaysia, Myanmar, Singapore, New Caledonia, Papua New Guinea, Thailand, Timor-Leste, Viet Nam)"
 ]
}

 The dataset includes 3676 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049918-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30384367
title: Fig. 1, Fig. 2 and Fig. 3 Source data

description: Source data for the study Derlin-like proteins are essential for the function of <i>Euglena gracilis</i> chloroplasts.
DOI: 10.6084/m9.figshare.30384367.v1
title: Fig. 1, Fig. 2 and Fig. 3 Source data

description: Source data for the study Derlin-like proteins are essential for the function of <i>Euglena gracilis</i> chloroplasts.
DOI: 10.13140/rg.2.2.26474.02245
title: Suppl. Standardized method for nasal bone assessment by ultrasonography in the first trimester
DOI: 10.13140/rg.2.2.10037.59362
title: Polycentric governance for sustainable development -the Urban Water Score Board of the EU Commission
DOI: 10.17605/osf.io/7fmr3
title: Open Data: Effectiveness of the researcher-led “Peerspectives” peer review training course on review quality, knowledge, and skills among doctoral students in the biomedical sciences: a pre-post study
DOI: 10.15468/dl.47w3w5
title: Occurrence Download

description: A dataset containing 2605 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "GadmGid is one of (USA.6_1, USA.45_1, USA.3_1, USA.51_1, USA.32_1)",
 "TaxonKey is Castor canadensis"
 ]
}

 The dataset includes 2605 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049919-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.19789.35040/1
title: Supplementary document – additional figures for the Article – Measurement Errors and Challenges in Sheet Metal Components When Using Digital Image Correlation (DIC) Systems
DOI: 10.15468/dl.6u985r
title: Occurrence Download

description: A dataset containing 40736 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "OccurrenceStatus is Present",
 "TaxonKey is Chondrostoma nasus",
 "Year 2005-2025"
 ]
}

 The dataset includes 40736 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049917-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.