cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.qa3sga
title: Occurrence Download

description: A dataset containing 444 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Psittacula caniceps",
 "Year 1970-2025"
 ]
}

 The dataset includes 444 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059026-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d5n23c
title: Occurrence Download

description: A dataset containing 1572 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Notoceras bicorne",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1572 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059027-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/jsze1l
title: PAN-00175599 - pinch lead

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00175599&lt;/p&gt;
description: Modified: 2025-10-29T09:10:51+01:00
DOI: 10.15468/dl.6yz6rx
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Spondylus violacescens, Spondylus tenebrosus)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059028-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8pbumv
title: Occurrence Download

description: A dataset containing 96690 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eschscholzia californica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 96690 records from 619 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058995-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/o80qld
title: PAN-00053078 - smelt waste

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00053078&lt;/p&gt;
description: Modified: 2025-07-11T09:51:58+02:00
DOI: 10.15468/dl.9uk7rm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Apolymetis meyeri, Tellina meyeri, Tellina myeri)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059029-251120083545085/datasets/export for details.
DOI: 10.15468/dl.nvvgge
title: Occurrence Download

description: A dataset containing 887 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eucalyptus angulosa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 887 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059031-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17980125
title: STANOVENIE ŽIVÝCH A MŔTVYCH BUNIEK V POPULÁCIÍ PERZISTEROV V BIOFILME STAPHYLOCOCCUS AUREUS PRIETOKOVOU CYTOMETRIOU: OPTIMALIZÁCIA PROTOKOLU FARBENIA ŽIVÝCH A MŔTVYCH BUNIEK
DOI: 10.5281/zenodo.17980126
title: STANOVENIE ŽIVÝCH A MŔTVYCH BUNIEK V POPULÁCIÍ PERZISTEROV V BIOFILME STAPHYLOCOCCUS AUREUS PRIETOKOVOU CYTOMETRIOU: OPTIMALIZÁCIA PROTOKOLU FARBENIA ŽIVÝCH A MŔTVYCH BUNIEK
DOI: 10.15472/oblqa3
title: Microorganismos en cultivos de mango (Mangifera indica) intercalados con hortalizas, en el departamento del Magdalena, Colombia.

description: La Universidad del Magdalena en alianza con Minciencias, desarrolló el proyecto "Impacto de cultivos intercalados sobre la dinámica sanitaria y la sostenibilidad productiva y ambiental de mango (Mangifera indica) cultivar Azúcar, en el departamento del Magdalena, Colombia". En el proyecto se establecieron 3 fincas distribuidas cada una en tres modelos productivos de hortalizas intercaladas con una aromática y el cultivo principal (Mango) en las cuales se realizaron muestreos de los microorganismos asociados a los modelos.El presente conjunto de datos corresponde a 670 registros biológicos correspondientes a microorganismos recolectados entre abril de 2023 y septiembre de 2025 en parcelas en jurisdicción de los municipio de Santa Marta, centro poblado Tigrera del departamento del Magdalena.
DOI: 10.17026/ar/s9gac6
title: PAN-00023867 - smelt waste or lump of gold or silver

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00023867&lt;/p&gt;
description: Modified: 2025-07-24T16:23:23+02:00
DOI: 10.15468/dl.fpu95c
title: Occurrence Download

description: A dataset containing 1109 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Acer saccharum"
 ]
 },
 "HasCoordinate is TRUE",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2024",
 "DecimalLatitude is greater than or equal to 39.7198",
 "DecimalLatitude is less than or equal to 42.26939",
 "DecimalLongitude is greater than or equal to -80.5195",
 "DecimalLongitude is less than or equal to -74.6895",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1109 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059032-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17980205
title: Mutual neutralisation of CO+ with O-

description: The data files found here contain the data as obtained and displayed in the manuscript "Disentangling dissociative and non-dissociative reaction dynamics in molecular mutual neutralisation reactions between CO+ and O−.".
DOI: 10.5281/zenodo.17980206
title: Mutual neutralisation of CO+ with O-

description: The data files found here contain the data as obtained and displayed in the manuscript "Disentangling dissociative and non-dissociative reaction dynamics in molecular mutual neutralisation reactions between CO+ and O−.".
DOI: 10.15468/dl.vbwukg
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Passiflora cincinnata"
 ]
}

 The dataset includes 60 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059033-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v5j6zf
title: Occurrence Download

description: A dataset containing 691 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Benin",
 "TaxonKey is Schistosoma mansoni"
 ]
}

 The dataset includes 691 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059037-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tj37dm
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Austromacoma nymphalis, Macoma innominata, Macoma nymphalis, Tellina cuneata, Tellina innominata, Tellina nymphalis, Tellina tricostata, Tellina vesicaria)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 23 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059035-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.863eua
title: Occurrence Download

description: A dataset containing 218 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eucalyptus annulata",
 "HasCoordinate is true"
 ]
}

 The dataset includes 218 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059036-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15659521
title: Dataset for the paper: Valorization and Biomass Yield Potential of CCN-51 Cacao Husk in Production Plots in Naranjal Canton, Ecuador

description: Primary data to support the manuscript "Valorization and Biomass Yield Potential of CCN-51 Cacao Husk in Production Plots in Naranjal Canton, Ecuador"

by authors Dennis Mendoza-Cabrera, Byron R. Romero-Romero, Mauro A. Homem Antunes and Simón Pérez-Martínez
DOI: 10.5281/zenodo.15659522
title: Dataset for the paper: Valorization and Biomass Yield Potential of CCN-51 Cacao Husk in Production Plots in Naranjal Canton, Ecuador

description: Primary data to support the manuscript "Valorization and Biomass Yield Potential of CCN-51 Cacao Husk in Production Plots in Naranjal Canton, Ecuador"

by authors Dennis Mendoza-Cabrera, Byron R. Romero-Romero, Mauro A. Homem Antunes and Simón Pérez-Martínez
DOI: 10.15468/dl.b94j9r
title: Occurrence Download

description: A dataset containing 1240 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "TaxonKey is Amaranthus powellii"
 ]
}

 The dataset includes 1240 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059034-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/xre-7k5-ps4
title: Lycopodium clavatum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17026/ar/nml2lq
title: PAN-00068244 - Early Medieval openwork mount (belt/buckle)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00068244&lt;/p&gt;
description: Modified: 2025-10-31T09:55:20+01:00
DOI: 10.15468/dl.p7853u
title: Occurrence Download

description: A dataset containing 14439 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Cyprinella spiloptera"
 ]
}

 The dataset includes 14439 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059042-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xkybcb
title: Occurrence Download

description: A dataset containing 19929 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Global compendium of Aedes aegypti occurrence"
 ]
}

 The dataset includes 19929 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059039-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yr3f4m
title: Occurrence Download

description: A dataset containing 575 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bosemprella incarnata, Angulus incarnatus, Angulus squalidus, Tellina daniliana, Tellina depressa, Tellina incarnata, Tellina incarnata major, Tellina incarnata pallida, Tellina incarnata panormitana, Tellina incarnata stazina, Tellina plana, Tellina rubrohyalina, Tellina squalida)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 575 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059041-251120083545085/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.29183435
title: Data for comparison of scandium-based post-plasma chemical ionization approaches for elemental fluorine detection by nitrogen MICAP

description: This data set provides the raw data used in the manuscript "Comparison of scandium-based post-plasma chemical ionization approaches for elemental fluorine detection by nitrogen MICAP". The data are organized in folders corresponding to each Figure in the manuscript. A master metadata file in .docx format includes the description for all files.
DOI: 10.6084/m9.figshare.29183435.v1
title: Data for comparison of scandium-based post-plasma chemical ionization approaches for elemental fluorine detection by nitrogen MICAP

description: This data set provides the raw data used in the manuscript "Comparison of scandium-based post-plasma chemical ionization approaches for elemental fluorine detection by nitrogen MICAP". The data are organized in folders corresponding to each Figure in the manuscript. A master metadata file in .docx format includes the description for all files.
DOI: 10.3535/4va-7ee-cm3
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/eha-9x6-z6v
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/amt-fqm-2qc
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4h4-hvm-m9s
title: Equisetum pratense Ehrh.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/231-c1z-rd7
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jc3-4wm-tzb
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/pbn-cwf-hmb
title: Equisetum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/kgb-whr-95r
title: Equisetum palustre L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.v2fyg5
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iberolacerta aranica",
 "Year 1971-2010"
 ]
}

 The dataset includes 78 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059044-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ue8c88
title: Occurrence Download

description: A dataset containing 9941 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pleurozium schreberi"
 ]
}

 The dataset includes 9941 records from 173 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059040-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/sit4ow
title: PAN-00008507 - applique of antropomorphic figure (other)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00008507&lt;/p&gt;
description: Modified: 2025-08-12T15:28:57+02:00
DOI: 10.15468/dl.b6pcbz
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyclotellina remies, Tellina convexa, Tellina jousseaumei, Tellina lenticularis, Tellina remies, Tellina sulcata)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059045-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/nhw-39p-qdc
title: Equisetum pratense Ehrh.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/y6a-njp-nby
title: Lycopodium clavatum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/g66-mx1-0ak
title: Spinulum annotinum subsp. annotinum

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/wfj-w2v-yq7
title: Spinulum annotinum subsp. annotinum

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rff-awr-r64
title: Spinulum annotinum subsp. annotinum

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/8c9-mfh-zx9
title: Lycopodium clavatum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/277-8qy-470
title: Spinulum annotinum subsp. annotinum

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/vfq-aff-l7x
title: Lycopodium clavatum L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/7f7-mes-7j7
title: Equisetum pratense Ehrh.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/7yq-g6a-gzd
title: Quercus robur L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/h8f-kgc-mfp
title: Equisetum pratense Ehrh.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ta5-k1m-kdd
title: Equisetum pratense Ehrh.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.8w63gx
title: Occurrence Download

description: A dataset containing 506 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is BRA.24_1",
 "TaxonKey is Crypturellus noctivagus"
 ]
}

 The dataset includes 506 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059046-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14901857
title: Replication Package for: Automatic Parameter Optimization for Stream Processing Systems

description: This replication package contains the data and scripts to replicate the results of the master thesis  "Automatic Parameter Optimization for Stream Processing Systems". All listed results were obtained by executed the configurations on 3x CloudLab m510 instances.

Dataset Description

The results of the parOpt executions are located at the root directory, grouped by their phases. In same cases the phases were executed over multiple reprovisions, which is reflected in the folder structure (part1, part2).In addition the rerun_best_hc contains the repetition of the best performing HC iterations, and sa_latency_results the results for the top 50% of SA iterations with a 80% load of the achieved throughput for latency measurements.

The files are named following way: exp0_{LOAD}_{INSTANCES}_generic_throughput_{IDX}.csv

where:



{LOAD} is the number generated per second

{INSTANCES} is the number of used instances (3 in all cases)

{IDX} is the number of the repetition of an execution (1-5).


Each of these CVS files contains the throughput measurements of the benchmark executions, every 5 seconds. The important columns are:



timestamp in epoch seconds,

value the measured throughput in records per second as obtained with the ad-hoc throughput metric of ShuffleBench.


Each folder also contains a execution folder, which contains the configuration yaml files. These can be used to replicate the the experiments.

Analysis

To repeat our data analysis, you can use the evaluator.py following these steps:



Install python 3.10

Install the required Python packages:pip install pandas json os re

Run the file python3 evaluator.py


The evaluator prints the execution name, parameters and the mean + standard deviation columns for a given results folder. It can be configured to also write the result to a file.
DOI: 10.5281/zenodo.14901858
title: Replication Package for: Automatic Parameter Optimization for Stream Processing Systems

description: This replication package contains the data and scripts to replicate the results of the master thesis  "Automatic Parameter Optimization for Stream Processing Systems". All listed results were obtained by executed the configurations on 3x CloudLab m510 instances.

Dataset Description

The results of the parOpt executions are located at the root directory, grouped by their phases. In same cases the phases were executed over multiple reprovisions, which is reflected in the folder structure (part1, part2).In addition the rerun_best_hc contains the repetition of the best performing HC iterations, and sa_latency_results the results for the top 50% of SA iterations with a 80% load of the achieved throughput for latency measurements.

The files are named following way: exp0_{LOAD}_{INSTANCES}_generic_throughput_{IDX}.csv

where:



{LOAD} is the number generated per second

{INSTANCES} is the number of used instances (3 in all cases)

{IDX} is the number of the repetition of an execution (1-5).


Each of these CVS files contains the throughput measurements of the benchmark executions, every 5 seconds. The important columns are:



timestamp in epoch seconds,

value the measured throughput in records per second as obtained with the ad-hoc throughput metric of ShuffleBench.


Each folder also contains a execution folder, which contains the configuration yaml files. These can be used to replicate the the experiments.

Analysis

To repeat our data analysis, you can use the evaluator.py following these steps:



Install python 3.10

Install the required Python packages:pip install pandas json os re

Run the file python3 evaluator.py


The evaluator prints the execution name, parameters and the mean + standard deviation columns for a given results folder. It can be configured to also write the result to a file.
DOI: 10.17026/ar/vr5vt8
title: PAN-00150542 - terra sigillata plate type Drag. 18/31 and 31

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00150542&lt;/p&gt;
description: Modified: 2025-06-12T11:43:18+02:00