cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.yy2etp
title: Occurrence Download

description: A dataset containing 6140 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hylotrupes bajulus (Linnaeus, 1758)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 6140 records from 257 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030136-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tddh6p
title: Occurrence Download

description: A dataset containing 6865 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Trichomyrmex destructor (Jerdon, 1851)"
 ]
}

 The dataset includes 6865 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030137-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zq4y7p
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bupleurum yinchowense R.H.Shan & Y.Li"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030135-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ckrgt8
title: Occurrence Download

description: A dataset containing 3287 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Butea monosperma (Lam.) Kuntze"
 ]
}

 The dataset includes 3287 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030138-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rsjtvn
title: Occurrence Download

description: A dataset containing 6283 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cinnamomum verum J.Presl"
 ]
}

 The dataset includes 6283 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030141-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14389155
title: SHS-YT

description: Code and metadata for the analysis of SHS-YT, a dataset of videos crawled from YouTube based on seed songs in SHS100K-Test.
DOI: 10.5281/zenodo.14389156
title: SHS-YT

description: Code and metadata for the analysis of SHS-YT, a dataset of videos crawled from YouTube based on seed songs in SHS100K-Test.
DOI: 10.2909/258fa83c-dec6-4d88-b1fb-959f2d90008f
title: Burden of disease of air pollution (Countries, NUTS regions and cities), tabular data (2005-2022)

description: This data set presents health risk calculation of exposure to three main pollutants (PM2.5, NO2 and O3) and information on PM10 concentrations at NUTS3, country and city levels. In addition, average and population weighted average concentration values are available in the data set for PM10, PM2.5, NO2 and O3 (SOMO35). The calculations are made for years 2005 to 2020. The concentrations data are taken from the ETC/ATNI interpolated maps (ETC/ATNI Eionet Reports 1/2020/ and 1/2021 and references therein). The methodology is as described in ETC/ATNI Eionet Report 10/2021, aggregating at country level.
DOI: 10.15468/dl.fx6djt
title: Occurrence Download

description: A dataset containing 7948 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Coriandrum sativum L."
 ]
}

 The dataset includes 7948 records from 154 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030142-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pbzuu9
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Embelia ribes Burm.fil."
 ]
}

 The dataset includes 70 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030144-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/7d08-8655
title: GenAI Benchmarking Dataset for Edge Devices

description: The benchmarking dataset, GenAI on the Edge, contains performance metrics from evaluating Large Language Models (LLMs) on edge devices, utilizing a distributed testbed of Raspberry Pi devices orchestrated by Kubernetes (K3s). It includes performance data collected from multiple runs of prompt-based evaluations with various LLMs, leveraging Prometheus and the Llama.cpp framework. The dataset captures key metrics such as resource utilization, token generation rates/throughput, and detailed inference timing for stages such as Sample, Prefill, and Decode. These metrics enable benchmarking of LLM performance in constrained, distributed environments, offering valuable insights into the feasibility and efficiency of deploying generative AI on edge computing devices.
DOI: 10.15468/dl.eh5u2g
title: Occurrence Download

description: A dataset containing 1541 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Syntrichia caninervis Mitt."
 ]
}

 The dataset includes 1541 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030143-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14387156
title: SpaNorm: spatially-aware normalisation for spatial transcriptomics data (accompanying code and data)

description: This dataset contains the code and data used to perform the analysis, and produce the figures used in the accompanying SpaNorm manuscript that introduces the first and only spatially-aware library size normalisation method.
DOI: 10.5281/zenodo.14387157
title: SpaNorm: spatially-aware normalisation for spatial transcriptomics data (accompanying code and data)

description: This dataset contains the code and data used to perform the analysis, and produce the figures used in the accompanying SpaNorm manuscript that introduces the first and only spatially-aware library size normalisation method.
DOI: 10.15468/dl.kdquvz
title: Occurrence Download

description: A dataset containing 269 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Holarrhena pubescens (Buch.-Ham.) Wall. ex G.Don"
 ]
}

 The dataset includes 269 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030145-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14276723
title: Evaluation of fuzzy learning-based scaling policies for the Slingshot Simulator

description: Evaluation results for Fuzzy Learning models in the Slingshot simulator

This dataset contains the evaluation results for the evaluation of the Fuzzy Learning implementation in the Slingshot simulator (See https://github.com/PalladioSimulator/Palladio-Addons-SPD-Metamodel/pull/32, https://github.com/PalladioSimulator/Palladio-Analyzer-Slingshot-Extension-SPD-Interpreter/pull/49).

For the evaluation, the evalution of the paper proposing these Fuzzy Learning methods [^1] was replicated in Slingshot. The models used for replication are contained in `PCM + SPD Models.zip`.

The different zip files contain the raw output of the Slingshot simulator for different simulation runs.

The folder names refer to the experiment, i.e. `reactive_load_45-80` contain the evaluations for a reactive scaling policy that scales in at 45% CPU load and scales out at 80% CPU load. The folders named like `reward_0_0_thrashing_pessimistic` contain the evaluations for learning-based policies, specifying the reward given to the model for scaling in and out and the initialization method, such as `pessimistic`. Folders postfixed with `_90p` contain evaluations for which the model has a 90th-percentile target policy.

The zipped folders additionally contain some processed data such as graphs showing the response times of the runs or how many containers a model allocated.

`analysis.csv` contains some calculated values such as the average container count or share of SLO violations for each of the containted evaluations.

For completeness, the python and jupyter notebook files used to generate these evaluations are also included.  The two `.patch` files represent additional patches to the Slingshot simulator components that can be used to replicate the reduced logging intensity used for the evalautions. The `.launch` files are the launch configurations used for the evaluation of the different workload patterns.

[^1]: H. Arabnejad, C. Pahl, P. Jamshidi, and G. Estrada, “A Comparison of Reinforcement Learning Techniques for Fuzzy Cloud Auto-Scaling,” May 19, 2017, arXiv: arXiv:1705.07114. Accessed: Jun. 13, 2024. [Online]. Available: http://arxiv.org/abs/1705.07114
DOI: 10.5281/zenodo.14276724
title: Evaluation of fuzzy learning-based scaling policies for the Slingshot Simulator

description: Evaluation results for Fuzzy Learning models in the Slingshot simulator

This dataset contains the evaluation results for the evaluation of the Fuzzy Learning implementation in the Slingshot simulator (See https://github.com/PalladioSimulator/Palladio-Addons-SPD-Metamodel/pull/32, https://github.com/PalladioSimulator/Palladio-Analyzer-Slingshot-Extension-SPD-Interpreter/pull/49).

For the evaluation, the evalution of the paper proposing these Fuzzy Learning methods [^1] was replicated in Slingshot. The models used for replication are contained in `PCM + SPD Models.zip`.

The different zip files contain the raw output of the Slingshot simulator for different simulation runs.

The folder names refer to the experiment, i.e. `reactive_load_45-80` contain the evaluations for a reactive scaling policy that scales in at 45% CPU load and scales out at 80% CPU load. The folders named like `reward_0_0_thrashing_pessimistic` contain the evaluations for learning-based policies, specifying the reward given to the model for scaling in and out and the initialization method, such as `pessimistic`. Folders postfixed with `_90p` contain evaluations for which the model has a 90th-percentile target policy.

The zipped folders additionally contain some processed data such as graphs showing the response times of the runs or how many containers a model allocated.

`analysis.csv` contains some calculated values such as the average container count or share of SLO violations for each of the containted evaluations.

For completeness, the python and jupyter notebook files used to generate these evaluations are also included.  The two `.patch` files represent additional patches to the Slingshot simulator components that can be used to replicate the reduced logging intensity used for the evalautions. The `.launch` files are the launch configurations used for the evaluation of the different workload patterns.

[^1]: H. Arabnejad, C. Pahl, P. Jamshidi, and G. Estrada, “A Comparison of Reinforcement Learning Techniques for Fuzzy Cloud Auto-Scaling,” May 19, 2017, arXiv: arXiv:1705.07114. Accessed: Jun. 13, 2024. [Online]. Available: http://arxiv.org/abs/1705.07114
DOI: 10.15468/dl.w2fe57
title: Occurrence Download

description: A dataset containing 297 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Vespa soror Buysson, 1905)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 297 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030146-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5mcvr
title: Occurrence Download

description: A dataset containing 1052 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eucommia ulmoides Oliv."
 ]
}

 The dataset includes 1052 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030147-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.urug3q
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Nardostachys jatamansi (D.Don) DC."
 ]
}

 The dataset includes 60 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030148-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2cr68e
title: Occurrence Download

description: A dataset containing 2904 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Syntrichia fragilis (Taylor) Ochyra"
 ]
}

 The dataset includes 2904 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030149-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yc7krc
title: Occurrence Download

description: A dataset containing 631 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Piper nigrum L."
 ]
}

 The dataset includes 631 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030151-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n3yzw9
title: Occurrence Download

description: A dataset containing 6598 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "StateProvince is one of (caldas)",
 "TaxonKey is one of (Amphibia)"
 ]
 }
 ]
}

 The dataset includes 6598 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030152-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g2eqcy
title: Occurrence Download

description: A dataset containing 1675 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rubia cordifolia L."
 ]
}

 The dataset includes 1675 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030156-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pggwbs
title: Occurrence Download

description: A dataset containing 9827 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Inga vera Willd."
 ]
}

 The dataset includes 9827 records from 409 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030155-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aljzar
title: Occurrence Download

description: A dataset containing 10639 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is United States of America",
 "Country is Mexico",
 "Country is Canada"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Vanessa cardui (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10639 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047118-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f75p84
title: Occurrence Download

description: A dataset containing 13053 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Achillea millefolium L."
 ]
}

 The dataset includes 13053 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0144502-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5jqvys
title: Occurrence Download

description: A dataset containing 731816 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is El Salvador",
 {
 "or" : [
 "License is CC-BY 4.0",
 "License is CC0 1.0"
 ]
 }
 ]
}

 The dataset includes 731816 records from 484 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0348227-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vyk7jx
title: Occurrence Download

description: A dataset containing 2713 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Monostroma balticum Aresch. ex Wittr.",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Specimen)"
 ]
 }
 },
 "HasCoordinate is true"
 ]
}

 The dataset includes 2713 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078571-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lsisa1
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-67.51978 19.25307,-67.62524 17.35064,-63.86353 17.18278,-63.70532 18.1542,-65.18188 18.07067,-65.02368 19.21988,-67.51978 19.25307))",
 "HasCoordinate is true",
 "TaxonKey is Beilschmiedia pendula (Sw.) Hemsl.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047119-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9x4p5q
title: Occurrence Download

description: A dataset containing 447 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Adonis aestivalis subsp. squarrosa (Steven) Nyman"
 ]
}

 The dataset includes 447 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0144508-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jvfvzh
title: Occurrence Download

description: A dataset containing 10949 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-99.0",
 "Geometry POLYGON((6.79105 54.1398,13.54153 54.1398,13.54153 60.016,6.79105 60.016,6.79105 54.1398))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Fucus vesiculosus L., Ruppia maritima L., Zostera marina L., Sargassum muticum (Yendo) Fensholt, Laminaria saccharina (L.) J.V.Lamour., Palmaria palmata (L.) F.Weber & D.Mohr, Eriocheir sinensis H.Milne Edwards, 1853, Gonionemus A.Agassiz, 1862, Gonionemus agassizii Murbach & Shearer, 1902, Callinectes sapidus Rathbun, 1896, Magallana gigas (Thunberg, 1793), Ocinebrellus inornatus (Récluz, 1851), Callinectes sapidus acutidens Rathbun, 1896, Didemnum vexillum Kott, 2002, Styela clava Herdman, 1881, Cladophora Kützing, 1843, Ulva Linnaeus, 1753, Furcellaria lumbricalis (Hudson) J.V.Lamouroux, Fucus serratus L., Stuckenia pectinata (L.) Börner)",
 "Year 2000-2024"
 ]
}

 The dataset includes 10949 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078569-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9q2yje
title: Occurrence Download

description: A dataset containing 26734 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Database of Vascular Plants of Himalaya"
 ]
}

 The dataset includes 26734 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047121-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ev8w62
title: Occurrence Download

description: A dataset containing 2141 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((5.27344 -37.21632,42.53906 -37.21632,42.53906 1.33583,5.27344 1.33583,5.27344 -37.21632))",
 "HasGeospatialIssue is false",
 "TaxonKey is Calidris alba (Pallas, 1764)",
 "Year 2010-2021"
 ]
}

 The dataset includes 2141 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0158102-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yy5brx
title: Occurrence Download

description: A dataset containing 1192 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ceratocarpus arenarius L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1192 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078745-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.