cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.fzzy2z
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei)",
 "Geometry POLYGON((75.74433 16.68348,135.69547 16.68348,135.69547 53.2322,75.74433 53.2322,75.74433 16.68348))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tanacetum parthenium (L.) Sch.Bip."
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006573-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.upa5jh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Primula verticillata Forssk.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0207130-220831081235567/datasets/export for details.
DOI: 10.15468/dl.3ddag7
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oreocome limprichtii (H.Wolff) Pimenov & Kljuykov"
 ]
}

 The dataset includes 17 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009356-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jwp2wj
title: Occurrence Download

description: A dataset containing 299 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Plantae)",
 "Year is greater than or equal to 2012",
 "Year is less than or equal to 2022",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry MULTIPOLYGON (((113.5293871327916 22.18440155358638, 113.5336701626021 22.19211100724499, 113.5362399804884 22.19867831962137, 113.5377628355322 22.20534081043763, 113.5396664043369 22.20791062832382, 113.5374773002115 22.2087672342858, 113.5347171254449 22.20724437924213, 113.5329087350804 22.21266955033548, 113.5347171254449 22.2136213347377, 113.5380483708529 22.2138116916185, 113.5409989025001 22.21324062097688, 113.5434735419461 22.21714293702655, 113.5465192520338 22.21742847234714, 113.5508022818441 22.21676222326545, 113.5512781740455 22.21571526042294, 113.5577503079811 22.21305026409658, 113.5604153043075 22.21086115997105, 113.5612719102699 22.204674561356, 113.5545142410133 22.20219992190988, 113.5546094194535 22.19858314118079, 113.5566081666984 22.19772653521881, 113.5566081666984 22.1959181448546, 113.558416557063 22.18973154623916, 113.5583213786227 22.18659065771141, 113.5569888804594 22.18554369486907, 113.5548949547741 22.1877327989946, 113.5511829956052 22.18630512239099, 113.5497553190016 22.1826883416619, 113.5459481813922 22.18030888065607, 113.5411892593805 22.18002334533548, 113.5365255158091 22.17907156093327, 113.5372869433311 22.18240280634132, 113.53681105113 22.18573405174942, 113.5339556979228 22.18430637514581, 113.5328135566401 22.18154620037933, 113.5297678465528 22.18173655725968, 113.5293871327916 22.18440155358638)))"
 ]
}

 The dataset includes 299 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0170538-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w2b24f
title: Occurrence Download

description: A dataset containing 552 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Echium plantagineum L."
 ]
}

 The dataset includes 552 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0288070-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10964454
title: Benchmarking Dynamic Binary Value Problems with IOHprofiler -- Reproducibility files

description: This repository contains the code, data and scripts to reproduce the results from the paper "Empirical Analysis of the Dynamic Binary Value Problem with IOHprofiler".


The files are split into 3 parts:


Part 1: Data collection



The data can be collected using the data_collection.py file. In its default state, this will collect the full set of experimental data used in the paper. This can be modified by adjusting the main to only execute the relevant parts of the experiments. Note that the data location and number of parallell processes can be adjusted at the top of this file.


To run the data collection, the only requirement is to install multiprocessing (any version from pip) and iohexperimenter. The version of ioh should be installed from github https://github.com/IOHprofiler/IOHexperimenter/tree/dynamic-bin-val (installation instructions can be found on the github page). Alternatively, the future pip-release 0.3.16 will include these changes as well.




Part 2: Data

Instead of rerunning the full experimental data collection, the results of this have also been made available. Each set of experiments is provided as a 'SetX.zip' file.


Part 3: Visualization

To analyze and visualize the data, the provided notebook can be used. This notebook takes the data from either step 1 or 2 and uses it to create the figures presented in the paper (plus some variations).

The resulting figures are also provided on Figshare: doi.org/10.6084/m9.figshare.25592904
DOI: 10.5281/zenodo.10964455
title: Benchmarking Dynamic Binary Value Problems with IOHprofiler -- Reproducibility files

description: This repository contains the code, data and scripts to reproduce the results from the paper "Empirical Analysis of the Dynamic Binary Value Problem with IOHprofiler".


The files are split into 3 parts:


Part 1: Data collection



The data can be collected using the data_collection.py file. In its default state, this will collect the full set of experimental data used in the paper. This can be modified by adjusting the main to only execute the relevant parts of the experiments. Note that the data location and number of parallell processes can be adjusted at the top of this file.


To run the data collection, the only requirement is to install multiprocessing (any version from pip) and iohexperimenter. The version of ioh should be installed from github https://github.com/IOHprofiler/IOHexperimenter/tree/dynamic-bin-val (installation instructions can be found on the github page). Alternatively, the future pip-release 0.3.16 will include these changes as well.




Part 2: Data

Instead of rerunning the full experimental data collection, the results of this have also been made available. Each set of experiments is provided as a 'SetX.zip' file.


Part 3: Visualization

To analyze and visualize the data, the provided notebook can be used. This notebook takes the data from either step 1 or 2 and uses it to create the figures presented in the paper (plus some variations).

The resulting figures are also provided on Figshare: doi.org/10.6084/m9.figshare.25592904
DOI: 10.15468/dl.rbn6v5
title: Occurrence Download

description: A dataset containing 6793 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Procellariiformes",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6793 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0288045-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fqg3x3
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lycopodiella cernua Linnaeus, 1753"
 ]
}

 The dataset's 1 records were derived from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0170577-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jtg9sy
title: Occurrence Download

description: A dataset containing 200 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Tanaecium dichotomum (Jacq.) Kaehler & L.G.Lohmann"
 ]
}

 The dataset includes 200 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0288080-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zsmy37
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Odontomachus monticola Emery, 1892",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0196882-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eq8r52
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Porthidium yucatanicum (Smith, 1941)",
 "HasCoordinate is TRUE",
 "Year is less than or equal to 2014"
 ]
}

 The dataset includes 53 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0288046-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.egxeqp
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Zealand",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ooperipatellus Ruhberg, 1985"
 ]
}

 The dataset includes 35 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0234080-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b9efbg
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hemarthria pratensis (Balansa) Clayton"
 ]
}

 The dataset includes 28 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0240371-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7h5af
title: Occurrence Download

description: A dataset containing 652 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Manis pentadactyla Linnaeus, 1758"
 ]
}

 The dataset includes 652 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0203893-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.866nre
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Helosis cayennensis (Sw.) Spreng."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0288082-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5thnnr
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Verbesina oligactis S.F.Blake"
 ]
}

 The dataset includes 10 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006574-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6pp6cx
title: Occurrence Download

description: A dataset containing 4155 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceutorhynchus obstrictus (T.Marsham, 1802)"
 ]
}

 The dataset includes 4155 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0288079-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aye7ab
title: Occurrence Download

description: A dataset containing 411 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Jacaranda mimosifolia D.Don"
 ]
}

 The dataset includes 411 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0288087-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gm7v5w
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hylaeus meridianus Yasumatsu & Hirashima, 1965",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0219337-220831081235567/datasets/export for details.
DOI: 10.15468/dl.wgp467
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hemarthria stolonifera Bor"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0240377-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k2az3f
title: Occurrence Download

description: A dataset containing 18397 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Parthenium hysterophorus L."
 ]
}

 The dataset includes 18397 records from 248 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0203894-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxcqfc
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Kordia antarctica Baek et al., 2013"
 ]
}

 The dataset includes 48 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014636-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m7tx4e
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((54.04175 37.19533,49.91364 37.47711,49.86694 37.19533,49.91364 36.75751,50.0647 36.31513,50.44647 35.89508,51.427 35.62158,53.1189 35.6573,53.82477 35.90057,54.08569 36.12013,54.30542 36.47431,54.39331 36.93233,54.04175 37.19533))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aegypius monachus (Linnaeus, 1766)",
 "Year 2000-2021"
 ]
}

 The dataset includes 14 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046874-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2vj9ex
title: Occurrence Download

description: A dataset containing 584 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "TaxonKey is Artediellus atlanticus Jordan & Evermann, 1898",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 584 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076299-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qzsahb
title: Occurrence Download

description: A dataset containing 4386918 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Centralisation des observations floristiques dans le cadre du SINP - Observations floristiques - plateforme SINP régionale SILENE PACA"
 ]
}

 The dataset includes 4386918 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032606-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h4blj0
title: Occurrence Download

description: A dataset containing 3494 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Egypt",
 "Country is Sudan"
 ]
 },
 "Year 1960-2019",
 "Geometry POLYGON((23.38116 2.08907,38.80048 2.08907,38.80048 31.12893,29.20898 33.67559,23.38116 31.12893,20.90171 16.08087,23.38116 2.08907))",
 "HasCoordinate is true",
 "TaxonKey is Reptilia",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3494 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036729-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e3exyk
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "TaxonKey is Artediellus uncinatus (Reinhardt, 1834)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 81 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076315-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5u5su
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 2000-2009",
 "Geometry POLYGON((-6.6687 36.59524,-6.49292 35.98423,-5.51514 35.85967,-4.96582 36.26819,-5.29541 36.5423,-5.99854 36.80665,-6.6687 36.59524))",
 "HasCoordinate is true",
 "TaxonKey is Lutra lutra (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 94 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040213-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gmub15
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alouatta palliata pigra (Lawrence, 1933)"
 ]
}

 The dataset includes 24 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032081-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qb9txw
title: Occurrence Download

description: A dataset containing 656 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "OccurrenceStatus is Present",
 "TaxonKey is Syringodium isoetifolium (Asch.) Dandy"
 ]
}

 The dataset includes 656 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054408-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.76u8yk
title: Occurrence Download

description: A dataset containing 12248 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-36.62746 26.34819,7.49687 26.34819,7.49687 44.02797,-36.62746 44.02797,-36.62746 26.34819))",
 "HasCoordinate is true",
 "TaxonKey is Apidae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12248 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053792-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pv6f97
title: Occurrence Download

description: A dataset containing 1123 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Verticordia densiflora Lindl."
 ]
}

 The dataset includes 1123 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061752-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rh2rnx
title: Occurrence Download

description: A dataset containing 342 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "Geometry MULTIPOLYGON (((-79.87889 19.68528, -79.88556 19.68611, -79.89056 19.68916, -79.89334 19.69333, -79.88972 19.69666, -79.76945 19.76167, -79.76306 19.76222, -79.75696 19.76056, -79.74112 19.75444, -79.73611 19.75222, -79.73279 19.74861, -79.73279 19.74472, -79.73668 19.74139, -79.75307 19.72944, -79.77112 19.71889, -79.78667 19.71333, -79.86639 19.68694, -79.87889 19.68528)), ((-80.10390 19.65361, -80.10973 19.65528, -80.11168 19.66222, -80.11000 19.66750, -80.10695 19.67167, -80.08057 19.69500, -80.07584 19.69750, -79.99084 19.71139, -79.97696 19.71167, -79.97084 19.71028, -79.96667 19.70722, -79.96529 19.70305, -79.96918 19.69972, -79.97446 19.69778, -80.09750 19.65416, -80.10390 19.65361)), ((-81.39500 19.32611, -81.37195 19.30917, -81.36723 19.30694, -81.35556 19.30389, -81.34167 19.30416, -81.31696 19.30639, -81.31111 19.30778, -81.30139 19.31222, -81.27251 19.32555, -81.26945 19.32944, -81.27528 19.34333, -81.25446 19.35389, -81.15001 19.35416, -81.11501 19.35333, -81.10834 19.35250, -81.09917 19.34750, -81.09612 19.34333, -81.09306 19.33278, -81.09334 19.31916, -81.09500 19.31361, -81.09723 19.30889, -81.10556 19.30278, -81.26028 19.26527, -81.26695 19.26472, -81.38417 19.26472, -81.39001 19.26472, -81.39418 19.26750, -81.39723 19.27194, -81.40056 19.28222, -81.40112 19.28833, -81.40056 19.30778, -81.39917 19.31305, -81.39500 19.32611)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 342 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039714-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.