cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.sk4n86
title: Occurrence Download

description: A dataset containing 221965 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Larix Mill."
 ]
}

 The dataset includes 221965 records from 917 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027383-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11100196
title: LPL11 - April 2024

description: Measurements of LPL11 (Frontera Rural Park) in April 2024 
El Hierro
 Light Pollution Laboratorie info
DOI: 10.5281/zenodo.11100197
title: LPL11 - April 2024

description: Measurements of LPL11 (Frontera Rural Park) in April 2024 
El Hierro
 Light Pollution Laboratorie info
DOI: 10.15468/dl.cldbrs
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mecardonia pubescens Rossow"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003792-171113114016250/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.96unmv
title: Occurrence Download

description: A dataset containing 41850 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Biodiversidad identificada por medio de metabarcoding asociada al Estudio de Impacto ambiental para el proyecto Piloto de Investigación Integral - Kalé"
 ]
}

 The dataset includes 41850 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041035-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r1l0sl
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Stercorarius longicaudus Vieillot, 1819"
 ]
}

 The dataset includes 59 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003792-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ch5rtc
title: Occurrence Download

description: A dataset containing 2376 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is MEX",
 "TaxonKey is Agalychnis dacnicolor (Cope, 1864)"
 ]
}

 The dataset includes 2376 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048040-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzujm7
title: Occurrence Download

description: A dataset containing 1213 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cipura paludosa Aubl."
 ]
}

 The dataset includes 1213 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003792-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p8as4w
title: Occurrence Download

description: A dataset containing 928659 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Insecta)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-112.5 30,-105 30,-105 37.5,-112.5 37.5,-112.5 30))"
 ]
}

 The dataset includes 928659 records from 260 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041314-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/8ut67d
title: Données naturalistes opportunistes issues de la plateforme INaturalist-Données naturalistes opportunistes "thijsdl"

description: Données naturalistes opportunistes saisies sur iNaturalist à partir du compte "thijsdl"
DOI: 10.5281/zenodo.14800970
title: Quiescence L dono Paper
DOI: 10.5281/zenodo.14800971
title: Quiescence L dono Paper
DOI: 10.6084/m9.figshare.28342820
title: The impact of exposure to social explanations for depression on public stigma

description: Data associated with "The impact of exposure to social explanations for depression on public stigma".
DOI: 10.6084/m9.figshare.28343021.v1
title: Supplementary Material for: Breast hamartoma in the male sex. Case Report

description: Introduction: Hamartoma of the breast are benign tumors of glandular tissue, they present a hormonal factor in their development, therefore, they are more common in pregnant and lactating women. Case report: A case of hamartoma is present in a man in the sixth decade of life, managed with conservative mastectomy of the nipple-areola complex. Conclusion: In men it is an unusual entity, with an incidence of &lt;1% of all breast lesions, however, they can cause concern because their behavior is similar to malignant tumors, and normally its diagnosis is only confirmed when the entire resection piece is analyzed.
DOI: 10.15468/dl.jtrf3k
title: Occurrence Download

description: A dataset containing 71505 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Data set: Only-presence data for wild ungulates and red fox in Spain based on hunting yields",
 "TaxonKey is Sus scrofa Linnaeus, 1758",
 "Year 2015-2015"
 ]
}

 The dataset includes 71505 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011259-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5ws8hz66
title: MassIVE MSV000097032 - GNPS buccette dataset test febbraio 2025
title: File per bonollo in modalita ionica positiva e negativa di tre diverse metodologie di estrazione a partire dalla stessa biomassa di vitis vinifera.
DOI: 10.15468/dl.7bhs25
title: Occurrence Download

description: A dataset containing 350 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is South Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Vespula germanica (Fabricius, 1793)"
 ]
}

 The dataset includes 350 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011262-250127130748423/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.28343015
title: source data-LMWOAS

description: Root-derived low molecular weight organic acids modulate keystone microbial taxa impacting phosphorous bioavailability and plant productivity
DOI: 10.5281/zenodo.13341950
title: IOH-Xplainer - code, experiments and results

description: README

Steps to reproduce the experiments / figures from the paper.



First we need to setup the environment. Download and unzip the repository.zip.

Create a new directory called output (for storing all results).

You should now have the following directory structure:



/iohxplainer/ (with .py files)

/experiments/



/experiments/cma_es_AAC-notebook.ipynb

/experiments/de_AAC-notebook.ipynb

/experiments/*.py files



/output/

/de_final_processed_new.pkl

/cma_final_processed_new.pkl

/ela-features-cma.pkl

/ela-features-de.pkl

/pyproject.toml

/README.md

/poetry.lock



Make sure you have Poetry 1.7.1 (or higher) and Python 3.10 installed.

Run `poetry install` in the root directory.

(OPTIONAL!!!)  Run all Modular DE or Modular CMA configurations using the (de|cma_es)_run-configurations.py file (in the experiments folder), this writes a pkl file as result. This step takes a month on a supercomputer with 120 cores. The processed results of this step are already available as the pkl files in this repository.

(OPTIONAL, ONLY RUN IF YOU RUN STEP 6) Pre-process the pickle files with poetry run python experiments/(de|cma_es)_process_pkl.py.

Analyse the performance data of all configurations using IOH-Xplainer poetry run python experiments/(de/cma_es)_analyze.py (Expected runtime=24 hours)

Compare the two frameworks using poetry run pythonexperiments/compare_de_cma.py. Writes the result as latex file (compare-new.tex). (Expected runtime=1 hour)

Perform automated algorithm configuration experiment using experiments/(de|cma_es)_AAC-notebook.ipynb files. (Expected runtime = 2 hours per file)
DOI: 10.5281/zenodo.13341951
title: IOH-Xplainer - code, experiments and results

description: README

Steps to reproduce the experiments / figures from the paper.



First we need to setup the environment. Unzip the file `iohxplainer.zip` in the root folder.

Now place the `pyproject.toml` file in the root directory.

Download the experiments and unpack them in the root directory.

Download the pkl files and place them in the experiments directory.

You should now have the following directory structure:



/iohxplainer/

/experiments/



/experiments/cma_final_processed_new.pkl

/experiments/de_final_processed_new.pkl



/pyproject.toml



Make sure you have Poetry and Python 3.10 installed.

Run `poetry install` in the root directory.

The experiments use modcma and modde, install them with poetry add modde modcma.

(OPTIONAL!!!)  Run all Modular DE or Modular CMA configurations using the (de|cma_es)_run-configurations.py file (in the experiments folder), this writes a pkl file as result. This step takes a month on a supercomputer with 120 cores. The processed results of this step are already available as the pkl files in this repository.

(OPTIONAL, ONLY RUN IF YOU RUN STEP 9) Pre-process the pickle files with poetry run python experiments/(de|cma_es)_process_pkl.py.

Analyse the performance data of all configurations using IOH-Xplainer poetry run python experiments/(de/cma_es)_process_pkl.py

Compare the two frameworks using poetry run pythonexperiments/compare_de_cma.py. Writes the result as latex file (compare-new.tex).

Perform automated algorithm configuration experiment using experiments/(de|cma_es)_AAC-notebook.ipynb files.
DOI: 10.5281/zenodo.14223911
title: IOH-Xplainer - code, experiments and results

description: README

Steps to reproduce the experiments / figures from the paper.



First we need to setup the environment. Unzip the file `iohxplainer.zip` in the root folder.

Now place the `pyproject.toml` file, `poetry.lock` file and the `README.md` file in the root directory.

Download the experiments and unpack them in the root directory.

Download the pkl files and place them in the experiments directory.

You should now have the following directory structure:



/iohxplainer/

/experiments/



/experiments/cma_final_processed_new.pkl

/experiments/de_final_processed_new.pkl



/pyproject.toml

/README.md

/poetry.lock



Make sure you have Poetry 1.7.1 (or higher) and Python 3.10 installed.

Run `poetry install` in the root directory.

The experiments use modcma and modde, install them with poetry add modde modcma.

(OPTIONAL!!!)  Run all Modular DE or Modular CMA configurations using the (de|cma_es)_run-configurations.py file (in the experiments folder), this writes a pkl file as result. This step takes a month on a supercomputer with 120 cores. The processed results of this step are already available as the pkl files in this repository.

(OPTIONAL, ONLY RUN IF YOU RUN STEP 9) Pre-process the pickle files with poetry run python experiments/(de|cma_es)_process_pkl.py.

Analyse the performance data of all configurations using IOH-Xplainer poetry run python experiments/(de/cma_es)_analyze.py (Expected runtime=24 hours)

Compare the two frameworks using poetry run pythonexperiments/compare_de_cma.py. Writes the result as latex file (compare-new.tex). (Expected runtime=1 hour)

Perform automated algorithm configuration experiment using experiments/(de|cma_es)_AAC-notebook.ipynb files. (Expected runtime = 1 hour per file)
DOI: 10.5281/zenodo.14226364
title: IOH-Xplainer - code, experiments and results

description: README

Steps to reproduce the experiments / figures from the paper.



First we need to setup the environment. Download and unzip the repository.zip.

Create a new directory called output (for storing all results).

You should now have the following directory structure:



/iohxplainer/ (with .py files)

/experiments/



/experiments/cma_es_AAC-notebook.ipynb

/experiments/de_AAC-notebook.ipynb

/experiments/*.py files



/output/

/de_final_processed_new.pkl

/cma_final_processed_new.pkl

/ela-features-cma.pkl

/ela-features-de.pkl

/pyproject.toml

/README.md

/poetry.lock



Make sure you have Poetry 1.7.1 (or higher) and Python 3.10 installed.

Run `poetry install` in the root directory.

(OPTIONAL!!!)  Run all Modular DE or Modular CMA configurations using the (de|cma_es)_run-configurations.py file (in the experiments folder), this writes a pkl file as result. This step takes a month on a supercomputer with 120 cores. The processed results of this step are already available as the pkl files in this repository.

(OPTIONAL, ONLY RUN IF YOU RUN STEP 6) Pre-process the pickle files with poetry run python experiments/(de|cma_es)_process_pkl.py.

Analyse the performance data of all configurations using IOH-Xplainer poetry run python experiments/(de/cma_es)_analyze.py (Expected runtime=24 hours)

Compare the two frameworks using poetry run pythonexperiments/compare_de_cma.py. Writes the result as latex file (compare-new.tex). (Expected runtime=1 hour)

Perform automated algorithm configuration experiment using experiments/(de|cma_es)_AAC-notebook.ipynb files. (Expected runtime = 2 hours per file)
DOI: 10.15468/dl.2tf8fu
title: Occurrence Download

description: A dataset containing 5679 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Daphne striata Tratt., Daphne cneorum subsp. striata (Tratt.) Arcang., Daphne cneorum subsp. striata (Tratt.) Bonnier & Layens, Daphne cneorum subsp. striata (Tratt.) Gaudin, Daphne cneorum var. striata (Tratt.) Bolzon, Daphne giovanellii Port.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024",
 "Month is greater than or equal to January",
 "Month is less than or equal to September"
 ]
}

 The dataset includes 5679 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011264-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2jbxpt
title: Occurrence Download

description: A dataset containing 63357 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is MICA - Muskrat and coypu occurrences collected by UVW in the Netherlands",
 "Year 2024-2025"
 ]
}

 The dataset includes 63357 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011263-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/10659887
title: World Stock Prices ( Daily Updating )
DOI: 10.18112/openneuro.ds005261.v2.0.0
title: Gloups_MEG
DOI: 10.15468/dl.erqufn
title: Occurrence Download

description: A dataset containing 375 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-1.87778 41.29542,0.28529 41.29542,0.28529 42.16028,-1.87778 42.16028,-1.87778 41.29542))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bryozoa",
 "Year 1950-2025"
 ]
}

 The dataset includes 375 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011265-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/ds/6582139
title: IQ-OTH/NCCD Lung Cancer Dataset (Augmented)
DOI: 10.57780/sm1-86846c2
title: HIGHWAY SMOS L3 Daily Wind Speed
DOI: 10.15468/dl.769fhq
title: Occurrence Download

description: A dataset containing 976 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-100.29543 3.09642,-77.83545 -44.88842,-27.49411 -21.90592,-48.40513 14.55601,-80.1589 21.90592,-100.29543 3.09642))",
 "HasGeospatialIssue is false",
 "TaxonKey is Iguana iguana (Linnaeus, 1758)"
 ]
}

 The dataset includes 976 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011267-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.82w88e
title: Occurrence Download

description: A dataset containing 1875581 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lamium L."
 ]
}

 The dataset includes 1875581 records from 3953 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011248-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc147fzs
title: CCDC 1049845: Experimental Crystal Structure Determination

description: Related Article: Dominga Rogolino, Alessia Bacchi, Laura De Luca, Gabriele Rispoli, Mario Sechi, Annelies Stevaert, Lieve Naesens, Mauro Carcelli|2015|J.Biol.Inorg.Chem.(JBIC)|20|1109|doi:10.1007/s00775-015-1292-0
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc147g0v
title: CCDC 1049846: Experimental Crystal Structure Determination

description: Related Article: Dominga Rogolino, Alessia Bacchi, Laura De Luca, Gabriele Rispoli, Mario Sechi, Annelies Stevaert, Lieve Naesens, Mauro Carcelli|2015|J.Biol.Inorg.Chem.(JBIC)|20|1109|doi:10.1007/s00775-015-1292-0
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2bb797
title: CCDC 2154788: Experimental Crystal Structure Determination

description: Related Article: Lixuan Liu, Yang Yang, Stefan C. J. Meskers, Qingkai Wang, Liting Zhang, Chen Yang, Jianqi Zhang, Lingyun Zhu, Yajie Zhang, Zhixiang Wei|2023|Adv.Mater.|35|2304627|doi:10.1002/adma.202304627
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.7mcpyr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((148.618785 -33.38658, 148.618785 -33.388826, 148.621031 -33.388826, 148.621031 -33.393317, 148.625523 -33.393317, 148.625523 -33.38658, 148.618785 -33.38658)), ((148.625523 -33.393317, 148.625523 -33.395563, 148.630014 -33.395563, 148.630014 -33.393317, 148.625523 -33.393317)), ((148.630014 -33.395563, 148.630014 -33.400055, 148.641243 -33.400055, 148.641243 -33.393317, 148.636752 -33.393317, 148.636752 -33.395563, 148.630014 -33.395563)), ((148.630014 -33.393317, 148.634506 -33.393317, 148.634506 -33.388826, 148.630014 -33.388826, 148.630014 -33.393317)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058199-240626123714530/datasets/export for details.
DOI: 10.5517/ccdc.csd.cc26ptd4
title: CCDC 2046756: Experimental Crystal Structure Determination

description: Related Article: Lingyun Zhu|2021|CSD Communication|||
description: Related Article: L. Y. Zhu, J. Q. Zhang, C. Yang, Y. Guo, Y. Yi, Z. X. Wei|2021|Angew.Chem.,Int.Ed.|60|15348|doi:10.1002/anie.202105156
description: Related Article: Lixuan Liu, Yang Yang, Stefan C. J. Meskers, Qingkai Wang, Liting Zhang, Chen Yang, Jianqi Zhang, Lingyun Zhu, Yajie Zhang, Zhixiang Wei|2023|Adv.Mater.|35|2304627|doi:10.1002/adma.202304627
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2bb786
title: CCDC 2154787: Experimental Crystal Structure Determination

description: Related Article: Lixuan Liu, Zhixiang Wei, Stefan C. J. Meskers|2023|J.Am.Chem.Soc.|145|2040|doi:10.1021/jacs.2c11968
description: Related Article: Lixuan Liu, Yang Yang, Stefan C. J. Meskers, Qingkai Wang, Liting Zhang, Chen Yang, Jianqi Zhang, Lingyun Zhu, Yajie Zhang, Zhixiang Wei|2023|Adv.Mater.|35|2304627|doi:10.1002/adma.202304627
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.635b2a
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-39.28858 29.7254,-4.93955 29.7254,-4.93955 46.60799,-39.28858 46.60799,-39.28858 29.7254))",
 "TaxonKey is Aristostomias lunifer Regan & Trewavas, 1930"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058198-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2gkdl1
title: CCDC 2280843: Experimental Crystal Structure Determination

description: Related Article: Nikita S. Shlapakov, Andrey D. Kobelev, Julia V. Burykina, Alexander Yu. Kostyukovich, Burkhard König, Valentine P. Ananikov|2024|Angew.Chem.,Int.Ed.|63|e202314208|doi:10.1002/anie.202314208
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.