cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/pn586k6xrf.1
title: MOLECULAR-CELL-D-23-01870

description: Gel, western blot, and microscopy images from:

Defining RNA oligonucleotides that reverse deleterious phase transitions of RNA-binding proteins with prion-like domains.

Lin Guo, Jacob R. Mann, Jocelyn C. Mauna, Katie E. Copley, Hejia Wang, Jack D. Rubien, Cristian A. Bergmann, Jenny L. Carey, Jessica Merjane, Marilyn Ngo, Jiazhen Xu, Hana M. Odeh, JiaBei Lin, Bo Lim Lee, Laura Ganser, Emma Robinson, Kevin M. Kim, Anastasia C. Murthy, Tapas Paul, Bede Portz, Amanda M. Gleixner, Zamia Diaz, Ashleigh Smirnov, George Padilla, Ellen Lavorando, Carolann Espy, Yulei Shang, Eric J. Huang, Alessandra Chesi, Nicolas L. Fawzi, Sua Myong, Christopher J. Donnelly, and James Shorter.
DOI: 10.15468/dl.7ex6jg
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sloanea helianthoides"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081790-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ctwwb2
title: Occurrence Download

description: A dataset containing 916749 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Adalia bipunctata, Adoxophyes orana, Anisopteromalus calandrae, Aphis spiraecola, Aulacorthum solani, Bemisia tabaci, Brevicoryne brassicae, Busseola fusca, Chilo partellus, Chironomus riparius, Chromaphis juglandicola, Cryptolaemus montrouzieri, Culex pipiens, Culex restuans, Culex tarsalis, Cydia pomonella, Diaphorina citri, Drosophila suzukii, Earias insulana, Elasmopalpus lignosella, Encarsia citrina, Euseius finlandicus, Galleria mellonella, Gastrophysa viridula, Helicoverpa armigera, Heliothis viriplaca, Hyadaphis foeniculi, Ips typographus, Leptocybe invasa, Macrosiphum rosae, Meloidogyne incognita, Nephus bisignatus, Nilaparvata lugens, Planococcus citri, Plutella xylostella, Raoiella indica, Rhopalosiphum padi, Rhopalosiphum rufiabdominale, Riptortus pedestris, Schizaphis graminum, Spodoptera exigua, Spodoptera litura, Tetranychus kanzawai, Tetranychus turkestani, Tetranychus urticae, Thaumastocoris peregrinus, Thrips hawaiiensis, Thrips palmi, Thrips tabaci, Tyrophagus putrescentiae)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 916749 records from 1732 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081715-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zvdf8s
title: Occurrence Download

description: A dataset containing 667 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((12.66605 41.18113,13.36651 41.18113,13.36651 41.63204,12.66605 41.63204,12.66605 41.18113))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 667 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006515-251025141854904/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/13544612
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.6084/m9.figshare.30479234
title: Tactile-evoked EEG Dataset for Natural Perception Using an Integrated Stimulation-Recording Framework

description: This open-access dataset we have provided aims to investigate natural tactile-evoked EEG response patterns across different contact scenarios. Tactile exploration plays a crucial role in the advancement of tactile-evoked brain-computer interface (BCI) technologies, yet the underlying neural mechanisms and classification models require further investigation. Our dataset collection process ensures the authenticity and naturalness of tactile perception tasks, providing a solid foundation for exploring natural tactile-evoked mechanisms and the neurophysiology of tactile feedback. We believe that this dataset will contribute to the development of tactile-evoked BCI systems, enhance research and innovation in assistive medical devices for aging populations, and expand the application prospects of BCI technologies.
DOI: 10.6084/m9.figshare.30479234.v1
title: Tactile-evoked EEG Dataset for Natural Perception Using an Integrated Stimulation-Recording Framework

description: This open-access dataset we have provided aims to investigate natural tactile-evoked EEG response patterns across different contact scenarios. Tactile exploration plays a crucial role in the advancement of tactile-evoked brain-computer interface (BCI) technologies, yet the underlying neural mechanisms and classification models require further investigation. Our dataset collection process ensures the authenticity and naturalness of tactile perception tasks, providing a solid foundation for exploring natural tactile-evoked mechanisms and the neurophysiology of tactile feedback. We believe that this dataset will contribute to the development of tactile-evoked BCI systems, enhance research and innovation in assistive medical devices for aging populations, and expand the application prospects of BCI technologies.
DOI: 10.15468/dl.v4mzds
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Viola ulleungdoensis"
 ]
}

 The dataset includes 43 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006516-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ybbzd3
title: Occurrence Download

description: A dataset containing 592 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "TaxonKey is Hechtia texensis"
 ]
}

 The dataset includes 592 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006519-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.htpth9
title: Occurrence Download

description: A dataset containing 90 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.basisofrecord IN ('HUMAN_OBSERVATION', 'PRESERVED_SPECIMEN')
 AND occurrence.continent = 'EUROPE'
 AND occurrence.countrycode IN ('CY', 'GB', 'IE', 'ES', 'MT', 'GR', 'PT')
 AND occurrence.hascoordinate = TRUE
 AND occurrence.hasgeospatialissues = FALSE
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (CAST(occurrence.taxonkey AS INTEGER) = 7579898 OR CAST(occurrence.acceptedtaxonkey AS INTEGER) = 7579898 OR CAST(occurrence.kingdomkey AS INTEGER) = 7579898 OR CAST(occurrence.phylumkey AS INTEGER) = 7579898 OR CAST(occurrence.classkey AS INTEGER) = 7579898 OR CAST(occurrence.orderkey AS INTEGER) = 7579898 OR CAST(occurrence.familykey AS INTEGER) = 7579898 OR CAST(occurrence.genuskey AS INTEGER) = 7579898 OR CAST(occurrence.specieskey AS INTEGER) = 7579898)
 AND (occurrence."year" &gt;= 1901 AND occurrence."year" &lt;= 2025)
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 90 records were derived from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006508-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z4qm4m
title: Occurrence Download

description: A dataset containing 1433 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acer freemanii",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1433 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006520-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gg3jka
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tsuga ulleungensis"
 ]
}

 The dataset includes 23 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006518-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/28185
title: Chandra X-ray Observatory ObsId 28185

description: An X-ray survey of radio-selected low-luminosity AGN among low-mass galaxies
DOI: 10.25574/28191
title: Chandra X-ray Observatory ObsId 28191

description: COMPTON-THICK AGN: THE HUNT CONTINUES
DOI: 10.25574/28195
title: Chandra X-ray Observatory ObsId 28195

description: COMPTON-THICK AGN: THE HUNT CONTINUES
DOI: 10.5281/zenodo.17454701
title: CONDUCTOR UC1 - Athens: VSMACV input and output data

description: VSMACV feeder and trunk line input data and dynamic model output (first and last iteration data).
DOI: 10.5281/zenodo.17454700
title: CONDUCTOR UC1 - Athens: VSMACV input and output data

description: VSMACV feeder and trunk line input data and dynamic model output (first and last iteration data).
DOI: 10.15468/dl.wbhu29
title: Occurrence Download

description: A dataset containing 9497 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((6.94268 60.33687,6.94268 59.89547,8.14071 59.89547,8.14071 60.33687,6.94268 60.33687))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2020-2024"
 ]
}

 The dataset includes 9497 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006521-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/7pqs3s
title: Mission forêt : le Grand Mars changeant - Données de la quête INPN Espèces : Mission forêt, le Grand Mars changeant

description: Noé vous propose de partir à la découverte du milieu forestier à travers ses « Missions forêt ». Partez à la recherche du Grand Mars changeant, beau papillon aux reflets bleu-violet. Il mesure entre 7 et 8cm d’envergure et se caractérise par son dessus des ailes brun noir à reflets bleu-violet chez le mâle, traversé d’une bande blanche sur les ailes postérieures et de quelques taches sur les ailes antérieures.<br>

Attention à ne pas le confondre avec le Petit Mars changeant, au dessous moins contrasté, ou encore avec les Sylvains, le Silène et la Carte géographique. Là encore, le dessous des ailes est discriminant.<br>

<br>

Vous pourrez l’observer principalement dans les forêts matures de feuillus avec petites clairières ou sentiers bordés de saules. Le Grand Mars changeant n’est pas aisément observable, vivant principalement au sommet des arbres. Ouvrez l’œil pour tenter de l’apercevoir lorsqu’il descend boire !<br>

Le Grand Mars changeant vole de mi-juin à mi-août en une seule génération annuelle. Nous vous proposons dans cette quête de le rechercher jusqu’à fin septembre afin de détecter d’éventuels changements, notamment en lien avec le changement climatique.<br>

Plus d’informations sur https://biodiversite-foret.fr/les-especes-2/lepidopteres/grand-mars-changeant/ <br>

<br>

© Michel Rauch / Biosphoto
DOI: 10.5281/zenodo.17475396
title: Worldwide transnational municipal network dataset

description: Accompanying article

PD Tortola, "Mapping the landscape of transnational municipal networks." Cities 159 (April 2025): 105801. https://doi.org/10.1016/j.cities.2025.105801
DOI: 10.6084/m9.figshare.28447157
title: Dataset for <i>Why Do Politicians Overestimate Richer Voters’ Opinions? Social Background and Interest Group Influence</i>

description: Dataset for the article entitled "<i>Why Politicians Overestimate Richer Voters’ Opinions? Social Background and Interest Group Influence</i>"
DOI: 10.15468/ksxagn
title: ABC Alzon Arrigas - groupe local Orchidées

description: Données collectées par les bénévoles du groupe local "orchidées" dans le cadre de l'ABC d'Alzon et Arrigas
DOI: 10.15468/dl.8fe3zy
title: Occurrence Download

description: A dataset containing 8164 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((12.72025 41.19682,13.40719 41.19682,13.40719 41.66202,12.72025 41.66202,12.72025 41.19682))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 8164 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006524-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15341434
title: MALDI-TOF raw files_Papua Marker Development
DOI: 10.5281/zenodo.15341433
title: MALDI-TOF raw files_Papua Marker Development
DOI: 10.21227/7e1g-hw96
title: "trajectory segment"

description: "Porto and Shenzhen taxi trajectory segmentation data"
DOI: 10.15468/gbyber
title: MoJ BioBlitz August 2018

description: The MoJ performed a BioBlitz across its estate in August 2018. The species displayed here we found by a selection of staff and prisoners.
DOI: 10.15468/7fa76t
title: Myrmecological Collection from Italian Citizen Science Project “School of Ants”

description: School of Ants Italy is a citizen science project coordinated by the University of Parma, in collaboration with MUSE – Science Museum of Trento (Italy). The initiative engages thousands of non-expert volunteers of various ages, genders, and backgrounds, with the objective of monitoring the distribution of urban ant species throughout Italy.Data are collected by participants following standardized protocols and using dedicated sampling kits during educational activities, bioblitzes, and scientific outreach events. All specimens are collected using bait-based sampling methods and subsequently identified by the research team responsible for the project.The resulting dataset spans the period from 2011 to 2024 and includes records primarily from Northern Italy, with additional observations from Central and Southern regions as well as the major islands. These data contribute to the long-term monitoring of ant biodiversity in Italy and represent a valuable resource for future research in ecology and citizen science.
DOI: 10.5281/zenodo.17475085
title: Data and Code for "Positive Feedback Drives Sharp Swelling of Polymer Brushes near Saturation"

description: This archive contains the complete dataset and Python analysis scripts required to reproduce the figures in the publication: "Positive Feedback Drives Sharp Swelling of Polymer Brushes near Saturation".

The analysis is performed within the environment of the Electronic Laboratory Notebook (ELN) software, which is detailed in the Journal of Open Research Software: https://openresearchsoftware.metajnl.com/articles/10.5334/jors.391

-------------------------------------------------

**Contents:**

*   **`db.sqlite3`**: The complete experimental database for the Labbook project.*   **Jupyter Notebooks (`.ipynb`)**: A collection of notebooks used for data analysis and figure generation.*   **`README.md`**: Detailed, step-by-step instructions for setting up the environment and reproducing the figures.

-------------------------------------------------

**Quick Start Guide:**

1.  Set up the ELN environment as described in the `README.md` file.2.  Replace the default database in the new ELN project with the `db.sqlite3` file from this archive.3.  Launch Jupyter from the ELN interface and run the notebooks.

**For detailed, step-by-step instructions on how to set up the environment and reproduce the figures, please see the `README.md` file included in this archive.**

-------------------------------------------------

**Figure Reproduction Guide:**

The following list maps each Jupyter Notebook to the figure(s) it generates:

*   `fit_chi_dgl_smoothen.ipynb` -> `slov_vs_class_chi_grid`*   `Eval_degree_high_compare.ipynb` -> `thickness_brush_temps_corr`, `Swelling_Ratio_comp`*   `fit_chi_dgl_pincus.ipynb` -> `data_phi_vs_chi`, `phi_vs_chi_fixed_RH`, `data_phi_vs_diff_chi`*   `Eval_12_degree_high.ipynb` -> `thickness_brush_12_no_corr`, `thickness_brush_12_corr`*   `Var_graft_dens.ipynb` -> `comparison_plot_12C`*   `Basic_prp.ipynb` -> `example_high_hum_start_0`, `example_high_tmp`*   `Eval_elli.ipynb` -> `example_high_mse`, `example_high_n`*   `LMP_EtOH_vs_none.ipynb` -> `Sim_with_fit`*   `Adaptive_wetting_theory_least_squares_short_clean_data.ipynb` -> `RSD_CA_CLS_rel_hum_fit`, `delta_gamma_sl`
DOI: 10.5281/zenodo.17475086
title: Data and Code for "Positive Feedback Drives Sharp Swelling of Polymer Brushes near Saturation"

description: This archive contains the complete dataset and Python analysis scripts required to reproduce the figures in the publication: "Positive Feedback Drives Sharp Swelling of Polymer Brushes near Saturation".

The analysis is performed within the environment of the Electronic Laboratory Notebook (ELN) software, which is detailed in the Journal of Open Research Software: https://openresearchsoftware.metajnl.com/articles/10.5334/jors.391

-------------------------------------------------

**Contents:**

*   **`db.sqlite3`**: The complete experimental database for the Labbook project.*   **Jupyter Notebooks (`.ipynb`)**: A collection of notebooks used for data analysis and figure generation.*   **`README.md`**: Detailed, step-by-step instructions for setting up the environment and reproducing the figures.

-------------------------------------------------

**Quick Start Guide:**

1.  Set up the ELN environment as described in the `README.md` file.2.  Replace the default database in the new ELN project with the `db.sqlite3` file from this archive.3.  Launch Jupyter from the ELN interface and run the notebooks.

**For detailed, step-by-step instructions on how to set up the environment and reproduce the figures, please see the `README.md` file included in this archive.**

-------------------------------------------------

**Figure Reproduction Guide:**

The following list maps each Jupyter Notebook to the figure(s) it generates:

*   `fit_chi_dgl_smoothen.ipynb` -> `slov_vs_class_chi_grid`*   `Eval_degree_high_compare.ipynb` -> `thickness_brush_temps_corr`, `Swelling_Ratio_comp`*   `fit_chi_dgl_pincus.ipynb` -> `data_phi_vs_chi`, `phi_vs_chi_fixed_RH`, `data_phi_vs_diff_chi`*   `Eval_12_degree_high.ipynb` -> `thickness_brush_12_no_corr`, `thickness_brush_12_corr`*   `Var_graft_dens.ipynb` -> `comparison_plot_12C`*   `Basic_prp.ipynb` -> `example_high_hum_start_0`, `example_high_tmp`*   `Eval_elli.ipynb` -> `example_high_mse`, `example_high_n`*   `LMP_EtOH_vs_none.ipynb` -> `Sim_with_fit`*   `Adaptive_wetting_theory_least_squares_short_clean_data.ipynb` -> `RSD_CA_CLS_rel_hum_fit`, `delta_gamma_sl`
DOI: 10.15468/jjkgkv
title: Atlas de la Biodiversité Communale de Soustons - Inventaires participatifs

description: La commune de Soustons entreprend la réalisation de son Atlas de la Biodiversité Communale et fait appel aux sciences participatives afin d'alimenter le plus possible les connaissances naturalistes de son territoire.
DOI: 10.6084/m9.figshare.30479528
title: Insufficient uptake of Nursing University programs

description: Insufficient uptake of Nursing University programs
DOI: 10.6084/m9.figshare.30479528.v1
title: Insufficient uptake of Nursing University programs

description: Insufficient uptake of Nursing University programs
DOI: 10.5281/zenodo.17475447
title: SHP in southern Xinjiang

description: This is a Python-generated image file for southern Xinjiang, created using image files from five regions: Kashgar, Hotan, Aksu, Kizilsu Kyrgyz Autonomous Prefecture, and Bayingolin Mongol Autonomous Prefecture.
DOI: 10.5281/zenodo.17475448
title: SHP in southern Xinjiang

description: This is a Python-generated image file for southern Xinjiang, created using image files from five regions: Kashgar, Hotan, Aksu, Kizilsu Kyrgyz Autonomous Prefecture, and Bayingolin Mongol Autonomous Prefecture.
DOI: 10.5281/zenodo.17475161
title: DAMPC: Dual Activity Microbial Peptides Catalog

description: Antibiotic resistance and cancer are major global health challenges. Peptides, especially antimicrobial peptides (AMPs), have emerged as promising alternatives to conventional drugs, and some also exhibit anticancer peptide (ACP) activity. To identify such dual-activity peptides, we applied a consensus-based approach combining three ACP and two AMP prediction tools to screen 124 million microbial peptides from public small open reading frame (smORF) catalogs. We identified 40,251 non-toxic candidates and compiled them into the Dual Activity Microbial Peptides Catalog (DAMPC), a curated resource of non-toxic microbial peptides with both antimicrobial and anticancer potential.
DOI: 10.5281/zenodo.17475162
title: DAMPC: Dual Activity Microbial Peptides Catalog

description: Antibiotic resistance and cancer are major global health challenges. Peptides, especially antimicrobial peptides (AMPs), have emerged as promising alternatives to conventional drugs, and some also exhibit anticancer peptide (ACP) activity. To identify such dual-activity peptides, we applied a consensus-based approach combining three ACP and two AMP prediction tools to screen 124 million microbial peptides from public small open reading frame (smORF) catalogs. We identified 40,251 non-toxic candidates and compiled them into the Dual Activity Microbial Peptides Catalog (DAMPC), a curated resource of non-toxic microbial peptides with both antimicrobial and anticancer potential.
DOI: 10.15468/mu6kc2
title: National Earthworm Recording Scheme (Isle of Man)

description: This dataset includes all earthworm records submitted to the National Earthworm Recording Isle of Man) since launching in 2022. This includes using a variety of sampling methods and records produced by volunteer biological recorders.
Full details of the National Earthworm Recording Scheme can be found on the Earthworm Society of Britain website: http://earthwormsoc.org.uk