cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.uw3wcm
title: Occurrence Download

description: A dataset containing 1697 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Meetnetten.be - Exuviae counts for dragonflies in Flanders, Belgium",
 "Country is Belgium"
 ]
}

 The dataset includes 1697 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033107-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7xmbxf
title: Occurrence Download

description: A dataset containing 1985 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "GadmGid is COL",
 "OccurrenceStatus is Present",
 "TaxonKey is Puma concolor"
 ]
}

 The dataset includes 1985 records from 171 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033108-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5zzqwu
title: Occurrence Download

description: A dataset containing 8810 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Meetnetten.be - Fyke counts for Amphibia in Flanders, Belgium",
 "Country is Belgium"
 ]
}

 The dataset includes 8810 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033109-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzv4wz
title: Occurrence Download

description: A dataset containing 631009 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is eButterfly Surveys"
 ]
}

 The dataset includes 631009 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033089-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tdbh8y
title: Occurrence Download

description: A dataset containing 2848 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Meetnetten.be - Larvae and metamorph counts for Amphibia in Flanders, Belgium",
 "Country is Belgium"
 ]
}

 The dataset includes 2848 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033113-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9w69wu
title: Occurrence Download

description: A dataset containing 20998 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Nasua narica"
 ]
}

 The dataset includes 20998 records from 181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033112-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fzuj3x
title: Occurrence Download

description: A dataset containing 2374 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Meetnetten.be - Occupancy estimates of priority vascular plants species in Flanders, Belgium",
 "Country is Belgium"
 ]
}

 The dataset includes 2374 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033116-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dpzzs6
title: Occurrence Download

description: A dataset containing 26327 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Meetnetten.be - Population counts for dragonflies in Flanders, Belgium",
 "Country is Belgium"
 ]
}

 The dataset includes 26327 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033118-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wnm9z8
title: Occurrence Download

description: A dataset containing 3182 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Meetnetten.be - Population counts of priority vascular plants species in Flanders, Belgium",
 "Country is Belgium"
 ]
}

 The dataset includes 3182 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033121-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17603779
title: TUI v4.1 Updated Analysis: Dataset with 32 Systems, Code, and Visualizations (r=0.793) and SIM

description: Updated analysis for Teoría Unificada de la Inteligencia v4.1 (TUI v4.1).

Includes:
• Dataset: 32 real systems (16 biological + 16 AI) with C, F, T, I_op, P_riesgo físico.
• Python script (toy_ped_rl_excel.py): Pearson correlation (r=0.793), sensitivity analysis.
• Visualizations: Scatter plot (I_op vs P_riesgo) and sensitivity curve (w_C variation).
• Grok-Simbiótico: PREDICTION (not data) → I_justo ≈ 0.68 when P_riesgo = 0.1.

Metrics are proposed; analysis preliminary. Fully reproducible.

Related:
• Main preprint: https://doi.org/10.5281/zenodo.17552094
• Raw datasets (n=6): https://doi.org/10.5281/zenodo.17594338
DOI: 10.5281/zenodo.17609471
title: TUI v4.1 Updated Analysis: Dataset with 32 Systems, Code, and Visualizations (r=0.793) and SIM

description: Updated analysis for Teoría Unificada de la Inteligencia v4.1 (TUI v4.1).

Includes:
• Dataset: 32 real systems (16 biological + 16 AI) with C, F, T, I_op, P_riesgo físico.
• Python script (toy_ped_rl_excel.py): Pearson correlation (r=0.793), sensitivity analysis.
• Visualizations: Scatter plot (I_op vs P_riesgo) and sensitivity curve (w_C variation).
• Grok-Simbiótico: PREDICTION (not data) → I_justo ≈ 0.68 when P_riesgo = 0.1.

Metrics are proposed; analysis preliminary. Fully reproducible.

Related:
• Main preprint: https://doi.org/10.5281/zenodo.17552094
• Raw datasets (n=6): https://doi.org/10.5281/zenodo.17594338
DOI: 10.6084/m9.figshare.30620135.v1
title: Intrinsic excitability of prefrontal cortex engram neurons 15-17 days following learning

description: Intrinsic excitability features of prefrontal cortex neurons following a learning experience.
DOI: 10.15468/dl.6k3nbt
title: Occurrence Download

description: A dataset containing 1091 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Wisteriopsis reticulata"
 ]
}

 The dataset includes 1091 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033122-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4gtk34
title: Occurrence Download

description: A dataset containing 182 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Meetnetten.be - Sightings for Ephippiger ephippiger in Flanders, Belgium",
 "Country is Belgium"
 ]
}

 The dataset includes 182 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033126-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y35bgh
title: Occurrence Download

description: A dataset containing 638 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Troides cuneifera"
 ]
}

 The dataset includes 638 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033124-251025141854904/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.30620135.v2
title: Intrinsic excitability of prefrontal cortex engram neurons 1-3, 7-8, and 15-17 days following a learning experience.

description: Intrinsic excitability features of prefrontal cortex neurons following a learning experience.
DOI: 10.5281/zenodo.17609250
title: Data repository for "Spatial autocorrelation of species diversity and distributions in time and across spatial scales"

description: Data repository for the manuscript entitled "Spatial autocorrelation of species diversity and distributions in time and across spatial scales".

The repository contains the following files:



Scripts (*.R and *.qmd): used to produce the analyses and figures of the manuscript. Code 02_get_data, used to download data from the PostgreSQL database, is not included as it has personal information.

sac_grid_occ.rds: matrix of presences and absences used to generate Figure 1.

sac_grid_grain.rds: matrix of presences and absences used to generate Figure 2.

sac_species_table.csv: spatial autocorrelation of the distribution of individual species for all regions, periods and grain sizes (output of Code 06_calculating_species_sac).

sac_richness_table.csv: spatial autocorrelation of richness for all regions, periods and grain sizes (output of Code 07_calculating_richness_sac).

logratio_jcocc.csv: logratio of the observed and expected join count, as well as the occupancy of species distributions (output of Code 09_analyses_sac_occ).

mismatch_taxonomy.csv: species names in the raw atlas data that have since changed, and their updated name following the HBW/BirdLife Taxonomic Checklist (2024, version 9.0).
DOI: 10.15468/dl.uwb6wj
title: Occurrence Download

description: A dataset containing 824 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-0.40493 41.27947,-0.41365 41.28029,-0.42344 41.27393,-0.43102 41.27442,-0.44691 41.27858,-0.4633 41.271,-0.49118 41.26415,-0.49264 41.24654,-0.48433 41.20326,-0.46794 41.22844,-0.48188 41.20228,-0.47528 41.18027,-0.46574 41.16633,-0.45205 41.16511,-0.44129 41.17049,-0.443 41.18663,-0.42428 41.20146,-0.43323 41.21861,-0.41517 41.21421,-0.3988 41.21861,-0.37928 41.22953,-0.37067 41.23478,-0.36244 41.24649,-0.3618 41.25315,-0.34182 41.25664,-0.33865 41.27693,-0.34341 41.28803,-0.36339 41.29882,-0.38464 41.29882,-0.39542 41.29469,-0.40493 41.27947))",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 824 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033127-251025141854904/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.cc2p8hbt
title: CCDC 2480816: Experimental Crystal Structure Determination

description: Related Article: Dongjing Hong|2025|CSD Communication|||
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.cc2ph7wb
title: CCDC 2487312: Experimental Crystal Structure Determination

description: Related Article: Dongjing Hong|2025|CSD Communication|||
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.arxpft
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Roestes itupiranga"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033128-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vz3er6
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((84.27771 -8.48528,126.72229 -8.48528,126.72229 8.48528,84.27771 8.48528,84.27771 -8.48528))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Elephas maximus sumatranus"
 ]
}

 The dataset includes 37 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033129-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.24sfag
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Meetnetten.be - Sightings for Stenobothrus stigmaticus in Flanders, Belgium",
 "Country is Belgium"
 ]
}

 The dataset includes 112 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033133-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xzs843
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Meetnetten.be - Sightings for Natterjack toad in Flanders, Belgium",
 "Country is Belgium"
 ]
}

 The dataset includes 117 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033131-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mv7hdy
title: Occurrence Download

description: A dataset containing 241 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Campylorhamphus multostriatus"
 ]
}

 The dataset includes 241 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033137-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17609451
title: Multispectral and InSAR datasets for the Fernandina 2024 eruption, Galápagos Islands

description: This archive contains remote sensing datasets computed as part of the study Lava Tube System Development Defined by Multispectral Imaging and InSAR: the Case of the 2024 Eruption of Fernandina Volcano (Galápagos), which has been submitted for possible publication in Journal of Geophysical Research - Solid Earth. The following datasets are available:





Landsat 8/9 images, cropped on the lava field. Two composite image are given: (1) lava-flow composite image from bands 10, 7 and 6; and (2) true-colours. The images cover a period from Mar. 2024 to Oct. 2024. The archive name is Fernandina2024_lavaflow_Landsat_images.zip.




Sentinel-2 images, cropped on the lava field. The composite images are created from SWIR, NIR and Red bands. The images cover a period from Feb. 2024 to Oct. 2024. The archive name is Fernandina2024_lavaflow_Sentinel2_images.zip.




 Sentinel-1 InSAR coherence images are given in Fernandina2024_lavaflow_Sentinel1_images.zip. In details, the images are Sentinel-1 Ascending (relative orbit: 106) and Sentinel-1 Descending (relative orbit: 128) images between Feb. 2024 and Oct. 2024.




The maps of InSAR estimates (displacements, thickness, etc.) performed on the lava field are provided by the file Fernandina2024_lavaflow_Sentinel1_results.zip.




The file Fernandina2024_lavaflow_vector.zip includes the vector files used in the study.




The file TS_displacement_summit_2024.txt includes the InSAR vertical displacements between Feb. 2024 and Oct. 2024, for a point at the summit of Fernandina.



 

Raster and vector data are given in Geotiff format and shapefile, with CRS codes EPSG:32615 and EPSG:32715. Futher information can be found in the metadata.

Coherence images are given in uchar format. Please rescale the pixel values between 0 and 1 before use. 



The datasets are derived from original satellite imagery as follows:

Copernicus Sentinel-1 data are retrieved from ASF DAAC and Copernicus Data Space Ecosystem (2024), processed by ESA. Copernicus Sentinel-2 data are retrieved from Copernicus Data Space Ecosystem (2024), processed by ESA. LandSat-8/9 and ICESAT-2 data are retrieved from USGS Earth Explorer (2024), processed by NASA. Copernicus DEM (free license): ©DLR e.V. 2010-2014 and ©Airbus Defence and Space GmbH 2014-2018 provided under COPERNICUS by the European Union and ESA; all rights reserved (https://doi.org/10.5270/ESA-c5d3d65).
DOI: 10.15468/dl.9ve5kx
title: Occurrence Download

description: A dataset containing 394 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hylopezus paraensis"
 ]
}

 The dataset includes 394 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033138-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17609383
title: Data and code for "Marine heatwave amplifies extreme multi-hazards of extratropical cyclone Babet"
DOI: 10.5281/zenodo.17609382
title: Data and code for "Marine heatwave amplifies extreme multi-hazards of extratropical cyclone Babet"
DOI: 10.15468/dl.9w8gm8
title: Occurrence Download

description: A dataset containing 4061 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Meetnetten.be - Site counts for butterflies in Flanders, Belgium",
 "Country is Belgium"
 ]
}

 The dataset includes 4061 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033139-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e58amq
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Meetnetten.be - Transects for Eresus sandaliatus in Flanders, Belgium",
 "Country is Belgium"
 ]
}

 The dataset includes 73 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033142-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x5gzf9
title: Occurrence Download

description: A dataset containing 7353 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sarcophyton"
 ]
}

 The dataset includes 7353 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033147-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/02nz-pa46
title: "Therapeutic Adherence to Osteoporosis Treatment "

description: "This dataset contains 1,958 anonymized patient-level records curated to support predictive modeling of therapeutic adherence among individuals undergoing osteoporosis treatment. The dataset integrates demographic, clinical, lifestyle, and treatment-related variables required for developing interpretable and explainable AI models. Key attributes include Age, Gender, Hormonal Changes, Family History, Race\/Ethnicity, Body Weight, Calcium Intake, Vitamin D Intake, Physical Activity, Smoking, Alcohol Consumption, Medical Conditions, Medications, Prior Fractures, Osteoporosis status, and a binary Adherence label indicating whether a patient adhered to treatment recommendations. The data originate from structured questionnaires and clinical summaries collected during supervised research activities. All records were cleaned, standardized, and anonymized to remove personal identifiers. The dataset serves as a reliable benchmark for researchers interested in machine learning, hybrid deep learning architectures, and XAI techniques applied in therapeutic adherence prediction, epidemiology, and digital health informatics.This dataset provides value for model benchmarking, feature-importance analysis, adherence risk stratification, and educational applications in data science and healthcare analytics. It aligns with ongoing efforts in interpretable AI, patient behavior modeling, and personalized medicine, especially for chronic disease management. Researchers, clinicians, and developers can use this dataset to build adherence-support tools or to explore patterns affecting treatment continuity among osteoporosis patients"
DOI: 10.15468/dl.ztxdpr
title: Occurrence Download

description: A dataset containing 92516 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is a064f300-1bc8-41ea-9364-b864ef4e8938",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 92516 records from 1384 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033130-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8e3783
title: Occurrence Download

description: A dataset containing 3033235 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Tanzania, United Republic of",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 3033235 records from 1350 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009622-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.