cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.84fp62
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Citrullus lanatus",
 "Country is Burkina Faso",
 "HasCoordinate is true"
 ]
}

 The dataset includes 72 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048001-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qvebhv
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passiflora foetida",
 "Country is Fiji",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048002-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pwfs8z
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Cayman Turtle Farm Green Sea Turtle Releases (aggregated per 1-degree cell)"
 ]
}

 The dataset includes 15 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048003-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2qe9t4
title: Occurrence Download

description: A dataset containing 970 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passiflora foetida",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 970 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048006-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.be3fxe
title: Occurrence Download

description: A dataset containing 26411 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Balistes capriscus"
 ]
}

 The dataset includes 26411 records from 233 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048000-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ce7xf9
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Citrullus lanatus",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048005-250717081556266/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/12578701
title: time_varying_covid
DOI: 10.15468/dl.vgffvh
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Cayman Turtle Farm Green Sea Turtle Releases (aggregated per 1-degree cell)"
 ]
}

 The dataset includes 15 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048007-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ufgqg
title: Occurrence Download

description: A dataset containing 2954 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tridentiger brevispinis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 2954 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048008-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vw5mpx
title: Occurrence Download

description: A dataset containing 170192 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Programa de Observadores a Bordo (POBCh) de la Secretaria de Pesca de la Provincia del Chubut, Argentina . Observer On board Program -Fisheries Secretariat of the Province of Chubut-Argentina (OOBPPCh)"
 ]
}

 The dataset includes 170192 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010374-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17046844
title: Cycling accidents in Guadalajara, Mexico

description: **Dataset Description**

This repository provides a high-resolution, geospatial, segment-level dataset linking 774 cyclist-involved crashes (2015–2024) in the Guadalajara Metropolitan Area (Mexico) to a uniformly segmented cycling network.

The dataset was created to facilitate research on cyclist safety, infrastructure planning, and policy evaluation by providing a pre-processed, analysis-ready resource that eliminates the need for extensive geocoding and data integration.

### **Key Features**

* **High-Resolution Network:** The cycling network is systematically divided into approximately 13,380 micro-segments of ~20 meters each.

* **Crash-Segment Linkage:** Each of the 774 crash records is spatially joined to a unique segment identifier (`IDSegmento`). Crashes occurring off the formal network are assigned `IDSegmento = 0`.

* **Derived Analytical Variables:** Includes key variables for spatial analysis, such as: * `Concentracion_accidentes`: The total count of crashes occurring on the same segment, ideal for hotspot detection. * `Riesgo`: A derived qualitative indicator ('red', 'yellow', 'green') based on the frequency of recent accidents. * **Full Reproducibility:** The dataset is accompanied by comprehensive, machine-readable metadata, including schemas, codebooks, checksums, and the full data generation pipeline script.

### **Data Content**

The main data files are provided in CSV format (`utf-8-sig` encoded for Excel compatibility):

1. **`accidentes_idsegmento_frecuencia.csv`**: The primary dataset of 774 person-level crash records.

2. **`segmentos_ciclovias.csv`**: The segmented cycling network layer.

### **Potential Use Cases**

This structure facilitates fine-grained spatial analysis, hotspot detection, and predictive model training. The documented workflow can also be replicated to create similar datasets for other Latin American cities under similar data conditions, enabling valuable comparative research.

This dataset supports the *Data in Brief* article: "A High-Resolution Geospatial Dataset of Cyclist-Involved Crashes and Segmented Cycling Infrastructure in the Guadalajara Metropolitan Area (2015–2024)".
DOI: 10.25934/pr00009829
title: Clinical and molecular profiles of Hepatocellular Carcinoma (HCC) treated with combination immunotherapy

description: Liver cancer, which is the abnormal and uncontrolled growth of cells in the liver, is a common and serious health concern globally, ranking as the sixth most diagnosed cancer and the third leading cause of cancer-related deaths. One prominent form of liver cancer is hepatocellular (main cells of the liver) carcinoma (HCC), representing over 80% of liver cancer cases and contributing significantly to global cancer mortality. 

Several key factors increase the risk of HCC. These factors include chronic infection with hepatitis B or C viruses (infections of the liver that are transmitted through blood), excessive alcohol consumption, exposure to aflatoxin (a toxin produced by certain molds found in food), the presence of non-alcoholic fatty liver disease (fat accumulation mainly due to overweight/obesity, diabetes, and lipid disorders), and genetic factors. The interplay of these risk factors adds complexity to the disease, leading to diverse clinical presentations and varied responses to treatment.

There is an essential need for the development of effective medical therapies for HCC patients, especially for advanced-stage liver cancer. Recent progress in clinical trials for HCC has focused on exploring innovative therapeutic approaches based on immuno-oncology (treatment that focuses on using the body's own immune system to fight cancer) that will prolong the patients’ lives and improve their quality of life. A significant frontier in HCC research involves identifying and validating biomarkers, which are characteristics used as indicators of biological processes. These biomarkers play a crucial role in early detection of HCC and predicting how HCC patients respond to treatments. This groundbreaking work is advancing the field of HCC treatment towards personalized medicine, which means selecting appropriate treatment for individual patients based on their specific biomarkers.
However, existing clinical trials primarily emphasize the assessment of treatment effectiveness. Furthermore, there is limited knowledge on the causal relationships between clinical features, biomarkers, and treatment efficacy. Therefore, we aim to evaluate the impact of clinical characteristics and molecular biomarkers on the treatment effectiveness of HCC patients who had received combination immunotherapy, by using in-depth and comprehensive secondary data analysis on clinical trials. Combination immunotherapy involves treatments like radiation being used together with immunotherapy, which can enhance the effectiveness compared to using a single treatment alone. Identifying the clinical and molecular profiles of HCC patients treated with combination immunotherapy is crucial because understanding how these therapies work together and pinpointing key biomarkers can lead to better, more effective treatments for patients.
DOI: 10.25934/pr00008601
title: An Open-Label, Multicenter Phase Ib Study of The Safety and Efficacy of Atezolizumab (Anti-PD-L1 Antibody) Administered in Combination With Bevacizumab and/or Other Treatments in Patients With Solid Tumors

description: This study will evaluate the safety, efficacy, and pharmacokinetics of atezolizumab in combination with bevacizumab, bevacizumab + oxaliplatin, leucovorin and 5-fluorouracil (5-FU) (FOLFOX), vanucizumab, nab-paclitaxel + gemcitabine, FOLFOX, or 5-FU + cisplatin, in participants with solid tumors.
DOI: 10.15468/dl.d7afe8
title: Occurrence Download

description: A dataset containing 343123 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "TaxonKey is one of (Aponogeton distachyos, Arthurdendyus triangulatus, Cabomba caroliniana, Callosciurus finlaysonii, Cherax destructor, Corvus splendens, Crassula helmsii, Elodea densa, Eriocheir sinensis, Erythranthe guttata, Faxonius immunis, Faxonius juvenilis, Faxonius rusticus, Faxonius virilis, Gambusia affinis, Heracleum mantegazzianum, Heracleum persicum, Heracleum pubescens, Houttuynia cordata, , Impatiens glandulifera, Koenigia polystachya, Lagarosiphon major, Lepomis gibbosus, Limnoperna fortunei, Ludwigia grandiflora, Ludwigia peploides, Lysichiton americanus, Morone americana, Muntiacus reevesi, Myriophyllum aquaticum, Myriophyllum heterophyllum, Pacifastacus leniusculus, Petasites japonicus, Pontederia cordata, Procambarus acutus, Procambarus clarkii, Procambarus virginalis, Pseudorasbora parva, Pycnonotus cafer, Saururus cernuus, Sciurus carolinensis, Sciurus niger, Solenopsis invicta, Solenopsis richteri, Threskiornis aethiopicus, Vespa velutina, Zizania latifolia)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 343123 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010364-251025141854904/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/13572375
title: News UAD
DOI: 10.15468/dl.3y76uj
title: Occurrence Download

description: A dataset containing 3012 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-130.83343 22.27208,-67.16657 22.27208,-67.16657 47.72792,-130.83343 47.72792,-130.83343 22.27208))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lithobates blairi",
 "Year 1970-2020"
 ]
}

 The dataset includes 3012 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010377-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17214785
title: Confocal data of Apotomourinae spp.

description: This dataset contains the raw confocal laser scanning microscopy (CLSM) slices for Multispinus multispinosus (NIGP168210, NIGP168211, NIGP168212), Apotomoura fortiscrura (NIGP168213, NIGP168214), and Angimordella burmitina with a co-preserved thrips (NIGP171315). The dataset is associated with the publication "Revisiting early angiosperm pollination: a reassessment of Angimordella beetle and co-occurring thrips from mid-Cretaceous amber" (DOI: XXX).

 

Confocal images were obtained with a Zeiss LSM710 confocal laser scanning microscope, using the 488 nm (Argon) laser excitation line. The original CZI files are provided, which could be opened by the ZEISS ZEN software.
DOI: 10.5281/zenodo.17214786
title: Confocal data of Apotomourinae spp.

description: This dataset contains the raw confocal laser scanning microscopy (CLSM) slices for Multispinus multispinosus (NIGP168210, NIGP168211, NIGP168212), Apotomoura fortiscrura (NIGP168213, NIGP168214), and Angimordella burmitina with a co-preserved thrips (NIGP171315). The dataset is associated with the publication "Revisiting early angiosperm pollination: a reassessment of Angimordella beetle and co-occurring thrips from mid-Cretaceous amber" (DOI: XXX).

 

Confocal images were obtained with a Zeiss LSM710 confocal laser scanning microscope, using the 488 nm (Argon) laser excitation line. The original CZI files are provided, which could be opened by the ZEISS ZEN software.
DOI: 10.15468/dl.nmn7m6
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is GBR.2_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Athalia rosae"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010378-251025141854904/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/13572380
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.adjyfh
title: Occurrence Download

description: A dataset containing 722 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-80.97400 1.21099,-59.00063 1.21099,-59.00063 9.99536,-80.97400 9.99536,-80.97400 1.21099))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gyrinus"
 ]
}

 The dataset includes 722 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010379-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y5tddv
title: Occurrence Download

description: A dataset containing 650294 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "HasCoordinate is true",
 "TaxonKey is Arachnida"
 ]
}

 The dataset includes 650294 records from 626 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010362-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k2hzhu
title: Occurrence Download

description: A dataset containing 7223 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "TaxonKey is Rangifer tarandus"
 ]
}

 The dataset includes 7223 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010380-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17489468
title: AI Model Regional Trends Data
DOI: 10.5281/zenodo.17496014
title: Supporting data for Ensembl's Regulatory Annotation manuscript

description: Supporting data for Ensembl's Regulatory Annotation manuscript
DOI: 10.5281/zenodo.17496015
title: Supporting data for Ensembl's Regulatory Annotation manuscript

description: Supporting data for Ensembl's Regulatory Annotation manuscript
DOI: 10.5281/zenodo.15592723
title: Synthetic RDF Data

description: This dataset contains synthetic RDF data generated as part of my master's thesis research. The data was generated based on SHACL (Shapes Constraint Language) shapes that define the structure and constraints of RDF graphs.

Two different generative models were used:





GAN (Generative Adversarial Network): Used to model and sample property values by learning the distribution of entities and relationships.




VAE (Variational Autoencoder): Used to capture the latent distribution of data features and generate new, realistic RDF instances while preserving SHACL constraints.



The primary objective was to produce high-quality, diverse synthetic knowledge graph data that:





Adheres to SHACL constraints




Represents realistic distributions




Is suitable for testing RDF-based systems and knowledge graph pipelines
DOI: 10.5281/zenodo.17497899
title: Synthetic RDF Data

description: This dataset contains synthetic RDF data generated as part of my master's thesis research. The data was generated based on SHACL (Shapes Constraint Language) shapes that define the structure and constraints of RDF graphs.

Two different generative models were used:





GAN (Generative Adversarial Network): Used to model and sample property values by learning the distribution of entities and relationships.




VAE (Variational Autoencoder): Used to capture the latent distribution of data features and generate new, realistic RDF instances while preserving SHACL constraints.



The primary objective was to produce high-quality, diverse synthetic knowledge graph data that:





Adheres to SHACL constraints




Represents realistic distributions




Is suitable for testing RDF-based systems and knowledge graph pipelines
DOI: 10.15468/dl.mkdwbb
title: Occurrence Download

description: A dataset containing 15690 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "TaxonKey is Castor canadensis"
 ]
}

 The dataset includes 15690 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010381-251025141854904/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.30506081
title: The Saudi Open Data Platform (Saudi Post,2023). The dataset covers Asir, Jazan, Najran, and Riyadh regions, detailing postal branches.

description: This dataset was analysed in the research article titled <i>“Linking Supply Chain Gaps to Consumer Inhibitors: A Data-Driven Study of Rural E-Commerce in Saudi Arabia”</i> by <b>Sarah Hakami</b> and <b>Ali Alyatimi</b>.
DOI: 10.6084/m9.figshare.30506081.v1
title: he Saudi Open Data Platform (Saudi Post,2023). The dataset covers Asir, Jazan, Najran, and Riyadh regions, detailing postal branches.

description: This dataset was analysed in the research article titled <i>“Linking Supply Chain Gaps to Consumer Inhibitors: A Data-Driven Study of Rural E-Commerce in Saudi Arabia”</i> by <b>Sarah Hakami</b> and <b>Ali Alyatimi</b>.
DOI: 10.6084/m9.figshare.30506081.v2
title: The Saudi Open Data Platform (Saudi Post,2023). The dataset covers Asir, Jazan, Najran, and Riyadh regions, detailing postal branches.

description: This dataset was analysed in the research article titled <i>“Linking Supply Chain Gaps to Consumer Inhibitors: A Data-Driven Study of Rural E-Commerce in Saudi Arabia”</i> by <b>Sarah Hakami</b> and <b>Ali Alyatimi</b>.
DOI: 10.34740/kaggle/dsv/13572443
title: Dataset jadwal event lariku.info
DOI: 10.15468/dl.ma8zb6
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mucuna pruriens",
 "Country is Timor-Leste",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008969-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17327745
title: TARIXIY VOQEALAR RIVOJINING HOZIRGI DAVRDA O'RGANILISH MASALALARI
DOI: 10.5281/zenodo.17327744
title: TARIXIY VOQEALAR RIVOJINING HOZIRGI DAVRDA O'RGANILISH MASALALARI
DOI: 10.3535/h3v-v6f-g48
title: Mentha longifolia (L.) L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/ylp-5fe-n1z
title: Cyperus L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/j8d-8e7-xcn
title: Satureja L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/s57-y5r-f0f
title: Thymus L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/tf9-ahf-9gp
title: Thymus L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/65r-fm5-khq
title: Mentha L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xjl-wqy-adx
title: Juncus bufonius L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/jrp-9yy-p7d
title: Eragrostis minor Host

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/xt3-jt4-w2b
title: Salvia glutinosa L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/f6r-k94-dfz
title: Oxybasis macrosperma subsp. salsa (Phil.) Uotila

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/tra-2xq-e6b
title: Uvularia perfoliata L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/86h-8y6-gnn
title: Escallonia alpina Poepp. ex DC.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/grp-vp9-r4s
title: Onosma graeca Boiss.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/arw-crm-d7t
title: Vicia sativa subsp. nigra Ehrh.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/0fc-jc4-8p7
title: Trifolium dasyurum C.Presl

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/j7b-tmf-wnh
title: Annona haitiensis R. E. Fr.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.