cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/7byx73sk82.2
title: Dataset for oxytetracycline elimination via adsorption and LED-induced photocatalysis using a MIL-53(Al)@Biomass layered hybrid

description: Oxytetracycline (OTC) is one of the most commonly used broad-spectrum antibiotics for treating both humans and livestock. However, when improperly disposed of, OTC poses a significant risk to water bodies due to its inhibitory effect on water nitrification and its impact on the microbiota. Therefore, various treatments are being investigated to address this pressing issue and offer a sustainable solution. 
Adsorption and advanced oxidation processes (AOP) over novel catalytic materials have drawn great attention for OTC removal. Major questions around these technological applications are related to their removal efficiency, catalyst stability and disposal after treatment cycles. Moreover, the elucidation of the underlaying kinetic and thermodynamic mechanisms governing these processes are also of paramount importance for process design and optimization.
Accordingly, here we provide a complete dataset on the application of a novel MIL-53(Al)@Biomass layered hybrid (MIL-53(Al)@RH) for the removal of OTC from water bodies via adsorption and LED-driven photocatalysis. The MIL-53(Al)@RH was synthetized by a microwave-assisted solvothermal method enabling the in-situ hybridation of MIL-53(Al) with rice husk (RH). The dataset includes information on the pristine materials (MIL-53(Al) and rice husk), the MIL-53(Al)@RH, and a Carbon-Al obtained via pyrolysis of the saturated MIL-53(Al)@RH (affter adsorption). The information includes characterization results from several techniques viz. FTIR-ATR, XRD, SEM-EDX, N2-physisorption, Py-GC-MS, DRS, and pHZ. 
Moreover, data on BATCH adsorption experiments and AOP with MIL-53(Al)@RH is also provided. Adsorption data include information on the effect of MIL-53(Al)@RH dosage, solution pH, and kinetics measurements at different initial concentrations of OTC. Moreover, photocatalytic activity was tested at different oxidant doses (H2O2), OTC concentrations using a Led-light source. 
The data is organized in three folders:
Folder 1: Hybrid and Carbon-Al characterization data: Include a complete set of characterization results for pristine materials, MIL-53(Al)@RH and recovered Carbon-Al after hybrid saturation. Here the reader will find the XRD patterns, N2 adsorption-desorption isotherms along with pore size distributions. Moreover, the pHz profile, SEM images, and a Py-GC-MS analysis on the catalyst decomposition are also provided.
Folder 2: Adsorption data: This folder summarizes the results of the adsorption experiments including pH and MIL-53(Al)@RH doses, kinetic and equilibrium measurements.
Folder 3: Photocatalysis data: This folder encloses the results of AOP for OTC elimination using MIL-53(Al)@RH as a photocatalyst. Readers will find results from the measurements of preliminary tests and AOP kinetics, catalyst stability cycles, and application of a carbon structure derived from MIL-53(Al)@RH as adsorbent and photocatalyst.
DOI: 10.17632/7byx73sk82.3
title: Dataset for oxytetracycline elimination via adsorption and LED-induced photocatalysis using a MIL-53(Al)@Biomass layered hybrid

description: Oxytetracycline (OTC) is one of the most commonly used broad-spectrum antibiotics for treating both humans and livestock. However, when improperly disposed of, OTC poses a significant risk to water bodies due to its inhibitory effect on water nitrification and its impact on the microbiota. Therefore, various treatments are being investigated to address this pressing issue and offer a sustainable solution. 
Adsorption and advanced oxidation processes (AOP) over novel catalytic materials have drawn great attention for OTC removal. Major questions around these technological applications are related to their removal efficiency, catalyst stability and disposal after treatment cycles. Moreover, the elucidation of the underlaying kinetic and thermodynamic mechanisms governing these processes are also of paramount importance for process design and optimization.
Accordingly, here we provide a complete dataset on the application of a novel MIL-53(Al)@Biomass layered hybrid (MIL-53(Al)@RH) for the removal of OTC from water bodies via adsorption and LED-driven photocatalysis. The MIL-53(Al)@RH was synthetized by a microwave-assisted solvothermal method enabling the in-situ hybridation of MIL-53(Al) with rice husk (RH). The dataset includes information on the pristine materials (MIL-53(Al) and rice husk), the MIL-53(Al)@RH, and a Carbon-Al obtained via pyrolysis of the saturated MIL-53(Al)@RH (affter adsorption). The information includes characterization results from several techniques viz. FTIR-ATR, XRD, SEM-EDX, N2-physisorption, Py-GC-MS, DRS, and pHZ. 
Moreover, data on BATCH adsorption experiments and AOP with MIL-53(Al)@RH is also provided. Adsorption data include information on the effect of MIL-53(Al)@RH dosage, solution pH, and kinetics measurements at different initial concentrations of OTC. Moreover, photocatalytic activity was tested at different oxidant doses (H2O2), OTC concentrations using a Led-light source. 
The data is organized in three folders:
Folder 1: Hybrid and Carbon-Al characterization data: Include a complete set of characterization results for pristine materials, MIL-53(Al)@RH and recovered Carbon-Al after hybrid saturation. Here the reader will find the XRD patterns, N2 adsorption-desorption isotherms along with pore size distributions. Moreover, the pHz profile, SEM images, and a Py-GC-MS analysis on the catalyst decomposition are also provided.
Folder 2: Adsorption data: This folder summarizes the results of the adsorption experiments including pH and MIL-53(Al)@RH doses, kinetic and equilibrium measurements.
Folder 3: Photocatalysis data: This folder encloses the results of AOP for OTC elimination using MIL-53(Al)@RH as a photocatalyst. Readers will find results from the measurements of preliminary tests and AOP kinetics, catalyst stability cycles, and application of a carbon structure derived from MIL-53(Al)@RH as adsorbent and photocatalyst.
DOI: 10.15468/dl.3yxzm6
title: Occurrence Download

description: A dataset containing 15836 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trogon elegans Gould, 1834",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Year is greater than or equal to 1810",
 "Year is less than or equal to 2019",
 "Month is greater than or equal to April",
 "Month is less than or equal to September",
 "EventDate is not null",
 "Country is United States of America",
 "Geometry POLYGON((-63 22, -63 51, -126 51, -126 22, -63 22))"
 ]
}

 The dataset includes 15836 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012982-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4d6gvr
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carica stipulata"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038055-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vh2k6s
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Weinmannia piurensis"
 ]
}

 The dataset includes 24 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038056-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nzxeqq
title: Occurrence Download

description: A dataset containing 192605 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Month is one of (September, October, April, May)",
 "TaxonKey is Buteo swainsoni",
 "Year 2020-2025"
 ]
}

 The dataset includes 192605 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038045-251025141854904/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/13758528
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.7910/dvn/digkxh
title: Yang Li, SIhan Li_Government Assistance Alleviates Relative Poverty Among Urban Residents: An Empirical Analysis from China

description: Original data of Government Assistance Alleviates Relative Poverty Among Urban Residents: An Empirical Analysis from China
DOI: 10.5281/zenodo.17625332
title: TalentCLEF 2026 corpus: Skill and Job Title Intelligence for Human Capital Management

description: TalentCLEF2026 corpus - sample set. To check when new data will be uploaded, please consult the calendar of the task

Introduction:

Given the positive response to the inaugural edition of TalentCLEF in 2025, with 76 registered teams, 15 submitted working notes, and 280 runs across both task. TalentCLEF continues to focus on developing and evaluating models that support three key objectives:



Finding/ranking candidates for job positions based on their experience and professional skills.

Implementing upskilling and reskilling strategies that promote the coninuous development of workers

Detecting emerging skills and skills gaps of importance in organizations.


This year’s edition includes two tasks:



Task A - Contextualized Job-Person Matching. Develop systems that identify and rank the most suitable candidate résumés for a given job offer. For each job description in the test set, participants must submit a ranked list of candidate profiles relevant to the position.

Task B - Job-Skill Matching with Skill Type Classification. Develop systems that retrieve the relevant skills associated with a given job title and classify each retrieved skill as core, complementary, or transversa


This repo contains the data for these two tasks.

File structure: 

The files will be organized into two *.zip files, TaskA and TaskB, each containing training, validation and test folders to support different stages of model development. Until the official release of the full training set, users can access a sample version of the data that will be used through the sampleset_TaskA.zip and sampleset_TaskB.zip files to visualize the type of dataset they will encounter during the development of TalentCLEF

TaskA includes language-specific subfolders within the directories, covering English and Spanish data. Development folders include two essential folders (queries, corpus_elements), and a q_rels file for evaluating model relevance to search queries. 

TaskA/
│
├── development/│   ├── english/
│   │   └── queries/│   │   └── corpus_elements/│   │   └── qrels.tsv
│   └── spanish/│       └── queries/│       └── corpus_elements/│       └── qrels.tsv
│
└── test/

TaskB follows a similar structure but without language-specific subfolders, providing general .tsv files for training, validation, and testing. This consistent file organization enables efficient data access and structured updates as new data versions are published. The training set (and the sample set) does not include information about the labels, that will be shown with the release of the training set.

TaskB/
│
├── training/
│   └── taskB_training.tsv
│
├── validation/
│
└── test/

Resources: 



Web

Additional resources

More resources soon.
DOI: 10.15468/dl.f9pnpn
title: Occurrence Download

description: A dataset containing 3821828 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Month is one of (September, October, April, May, August, March, July, November)",
 "TaxonKey is Setophaga coronata",
 "Year 2020-2025"
 ]
}

 The dataset includes 3821828 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038049-251025141854904/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.29210295
title: The effect of mirror therapy on spasticity in adult patients with stroke: a systematic review and meta-analysis

description: This study aims to investigate the effects of Mirror Therapy (MT) on spasticity and related parameters in stroke patients A systematic review was performed in databases PubMed, Web of Science, Science Direct, Cochrane, and Scopus databases for published RCTs (Randomized Controlled Trials) from the date of each database’s inception to May 2021. Modified Ashworth Scale (MAS) in adult patients with stroke compared to conventional therapy, sham, and additional therapy control were included. Physiotherapy Evidence Database Scale was used to assess the methodological quality of each study. The overall effect of MT on MAS was statistically significant and beneficial when studies were analyzed in terms of both upper and lower extremities (<i>p</i> &lt; 0.001). MT demonstrated a large and beneficial overall effect on the Brunnstrom Assessment compared to conventional therapy (<i>p</i> &lt; 0.001). The overall impact of MT on Fugl-Meyer Assessment (FMA) was large and statistically significant (<i>p</i> &lt; 0.001). However, a meta-analysis of three studies using the 10-meter walk test showed that the overall effect of MT was not statistically significant (<i>p</i> = 0.258). This systematic review and meta-analysis demonstrates reductions in upper and lower extremity spasticity and improved motor recovery with MT, both isolated and combined with other treatments, in adults with stroke. CRD42021255154.
DOI: 10.6084/m9.figshare.29210295.v1
title: The effect of mirror therapy on spasticity in adult patients with stroke: a systematic review and meta-analysis

description: This study aims to investigate the effects of Mirror Therapy (MT) on spasticity and related parameters in stroke patients A systematic review was performed in databases PubMed, Web of Science, Science Direct, Cochrane, and Scopus databases for published RCTs (Randomized Controlled Trials) from the date of each database’s inception to May 2021. Modified Ashworth Scale (MAS) in adult patients with stroke compared to conventional therapy, sham, and additional therapy control were included. Physiotherapy Evidence Database Scale was used to assess the methodological quality of each study. The overall effect of MT on MAS was statistically significant and beneficial when studies were analyzed in terms of both upper and lower extremities (<i>p</i> &lt; 0.001). MT demonstrated a large and beneficial overall effect on the Brunnstrom Assessment compared to conventional therapy (<i>p</i> &lt; 0.001). The overall impact of MT on Fugl-Meyer Assessment (FMA) was large and statistically significant (<i>p</i> &lt; 0.001). However, a meta-analysis of three studies using the 10-meter walk test showed that the overall effect of MT was not statistically significant (<i>p</i> = 0.258). This systematic review and meta-analysis demonstrates reductions in upper and lower extremity spasticity and improved motor recovery with MT, both isolated and combined with other treatments, in adults with stroke. CRD42021255154.
DOI: 10.5281/zenodo.17625294
title: Scheduling strategies for efficient data movement in data-intensive scientific workflow execution: Execution Traces and Experimental Configurations for NUMA-Aware Workflow Scheduling
DOI: 10.5281/zenodo.17625295
title: Scheduling strategies for efficient data movement in data-intensive scientific workflow execution: Execution Traces and Experimental Configurations for NUMA-Aware Workflow Scheduling
DOI: 10.7910/dvn/2zkqhw
title: Construction Cost Index in Korea

description: This dataset, published by the Korea Institute of Civil Engineering and Building Technology (KICT), contains monthly Construction Cost Index data for residential buildings, covering the period from 2013 through 2024.
DOI: 10.15468/dl.r3uvsk
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euphorbia apurimacensis"
 ]
}

 The dataset includes 35 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038058-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qcf547
title: Occurrence Download

description: A dataset containing 223 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Otholobium munyense"
 ]
}

 The dataset includes 223 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038059-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ywxbdm
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Weberbauerella brongniartioides"
 ]
}

 The dataset includes 34 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038060-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.987zz9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Osmeriformes",
 "Geometry POLYGON ((34.9038 27.8147, 35.2246 28.8496, 26.9648 28.8496, 26.9648 19.8496, 35.9648 19.8496, 35.9648 24.4806, 35.4928 25.0593, 34.4963 26.7709, 34.4829 27.231, 34.9038 27.8147))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008219-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15548804
title: Emulating transient ASIC faults in AMD Ultrascale+ FPGA: MC8051 and NOEL-V processors as a case study

description: This dataset contains the results of FPGA fault injection experiments targeting MC8051 and NOEL-V soft-core processors implemented in AMD Zynq Ultrascale+ and AMD Virtex Ultrascale+ FPGAs respectively. Experiments consider fault models representative for ASIC designs, including bit-flips in the registers (CLB Flip-Flops) and on-chip RAM (BRAMs). Fault injection experiments are automated by means of BAFFI fault injection tool. The obtained results are validated by means of simiualtion-based fault injection experiments (SBFI) in RTL and gate-level models of the considered processors. SBFI experiments are automated by means of the DAVOS-SBFI tool. Both BAFFI and DAVOS-SBFI tools are available as a part of DAVOS fault injection toolkit at https://gitlab.com/selene-riscv-platform/DAVOS. 

The detailed description of the dataset is provided in the attached Readme.pdf.
DOI: 10.5281/zenodo.15548805
title: Emulating transient ASIC faults in AMD Ultrascale+ FPGA: MC8051 and NOEL-V processors as a case study

description: This dataset contains the results of FPGA fault injection experiments targeting MC8051 and NOEL-V soft-core processors implemented in AMD Zynq Ultrascale+ and AMD Virtex Ultrascale+ FPGAs respectively. Experiments consider fault models representative for ASIC designs, including bit-flips in the registers (CLB Flip-Flops) and on-chip RAM (BRAMs). Fault injection experiments are automated by means of BAFFI fault injection tool. The obtained results are validated by means of simiualtion-based fault injection experiments (SBFI) in RTL and gate-level models of the considered processors. SBFI experiments are automated by means of the DAVOS-SBFI tool. Both BAFFI and DAVOS-SBFI tools are available as a part of DAVOS fault injection toolkit at https://gitlab.com/selene-riscv-platform/DAVOS. 

The detailed description of the dataset is provided in the attached Readme.pdf.
DOI: 10.3535/jxy-rdv-9kl
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0gt-kxf-2jn
title: Aporrhais da Costa, 1778

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y87-y1h-t88
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3g9-lj8-yp2
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kkv-v4d-z0f
title: Nellia tenella (Lamarck, 1816)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/69m-tlh-wh5
title: Orthiopteris Copel.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wa2-yfs-v3p
title: Lyropecten Conrad, 1862

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4w7-b72-bs0
title: Eutaleola evelinae (Marcus, 1938)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kn1-kb1-hzj
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/shw-zcb-1wy
title: Crisia Lamouroux, 1812

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4r4-y60-d4d
title: Poricellaria d'Orbigny, 1854

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mth-hvw-we6
title: Biflustra d'Orbigny, 1852

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/825-qze-jpz
title: Hippadenella Canu & Bassler, 1917

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j8h-gd0-mge
title: Escharoides Milne Edwards, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cd5-kmq-a7j
title: Amphiope L. Agassiz, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sj5-e02-bpw
title: Cupuladria Canu & Bassler, 1919

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g11-q9m-6lm
title: Soricomorpha Gregory, 1910

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s1q-rs5-ghf
title: Vibracellina laxibasis Canu & Bassler, 1928

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2zw-xsa-qv0
title: †Nellia midwayanica Canu & Bassler, 1920

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cyh-17a-kg7
title: Sorex (Sorex) minutus Linnaeus, 1766

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2s8-ffs-hfb
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7c6-tkv-zlw
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fnq-g3x-g8q
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sgb-8ve-7h6
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.