cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccdc.csd.cc1mkwz1
title: CCDC 1506754: Experimental Crystal Structure Determination

description: Related Article: Ning Zhang, Zhi-Hong Ma, Su-Zhen Li, Zhan-Gang Han, Xue-Zhong Zheng, Jin Lin|2017|Wuji Huaxue Xuebao|33|1497|doi:10.11862/CJIC.2017.153
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.cc1mkx03
title: CCDC 1506755: Experimental Crystal Structure Determination

description: Related Article: Ning Zhang, Zhi-Hong Ma, Su-Zhen Li, Zhan-Gang Han, Xue-Zhong Zheng, Jin Lin|2017|Wuji Huaxue Xuebao|33|1497|doi:10.11862/CJIC.2017.153
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.cc1mzkv0
title: CCDC 1518933: Experimental Crystal Structure Determination

description: Related Article: Chun-Lin Yang|2016|CSD Communication|||
description: Related Article: Chun-Lin Yang, Yong-Lan Feng, Fu-Xing Zhang, Jiang-Xi Yu, Wu-Jiu Jiang, Dai-Zhi Kuang, NIna-Fa Yang|2017|Wuji Huaxue Xuebao|33|1397|doi:10.11862/CJIC.2017.175
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.cc1mzkw1
title: CCDC 1518934: Experimental Crystal Structure Determination

description: Related Article: Chun-Lin Yang, Yong-Lan Feng, Fu-Xing Zhang, Jiang-Xi Yu, Wu-Jiu Jiang, Dai-Zhi Kuang, NIna-Fa Yang
|2016|CSD Communication|||
description: Related Article: Chun-Lin Yang, Yong-Lan Feng, Fu-Xing Zhang, Jiang-Xi Yu, Wu-Jiu Jiang, Dai-Zhi Kuang, NIna-Fa Yang|2017|Wuji Huaxue Xuebao|33|1397|doi:10.11862/CJIC.2017.175
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.cc1n76qt
title: CCDC 1526276: Experimental Crystal Structure Determination

description: Related Article: Shi-Cheng Yan, Wei-Ji Hu, Jin-Bei Shen, Guo-Liang Zhao|2017|Jiegou Huaxue|33|1381|doi:10.11862/CJIC.2017.177
description: Related Article: Hu WeiJi|2017|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.cc1n76rv
title: CCDC 1526277: Experimental Crystal Structure Determination

description: Related Article: Shi-Cheng Yan, Wei-Ji Hu, Jin-Bei Shen, Guo-Liang Zhao|2017|Jiegou Huaxue|33|1381|doi:10.11862/CJIC.2017.177
description: Related Article: Hu WeiJi|2017|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: 10.34740/kaggle/dsv/13745893
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.sukxaj
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Occurrence evidence)",
 "Geometry POLYGON((-77.50352 38.33664,-77.51681 38.27607,-76.97109 38.04722,-76.94592 37.94804,-76.92446 37.94039,-76.8445 37.94907,-76.82652 37.97015,-76.84523 38.01252,-76.89558 38.09676,-77.07807 38.18585,-77.22371 38.24953,-77.50352 38.33664))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bivalvia"
 ]
}

 The dataset includes 61 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012038-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qf6dmu
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhamnus minuta Grubov",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation)"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030199-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.atetzm
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kenya",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Solanum seaforthianum Andrews"
 ]
}

 The dataset includes 47 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030201-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u5ba2r
title: Occurrence Download

description: A dataset containing 3803 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Juniperus flaccida Schltdl."
 ]
}

 The dataset includes 3803 records from 152 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030200-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.53km8c
title: Occurrence Download

description: A dataset containing 138 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myricaria prostrata Hook.fil. & Thomson",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation)"
 ]
}

 The dataset includes 138 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030202-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tpgcs4
title: Occurrence Download

description: A dataset listing the 544 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "Geometry POLYGON((98.02132 46.54887,102.86069 46.58239,102.88564 48.84703,98.01384 48.84703,98.02132 46.54887))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year 2001-2025"
 ]
}

 The dataset's 544 records were derived from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030175-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qgkjwm
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kenya",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Spergula arvensis L."
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030203-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17863/cam.91195
title: Research data supporting "In Operando optical tracking of oxygen vacancy migration and phase change in few-nm ferroelectric HZO memories"

description: Data files for the manuscript. Please see the Readme.txt file for a detailed dataset description.
DOI: 10.17863/cam.108322
title: Research Data supporting "Longitudinal Power Monitoring for Simplified Coherent PONs"

description: The data includes the power profile estimated using regularised linear least squares and with piecewise linear fitting for simulation results over a 40 km fibre link and experimental results over a 60 km fibre link. The simulation data was collected and processed in Matlab, and the experimental data was obtained in the setup of 60 GBd 16 QAM downstream transmission with a 60 km fibre link using the simplified coherent receiver.
DOI: 10.17863/cam.111758
title: Research data supporting "Cost efficiency versus energy utilization in green ammonia production from intermittent renewable energy."

description: This dataset contains the results of optimized process design for green ammonia production using solar and wind energy profiles combined with a linear optimization solar to investigate the effect of curtailment, combining solar and wind and adjusting ammonia production.
DOI: 10.17863/cam.112931
title: Research data supporting "Causal associations between cardiorespiratory fitness and type 2 diabetes"

description: Genome wide association summary statistics for predicted VO2max (ml O2 per minute per kg fat free mass) in the UK Biobank study. VO2max was estimated from a submaximal ramped cycle ergometer test. Participants of non-European ancestry were excluded from the genetic analysis. Results for this publication used UK Biobank applications 408, 12871 and 44448.
DOI: 10.17863/cam.115876
title: Research data supporting "Temperature-Dependent Microfluidic Impedance Spectroscopy for Non-invasive Biofluid Characterization"

description: The data comprises of impedance spectra measured using a Sciospec ISX3v2 impedance analyser, of a novel device consisting of aerosol-jet printed silver interdigitated electrodes integrated into a microfluidic channel. Each impedance spectrum (.spec file) consists of some metadata, followed by the measured real (Re / Ohms) and imaginary (Img / Ohms) components measured at each measurement frequency (Freq / Hz). The subfolders contain experimental details. For example, the concentration of the chemical species (in millimolar, mM), and the species. The final subfolder contains information regarding the measurement channel (e.g. '2-4'). Each channel is connected to one pair of electrodes, which lie under 1 channel For temperature-dependent data, a csv file containing times and temperatures is also included. The temperature and impedance spectroscopy measurements were started simultaneously, such that the temperature at which each impedance spectrum was obtained can be determined. csv files are also provided, which have been exported from the code, and contain the impedance spectra and important features (such as the turning point frequency of the capacitance-frequency curves). This enables plotting of the data without running the complete analysis code, if required. The code consists of various Jupyter Notebooks (ipynb) (Python 3), which have been used to analyse the data. Each dataset has a separate associated Jupyter Notebook. The 'source' of the code should be input, and must match the directory of the data on the user's computer. Each function contains a short description, and all functions are called by the 'analysis_all()' function at the end of the script. Comments are present to explain specifics of the code where relevant. Together, the data and code have been used to investigate the effect of anionic species (by comparing sodium chloride (NaCl) and sodium lactate (NaLac), the effect of glucose, and the effect of temperature on the impedance spectra, turning point frequency and Nyquist plots. Nyquist analysis has been carried out to determine the values of the components of the Randles equivalent circuit as a function of temperature for each tested solution.
DOI: 10.15468/dl.b4mmzm
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myricaria pulcherrima Batalin",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation)"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030204-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15406079
title: Aquatic Fungi Publication Explorer

description: A Streamlit-based web application designed to explore and filter publications related to aquatic fungi. This project was developed in support of the manuscript "Challenges and Opportunities in Defining Aquatic Fungi" (Masigol et al., 2025). The application is available at Aquatic Fungi Publication Explorer.



Note: This dataset and web app are part of an ongoing study, and the manuscript "Challenges and Opportunities in Defining Aquatic Fungi" (Masigol et al., 2025) has not yet been published. Use of this data and app is subject to academic and research purposes only, pending final publication.
DOI: 10.5281/zenodo.15406080
title: Aquatic Fungi Publication Explorer

description: A Streamlit-based web application designed to explore and filter publications related to aquatic fungi. This project was developed in support of the manuscript "Challenges and Opportunities in Defining Aquatic Fungi" (Masigol et al., 2025). The application is available at Aquatic Fungi Publication Explorer.



Note: This dataset and web app are part of an ongoing study, and the manuscript "Challenges and Opportunities in Defining Aquatic Fungi" (Masigol et al., 2025) has not yet been published. Use of this data and app is subject to academic and research purposes only, pending final publication.
DOI: 10.15468/dl.n9dzgf
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kenya",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sphagneticola trilobata (L.) Pruski"
 ]
}

 The dataset includes 45 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030205-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15398094
title: Charon dehosting long read index

description: This pre-built index can be used with Charon to dehost metagenomic long read datasets.

The file host_microbial.accessions.txt.gz contains a break down of the accessions included in each input file used to generate the index. The human files (one per chromosome) each include up to 100 complete references from assemblies generated by the HPRC (always including T2T). In addition, it includes the HLA alleles downloaded from here. The microbial files include references from FDA-ARGOS, along with a subset of complete RefSeq genomes. These represent archaea, bacteria, fungi, sar and viruses, split over a number of files per phylum where necessary.

The index was built from these reference FASTA using the command charon index host_microbial.tab --log index_host_microbial.log using default parameters (w=41, k=19, number_hashes=3) with release v1.0.4.

To extract the microbial reads, first unzip the index using `gunzip host_microbial.tab.idx.gz`. Then run 

charon dehost -t 8 --db host_microbial.tab.idx <reads.fq.gz> --extract microbial --prefix <out_prefix>More details on charon dehost options available on the github page.
DOI: 10.5281/zenodo.15398095
title: Charon dehosting long read index

description: This pre-built index can be used with Charon to dehost metagenomic long read datasets.

The file host_microbial.accessions.txt.gz contains a break down of the accessions included in each input file used to generate the index. The human files (one per chromosome) each include up to 100 complete references from assemblies generated by the HPRC (always including T2T). In addition, it includes the HLA alleles downloaded from here. The microbial files include references from FDA-ARGOS, along with a subset of complete RefSeq genomes. These represent archaea, bacteria, fungi, sar and viruses, split over a number of files per phylum where necessary.

The index was built from these reference FASTA using the command charon index host_microbial.tab --log index_host_microbial.log using default parameters (w=41, k=19, number_hashes=3) with release v1.0.4.

To extract the microbial reads, first unzip the index using `gunzip host_microbial.tab.idx.gz`. Then run 

charon dehost -t 8 --db host_microbial.tab.idx <reads.fq.gz> --extract microbial --prefix <out_prefix>More details on charon dehost options available on the github page.
DOI: 10.5281/zenodo.15406983
title: The Influence of Training and Development on Employee Performance in Local Government Authorities – A Case of Nachingwea District Council

description: This research project investigates the influence of training and development on employee performance within Local Government Authorities, specifically focusing on Nachingwea District Council in Tanzania. The study employs both qualitative and quantitative approaches, utilizing questionnaires, interviews, and documentary reviews to analyze how effective training contributes to individual and organizational performance. Findings reveal that training and development significantly improve employee skills, job satisfaction, and service delivery in local government settings. The research provides recommendations for policy improvement and emphasizes the need for structured training programs across all departments. This project was conducted as part of the requirements for a Bachelor Degree in Human Resource Management at the Mwalimu Nyerere Memorial Academy.
DOI: 10.5281/zenodo.15406984
title: The Influence of Training and Development on Employee Performance in Local Government Authorities – A Case of Nachingwea District Council

description: This research project investigates the influence of training and development on employee performance within Local Government Authorities, specifically focusing on Nachingwea District Council in Tanzania. The study employs both qualitative and quantitative approaches, utilizing questionnaires, interviews, and documentary reviews to analyze how effective training contributes to individual and organizational performance. Findings reveal that training and development significantly improve employee skills, job satisfaction, and service delivery in local government settings. The research provides recommendations for policy improvement and emphasizes the need for structured training programs across all departments. This project was conducted as part of the requirements for a Bachelor Degree in Human Resource Management at the Mwalimu Nyerere Memorial Academy.
DOI: 10.15468/dl.4anzxv
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kenya",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Stachytarpheta jamaicensis (L.) Vahl"
 ]
}

 The dataset includes 16 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030208-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s8e6k4
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Reaumuria kaschgarica Rupr.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation)"
 ]
}

 The dataset includes 58 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030207-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dnmdty
title: Occurrence Download

description: A dataset containing 412142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Empetrum nigrum L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation)"
 ]
}

 The dataset includes 412142 records from 517 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030194-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9rrrcx
title: Occurrence Download

description: A dataset containing 260962 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Danthonia DC."
 ]
}

 The dataset includes 260962 records from 1459 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030191-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rh9jam
title: Occurrence Download

description: A dataset containing 2066 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vallesia glabra (Cav.) Link",
 "BasisOfRecord is one of (Specimen, Fossil, Material sample, Material citation)"
 ]
}

 The dataset includes 2066 records from 143 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012898-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/potv1r
title: HVTN 702 efficacy manuscript (NEJM)
title: Vaccine Efficacy of ALVAC-HIV and Bivalent Subtype C gp120-MF59 in Adults

description: This dataset contains frozen pre-unblinding clinical data as of 18 February 2020. Sensitive data including STI test results are not posted.
DOI: 10.15468/dl.7ms4xd
title: Occurrence Download

description: A dataset containing 3761 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mountain Invasion Research Network (MIREN) survey"
 ]
}

 The dataset includes 3761 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002720-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.