cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18321093
title: Media Discourse Corpus on "A Community with a Shared Future for Mankind": A Comparative China-West Dataset (2013-2023)

description: This dataset supports the research on “A Community with a Shared Future for Mankind”. It comprises two self-built, parallel corpora designed for a comparative critical discourse analysis (CDA) of how this Chinese political concept is represented across distinct media ecosystems.

The dataset includes:





CNC Corpus (Chinese News Corpus): A collection of Chinese-language news texts (e.g., from Xinhua, People’s Daily) that actively promote and discuss the concept of “A Community with a Shared Future for Mankind” (人类命运共同体). Texts are focused on policy discourse, diplomatic events, and official narratives.




WNC Corpus (Western News Corpus): A collection of English-language news texts (e.g., from Reuters, The New York Times, BBC) that report on or comment on the same concept. This corpus captures the reception, interpretation, and framing of the concept within predominant Western media outlets.




Derived Analysis Files:





collocate(CNC).txt & collocate(WNC).txt: Text files listing significant collocates for the core concept within each corpus, revealing its typical lexical environment.




Keyword_results(WNC).xlsx & keywords_result(CNC).xlsx: Excel files containing detailed keyword analysis results (e.g., keyness scores, frequency comparisons), highlighting the salient thematic vocabulary unique to each corpus.
DOI: 10.48610/ffbb0c1
title: NF-UNSW-NB15-v2

description: NetFlow Version 2 of the datasets is made up of 43 extended NetFlow features.  The details of the datasets are published in:

Mohanad Sarhan, Siamak Layeghy, and Marius Portmann, Towards a Standard Feature Set for Network Intrusion Detection System Datasets, Mobile Networks and Applications, 103, 108379, 2022 

The use of the datasets for academic research purposes is granted in perpetuity after citing the above papers. For commercial purposes, it should be agreed upon by the authors. Please get in touch with the author Mohanad Sarhan for more details.
DOI: 10.15468/dl.46544q
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((102.821 4.262162, 102.750544 4.256592, 102.681826 4.24002, 102.61654 4.212855, 102.556296 4.175765, 102.502578 4.129667, 102.45671 4.075696, 102.41982 4.015183, 102.392816 3.949618, 102.37636 3.880618, 102.370854 3.809882, 102.376432 3.739151, 102.392954 3.670168, 102.42001 3.604629, 102.456933 3.544148, 102.502813 3.490213, 102.556519 3.44415, 102.61673 3.407093, 102.681964 3.379953, 102.750617 3.363397, 102.821 3.357833, 102.891383 3.363397, 102.960036 3.379953, 103.02527 3.407093, 103.085481 3.44415, 103.139187 3.490213, 103.185067 3.544148, 103.22199 3.604629, 103.249046 3.670168, 103.265568 3.739151, 103.271146 3.809882, 103.26564 3.880618, 103.249184 3.949618, 103.22218 4.015183, 103.18529 4.075696, 103.139422 4.129667, 103.085704 4.175765, 103.02546 4.212855, 102.960174 4.24002, 102.891456 4.256592, 102.821 4.262162))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 17 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001379-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18321102
title: CB DO data

description: The DO measurements along the mainstem of CB from CBP.
DOI: 10.15468/dl.w7jpeq
title: Occurrence Download

description: A dataset containing 18530 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "TaxonKey is Loxodonta africana",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 18530 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001377-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18321113
title: Trifolium messanense L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.5281/zenodo.18321114
title: Trifolium messanense L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.5281/zenodo.18321077
title: Data and Code for: Nutrient Resorption as a Conservative Trait in a Widespread Grass: Evidence for Geographic Origin over Phenotypic Plasticity to Salt Stress
DOI: 10.6084/m9.figshare.31101775
title: <b>Moderating Role of Psychological Flexibility on the Relationship Between Pain Perception and Hope for Recovery in Breast Cancer Patients</b>

description: The aim of the present study was to investigate the relationships between pain perception and hope for recovery and the moderating role of psychological flexibility in this relationship.
DOI: 10.6084/m9.figshare.31101775.v1
title: <b>Moderating Role of Psychological Flexibility on the Relationship Between Pain Perception and Hope for Recovery in Breast Cancer Patients</b>

description: The aim of the present study was to investigate the relationships between pain perception and hope for recovery and the moderating role of psychological flexibility in this relationship.
DOI: 10.5281/zenodo.18321076
title: Data and Code for: Nutrient Resorption as a Conservative Trait in a Widespread Grass: Evidence for Geographic Origin over Phenotypic Plasticity to Salt Stress
DOI: 10.15468/dl.qcjv8d
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((103.154 0.584185, 103.083733 0.578617, 103.015197 0.562052, 102.95008 0.534898, 102.889984 0.497822, 102.836389 0.451739, 102.790616 0.397783, 102.753792 0.337283, 102.726821 0.271728, 102.71037 0.202733, 102.704841 0.131996, 102.710372 0.061259, 102.726826 -0.007735, 102.753798 -0.07328900000000001, 102.790624 -0.133788, 102.836398 -0.187743, 102.889991 -0.233825, 102.950086 -0.2709, 103.015202 -0.298053, 103.083736 -0.314618, 103.154 -0.320185, 103.224264 -0.314618, 103.292798 -0.298053, 103.357914 -0.2709, 103.418009 -0.233825, 103.471602 -0.187743, 103.517376 -0.133788, 103.554202 -0.07328900000000001, 103.581174 -0.007735, 103.597628 0.061259, 103.603159 0.131996, 103.59763 0.202733, 103.581179 0.271728, 103.554208 0.337283, 103.517384 0.397783, 103.471611 0.451739, 103.418016 0.497822, 103.35792 0.534898, 103.292803 0.562052, 103.224267 0.578617, 103.154 0.584185))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001380-260120142942310/datasets/export for details.
DOI: 10.15468/dl.yra5tc
title: Occurrence Download

description: A dataset containing 2623 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "TaxonKey is Nanger granti",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 2623 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001381-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v2bn83
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((114.029 4.274162, 113.958543 4.268592, 113.889823 4.25202, 113.824536 4.224854, 113.764292 4.187765, 113.710573 4.141667, 113.664705 4.087696, 113.627814 4.027182, 113.60081 3.961618, 113.584353 3.892618, 113.578848 3.821882, 113.584426 3.751151, 113.600948 3.682167, 113.628005 3.616629, 113.664929 3.556148, 113.710809 3.502213, 113.764516 3.45615, 113.824727 3.419093, 113.889962 3.391953, 113.958616 3.375397, 114.029 3.369833, 114.099384 3.375397, 114.168038 3.391953, 114.233273 3.419093, 114.293484 3.45615, 114.347191 3.502213, 114.393071 3.556148, 114.429995 3.616629, 114.457052 3.682167, 114.473574 3.751151, 114.479152 3.821882, 114.473647 3.892618, 114.45719 3.961618, 114.430186 4.027182, 114.393295 4.087696, 114.347427 4.141667, 114.293708 4.187765, 114.233464 4.224854, 114.168177 4.25202, 114.099457 4.268592, 114.029 4.274162))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001382-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s489cq
title: Occurrence Download

description: A dataset containing 25 records in GBIF matching the query:
SELECT
 datasetkey,
 occurrenceid,
 countrycode,
 scientificname,
 associatedtaxa,
 eventdate,
 decimallatitude,
 decimallongitude,
 occurrenceremarks,
 CONCAT_WS(' | ', samplingprotocol) samplingprotocol
FROM
 occurrence
WHERE
 occurrence.countrycode IN ('BR', 'AR', 'CO', 'MX', 'CL', 'PE', 'EC', 'BO', 'PY', 'UY', 'VE')
 AND occurrence.associatedtaxa IS NOT NULL
 AND (LOWER(occurrence.associatedtaxa) LIKE '%pollinat%' OR LOWER(occurrence.occurrenceremarks) LIKE '%pollinat%' OR GBIF_STRINGARRAYLIKE(occurrence.samplingprotocol, '*pollinat*', FALSE))

 The dataset's 25 records were derived from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001375-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18321134
title: Syngonanthus Ruhland. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.5281/zenodo.18321135
title: Syngonanthus Ruhland. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.15468/dl.m66vgt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((116.916 0.586185, 116.845733 0.580617, 116.777197 0.564052, 116.712079 0.536898, 116.651984 0.499822, 116.598389 0.453739, 116.552616 0.399783, 116.515791 0.339283, 116.488821 0.273728, 116.47237 0.204733, 116.466841 0.133996, 116.472372 0.063259, 116.488826 -0.005735, 116.515798 -0.07128900000000001, 116.552624 -0.131788, 116.598398 -0.185743, 116.651991 -0.231825, 116.712086 -0.2689, 116.777202 -0.296053, 116.845736 -0.312618, 116.916 -0.318185, 116.986264 -0.312618, 117.054798 -0.296053, 117.119914 -0.2689, 117.180009 -0.231825, 117.233602 -0.185743, 117.279376 -0.131788, 117.316202 -0.07128900000000001, 117.343174 -0.005735, 117.359628 0.063259, 117.365159 0.133996, 117.35963 0.204733, 117.343179 0.273728, 117.316209 0.339283, 117.279384 0.399783, 117.233611 0.453739, 117.180016 0.499822, 117.119921 0.536898, 117.054803 0.564052, 116.986267 0.580617, 116.916 0.586185))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001384-260120142942310/datasets/export for details.
DOI: 10.15468/dl.xaxgtf
title: Occurrence Download

description: A dataset containing 1125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "TaxonKey is Ovis ammon",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1125 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001385-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17928666
title: Reproducibility Package for LLPSv2: Unified Evaluation of LLM-Generated Code

description: This record provides the reproducibility resources for the paper "LLPSv2: A Unified Metric for Evaluating Code Generated by Large Language Models".

The reproducibility webpage includes:• Prompt templates used for all LLMs• Raw LLM-generated issues• Preprocessing pipeline
DOI: 10.15468/dl.nkjxgc
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((102.507 4.275162, 102.436543 4.269592, 102.367823 4.25302, 102.302536 4.225854, 102.242291 4.188765, 102.188573 4.142667, 102.142704 4.088695, 102.105814 4.028182, 102.078809 3.962618, 102.062353 3.893618, 102.056847 3.822882, 102.062426 3.752151, 102.078948 3.683167, 102.106005 3.617629, 102.142928 3.557148, 102.188809 3.503213, 102.242515 3.45715, 102.302727 3.420093, 102.367962 3.392953, 102.436616 3.376397, 102.507 3.370833, 102.577384 3.376397, 102.646038 3.392953, 102.711273 3.420093, 102.771485 3.45715, 102.825191 3.503213, 102.871072 3.557148, 102.907995 3.617629, 102.935052 3.683167, 102.951574 3.752151, 102.957153 3.822882, 102.951647 3.893618, 102.935191 3.962618, 102.908186 4.028182, 102.871296 4.088695, 102.825427 4.142667, 102.771709 4.188765, 102.711464 4.225854, 102.646177 4.25302, 102.577457 4.269592, 102.507 4.275162))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 31 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001386-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c9rycz
title: Occurrence Download

description: A dataset containing 2461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glycaspis brimblecombei",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Specimen, Material sample, Occurrence evidence)"
 ]
}

 The dataset includes 2461 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001387-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d77kav
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((101.267 0.587185, 101.196733 0.5816170000000001, 101.128197 0.565052, 101.063079 0.537898, 101.002984 0.500822, 100.949389 0.454739, 100.903616 0.400783, 100.866791 0.340283, 100.839821 0.274728, 100.82337 0.205732, 100.817841 0.134996, 100.823372 0.064259, 100.839826 -0.004735, 100.866798 -0.070289, 100.903624 -0.130788, 100.949398 -0.184743, 101.002991 -0.230825, 101.063086 -0.2679, 101.128202 -0.295053, 101.196736 -0.311618, 101.267 -0.317185, 101.337264 -0.311618, 101.405798 -0.295053, 101.470914 -0.2679, 101.531009 -0.230825, 101.584602 -0.184743, 101.630376 -0.130788, 101.667202 -0.070289, 101.694174 -0.004735, 101.710628 0.064259, 101.716159 0.134996, 101.71063 0.205732, 101.694179 0.274728, 101.667209 0.340283, 101.630384 0.400783, 101.584611 0.454739, 101.531016 0.500822, 101.470921 0.537898, 101.405803 0.565052, 101.337267 0.5816170000000001, 101.267 0.587185))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001388-260120142942310/datasets/export for details.
DOI: 10.5281/zenodo.17960297
title: Data and Code for: Thermal niche divergence mediates climate-driven cryptic invasion and replacement within a native range

description: This repository contains the primary data and R code supporting the findings of the research article titled "Cryptic native expansion under climate change: intraspecific replacement driven by polyploidy-mediated divergence in thermal tolerance".

Our study investigates the mechanisms of intraspecific replacement among major lineages of the common reed (Phragmites australis) in China, specifically the native CN lineage and the introduced FEAU lineage. We integrate population genetics, common garden experiments, physiological assays, and ecological niche modeling to demonstrate that polyploidy-mediated divergence in thermal tolerance is a key driver of this replacement under climate change.

The dataset and code are organized to facilitate reproducibility and further analysis. The contents include:





Genetic Data:





Microsatellite (SSR) Genotyping: Raw read count tables and final genotype data for 495 P. australis individuals from across China, genotyped at 42 polymorphic microsatellite loci.  (The raw sequence read data were submitted to the NCBI Sequence Read Archive with the BioProject ID of PRJNA1126092.)




Population Genetic Analysis: Input files and scripts for conducting Bayesian population structure analysis with STRUCTURE map and Principal Coordinates Analysis (PCoA) using the polysat package in R.






Bioclimatic & Distribution Data:





Occurrence Records: A comprehensive dataset of 837 georeferenced records for the CN, FEAU, and SW lineages in China.


Niche & SDM Analysis: R scripts for conducting bioclimatic niche comparisons (PCA, niche overlap) and for building and projecting future distribution models using MaxEnt via the Wallace platform.





Common Garden Experiment Data:





Phenotypic Measurements: Raw data on growth traits (e.g., total biomass, shoot height, shoot density, Specific Leaf Area (SLA)) from two independent common garden experiments (2017 and 2021) conducted across multiple latitudinal sites.




Statistical Analysis Scripts: R code for calculating trait means and standard errors, and for performing pairwise t-tests to compare lineage performance within each garden.






Heat Tolerance Physiology Data:





Chlorophyll Fluorescence (Fv/Fm): Raw measurements of the maximum quantum yield of PSII following a graded heat stress treatment (from 25°C to 60°C).




Heat Tolerance Parameters: R scripts (including the custom psiiht function) for fitting logistic decay models to the Fv/Fm data and calculating the critical temperature (Tcrit), T50, and T95 parameters for each genotype. Code for statistical comparison (t-test) between lineages is also provided.





Data & Code Availability Statement:All data are provided in tab-delimited (.txt or .csv) formats. Analysis scripts are written in R