cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.4gxu5c
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Apterygiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((60 30,90 30,90 60,60 60,60 30))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058371-250920141307145/datasets/export for details.
DOI: 10.15468/dl.tk75b5
title: Occurrence Download

description: A dataset containing 847541 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Sparaxis auriculata, Festuca christianii-bernardii, Festuca elegans, Festuca halleri, Festuca muelleri, Festuca ochroleuca, Leptomeria lehmannii, Leptomeria squarrulosa, Leptomeria scrobiculata, Ranunculus mutinensis, Ranunculus occidentalis, Ranunculus petiolaris, Paronychia mughlaei, Paronychia dudleyi, Paronychia ahartii, Randia pringlei, Alchemilla flavovirens, Atriplex cephalantha, Atriplex littoralis, Nivenia concinna, Alchemilla tenerifolia, Heracleum antasiaticum, Ranunculus ruscinonensis, Baccharis scandens, Geranium argenteum, Geranium aristatum, Geranium cataractarum, Geranium contortum, Geranium sylvaticum, Alchemilla zapalowiczii, Baccharis concava, Geranium lucidum, Lachenalia variegata, Lachenalia sargeantii, Festuca boissieri, Festuca vaginata, Ranunculus argyreus, Ranunculus velutinus, Ranunculus strigulosus, Ranunculus parnassiifolius, Alchemilla colorata, Alchemilla lainzii, Corrigiola squamosa, Teucrium aragonense, Teucrium gypsophilum, Teucrium rigualii, Cyanella orchidiformis, Knautia subscaposa, Sanicula peckiana, Loeselia amplectens, Paronychia jordanica, Alchemilla aggregata, Alchemilla bicarpellata, Atriplex nummularia, Atriplex quadrivalvata, Chaerophyllum aksekiense, Chaerophyllum elegans, Beta nana, Festuca chasii, Festuca kurtziana, Festuca microstachys, Maihueniopsis domeykoensis, Sanicula deserticola, Ranunculus brevifolius, Ranunculus notabilis, Paronychia turcica, Alchemilla flexicaulis, Alchemilla elongata, Alchemilla hessii, Alchemilla heterophylla, Alchemilla hispanica, Alchemilla nitida, Alchemilla nudans, Argyrolobium dimidiatum, Argyrolobium velutinum, Atriplex davisii, Atriplex frankenioides, Festuca zobelii, Festuca elmeri, Alchemilla saxetana, Miconia madrensis, Ranunculus trichophyllus, Stemodia grossa, Baccharis sergiloides, Baccharis sphaerocephala, Geranium amatolicum, Xanthium argenteum, Geranium libanoticum, Geranium neglectum, Randia laevigata, Sarcoglottis schaffneri, Lithops naureeniae, Sanicula graveolens, Paronychia johnstonii, Stenocarpus moorei, Atriplex nessorhina, Barbarea auriculata, Chaerophyllum, Baccharis sarothroides, Dieteria asteroides)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 847541 records from 2309 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051143-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w3rs23
title: Occurrence Download

description: A dataset containing 531 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tristerix aphyllus (Miers ex DC.) Tiegh. ex Barlow & Wiens",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 531 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011007-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/yfdxjps3x2.1
title: Modeling Local Vapor Pressure Deficit Using Drone-based Photogrammetry Data

description: This dataset supports the research article, "Local atmospheric vapor pressure deficit as a microclimate index to assess tropical rainforest riparian restoration success." It contains Photogrammetry-derived point cloud data (.las files) representing 3D forest structure from 30 plots across five riparian restoration stages. The dataset also includes R code used for processing this point-cloud data to extract key forest structural metrics (provided in code metrics.extraction.las), R code for modeling and mapping vapor pressure deficit (VPD) using these metrics, and field-collected microclimatic data (provided as plot.data.xlsx), and the resulting VPD model (code, model). In addition, all data collected in the field to allow comparing microclimate between sites are available in (data.xlsx).

These data allow for comprehensive analysis and replication of the study's findings.

Research Hypothesis:
Riparian forest restoration success in tropical rainforests can be quantified using vapor pressure deficit (VPD) as a microclimate indicator. Higher VPD values indicate lower restoration success due to increased stress on vegetation. Forest structure, measurable through photogrammetry, significantly influences VPD.

The data demonstrates a strong negative correlation between forest structure (particularly height metrics like the 50th and 75th percentiles of height distribution) and VPD. Old-growth forests exhibit significantly lower VPD values than younger, restored forests, highlighting the role of mature forest canopies in buffering VPD. Early-stage restoration sites show consistently higher VPD, exceeding a threshold (1.0 kPa) associated with negative impacts on ecosystem functioning. 

Notable Findings:
VPD as a Restoration Indicator: VPD effectively differentiates restoration stages and is a reliable indicator of restoration success.
Forest Structure's Role: The study quantifies the strong influence of forest structure on VPD, showing that taller, denser canopies effectively buffer VPD, leading to more stable microclimatic conditions.
Spatial Mapping: Spatial VPD mapping, enabled by photogrammetry, offers valuable insights for targeted interventions in forest management.
Canopy Buffering: Mature forests exhibit a significantly higher capacity to buffer VPD fluctuations compared to younger forests, which can be used to inform restoration strategies and site selection.

The findings support the hypothesis that VPD, in combination with photogrammetrically derived forest structural metrics, can effectively assess forest restoration success. Spatial mapping enables more precise targeting of restoration activities and enhances site selection and adaptive management strategies based on the microclimatic conditions of specific areas.
DOI: 10.15468/dl.82fkqa
title: Occurrence Download

description: A dataset containing 1241 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bombus semenoviellus Skorikov, 1910"
 ]
}

 The dataset includes 1241 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007444-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/h3fhg9zr47.2
title: Colorectal Cancer Immune Cell Markers Dataset v1 (CRC-ICM-v1)

description: CRC-ICM-v1 dataset contains clinical data, histopathological and immune cell markers images of 136 CRC patients.
This dataset is a collaboration of different research groups. For more information you can visit this website: https://databiox.com

Colorectal cancer (CRC) is the second most common cause of cancer death in the world, and can be identified by the location of the primary tumor in the large intestine: right and left colon, and rectum. Based on the location, CRC shows differences in chromosomal and molecular characteristics, microbiomes, incidence, pathogenesis, and outcome. It has been shown that tumors on the left and right sides also have different immune landscapes, so the prognosis may be different based on primary tumor locations.
It is widely accepted that the immune components of the tumor microenvironment (TME) play a critical role in tumor development. Accordingly, analyses of the interactive relationships between tumor cells and the immune system components in the TME have received more attention, while routine grading system such as TNM classification does not have the power to predict the clinical outcome of the disease. Therefore, the identification of immune-related markers in TME might help to predict the prognosis and clinical outcome of the disease.
One of the critical regulatory molecules in the TME is immune checkpoints that as the gatekeepers of immune responses regulate the infiltrated immune cell functions. Inhibitory immune checkpoints such as PD-1, Tim3, and LAG3 as the main mechanism of immune suppression in TME overexpressed and result in further development of the tumor.
Therefore, this research aimed at providing a well-organized histopathological microscopy image dataset for best-scoring colorectal cancer. For this purpose, the images have been taken from colon tissues of patients with colorectal cancer stained with specific antibodies for CD3, CD8, CD45RO, PD-1, LAG-3, and Tim3 and separately determined in both invasive margin and center of tumor for each marker. Moreover, the present data set contains comprehensive information on the clinicopathological characteristics of the patients, focusing on the location of the tumor, separating the right and left and the rectum.
DOI: 10.15468/dl.5p236z
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Takifugu porphyreus (Temminck & Schlegel, 1850)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 89 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007445-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.revwta
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tetraodon porphyreus Temminck & Schlegel, 1850",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007448-241126133413365/datasets/export for details.
DOI: 10.60629/ay8z-gk31
title: Informacje o urodzeniach w Poznaniu w 1900 roku, spisane z ksiąg urodzeń Urzędu Stanu Cywilnego w Poznaniu, obwód miejski
title: Information on births in Poznań in 1900, derived from the birth books of the Civil State Office in Poznań, City District

description: Pliki zawierają indywidualne informacje o urodzeniach w Poznaniu w 1900 roku spisane z ksiąg urodzeń Urzędu Stanu Cywilnego w Poznaniu, obwód miejski. Proponowany projekt składa się z trzech celów. Pierwszym z nich jest zbadanie wpływu dobrostanu społecznego, ekonomicznego i psychicznego rodziny na kondycję biologiczną i społeczną potomstwa. Cel projektu zostanie osiągnięty poprzez skupienie się na rodzinie poznańskiej w latach 1830-1930. Do realizacji tego projektu zostaną wykorzystane indywidualne informacje o urodzeniach, zawartych małżeństwach i zgonach, spisane z ksiąg parafialnych parafii katolickich i protestanckich w Poznaniu. Księgi zdeponowane są w Archiwum Państwowym w Poznaniu. Drugim celem projektu jest stworzenie bazy danych mieszkańców Poznania, złożonej z indywidualnych informacji o wszystkich składowych ruchu naturalnego: małżeństwach, urodzeniach i zgonach od lat 30. XIX wieku do początku XX wieku. W ramach projektu zostanie przeprowadzona również digitalizacja aktów urodzeń, małżeństw i zgonów USC Poznań obwód 1, za lata 1874-1930, zdeponowanych w Archiwum Państwowym miasta Poznania, których cyfrowe kopie zostaną umieszczone w domenie publicznej Archiwum. 
description: The files contain individual information on births in Poznań in 1900, derived from the birth books of the Civil State Office in Poznań, City District. Project Title: The family as a source of knowledge about historical Poznań, 1830-1930. The proposed project has three objectives. The first is to investigate the impact of the social, economic, and psychological well-being of the family on the biological and social condition of the offspring. The goal of the project will be achieved by focusing on a Poznań family in 1830-1930. Individual records of births, marriages and deaths gathered from parish books of Catholic and Protestant parishes from Poznań will be used for the implementation of this project. The books are deposited in the State Archives in Poznań. The second goal of the project is to create a database of Poznań residents, consisting of individual information about all components of the natural movement: marriages, births, and deaths from the 1830s to the beginning of the 20tth century. As part of the project, the digitization of birth, marriage, and death records of the Civil Registry Office in Poznań, district 1, for 1874-1930, deposited in the State Archives of the city of Poznań, will be conducted, digital copies of which will be placed in the public domain of the Archives.
DOI: 10.15468/dl.y2ve9p
title: Occurrence Download

description: A dataset containing 213 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nomada melathoracica Imhoff, 1834"
 ]
}

 The dataset includes 213 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007449-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hm3x9p
title: Occurrence Download

description: A dataset containing 394 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Decapterus maruadsi (Temminck & Schlegel, 1843)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 394 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007450-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/vnfkpcczpb.1
title: Replication code and data: On convergence of implicit Runge-Kutta methods for the incompressible Navier-Stokes equations with unsteady inflow

description: This repository contains the code and data necessary for replicating two numerical experiments outlined in the manuscript titled "On convergence of implicit Runge-Kutta methods for the incompressible Navier-Stokes equations with unsteady inflow". The incompressible Navier-Stokes equations addressed in this manuscript pertain to the semi-discrete Navier-Stokes system, resulting from either finite volume or finite difference spatial discretization. An implicit Runge-Kutta scheme for the temporal solution of this system is proposed in the manuscript. The proposed scheme not only alleviates the order reduction encountered by various implicit Runge-Kutta methods, but also ensures the exact enforcement of the divergence-free constraint, even for non-stiffly accurate methods. The two experiments detailed in the manuscript showcase how the convergence of various implicit Runge-Kutta (IRK) methods, applied to solve the system, is influenced by different implementation schemes.
DOI: 10.17632/vnfkpcczpb.2
title: Replication code and data: On convergence of implicit Runge-Kutta methods for the incompressible Navier-Stokes equations with unsteady inflow

description: This repository contains the code and data necessary for replicating three numerical experiments outlined in the manuscript titled "On convergence of implicit Runge-Kutta methods for the incompressible Navier-Stokes equations with unsteady inflow". The incompressible Navier-Stokes equations addressed in this manuscript pertain to the semi-discrete Navier-Stokes system, resulting from either finite volume or finite difference spatial discretization. An implicit Runge-Kutta scheme for the temporal solution of this system is proposed in the manuscript. The proposed scheme not only alleviates the order reduction encountered by various implicit Runge-Kutta methods, but also ensures the exact enforcement of the divergence-free constraint, even for non-stiffly accurate methods. The two experiments detailed in the manuscript showcase how the convergence of various implicit Runge-Kutta (IRK) methods, applied to solve the system, is influenced by different implementation schemes.
DOI: 10.17632/vnfkpcczpb.3
title: Replication code and data: On convergence of implicit Runge-Kutta methods for the incompressible Navier-Stokes equations with unsteady inflow

description: This repository contains the code and data necessary for replicating three numerical experiments outlined in the paper: "On convergence of implicit Runge-Kutta methods for the incompressible Navier-Stokes equations with unsteady inflow", Y. Cai, J. Wan and A. Kareem, Journal of Computational Physics, https://doi.org/10.1016/j.jcp.2024.113627. The incompressible Navier-Stokes equations addressed in this paper pertain to the semi-discrete Navier-Stokes system, resulting from either finite volume or finite difference spatial discretization. An implicit Runge-Kutta scheme for the temporal solution of this system is proposed in the paper. The proposed scheme not only alleviates the order reduction encountered by various implicit Runge-Kutta methods, but also ensures the exact enforcement of the divergence-free constraint, even for non-stiffly accurate methods. The three experiments detailed in the paper showcase how the convergence of various implicit Runge-Kutta (IRK) methods, applied to solve the system, is influenced by different implementation schemes.
DOI: 10.17632/y9rf4nj7rd.1
title: Three-dimensional loading vehicle routing problem with split pickups and time windows (3L-SPVRP-TW): instances and results

description: This folder provides instances for a three-dimensional loading vehicle routing problem with split pickups and time windows (3L-SPVRP-TW) as well as results obtained with a three-phase heuristic.

The 240 instances are built on the benchmark from Krebs et al. (2021) adding real features extracted from our survey among Belgian service providers. To have more information about the instances, please refer to the README file included in the "PracticalInstances" folder.

The folder "ResultsInstancesKrebs" contains the solutions provided by the three-phase heuristic on the instances from Krebs et al. (2021), while the folder "ResultsPracticalInstances" contains the solutions provided by the three-phase heuristic on the 240 practical instances presented hereabove.
In both folder, each solution starts with the name of the instance.
In "ResultsInstancesKrebs", we give the repetition identification (15 runs per instance, called “Rep”), and the constraint set as referenced by Krebs in her Github. In "ResultsPracticalInstances”, we write the information about the number of customer’s shifts (2 or 4), the constraints considered (split or not, reachability or sequential loading), the EPs’ selection criterion (TDLF or DBLF) and the speed during the peak and off-peak hours. 
In both files, we then provide the number of used vehicles in the solution, the total cost (penalty + travel distance), the computation time (in ms) as well as the number of iterations in the GVNS. Next, each route is described with the sequence of customers and the arrival and departure times associated to each of them. Finally, the loading pattern in the vehicle is given (customer id, box type, Boolean stating if the box is rotated, the location of the front left bottom, the characteristics of the box, namely the length, width, height and mass).

The file “SummaryResultsPracticalInstances.csv” contains the total travel distance, the number of vehicles in the solution and the computational time (in seconds) for the 240 practical instances.


Krebs C, Ehmke JF, (2021). Axle Weights in combined Vehicle Routing and Container Loading Problems. EURO Journal on Transportation and Logistics, Volume 10, ISSN 2192-4376, DOI: 10.1016/j.ejtl.2021.100043, URL https://www.sciencedirect.com/science/article/pii/S2192437621000157
DOI: 10.17632/xndrykp4mg.1
title: Loess data in the Chinese sand-loess belt

description: There exist data of grain size parameters, magnetic susceptibility (MS), reconstructed paleo-precipitation based on MS, grain size end-members, and fractal dimension.
DOI: 10.17632/mkvcvnzsnp.1
title: Dataset of Propaganda and Non-Propaganda Poster Titles

description: The dataset contains titles of propaganda and non-propaganda posters, collected and categorized to support binary classification research. These titles represent textual information from materials aimed at influencing or conveying messages, with an emphasis on distinguishing propaganda from non-propaganda content.
The dataset presents binary labels (propaganda/non-propaganda) to enable researchers to study patterns in text classification, particularly in the context of linguistic and stylistic differences between propaganda and non-propaganda messages. The titles were sourced and labeled with a focus on their clarity and alignment with real-world applications in machine learning and natural language processing (NLP).
The dataset can also be used for comparative analysis, enabling the exploration of linguistic trends, stylistic features, and the broader implications of propaganda in media and communication.
This resource is particularly relevant for researchers in computer science, social sciences, and media studies aiming to explore automated detection, language analysis, and public perception of propaganda content.
DOI: 10.17632/mkvcvnzsnp.2
title: Dataset of Propaganda and Non-Propaganda Poster Titles

description: The dataset consists of titles from propaganda and non-propaganda posters, categorized for binary classification research. These titles capture textual elements from materials designed to influence or convey messages, focusing on distinguishing propaganda from non-propaganda content. Labeled with binary tags (propaganda/non-propaganda), the dataset supports studies on text classification, exploring linguistic and stylistic differences. Sourced and labeled for clarity and real-world relevance, it enables comparative analysis of linguistic trends, stylistic features, and propaganda's role in media.

This is raw text data, requiring preprocessing steps such as data cleaning, removing special characters, and other standard text preparation techniques.
Two folders containing sample poster images are also included: one for propaganda posters and the other for non-propaganda posters.
This resource is valuable for researchers in computer science, social sciences, and media studies investigating automated detection, language analysis, and public perception of propaganda.
DOI: 10.15468/dl.2f8v49
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Caranx maruadsi Temminck & Schlegel, 1843",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007451-241126133413365/datasets/export for details.