cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15131494
title: Research Compendium for 'The Open Aurignacian Project: 3D scanning and the digital preservation of the Italian Paleolithic record'

description: Compendium DOI:

https://doi.org/10.5281/zenodo.14843408

The content available at the provided DOI reproduces the results as documented in the publication. The files hosted at https://github.com/ArmandoFalcucci/The-Open-Aurignacian represent the developmental versions and might have undergone modifications since the paper's publication.

Maintainer of this Repository:

Armando Falcucci (armando.falcucci@uni-tuebingen.de)

Abstract:

Here, we introduce an open-access database of 3D models of stone tools (n = 2,016) from four Early Upper Paleolithic sequences excavated south of the Alps and along Peninsular Italy, including Grotta della Cala, Grotta di Castelcivita, Grotta di Fumane, and Riparo Bombrini. Available through four self-standing Zenodo repositories, these models enable in-depth analysis of core reduction procedures, reduction intensity, and shape variability. Unlike other repositories, this database been actively used to address archaeological questions, providing a comprehensive demonstration of the utilization of 3D models in lithic analysis. The Open Aurignacian Project leverages various scanning devices, including the Artec Spider, Artec Micro, and micro-computed tomography, with a focus on enhancing the reproducibility and accessibility of archaeological data. This paper presents the scanning methodology, dataset organization, and technical validation of the project, while also discussing the scientific potential of these data to foster cross-continental research cooperation. This open-sharing initiative is designed to stimulate inter-regional studies of human behavioral variability, offering opportunities to answer questions in Paleolithic studies through the FAIR principles.

Overview of Contents and How to Reproduce:

This repository contains data, code, and output files associated with the paper. The files are organized into the following directories:

- data: Includes the datasets afor each site.- script: Contains the R script for data visualization.- output: Houses the generated outputs, including figures and tables.

To replicate the results from the paper, follow these steps:

1. Download the entire repository.2. Open the The-Open-Aurignacian.Rproj R project file.3. Navigate to the script folder, where you will find the R script for reproducing figures and tables.

For consistent results, the renv package (v. 1.0.3) was used, following the procedures outlined in its vignette. All analyses were performed using R 4.3.1 on Microsoft Windows 10 (64-bit). Necessary packages are provided within the renv folder.

Licenses:



Code: MIT License (https://opensource.org/licenses/MIT), copyright holders: Armando Falcucci (2025).

Data and Intellectual Work: Creative Commons Attribution 4.0 International License (https://creativecommons.org/licenses/by/4.0/), copyright holder: the authors (2025).
DOI: 10.15468/dl.msq8fw
title: Occurrence Download

description: A dataset containing 54284 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year is greater than or equal to 1981",
 "Year is less than or equal to 2010",
 "HasCoordinate is true",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "VerbatimScientificName is Juncus effusus",
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 54284 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028583-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9s93jy
title: Occurrence Download

description: A dataset containing 617358 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Germany",
 "Geometry POLYGON((-8.68667 44.92893,26.68667 44.92893,26.68667 59.07107,-8.68667 59.07107,-8.68667 44.92893))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is April",
 "OccurrenceStatus is Present",
 "Year 2024-2025"
 ]
}

 The dataset includes 617358 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028584-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5067/prefire-sat2/prefire/aux-met_l4.r01
title: PREFIRE Auxiliary Meteorology Data for PREFIRE Satellite 2 R01
DOI: 10.15472/lv4uez
title: Monitoreos de peces asociados a ecosistemas acuáticos del Complejo Hidroeléctrico Riogrande

description: Este conjunto de datos tiene por objetivo presentar los resultados logrados en las actividades en campo y en laboratorio del monitoreo de peces y sus hábitats en el área de influencia del embalse de los embalses Riogrande II y Quebradona desde el año 2019 al 2023. Este monitoreo está enmarcado dentro del cumplimiento del Auto 8424 de 2019 de la Autoridad Nacional de Licencias Ambientales. En total se identificaron 10 especies, siendo la más frecuente Hemibrycon caucanus con 477 registros asociados.
description: Entre el año 2019 y 2023, las muestras fueron tomadas en 17 estaciones y como resultado de ello se capturaron en total 1.320 individuos.
DOI: 10.15468/dl.mtdq7x
title: Occurrence Download

description: A dataset containing 10038 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Living Specimen, Fossil, Specimen, Occurrence evidence)",
 "Continent is one of (South America, North America)",
 "Country is one of (Brazil, Venezuela (Bolivarian Republic of), Cuba, Jamaica, United States of America, Puerto Rico)",
 "DatasetKey is one of (National Coral Reef Monitoring Program: Assessment of fish communities in the Dry Tortugas during 2016, Dry Tortugas Reef Visual Census 2008, Dry Tortugas Reef Visual Census 2010, iNaturalist Research-grade Observations, National Coral Reef Monitoring Program: Assessment of fish communities in the Dry Tortugas during 2014, Dry Tortugas Reef Visual Census 2012, Pez León en Venezuela, USGS Nonindigenous Aquatic Species database, Puerto Rico Reef Visual Census (RVC) 2016 - 2021, Puerto Rico Long-Term Coral Reef Monitoring Program Database Compilation)",
 "Issue is one of (Coordinate rounded, Geodetic datum invalid, Geodetic datum assumed WGS84, Zero coordinate, Recorded date invalid, Continent derived from coordinates, Modified date invalid, Identified date invalid)",
 "IucnRedListCategory is LC",
 "Month is one of (January, February, March, April, May, June, July, August, September, October, November, December)",
 "PublishingOrg is one of (c3ad790a-d426-4ac1-8e32-da61f81f0117, 1e9400fa-ce73-4737-9eaa-f25df148945c, 28eb1a3f-1c15-4a95-931a-4af90ecb574d)",
 "TaxonKey is Pterois volitans (Linnaeus, 1758)",
 "Year 1980-2025"
 ]
}

 The dataset includes 10038 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028590-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tve7b5
title: Occurrence Download

description: A dataset containing 211654 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taxus baccata L."
 ]
}

 The dataset includes 211654 records from 1117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028573-250426092105405/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.29192780
title: S1 File..XLSX

description: <b>Circulating exosome-circRNAs mediated downregulation of FGF9 through ceRNA mechanism aggravates renal fibrosis in diabetic nephropathy</b>
DOI: 10.25451/flinders.29192795
title: Connect icon

description: Connect icon
DOI: 10.25451/flinders.29192795.v1
title: Connect icon

description: Connect icon
DOI: 10.15468/dl.y6zff3
title: Occurrence Download

description: A dataset containing 12730 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Banc de dades de biodiversitat de Catalunya-MolusCat"
 ]
}

 The dataset includes 12730 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078504-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8fpuvm
title: Occurrence Download

description: A dataset containing 286075980 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plantae"
 ]
}

 The dataset includes 286075980 records from 6789 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061865-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pa5yhc
title: Occurrence Download

description: A dataset containing 5019 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-96.00543 59.52271,-92.80508 59.52271,-92.80508 62.97816,-96.00543 62.97816,-96.00543 59.52271))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 5019 records from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012828-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.22brzh
title: Occurrence Download

description: A dataset containing 3201320039 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 3201320039 records from 74940 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083875-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rmc8j9
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphenoclea zeylanica",
 "Country is Suriname",
 "HasCoordinate is true"
 ]
}

 The dataset includes 22 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085517-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/la6-490-08a
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e5s-acl-30n
title: †Echinocorys scutata Leske, 1778

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gdf-8kj-rns
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v4y-825-yrp
title: †Diplodetus Schlüter, 1900

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zmp-5fz-dwg
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1ek-mk9-tqe
title: Sus scrofa Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4xl-fbr-w6x
title: Bison C. H. Smith, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vxr-0ev-aab
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c4m-hjq-yw0
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fdv-p12-x6q
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a88-zts-fk7
title: Lepus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s4d-qbl-ay6
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c36-68l-4g5
title: †Cryptolithus tesselatus Green, 1832

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nv4-wcr-62t
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ay4-982-wnq
title: †Catopygus L. Agassiz, 1835

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/60s-9g2-57q
title: Cetacea Brisson, 1762

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6cw-dh0-4pb
title: †Bolivinoides draco (Marsson, 1878)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d1x-erw-mgn
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/san-98j-2sn
title: †Dictyoclostus Muir-Wood, 1930

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dpw-mds-q92
title: Peronopsis

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lh6-61v-5kb
title: Odontaspis

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lf5-p70-ccx
title: Squalus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q25-a18-395
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qdx-akc-bsf
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0nl-ypp-e7q
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rge-x9v-rf2
title: Squalus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4h1-tha-c6m
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gqc-hl6-8th
title: Sus scrofa Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bzl-4vw-xmj
title: Carcharhinidae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gf3-m55-z40
title: †Palorbitolina lenticularis (Blumenbach, 1805)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5kg-0w9-h0z
title: †Palorbitolina lenticularis (Blumenbach, 1805)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7ab-srx-yp7
title: Gen. indet. sp. indet.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ftq-ceg-7gr
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jw5-yyt-18c
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/knl-hst-1kv
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c0x-q5w-j52
title: †Truncatulipora filix (von Hagenow, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tlw-3j1-9v8
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6lz-g4r-ecl
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/91y-2ts-799
title: Chondrichthyes

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/trz-rfq-fxb
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ws7-gbx-8rj
title: †Schizophoria King, 1850

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.ct863s
title: Occurrence Download

description: A dataset containing 39813 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Catananche caerulea"
 ]
}

 The dataset includes 39813 records from 370 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028249-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16919513
title: Forward-Looking Performance Deviation and Innovation Investment in Family Firms
DOI: 10.5281/zenodo.16919514
title: Forward-Looking Performance Deviation and Innovation Investment in Family Firms
DOI: 10.5281/zenodo.14616440
title: Radio KPI & Throughput Measurement of Cellular and Satellite Networks for Evaluating Multi-Connectivity Solutions in Livestock Transport Monitoring in Rural Areas

description: Dataset Description

This dataset, developed as part of the Horizon Europe COMMECT project, contains KPI measurements from 5G and satellite links collected by the Denmark Living Lab. The measurement campaign was conducted in the northern part of Denmark to evaluate the performance of a multi-connectivity solution aimed at ensuring seamless connectivity for monitoring livestock transport in rural areas. The dataset focuses on the integration of cellular and satellite links to address connectivity challenges in these regions.

The measurements include data from two 5G NSA (Non-Standalone) cellular operators and a satellite link. Each row represents a recorded data point, capturing critical radio parameters and throughput performance.

Included Parameters:



Time: The timestamp indicating when the measurement was recorded.

RSRP (dBm): Reference Signal Received Power, representing the signal strength.

RSRQ (dB): Reference Signal Received Quality, reflecting the signal quality.

SNR (dB): Signal-to-Noise Ratio.

Throughput (Mbps): The measured data transmission rate.


The dataset provides a foundation for analyzing multi-connectivity performance in rural use for livestock transport application and is used in  the following research papers:



“Cellular-Satellite Multi-Connectivity with Link Activation Based on Random Forest Classifier” – This paper presents an evaluation of multi-connectivity solutions using machine learning-based link activation.

“Connecting Rural Areas: An Empirical Assessment of 5G Terrestrial-LEO Satellite Multi-Connectivity” – This paper details the measurement campaign and its findings.


The dataset is available as a ZIP file containing the processed measurement data and the two associated research papers.
DOI: 10.5281/zenodo.14616441
title: Radio KPI & Throughput Measurement of Cellular and Satellite Networks for Evaluating Multi-Connectivity Solutions in Livestock Transport Monitoring in Rural Areas

description: Dataset Description

This dataset, developed as part of the Horizon Europe COMMECT project, contains KPI measurements from 5G and satellite links collected by the Denmark Living Lab. The measurement campaign was conducted in the northern part of Denmark to evaluate the performance of a multi-connectivity solution aimed at ensuring seamless connectivity for monitoring livestock transport in rural areas. The dataset focuses on the integration of cellular and satellite links to address connectivity challenges in these regions.

The measurements include data from two 5G NSA (Non-Standalone) cellular operators and a satellite link. Each row represents a recorded data point, capturing critical radio parameters and throughput performance.

Included Parameters:



Time: The timestamp indicating when the measurement was recorded.

RSRP (dBm): Reference Signal Received Power, representing the signal strength.

RSRQ (dB): Reference Signal Received Quality, reflecting the signal quality.

SNR (dB): Signal-to-Noise Ratio.

Throughput (Mbps): The measured data transmission rate.


The dataset provides a foundation for analyzing multi-connectivity performance in rural use for livestock transport application and is used in  the following research papers:



“Cellular-Satellite Multi-Connectivity with Link Activation Based on Random Forest Classifier” – This paper presents an evaluation of multi-connectivity solutions using machine learning-based link activation.

“Connecting Rural Areas: An Empirical Assessment of 5G Terrestrial-LEO Satellite Multi-Connectivity” – This paper details the measurement campaign and its findings.


The dataset is available as a ZIP file containing the processed measurement data and the two associated research papers.
DOI: 10.15468/dl.t32nje
title: Occurrence Download

description: A dataset containing 60309 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "GbifRegion is Latin America and the Caribbean",
 "Geometry POLYGON Z((-48.27725 -15.91779 0,-48.29596 -16.1039 0,-48.22235 -16.07363 0,-48.11227 -16.17936 0,-48.01252 -16.29081 0,-47.89217 -16.31208 0,-47.79705 -16.61138 0,-47.77709 -16.6412 0,-47.56787 -16.77679 0,-47.59388 -16.72049 0,-47.65453 -16.6909 0,-47.70803 -16.63699 0,-47.7446 -16.58814 0,-47.77304 -16.52576 0,-47.7847 -16.46953 0,-47.79659 -16.31118 0,-47.63295 -16.3356 0,-47.46459 -16.28126 0,-47.41819 -16.14093 0,-47.32077 -15.54335 0,-47.44351 -15.65461 0,-47.50339 -15.85804 0,-48.27725 -15.91779 0))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 60309 records from 183 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028211-250811113504898/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/12827075
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.25574/cdc.447
title: Chandra X-ray Observatory Chandra Data Collection for request #447

description: Chandra Data Collection for request #447
DOI: 10.15468/dl.qw8skx
title: Occurrence Download

description: A dataset containing 1739 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Lithodes aequispinus"
 ]
}

 The dataset includes 1739 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028253-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.