cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.8h98sd
title: Occurrence Download

description: A dataset containing 6096 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Specimen, Fossil)",
 "Country is one of (United States of America, Canada, Mexico)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cervus elaphus Linnaeus, 1758",
 "Year 1980-2018"
 ]
}

 The dataset includes 6096 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0174847-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jgct5u
title: Occurrence Download

description: A dataset containing 185 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-92.27977 46.63613,-93.28605 45.27952,-93.34704 45.02146,-92.67619 44.63217,-92.34076 44.41477,-91.66991 43.99946,-91.243 43.47068,-91.18201 43.00417,-91.18201 42.69118,-89.56587 42.64633,-87.52281 42.57901,-87.5838 43.18231,-87.43133 43.82372,-87.27887 44.37119,-87.06541 44.63217,-86.57752 45.25806,-87.03492 45.85589,-88.19367 46.36326,-89.65735 46.63613,-90.20623 46.8451,-91.18691 47.05559,-92.27977 46.63613))",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Fraxinus nigra Marshall, Fraxinus nigra Pott, Fraxinus nigra Bosc, Fraxinus nigra var. pubescens (Lam.) Castigl., Fraxinus nigra var. juglandifolia (Lam.) Castigl., Fraxinus nigra var. cucullata G.Kirchn., Fraxinus nigra f. cucullata G.Kirchn., Fraxinus nigra subsp. caroliniana (Mill.) Wesm., Fraxinus nigra subsp. mandshurica (Rupr.) S.S.Sun, Fraxinus nigra var. mandshurica (Rupr.) Lingelsh.)"
 ]
}

 The dataset includes 185 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0286874-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7cj9dd
title: Occurrence Download

description: A dataset containing 28945 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (EOD – eBird Observation Dataset, iNaturalist Research-grade Observations, Great Backyard Bird Count, Entomology Division, Yale Peabody Museum, Academy of Natural Sciences of Drexel University - Bryophytes, Pl@ntNet automatically identified occurrences, Carabidae of Vermont and New Hampshire, USGS Nonindigenous Aquatic Species database, Museum of Comparative Zoology, Harvard University, La colección briológica del Herbario Nacional (MEXU). Actualización 2000)",
 "Geometry POLYGON((-72.15874 43.67237,-71.95907 43.67237,-71.95907 43.79915,-72.15874 43.79915,-72.15874 43.67237))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 28945 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0176796-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wchg93
title: Occurrence Download

description: A dataset containing 6157 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "Geometry POLYGON((-160.98973 13.59959,-47.41478 13.59959,-47.41478 61.74949,-160.98973 61.74949,-160.98973 13.59959))",
 "TaxonKey is Carduus nutans L."
 ]
}

 The dataset includes 6157 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0286891-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yybxpj
title: Occurrence Download

description: A dataset containing 5081 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is North America",
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "TaxonKey is Sorghum halepense (L.) Pers."
 ]
}

 The dataset includes 5081 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0286897-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5fjw2p
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Living Specimen, Fossil, Specimen, Material citation, Material sample)",
 "Geometry POLYGON((-45 71.92471,-94.2 56.79639,-95.4 24.18551,-53.4 -17.9609,-69 -49.97082,-87 -77.91371,10.2 -84.05353,-45 71.92471))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Yoldiella argentinensis Allen, H.L.Sanders & F.Hannah, 1995"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0174856-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.btn74p
title: Occurrence Download

description: A dataset listing the 106964 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hemiptera"
 ]
}

 The dataset's 106964 records were derived from 4191 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0286915-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r9tye2
title: Occurrence Download

description: A dataset containing 12141660 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Pl@ntNet automatically identified occurrences",
 "TaxonKey is Plantae",
 "HasCoordinate is true",
 {
 "or" : [
 "License is CC0 1.0",
 "License is CC-BY 4.0"
 ]
 },
 {
 "not" : {
 "Issue" : [
 "is Continent coordinate mismatch"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Coordinate accuracy invalid"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Coordinate invalid"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Coordinate out of range"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Coordinate precision invalid"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Coordinate precision/uncertainty mismatch"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Coordinate reprojected"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Coordinate reprojection failed"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Coordinate reprojection suspicious"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Coordinate uncertainty meters invalid"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Geodetic datum invalid"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Presumed negated latitude"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Presumed negated longitude"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Presumed swapped coordinate"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Zero coordinate"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is The scientific name differs on the record from that found in the checklist"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is The scientific name ID was not found in the checklist"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is The taxon concept ID was not found in the checklist"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is The taxon ID was not found in the checklist"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Taxon match aggregate"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is The backbone match found using the taxon IDs differs from what would be found if using the scientific names"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Taxon match none"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is Taxon match higher rank"
 ]
 }
 },
 {
 "not" : {
 "Issue" : [
 "is The scientific name ID was not used in backbone matching"
 ]
 }
 }
 ]
}

 The dataset includes 12141660 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059503-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9e37g6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gyrosigma attenuatum (Kützing) Rabenhorst, 1853",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.529 -24.0715,20.509 -24.0455,20.509 -24.0715,20.529 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059516-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15703854
title: DDoS-Sandbox

description: The DDoS-Sandbox dataset consists of flow-level network traffic records generated in a controlled testbed environment. The dataset is created by combining :





Our previous dataset (https://www.kaggle.com/datasets/wardac/applicationlayer-ddos-dataset) generated in the frame of INSPIRE-5Gplus project. This dataset contains Benign, Slowloris, and Hulk traffic.




Benign and High-rate HTTP DDoS traffic (generated using GoldenEye tool) extracted from CICIDS-2018 dataset (https://www.unb.ca/cic/datasets/ids-2018.html).




High and low-rate HTTP DDoS attack traffic generated in OULU's 5G testbed (See paper [1] for more details on this testbed) using GoldenEye(https://github.com/jseidl/GoldenEye.git), Hulken(https://github.com/hellgrenj/hulken.git), and Slowloris(https://github.com/gkbrk/slowloris.git) tools.



[1] C. Benzaid, T. Taleb, A. Samiand O. Hireche, ‘A Deep Transfer Learning-Powered EDoS Detection Mechanism for 5G and Beyond Network Slicing’, presented at the 2023 IEEE Global Communications Conference (GLOBECOM 2023), Kuala Lumpur, Malaysia, Feb. 2024. doi: 10.1109/GLOBECOM54140.2023.10436891. (https://zenodo.org/records/10863938)
DOI: 10.5281/zenodo.15703855
title: DDoS-Sandbox

description: The DDoS-Sandbox dataset consists of flow-level network traffic records generated in a controlled testbed environment. The dataset is created by combining :





Our previous dataset (https://www.kaggle.com/datasets/wardac/applicationlayer-ddos-dataset) generated in the frame of INSPIRE-5Gplus project. This dataset contains Benign, Slowloris, and Hulk traffic.




Benign and High-rate HTTP DDoS traffic (generated using GoldenEye tool) extracted from CICIDS-2018 dataset (https://www.unb.ca/cic/datasets/ids-2018.html).




High and low-rate HTTP DDoS attack traffic generated in OULU's 5G testbed (See paper [1] for more details on this testbed) using GoldenEye(https://github.com/jseidl/GoldenEye.git), Hulken(https://github.com/hellgrenj/hulken.git), and Slowloris(https://github.com/gkbrk/slowloris.git) tools.



[1] C. Benzaid, T. Taleb, A. Samiand O. Hireche, ‘A Deep Transfer Learning-Powered EDoS Detection Mechanism for 5G and Beyond Network Slicing’, presented at the 2023 IEEE Global Communications Conference (GLOBECOM 2023), Kuala Lumpur, Malaysia, Feb. 2024. doi: 10.1109/GLOBECOM54140.2023.10436891. (https://zenodo.org/records/10863938)
DOI: 10.15468/dl.rd73nb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Haplochromis xenognathus Greenwood, 1957",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((28.1382 -15.9401,19.1382 -15.9401,19.1382 -24.9401,28.1382 -24.9401,28.1382 -15.9401))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059518-250525065834625/datasets/export for details.
DOI: 10.15468/dl.4h3rtt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gyrosigma attenuatum (Kützing) Rabenhorst, 1853",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.5395 -23.2724,25.1306 -24.0715,25.5395 -24.0715,25.5395 -23.2724))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059520-250525065834625/datasets/export for details.
DOI: 10.15468/dl.act7qy
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Haplochromis xenognathus Greenwood, 1957",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((28.1382 -6.9401,19.1382 -6.9401,19.1382 -15.9401,28.1382 -15.9401,28.1382 -6.9401))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059521-250525065834625/datasets/export for details.
DOI: 10.34810/data479
title: Raw Data Infants' representation of social hierarchies in absence of physical dominance

description: Infants' raw eye-tracker data used in the study presented at the paper entitled "Infants' representation of social hierarchies in absence of physical dominance"
description: Data in CSV. (177 MB). User guide can be found in paper's supporting information
DOI: 10.6084/m9.figshare.29369918
title: Code for microbial community drives CUE changes

description: Code for microbial community drives CUE changes
DOI: 10.6084/m9.figshare.29369918.v1
title: Code for microbial community drives CUE changes

description: Code for microbial community drives CUE changes
DOI: 10.15468/dl.zbe7zd
title: Occurrence Download

description: A dataset containing 6306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-70.36209 -27.35038,-70.34602 -27.36998,-70.3416 -27.38326,-70.33039 -27.39594,-70.31652 -27.39358,-70.28939 -27.41866,-70.27523 -27.42131,-70.26852 -27.4613,-70.26852 -27.46988,-70.26879 -27.48097,-70.26588 -27.48876,-70.26377 -27.49008,-70.26232 -27.47899,-70.26377 -27.47463,-70.26311 -27.47015,-70.25795 -27.46525,-70.26653 -27.46072,-70.27082 -27.41997,-70.26295 -27.40305,-70.26534 -27.39828,-70.28464 -27.40352,-70.28798 -27.40019,-70.28583 -27.3897,-70.29918 -27.37922,-70.29894 -27.3735,-70.30371 -27.36921,-70.30347 -27.358,-70.31896 -27.34895,-70.32539 -27.35372,-70.32516 -27.34919,-70.33278 -27.34871,-70.33945 -27.35872,-70.34208 -27.34823,-70.34565 -27.34442,-70.35685 -27.34371,-70.36209 -27.35038))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 6306 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059523-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cad9w5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Haplochromis xenognathus Greenwood, 1957",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.2291 -34.019,27.3628 -33.9401,19.1382 -33.9401,19.1382 -35.0665,20.0413 -35.3323,20.7102 -34.9578,21.9201 -34.8682,22.6598 -34.5181,23.406 -34.611,23.7098 -34.5029,24.8326 -34.7174,25.2572 -34.5102,25.849 -34.5138,26.1077 -34.3123,27.2291 -34.019))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059525-250525065834625/datasets/export for details.
DOI: 10.15468/dl.x7gna9
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "GadmGid is IND.35_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cotoneaster microphyllus Wall. ex Lindl."
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059524-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zs5wxr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gyrosigma attenuatum (Kützing) Rabenhorst, 1853",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.2855 -34.7533,20.509 -34.5676,20.509 -32.9007,17.7723 -32.9007,17.8156 -33.0786,18.3471 -33.7176,18.3748 -33.8287,18.2181 -34.0492,18.3197 -34.3408,18.4452 -34.429,18.5435 -34.4213,18.5872 -34.3667,18.5363 -34.167,18.7345 -34.1508,18.7216 -34.3637,18.7808 -34.4521,19.0289 -34.4206,19.0831 -34.4835,19.2655 -34.5017,19.2032 -34.6157,19.2394 -34.6926,19.375 -34.6963,19.6091 -34.8524,19.8251 -34.8396,19.9798 -34.9064,20.1081 -34.8731,20.1517 -34.7847,20.2855 -34.7533))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059522-250525065834625/datasets/export for details.
DOI: 10.15468/dl.dctufr
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stenoma catenifer Walsingham, 1912"
 ]
}

 The dataset includes 37 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059526-250525065834625/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.29369879
title: Olivine major and trace element data obtained via EPMA and LA-ICP-MS for the Kula Volcanic Field, Western Turkey

description: This data includes major and trace element chemistry from volcanic products, such as lava flows and cinder cones, from a Monogenetic Volcanic Field in Western Turkey. Presented is data from the mineral phase olivine, showing major elements in weight percent (wt%) and trace elements in parts per million (ppm). The sample column shows sample name, crystals name, and position of the crystal analysed, for example the core, mantle, or rim.
DOI: 10.6084/m9.figshare.29369879.v1
title: Olivine major and trace element data obtained via EPMA and LA-ICP-MS for the Kula Volcanic Field, Western Turkey

description: This data includes major and trace element chemistry from volcanic products, such as lava flows and cinder cones, from a Monogenetic Volcanic Field in Western Turkey. Presented is data from the mineral phase olivine, showing major elements in weight percent (wt%) and trace elements in parts per million (ppm). The sample column shows sample name, crystals name, and position of the crystal analysed, for example the core, mantle, or rim.
DOI: 10.15468/dl.5tasw4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gyrosigma attenuatum (Kützing) Rabenhorst, 1853",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.628 -23.023,35.6007 -22.9702,35.6007 -23.165,35.628 -23.023))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059527-250525065834625/datasets/export for details.
DOI: 10.15468/dl.yrecxm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Haplochromis xenognathus Greenwood, 1957",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.3628 -33.9401,28.1382 -33.4828,28.1382 -24.9401,19.1382 -24.9401,19.1382 -33.9401,27.3628 -33.9401))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059528-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.11091178
title: The Human Niche Space of Post-LGM Late Upper Paleolithic Europe - Supplemental Material

description: The data provided here are the supplemental information accompanying the journal article The Human Niche Space of Post-LGM Late Upper Paleolithic Europe: The Effects of Climate and Population Growth on Human Land Use by Yaworsky, Hussain, & Riede. All analyses were performed in R v4.5.0 and are documented in the HTML document, Supplemental 4.

Version 1.2 of the Analysis Markdown Document incoporates changes made to functions within the package ENMeval.

List of Supplemental Files:



Spatiotemporal Archaeological Observations - File name: Archaeologicaldata_v1.csv



Archaeological observations derived from Kretschmer (2015) and supplemented with additional observations (see main paper for details).



Summed Probability Estimate for Population Estimation - File name: Population_SPD2.csv



Summed probability distribution estimating changes in relative population size across Europe from 22ka ago to 9.1ka ago using data from the P3K14C database (Bird et al, 2022; see Supplemental 4 for details).



Spatiotemporal Background Points - File name: AbsencePointData.csv



Randomly generated background points. 100 random points were generated in each millennium.



Analysis Markdown Document - File Name: CLIOARCH_MD_v1.2.html



Markdown illustrating step-by-step the methods used to organize and analyze the data.



High-Resolution Spatiotemporal Predictions - File name: SDM_MainGIF.mp4



High-resolution mp4 file showing the predictions of the potential climate niche space for humans from 22ka to 9.1ka ago.



Potential Niche Space 22ka to 9.1ka ago- File name: Human_Niche_Size.csv



Quantification of the potential climate niche space for each century.




The Climate data are not provided due to their size but are sourced from Karger et al (2023) and are accessible here (https://chelsa-climate.org/).