cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.22002/51g3x-t5g39
title: INS1-E cells exp Mito-DsRed

description: No correlations done. Just a survey of these secretory cells.
description: <strong>Tilt Series Date:</strong> 2016-07-23</p>
<strong>Data Taken By:</strong> Shrawan kumar Mageswaran</p>
<strong>Species / Specimen:</strong> Unspecified</p>
<strong>Strain:</strong> None</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-55.0°, 55.0°), step: 1°, constant angular increment, dosage: -50.0 eV/Å²,  defocus: -8.0 μm,  magnification: 18000x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> SerialEM</p>
<strong>Upload Method:</strong> reupload_downloaded</p>
<strong>Processing Software Used:</strong> IMOD</p>
<strong>Collaborators and Roles:</strong> Stephen's collaborator Zachary Freyberg at U.Pitt cultured, transfected and froze cells.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/smk2016-07-23-19/rawdata/</p>INS1E-mitoDR-surveyTS19.mrc,  Tilt Series (Pixel Size 0.6 nm), 1.7 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/smk2016-07-23-19/rawdata/INS1E-mitoDR-surveyTS19.mrc"
        > <i class="download icon"></i> Download </a></p>

        INS1E-mitoDR-surveyTS19_part61_11.rec,  Reconstruction (Pixel Size 2.4 nm), 1.1 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/smk2016-07-23-19/3dimage_79034/INS1E-mitoDR-surveyTS19_part61_11.rec"
        > <i class="download icon"></i> Download </a></p>

        INS1E-mitoDR-surveyTS19_DB.rec,  Reconstruction (Pixel Size 0.0 nm), 254.3 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/smk2016-07-23-19/3dimage_81494/INS1E-mitoDR-surveyTS19_DB.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/w0pzr-3g355
title: INS-1E with Calreticulin-YFP

description: CLEM and ECT
description: <strong>Tilt Series Date:</strong> 2016-04-17</p>
<strong>Data Taken By:</strong> Shrawan kumar Mageswaran</p>
<strong>Species / Specimen:</strong> INS-1E Pancreatic Cells expressing Calreticulin-YFP</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-55.0°, 55.0°), step: 1°, constant angular increment, dosage: 0.47368421 eV/Å²,  defocus: -8.0 μm,  magnification: 18000x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> SerialEM</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> IMOD</p>
<strong>Collaborators and Roles:</strong> Zachary Freyberg from University of Pittsburgh provided the frozen cells on grids. Collaboration via Stephen Carter. CLEM and ECT done by me.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/smk2016-04-17-27/rawdata/</p>Calreticulin-TS5.st,  Tilt Series (Pixel Size 0.6 nm), 3.1 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/smk2016-04-17-27/rawdata/Calreticulin-TS5.st"
        > <i class="download icon"></i> Download </a></p>

        Calreticulin-TS5_full.rec,  Reconstruction (Pixel Size 2.4 nm), 1.1 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/smk2016-04-17-27/3dimage_74369/Calreticulin-TS5_full.rec"
        > <i class="download icon"></i> Download </a></p>

        Calreticulin-TS5-NS.rec,  Reconstruction (Pixel Size 2.4 nm), 156.8 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/smk2016-04-17-27/3dimage_74501/Calreticulin-TS5-NS.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/c48ag-re739
title: Dflg

description: This is a flagellum mutant from Sahand (ATP connected) grown in serum bottle. We saw with perfusion setup that the same mutant makes nanowires. So I went back and imaged the serum bottle version just to make sure that it doesnt have nanowires.
description: <strong>Tilt Series Date:</strong> 2015-08-20</p>
<strong>Data Taken By:</strong> Poorna Subramanian</p>
<strong>Species / Specimen:</strong> Shewanella oneidensis</p>
<strong>Strain:</strong> MR-1</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 2.0°, constant angular increment, dosage: 150.0 eV/Å²,  defocus: -8.0 μm,  magnification: 18000x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Moh and Sahand</p>
<strong>Sample Preparation:</strong> same as before</p>
description: Files available via S3 at ps://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/psa2015-08-20-42/3dimage_61001/</p>dflgwithnanowires_atlas10042_full.rec,  Reconstruction (Pixel Size 2.4 nm), 445.4 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/psa2015-08-20-42/3dimage_61001/dflgwithnanowires_atlas10042_full.rec"
        > <i class="download icon"></i> Download </a></p>

        dflgwithnanowires_atlas10042.mrc,  Tilt Series (Pixel Size 0.6 nm), 1.7 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/psa2015-08-20-42/rawdata/dflgwithnanowires_atlas10042.mrc"
        > <i class="download icon"></i> Download </a></p>

        psa2015-08-20-42_slicer19136.png,  REZ .  -andrew, 552.8 kB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/Caps/psa2015-08-20-42_slicer19136.png"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/54exs-2mz91
title: Sec61-GFP CLEM INS-1E Cells

description: INS-1E cells grown on R2/2 London finder grids and transfected with Sec61-GFP
description: <strong>Tilt Series Date:</strong> 2016-09-17</p>
<strong>Data Taken By:</strong> Stephen Carter</p>
<strong>Species / Specimen:</strong> INS-1E Pancreatic Cells expressing Sec61-GFP</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1°, constant angular increment, dosage: 160.0 eV/Å²,  defocus: -9.0 μm,  magnification: 18000x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> reupload_downloaded</p>
<strong>Processing Software Used:</strong> IMOD and SIRT</p>
<strong>Collaborators and Roles:</strong> Zachary Freyberg</p>
description: Files available via S3 at s://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/scd2016-09-17-2/rawdata/</p>tomography1.mrc,  Tilt Series (Pixel Size 6.0 nm), 3.4 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/scd2016-09-17-2/rawdata/tomography1.mrc"
        > <i class="download icon"></i> Download </a></p>

        tomography1.rec,  Reconstruction (Pixel Size 24.0 nm), 2.7 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/scd2016-09-17-2/3dimage_79273/tomography1.rec"
        > <i class="download icon"></i> Download </a></p>

        tomography1_full.rec,  Reconstruction (Pixel Size 0.0 nm), 668.2 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/scd2016-09-17-2/3dimage_91262/tomography1_full.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/15ett-2r744
title: INS1-E cells exp Mito-DsRed

description: No correlations done. Just a survey of these secretory cells.
description: <strong>Tilt Series Date:</strong> 2016-07-23</p>
<strong>Data Taken By:</strong> Shrawan kumar Mageswaran</p>
<strong>Species / Specimen:</strong> Unspecified</p>
<strong>Strain:</strong> None</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-55.0°, 55.0°), step: 1°, constant angular increment, dosage: -50.0 eV/Å²,  defocus: -8.0 μm,  magnification: 18000x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> SerialEM</p>
<strong>Upload Method:</strong> reupload_downloaded</p>
<strong>Processing Software Used:</strong> IMOD</p>
<strong>Collaborators and Roles:</strong> Stephen's collaborator Zachary Freyberg at U.Pitt cultured, transfected and froze cells.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/smk2016-07-23-15/rawdata/</p>INS1E-mitoDR-surveyTS15.mrc,  Tilt Series (Pixel Size 0.6 nm), 1.7 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/smk2016-07-23-15/rawdata/INS1E-mitoDR-surveyTS15.mrc"
        > <i class="download icon"></i> Download </a></p>

        INS1E-mitoDR-surveyTS15.rec,  Reconstruction (Pixel Size 2.4 nm), 2.1 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/smk2016-07-23-15/3dimage_79022/INS1E-mitoDR-surveyTS15.rec"
        > <i class="download icon"></i> Download </a></p>

        INS1E-mitoDR-surveyTS15_DB.rec,  Reconstruction (Pixel Size 0.0 nm), 332.5 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/smk2016-07-23-15/3dimage_81490/INS1E-mitoDR-surveyTS15_DB.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/zf2jy-50x47
title: P. aeruginosa T6SS minicell

description: Pseudomonas JT1599Grid box YWC247
description: <strong>Tilt Series Date:</strong> 2017-04-14</p>
<strong>Data Taken By:</strong> Yi-Wei Chang</p>
<strong>Species / Specimen:</strong> Pseudomonas aeruginosa</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1.5°, constant angular increment, dosage: 120.0 eV/Å²,  defocus: -6.0 μm,  magnification: 27500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Strain from Jonida Toska at John Mekalanos lab</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/ycw2017-04-14-58/rawdata/</p>20170414_YWC247_10067.mrc,  Tilt Series (Pixel Size 0.39 nm), 2.3 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/ycw2017-04-14-58/rawdata/20170414_YWC247_10067.mrc"
        > <i class="download icon"></i> Download </a></p>

        20170414_YWC247_10067_part81_7.rec,  Reconstruction (Pixel Size 1.56 nm), 534.5 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/ycw2017-04-14-58/3dimage_83758/20170414_YWC247_10067_part81_7.rec"
        > <i class="download icon"></i> Download </a></p>

        ycw2017-04-14-58_slicer19101.png,  901.3 kB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/Caps/ycw2017-04-14-58_slicer19101.png"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/0zzhv-fnr57
title: HupAB knockout_M9_PS151

description: Andrew's DNA project
description: <strong>Tilt Series Date:</strong> 2016-08-24</p>
<strong>Data Taken By:</strong> Poorna Subramanian</p>
<strong>Species / Specimen:</strong> Escherichia coli</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1°, constant angular increment, dosage: 160.0 eV/Å²,  defocus: -10.0 μm,  magnification: 18000x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Purification / Growth Conditions / Treatment:</strong> grown for 31h from glycerol stock. Froze when OD was 0.41 as such, no spinning. Cell density and distribution looked good.</p>
description: Files available via S3 at ://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/psa2016-08-24-20/rawdata/</p>hupABM9_atlas20001.mrc,  Tilt Series (Pixel Size 0.6 nm), 3.4 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/psa2016-08-24-20/rawdata/hupABM9_atlas20001.mrc"
        > <i class="download icon"></i> Download </a></p>

        hupABM9_atlas20001_full.rec,  Reconstruction (Pixel Size 2.4 nm), 534.5 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/psa2016-08-24-20/3dimage_78504/hupABM9_atlas20001_full.rec"
        > <i class="download icon"></i> Download </a></p>

        psa2016-08-24-20_slicer17047.png,  filaments, 292.7 kB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/Caps/psa2016-08-24-20_slicer17047.png"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.15468/dl.pxmt5t
title: Occurrence Download

description: A dataset containing 4925564 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Macrosiphum euphorbiae, Lithoglyphus naticoides, Acorus calamus, Oenothera rubricaulis, Lagerstroemia indica, Hemidactylus turcicus, Brachiaria brizantha, Brachiaria eminii, Atriplex suberecta, Impatiens balfourii, Guilleminea densa, Litopenaeus vannamei, Anolis porcatus, Bradybaena similaris, Roystonea oleracea, Hedychium coccineum, Polycarpon tetraphyllum, Acacia podalyriifolia, Quercus robur, Ligustrum japonicum, Eucalyptus robusta, Citrus limon, Pinus taeda, Koelreuteria paniculata, Aethina tumida, Cecropia schreberiana, Anoplophora glabripennis, Gymnocephalus cernua, Adelges piceae, Ciona intestinalis, Hemerocallis fulva, Apera spica-venti, Bromus secalinus, Miscanthus sinensis, Cirsium palustre, Crepis tectorum, Tanacetum vulgare, Berteroa incana, Erucastrum gallicum, Hesperis matronalis, Isatis tinctoria, Raphanus raphanistrum, Gypsophila paniculata, Silene latifolia, Celastrus orbiculatus, Viburnum lantana, Dipsacus laciniatus, Alnus glutinosa, Vincetoxicum rossicum, Betula pendula)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 4925564 records from 5219 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033162-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18207203
title: Conjunto de notas de leitura de processos relativos à ação "Construcción del Grupo de Viviendas Raimundo Fernández Cuesta, Zamora [1954-1956]"

description: Conjunto de notas de leitura de processos relativos à ação “Construcción del Grupo de Viviendas Raimundo Fernández Cuesta, Zamora [1954-1956]” existentes no Archivo Histórico Provincial de Zamora, em Zamora. 

Registo efetuado em maio de 2024 no âmbito do projeto de investigação ReARQ.IB – Built Environment Knowledge for Resilient, Sustainable Communities: Understanding Everyday Modern Architecture and Urban Design in the Iberian Peninsula (1939-1985) (ERC GA949686) e publicado online em https://arquitecturaaqui.eu/es/actividades/acciones/38714/construccion-del-grupo-de-viviendas-raimundo-fernandez-cuesta-zamora-1954-1956. 

Dados exportados da plataforma Arquitectura Aqui (https://arquitecturaaqui.eu), repositório do referido projeto, em janeiro de 2026.
DOI: 10.15468/dl.6k876p
title: Occurrence Download

description: A dataset containing 197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Narcissus nobilis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 197 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008787-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18243706
title: Aristolochiaceae Juss. 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 16:42
DOI: 10.5281/zenodo.18243707
title: Aristolochiaceae Juss. 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 16:42
DOI: 10.15468/dl.j3wd9n
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"IND.16.21_1","matchCase":false},{"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 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008788-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q25g9e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.26.68_1","matchCase":false},{"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/0008789-260108223611665/datasets/export for details.
DOI: 10.15468/dl.tbjb2y
title: Occurrence Download

description: A dataset containing 186198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acer negundo",
 "BasisOfRecord is one of (Human Observation)"
 ]
}

 The dataset includes 186198 records from 980 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008754-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gcysk7
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"IND.16.22_1","matchCase":false},{"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 226 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008790-260108223611665/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.21789074
title: High-resolution (1 km) Köppen-Geiger maps for 1901–2099 based on constrained CMIP6 projections

description: High-resolution maps of the Köppen-Geiger climate classification for historical and future climate conditions (Beck et al., 2023).<b>IMPORTANT: Most users only need the "koppen_geiger_tif.zip" archive (125 MB). It includes GeoTIFFs of Köppen-Geiger maps in varying resolutions for multiple periods and future socio-economic scenarios.</b><br><br>For example, the file "2071_2099\ssp585\koppen_geiger_0p00833333.tif" in the archive provides the Köppen-Geiger map for the period 2071–2099 under the SSP5-8.5 scenario with a resolution of 0.00833333° (approximately 1 km). GeoTIFF files are easily viewed using Geographic Information System (GIS) software such as QGIS.<br><br>The "koppen_geiger_tif.zip" archive also contains a legend file, "legend.txt", which links the numeric values in the maps to the Köppen-Geiger climate symbols and provides the color scheme used for displaying the maps.<br><br>The other archives contain underlying climate data in different resolutions. For details on these archives, please refer to the 'Data Records' section in Beck et al. (2023).<br><br>Please cite Beck et al. (2023) when using the maps in any publication:<br><br>Beck, H. E., T. R. McVicar, N. Vergopolan, A. Berg, N. J. Lutsko, A. Dufour, Z. Zeng, X. Jiang, A. I. J. M. van Dijk, and D. G. Miralles. High-resolution (1 km) Köppen-Geiger maps for 1901–2099 based on constrained CMIP6 projections. <i>Scientific Data</i> 10, 724 (2023).<br><br>Note: This dataset has been updated in January 2026 to correct a small calculation error. Full details are available in the Correction associated with the aforementioned Scientific Data article.