cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.22002/bwjzt-9jn50
title: Hpylori_dFliM

description: These are fast tilt series that I collected on Hpylori_dFliM (dFliP also) on the Titan Krios.
description: <strong>Tilt Series Date:</strong> 2019-11-24</p>
<strong>Data Taken By:</strong> Mohammed Kaplan</p>
<strong>Species / Specimen:</strong> Helicobacter pylori</p>
<strong>Strain:</strong> 26695</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 3°, constant angular increment, dosage: 120.0 eV/Å²,  defocus: -8.0 μm,  magnification: 19500x. </p>
<strong>Microscope:</strong> Caltech Titan Krios</p>
<strong>Acquisition Software:</strong> Serial EM</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> None</p>
<strong>Collaborators and Roles:</strong> I received these cells from Carrie Schaffer from the university of Kentucky. These are wild type cells but they don't express complete FliP . protein. Therefore, they don't assemble full flagella. We knocked out FliM protein of the flagellar motor to study the early assembly states of . flagellar motor.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> I grew the cells on blood agar plates from -80 stock at 37C with 5% CO2. the cells were grown for 48 hours and then spread on a new plate with a cotton swab and left to . grow for 24 hours. The grids were prepared from both batches (48 hours, and 24 hours, separately).</p>
<strong>Sample Preparation:</strong> The samples were prepared with Vitrobot IV. Blotting conditions were either: blot force 6, blot time 3, drain time 1 OR blot force -3, blot time 4, drain time 1, 100% . humidity. Cu grids. 10 nm gold.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2019-11-24-33/rawdata/</p>Hpylori_dfliM_063_af.mrc,  Tilt Series (Pixel Size 0.449 nm), 1.9 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2019-11-24-33/rawdata/Hpylori_dfliM_063_af.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/jd5th-ac023
title: H-pylori_dFliM_GC

description: These are fast tilt series taken by Georges Chreifi on the Krios for dFliM mutant of Helicobacter  .  pylori.
description: <strong>Tilt Series Date:</strong> 2019-10-28</p>
<strong>Data Taken By:</strong> Mohammed Kaplan</p>
<strong>Species / Specimen:</strong> Helicobacter pylori</p>
<strong>Strain:</strong> 26695</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 3°, constant angular increment, dosage: 130.0 eV/Å²,  defocus: -6.0 μm,  magnification: 19500x. </p>
<strong>Microscope:</strong> Caltech Titan Krios</p>
<strong>Acquisition Software:</strong> Serial EM</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> None</p>
<strong>Collaborators and Roles:</strong> I received these cells from Carrie Schaffer from the university of Kentucky. These are wild type cells but they . don't express complete FliP protein. Therefore, they don't assemble full flagella. We knocked out FliM protein . of the flagellar motor to study the early assembly states of flagellar motor.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> I grew the cells on blood agar plates from -80 stock at 37C with 5% CO2. the cells were grown . for 48 hours and then spread on a new plate with a cotton swab and left to grow for 24 hours. . The grids were prepared from both batches (48 hours, and 24 hours, separately).</p>
<strong>Sample Preparation:</strong> The samples were prepared with Vitrobot IV. Blotting conditions were either: blot force 6, blot . time 3, drain time 1 OR blot force -3, blot time 4, drain time 1, 100% humidity. Cu grids. 10 nm . gold.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2019-10-28-125/rawdata/</p>Hpylori_FliM_127_af.mrc,  Tilt Series (Pixel Size 0.449 nm), 3.9 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2019-10-28-125/rawdata/Hpylori_FliM_127_af.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/6jps2-7c480
title: BacillusSubtilis_293

description: Bacterial nanotubes (like what is described in Sigal ben Yehuda and Ilan Rosenshine work).
description: <strong>Tilt Series Date:</strong> 2020-02-16</p>
<strong>Data Taken By:</strong> Mohammed Kaplan</p>
<strong>Species / Specimen:</strong> Bacillus subtilis</p>
<strong>Strain:</strong> AB293, ΔponA amyE::fliP-2XHA sacA::ymdB Δmbl</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 3°, constant angular increment, dosage: 150.0 eV/Å²,  defocus: -6.0 μm,  magnification: 19500x. </p>
<strong>Microscope:</strong> Caltech Titan Krios</p>
<strong>Acquisition Software:</strong> Serial EM</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> None</p>
<strong>Collaborators and Roles:</strong> The samples were prepared with Amit and Ritesh (from Sigal Ben Yehuda and Ilan Rosenshine . labs at the Hebrew University). These Samples were incubated for four hours on grids on plates</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Cells were streaked on an agar plate from a -80C stock and incubated at 37C. Next day, the . cells were inoculated in 3 ml of LB and grown at 37C to OD 0.8-1. Cells were then added to . grids on agar plates and incubated for 4 hours at 37 C. The grids were washed with PBS and . then blotted and plunge frozen.</p>
<strong>Sample Preparation:</strong> The sample was manually blotted to increase the chance of finding an intercellular nanotube.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2020-02-16-25/rawdata/</p>Bsubtilis_293_060_af.mrc,  Tilt Series (Pixel Size 0.449 nm), 1.9 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2020-02-16-25/rawdata/Bsubtilis_293_060_af.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/vhv37-m9v69
title: H_pylori_dFliO_GC

description: These are fast tilt series taken by Georges Chreifi on the Krios for dFliO mutant of Helicobacter  .  pylori.
description: <strong>Tilt Series Date:</strong> 2019-10-25</p>
<strong>Data Taken By:</strong> Mohammed Kaplan</p>
<strong>Species / Specimen:</strong> Helicobacter pylori</p>
<strong>Strain:</strong> 26695</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 3°, constant angular increment, dosage: 130.0 eV/Å²,  defocus: -6.0 μm,  magnification: 19500x. </p>
<strong>Microscope:</strong> Caltech Titan Krios</p>
<strong>Acquisition Software:</strong> Serial EM</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> None</p>
<strong>Collaborators and Roles:</strong> I received these cells from Carrie Schaffer from the university of Kentucky. These are wild . . type cells but they don't express complete FliP protein. Therefore, they don't assemble full . . flagella. We knocked out FliO protein of the flagellar motor to study the early assembly states . of flagellar motor.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> I grew the cells on blood agar plates from -80 stock at 37C with 5% CO2. the cells were grown . . for 48 hours and then spread on a new plate with a cotton swab and left to grow for 24 hours. . . The grids were prepared from both batches (48 hours, and 24 hours, separately).</p>
<strong>Sample Preparation:</strong> The samples were prepared with Vitrobot IV. Blotting conditions were either: blot force 6, blot . . time 3, drain time 1 OR blot force -3, blot time 4, drain time 1, 100% humidity. Cu grids. 10 nm . . gold.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2019-10-25-219/rawdata/</p>Hpylori_FliO_224_af.mrc,  Tilt Series (Pixel Size 0.449 nm), 3.9 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2019-10-25-219/rawdata/Hpylori_FliO_224_af.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/hg87d-1m818
title: H-pylori_dFliM_GC

description: These are fast tilt series taken by Georges Chreifi on the Krios for dFliM mutant of Helicobacter  .  pylori.
description: <strong>Tilt Series Date:</strong> 2019-10-28</p>
<strong>Data Taken By:</strong> Mohammed Kaplan</p>
<strong>Species / Specimen:</strong> Helicobacter pylori</p>
<strong>Strain:</strong> 26695</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 3°, constant angular increment, dosage: 130.0 eV/Å²,  defocus: -6.0 μm,  magnification: 19500x. </p>
<strong>Microscope:</strong> Caltech Titan Krios</p>
<strong>Acquisition Software:</strong> Serial EM</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> None</p>
<strong>Collaborators and Roles:</strong> I received these cells from Carrie Schaffer from the university of Kentucky. These are wild type cells but they . don't express complete FliP protein. Therefore, they don't assemble full flagella. We knocked out FliM protein . of the flagellar motor to study the early assembly states of flagellar motor.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> I grew the cells on blood agar plates from -80 stock at 37C with 5% CO2. the cells were grown . for 48 hours and then spread on a new plate with a cotton swab and left to grow for 24 hours. . The grids were prepared from both batches (48 hours, and 24 hours, separately).</p>
<strong>Sample Preparation:</strong> The samples were prepared with Vitrobot IV. Blotting conditions were either: blot force 6, blot . time 3, drain time 1 OR blot force -3, blot time 4, drain time 1, 100% humidity. Cu grids. 10 nm . gold.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2019-10-28-140/rawdata/</p>Hpylori_FliM_142_af.mrc,  Tilt Series (Pixel Size 0.449 nm), 3.9 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2019-10-28-140/rawdata/Hpylori_FliM_142_af.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.5281/zenodo.16980095
title: Dataset for developing the CLIMADA Model to assess spatially explicit direct flood damage to Austrian infrastructure at high resolution

description: This dataset accompanies the master's thesis "Modelling spatially explicit flood damage of Austrian infrastructure using CLIMADA" by Alexey Falkov (2025) from the Supply Chain Management programme at the Vienna University of Economics and Business (WU).The dataset includes a set of files required to initiate each component of the CLIAMDA Model as well as implement the custom extension:



The "Hazard Module" archive includes simulations of flood depth and flood fraction for Austria for the period 2006-2100 under RCP2.6, RCP6.0 and RCP8.5 without protective measures (ISIMIP, 2024).

The "Exposure module — asset" archive contains processed data on geocoded infrastructure objects in Austria, divided by type and varying degrees of granularity (Haberl et al., 2021).

The "Exposure Module - value of assets" archive contains processed data on the value of Austrian infrastructure assets for building a baseline model (Eberenz, S., et al., 2020).

The "Extension - critical infrastructure" archive contains updated data on the value of infrastructure assets in Austria, taking into account the custom extension.

The "Use Case" archive contains data on the location and cost of the selected company's infrastructure for assessing the extent of potential flood damage as part of a risk management strategy.


The code for the developed CLIMADA Model itself is available on GitHub.
DOI: 10.5281/zenodo.16980094
title: Dataset for developing the CLIMADA Model to assess spatially explicit direct flood damage to Austrian infrastructure at high resolution

description: This dataset accompanies the master's thesis "Modelling spatially explicit flood damage of Austrian infrastructure using CLIMADA" by Alexey Falkov (2025) from the Supply Chain Management programme at the Vienna University of Economics and Business (WU).The dataset includes a set of files required to initiate each component of the CLIAMDA Model as well as implement the custom extension:



The "Hazard Module" archive includes simulations of flood depth and flood fraction for Austria for the period 2006-2100 under RCP2.6, RCP6.0 and RCP8.5 without protective measures (ISIMIP, 2024).

The "Exposure module — asset" archive contains processed data on geocoded infrastructure objects in Austria, divided by type and varying degrees of granularity (Haberl et al., 2021).

The "Exposure Module - value of assets" archive contains processed data on the value of Austrian infrastructure assets for building a baseline model (Eberenz, S., et al., 2020).

The "Extension - critical infrastructure" archive contains updated data on the value of infrastructure assets in Austria, taking into account the custom extension.

The "Use Case" archive contains data on the location and cost of the selected company's infrastructure for assessing the extent of potential flood damage as part of a risk management strategy.


The code for the developed CLIMADA Model itself is available on GitHub.
DOI: 10.15468/dl.9sjzdh
title: Occurrence Download

description: A dataset containing 4207984 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)"
 ]
}

 The dataset includes 4207984 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006599-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e673aq
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Haplopappus schumannii"
 ]
}

 The dataset includes 42 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006618-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22002/61qh7-jmt52
title: Hpylori_dfliG

description: These are H. pylori cells that don't have a complete FliP. In addition, FliG was knocked out in  .  these cells. The aim is to study the assembly of the flagellar motor and the core complex.
description: <strong>Tilt Series Date:</strong> 2019-11-23</p>
<strong>Data Taken By:</strong> Mohammed Kaplan</p>
<strong>Species / Specimen:</strong> Helicobacter pylori</p>
<strong>Strain:</strong> 26695</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 3°, constant angular increment, dosage: 120.0 eV/Å²,  defocus: -8.0 μm,  magnification: 19500x. </p>
<strong>Microscope:</strong> Caltech Titan Krios</p>
<strong>Acquisition Software:</strong> Serial EM</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> None</p>
<strong>Collaborators and Roles:</strong> I received these cells from Carrie Schaffer from the university of Kentucky. These are wild type cells but they don't express complete FliP protein. Therefore, they don't assemble full . flagella. We knocked out FliG protein of the flagellar motor to study the early assembly states of flagellar motor.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> I grew the cells on blood agar plates from -80 stock at 37C with 5% CO2. the cells were grown . for 48 hours and then spread on a new plate with a cotton swab and left to grow for 24 hours. . The grids were prepared from both batches (48 hours, and 24 hours, separately).</p>
<strong>Sample Preparation:</strong> The samples were prepared with Vitrobot IV. Blotting conditions were either: blot force 6, blot . time 3, drain time 1 OR blot force -3, blot time 4, drain time 1. 100% humidity. Cu grids. 10 nm . gold.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2019-11-23-34/rawdata/</p>Hpylori_dfliG_027_af.mrc,  Tilt Series (Pixel Size 0.449 nm), 1.9 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2019-11-23-34/rawdata/Hpylori_dfliG_027_af.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/3933w-j3w16
title: BacillusSubtilis_293

description: Bacterial nanotubes (like what is described in Sigal ben Yehuda and Ilan Rosenshine work).
description: <strong>Tilt Series Date:</strong> 2020-02-16</p>
<strong>Data Taken By:</strong> Mohammed Kaplan</p>
<strong>Species / Specimen:</strong> Bacillus subtilis</p>
<strong>Strain:</strong> AB293, ΔponA amyE::fliP-2XHA sacA::ymdB Δmbl</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 3°, constant angular increment, dosage: 150.0 eV/Å²,  defocus: -6.0 μm,  magnification: 19500x. </p>
<strong>Microscope:</strong> Caltech Titan Krios</p>
<strong>Acquisition Software:</strong> Serial EM</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> None</p>
<strong>Collaborators and Roles:</strong> The samples were prepared with Amit and Ritesh (from Sigal Ben Yehuda and Ilan Rosenshine . labs at the Hebrew University). These Samples were incubated for four hours on grids on plates</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Cells were streaked on an agar plate from a -80C stock and incubated at 37C. Next day, the . cells were inoculated in 3 ml of LB and grown at 37C to OD 0.8-1. Cells were then added to . grids on agar plates and incubated for 4 hours at 37 C. The grids were washed with PBS and . then blotted and plunge frozen.</p>
<strong>Sample Preparation:</strong> The sample was manually blotted to increase the chance of finding an intercellular nanotube.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2020-02-16-21/rawdata/</p>Bsubtilis_293_058_af.mrc,  Tilt Series (Pixel Size 0.449 nm), 1.9 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2020-02-16-21/rawdata/Bsubtilis_293_058_af.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/r9y9j-hqg53
title: H-pylori_dFliM_GC

description: These are fast tilt series taken by Georges Chreifi on the Krios for dFliM mutant of Helicobacter  .  pylori.
description: <strong>Tilt Series Date:</strong> 2019-10-28</p>
<strong>Data Taken By:</strong> Mohammed Kaplan</p>
<strong>Species / Specimen:</strong> Helicobacter pylori</p>
<strong>Strain:</strong> 26695</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 3°, constant angular increment, dosage: 130.0 eV/Å²,  defocus: -6.0 μm,  magnification: 19500x. </p>
<strong>Microscope:</strong> Caltech Titan Krios</p>
<strong>Acquisition Software:</strong> Serial EM</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> None</p>
<strong>Collaborators and Roles:</strong> I received these cells from Carrie Schaffer from the university of Kentucky. These are wild type cells but they . don't express complete FliP protein. Therefore, they don't assemble full flagella. We knocked out FliM protein . of the flagellar motor to study the early assembly states of flagellar motor.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> I grew the cells on blood agar plates from -80 stock at 37C with 5% CO2. the cells were grown . for 48 hours and then spread on a new plate with a cotton swab and left to grow for 24 hours. . The grids were prepared from both batches (48 hours, and 24 hours, separately).</p>
<strong>Sample Preparation:</strong> The samples were prepared with Vitrobot IV. Blotting conditions were either: blot force 6, blot . time 3, drain time 1 OR blot force -3, blot time 4, drain time 1, 100% humidity. Cu grids. 10 nm . gold.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2019-10-28-15/rawdata/</p>Hpylori_FliM_016_af.mrc,  Tilt Series (Pixel Size 0.449 nm), 3.9 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2019-10-28-15/rawdata/Hpylori_FliM_016_af.mrc"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/j80dv-jv466
title: Hpylori_dFliM

description: These are fast tilt series that I collected on Hpylori_dFliM (dFliP also) on the Titan Krios.
description: <strong>Tilt Series Date:</strong> 2019-11-24</p>
<strong>Data Taken By:</strong> Mohammed Kaplan</p>
<strong>Species / Specimen:</strong> Helicobacter pylori</p>
<strong>Strain:</strong> 26695</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 3°, constant angular increment, dosage: 120.0 eV/Å²,  defocus: -8.0 μm,  magnification: 19500x. </p>
<strong>Microscope:</strong> Caltech Titan Krios</p>
<strong>Acquisition Software:</strong> Serial EM</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> None</p>
<strong>Collaborators and Roles:</strong> I received these cells from Carrie Schaffer from the university of Kentucky. These are wild type cells but they don't express complete FliP . protein. Therefore, they don't assemble full flagella. We knocked out FliM protein of the flagellar motor to study the early assembly states of . flagellar motor.</p>
<strong>Purification / Growth Conditions / Treatment:</strong> I grew the cells on blood agar plates from -80 stock at 37C with 5% CO2. the cells were grown for 48 hours and then spread on a new plate with a cotton swab and left to . grow for 24 hours. The grids were prepared from both batches (48 hours, and 24 hours, separately).</p>
<strong>Sample Preparation:</strong> The samples were prepared with Vitrobot IV. Blotting conditions were either: blot force 6, blot time 3, drain time 1 OR blot force -3, blot time 4, drain time 1, 100% . humidity. Cu grids. 10 nm gold.</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2019-11-24-92/rawdata/</p>Hpylori_dfliM_092_af.mrc,  Tilt Series (Pixel Size 0.449 nm), 1.9 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mka2019-11-24-92/rawdata/Hpylori_dfliM_092_af.mrc"
        > <i class="download icon"></i> Download </a></p>