cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.14278/rodare.138
title: Ultrafast X-ray tomography image data of bubbly two-phase pipe flow around a semi-circular constriction

description: For the investigation of bubbly two-phase flow, which should serve as a future benchmark experiment for CFD code validation, an experimental study has been conducted at the <strong>T</strong>ransient Tw<strong>o-P</strong>hase <strong>Flow</strong> (TOPFLOW) facility at Helmholtz-Zentrum Dresden – Rossendorf (HZDR) using ultrafast electron beam X-ray tomography (UFXRAY). In this study, flow constrictions were installed into a DN50 pipe to create a generic three-dimensional flow field as an advanced test case for CFD codes. UFXRAY CT scans were performed in dual-imaging mode and 9 imaging planes for 15 s with a temporal resolution of 1.0 kHz and 2.5 kHz to provide valuable data of the gas phase dynamics.

The provided data set contains tomographic image data for the experimental series L30 that uses a <strong>semi-circular</strong> flow constriction with a blockage ratio of 0.5. Here, all image stacks for a given operating point are stored in a single HDF5 file with a spatial resolution of 0.5 mm/pixel (Images are stacked as time series). Further attributes (e.g. reconstruction parameters) are available for each image stack and are accessible e.g. using Matlab or Octave. The relative distance of the each respective scanning position is defined in an additional info.txt. 
description: This work is funded by the German Federal Ministry for Economic Affairs and Energy (BMWi) with the grant number 1501481 on the basis of a decision by the German Bundestag.
DOI: 10.14278/rodare.137
title: Ultrafast X-ray tomography image data of bubbly two-phase pipe flow around a semi-circular constriction

description: For the investigation of bubbly two-phase flow, which should serve as a future benchmark experiment for CFD code validation, an experimental study has been conducted at the <strong>T</strong>ransient Tw<strong>o-P</strong>hase <strong>Flow</strong> (TOPFLOW) facility at Helmholtz-Zentrum Dresden – Rossendorf (HZDR) using ultrafast electron beam X-ray tomography (UFXRAY). In this study, flow constrictions were installed into a DN50 pipe to create a generic three-dimensional flow field as an advanced test case for CFD codes. UFXRAY CT scans were performed in dual-imaging mode and 9 imaging planes for 15 s with a temporal resolution of 1.0 kHz and 2.5 kHz to provide valuable data of the gas phase dynamics.

The provided data set contains tomographic image data for the experimental series L30 that uses a <strong>semi-circular</strong> flow constriction with a blockage ratio of 0.5. Here, all image stacks for a given operating point are stored in a single HDF5 file with a spatial resolution of 0.5 mm/pixel (Images are stacked as time series). Further attributes (e.g. reconstruction parameters) are available for each image stack and are accessible e.g. using Matlab or Octave. The relative distance of the each respective scanning position is defined in an additional info.txt. 
description: This work is funded by the German Federal Ministry for Economic Affairs and Energy (BMWi) with the grant number 1501481 on the basis of a decision by the German Bundestag.
DOI: 10.6084/m9.figshare.26566364.v1
title: Additional file 2 of Cancer functional states-based molecular subtypes of gastric cancer

description: Additional file 2: TableS1. Subtype classification in TCGA-STAD. TableS2. Clinical information of the eight single-cell sequencing patients included in the study. TableS3. Predicted single-cell sample subtypes. Table S4. Marker genes for 5 types of cell classification annotation. Table S5. Marker genes for stromal cell classification annotation. Table S6. Marker genes for T cell classification annotation. Table S7.1. Drugs predicted in subtype C1 by the CMap database. Table S7.2. Drugs predicted in subtype C2 by the CMap database. Table S7.3. Drugs predicted in subtype C3 by the CMap database.
DOI: 10.6084/m9.figshare.26566364
title: Additional file 2 of Cancer functional states-based molecular subtypes of gastric cancer

description: Additional file 2: TableS1. Subtype classification in TCGA-STAD. TableS2. Clinical information of the eight single-cell sequencing patients included in the study. TableS3. Predicted single-cell sample subtypes. Table S4. Marker genes for 5 types of cell classification annotation. Table S5. Marker genes for stromal cell classification annotation. Table S6. Marker genes for T cell classification annotation. Table S7.1. Drugs predicted in subtype C1 by the CMap database. Table S7.2. Drugs predicted in subtype C2 by the CMap database. Table S7.3. Drugs predicted in subtype C3 by the CMap database.
DOI: 10.14278/rodare.140
title: Ultrafast X-ray tomography image data of bubbly two-phase pipe flow around a ring-shaped constriction

description: For the investigation of bubbly two-phase flow, which should serve as a future benchmark experiment for CFD code validation, an experimental study has been conducted at the <strong>T</strong>ransient Tw<strong>o-P</strong>hase <strong>Flow</strong> (TOPFLOW) facility at Helmholtz-Zentrum Dresden – Rossendorf (HZDR) using ultrafast electron beam X-ray tomography (UFXRAY). In this study, flow constrictions were installed into a DN50 pipe to create a generic three-dimensional flow field as an advanced test case for CFD codes. UFXRAY CT scans were performed in dual-imaging mode and 9 imaging planes for 15 s with a temporal resolution of 1.0 kHz and 2.5 kHz to provide valuable data of the gas phase dynamics.

The provided data set contains tomographic image data for the experimental series L32 that uses a <strong>ring-shaped</strong> flow constriction with a blockage ratio of 0.5. Here, all image stacks for a given operating point are stored in a single HDF5 file with a spatial resolution of 0.5 mm/pixel (Images are stacked as time series). Further attributes (e.g. reconstruction parameters) are available for each image stack and are accessible e.g. using Matlab or Octave. The relative distance of the each respective scanning position is defined in an additional info.txt. 
description: This work is funded by the German Federal Ministry for Economic Affairs and Energy (BMWi) with the grant number 1501481 on the basis of a decision by the German Bundestag.
DOI: 10.14278/rodare.139
title: Ultrafast X-ray tomography image data of bubbly two-phase pipe flow around a ring-shaped constriction

description: For the investigation of bubbly two-phase flow, which should serve as a future benchmark experiment for CFD code validation, an experimental study has been conducted at the <strong>T</strong>ransient Tw<strong>o-P</strong>hase <strong>Flow</strong> (TOPFLOW) facility at Helmholtz-Zentrum Dresden – Rossendorf (HZDR) using ultrafast electron beam X-ray tomography (UFXRAY). In this study, flow constrictions were installed into a DN50 pipe to create a generic three-dimensional flow field as an advanced test case for CFD codes. UFXRAY CT scans were performed in dual-imaging mode and 9 imaging planes for 15 s with a temporal resolution of 1.0 kHz and 2.5 kHz to provide valuable data of the gas phase dynamics.

The provided data set contains tomographic image data for the experimental series L32 that uses a <strong>ring-shaped</strong> flow constriction with a blockage ratio of 0.5. Here, all image stacks for a given operating point are stored in a single HDF5 file with a spatial resolution of 0.5 mm/pixel (Images are stacked as time series). Further attributes (e.g. reconstruction parameters) are available for each image stack and are accessible e.g. using Matlab or Octave. The relative distance of the each respective scanning position is defined in an additional info.txt. 
description: This work is funded by the German Federal Ministry for Economic Affairs and Energy (BMWi) with the grant number 1501481 on the basis of a decision by the German Bundestag.
DOI: 10.14278/rodare.190
title: Hydrodynamic investigations of gas-liquid two-phase flow in centrifugal pumps - reconstructions (selected data)

description: This data repository contains reconstructed and quantitatively analyzed gas-liquid two-phase distributions obtained from a centrifugal pump mock-up whose geometry is related to a commercially available industrial centrifugal pump. As measurement system the ultrafast electron beam X-ray CT scanner (UFXCT) is applied with a frame rate of 2,500 Hz, single-plane mode and a total scanning interval of 5 seconds. The data repository contains:


 Reconstructed raw data (FBP) sets for selected two-phase flow operating conditions at constant 1480 rpm with static and rotating impeller, respectively
 Corresponding quantitative gas fraction data sets (for static impeller position)
 Averaged gas fraction distributions
 Standard deviations of the gas fraction mean values
 Data evaluation scripts
description: The Project was founded by the German Federal Ministry of Education and Research (BMBF) under the funding code 02NUK023B
DOI: 10.14278/rodare.189
title: Hydrodynamic investigations of gas-liquid two-phase flow in centrifugal pumps - reconstructions (selected data)

description: This data repository contains reconstructed and quantitatively analyzed gas-liquid two-phase distributions obtained from a centrifugal pump mock-up whose geometry is related to a commercially available industrial centrifugal pump. As measurement system the ultrafast electron beam X-ray CT scanner (UFXCT) is applied with a frame rate of 2,500 Hz, single-plane mode and a total scanning interval of 5 seconds. The data repository contains:


 Reconstructed raw data (FBP) sets for selected two-phase flow operating conditions at constant 1480 rpm with static and rotating impeller, respectively
 Corresponding quantitative gas fraction data sets (for static impeller position)
 Averaged gas fraction distributions
 Standard deviations of the gas fraction mean values
 Data evaluation scripts
description: The Project was founded by the German Federal Ministry of Education and Research (BMBF) under the funding code 02NUK023B
DOI: 10.15468/dl.fwrzj4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((143.738664 -36.750787, 143.738664 -36.753033, 143.743156 -36.753033, 143.743156 -36.750787, 143.738664 -36.750787))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066145-240626123714530/datasets/export for details.
DOI: 10.15468/dl.xj869j
title: Occurrence Download

description: A dataset containing 193 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((149.53058 -32.37597, 149.53058 -32.380462, 149.532826 -32.380462, 149.532826 -32.37597, 149.53058 -32.37597)), ((149.532826 -32.380462, 149.532826 -32.382708, 149.535071 -32.382708, 149.535071 -32.380462, 149.532826 -32.380462)))"
 ]
}

 The dataset includes 193 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066147-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14278/rodare.149
title: Vapor-liquid equilibrium data for efficiency estimation of tray columns

description: Vapor-liquid equilibrium data are the prerequisites for determining column efficiencies. For this purpose, industrial binary distillation operations are selected from the literature. At representative column pressures, high resolution data are obtained for the mixtures using suitable thermodynamic models in Aspen Plus (v10).
description: VLE data for binary mixtures obtained from various thermodynamic models at representative column pressures.
DOI: 10.14278/rodare.148
title: Vapor-liquid equilibrium data for efficiency estimation of tray columns

description: Vapor-liquid equilibrium data are the prerequisites for determining column efficiencies. For this purpose, industrial binary distillation operations are selected from the literature. At representative column pressures, high resolution data are obtained for the mixtures using suitable thermodynamic models in Aspen Plus (v10).
description: VLE data for binary mixtures obtained from various thermodynamic models at representative column pressures.
DOI: 10.14278/rodare.145
title: UFXCT data of silo discharge of hydrogel spheres

description: The outflow of hydrogel spheres from a cylindrical storage container with narrow outlet of two different sizes is imaged by means of ultrafast X-ray computed tomography (UFXCT) at different heights above the outlet. Sequences of cross-sectional images were recorded over 30 s with a frame rate of 1000 fps in dual plane mode.
description: hydrogel spheres diameter: 6 mm, diameter of cylindrical container: 90 mm, outlet diameter: 19 mm and 24 mm, filling height: 80 cm, measurement heights: 10 mm, 30 mm, 50 mm, 90 mm and 200 mm above outlet
description: {"references": ["Stannarius et al., High-speed X-ray tomography of silo discharge, submitted to New Journal of Physics"]}
DOI: 10.14278/rodare.144
title: UFXCT data of silo discharge of hydrogel spheres

description: The outflow of hydrogel spheres from a cylindrical storage container with narrow outlet of two different sizes is imaged by means of ultrafast X-ray computed tomography (UFXCT) at different heights above the outlet. Sequences of cross-sectional images were recorded over 30 s with a frame rate of 1000 fps in dual plane mode.
description: hydrogel spheres diameter: 6 mm, diameter of cylindrical container: 90 mm, outlet diameter: 19 mm and 24 mm, filling height: 80 cm, measurement heights: 10 mm, 30 mm, 50 mm, 90 mm and 200 mm above outlet
description: {"references": ["Stannarius et al., High-speed X-ray tomography of silo discharge, submitted to New Journal of Physics"]}
DOI: 10.25934/pr00010417
title: C-AMR: Antimicrobial Resistance in Crisis-Affected Populations, Data Challenge

description: Antimicrobial resistance (AMR) poses a significant global health threat, particularly in crisis-affected populations. These populations are more susceptible to infections, exacerbated by AMR, with high levels of excess morbidity and mortality due to their challenging living conditions and limited access to healthcare. AMR research within these populations not only helps in understanding and mitigating the spread of resistant pathogens. It also supports the development of holistic, context-specific interventions that could improve health outcomes and resilience. Studies have shown that AMR profiles of bacterial species in refugees often differ from those in host populations. However, this does not necessarily indicate increased transmission risk to the host community but it reflects the different environmental and lifestyle factors that refugees encounter. Understanding whether and how this contributes to antibiotic usage and selection or transmission of resistance is an open question that is highly pertinent to address in the face of a likely huge future population movement due to climate change.

We propose to use the Vivli AMR data register to quantify the contribution of crises to AMR prevalence, merging them with data from other sources on crisis events and country-specific quality of care. Initially, we will analyse the relationship between the proportion of a country’s population that is crisis-affected and the prevalence of AMR, controlling for country-specific health system characteristics. After that, we will leverage the temporal distribution of the AMR data, linking it with time-series data on conflict events to investigate the lagged relationship between the emergence of crisis and an increase in AMR. 

Our aim is to improve our understanding of how crises impact AMR across various settings. Our findings will ideally inform the design of more effective AMR interventions and research by offering estimates of the impact of crises.
DOI: 10.14278/rodare.143
title: UFXCT data of silo discharge of airsoft balls

description: The outflow of airsoft bullets from a cylindrical storage container with narrow outlet is imaged by means of ultrafast X-ray computed tomography (UFXCT) at different heights above the outlet. Sequences of cross-sectional images were recorded over 30 s with a frame rate of 1000 fps in dual plane mode.
description: airsoft bullet diameter: 6 mm, diameter of cylindrical container: 90 mm, outlet diameter: 24 mm, filling height: 80 cm, measurement heights: 10 mm, 30 mm and 50 mm above outlet
description: {"references": ["Stannarius et al., High-speed X-ray tomography of silo discharge, submitted to New Journal of Physics"]}
DOI: 10.14278/rodare.142
title: UFXCT data of silo discharge of airsoft balls

description: The outflow of airsoft bullets from a cylindrical storage container with narrow outlet is imaged by means of ultrafast X-ray computed tomography (UFXCT) at different heights above the outlet. Sequences of cross-sectional images were recorded over 30 s with a frame rate of 1000 fps in dual plane mode.
description: airsoft bullet diameter: 6 mm, diameter of cylindrical container: 90 mm, outlet diameter: 24 mm, filling height: 80 cm, measurement heights: 10 mm, 30 mm and 50 mm above outlet
description: {"references": ["Stannarius et al., High-speed X-ray tomography of silo discharge, submitted to New Journal of Physics"]}
DOI: 10.14278/rodare.125
title: Ultrafast X-ray tomography raw-data of bubbly two-phase pipe flow around a ring-shaped constriction

description: For the investigation of bubbly two-phase flow, which should serve as a future benchmark experiment for CFD code validation, an experimental study has been conducted at the <strong>T</strong>ransient Tw<strong>o-P</strong>hase <strong>Flow</strong> (TOPFLOW) facility at Helmholtz-Zentrum Dresden – Rossendorf (HZDR) using ultrafast electron beam X-ray tomography (UFXRAY). In this study, flow constrictions were installed into a pipe to create a generic three-dimensional flow field as an advanced test case for CFD codes. UFXRAY provide valueable data of the gas phase dynamics with high temporal and spatial resolution.

The provided data set contains tomography raw-data for the experimental series L30 that uses a <strong>ring shaped</strong> flow constriction with a blockage ratio of 0.5. 

For visualization, the data might be opend with Fiji. Therefore choose Import-&gt;Raw... In the following window specify "Image type" as 16-bit Unsigned, "Width" as 288 pixels and "Height" as 500 pixels for 2x1000Hz measurement or 200 pixels for 2x2500Hz measurement. Make sure that "Little-endian byte order" is checked. A data set contains image frames of both scanning planes in alternating order. Therefore, if only a single scanning plane is required, the offset and gap parameters need to be set to 288000 bytes for 2x1000Hz measurement or 115200 bytes for 2x2500Hz measurement.
description: This work is funded by the German Federal Ministry for Economic Affairs and Energy (BMWi) with the grant number 1501481 on the basis of a decision by the German Bundestag.
DOI: 10.14278/rodare.124
title: Ultrafast X-ray tomography raw-data of bubbly two-phase pipe flow around a ring-shaped constriction

description: For the investigation of bubbly two-phase flow, which should serve as a future benchmark experiment for CFD code validation, an experimental study has been conducted at the <strong>T</strong>ransient Tw<strong>o-P</strong>hase <strong>Flow</strong> (TOPFLOW) facility at Helmholtz-Zentrum Dresden – Rossendorf (HZDR) using ultrafast electron beam X-ray tomography (UFXRAY). In this study, flow constrictions were installed into a pipe to create a generic three-dimensional flow field as an advanced test case for CFD codes. UFXRAY provide valueable data of the gas phase dynamics with high temporal and spatial resolution.

The provided data set contains tomography raw-data for the experimental series L30 that uses a <strong>ring shaped</strong> flow constriction with a blockage ratio of 0.5. 

For visualization, the data might be opend with Fiji. Therefore choose Import-&gt;Raw... In the following window specify "Image type" as 16-bit Unsigned, "Width" as 288 pixels and "Height" as 500 pixels for 2x1000Hz measurement or 200 pixels for 2x2500Hz measurement. Make sure that "Little-endian byte order" is checked. A data set contains image frames of both scanning planes in alternating order. Therefore, if only a single scanning plane is required, the offset and gap parameters need to be set to 288000 bytes for 2x1000Hz measurement or 115200 bytes for 2x2500Hz measurement.
description: This work is funded by the German Federal Ministry for Economic Affairs and Energy (BMWi) with the grant number 1501481 on the basis of a decision by the German Bundestag.
DOI: 10.6084/m9.figshare.26656999
title: Additional file 3 of ALOX5 acts as a key role in regulating the immune microenvironment in intrahepatic cholangiocarcinoma, recruiting tumor-associated macrophages through PI3K pathway

description: Additional file 3. Top 60 degs in 7 paired ICC tissues.
DOI: 10.6084/m9.figshare.26656999.v1
title: Additional file 3 of ALOX5 acts as a key role in regulating the immune microenvironment in intrahepatic cholangiocarcinoma, recruiting tumor-associated macrophages through PI3K pathway

description: Additional file 3. Top 60 degs in 7 paired ICC tissues.
DOI: 10.6084/m9.figshare.26657008
title: Additional file 5 of ALOX5 acts as a key role in regulating the immune microenvironment in intrahepatic cholangiocarcinoma, recruiting tumor-associated macrophages through PI3K pathway

description: Additional file 5. RNA-seq result of Zileuton vs NC (gene expression).
DOI: 10.6084/m9.figshare.26657008.v1
title: Additional file 5 of ALOX5 acts as a key role in regulating the immune microenvironment in intrahepatic cholangiocarcinoma, recruiting tumor-associated macrophages through PI3K pathway

description: Additional file 5. RNA-seq result of Zileuton vs NC (gene expression).
DOI: 10.6084/m9.figshare.26657014.v1
title: Additional file 6 of ALOX5 acts as a key role in regulating the immune microenvironment in intrahepatic cholangiocarcinoma, recruiting tumor-associated macrophages through PI3K pathway

description: Additional file 6. RNA-seq result of Zileuton vs NC (differentially expressed genes).
DOI: 10.6084/m9.figshare.26657014
title: Additional file 6 of ALOX5 acts as a key role in regulating the immune microenvironment in intrahepatic cholangiocarcinoma, recruiting tumor-associated macrophages through PI3K pathway

description: Additional file 6. RNA-seq result of Zileuton vs NC (differentially expressed genes).