Science topics: Computer GraphicsVisualization
Science topic
Visualization - Science topic
Explore the latest questions and answers in Visualization, and find Visualization experts.
Questions related to Visualization
Based on your experisence, which openses visualization tool do you think is suitable for beginners of opensees?
- Normalization/Standardization: Transform the data to a common scale, ensuring easier comparison by accounting for differing ranges.
- Z-Score Transformation: Convert the data to standard units based on mean and standard deviation, enabling straightforward comparison.
- Percentile Ranking: Rank the data through percentile ranking, facilitating comparison regardless of absolute values.
- Relative Change: Calculate relative change percentages to observe how variables within each data set have altered.
- Visualization Techniques: Employ graphical representations like bar charts, line graphs, scatter plots, etc., to visually compare data patterns and variations.
- Statistical Tests: Utilize appropriate tests like t-tests, ANOVA, etc., to ascertain if significant differences exist between the data sets.
- Domain Knowledge: Leverage domain-specific knowledge to understand the implications of variable range differences.
We are thinking about creating an open-source R package for plate visualization (96 well-plate). Something similar to what Tecan offers, but open-source and adaptable to R/Shiny applications.
Would having such an open-source package be beneficial for you or your company?
Please let me know, thanks!
The Circular dichroism shows negative ellipticity but on visualizing in SEM and TEM it is not possible to see the twist of fibrils during the self-assembly
Hi all. I'm new to Graphpad Prism and after fiddling with the program, I was having some trouble. I have colocalisation data of multiple cells (ROIs) and I want to visualise these values (Pearson's correlation coefficient) in a bar graph with the mean etc. This is normally pretty straightforward, but the problem is that the Pearson's coefficient is not normally distributed; to find the mean value for multiple ROIs, the data needs to be transformed using Fisher transformation, averaged and then transformed back. The problem is that if I put in the Pearson values, Graphpad automatically averages them. So my question is: is there a way to let Graphpad use a different calculation method for creating the mean (in my case, transforming first, then averaging, then transforming back), or is there a way I can do this manually? (I could simply plot the Fisher transformed data, but these values are not intuitive/meaningful for the reader so I'm really trying to avoid this)
Alternatively, is there a different method that is commonly used to visualise quantified colocalisation that I'm missing? Any help would be much appreciated!
Snakemake is a versatile workflow management system that can be applied to various fields, including plant pathology. In plant pathology, Snakemake can streamline and automate complex analysis pipelines, making research more efficient and reproducible. Here's a brief overview of how Snakemake is used in plant pathology:
1. **Automated Analysis Pipelines**: Plant pathologists often deal with diverse datasets, such as DNA/RNA sequences, microscopy images, and phenotypic data. Snakemake enables researchers to create automated pipelines that handle data preprocessing, quality control, analysis, and visualization. This automation reduces manual errors and ensures consistent analysis across different samples.
2. **Bioinformatics Workflows**: Snakemake is particularly useful in plant pathology for managing bioinformatics workflows. It can integrate various tools and software packages for tasks like sequence alignment, variant calling, and phylogenetic analysis. Researchers define rules that describe dependencies and data transformations, allowing complex analyses to be executed seamlessly.
3. **Reproducibility and Traceability**: Snakemake ensures reproducibility by capturing all dependencies and steps in a workflow. Researchers can easily reproduce their analyses by rerunning the same Snakemake script. This is crucial in plant pathology, where accurate and reproducible results are essential for understanding disease mechanisms and developing mitigation strategies.
4. **Iterative Studies**: Plant pathologists often conduct iterative studies to investigate disease progression or response to treatments. Snakemake simplifies these studies by automating repetitive tasks and adjusting the workflow as new data or hypotheses emerge.
5. **Data Integration and Visualization**: Snakemake can incorporate data integration and visualization steps in the workflow. For instance, it can merge multiple types of data (genomic, transcriptomic, and phenotypic) to provide a comprehensive view of plant-pathogen interactions.
6. **Customized Analysis**: Snakemake allows researchers to customize their analysis pipelines based on the specific needs of their plant pathology studies. This flexibility ensures that the workflow is tailored to address research questions effectively.
7. **Parallel Processing**: Large-scale plant pathology studies often involve analyzing extensive datasets. Snakemake's parallel processing capabilities enable researchers to distribute tasks across multiple processors or compute nodes, significantly reducing analysis time.
8. **Collaboration and Sharing**: Snakemake workflows can be easily shared with collaborators, making it simpler to collaborate on complex analyses. This promotes knowledge sharing and accelerates research progress.
In summary, Snakemake plays a vital role in plant pathology by automating and streamlining analysis pipelines, enhancing reproducibility, and facilitating complex bioinformatics workflows. Its flexibility, parallel processing capabilities, and user-friendly syntax make it a valuable tool for researchers studying plant-pathogen interactions, disease mechanisms, and mitigation strategies.
I have postprocessed GNSS data of Santiago Chilo eartquake (2010) in PPP mode in RTKLIB. I am intending to look at the comparative analysis of accuracy of the positioning solutions of PPP static and PPP kinematic, from this event data, but could not figure out what should i look to answer this research question. How can I solve this research question?
I have attached the following figures to give you quick insight into the results of ppp static and ppp kinematic.
The visualization shows that the PPP Kinematic is able to show the large release of stress on the tectonic plate at 6.40 UTC (the time at which big shaking of plate did happen for all coordinate components, on which Santiago, Chile the permanent site is located) which is not obtained in the plot obtained from ppp static. However, rms value for ppp static is much smaller than PPP kinematic here in these two plots.


I'm looking for help designing questionnaire questions and visualizing the result.
Upon visualizing structure of a ligand in pymol (the structure I got from RCSB PDB (RCSB.org), I noticed that it is a bit different from the one I obtained from MOE. Why does this happen?
Hi everyone,
Please can you tell me that structure visualization after quantum espresso . Especially after optimization. What can i do for obtaining visualization ?
thanks
Hello,
I am using the CEL technique to simulate the FSW process. After completion of the simulation, when the ODB file is analyzed in the visualization module, in every output parameter, such as temperature, stress, and plastic strain, 75% is present. What does this represent?
I am attaching an image file for reference.
I've recently completed a data analysis for my thesis using SPSS and I'm now considering the best way to visualize my results. While SPSS does offer visualization tools, I'm contemplating whether to use a dedicated visualization app instead. Can I use a different application for data visualization after performing the analysis in SPSS? If so, are there any recommended practices to follow or potential issues to avoid? I'd appreciate any advice on this matter
Dear community,
I am conducting research on media representation and I am using the topic modeling technique. To visualize the models I have used pyLDAvis, which is very useful to explore the topics. I would also like to segment the topics into clusters, as they do in the original paper (Figure 4 : https://www.researchgate.net/publication/265784473_LDAvis_A_method_for_visualizing_and_interpreting_topics/figures).
However, my visualizations do not give me that option. So how can topics be segmented into clusters with LDAvis or pyLDAvis? Any idea or suggestion will be appreciated.
Thank you very much in advance
I tried to visualize the dendritic spines of dopaminergic neurons in ventrolateral periaqueductal gray (vlPAG) by injected retrograde virus AAV.rTH.PI.Cre.SV40 to Rostral ventromedial medulla (RVM) and also AAV5-CAG-FLEX-EGFP-WPRE to vlPAG (dilution ratio 1:2000) in C57BL6 mouse, then sacrificed at 3 weeks post-injection. However, I only can see the soma body and cant see dendritic spines. I wonder why I cant see the dendritic spines?
Hi All,
I used PyMOL several years back. However, I need to restart protein structure visualizations. The purpose will be visualizations and marking of specific amino acids. I was wondering what is free user friendly options available for PDB visualizations
I have to visualise user defined element in Abaqus, Can you please suggest me any idea about that.
Hi everyone,
I am currently doing a bibliometric analysis of a specific academic niche, and I would like to find a way to measure or visualise self-citations within the set of documents I am using. I am using both VOSViewer and Biblioshiny (coding in R is not quite my thing).
Thanks for any tips of advice! And if you know for any tools to look up self-citations on a per author basis (even if it is outside the set of documents in questions), that would also be amazing!
I want to select some disease-related terms such as amyloid-related or stress-related terms for visualization using clusterProfiler in r (result of DisGeNET enrichment analysis). Please what code can I use to select these terms for visualization in r without manually selecting them
Dear researcher, I want to analyse the word /text cloud and want to create visualisations analytics that shows the most used words in a text form small to large. Information about free versions of word/text cloud visualization software/tools is welcome. Thank you.
Dear Colleagues,
which software is in your experience most suitable for analysing semi-structured interviews? Can you give examples of articles where such data were analysed and results visualised in the best way to your knowledge?
I want to visualizing the temporal relationship of patients records over time, assuming that i have EHR dataset, what are the used techniques to plot or visualize such kind of dataset, where each patient have different features which are updated over time.
I want to query from multi SPARQL endpoints in real time and visualize RDF triples as a graph.
How to visualize RDF well? Are there some better rdf visualizers?
- Open source.
- Support RDF triples, not just ontologies.
- The visualization effect is better.
- Can be used in the program, best to Java or HTTP.
- Supports more RDF triples.
I found some rdf visualizers, But they don't fit:
- [Apache ECharts](https://echarts.apache.org/en/): Free but not an RDF style.
- [Graphviz](https://graphviz.org/): Free but the style is not very attractive.
- [rdf-visualizer](https://issemantic.net/rdf-visualizer): Nice style but can't be used in program.
- [WebVOWL](http://vowl.visualdataweb.org/webvowl.html): Nice style but only the ontology can be shown not all RDF triples.
I am currently doing my research in antioxidants. I want to do the visualization by using this combenefit software. If you know about this kindly help me to complete this.
There's only one research article was there related with this study that's also published in 2016. I am expecting the updated version procedures.
I want to visualise secondary structures of multiple proteins aligned (something similar to this figure). Any recommendations?
Thanks in advance

I want to do a flow visualization of air jets. I want to know some techniques which would be useful for it
Dear All,
I was just informed that the company Smolecule is promoting their product 2-Chloroethanol with my research and other publications using trichloroethanol for visualization of proteins in gels (https://www.smolecule.com/products/s566426). PLEASE, I am not aware of 2-Chloroethanol working for the visualization of proteins in gels. Do not get confused. We have used ONLY the trichloroethanol and all my research on the subject, as well as the original paper, used this form. I have asked the Smolecule company to bring the evidence that their molecule works identically to the published one or remove my reference. I will keep you updated if I get any answer.
I have made a phylogenetic tree using treetime. The output is in nexus format and a basic tree as well. I want to create different visualization based on colors, location etc. Is there any good tool/or avaiable notebooks I can use for this purpose ??
I have seen some but those use beast based mcc.tree files as an input
As a part of my research, I am working on 3D simulation of granular particles. Do you have any suggestion for 3D model visualization of a granular particle form a taken photo?
The visual communication of scientific information is a key aspect for sharing and discussing scientific insights. Nevertheless, many images in the science landscape or popular discussions are visually unattractive or scientifically unprecise. Do you think scientific illustrations and visualizations are important for popular science in particular?
Is it ok to report mean instead of median when the stats is non parametric Kruskal Wallis test for graphical visualization?
As for cumulative link models (also called ordinal logistic regression models), Christensen (2016) reports that, in the case the proportional odds assumption is not met, one or more covariates need to be scaled to relax the assumption.
However, when visualizing the summary, it may happen that the non-scaled covariate results as non-significant while the same scaled covariate as significant. What is the meaning of that?
Thanks in advance,
Marcello
Hi there,
I'm currently working on a research paper which I intend to get published in Elsevier or any other high impact research journal. I will be using PLS, CFA and reliability tests. For visualization I will be using visualization libraries in R and Python. I know how to use PowerBI as well. I'm looking for an experienced co-author to work with and learn from. I'm currently pursuing a MS Marketing program in the University of Management and Technology. I can share my model and questionnaire as well. It's a work in progress at the moment. Looking forward to collaboration!
Regards,
Syed Muhammad Ehtesham Ali
Is there a good non radioactive way to visualise both unsaturated fatty acids and saturated fatty acids separated on silver-TLC? Conventionally we feed bacteria with radioactive acetate, but that is not doable in my current institution.
I had the privilege to start my MSc at Cardiff University last year. And this year it has come to the point where I need to choose a topic for my dissertation.
I have a keen interest and experience in sports and sports analytics and would like to enhance it with the addition of Data Science. I believe there are various sports-related visualizations being carried across the internet but fail to understand the source for their data. But I fail to broaden my scope beyond what's already done!
Please take a few minutes of your time and help me come up with a unique topic for my dissertation.
Hi,
I'm wondering if anyone here has used any of these two microscopes for visualizing microbes, specifically bacteria.
Thanks
Dear all,
I am using confocal microscopy to visualise membrane proteins of oleosomes (in any case proteins surrounding the oleosome) extracted from rapeseed.
The oleosomes have been stained with Nile red to detect the oil, and Fast Green FCF (0.013%) to detect the proteins.
The core oil is easily visualised but I am struggling to clearly visualise the proteins which would surround the oil droplet.
Do you have any advice on how to improve the visualisation? It may depend on the microscope settings I guess.
Thank you very much to anybody who could help me
Filippo
Hi all,
I'm facing a problem in visualizing my fluorescent cells which I plated on the surface of an opaque scaffold (dECM), I used an inverted microscope which is not very helpful as it appears dark?
Thank you
I modeled a lumped mass structure based on a soft clay.I want to find natural frequency of that structure. I tried by using frequency step under linear perturbation and i got frequency corresponding different mode no. in visualization module . But i think ,that frequency is considering whole module(structure+soil). How can i find the frequency of structure only.
Does anyone know how to use scholar network/collaboration visualization as seen in the attached image? I thought it is a Scopus tool but I can't find it in my Scopus account.
Hello everyone and have a nice day.
I want to calculate the adsorption energy of water on the hydroxylated surface of yttrium doped zirconia. To do this, I created a (101) surface from tetragonal zirconia and replaced the yttrium atoms with zirconium. As I know from the literature, it is necessary to freeze some surface atomic layers along the Z axis before surface relaxation, but I cannot do this yet.
Please tell me how can I do this. Can this be done with VESTA, Avogadro or other visualization programs, or does it all have to be done with programming languages?
Greetings and Good day everyone.
How do we display the HOMO and LUMO for the ground state optimized molecule (charge: 0, multiplicity: 2) as the output gives out unpaired electron in separate level. Could there be any specification required before calculation in the route section so that the final optimization would allow for the visualization. The error appears as in the image below for reference.

Problem : To calculate accuracy about Randomforest ntree(from 1 ~ to 10), visualizing the results as a graph.
So, i was trying to make a code.
r = rpart(Species~., data = iris)
for(i in 1:10) {
f <- randomForest(Species~.,data = iris, ntree = i)
r_pred = predict(r, iris, type = 'class')}
after that, i also confuse how to use confusion matrix.
f
Call:
randomForest(formula = Species ~ ., data = iris, ntree = i)
Type of random forest: classification
Number of trees: 10
No. of variables tried at each split: 2
OOB estimate of error rate: 5.37%
Confusion matrix:
setosa versicolor virginica class.error
setosa 50 0 0 0.0000000
versicolor 0 47 3 0.0600000
virginica 0 5 44 0.1020408
I think this is right, but how can i visualize each accuracy (from 1 to 10 ntree) as each part and also graph.
Please help me.
Thanks
I am currently visualizing the circulatory system of 3 dpf zebrafish with a flk1CFP marker using confocal microscopy. As I do not need to quantify brightness, I was hoping to optimize visualization in Fiji by adjusting the brightness of my images. However, when I do so, it only adjusts the brightness of my 3D image in the plane I am viewing it in. As I use 170+ to create my 3D visualization, I cannot adjust the brightness individually for each one. Does anyone have any suggestions to fix this issue? Thank you!
There are many visualisation software and their mechanism are more different from each other.
The visualisation technique is important for my research.
What is the difference between visualization analysis and qualitative analysis in computer science-related research?
We are working on vision-based plant disease recognition. To further strengthen our evaluation of the performance of disease detection and classification, we want to introduce the visual explainability of the proposed methods. To demonstrate that we employed 2D tSNE, confusion matrix, and grad-cam attention heat map. Can visualization analysis replace qualitative analysis? If not what is their difference?
Hello,
I am modeling a microstructure in Abaqus composed of many grains in the same instance. The instance is separated into element sets, to which I assign a different material sections. I want to be able to show the edges between the sections/sets in the odb visualization to see the grain boundaries. I can see them in the modeling but not in the output (see image). Do you have any idea how to? I have been struggling with this.
I have performed Tax4Fun analysis using the R program and got the output files with KO numbers and metabolic pathways.
However, I could not find any tools for visualization and statistical analysis for the outputs generated from Tax4Fun. Does anyone know how to solve this issue?
Thanks!
What is in your opinion the best tool to visualize Gene Ontology enrichment results? I am interested both in a complete and exhaustive one and in a simple and easy-to-use one.
Examples: exhaustive one --->>> ClusterProfiler and enrichplot
simple one --->>> monaGO
Hello, I have a static general simualtion, for which I hace created a specific Field Output request asking for those results (image).
However, when I check the results I don't have the option to choose these (image2)
Does anyone know why this is happening?
Thanks in advance


We consider to build a cave at the NTNU campus for visualization of architectural and urban projects. The size of a cave could be preferably 4,0 x 4,0 x 2,5 m; 180 deg (5 surfaces) could meet our needs.
Thank you for any advice.
I am looking for a Matlab toolbox/function for the visualization of climate projection to get the similar figure in the attachment.
Article of the figure:
I need to superimpose and compare 4 pdb structures. The align and super commands in pymol only overlays 2 structures at a time. What will be the pymol command for superimposing more than 2 structures at a time?
Hi, guys.
I want to extract several 2D images from 3D Geometry against XY, YZ, and ZX plane in ABAQUS.
I do that on Part module but the internal images don't have the appropriate material color like those that I attach.
Is there any way to do that on Part module, not on Visualization module??
(In my knowledge, Visualization module can be used for post-processing so the odb file must exist.)
If that is not possible in ABAQUS, could you give me some advice related to that problem such as using other software or something??


View histology svs files on a mac, free to download software.
I am trying to purchase a transilluminator for visualizing agaraose gels. filter sizes of instruments vary from 210 x 260 mm or 200 x 80 mm etc. Is this an indication of the size of gel that can be visualized? thanks.
Hello,
I am trying to visualize stacking faults, phase transformations and twins in my alloy model during a tensile test using MD simulations. I have tried using Common Neighbor Analysis and Dislocation Analysis in OVITO, but I haven't quite got the visualization I wanted. The visualization that OVITO gave me has been attached with the title 'My_visualization_OVITO'. I have attached a couple of other screenshots too showing the kind of visualization I need. Is there any software that gives you that kind of visualization, and if so, how do I get that visualization using that software? Thank you.
Regards,
Rajesh
I am doing coarse-grained MD simulations using the CG-MARTINI forcefield of GROMACS and my system consists of a box with two different peptides in solution. Is there any way in which I can colour these two peptides differently (in order to distinguish between them in the same system clearly) while visualising using the VMD program?
Dear research Community I would like to know more about the packages to visualise sem path diagram? Is there any better package to show a complete path diagram? Any insight on this is a valuable contribution.
Thanks in advance.
When I use openbabel to deal with a large number of ligands, I find that some results give less branches, so that I can't get better dock results.
I don't want to manually use visual software to deal with each ligand. My superficial idea is whether there is a software to add all rotatable parts to the branch.
Better suggestions are also welcome.
I am using 35 variables to make my ML model, now, it is pretty hard to see clearly the scatter graph....the visualization is very poor... what else can I use?
In this context, our group want to deliver a chemical compound inside dendritic cells. However, to confirm successful delivery needs to marker this compound with a fluorescent marker visualizing the delivery and release of this compound at the target place, as well as facilitating the tracking of these cells. Thank you
i am modeling a forming process in which the punch moves at four seperate steps,after the first step, visulization module stop displaying while job correctly continues,this error occurs in visualization module in tranferring from step1 to step2: the selected primary variable is not available in the current frame/step,of course i tried to solve by increasing interval values in the field output, can anyone give a hint?
For example, the results of a three-dimensional simulation are four-dimensional data (x,y,z,p).
The first three are just spatial coordinates, and the last one is pressure.
How could I plot those data?
Dear Research fraternity,
Is it possible to use multiple software tools for analyzing the same docked complex such as Maestro Visualizer, Discovery Studios, SEEsar, and UCSF Chimera to get consistent results?
In the case of amino acid interactions, I'm getting different results. Furthermore, the distance between residues varies as well when comparing the two visualizers for the same docked complexes.
have you encountered / used any spatial visualization technique before,
if so can you please take the following survey :
thanks in advance,
Mohammad Shaito
PhD Student
The University of Texas at Arlington
Department of Computer Science and Engineering
Mining and Analysis of Spatio-Temporal Data (MAST) Lab
I have to generate Bingham samples in R or matlab. Can anybody tell me how can I proceed? I have seen the paper Simulation and Visualization of 3D-Spherical
Distributions and also its supplementary paper. I have used "Random_FB6" function for generating random samples from Bingham distribution but I do not understand how can I change mean direction through a certain angle $\thata$ so that I can check the power values of my test.
Hi everyone, I hope you all doing great!
I am currently working on two phase modelling of methane gas and water-liquids (droplets) and I kindly ask you answer these few questions.
- what are bins and ratio exponent in Population balance model setup ?
- what are the adjustments required to visualise the simulation progress ?
I did RT-qPCR for a small handful of genes (<10) for a cohort of cell lines (≈30 lines). I want to see if the baseline level expression of those genes varies significantly among different lines. I am wondering what graph would be the best to visualize the data and what statistical test suits my purpose in the best way. Also, I am not sure what I should normalize all the data to (a global mean or something?). Primarily I am going to normalize the CT values to those of GAPDH to get the ΔCT values.
python
libraries
protein structure prediction and visualization
There are notable supply chains related to traditional and regional products that are still untouched by contemporary progress in supply chain management. The basic problem in SCM for these products lie in the lack of a descriptive reference model to even initiate SC research. Although SC mapping is still in an early stage in terms of design, it has been applied to bring out visualization of processes as well as complete industry SCs. Hence a question has been raised seeking the compatibility of SC mapping approaches for solving SC visualization problem. Do other methods available produce better results in visualization when compared with SC mapping approaches?
can anybody plz tell me why the bonding effect is not showing in the case of molden(left-hand side figure), whereas the same is shown in avogadro(right-hand side figure)

I would kindly request an expert input on the platforms or tools such as BioEdit but which are specifically designed for the visualization and sequence alignment in Methylation Analysis.(i.e.methBlast, MethGraph,etc.)
Most of the online links available on literature are not working and I would be grateful if somebody can provide me with working URLs to align and check my newly designed BSP primers.