# Methods for High-Dimensional Data Visualization

**URL:** <https://ask.cyberinfrastructure.org/t/methods-for-high-dimensional-data-visualization/2325>\
**Category:** RMACC\
**Tags:** data, researcher\
**Created:** [April 25, 2022, 5:31pm UTC](https://ask.cyberinfrastructure.org/t/methods-for-high-dimensional-data-visualization/2325 "2022-04-25T17:31:41Z")\
**Posts on this page:** 3\
**Page:** 1

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**Author:** ![Jacob\_Kravits](https://ask.cyberinfrastructure.org/user_avatar/ask.cyberinfrastructure.org/jacob_kravits/32/820_2.png) [@Jacob\_Kravits](https://ask.cyberinfrastructure.org/u/Jacob_Kravits)\
**Post date:** [April 25, 2022, 5:31pm UTC](https://ask.cyberinfrastructure.org/t/methods-for-high-dimensional-data-visualization/2325/1 "2022-04-25T17:31:41Z")

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Supercomputing environments are great for _generating_ large amounts of data. However, _making sense_ of that data can often be a mix of science and art. I want to start a thread for tools for high-dimensional data visualization!

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**Author:** ![Jacob\_Kravits](https://ask.cyberinfrastructure.org/user_avatar/ask.cyberinfrastructure.org/jacob_kravits/32/820_2.png) [@Jacob\_Kravits](https://ask.cyberinfrastructure.org/u/Jacob_Kravits)\
**Post date:** [April 25, 2022, 5:34pm UTC](https://ask.cyberinfrastructure.org/t/methods-for-high-dimensional-data-visualization/2325/2 "2022-04-25T17:34:03Z")

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I’m a big fan of [parallel coordinate plots](https://www.data-to-viz.com/graph/parallel.html). For publishable-quality static versions, I like to use [Paxplot](https://kravitsjacob.github.io/paxplot/index.html). For interactive versions, I like [HiPlot](https://facebookresearch.github.io/hiplot/).

A note of disclosure, I am the creator of Paxplot and am working on a contribution to HiPlot.

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**Author:** ![DanRight](https://ask.cyberinfrastructure.org/letter_avatar_proxy/v4/letter/d/e5b9ba/32.png) [@DanRight](https://ask.cyberinfrastructure.org/u/DanRight)\
**Post date:** [June 12, 2022, 2:32am UTC](https://ask.cyberinfrastructure.org/t/methods-for-high-dimensional-data-visualization/2325/3 "2022-06-12T02:32:40Z")

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Hi Jacob,  
I saw on your example plot epoch name mentioned i try to compile and run. Are you running this code on Summit? Can you post your sbatch run script ? That would save me time from experimenting. Is there any small scale cluster with just couple nodes where we can use our codes for debugging and running from terminals without any sbatching?