Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
https://github.com/sshh12/students-visualization
A 3D Visualization of the Cy-Ranch Student Body
https://github.com/sshh12/students-visualization
cfisd cyranch p5js sklearn t-sne
Last synced: 14 days ago
JSON representation
A 3D Visualization of the Cy-Ranch Student Body
- Host: GitHub
- URL: https://github.com/sshh12/students-visualization
- Owner: sshh12
- License: mit
- Created: 2017-04-29T00:01:25.000Z (over 7 years ago)
- Default Branch: master
- Last Pushed: 2022-08-22T22:15:02.000Z (over 2 years ago)
- Last Synced: 2024-11-05T02:23:22.594Z (2 months ago)
- Topics: cfisd, cyranch, p5js, sklearn, t-sne
- Language: Python
- Homepage: https://sshh.io/webapps/studentvis/main.html
- Size: 3.35 MB
- Stars: 1
- Watchers: 3
- Forks: 0
- Open Issues: 2
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# 3D Student Visualization
Using [t-SNE](https://en.wikipedia.org/wiki/T-distributed_stochastic_neighbor_embedding) to
visualize data collected from the [CyRanch App](https://github.com/sshh12/CyRanch-App-Server).
[Live Code](https://sshh.io/webapps/studentvis/main.html)
## Built Using:
* [db.py](https://github.com/yhat/db.py)
* [scikit-learn](http://scikit-learn.org/stable/)
* [numpy](http://www.numpy.org/)
* [jsSHA](https://github.com/Caligatio/jsSHA)
* [p5js](https://p5js.org/)
## What
With the data collected from the [CyRanch App](https://github.com/sshh12/CyRanch-App-Server), every users
grades were turned into a 7D vector based on their average grade in 7 fields: Science, Math, English,
(Non-English) Language, Arts, Sports, and Social Studies. Using a dimensionality reduction algorithm, t-SNE, the data
was used to create clusters of students based on their academic performance. While these 3D groupings are
purely abstract, they serve as an interesting way to visualize students and see possible patterns.
### Screenshot
## Other Visuals
