https://github.com/wpi-surfmet-lab/multiscale-statistical-analysis

Multiscale regression/discrimination analysis software, which uses multiscale area data exported from MountainsMap®.
https://github.com/wpi-surfmet-lab/multiscale-statistical-analysis

matplotlib multiscale-analysis numpy python scipy win wpi wxpython

Last synced: 16 days ago
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Multiscale regression/discrimination analysis software, which uses multiscale area data exported from MountainsMap®.

• Host: GitHub
• URL: https://github.com/wpi-surfmet-lab/multiscale-statistical-analysis
• Owner: WPI-SurfMet-Lab
• License: mit
• Created: 2020-06-01T16:55:11.000Z (over 4 years ago)
• Default Branch: main
• Last Pushed: 2023-07-06T22:11:39.000Z (over 1 year ago)
• Last Synced: 2024-10-30T16:09:51.560Z (18 days ago)
• Topics: matplotlib, multiscale-analysis, numpy, python, scipy, win, wpi, wxpython
• Language: Python
• Homepage: https://www.surfacemetrology.org/
• Size: 1.11 MB
• Stars: 2
• Watchers: 0
• Forks: 0
• Open Issues: 36
• Metadata Files:
  • Readme: README.md
  • Contributing: .github/CONTRIBUTING.md
  • License: LICENSE
  • Code of conduct: .github/CODE_OF_CONDUCT.md
  • Security: .github/SECURITY.md

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# Multiscale-Statistical-Analysis

## About

This is a standalone multiscale analysis software developed by [Nathaniel Rutkowski](https://github.com/nrutkowski1).

It uses length-scale, area-scale, or area-complexity data exported from MountainsMap®, developed by [Digital Surf](https://www.digitalsurf.com/).

The application can then be used to run multiscale regression or discrimination on the exported surface data using F-tests, T-Tests, or ANOVA analysis.

## Documentation

A list of dependencies will need to be installed in order to use the application (all of these can be installed using [pip](https://pypi.org/project/pip/)). These can be found [here](https://github.com/MatthewSpofford/Multiscale-Statistical-Analysis/blob/master/requirements.txt), and installed using this command: `pip install -r requirements.txt`. In order to then run the tool, use `python main.py`.

More information on how to use the application can be found [here](https://github.com/MatthewSpofford/Multiscale-Statistical-Analysis/blob/master/Multiscale%20Statistical%20Analysis%20Manual.pdf).

## Similar Projects

A similar standalone application is currently being developed for multiscale analysis using curvature. The app can be found [here](https://github.com/MatthewSpofford/Multiscale-Curvature-Analysis).

In order to integrate directly with the MountainsMap® software, a similar addon application was also being worked on. However, this project has been abandoned as a result of limitations with MountainsMap®. The project can be found [here](https://github.com/MatthewSpofford/Mountains-Statistical-Addons).