https://ybportfolio.netlify.app/tag/data-science/ Data Science Wowchemy (https://wowchemy.com)en-usTue, 30 May 2023 00:00:00 +0000 https://ybportfolio.netlify.app/media/icon_hud9e0d3306da334d25f3a538662424b98_10284982_512x512_fill_lanczos_center_3.png https://ybportfolio.netlify.app/tag/data-science/ https://ybportfolio.netlify.app/project/gully_erosion_project/ Tue, 30 May 2023 00:00:00 +0000 https://ybportfolio.netlify.app/project/gully_erosion_project/ <p><a name="readme-top"></a></p> <!-- *** Thanks for checking out the Best-README-Template. If you have a suggestion *** that would make this better, please fork the repo and create a pull request *** or simply open an issue with the tag "enhancement". *** Don't forget to give the project a star! *** Thanks again! Now go create something AMAZING! :D --> <!-- PROJECT SHIELDS --> <!-- *** I'm using markdown "reference style" links for readability. *** Reference links are enclosed in brackets [ ] instead of parentheses ( ). *** See the bottom of this document for the declaration of the reference variables *** for contributors-url, forks-url, etc. This is an optional, concise syntax you may use. *** https://www.markdownguide.org/basic-syntax/#reference-style-links [![Contributors][contributors-shield]][contributors-url] [![Forks][forks-shield]][forks-url] [![Stargazers][stars-shield]][stars-url] [![Issues][issues-shield]][issues-url] [![MIT License][license-shield]][license-url] [![LinkedIn][linkedin-shield]][linkedin-url] --> <!-- PROJECT LOGO --> <br /> <div align="center"> <!-- <a href="https://github.com/0beansprout/gully_erosion_project"> <img src="images/logo.png" alt="Logo" width="80" height="80"> </a> --> <h3 align="center">Gully Erosion Project </h3> <p align="center"> Gully erosion susceptibility considering spatiotemporal environmental variables: Midwest U.S. region <br /> <a href="https://pdf.sciencedirectassets.com/287972/1-s2.0-S2214581821X00110/1-s2.0-S2214581822002099/main.pdf?X-Amz-Security-Token=IQoJb3JpZ2luX2VjELz%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FwEaCXVzLWVhc3QtMSJGMEQCIDl8dDPkuL9Qk%2F7XazSJymLPWU10PZsiCQyuDKWWeKEIAiALGskcsbGMm%2FiY47sTrPDRKap9CwfPxwI4lWAQFluXhSqzBQg1EAUaDDA1OTAwMzU0Njg2NSIMP0RBBumrENRMnipdKpAFb8oryBTNS0M8jpNlhHjtQS3REF14QXdPU9mM%2FFrFxCOe4gNWbNq9Q2dS%2B1B39bWY56xCpJxt%2FNcxErra1SoLUL%2F4r%2F3H1DStqU2jn6YYTfwdhq%2Fzf8P5%2BorAbEC8MOsyXJWfFiSzsPoW8e19%2BvS9FVv4TsUSedNZPG680MXDuVm%2ByUQGRDUisEj0Pt9qATtRxwLRhJXEo6IDSHlWw65MfTyyc8Ktm126OF%2FaaXrsubgQhZXXKvEsGYjdQD17Yd8PjufMOGYF51UHtw8K2CmPd9yt1cd8i0dltd%2BOmURvW%2FrP3jSS%2BT%2Fylrm7unM4lm%2FX%2FyNKgThyrZtQ0SUMxXMVQWQtg1bjZWO%2BWQQYQgiMsQNfbhiDH3X7ZJdD5OKpz3jGtdFxApiygsh59kga5bfHLNh%2F2ycn5%2FBbHVCRy3PIgbQwatTKEYhABpUprTHiCe4Ql2VyC0AHsnFImtghynl8qL1tAu5jk61UTwzeGlLnVgtcNUei%2BgXqggt4rjG%2FtPAZTXv89%2F1xw7%2F5ZY%2B8RDq2UKfzgvL9KhnV9zMQwuPMoqesKOxA1CKTrqTLzsnynDY9FuRHJMi711pNTc%2BwYFyA6KWzcWT0xjdImhGC4nX%2FEIqj%2FQV59lFgQhiuxW8XK6BXkDI61v%2F87sOXuzyWZnWbHh435PQ71PYGQIbr%2FUk%2Fm64rqeBibdxizqeXlDy0xxzPPCH0IWaHhjioiKcohgGADBqcTx%2FwfZg3mglYfapT74CIysAhmuRNDAJgKEmkzhdk0ywU325uDKkBf%2BNg%2Fo57%2FMMRJI6b5NbmhXpnqBISAStZHirvLkHOJoI95FXa3x3vvU7XNJ15l3sF2o94IbBMOWdH046Zioqz2iUOKkfHljYw5Y2XpQY6sgEa8SENButCTREX9XS3KHz8CyzDfd95PwQnmpFyOwfIqTqiBu%2FcoxZEO9%2B9zSwODxXpqwQVqNxas2XTtsMQvq%2BW2kz3tIGN60%2F58I3rxhVsMa0%2FA34Ln4MPNfnKevP3bSUzJAuN3U958bNEWJ3WCoxrpdGbWaYnpADZfjATkcTzDPP%2BywgQlHvcOI6YmLoP%2Fs1Kpsz%2FvlqkfwxqwyIvcSRNIMKWBWUV3q6QbwdqZgSNLD83&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Date=20230705T200228Z&X-Amz-SignedHeaders=host&X-Amz-Expires=300&X-Amz-Credential=ASIAQ3PHCVTYWCKXT5S7%2F20230705%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Signature=73c1eb7aad152774d8f3bfeb3d0ec023d9c73b0d45b56326873730f317f4e6ab&hash=6b91426abc5a48edb1f2cb37d5bd9761d537690c42c645313a69fcf636f1a649&host=68042c943591013ac2b2430a89b270f6af2c76d8dfd086a07176afe7c76c2c61&pii=S2214581822002099&tid=spdf-490a61c2-1748-4ff7-ab06-2079aaab4fc6&sid=16b1291b842e9643f19868068dd96ff66b71gxrqa&type=client&tsoh=d3d3LnNjaWVuY2VkaXJlY3QuY29t&ua=1015520a565052510007&rr=7e2234ae68930fa1&cc=us"><strong>Explore the docs »</strong></a> <br /> <br /> <a href="https://drive.google.com/drive/folders/1isUpS6yl9OfpeELa6cIKo24BYKEJV7qT?usp=sharing">View Slides</a> · <a href="https://github.com/0beansprout/gully_erosion_project/issues">Report Bug</a> · <a href="https://github.com/0beansprout/gully_erosion_project/issues">Request Feature</a> </p> </div> <!-- TABLE OF CONTENTS --> <!-- <details> <summary>Table of Contents</summary> <ol> <li> <a href="#about-the-project">About The Project</a> <ul> <li><a href="#built-with">Built With</a></li> </ul> </li> <li> <a href="#getting-started">Getting Started</a> <ul> <li><a href="#prerequisites">Prerequisites</a></li> <li><a href="#installation">Installation</a></li> </ul> </li> <li><a href="#usage">Usage</a></li> <li><a href="#roadmap">Roadmap</a></li> <li><a href="#contributing">Contributing</a></li> <li><a href="#license">License</a></li> <li><a href="#contact">Contact</a></li> <li><a href="#acknowledgments">Acknowledgments</a></li> </ol> </details> --> <!-- ABOUT THE PROJECT --> <h3 id="about-the-project">About The Project</h3> <p><a href="https://imgur.com/wtOHuW5" target="_blank" rel="noopener"> <figure > <div class="d-flex justify-content-center"> <div class="w-100" ><img src="https://imgur.com/wtOHuW5.png" alt="Product Name Screen Shot" loading="lazy" data-zoomable /></div> </div></figure> </a></p> <p>The objective of this project is to develop a Python-based sample model capable of analyzing data more efficiently, utilizing the data from a research paper on gully erosion as the primary source. The mentioned paper specifically focuses on various aspects, including the assessment of spatiotemporal environmental variables driving gully erosion in agricultural lands, prediction and mapping of gully erosion susceptibility using the Maxent model, and analysis of geospatial features of vulnerable areas affected by gully erosion development.</p> <!-- <p align="right">(<a href="#readme-top">back to top</a>)</p> --> <h3 id="built-with">Built With</h3> <!-- This section should list any major frameworks/libraries used to bootstrap your project. Leave any add-ons/plugins for the acknowledgements section. Here are a few examples. --> <p><a href="https://www.python.org/" target="_blank" rel="noopener"> <figure > <div class="d-flex justify-content-center"> <div class="w-100" ><img src="https://img.shields.io/badge/python-3670A0?style=for-the-badge&amp;logo=python&amp;logoColor=ffdd54" alt="Python_logo" loading="lazy" data-zoomable /></div> </div></figure> </a> <a href="https://jupyter.org/" target="_blank" rel="noopener"> <figure > <div class="d-flex justify-content-center"> <div class="w-100" ><img src="https://img.shields.io/badge/jupyter-%23FA0F00.svg?style=for-the-badge&amp;logo=jupyter&amp;logoColor=white" alt="Jupyter Notebook_logo" loading="lazy" data-zoomable /></div> </div></figure> </a></p> <!-- <p align="right">(<a href="#readme-top">back to top</a>)</p> --> <!-- GETTING STARTED --> <h3 id="getting-started">Getting Started</h3> <p>We have some sample jupyter notebooks, feel free to observe them. you can find more information <a href="https://www.sciencedirect.com/science/article/pii/S2214581822002117" target="_blank" rel="noopener">here</a>.</p> <!-- ### Prerequisites This is an example of how to list things you need to use the software and how to install them. * npm ```sh npm install npm@latest -g ``` --> <!-- ### Installation 1. Get a free API Key at [https://example.com](https://example.com) 2. Clone the repo ```sh git clone https://github.com/your_username_/Project-Name.git ``` 3. Install NPM packages ```sh npm install ``` 4. Enter your API in `config.js` ```js const API_KEY = 'ENTER YOUR API'; ``` <p align="right">(<a href="#readme-top">back to top</a>)</p> --> <!-- USAGE EXAMPLES --> <h3 id="usage">Usage</h3> <p>If you have some similar files such as raster, .tif, and data related to the gully erosion, you can experiment with the following sample Python code. It can serve as a starting point for your analysis</p> <!-- _For more examples, please refer to the [Documentation](https://example.com)_ --> <!-- <p align="right">(<a href="#readme-top">back to top</a>)</p> --> <!-- ROADMAP --> <!-- ## Roadmap - [x] Add Changelog - [x] Add back to top links - [ ] Add Additional Templates w/ Examples - [ ] Add "components" document to easily copy & paste sections of the readme See the [open issues](https://github.com/nateray42/DeCoBot/issues) for a full list of proposed features (and known issues). <p align="right">(<a href="#readme-top">back to top</a>)</p> --> <!-- CONTRIBUTING --> <!-- ## Contributing Contributions are what make the open source community such an amazing place to learn, inspire, and create. Any contributions you make are **greatly appreciated**. If you have a suggestion that would make this better, please fork the repo and create a pull request. You can also simply open an issue with the tag "enhancement". Don't forget to give the project a star! Thanks again! 1. Fork the Project 2. Create your Feature Branch (`git checkout -b feature/AmazingFeature`) 3. Commit your Changes (`git commit -m 'Add some AmazingFeature'`) 4. Push to the Branch (`git push origin feature/AmazingFeature`) 5. Open a Pull Request <p align="right">(<a href="#readme-top">back to top</a>)</p> --> <!-- LICENSE --> <h3 id="license">License</h3> <p>Distributed under the MIT License. See <code>LICENSE</code> for more information.</p> <p>Reference Link: <a href="https://www.sciencedirect.com/science/article/pii/S2214581822002099#fig0010" target="_blank" rel="noopener">https://www.sciencedirect.com/science/article/pii/S2214581822002099#fig0010</a></p> <!-- <p align="right">(<a href="#readme-top">back to top</a>)</p> --> <!-- CONTACT --> <h3 id="contact">Contact</h3> <p>Youngbeen Oh - <a href="https://linkedin.com/in/youngbeen-oh" target="_blank" rel="noopener">@0beansprout</a> - <a href="mailto:oyb7140@gmail.com">oyb7140@gmail.com</a></p> <p>Project Link: <a href="https://github.com/0beansprout/gully_erosion_project" target="_blank" rel="noopener">https://github.com/0beansprout/gully_erosion_project</a></p> <p align="right">(<a href="#readme-top">back to top</a>)</p> <!-- ACKNOWLEDGMENTS --> <!-- ## Acknowledgments Use this space to list resources you find helpful and would like to give credit to. 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