{"id":21478435,"url":"https://github.com/mathworks-teaching-resources/climate-data-visualization-and-analysis","last_synced_at":"2025-07-15T11:31:02.526Z","repository":{"id":56859319,"uuid":"481680947","full_name":"MathWorks-Teaching-Resources/Climate-Data-Visualization-and-Analysis","owner":"MathWorks-Teaching-Resources","description":"An introduction to importing, visualizing, and analyzing climate data in MATLAB.","archived":false,"fork":false,"pushed_at":"2024-05-24T18:44:06.000Z","size":73187,"stargazers_count":17,"open_issues_count":0,"forks_count":8,"subscribers_count":6,"default_branch":"release","last_synced_at":"2024-07-30T17:38:25.318Z","etag":null,"topics":["climate-change","image-processing","matlab","matlab-live-script"],"latest_commit_sha":null,"homepage":null,"language":"MATLAB","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-3-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/MathWorks-Teaching-Resources.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE.md","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":"SECURITY.md","support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2022-04-14T16:53:09.000Z","updated_at":"2024-06-24T05:55:11.000Z","dependencies_parsed_at":"2024-04-30T17:59:48.712Z","dependency_job_id":null,"html_url":"https://github.com/MathWorks-Teaching-Resources/Climate-Data-Visualization-and-Analysis","commit_stats":null,"previous_names":[],"tags_count":5,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MathWorks-Teaching-Resources%2FClimate-Data-Visualization-and-Analysis","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MathWorks-Teaching-Resources%2FClimate-Data-Visualization-and-Analysis/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MathWorks-Teaching-Resources%2FClimate-Data-Visualization-and-Analysis/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MathWorks-Teaching-Resources%2FClimate-Data-Visualization-and-Analysis/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/MathWorks-Teaching-Resources","download_url":"https://codeload.github.com/MathWorks-Teaching-Resources/Climate-Data-Visualization-and-Analysis/tar.gz/refs/heads/release","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":226033486,"owners_count":17563171,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["climate-change","image-processing","matlab","matlab-live-script"],"created_at":"2024-11-23T11:18:17.216Z","updated_at":"2024-11-23T11:18:18.760Z","avatar_url":"https://github.com/MathWorks-Teaching-Resources.png","language":"MATLAB","funding_links":[],"categories":[],"sub_categories":[],"readme":"\n# \u003cspan style=\"color:rgb(213,80,0)\"\u003eClimate Data Visualization and Analysis\u003c/span\u003e\n\n\n[![View on File Exchange](https://www.mathworks.com/matlabcentral/images/matlab-file-exchange.svg)](https://www.mathworks.com/matlabcentral/fileexchange/110125-climate-data-visualization-and-analysis) or [![Open in MATLAB Online](https://www.mathworks.com/images/responsive/global/open-in-matlab-online.svg)](https://matlab.mathworks.com/open/github/v1?repo=MathWorks-Teaching-Resources/Climate-Data-Visualization-and-Analysis\u0026project=ClimateVis.prj\u0026file=README.mlx)\n\n[![MATLAB Versions Tested](https://img.shields.io/endpoint?url=https%3A%2F%2Fraw.githubusercontent.com%2FMathWorks-Teaching-Resources%2FClimate-Data-Visualization-and-Analysis%2Frelease%2FImages%2FTestedWith.json)](https://MathWorks-Teaching-Resources.github.io/Climate-Data-Visualization-and-Analysis)\n\n**Curriculum Module**\n\n_Created with R2024a. Compatible with R2024a and later releases._\n\n# Information\n\nThis curriculum module contains interactive [MATLAB® live scripts](https://www.mathworks.com/products/matlab/live-editor.html) that teach the basics of how to import, visualize, and analyze climate data using MATLAB.\n\n\n## Background\n\nYou can use these live scripts as demonstrations in lectures, class activities, or interactive assignments outside class. This module covers importing, visualizing, and analyzing data. It also includes examples of analyzing temperature anomaly data and Arctic sea ice data, as well as using multispectral imaging data to characterize drought in Northern California.\n\n\nThe instructions inside the live scripts will guide you through the exercises and activities. Get started with each live script by running it one section at a time. To stop running the script or a section midway (for example, when an animation is in progress), use the \u003cimg src=\"Images/image_0.png\" width=\"19\" alt=\"image_0.png\"\u003e Stop button in the **RUN** section of the **Live Editor** tab in the MATLAB Toolstrip.\n\n## Contact Us\n\nContact the [MathWorks teaching resources team](mailto:onlineteaching@mathworks.com) if you would like to provide feedback, or if you have a question.\n\n\n## Prerequisites\n\nThis module assumes you have a basic understanding of MATLAB. If you do not, consider completing [\u003cu\u003eMATLAB Onramp\u003c/u\u003e](https://matlabacademy.mathworks.com/details/matlab-onramp/gettingstarted) before starting this module.\n\n\n## Getting Started\n### Accessing the Module\n### **On MATLAB Online:**\n\nUse the [\u003cimg src=\"Images/image_1.png\" width=\"136\" alt=\"image_1.png\"\u003e](https://matlab.mathworks.com/open/github/v1?repo=MathWorks-Teaching-Resources/Climate-Data-Visualization-and-Analysis\u0026project=ClimateVis.prj) link to download the module. You will be prompted to log in or create a MathWorks account. The project will be loaded, and you will see an app with several navigation options to get you started.\n\n### **On Desktop:**\n\nDownload or clone this repository. Open MATLAB, navigate to the folder containing these scripts and double\\-click on [ClimateVis.prj](ClimateVis.prj). It will add the appropriate files to your MATLAB path and open an app that asks you where you would like to start. \n\n\nEnsure you have all the required products (listed below) installed. If you need to include a product, add it using the Add\\-On Explorer. To install an add\\-on, go to the **Home** tab and select  \u003cimg src=\"Images/image_2.png\" width=\"16\" alt=\"image_2.png\"\u003e **Add-Ons** \u003e **Get Add-Ons**. \n\n\n## Products\n\nMATLAB® is used throughout. Tools from Image Processing Toolbox™, Statistics and Machine Learning Toolbox™, and Curve Fitting Toolbox™ are used as well.\n\n# Scripts\n## [**GlobalTemperature.mlx**](https://matlab.mathworks.com/open/github/v1?repo=MathWorks-Teaching-Resources/Climate-Data-Visualization-and-Analysis\u0026project=ClimateVis.prj\u0026file=Scripts/GlobalTemperature.mlx)\n|      |      |\n| :-- | :-- |\n| \u003cimg src=\"Images/image_3.png\" width=\"171\" alt=\"image_3.png\"\u003e \u003cbr\u003e  | **In this script, students will...** \u003cbr\u003e $\\bullet$ Load time\\-series temperature data into MATLAB \u003cbr\u003e $\\bullet$ Compare regional temperature trends using time\\-series plots \u003cbr\u003e $\\bullet$ Apply array indexing to compute changes to CO2 concentration \u003cbr\u003e $\\bullet$ Discuss correlation and autocorrelation of climate time\\-series data \u003cbr\u003e   |\n|      |       |\n\n## [**ArcticSeaIce.mlx**](https://matlab.mathworks.com/open/github/v1?repo=MathWorks-Teaching-Resources/Climate-Data-Visualization-and-Analysis\u0026project=ClimateVis.prj\u0026file=Scripts/ArcticSeaIce.mlx)\n|      |      |\n| :-- | :-- |\n| \u003cimg src=\"Images/image_4.png\" width=\"171\" alt=\"image_4.png\"\u003e \u003cbr\u003e  | **In this script, students will...** \u003cbr\u003e $\\bullet$ Load and display Arctic sea ice extent GeoTIFF data \u003cbr\u003e $\\bullet$ Quantify Arctic sea ice extent using logical operators \u003cbr\u003e $\\bullet$ Use a for loop to analyze changes to Arctic sea ice from 1979 to 2021 \u003cbr\u003e $\\bullet$ Compute the linear trend of Arctic sea ice extent \u003cbr\u003e   |\n|      |       |\n\n## [**MultispectralImaging.mlx**](https://matlab.mathworks.com/open/github/v1?repo=MathWorks-Teaching-Resources/Climate-Data-Visualization-and-Analysis\u0026project=ClimateVis.prj\u0026file=Scripts/MultispectralImaging.mlx)\n|      |      |\n| :-- | :-- |\n| \u003cimg src=\"Images/image_5.png\" width=\"171\" alt=\"image_5.png\"\u003e \u003cbr\u003e  | **In this script, students will...** \u003cbr\u003e $\\bullet$ List the spectral band designations for the Landsat 8 satellite \u003cbr\u003e $\\bullet$ Load and display single band images \u003cbr\u003e $\\bullet$ Use metadata to rescale a spectral band \u003cbr\u003e $\\bullet$ Create an RGB image from spectral bands \u003cbr\u003e   |\n|      |       |\n\n## [**MultispectralIndices.mlx**](https://matlab.mathworks.com/open/github/v1?repo=MathWorks-Teaching-Resources/Climate-Data-Visualization-and-Analysis\u0026project=ClimateVis.prj\u0026file=Scripts/MultispectralIndices.mlx)\n|      |      |\n| :-- | :-- |\n| \u003cimg src=\"Images/image_6.png\" width=\"171\" alt=\"image_6.png\"\u003e \u003cbr\u003e  | **In this script, students will...** \u003cbr\u003e $\\bullet$ Compute multispectral indices (NDVI and NDWI) from Landsat 8 data \u003cbr\u003e $\\bullet$ Analyze the reduction of reservoir area due to drought \u003cbr\u003e $\\bullet$ Superimpose a multispectral index on an RGB image \u003cbr\u003e $\\bullet$ Quantify changes to vegetation \u003cbr\u003e $\\bullet$ Apply image processing techniques, such as creating a binary mask and registering images \u003cbr\u003e   |\n|      |       |\n\n# License\n\nThe license for this module is available in the [LICENSE.md](https://github.com/MathWorks-Teaching-Resources/Climate-Data-Visualization-and-Analysis/blob/release/LICENSE.md).\n\n# Related Courseware Modules\n## [**Regression Basics**](https://www.mathworks.com/matlabcentral/fileexchange/93435-regression-basics)\n|      |      |\n| :-- | :-- |\n| \u003cimg src=\"Images/image_7.png\" width=\"171\" alt=\"image_7.png\"\u003e \u003cbr\u003e  | **Available on:** \u003cbr\u003e [\u003cimg src=\"Images/image_8.png\" width=\"129\" alt=\"image_8.png\"\u003e](https://www.mathworks.com/matlabcentral/fileexchange/93435-regression-basics)[\u003cimg src=\"Images/image_9.png\" width=\"130\" alt=\"image_9.png\"\u003e](https://matlab.mathworks.com/open/github/v1?repo=MathWorks-Teaching-Resources/Regression-Basics\u0026project=RegressionBasics.prj) \u003cbr\u003e [GitHub](https://github.com/MathWorks-Teaching-Resources/Regression-Basics) \u003cbr\u003e   |\n|      |       |\n\n## [**Machine Learning for Regression**](https://www.mathworks.com/matlabcentral/fileexchange/95903-machine-learning-for-regression)\n|      |      |\n| :-- | :-- |\n| \u003cimg src=\"Images/image_10.png\" width=\"171\" alt=\"image_10.png\"\u003e \u003cbr\u003e  | **Available on:** \u003cbr\u003e [\u003cimg src=\"Images/image_11.png\" width=\"129\" alt=\"image_11.png\"\u003e](https://www.mathworks.com/matlabcentral/fileexchange/95903-machine-learning-for-regression)[\u003cimg src=\"Images/image_12.png\" width=\"130\" alt=\"image_12.png\"\u003e](https://matlab.mathworks.com/open/github/v1?repo=MathWorks-Teaching-Resources/Machine-Learning-for-Regression\u0026project=MLforRegression.prj) \u003cbr\u003e [GitHub](https://github.com/MathWorks-Teaching-Resources/Machine-Learning-for-Regression) \u003cbr\u003e   |\n|      |       |\n\n## [**Machine Learning Methods: Clustering**](https://www.mathworks.com/matlabcentral/fileexchange/135381-machine-learning-methods-clustering)\n|      |      |\n| :-- | :-- |\n| \u003cimg src=\"Images/image_13.png\" width=\"171\" alt=\"image_13.png\"\u003e \u003cbr\u003e  | **Available on:** \u003cbr\u003e [\u003cimg src=\"Images/image_14.png\" width=\"129\" alt=\"image_14.png\"\u003e](https://www.mathworks.com/matlabcentral/fileexchange/135381-machine-learning-methods-clustering)[\u003cimg src=\"Images/image_15.png\" width=\"130\" alt=\"image_15.png\"\u003e](https://matlab.mathworks.com/open/github/v1?repo=MathWorks-Teaching-Resources/Machine-Learning-Methods-Clustering\u0026project=MLMethodsClustering.prj) \u003cbr\u003e [GitHub](https://github.com/MathWorks-Teaching-Resources/Machine-Learning-Methods-Clustering) \u003cbr\u003e   |\n|      |       |\n\n\nOr feel free to explore our other [modular courseware content](https://www.mathworks.com/matlabcentral/fileexchange/?q=tag%3A%22courseware+module%22\u0026sort=downloads_desc_30d).\n\n# Educator Resources\n-  [Educator Page](https://www.mathworks.com/academia/educators.html) \n\n# Contribute \n\nLooking for more? Find an issue? Have a suggestion? Please contact the [MathWorks teaching resources team](mailto:%20onlineteaching@mathworks.com). If you want to contribute directly to this project, you can find information about how to do so in the [CONTRIBUTING.md](https://github.com/MathWorks-Teaching-Resources/Climate-Data-Visualization-and-Analysis/blob/release/CONTRIBUTING.md) page on GitHub.\n\n\n *©* Copyright 2024 The MathWorks™, Inc\n\n\r\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmathworks-teaching-resources%2Fclimate-data-visualization-and-analysis","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmathworks-teaching-resources%2Fclimate-data-visualization-and-analysis","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmathworks-teaching-resources%2Fclimate-data-visualization-and-analysis/lists"}