Useful Links
Preliminary setup
Please work through this preliminary setup in preparation for Waterhackweek!
2020 CUAHSI Waterhackweek Cyberseminars
Please register to attend the seminars. You can find more infromation abut the CUAHSI seminar series here .
2019 CUAHSI Waterhackweek Cyberseminars
- Hydroshare and community data sharing tools - Jan 17 2019 video
- Jupyter notebooks and workflows on Hydroshare - Jan 24 2019 video
- Visualization of water datasets - Jan 31 2019 video Github
- Data access and time-series statistics - Feb 7 2019 video Github
- Workflows for gridded climate datasets - Feb 14 2019 video Github
- Version control git/Github - Feb 21 2019 video Slides
- Landlab modeling framework and use cases - Feb 28 2019 video Github
- Tools for building Apps: Tethys - Mar 7 2019 video Docs
Learning resources
If you are not familiar with some of the software and tools, we recommend that you peruse the materials listed below. This page provides links, videos, articles, and tutorials to help you learn Python programming and other data science tools to get more out of your Waterhackweek experience. We highly reccomend watching the Waterhackweek webinars.
Installing and Getting Started
Topic | Description | Resources | ||
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Unix Shell | The Unix Shell allows you to interface with your computer using the command prompt. You can use the shell to run and download programs and to build data processing pipelines. | Software carpentry tutorial Shell tutorial |
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Python and Anaconda | Setting up Anaconda and Python and installing conda packages manually | UW eScience tutorial Anaconda documetation |
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Version control and collaboration tools and workflows
Topic | Description | Resources |
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Version control | Git is a popular version control system that is the foundation of most open source software development. GitHub is a hosting service for Git repositories, enabling us to share code across teams in a web environment. | UW eScience tutorial to set up a GitHub account Waterhackweek webinar on Git/Github and slides |
Jupyter Notebooks | The Jupyter Notebook is an open-source web application that allows you to create and share documents that contain live code, equations, visualizations and narrative text. | Installing Jupyter notebooks |
Hydroshare and Jupyter Notebooks | Hydroshare and community data sharing tools and Jupyter Notebooks | Waterhackweek webinar - Hydroshare Waterhackweek webinar - Hydroshare and Jupyter notebooks |
Python coding
Topic | Description | Resources |
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Python glossary | Glossary documenting the basic structure and objects of Python coding. | Python glossary |
Python basics | Tutorials and step-by-step explanations of Python code | Intro to Programming with Python I Intro to Programming and Plotting with Python II Whirlwind Tour of Python Python Data Science Handbook NumPy for Matlab users |
Python training | Python for earth-science education and research | Python Training |
Working with tabular data | Introduction to Pandas | Pandas basics Timeseries with Pandas |
Data access and statistics | Data wrangling and statistical analysis with Pandas | Statistical analysis with Python Elements of statistical learinig Waterhackweek data access and timeseries analysis video and GitHub |
Python Visualization Libraries | Documentation for various python visualization libraries; example using Bokeh | Matplotlib Pandas Seaborn Bokeh Waterhackweek cartopy webinar and Github |
Workflows for gridded datasets | Introduction to working with spatiotemporal datasets | Waterhackweek xarray webinar and Github |
Machine learning | Introduction to machine learning | Machine learning with scikit-learn |
Other Useful Links
Applications
Topic | Description | Resources |
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Landlab modeling framework | Introduction to Landlab | Waterhackweek Landlab webinar and Github |
Tools for building apps | Introduction to Tethys | Waterhackweek Tethys webinar and Docs |