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https://github.com/csdms/reccs
An interactive workshop on programming in the geosciences for the CU Boulder RECCS program
https://github.com/csdms/reccs
csdms python
Last synced: 3 days ago
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An interactive workshop on programming in the geosciences for the CU Boulder RECCS program
- Host: GitHub
- URL: https://github.com/csdms/reccs
- Owner: csdms
- License: other
- Created: 2021-04-28T16:35:19.000Z (over 3 years ago)
- Default Branch: main
- Last Pushed: 2023-06-08T22:21:45.000Z (over 1 year ago)
- Last Synced: 2024-01-27T00:43:14.958Z (11 months ago)
- Topics: csdms, python
- Language: Jupyter Notebook
- Homepage:
- Size: 4.97 MB
- Stars: 1
- Watchers: 6
- Forks: 0
- Open Issues: 1
-
Metadata Files:
- Readme: README.md
- License: LICENSE.md
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README
# Python Programming in the Geosciences
This is a two-part (morning and afternoon) interactive workshop
on using the Python programming language
to perform data ingest, analysis, and visualization.
The workshop is a part of the [RECCS][reccs] program at CU Boulder.The workshop will not teach the details of Python--others have done this (see "Resources" below),
and it takes more time than we have.
The goal of this workshop is to show how a working geoscientist
might use some of the plentiful scientific libraries available in Python.## Instructor
* [Mark Piper](https://instaar.colorado.edu/people/mark-piper/)
## Requirements
* Computer
* Web browser
* Internet access
* Coffee (optional, but recommended)## Agenda
The workshop is divided into morning and afternoon sessions.
### Morning
The morning session runs from 9 am until noon,
with a break around the midpoint.
It covers more basic concepts,
but people with experience using Python
can help those with less experience.*Topics:*
* Introductions
* Why Python?
* Logging in to EarthscapeHub
* Using Jupyter Notebook
* Python fundamentals
* Importing Python libraries
* Reading data from a csv file with *pandas*
* Exercises and discussion:arrow_forward: [Run the workshop material on EarthscapeHub][nbgitpuller-link]
### Afternoon
The afternoon session runs from 1 pm until 4 pm,
with a break around the midpoint.
It covers more advanced topics.*Topics:*
* Loops, conditionals, `try` statement, functions
* Reading data from a NetCDF file with *scipy*
* Analyzing and visualizing data with *Basemap* and *matplotlib*
* Exercises and discussion:arrow_forward: [Run the workshop material on the EarthscapeHub][nbgitpuller-link]
### Extra
Given time,
some additional topics that can be covered.*Topics:*
* Exporting a notebook to a PDF file
* Using shell commands in a terminal
* [Anaconda][anaconda] and *conda*
* Using Python modules## Resources
Python:
* [Software Carpentry][swc], especially the [Programming with Python][swc-python] lesson
* [Data Carpentry][dc]
* The official [Python tutorial][python-tutorial] is somewhat advanced, but has a lot of information
* The [TutorialsPoint Python tutorial][tp-tutorial] is also well done, and perhaps easier to follow
* When I have a Python question, usually someone on [Stack Overflow][stack-overflow] has an answer
* The [Matplotlib Gallery][mpl-gallery]
* The [CSDMS Ivy][ivy] course materialCU Boulder:
* [Community Surface Dynamics Modeling System (CSDMS)][csdms]
* [Cooperative Institute for Research in Environmental Sciences (CIRES)][cires]
* [Institute for Arctic and Alpine Research (INSTAAR)][instaar]## Acknowledgments
CSDMS is supported by the National Science Foundation
under Award No. [1831623][csdms-award],
*Community Facility Support: The Community Surface Dynamics Modeling System (CSDMS)*.Portions of the Python language fundamentals section were derived
from material that is copyright Software Carpentry
and remixed under their [license][swc-license].NEON (National Ecological Observatory Network). 2D wind speed and direction
(DP1.00001.001). https://data.neonscience.org (accessed May 26, 2021)20th Century Reanalysis V2 data provided by the NOAA/OAR/ESRL PSL, Boulder, Colorado, USA,
from their website at https://psl.noaa.gov/data/gridded/data.20thC_ReanV2.html.[anaconda]: https://www.anaconda.com/
[cires]: https://cires.colorado.edu/
[csdms]: http://csdms.colorado.edu
[csdms-award]: https://nsf.gov/awardsearch/showAward?AWD_ID=1831623
[dc]: https://datacarpentry.org/
[instaar]: https://instaar.colorado.edu/
[ivy]: https://github.com/csdms/ivy
[mpl-gallery]: https://matplotlib.org/stable/gallery/index.html
[nbgitpuller-link]: https://lab.openearthscape.org/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fcsdms%2Freccs&urlpath=lab%2Ftree%2Freccs%2Fnotebooks%2F0_overview.ipynb%3Fautodecode&branch=main
[python-tutorial]: https://docs.python.org/3/tutorial/
[reccs]: https://cires.colorado.edu/outreach/reccs
[swc]: https://software-carpentry.org/
[swc-license]: https://github.com/swcarpentry/python-novice-inflammation/blob/gh-pages/LICENSE.md
[swc-python]: https://swcarpentry.github.io/python-novice-inflammation/
[stack-overflow]: https://stackoverflow.com/
[tp-tutorial]: https://www.tutorialspoint.com/python/index.htm