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topics.txt
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topics.txt
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pycharm edu? https://www.jetbrains.com/pycharm-edu/
general:
python: all a scientist needs
http://arxiv.org/abs/0803.1838
http://python4astronomers.github.io/
use IPython notebooks
-- introduction to python (2 lectures)
-- data structures and control statements
-- functions, classes, popular modules
-- decorators http://simeonfranklin.com/blog/2012/jul/1/python-decorators-in-12-steps/
-- introduction to the numpy array library (1 lecture)
o show the radial average code in pyro
-- IPython notebooks (1 lecture)
-- basic numerical methods (1 lecture)
-- introduction to scipy: a library of numerical tools for scientific
programming (2 lectures)
o reading in different data:
- CSV
- loadfile from NumPy
- HDF5?
-- introduction to matplotlib: a scientific visualization package (2 lectures)
-- MayaVi for 3-d visualization (1 lecture)
o download Hipparcos data from:
http://www.rssd.esa.int/index.php?project=HIPPARCOS&page=multisearch2
(select search by parallax and limit between 20 and 100)
fields are described here: http://www.rssd.esa.int/SA/HIPPARCOS/docs/vol1_all.pdf
make a plot in 3-d with the stars close to the Sun and show how you
can rotate around it.
-- VPython for simple 3-d figures
-- introduction to sympy: symbolic mathematics in python (1 lecture)
-- building applications (1 lecture)
o show pyro
o commandline switches
o inputs file
-- f2py and C extensions (1 lecture)
use ctypes:
http://stackoverflow.com/questions/145270/calling-c-c-from-python
Cython: get performance from your python code:
http://en.wikipedia.org/wiki/Cython
weave
f2py
-- filesystem operations (0.5 lecture)
o backup script example
o test suite example
o regular expressions (show the Fortran dependency code)
-- nose for unit testing (0.5 lecture)
-- GUIs?
o need to install Tkinter and python-matplotlib-qt4
o the "Programming Python" book by Lutz has a lot about tkinter
links:
http://www.scientificpython.net/
other courses:
-- Washington: http://www.astro.washington.edu/users/vanderplas/Astr599/
-- Berkeley: http://www.pythonbootcamp.info/
-- Bonn: http://www.astro.uni-bonn.de/~rschaaf/Python2008/
-- Illinois: http://sipapu.astro.illinois.edu/~ricker/teaching/astr596pca.html
examples:
-- Hipparcos data reading and plotting
-- ODEs w/ SciPy: Lorenz attractor
-- something with fitting/regression (incl. non-linear model)
-- something biological (sequencing? -- look at that python biology paper)
-- image processing w/ FFTs (filters, signal processing)
-- CSV
-- QM tunnelling program showing matplotlab
-- animations