UW Atmos IPython Notebooks

Analysis

Array Ordering and a simple SVD example
Numpy and Scipy for data analysis (WIP)
s2_plotting_netcdf.py
seasonal_cycle.py

Basic Python

Differences between Matlab and Python
Differences between Python 2 and 3
For, While, and If
Importing Modules
Installing Python
Strings, Lists, Tuples, and Dictionaries
s1_function_example.py
s2_import_example.py

Best Practices

Anatomy of a Python module
Version Control and Git

Courses

ATMS552

Basic Statistics
Comparison of Bernoulli RVs with Central Limit Theorem
Construction, frequency and impulse response of Butterworth filters
CrossSpectral_Nino3_NPI
DFT_gauss
K-means clustering with cities dataset
Kalman2.v3
MCA_PSSTA_USTA
Nino1
Nino2
Nino3
PCA of tropical Pacific monthly SSTA dataset (Not finished)
PCA_SSTA
PCA_cities
Regression Example
Sequential state estimation of a simple system x_(n+1) = ax_n
Serially-Correlated Data with Lag-1 Autocorrelations
USTA_regress
_Notes on ATMS 552 Scripts
music
music2
runningmean - DFT Analysis of FIR filters
wavelet_turbulence.v3

External Notebooks

J.R. Johansson's Lectures on Scientific Computing with Python
In particular the notebooks on plotting, numpy and scipy.