To download the data from Google bigquery:
- get google bigquery credentials
- run the following: python download_sa_weather.py <credential_file>
The following files munge the data:
python write_data.py
- convertspython find_cape_town.py
- processes the big data file into the smaller cape town dataset
The following files plot various figures:
python sampling.py
- is the brief demo that draws samples from a Gaussian Processpython plot_stations.py
- shows where the weather stations arepython scikit_test.py
- Simple 1D code for scikit.learn Gaussian processespython gpy_regression.py
- Simple 1D code for GPy regressionpython gpy_classification.py
- Simple 1D code for GPy classificationpython plot_za_rain
- Simple 2D code for GPy classification