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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 - converts
  • python 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 Process
  • python plot_stations.py- shows where the weather stations are
  • python scikit_test.py - Simple 1D code for scikit.learn Gaussian processes
  • python gpy_regression.py - Simple 1D code for GPy regression
  • python gpy_classification.py - Simple 1D code for GPy classification
  • python plot_za_rain - Simple 2D code for GPy classification

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