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Coding examples from running projects by Leonie Villiger

cosmo_identify_layers

  • Script demonstrating basic data treatment mainly with numpy arrays and dictionaries
  • Solved taks: Read 3D output file from numerical weather prediction model and find index of specific atmospheric layer. Repeat for list of dates. Store time series of identified indices in netCDF.

machine_learning_project

  • Script demonstrating understanding of training a neural network (NN); mastering of tensorflow and pandas
  • Solved task: create and train NN that predicts cloud base height based on input of 5 meteorological variables (regression problem)

plot_map_cosmo_echam

  • Scripts demonstrating usage of multiple Python scripts (importing functions from other scripts) and calling Python script with Bash; mastering of matplotlib
  • Solved taks: read output from 4 different numerical weather prediction models; interpolate variable to specific pressure level, create 2x2 panel plot