Initialize

Add data in json format to Data folder. Use the data.py and read_knmi_obs.py to load files.

Run all analysis

in april.py or november.py, simply run the run_analysis() function to perform all analysis and plot all results.

Alternatively..

Create datasets

use create_thermo_module_dataset() to create the dataset use plot_thermo_mods() to plot temp measurements

knmi, knmi_timeseries = create_knmi()

Preprocessing

data = resample(data) data, _ = remove_outliers(data, get_mean_faster(data))

Kalman filter

data, _ = kalman_f(data)

Principal Component Analysis

data,_ = pca(data, 'name')

Kriging

,,_, data = spatial(data)