Note

Click here to download the full example code

Examples in 1D

This section contains several examples on how to generate 1D data with pyclugen. To run the examples we first need to import the clugen() function:

from pyclugen import clugen

To plot these examples we use the plot_examples_1d function:

from plot_functions import plot_examples_1d

Basic 1D example with density plot

seed = 23456

# Custom proj_dist_fn: point projections placed using the Weibull distribution
def proj_weibull(len, n, rng):
    return len / 2 * rng.weibull(1.5, size=n)

e082 = clugen(1, 3, 1000, [1], 0, [10], 6, 1.5, 0, rng=seed)
e083 = clugen(1, 3, 1000, [1], 0, [10], 6, 1.5, 0, rng=seed, proj_dist_fn="unif")
e084 = clugen(1, 3, 1000, [1], 0, [10], 6, 1.5, 0, rng=seed, proj_dist_fn=proj_weibull)

plot_examples_1d(
    e082, "e082: proj_dist_fn = 'norm' (default)",
    e083, "e083: proj_dist_fn = 'unif'",
    e084, "e084: custom proj_dist_fn (Weibull)")

Total running time of the script: ( 0 minutes 1.320 seconds)

Download Python source code: plot_1_1d_examples.py

Download Jupyter notebook: plot_1_1d_examples.ipynb

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