Clifford attractors#

data:image/png;base64,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

Clifford attractors are a type of iterative equation that traces the path of a particle through a 2D space using functions of sine and cosine terms that make interesting “attractor” patterns (covering only some portions of the possible space, in certain shapes).

Here we use Numpy and Pandas to calculate a dataframe consisting of millions of such locations, using Numba to make generating them 50X faster than bare Python. We’ll then plot the results as a static image using Datashader, which renders arbitrarily large data into fixed-sized images.

If you can have a live Python process running (not just a static webpage or anaconda.org notebook viewer), we’ll also show you how to make an interactive app for exploring parameter values, and a standalone dashboard suitable for sharing widely. Before you run the notebook or server, you’ll need to set up a conda environment and run conda install -c pyviz datashader panel.

import numpy as np, pandas as pd
from numba import jit

@jit(nopython=True)
def clifford_trajectory(a, b, c, d, x0, y0, n):
    xs, ys = np.zeros(n), np.zeros(n)
    xs[0], ys[0] = x0, y0
    for i in np.arange(n-1):
        xs[i+1] = np.sin(a * ys[i]) + c * np.cos(a * xs[i])
        ys[i+1] = np.sin(b * xs[i]) + d * np.cos(b * ys[i])
    return xs, ys

We can visualize the resulting dataframe using Datashader, with colormaps from Colorcet:

import datashader as ds
from datashader import transfer_functions as tf

from colorcet import palette_n
ps ={k:p[::-1] for k,p in palette_n.items()}

import panel as pn
pn.extension()

def clifford_plot(a=1.9, b=1.9, c=1.9, d=0.8, n=1000000, colormap=ps['kbc']):
    cvs = ds.Canvas(plot_width=600, plot_height=600)
    xs, ys = clifford_trajectory(a, b, c, d, 0, 0, n)
    agg = cvs.points(pd.DataFrame({'x':xs, 'y':ys}), 'x', 'y')
    return tf.shade(agg, cmap=colormap)
clifford_plot(a=1.7, b=1.7, c=0.6, d=1.2, n=20000000, colormap=ps['dimgray'])

Twenty million data points from an attractor clearly makes an interesting shape! The shapes depend on the parameters provided, and we can now easily build a control panel for exploring the effect of those parameters, using interactive widgets from Panel:

pn.interact(clifford_plot, n=(1,20000000), colormap=ps)