Open flux comparison

Comparing total unsigned flux to analytic solutions.

This script plots results generated by open_flux_harmonics.py, comparing analytic and numerical values of the total unsigned open flux within PFSS solutions of single spherical harmonics.

import json

import matplotlib.cm as cm
import matplotlib.colors as mcolor
import matplotlib.pyplot as plt
from _helpers import LMAxes, result_dir

with open(result_dir / "open_flux_harmonics.json") as f:
    results = json.load(f, parse_int=int)

axs = LMAxes(nl=5)
norm = mcolor.Normalize(vmin=1, vmax=1.06)
cmap = plt.get_cmap('plasma')

for lstr in results['analytic']:
    for mstr in results['analytic'][lstr]:
        l, m = int(lstr), int(mstr)
        ax = axs[l, m]
        ax.set_facecolor(cmap(norm(results['numeric'][lstr][mstr] / results['analytic'][lstr][mstr])))
        ax.set_aspect('equal')

cbar = axs.fig.colorbar(cm.ScalarMappable(norm=norm, cmap=cmap), ax=axs.all_axs)
cbar.ax.set_ylabel(r'$\frac{\Phi_{pfss}}{\Phi_{analytic}}$', rotation=0, size=18, labelpad=27, va='center')

plt.show()