Skip to content

Instantly share code, notes, and snippets.

@xgrg
Last active April 9, 2021 19:57
Show Gist options
  • Save xgrg/0498aef91cdd717f9dc6be53d53d6c26 to your computer and use it in GitHub Desktop.
Save xgrg/0498aef91cdd717f9dc6be53d53d6c26 to your computer and use it in GitHub Desktop.
Bullseye's representation of cerebral white matter hyperintensities
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"BAMOS_LABELS = {0: 'background',\n",
" 1: 'left frontal',\n",
" 2: 'right frontal',\n",
" 3: 'left parietal',\n",
" 4: 'right parietal',\n",
" 5: 'left occipital',\n",
" 6: 'right occipital',\n",
" 7: 'left temporal',\n",
" 8: 'right temporal',\n",
" 9: 'basal ganglia',\n",
" 10: 'infratentorial'}\n",
"\n",
"\n",
"def bullseye_plot(data, ax=None, figsize=(12, 8), segBold=[(1,1)], colormap=None):\n",
" \"\"\"\n",
" Bullseye's representation of cerebral white matter hyperintensities\n",
" (adapted from https://matplotlib.org/stable/gallery/specialty_plots/leftventricle_bulleye.html)\n",
"\n",
" Reference:\n",
" C. Sudre et al., J Neuroradiol, 2018\n",
" \"\"\"\n",
" from matplotlib import pyplot as plt\n",
" import numpy as np\n",
" import matplotlib as mpl\n",
"\n",
" num = 80 # sampling parameter\n",
" nreg = 10 # how many regions\n",
" ndep = 4 # how many layers\n",
" offset = 18 * np.pi/180 # in radians\n",
" ordered_labels = [3, 1, 2, 4, 8, 6, 10, 9, 5, 7]\n",
"\n",
" data = np.array(data).ravel()\n",
" vlim = [data.min(), data.max()]\n",
"\n",
" cm = plt.cm.YlOrRd if colormap is None else colormap\n",
"\n",
" axnone = ax is None\n",
" if axnone:\n",
" fig, ax = plt.subplots(subplot_kw=dict(projection='polar'),\n",
" figsize=figsize)\n",
"\n",
" theta = np.linspace(0, 2*np.pi, num*nreg)\n",
" r = np.linspace(0.2, 1, ndep+1)\n",
"\n",
" # Draw circles\n",
" linewidth = 1\n",
" for i in range(r.shape[0]):\n",
" ax.plot(theta, np.repeat(r[i], theta.shape), '-k', lw=linewidth)\n",
"\n",
" # Draw lines\n",
" for i in range(10):\n",
" theta_i = (18 + i * 36) * np.pi/180\n",
" ax.plot([theta_i, theta_i], [r[0], 1], '-k', lw=linewidth)\n",
"\n",
" # Paint areas\n",
" for depth in range(ndep):\n",
" r0 = r[depth:depth+2]\n",
" r0 = np.repeat(r0[:, np.newaxis], num, axis=1).T\n",
" for i in range(nreg):\n",
" theta0 = theta[i*num:(i+1)*num] + offset\n",
" theta0 = np.repeat(theta0[:, np.newaxis], 2, axis=1)\n",
" z = np.ones((num, 2)) * data[depth*nreg + i]\n",
" ax.pcolormesh(theta0, r0, z, vmin=vlim[0], vmax=vlim[1], cmap=cm)\n",
"\n",
" # Highlight some regions\n",
" if (depth, i) in segBold:\n",
" ax.plot(theta0, r0, '-k', lw=linewidth+2)\n",
" ax.plot(theta0[0], [r[depth], r[depth+1]], '-k', lw=linewidth+1)\n",
" ax.plot(theta0[-1], [r[depth], r[depth+1]], '-k', lw=linewidth+1)\n",
"\n",
" # Ticks\n",
" ax.set_ylim([0, 1])\n",
" ax.set_yticklabels(range(1, 5))\n",
"\n",
" thetaticks = np.arange(0, 360, 36)\n",
" \n",
" labels = [BAMOS_LABELS[e] for e in ordered_labels]\n",
" ax.set_thetagrids(thetaticks, labels=labels)\n",
" ax.tick_params(pad=12, labelsize=14, axis='both')\n",
" bbox = dict(boxstyle=\"round\", ec=\"white\", fc=\"white\", alpha=0.5)\n",
" plt.setp(ax.get_xticklabels(), bbox=bbox)\n",
"\n",
" if axnone: # Add legend\n",
" cNorm = mpl.colors.Normalize(vmin=vlim[0], vmax=vlim[1])\n",
"\n",
" ax = fig.add_axes([0.3, 0.04, 0.45, 0.05])\n",
" ticks = [vlim[0], 0, vlim[1]]\n",
" cb = mpl.colorbar.ColorbarBase(ax, cmap=cm, norm=cNorm,\n",
" orientation='horizontal', ticks=ticks)\n",
" plt.show()\n",
"\n",
" if axnone:\n",
" return fig, ax\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"<ipython-input-5-305cf11d5f33>:63: MatplotlibDeprecationWarning: shading='flat' when X and Y have the same dimensions as C is deprecated since 3.3. Either specify the corners of the quadrilaterals with X and Y, or pass shading='auto', 'nearest' or 'gouraud', or set rcParams['pcolor.shading']. This will become an error two minor releases later.\n",
" ax.pcolormesh(theta0, r0, z, vmin=vlim[0], vmax=vlim[1], cmap=cm)\n",
"<ipython-input-5-305cf11d5f33>:63: MatplotlibDeprecationWarning: shading='flat' when X and Y have the same dimensions as C is deprecated since 3.3. Either specify the corners of the quadrilaterals with X and Y, or pass shading='auto', 'nearest' or 'gouraud', or set rcParams['pcolor.shading']. This will become an error two minor releases later.\n",
" ax.pcolormesh(theta0, r0, z, vmin=vlim[0], vmax=vlim[1], cmap=cm)\n",
"<ipython-input-5-305cf11d5f33>:73: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
" ax.set_yticklabels(range(1, 5))\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"(<Figure size 864x576 with 2 Axes>,\n",
" <matplotlib.axes._axes.Axes at 0x7ff15b5f1cd0>)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = range(40)\n",
"bullseye_plot(data)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment