Created
April 3, 2017 13:47
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import numpy as np\n", | |
"\n", | |
"import mne\n", | |
"import nibabel\n", | |
"\n", | |
"# TODO:\n", | |
"# 1. FIX .clim setting breakage\n", | |
"# 2. add mne_analyze_colormap as colormap\n", | |
"# 3. add brain behind STC\n", | |
"\n", | |
"data_path = mne.datasets.sample.data_path()\n", | |
"subjects_dir = data_path + '/subjects'\n", | |
"subj_dir = subjects_dir + '/sample/surf/'\n", | |
"stc = mne.read_source_estimate(data_path + '/MEG/sample/sample_audvis-meg-eeg')\n", | |
"stc.crop(0.09, 0.09)\n", | |
"stc = stc.morph('sample', grade=None, smooth=10, subjects_dir=subjects_dir,\n", | |
" subject_from='sample')\n", | |
"\n", | |
"azimuths = dict(lh=dict(lat=270, med=90), rh=dict(lat=90, med=270))\n", | |
"hemis = ['lh']\n", | |
"views = ['lat']\n", | |
"hemi_data = dict(lh=stc.data[:len(stc.vertices[0]), 0],\n", | |
" rh=stc.data[len(stc.vertices[0]):, 0])\n", | |
"\n", | |
"for hi, hemi in enumerate(hemis):\n", | |
" data = hemi_data[hemi]\n", | |
" data /= 23\n", | |
" surf = subj_dir + '%s.inflated' % hemi\n", | |
" curv = subj_dir + '%s.curv' % hemi\n", | |
" rr, tris = nibabel.freesurfer.read_geometry(surf)\n", | |
" tris = tris.astype(np.uint32)\n", | |
" assert len(data) == len(rr)\n", | |
" curv = nibabel.freesurfer.read_morph_data(curv)\n", | |
" curv = (curv > 0).astype(float)\n", | |
" curv = (curv - 0.5) / 3 + 0.5\n", | |
" curv = curv[:, np.newaxis] * [1, 1, 1]\n", | |
" " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"rr.shape, tris.shape, curv.shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"from pythreejs import *\n", | |
"import numpy as np\n", | |
"from IPython.display import display" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"vertices = rr\n", | |
"faces = tris\n", | |
"vertexcolors = curv\n", | |
"geom = PlainBufferGeometry(vertices=vertices, faces=faces, colors=vertexcolors)\n", | |
"mesh = Mesh(geometry=geom, material=PhongMaterial(shininess=0,vertexColors='VertexColors'))\n", | |
"camera = PerspectiveCamera(position=[500, 500, 500], fov=20,\n", | |
" children=[DirectionalLight(color='#ffffff',\n", | |
" position=[-3, 5, 1],\n", | |
" intensity=0.5)])\n", | |
"scene = Scene(children=[mesh, AmbientLight(color='#dddddd')])\n", | |
"\n", | |
"renderer = Renderer(camera=camera, background='black', background_opacity=1,\n", | |
" scene=scene, controls=[OrbitControls(controlling=camera)])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"display(renderer)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"norm = np.linalg.norm(vertices, axis=1)\n", | |
"norm /= norm.max()\n", | |
"def color(n):\n", | |
" newcolor=curv.copy()\n", | |
" newcolor[:,0] = np.abs(np.sin(norm*n))\n", | |
" newcolor[:,2] = np.abs(np.cos(norm*n))\n", | |
" geom.colors = newcolor" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"color(5)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from ipywidgets import FloatSlider, VBox\n", | |
"x = FloatSlider(min=0, max=12)\n", | |
"def slide(change):\n", | |
" color(x.value)\n", | |
"x.observe(slide)\n", | |
"display(VBox([x, renderer]))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"camera.position" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"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": "3.5.2" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 1 | |
} |
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