Skip to content

Instantly share code, notes, and snippets.

Show Gist options
  • Save neuromusic/58286b8e835ae03fb51e0e577bb405e0 to your computer and use it in GitHub Desktop.
Save neuromusic/58286b8e835ae03fb51e0e577bb405e0 to your computer and use it in GitHub Desktop.
Joy Division plot of Allen Brain Observatory
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from allensdk.core.brain_observatory_cache import BrainObservatoryCache\n",
"boc = BrainObservatoryCache()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"oeid = 501794235"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"data_set = boc.get_ophys_experiment_data(ophys_experiment_id=oeid)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from allensdk.brain_observatory.natural_scenes import NaturalScenes\n",
"ns = NaturalScenes(data_set)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"sweep_response = ns.sweep_response"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"stim_table = data_set.get_stimulus_table('natural_scenes')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"image = 40"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"sweeps = sweep_response[stim_table['frame']==image]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(50, 153)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sweeps.shape"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"sweep_tensor = np.array(sweeps.values.tolist())"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(50, 153, 63)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sweep_tensor.shape"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"mean_sweeps = sweep_tensor.mean(axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"-13.952503509521485"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mean_sweeps.min()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"56.698078384399416"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mean_sweeps.max()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"mean_sweeps /= mean_sweeps.max()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"-0.24608423966200135"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mean_sweeps.min()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"\n",
"for ii, cell_response in enumerate(mean_sweeps):\n",
" peak_loc = np.argmax(cell_response)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([14, 40, 46, 56, 41, 25, 32, 12, 18, 31, 43, 19, 62, 25, 43, 43, 27,\n",
" 42, 57, 58, 55, 49, 46, 56, 29, 58, 58, 58, 49, 39, 45, 28, 46, 9,\n",
" 8, 46, 43, 62, 1, 62, 47, 18, 2, 46, 3, 42, 0, 45, 13, 46, 41,\n",
" 40, 32, 48, 37, 28, 2, 1, 62, 50, 45, 4, 57, 35, 40, 58, 54, 46,\n",
" 38, 54, 57, 60, 40, 40, 46, 62, 29, 50, 11, 40, 51, 53, 48, 27, 57,\n",
" 40, 60, 47, 19, 27, 12, 36, 37, 26, 12, 49, 43, 56, 40, 36, 52, 42,\n",
" 32, 30, 62, 10, 28, 5, 58, 55, 43, 20, 18, 51, 22, 42, 45, 46, 45,\n",
" 6, 6, 38, 38, 60, 12, 58, 33, 20, 30, 62, 15, 56, 43, 54, 55, 57,\n",
" 41, 18, 35, 24, 21, 49, 34, 12, 31, 53, 31, 55, 16, 61, 18, 44, 43],\n",
" dtype=int64)"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"peak_loc = np.apply_along_axis(\n",
" func1d=np.argmax,\n",
" axis=1,\n",
" arr=mean_sweeps,\n",
")\n",
"peak_loc"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"order = np.argsort(peak_loc)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"mean_sweeps = mean_sweeps[order,:]"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 360x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"scale_factor = 5\n",
" \n",
"f, ax = plt.subplots(figsize=(5,10))\n",
"\n",
"background = '0.1'\n",
"linecolor = 'white'\n",
"\n",
"ax.set_facecolor(background)\n",
"ax.get_xaxis().set_visible(False)\n",
"ax.get_yaxis().set_visible(False)\n",
"for ii, cell_response in enumerate(mean_sweeps):\n",
" x = np.arange(cell_response.shape[0])\n",
" y = -ii + cell_response * scale_factor\n",
" ax.plot(x,y,color=linecolor,zorder=ii,)\n",
" ax.fill_between(x,-ii,y,zorder=ii,facecolor=background)\n",
" \n",
" \n",
"# plt.axis('off')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:allensdk]",
"language": "python",
"name": "conda-env-allensdk-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment