{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T22:16:36.661383Z", "start_time": "2019-02-25T22:16:36.631621Z" } }, "outputs": [], "source": [ "# for automatic reloading\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T22:18:01.446429Z", "start_time": "2019-02-25T22:18:01.182822Z" } }, "outputs": [], "source": [ "from birdbrain.atlas import atlas\n", "from birdbrain.utils import um_to_vox\n", "from birdbrain.visualization.plotting_2d import plot_2d_coordinates\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T22:18:31.740701Z", "start_time": "2019-02-25T22:18:02.309741Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\r", "pigeon.zip: 0.00B [00:00, ?B/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Downloading data\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " \r" ] }, { "name": "stdout", "output_type": "stream", "text": [ "patool: Extracting ../../data/raw/pigeon/pigeon.zip ...\n", "patool: running /usr/bin/7z x -o../../data/raw/pigeon/ -- ../../data/raw/pigeon/pigeon.zip\n", "patool: ... ../../data/raw/pigeon/pigeon.zip extracted to `../../data/raw/pigeon/'.\n", "Getting voxel data from .img files...\n", "Getting location for each nucleus/region from voxel data...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, max=32), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\r", "Atlas created\n" ] } ], "source": [ "dset_dir = '../../data/processed/pigeon/'\n", "\n", "pigeon_atlas = atlas(\n", " species = 'pigeon',\n", " dset_dir = dset_dir,\n", " um_mult = 1,\n", " smoothing = [], #['Brain', 'Brainregions']\n", ")\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# The T2 voxels in this dataset are not the same as the delineations for some reason... as a temporary fix I just cut off 1 voxel...\n", "pigeon_atlas.voxel_data.loc['T2', 'voxels'] = pigeon_atlas.voxel_data.loc['T2', 'voxels'][:,:,1:]" ] }, { "cell_type": "code", "execution_count": 124, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T23:57:34.836784Z", "start_time": "2019-02-25T23:57:34.773264Z" } }, "outputs": [ { "data": { "text/plain": [ "array(['Arcopallium', 'Auditory1', 'Auditory2', 'Olfactory',\n", " 'Somatosensory_spinal_system_and_body_representation',\n", " 'Somatosensory_trigeminal', 'Somatosensory_wulst', 'Visual_aos',\n", " 'Visual_isthmic', 'Visual_thalamofugal', 'Visual_wulst'],\n", " dtype=object)" ] }, "execution_count": 124, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# all of the different subsets of delineations available \n", "all_r2p = np.unique(pigeon_atlas.region_vox.type_)\n", "all_r2p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### The pigeon default zero point is not the y sinus" ] }, { "cell_type": "code", "execution_count": 123, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T23:56:51.043653Z", "start_time": "2019-02-25T23:56:46.516492Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'medial-lateral': 0, 'anterior-posterior': 0, 'dorsal-ventral': 0}\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_2d_coordinates(pigeon_atlas, point_in_um= [0,0,0], regions_to_plot=all_r2p,brain_masked_image='T2');" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2019-02-27T02:31:03.543423Z", "start_time": "2019-02-27T02:30:59.691065Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'medial-lateral': 0, 'anterior-posterior': 0, 'dorsal-ventral': 0}\n", "[129 79 22]\n", "testtest\n", "testtest\n", "testtest\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_2d_coordinates(pigeon_atlas, point_in_um= [0,0,0], regions_to_plot=all_r2p, brain_masked_image='T2', bg_image= 'Ct');" ] }, { "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }