{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2019-03-15T21:28:42.379854Z", "start_time": "2019-03-15T21:28:40.092918Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/mnt/cube/tsainbur/conda_envs/tpy3/lib/python3.6/site-packages/tqdm/autonotebook/__init__.py:14: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", " \" (e.g. in jupyter console)\", TqdmExperimentalWarning)\n" ] } ], "source": [ "from birdbrain.atlas import atlas\n", "from birdbrain.utils import um_to_vox\n", "import numpy as np\n", "from birdbrain.visualization.plotting_2d import widget_controllers_2d" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load data, create atlas object" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2019-03-15T21:29:10.042239Z", "start_time": "2019-03-15T21:28:42.382382Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "qform_code 32 not valid; setting to 0\n", "qform_code 32 not valid; setting to 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Data already download\n", "Loading brain labels...\n", "Getting voxel data from .img files...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "qform_code 32 not valid; setting to 0\n", "qform_code 32 not valid; setting to 0\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, max=1), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\r" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, max=11), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\r" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, max=22), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\r", "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=45), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\r", "Atlas created\n" ] } ], "source": [ "# where to look for the dataset\n", "dset_dir = '../../data/processed/starling/'\n", "# create the atlas\n", "starling_atlas = atlas(\n", " species = 'starling',\n", " dset_dir = dset_dir,\n", " um_mult = 100,\n", " smoothing = ['Brain', 'Brainregions', 'Nuclei'],\n", " updated_y_sinus = [0, 1500, 0],\n", "\n", ")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2019-03-15T21:29:10.127965Z", "start_time": "2019-03-15T21:29:10.044684Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'medial-lateral': 1927, 'anterior-posterior': 2202, 'dorsal-ventral': -2052}\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b93079066a6d4550ab475f6ba654f2a3", "version_major": 2, "version_minor": 0 }, "text/plain": [ "FloatSlider(value=1927.5003552436829, description='medial-lateral:', max=10937.500607967377, min=-10737.5, ste…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ac89deda9a85449db1861dba18f35127", "version_major": 2, "version_minor": 0 }, "text/plain": [ "FloatSlider(value=2202.500295639038, description='posterior-anterior:', max=13337.500607967377, min=-8337.5, s…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c53f0164aaf5456283857dad8a545056", "version_major": 2, "version_minor": 0 }, "text/plain": [ "FloatSlider(value=-2052.499568462372, description='ventral-dorsal:', max=4237.500607967377, min=-17437.5, step…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7c58ffe45b134ab098f3ac42a14080c4", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Dropdown(description='Region:', options=('Field_L', 'NCM', 'Ov', 'MLd', 'CMM', 'TeO', 'Entopallium', 'Rt', 'HV…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "709e39aa469249baae1052871f093e00", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Button(description='Generate graph', style=ButtonStyle())" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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