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Created September 17, 2019 23:36
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"sns.set_context('notebook', font_scale=1.5, rc={'lines.markeredgewidth': 2})\n",
"sns.set_style('white', {'axes.spines.right': False, 'axes.spines.top': False, 'xtick.bottom': False, 'ytick.left': False,})\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import visual_behavior.visualization.ophys.population_summary_figures as psf\n",
"import visual_behavior.visualization.ophys.experiment_summary_figures as esf\n",
"import visual_behavior.visualization.ophys.summary_figures as sf"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"cache_dir = r'\\\\allen\\programs\\braintv\\workgroups\\nc-ophys\\visual_behavior\\visual_behavior_production_analysis'"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from visual_behavior.ophys.io.convert_level_1_to_level_2 import convert_level_1_to_level_2"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"experiment_id = 893832486 "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"# ophys_data = convert_level_1_to_level_2(experiment_id, cache_dir, plot_roi_validation=False);"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"from visual_behavior.ophys.dataset.visual_behavior_ophys_dataset import VisualBehaviorOphysDataset"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"dataset= VisualBehaviorOphysDataset(experiment_id, cache_dir=cache_dir)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x24df4111438>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(dataset.max_projection)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ophys_experiment_id</th>\n",
" <th>experiment_container_id</th>\n",
" <th>targeted_structure</th>\n",
" <th>imaging_depth</th>\n",
" <th>specimen_driver_line</th>\n",
" <th>cre_line</th>\n",
" <th>reporter_line</th>\n",
" <th>full_genotype</th>\n",
" <th>session_type</th>\n",
" <th>stage</th>\n",
" <th>donor_id</th>\n",
" <th>experiment_date</th>\n",
" <th>specimen_id</th>\n",
" <th>session_id</th>\n",
" <th>project_id</th>\n",
" <th>rig</th>\n",
" <th>ophys_frame_rate</th>\n",
" <th>stimulus_frame_rate</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>893832486</th>\n",
" <td>893832486</td>\n",
" <td>None</td>\n",
" <td>VISp</td>\n",
" <td>175</td>\n",
" <td>Slc17a7-IRES2-Cre</td>\n",
" <td>Slc17a7-IRES2-Cre</td>\n",
" <td>Slc17a7-IRES2-Cre;Ai93</td>\n",
" <td>Slc17a7-IRES2-Cre;Slc17a7-IRES2-Cre;Ai93</td>\n",
" <td>behavior_session_1imagesG</td>\n",
" <td>OPHYS_1_images_G</td>\n",
" <td>458155</td>\n",
" <td>2019-06-24</td>\n",
" <td>847865066</td>\n",
" <td>893238904</td>\n",
" <td>VisualBehavior</td>\n",
" <td>CAM2P.3</td>\n",
" <td>31.0</td>\n",
" <td>60.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ophys_experiment_id experiment_container_id targeted_structure \\\n",
"893832486 893832486 None VISp \n",
"\n",
" imaging_depth specimen_driver_line cre_line \\\n",
"893832486 175 Slc17a7-IRES2-Cre Slc17a7-IRES2-Cre \n",
"\n",
" reporter_line full_genotype \\\n",
"893832486 Slc17a7-IRES2-Cre;Ai93 Slc17a7-IRES2-Cre;Slc17a7-IRES2-Cre;Ai93 \n",
"\n",
" session_type stage donor_id \\\n",
"893832486 behavior_session_1imagesG OPHYS_1_images_G 458155 \n",
"\n",
" experiment_date specimen_id session_id project_id rig \\\n",
"893832486 2019-06-24 847865066 893238904 VisualBehavior CAM2P.3 \n",
"\n",
" ophys_frame_rate stimulus_frame_rate \n",
"893832486 31.0 60.0 "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataset.metadata"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### getting traces around reward times to make a reward triggered average"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"import visual_behavior.ophys.response_analysis.utilities as ut"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"reward_times = dataset.rewards.time.values #times of thing you want to take triggered average for, could be times of threshold crossings \n",
"\n",
"cell_index = 0\n",
"full_trace = dataset.dff_traces[cell_index] # can use running sspeed instead of cell trace\n",
"trace_timestamps = dataset.timestamps_ophys # if using running speed, provide stimulus timestamps\n",
"frame_rate = dataset.metadata.ophys_frame_rate.values[0] # if using running speed, provide stimulus frame rate\n",
"window = [-2, 2] # window around timepoint to get trace snippet\n",
"reward_traces = []\n",
"for reward_time in reward_times:\n",
" # retuns snippet of full_trace and corresponding timestamps for a window around provided timepoint\n",
" trace, timestamps = ut.get_trace_around_timepoint(reward_time, full_trace, trace_timestamps, window, frame_rate)\n",
" reward_traces.append(trace)\n",
"reward_traces = np.asarray(reward_traces)\n",
"\n",
"time_relative_to_reward = timestamps - reward_time\n",
"plt.plot(time_relative_to_reward, np.mean(reward_traces, axis=0))\n",
"plt.ylabel('mean dF/F')\n",
"plt.xlabel('time relative to reward (sec)')\n",
"plt.title('cell '+str(cell_index)+' reward triggered average');"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "visual_behavior_sdk",
"language": "python",
"name": "visual_behavior_sdk"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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