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@tjd2002
Created April 17, 2019 22:50
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2\n",
"\n",
"# General\n",
"import pynwb\n",
"import numpy as np\n",
"import pandas as pd\n",
"import networkx as nx\n",
"\n",
"# Local\n",
"from nwb_query import TimeIntervals as TI\n",
"from nwb_query import ContinuousData, PointData, EventData, TimeIntervals, plot_PointData_multiple, plot_ContinuousData, plot_EventData, point_to_line_dist\n",
"import fl_extension_helpers as flh\n",
"\n",
"\n",
"# Plotting\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"plt.rcParams.update({'font.size': 12})\n",
"plt.rcParams.update({'lines.solid_capstyle': 'butt'})\n",
"mdates.rcParams.update({'date.autoformatter.microsecond': '%H:%M:%S.%f'})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Todo\n",
"Next up:\n",
"- ContinuousData using pandas\n",
" - require column names (derive them from NWB, or schema docs!, if possible)\n",
"\n",
"Prettify notebook:\n",
" - Make plots to capture TimeQuery (original data, TimeIntervals, result)\n",
" - Add valid_intervals to legends of plots\n",
" - Add `__repr__` methods for classes and get rid of multiline print statements\n",
"\n",
"Plumbing:\n",
"- Make ContinuousData and PointProcess iterable by interval (return single interval and its data)\n",
" -add tags as labels to plots\n",
"- use pynwb.TimeIntervals (exercise using pynwb datatypes)\n",
"- add valid_intervals to pynwb.TimeSeries\n",
"- use pynwb.TimeSeries as base class for ContinuousData, PointData, EventData\n",
"- ? Subclass PointProcess for spiking data (include other columns: clustering metadata, e.g.)\n",
"- ? Subclass ContinuousData for Behavioral data (include SI units, samplerate?)\n",
"- Investigate xarray for ContinuousData, etc.\n",
"\n",
"Usage:\n",
"- query spiking b\n",
"y epoch before doing behavior selection\n",
"- behavior (position/speed) should be a time_query (using epoch tq), and not epoch name\n",
" - requires concatenating behav on import\n",
"\n",
"Analysis:\n",
"- write occupancy function\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Data import and analysis parameters"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# what data to analyze\n",
"d = {}\n",
"d['anim'] = 'Bon'\n",
"d['day'] = 5 # 1-indexed\n",
"\n",
"d['epoch'] = 4 # 1-indexed\n",
"d['cluster_id'] = 30\n",
"\n",
"# analysis configuration\n",
"c = {}\n",
"c['speed_threshold'] = 0.05 # m/s"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Read NWB file"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading file: ./Bon05_test.nwb\n"
]
}
],
"source": [
"animday = '{}{:02d}'.format(d['anim'], d['day'])\n",
"nwb_filename = './' + animday + '_test.nwb'\n",
"\n",
"print('Loading file: %s' % nwb_filename)\n",
"io = pynwb.NWBHDF5IO(nwb_filename, mode='r')\n",
"nwbf = io.read()\n",
" \n",
"sst = nwbf.session_start_time.timestamp()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Dataset Query: position of animal during all sleep epochs"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"sleep_epochs = []\n",
"for i, task in enumerate(nwbf.epochs['task'][:]):\n",
" if task.name == 'Sleep':\n",
" sleep_epochs.append(i + 1) # epochs are 1-indexed\n",
" \n",
"all_sleep_pos = {}\n",
"for sleep_epoch in sleep_epochs:\n",
" position_module_name = 'Position d{:d} e{:d}'.format(d['day'], sleep_epoch) # HACKY--we should query on epoch directly\n",
" position_h5py = nwbf.modules['Behavior']['Position'][position_module_name]\n",
" position_data = pd.DataFrame(data=position_h5py.data[()], columns=['x', 'y'])\n",
" all_sleep_pos[sleep_epoch] = ContinuousData(samples=position_data, sample_times=position_h5py.timestamps[()])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot animal positions during sleep epochs, overlaid on the sleep box\n",
"Use Network X to extract and plot the sleep box geometry."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/ericmiller/anaconda/envs/pynwb/lib/python3.6/site-packages/matplotlib/cbook/deprecation.py:107: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
" warnings.warn(message, mplDeprecation, stacklevel=1)\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot position of the animal during each sleep epoch\n",
"plt.figure()\n",
"plt.title('Position during sleep epochs on day {}'.format(d['day']))\n",
"plt.xlabel('X position (m)')\n",
"plt.ylabel('Y position (m)')\n",
"ax = plt.subplot(111)\n",
"for epoch, sleep_pos in all_sleep_pos.items():\n",
" plt.plot(sleep_pos.samples['x'], sleep_pos.samples['y'], marker='', label='e{}'.format(epoch))\n",
"\n",
"# Get the Sleep Box apparatus (Same apparatus for all sleep epochs, so just use the first)\n",
"first_sleep_epoch = sleep_epochs[0] - 1 # epochs table is 0-indexed\n",
"appar = nwbf.epochs['apparatus'][first_sleep_epoch]\n",
"\n",
"# Convert the Frank Lab apparatus to a Network X graph and plot it\n",
"H = nx.Graph(name='sleep box')\n",
"for n in appar.nodes.values():\n",
" flh.add_fl_node_to_nx_graph(n, H)\n",
"flh.plot_nx_appar_geom(H, ax)\n",
"ax.legend()\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Dataset Query: speed of a given animal, day, and epoch\n",
"#### NWBFile (one animal), day, epoch --> ContinuousData (speed)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"TimeIntervals([1136495459.0265,1136496378.9708])"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"speed_module_name = 'Speed d{:d} e{:d}'.format(d['day'], d['epoch']) # HACKY--we should query on epoch directly\n",
"speed_h5py = nwbf.modules['Behavior']['Speed'][speed_module_name]\n",
"samples = pd.DataFrame(data=speed_h5py.data[()], columns=['speed'])\n",
"speed = ContinuousData(samples=samples, sample_times=speed_h5py.timestamps[()])\n",
"speed.valid_intervals"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"root <class 'pynwb.file.NWBFile'>\n",
"Fields:\n",
" acquisition: { }\n",
" analysis: { }\n",
" devices: { NSpike acquisition system <class 'pynwb.device.Device'> }\n",
" electrode_groups: { 05-01 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-02 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-03 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-04 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-05 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-06 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-07 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-08 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-10 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-11 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-12 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-13 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-14 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-15 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-17 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-18 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-19 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-20 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-21 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-22 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-23 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-24 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-25 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-27 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-28 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-29 <class 'pynwb.ecephys.ElectrodeGroup'>, 05-30 <class 'pynwb.ecephys.ElectrodeGroup'> }\n",
" electrodes: electrodes <class 'pynwb.core.DynamicTable'>\n",
" epoch_tags: {}\n",
" epochs: epochs <class 'pynwb.epoch.TimeIntervals'>\n",
" experiment_description: Recordings from awake behaving rat\n",
" experimenter: Mattias Karlsson\n",
" ic_electrodes: { }\n",
" imaging_planes: { }\n",
" institution: UCSF\n",
" lab: Frank Laboratory\n",
" lab_meta_data: { }\n",
" modules: { Behavior <class 'pynwb.base.ProcessingModule'> }\n",
" ogen_sites: { }\n",
" session_id: /Users/ericmiller/Data/FrankData/kkay/Bon\n",
" stimulus: { }\n",
" stimulus_template: { }\n",
" time_intervals: { }\n",
" units: units <class 'pynwb.misc.Units'>\n",
"\n"
]
}
],
"source": [
"print(nwbf.__repr__())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Dataset Query: position of a given animal, day, and epoch\n",
"#### NWBFile (one animal), day, epoch --> ContinuousData (position)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"*** All position records for epoch ***\n",
"# of measurements = 27572\n",
"# of intervals = 1\n",
"duration of intervals = 919.94 s\n"
]
},
{
"data": {
"text/plain": [
"([<matplotlib.patches.Rectangle at 0x121631be0>],\n",
" [[<matplotlib.lines.Line2D at 0x12162cc88>,\n",
" <matplotlib.lines.Line2D at 0x11ed387b8>]])"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"position_module_name = 'Position d{:d} e{:d}'.format(d['day'], d['epoch']) # HACKY--we should query on epoch directly\n",
"position_h5py = nwbf.modules['Behavior']['Position'][position_module_name]\n",
"# position_data = np.array(position_h5py.data[()])\n",
"position_data = pd.DataFrame(data=position_h5py.data[()], columns=['x', 'y'])\n",
"position = ContinuousData(position_data, position_h5py.timestamps[()])\n",
"\n",
"print('*** All position records for epoch ***')\n",
"print('# of measurements = %d' % position.samples.shape[0])\n",
"print('# of intervals = %d' % len(position.valid_intervals))\n",
"print('duration of intervals = %0.2f s' % np.sum(position.valid_intervals.durations()))\n",
"\n",
"fig1 = plt.figure(1, figsize=(15,3))\n",
"ax1 = fig1.add_subplot(1, 1, 1)\n",
"plot_ContinuousData(position)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Dataset Query: spiking of a given animal and cluster\n",
"#### NWBFile (one animal), cluster --> PointData (spiking)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"*** Spiking for cluster 30 ***\n",
"# of spikes = 2808\n",
"# of intervals = 8\n",
"duration of intervals = 7990.00 s\n"
]
}
],
"source": [
"spikes_t = nwbf.units['spike_times'][d['cluster_id']]\n",
"valid_intervals = TimeIntervals(nwbf.units['obs_intervals'][d['cluster_id']])\n",
"spiking_all = PointData(point_times=spikes_t, valid_intervals=valid_intervals)\n",
"\n",
"print('*** Spiking for cluster %s ***' % d['cluster_id'])\n",
"print('# of spikes = %d' % spiking_all.point_times.shape[0])\n",
"print('# of intervals = %d' % len(spiking_all.valid_intervals))\n",
"print('duration of intervals = %0.2f s' % np.sum(spiking_all.valid_intervals.durations()))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Time Query: Find spiking within all epochs where the rat did the W Alternation task\n",
"#### PointData (spiking), TimeIntervals (epochs) --> PointData (spiking)\n",
"\n",
"The resulting valid_intervals for spiking are the intersection of the valid_intervals for spiking data and the time intervals defining the W Alternation behavioral epochs. Presently, the epoch start/stop times are inferred from the behavioral data, as epoch start/stop times are not explicitly defined in FrankLab data structures. "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"*** Spiking for cluster 30 during W-Alternation behavioral epochs ***\n",
"# of spikes = 2205\n",
"# of intervals = 4\n",
"duration of intervals = 3338.00 s\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Get start/stop times for all epochs where the rat ran the W Alternation task\n",
"epoch_types = np.array([task.name for task in nwbf.epochs['task'][:]])\n",
"behav_epoch_indices = np.where(epoch_types=='W Alternation')[0]\n",
"\n",
"# Build a TimeIntervals query with start/stop times of W Alternation behavioral epochs\n",
"behav_intervals = []\n",
"for i in behav_epoch_indices:\n",
" epoch_start = nwbf.epochs['start_time'][i]\n",
" epoch_stop = nwbf.epochs['stop_time'][i]\n",
" behav_intervals.append([epoch_start, epoch_stop])\n",
"behav_intervals = TimeIntervals(np.array(behav_intervals)) # convert to TimeIntervals for query\n",
"\n",
"# time_query on spiking during W Alternation behavioral epochs\n",
"spiking_behav = spiking_all.time_query(behav_intervals)\n",
"\n",
"print('*** Spiking for cluster %s during W-Alternation behavioral epochs ***' % d['cluster_id'])\n",
"print('# of spikes = %d' % spiking_behav.point_times.shape[0])\n",
"print('# of intervals = %d' % len(spiking_behav.valid_intervals))\n",
"print('duration of intervals = %0.2f s' % np.sum(spiking_behav.valid_intervals.durations()))\n",
"\n",
"# Plot spiking\n",
"spikeplots = [(spiking_all, 'All spiking'),\n",
" (spiking_behav, 'Spikes in\\nW-Alternation epochs')]\n",
"\n",
"fig1 = plt.figure(1, figsize=(15,3))\n",
"ax1 = fig1.add_subplot(1, 1, 1)\n",
"plot_PointData_multiple(spikeplots, axis=ax1)\n",
"\n",
"pass # suppress output\n",
" \n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Time Query: Find spiking within a single behavioral epoch\n",
"#### PointData (spiking), TimeIntervals (epoch) --> PointData (spiking)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"*** Spiking for cluster 30 during epoch 4 ***\n",
"# of spikes = 640\n",
"# of intervals = 1\n",
"duration of intervals = 891.00 s\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x144 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Get epoch start/stop times from the NWB file\n",
"epoch_start = nwbf.epochs['start_time'][d['epoch']-1]\n",
"epoch_end = nwbf.epochs['stop_time'][d['epoch']-1]\n",
"epoch_interval = TimeIntervals(np.array([epoch_start, epoch_end]))\n",
"\n",
"# time_query on spiking during the epoch\n",
"spiking = spiking_all.time_query(epoch_interval)\n",
"\n",
"print('*** Spiking for cluster %s during epoch %d ***' % (d['cluster_id'], d['epoch']))\n",
"print('# of spikes = %d' % spiking.point_times.shape[0])\n",
"print('# of intervals = %d' % len(spiking.valid_intervals))\n",
"print('duration of intervals = %0.2f s' % np.sum(spiking.valid_intervals.durations()))\n",
"\n",
"\n",
"# Plot spiking\n",
"spikeplots = [(spiking_all, 'All spiking'),\n",
" (spiking_behav, 'Spikes in\\nnon-sleep epochs'),\n",
" (spiking, 'Spikes in\\nepoch %s' % d['epoch'])]\n",
"\n",
"fig1 = plt.figure(1, figsize=(15,3))\n",
"ax1 = fig1.add_subplot(1, 1, 1)\n",
"plot_PointData_multiple(spikeplots, axis=ax1)\n",
"\n",
"fig2 = plt.figure(2, figsize=(15,2))\n",
"ax2 = fig2.add_subplot(1, 1, 1)\n",
"plot_PointData_multiple([spikeplots[2]], axis=ax2)\n",
"ax2.set_title(\"Zooming in...\")\n",
"\n",
"pass # suppress output"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Analysis: Find time intervals where speed > threshold\n",
"#### ContinuousData (speed), lambda function --> EventData (time periods where animal speed > threshold)\n",
"This is an _analysis_, not a query, because we are not simply selecting a subset of a given datatype. i.e. We are not asking for a subset of the speed data, but rather for the intervals where it fulfills a lambda function. The lambda function could have been something different, like \"find the times of all upward threshold crossings, and then pad this by 5 seconds on either side.\". Regardless of how simple or complex the lambda function is, we consider this to be an analysis. Using the output of this to select a subset of the spiking data, however, is a query."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"*** Times where speed > threshold ***\n",
"# of events = 224\n",
"duration of events = 369.33 s\n",
"# of valid intervals = 1\n",
"duration of intervals = 919.94 s\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1116x108 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"speed_threshold_fn = lambda x: x > c['speed_threshold']\n",
"speed_events = speed.filter_intervals(speed_threshold_fn)\n",
"\n",
"print('*** Times where speed > threshold ***')\n",
"print('# of events = %d' % len(speed_events.event_intervals))\n",
"print('duration of events = %0.2f s' % np.sum(speed_events.durations()))\n",
"print('# of valid intervals = %d' % len(speed_events.valid_intervals))\n",
"print('duration of intervals = %0.2f s' % np.sum(speed_events.valid_durations()))\n",
"\n",
"# TODO: Plot continuous speed\n",
"fig1 = plt.figure(1, figsize=(15.5,1.5))\n",
"ax1 = fig1.add_subplot(1, 1, 1)\n",
"plot_EventData(speed_events, axis=ax1)\n",
"ax1.set_yticks([1])\n",
"ax1.set_yticklabels(['Run events \\n(speed>threshold)']) # eventually use metadata from PointData object\n",
"pass # suppress output"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Query: spiking during time intervals where speed > threshold\n",
"#### PointData (spiking), EventData (bouts where speed > threshold) --> PointData (spiking)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"*** Spiking where speed > threshold ***\n",
"# of spikes = 278\n",
"# of intervals = 217\n",
"duration of intervals = 361.81 s\n",
"\n",
"<nwb_query.PointData object at 0x121f49860>\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x108 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"spiking_run = spiking.time_query(speed_events) # Use the built-in time query method on PointProcess\n",
"\n",
"print('*** Spiking where speed > threshold ***')\n",
"print('# of spikes = %d' % len(spiking_run.point_times))\n",
"print('# of intervals = %d' % len(spiking_run.valid_intervals))\n",
"print('duration of intervals = %0.2f s' % np.sum(spiking_run.valid_intervals.durations()))\n",
"print()\n",
"\n",
"print(spiking_run)\n",
"\n",
"# Plot spiking\n",
"fig1 = plt.figure(1, figsize=(15,1.5))\n",
"ax1 = fig1.add_subplot(1, 1, 1)\n",
"plot_PointData_multiple([(spiking_run, 'Spiking during\\nrun events')], axis=ax1)\n",
"\n",
"pass # suppress output"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Analysis: Mark each spike with the animal's current position\n",
"#### PointData (spiking), ContinuousData (position [m x 2]) --> PointData with marks (spike times with associated positions)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"*** Spiking where speed > threshold, marked with position ***\n",
"# of marked spikes = 278\n",
"# of intervals = 217\n",
"duration of intervals = 361.81 s\n",
"\n"
]
}
],
"source": [
"spiking_run_mark_pos = spiking_run.mark_with_ContinuousData(position)\n",
"\n",
"print('*** Spiking where speed > threshold, marked with position ***')\n",
"print('# of marked spikes = %d' % len(spiking_run_mark_pos.point_times))\n",
"print('# of intervals = %d' % len(spiking_run_mark_pos.valid_intervals))\n",
"print('duration of intervals = %0.2f s' % np.sum(spiking_run_mark_pos.valid_intervals.durations()))\n",
"print()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\n",
"task <class 'pynwb.core.VectorData'>\n",
"Fields:\n",
" description: behavioral task for this epoch"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nwbf.epochs['task']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Query: Get animal locations during running events\n",
"#### ContinuousData (position [m x 2]), EventData (bouts where speed > threshold) --> ContinuousData (position [m_new x 2])"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"*** Position where speed > threshold ***\n",
"# of samples = 11293\n",
"# of intervals = 224\n",
"duration of intervals = 369.33 s\n",
"\n",
"1136495459.0265\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x576 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"position_run = position.time_query(speed_events)\n",
"\n",
"print('*** Position where speed > threshold ***')\n",
"print('# of samples = %d' % position_run.samples.shape[0])\n",
"print('# of intervals = %d' % len(position_run.valid_intervals))\n",
"print('duration of intervals = %0.2f s' % np.sum(position_run.valid_intervals.durations()))\n",
"print()\n",
"\n",
"fig1 = plt.figure(1, figsize=(15,8))\n",
"ax1 = fig1.add_subplot(4, 1, 1)\n",
"ax1.set_title('Position (m)', fontsize=15)\n",
"plot_ContinuousData(position, axis=ax1)\n",
"ax1.label_outer()\n",
"\n",
"ax2 = fig1.add_subplot(4, 1, 2, sharex=ax1)\n",
"ax2.set_title('Speed (m/s)', fontsize=15)\n",
"plot_ContinuousData(speed, axis=ax2)\n",
"ax2.set_xlabel('')\n",
"ax2.label_outer()\n",
"\n",
"ax3 = fig1.add_subplot(4, 1, 3, sharex=ax1)\n",
"ax3.set_title('Intervals where speed > threshold', fontsize=15)\n",
"plot_EventData(speed_events, axis=ax3)\n",
"ax3.label_outer()\n",
"\n",
"ax4 = fig1.add_subplot(4, 1, 4, sharex=ax1)\n",
"ax4.set_title('Position (m) during intervals where speed > threshold ', fontsize=15)\n",
"plot_ContinuousData(position_run, axis=ax4)\n",
"\n",
"print(position.sample_times[0])\n",
"# ax1.set_xlim(1136409500, 1136409600)\n",
"\n",
"plt.tight_layout()\n",
"\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot spikes by location"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x1080 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig1 = plt.figure(1, figsize=(15,15))\n",
"ax1 = fig1.add_subplot(1, 1, 1)\n",
"ax1.axis('equal')\n",
"\n",
"\n",
"task = nwbf.epochs['task'][d['epoch']-1]\n",
"appar = nwbf.epochs['apparatus'][d['epoch']-1]\n",
"\n",
"# Line showing the animal's movement during the entire epoch\n",
"plt.plot(position.samples['x'], position.samples['y'], marker='', color='gray', label='Rat location', zorder=1)\n",
"\n",
"# Lines showing animal movement during each interval where it was running\n",
"run_label = 'Rat location during movement'\n",
"for ivl in position_run.valid_intervals:\n",
" ivl_data = position.time_query(TimeIntervals(ivl)).samples # position at this valid interval \n",
" plt.plot(ivl_data['x'], ivl_data['y'], marker='', color='red', label=run_label, zorder=2)\n",
" run_label = '_' # omit later lines from legend\n",
"\n",
"# Markers for locations where unit spiked during animal running\n",
"plt.scatter(spiking_run_mark_pos.marks['x'], spiking_run_mark_pos.marks['y'], marker='D', s=50, label='Location at spike times during movement', zorder=3)\n",
"\n",
"ax1.legend()\n",
"ax1.set_xlabel('X position (m)')\n",
"ax1.set_ylabel('Y position (m)')\n",
"ax1.set_title('Spike-position map for {} d{} e{} c{}, speed > {:0.1f} cm/s\\ntask: {}, apparatus: {}'.format(\n",
" d['anim'], d['day'], d['epoch'], d['cluster_id'], c['speed_threshold'] * 100, task.name, appar.name))\n",
"\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Dataset Query: task and apparatus\n",
"#### NWBFile (one animal, day), epoch --> franklab_apparatus.Task\n",
"#### NWBFile (one animal, day), epoch --> franklab_apparatus.Apparatus"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"# Query for task\n",
"task = nwbf.epochs['task'][d['epoch']-1]\n",
"\n",
"# Query for apparatus\n",
"appar = nwbf.epochs['apparatus'][d['epoch']-1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot 2D position-normalized spiking\n",
"Also plot the linearized track geometry"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'fl_extension' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-28-14bb2a0747eb>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 19\u001b[0m \u001b[0mcbar\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolorbar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 20\u001b[0m \u001b[0mcbar\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_label\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Time spent (s)'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 21\u001b[0;31m \u001b[0mflh\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_fl_appar_geom\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mappar\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel_nodes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# Plot apparatus geometry\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 22\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 23\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/Src/nwbquery/examples/franklab/ff_import/fl_extension_helpers.py\u001b[0m in \u001b[0;36mplot_fl_appar_geom\u001b[0;34m(appar, ax, label_nodes)\u001b[0m\n\u001b[1;32m 168\u001b[0m \u001b[0mH\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mGraph\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'w-track test'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 169\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mn\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mappar\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnodes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 170\u001b[0;31m \u001b[0madd_fl_node_to_nx_graph\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mH\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 171\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0me\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mappar\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0medges\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 172\u001b[0m \u001b[0mn1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn2\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0medge_nodes\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/Src/nwbquery/examples/franklab/ff_import/fl_extension_helpers.py\u001b[0m in \u001b[0;36madd_fl_node_to_nx_graph\u001b[0;34m(fl_node, nx_graph)\u001b[0m\n\u001b[1;32m 99\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0madd_fl_node_to_nx_graph\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfl_node\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnx_graph\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 100\u001b[0m \u001b[0;31m# This method currently compares the class string.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 101\u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfl_node\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfl_extension\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSegmentNode\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 102\u001b[0m \u001b[0mnx_graph\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_node\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfl_node\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcoords\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfl_node\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcoords\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mintermediate_coords\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkind\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'segment'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 103\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfl_node\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfl_extension\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mPointNode\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mNameError\u001b[0m: name 'fl_extension' is not defined"
]
},
{
"data": {
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