{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Reach onset and saccade onset example" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import aopy\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib_inline.backend_inline\n", "matplotlib_inline.backend_inline.set_matplotlib_formats(\"retina\")\n", "plt.rcParams['font.family'] = 'Arial'\n", "\n", "# EVENT CODE\n", "CENTER_TARGET_ON = 16\n", "CURSOR_ENTER_CENTER_TARGET = 80\n", "CURSOR_ENTER_PERIPHERAL_TARGET = list(range(81,89))\n", "PERIPHERAL_TARGET_ON = list(range(17,25))\n", "CENTER_TARGET_OFF = 32\n", "REWARD = 48\n", "DELAY_PENALTY = 66\n", "TIMEOUT_PENALTY = 65\n", "HOLD_PENALTY = 64\n", "PAUSE = 254\n", "TIME_ZERO = 238\n", "TRIAL_END = 239\n", "END_TRIAL_CODE = TRIAL_END" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "\n", "preproc_dir = '/data/preprocessed'\n", "date = '2022-06-28'\n", "subject = 'beignet'\n", "te_id = 5927\n", "trial_filter = lambda t: REWARD in t\n", "\n", "# Load experiment data\n", "data, metadata = aopy.data.load_preproc_exp_data(preproc_dir, subject, te_id, date)\n", "\n", "# Load cursor data\n", "cursor_traj, tsegs = aopy.data.get_kinematic_segments(preproc_dir, subject, te_id, date, \\\n", " CURSOR_ENTER_CENTER_TARGET, TRIAL_END, trial_filter=trial_filter)\n", "\n", "# Load eye data\n", "eye_data, eye_metadata = aopy.data.load_preproc_eye_data(preproc_dir, subject, te_id, date)\n", "eye_traj, _ = aopy.data.get_kinematic_segments(preproc_dir, subject, te_id, date, \\\n", " CURSOR_ENTER_CENTER_TARGET, TRIAL_END, trial_filter=trial_filter, datatype='eye') \n", "\n", "# Load target positions\n", "target_pos = aopy.data.get_target_locations(preproc_dir, subject, te_id, date, [0,1,2,3,4,5,6,7,8])\n", "\n", "# Get event times \n", "segs, times = aopy.preproc.base.get_trial_segments_and_times(data['events']['code'], data['events']['timestamp'],\\\n", " CURSOR_ENTER_CENTER_TARGET, TRIAL_END)\n", "times = [t for s, t in zip(segs, times) if trial_filter(s)]\n", "\n", "# Get target index for each trial\n", "target_idx = np.array([int(seg[1] - CENTER_TARGET_ON ) for seg in tsegs])\n", "\n", "fs_cursor = metadata['cursor_interp_samplerate']\n", "fs_eye = eye_metadata['samplerate']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reach onset" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 80 20 32 84 48 239]\n", "[19.91988 20.12824 20.26132 20.69504 20.91988 21.0288 ]\n" ] } ], "source": [ "# Collect event times\n", "print(segs[0])\n", "print(times[0])\n", "\n", "trial_start = np.array([t[0] for t in times])\n", "target_onset = np.array([t[1] for t in times])\n", "gocue = np.array([t[2] for t in times])\n", "\n", "# Compute movement onset\n", "movement_onset = aopy.analysis.get_movement_onset(cursor_traj, fs_cursor, \\\n", " trial_start, target_onset, gocue, numsd=3.0, butter_order=4, low_cut=20, thr=5)" ] }, { "cell_type": "code", "execution_count": 127, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 127, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 430, "width": 552 } }, "output_type": "display_data" } ], "source": [ "# Show example\n", "itr = 0\n", "dist = np.linalg.norm(cursor_traj[itr], axis=1)\n", "t_axis = np.arange(dist.shape[0])/fs_cursor*1000\n", "target_radius = metadata['target_radius']\n", "\n", "fig,ax=plt.subplots()\n", "ax.fill_between(t_axis, 0, target_radius, color='gray', linewidth=0, alpha=0.3, label='center target radius')\n", "ax.plot(t_axis, dist, label='cursor dist')\n", "ax.axvline(movement_onset[itr]*1000, color='r', linestyle='--', label='reach onset')\n", "ax.axvline((gocue[itr]-trial_start[itr])*1000, color='k', linestyle='--', label='go cue')\n", "ax.set(xlim=(t_axis[0],t_axis[-1]), ylim=(0,None), xlabel='Time from trial start (ms)', ylabel='Distance (cm)')\n", "ax.legend(frameon=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Saccade onset" ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [], "source": [ "fs_down = fs_eye\n", "sac_radius = 2.\n", "\n", "onset = []\n", "duration = []\n", "distance = []\n", "onset_pos = []\n", "offset_pos = []\n", "onset_target = []\n", "offset_target = []\n", "onset_event = []\n", "offset_event = []\n", "saccade_idx = []\n", "onset_target = []\n", "\n", "for itr in range(eye_traj.shape[0]):\n", " ave_eye_traj = np.stack([(eye_traj[itr][:,0]+eye_traj[itr][:,2])/2, (eye_traj[itr][:,1]+eye_traj[itr][:,3])/2]).T\n", " \n", " # Get saccade onset, duration, and ditance\n", " onset_tmp, duration_tmp, distance_tmp = aopy.precondition.detect_saccades(ave_eye_traj, fs_eye, num_sd=1.5, lowpass_filter_freq=30)\n", " \n", " # Get saccade start position and saccade end position\n", " onset_pos_tmp, offset_pos_tmp = aopy.postproc.get_saccade_pos(ave_eye_traj, np.array(onset_tmp), np.array(duration_tmp), fs_down)\n", " \n", " # Get target index a subject looked at during a saccade\n", " onset_target_tmp, offset_target_tmp = aopy.postproc.get_saccade_target_index(onset_pos_tmp, offset_pos_tmp, target_pos[:,:2], sac_radius)\n", " \n", " # Get relevant task event when a saccade happens\n", " event_times_from_trial_start = times[itr]-times[itr][0]\n", " onset_event_tmp, offset_event_tmp = aopy.postproc.get_saccade_event(np.array(onset_tmp), np.array(duration_tmp), event_times_from_trial_start , tsegs[itr])\n", " \n", " # Get relevant saccade\n", " saccade_idx_tmp = aopy.postproc.get_relevant_saccade_idx(onset_target_tmp, offset_target_tmp, distance_tmp, target_idx[itr])\n", " \n", " onset.append(onset_tmp)\n", " duration.append(duration_tmp)\n", " distance.append(distance_tmp)\n", " onset_pos.append(onset_pos_tmp)\n", " offset_pos.append(offset_pos_tmp)\n", " onset_target.append(onset_target_tmp)\n", " offset_target.append(offset_target_tmp)\n", " onset_event.append(onset_event_tmp)\n", " offset_event.append(offset_event_tmp)\n", " saccade_idx.append(saccade_idx_tmp)" ] }, { "cell_type": "code", "execution_count": 134, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Target index for this trial: 4\n", "saccade timings from trial start: [ 65. 533. 635. 924. 949.] ms\n", "Target a subject looked at before saccades: [0 0 0 4 4]\n", "Target a subject looked at after saccades: [0 0 4 4 4]\n", "relevant saccade index: 2\n" ] } ], "source": [ "itr = 0\n", "\n", "print(f'Target index for this trial: {target_idx[itr]}')\n", "print(f'saccade timings from trial start: {onset[itr]*1000} ms')\n", "print(f'Target a subject looked at before saccades: {onset_target[itr]}')\n", "print(f'Target a subject looked at after saccades: {offset_target[itr]}')\n", "print(f'relevant saccade index: {saccade_idx[itr]}')" ] }, { "cell_type": "code", "execution_count": 133, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Text(0.5, 0, 'Time from trial start (ms)'),\n", " Text(0, 0.5, 'Position (cm)'),\n", " (0.0, 1108.0)]" ] }, "execution_count": 133, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 430, "width": 560 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ave_eye_traj = np.stack([(eye_traj[itr][:,0]+eye_traj[itr][:,2])/2, (eye_traj[itr][:,1]+eye_traj[itr][:,3])/2]).T\n", "t_axis = np.arange(ave_eye_traj.shape[0])/fs_eye*1000\n", "\n", "h1, = ax.plot(t_axis, ave_eye_traj[:,0])\n", "h2, = ax.plot(t_axis, ave_eye_traj[:,1])\n", "\n", "# Show timings of all saccades\n", "for sac in onset[itr]:\n", " h3 = ax.axvline(sac*1000, color='gray',linestyle='--', linewidth=0.8)\n", " \n", "# Show the relevant saccade timing\n", "h4 = ax.axvline(onset[itr][saccade_idx[itr]]*1000, color='r',linestyle='--', linewidth=0.8)\n", "\n", "\n", "ax.legend(handles=[h1,h2,h3,h4],labels=['x','y','irrelevant','relevant'], frameon=False)\n", "ax.set(xlabel='Time from trial start (ms)', ylabel='Position (cm)', xlim=(t_axis[0],t_axis[-1]))" ] } ], "metadata": { "kernelspec": { "display_name": "tomo-analysis", "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": "3.9.20" } }, "nbformat": 4, "nbformat_minor": 2 }