{ "cells": [ { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "from imports import *\n", "#from scipy.stats.stats import pearsonr, spearmanr\n", "#import itertools\n", "np.set_printoptions(suppress=True)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "IPython.OutputArea.prototype._should_scroll = function(lines) {\n", " return false;\n", "}\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%javascript\n", "IPython.OutputArea.prototype._should_scroll = function(lines) {\n", " return false;\n", "}" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "source = '/home/sobolev/nevermind/Andrey/data'\n", "#source = '/home/andrey/projects/data/'\n", "\n", "sessions_PPC = [\n", " '008229_hippoSIT_2022-05-09_21-01-15',\n", " '008229_hippoSIT_2022-05-10_09-02-35',\n", " '008229_hippoSIT_2022-05-10_14-01-46',\n", " '008229_hippoSIT_2022-05-11_13-55-55',\n", " '008229_hippoSIT_2022-05-12_15-36-57',\n", " '008229_hippoSIT_2022-05-13_09-48-00',\n", " '008229_hippoSIT_2022-05-13_15-17-12',\n", " '008229_hippoSIT_2022-05-16_11-13-33',\n", " '008229_hippoSIT_2022-05-16_20-36-44',\n", " '008229_hippoSIT_2022-05-17_15-42-49',\n", " '008229_hippoSIT_2022-05-17_21-44-43',\n", " '008229_hippoSIT_2022-05-18_14-36-18',\n", " '008229_hippoSIT_2022-05-20_15-54-39',\n", " '008229_hippoSIT_2022-05-23_15-45-49',\n", " '008229_hippoSIT_2022-05-23_21-10-47',\n", "]\n", "\n", "sessions_HPC = [\n", " '008229_hippoSIT_2022-05-27_14-21-37',\n", " '008229_hippoSIT_2022-05-27_19-47-51',\n", " '008229_hippoSIT_2022-05-28_13-21-39',\n", " '008229_hippoSIT_2022-05-29_10-45-44',\n", " '008229_hippoSIT_2022-05-29_17-16-59',\n", " '008229_hippoSIT_2022-05-30_15-35-25',\n", " '008229_hippoSIT_2022-05-30_21-40-24',\n", " '008229_hippoSIT_2022-05-31_11-00-02',\n", " '008229_hippoSIT_2022-05-31_16-38-23',\n", " '008229_hippoSIT_2022-06-01_11-08-51',\n", " '008229_hippoSIT_2022-06-01_16-09-26',\n", " '008229_hippoSIT_2022-06-02_15-26-01',\n", " '008229_hippoSIT_2022-06-02_20-42-08',\n", " '008229_hippoSIT_2022-06-03_09-18-49',\n", "]\n", "\n", "sessions = sessions_HPC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Performance depending on the position in the arena (allocentric)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "scrolled": true }, "outputs": [], "source": [ "tr_car, tr_pol, tr_btd = {}, {}, {}\n", "names = ['succ_l', 'succ_d', 'fail_l', 'fail_d']\n", "for name in names:\n", " tr_car[name], tr_pol[name], tr_btd[name] = [], [], []\n", "\n", "succ_no = 0\n", "for session in sessions:\n", " animal = session.split('_')[0]\n", " sessionpath = os.path.join(source, animal, session)\n", " h5name = os.path.join(source, animal, session, session + '.h5')\n", "\n", " with h5py.File(h5name, 'r') as f:\n", " tl = np.array(f['processed']['timeline']) # time, X, Y, speed, etc.\n", " trials = np.array(f['processed']['trial_idxs']) # t_start_idx, t_end_idx, x_tgt, y_tgt, r_tgt, result\n", " cfg = json.loads(f['processed'].attrs['parameters'])\n", " arena_r = float(cfg['position']['floor_r_in_meters'])\n", " timepoints = cfg['experiment']['timepoints']\n", " s_duration = cfg['experiment']['session_duration']\n", " \n", " l_periods = [[0, timepoints[0]], [timepoints[3], s_duration]]\n", " d_periods = [[timepoints[0], timepoints[3]]]\n", " \n", " # allocentric island positions - cartesian\n", " tr_succ = trials[trials[:, 5] == 1]\n", " tr_succ_l = tr_succ[(tl[tr_succ[:, 1].astype(np.int32)][:, 0] < l_periods[0][1]) | (tl[tr_succ[:, 1].astype(np.int32)][:, 0] > l_periods[1][0])][:, 2:4]\n", " tr_succ_d = tr_succ[(tl[tr_succ[:, 1].astype(np.int32)][:, 0] > d_periods[0][0]) & (tl[tr_succ[:, 1].astype(np.int32)][:, 0] < d_periods[0][1])][:, 2:4]\n", "\n", " tr_fail = trials[trials[:, 5] == 0]\n", " tr_fail_l = tr_fail[(tl[tr_fail[:, 1].astype(np.int32)][:, 0] < l_periods[0][1]) | (tl[tr_fail[:, 1].astype(np.int32)][:, 0] > l_periods[1][0])][:, 2:4]\n", " tr_fail_d = tr_fail[(tl[tr_fail[:, 1].astype(np.int32)][:, 0] > d_periods[0][0]) & (tl[tr_fail[:, 1].astype(np.int32)][:, 0] < d_periods[0][1])][:, 2:4]\n", " \n", " succ_no += len(tr_succ)\n", " assert(len(tr_succ) == len(tr_succ_l) + len(tr_succ_d))\n", " assert(len(tr_fail) == len(tr_fail_l) + len(tr_fail_d))\n", " assert(len(trials) == len(tr_succ) + len(tr_fail))\n", " \n", " for name, data in zip(names, [tr_succ_l, tr_succ_d, tr_fail_l, tr_fail_d]):\n", " tr_car[name] = tr_car[name] + [data]\n", " \n", " # in polar\n", " for name, data in zip(names, [tr_succ_l, tr_succ_d, tr_fail_l, tr_fail_d]):\n", " in_pol = np.array([cart2pol(x[0], x[1]) for x in data])\n", " in_pol[:, 0] = in_pol[:, 0]**2\n", " tr_pol[name] = tr_pol[name] + [in_pol] \n", " \n", " # distance to background / target (note error in speaker-moving conditions)\n", " phi_rot, bgr_phi, tgt_phi = cfg['experiment']['phi_max'], 90, 225\n", " \n", " bgr_pos_l = np.array([arena_r, np.deg2rad(bgr_phi)]) # in polar\n", " tgt_pos_l = np.array([arena_r, np.deg2rad(tgt_phi)]) # in polar\n", " bgr_pos_d = np.array([arena_r, np.deg2rad(bgr_phi) - np.deg2rad(phi_rot)]) # in polar\n", " tgt_pos_d = np.array([arena_r, np.deg2rad(tgt_phi) - np.deg2rad(phi_rot)]) # in polar\n", " \n", " bgr_pos_l = pol2cart(*bgr_pos_l)\n", " tgt_pos_l = pol2cart(*tgt_pos_l)\n", " bgr_pos_d = pol2cart(*bgr_pos_d)\n", " tgt_pos_d = pol2cart(*tgt_pos_d)\n", " \n", " dists_bgr_succ_l = np.sqrt( (tr_succ_l[:, 0] - bgr_pos_l[0])**2 + (tr_succ_l[:, 1] - bgr_pos_l[1])**2 )\n", " dists_tgt_succ_l = np.sqrt( (tr_succ_l[:, 0] - tgt_pos_l[0])**2 + (tr_succ_l[:, 1] - tgt_pos_l[1])**2 )\n", " dists_bgr_fail_l = np.sqrt( (tr_fail_l[:, 0] - bgr_pos_l[0])**2 + (tr_fail_l[:, 1] - bgr_pos_l[1])**2 )\n", " dists_tgt_fail_l = np.sqrt( (tr_fail_l[:, 0] - tgt_pos_l[0])**2 + (tr_fail_l[:, 1] - tgt_pos_l[1])**2 )\n", " dists_bgr_succ_d = np.sqrt( (tr_succ_d[:, 0] - bgr_pos_d[0])**2 + (tr_succ_d[:, 1] - bgr_pos_d[1])**2 )\n", " dists_tgt_succ_d = np.sqrt( (tr_succ_d[:, 0] - tgt_pos_d[0])**2 + (tr_succ_d[:, 1] - tgt_pos_d[1])**2 )\n", " dists_bgr_fail_d = np.sqrt( (tr_fail_d[:, 0] - bgr_pos_d[0])**2 + (tr_fail_d[:, 1] - bgr_pos_d[1])**2 )\n", " dists_tgt_fail_d = np.sqrt( (tr_fail_d[:, 0] - tgt_pos_d[0])**2 + (tr_fail_d[:, 1] - tgt_pos_d[1])**2 )\n", " \n", " pos_succ_l = np.vstack([dists_bgr_succ_l, dists_tgt_succ_l]).T\n", " pos_succ_d = np.vstack([dists_bgr_succ_d, dists_tgt_succ_d]).T\n", " pos_fail_l = np.vstack([dists_bgr_fail_l, dists_tgt_fail_l]).T\n", " pos_fail_d = np.vstack([dists_bgr_fail_d, dists_tgt_fail_d]).T\n", " \n", " for name, data in zip(names, [pos_succ_l, pos_succ_d, pos_fail_l, pos_fail_d]):\n", " tr_btd[name] = tr_btd[name] + [data] \n", "\n", " # TODO session by session\n", " \n", " # TODO angle between the sound sources from the animal\n", "\n", "for name in names:\n", " tr_car[name] = np.concatenate(tr_car[name])\n", " tr_pol[name] = np.concatenate(tr_pol[name])\n", " tr_btd[name] = np.concatenate(tr_btd[name])" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(12, 4))\n", "\n", "for i, to_plot in enumerate([tr_car, tr_pol]):\n", " axes[i].scatter(to_plot[names[0]][:, 0], to_plot[names[0]][:, 1], color=COLORS[2])\n", " axes[i].scatter(to_plot[names[1]][:, 0], to_plot[names[1]][:, 1], color=COLORS[2], alpha=0.5)\n", " axes[i].scatter(to_plot[names[2]][:, 0], to_plot[names[2]][:, 1], color=COLORS[3])\n", " axes[i].scatter(to_plot[names[3]][:, 0], to_plot[names[3]][:, 1], color=COLORS[3], alpha=0.5)\n", " \n", "ax_alo_c = axes[0]\n", "ax_alo_c.add_patch(plt.Circle((0, 0), arena_r, color='red', fill=False))\n", "ax_alo_c.grid(b=True)\n", "ax_alo_c.set_xlim(-0.5, 0.5)\n", "ax_alo_c.set_ylim(-0.5, 0.5)\n", "ax_alo_c.set_aspect('equal')\n", "ax_alo_c.scatter([], [], color=COLORS[2], label='Success')\n", "ax_alo_c.scatter([], [], color=COLORS[3], label='Fail')\n", "#ax_alo_c.legend(fontsize=14, loc='upper left')\n", "ax_alo_c.set_title('Island positions', fontsize=14)\n", " \n", "ax_alo_p = axes[1]\n", "#ax_alo_p.set_xlim(0, arena_r)\n", "ax_alo_p.grid(b=True)\n", "#ax_alo_p.set_aspect('equal')\n", "ax_alo_p.set_xlabel('Distance to center**2, m', fontsize=14)\n", "ax_alo_p.set_ylabel('Angle, rad', fontsize=14)\n", "ax_alo_p.set_title('Island positions', fontsize=14)\n", "\n", "ax = axes[2]\n", "hst_succ = np.concatenate([tr_pol['succ_l'][:, 0], tr_pol['succ_d'][:, 0]])\n", "hst_fail = np.concatenate([tr_pol['fail_l'][:, 0], tr_pol['fail_d'][:, 0]])\n", "bins = np.linspace(0, 0.12, 20)\n", "ax.hist(hst_succ, bins=bins, color=COLORS[2], alpha=0.7, edgecolor='k', label='Success')\n", "ax.hist(hst_fail, bins=bins, color=COLORS[3], alpha=0.7, edgecolor='k', label='Fail')\n", "ax.set_xlabel('Distance to center**2, m', fontsize=14)\n", "ax.legend(fontsize=14, loc='upper right')\n", "ax.set_title('Island positions', fontsize=14)\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Chances to hit the island depending on the distance to center\n", "\n", "- Essentially this shows that animals learn the strategy to run close to the center (~0.1-0.2m) cause the chances to hit the island (relative to the distance run) are higher.\n", "- Interesting to see if that affects hippocampal representation (border cells, bias to the center etc.)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "collected = []\n", "for session in sessions:\n", " animal = session.split('_')[0]\n", " sessionpath = os.path.join(source, animal, session)\n", " h5name = os.path.join(source, animal, session, session + '.h5')\n", "\n", " with h5py.File(h5name, 'r') as f:\n", " tl = np.array(f['processed']['timeline']) # time, X, Y, speed, etc.\n", " trials = np.array(f['processed']['trial_idxs']) # t_start_idx, t_end_idx, x_tgt, y_tgt, r_tgt, result\n", " cfg = json.loads(f['processed'].attrs['parameters'])\n", " \n", " # indices of all target entrances\n", " min_dur = 0 # min duration in target, sec\n", " idxs_target = np.where(tl[:, 6] == 2)[0]\n", " idxs_to_idx1 = np.where(np.diff(idxs_target) > 5)[0] + 1 # target starts\n", " idxs_to_idx2 = np.where(np.diff(idxs_target) > 5)[0][1:] # target ends\n", " idxs_to_idx = np.where(idxs_to_idx2 - idxs_to_idx1[:-1] > min_dur * 100)[0]\n", " idxs_tgt_start = idxs_target[:-1][idxs_to_idx1[idxs_to_idx]] # missing first entrance\n", " \n", " idxs_bgr_start = trials[:, 0].astype(np.int32)\n", " \n", " # add zeros / ones to separate\n", " idxs_bgr_start = np.vstack([idxs_bgr_start, np.zeros(len(idxs_bgr_start))]).T\n", " idxs_tgt_start = np.vstack([idxs_tgt_start, np.ones(len(idxs_tgt_start))]).T\n", " \n", " # \n", " idxs = np.concatenate([idxs_bgr_start, idxs_tgt_start])\n", " idxs = idxs[idxs[:, 0].argsort()]\n", " \n", " idxs_first_tgt_hit = idxs[np.where(np.diff(idxs[:, 1]) > 0)[0] + 1][:, 0].astype(np.int32)\n", " dists = np.array([cart2pol(x[0], x[1]) for x in tl[idxs_first_tgt_hit][:, 1:3]])[:, 0]\n", " \n", " collected.append(dists)\n", " \n", "dists = np.concatenate(collected)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 0.46)" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "bins = np.linspace(0, 0.45, 20)\n", "\n", "fig = plt.figure(figsize=(5, 4))\n", "\n", "ax = fig.add_subplot(111)\n", "ax.hist(dists, bins=bins, color=COLORS[2], edgecolor='k')\n", "ax.set_xlabel('Distance to center, m', fontsize=14)\n", "ax.set_ylabel('Number of hits', fontsize=14)\n", "ax.set_title('First target hit in the trial', fontsize=14)\n", "ax.set_xlim(0, 0.46)t" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Performance depending on position relative to the sound source\n", "\n", "### NOTE: could be affected by proximity to the \"entrance\" wall. To test compare original and conflict conditions" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "dists_tgt_succ = np.concatenate([tr_btd['succ_l'][:, 1], tr_btd['succ_d'][:, 1]])\n", "dists_tgt_fail = np.concatenate([tr_btd['fail_l'][:, 1], tr_btd['fail_d'][:, 1]])" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "bins = np.linspace(0.15, 0.8, 15)\n", "\n", "fig = plt.figure(figsize=(10, 4))\n", "\n", "ax = fig.add_subplot(121)\n", "ax.scatter(tr_btd[names[0]][:, 1], tr_btd[names[0]][:, 0], color=COLORS[2])\n", "ax.scatter(tr_btd[names[1]][:, 1], tr_btd[names[1]][:, 0], color=COLORS[2], alpha=0.5)\n", "ax.scatter(tr_btd[names[2]][:, 1], tr_btd[names[2]][:, 0], color=COLORS[3])\n", "ax.scatter(tr_btd[names[3]][:, 1], tr_btd[names[3]][:, 0], color=COLORS[3], alpha=0.5)\n", "ax.grid(b=True)\n", "ax.set_aspect('equal')\n", "ax.set_xlim(0.1, 0.8)\n", "ax.set_ylim(0.1, 0.8)\n", "ax.set_ylabel('Distance to background, m', fontsize=14)\n", "ax.set_xlabel('Distance to target, m', fontsize=14)\n", "ax.set_title('Island positions', fontsize=14)\n", "\n", "ax = fig.add_subplot(122)\n", "ax.hist(dists_tgt_succ, bins=bins, color=COLORS[2], alpha=0.7, edgecolor='k', label='Success')\n", "ax.hist(dists_tgt_fail, bins=bins, color=COLORS[3], alpha=0.7, edgecolor='k', label='Fail')\n", "ax.set_xlabel('Distance to target, m', fontsize=14)\n", "ax.legend(fontsize=14, loc='upper left')" ] }, { "cell_type": "code", "execution_count": 208, "metadata": {}, "outputs": [], "source": [ "# position (angle) between target / background\n", "# also chances to detect (stay) in the island depending on the position of the animal when it hits\n", "# same but position + HD\n", "# light vs dark?\n", "# Performance in the active / passive listening state\n", "\n", "# HYPOTHESIS - in the middle animal is in the active listening state, closer to the walls - in passive state. WRONG\n", "# HYPOTHESIS2 - it's easier to HIT the island by chance when it's in the middle rather when it's away. \n", "# so animal is developed \"central\" search behavior when \"actively\" engaged (listening)\n", "# show active / passive occupancy as a proof\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Performance in the active / passive listening state" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 4 }