{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Analyzing experimental data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Some imports*" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "import numpy as np\n", "import scipy\n", "import typing\n", "from matplotlib import pyplot as plt\n", "import pandas as pd\n", "%matplotlib inline\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Spiketimes_Ntsr1Cre_2020_0003_s02_e05.npy Stiminfo_PVCre_2021_0012_s06_e14.csv\n", "Spiketimes_Ntsr1Cre_2020_0003_s02_e10.npy res.pkl\n", "Spiketimes_PVCre_2021_0012_s06_e14.npy\t simple_cell_center_fp\n", "Stiminfo_Ntsr1Cre_2020_0003_s02_e05.npy simple_cell_random_fp\n", "Stiminfo_Ntsr1Cre_2020_0003_s02_e10.npy\n" ] } ], "source": [ "!ls data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### *Load squares data*" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "\n", "squares_stim = np.load(open('data/Stiminfo_Ntsr1Cre_2020_0003_s02_e10.npy', 'rb'), allow_pickle=True).item()\n", "squares_spikes = np.load(open('data/Spiketimes_Ntsr1Cre_2020_0003_s02_e10.npy', 'rb'), allow_pickle=True).item()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('AsparseNoise5_60deg',\n", " dict_keys(['ename', 'area', 'probename', 'electrode_spacing', 'monitor_offset', 'stimtimes', 'stimvals', 'opto', 'optotimes', 'ivs', 'run_spdthr', 'run_minon', 'runperiods']))" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "squares_stim['ename'], squares_stim.keys()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['grat_x_position', 'grat_y_position', 'grat_contrast'])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "squares_stim['ivs'].keys()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3.10/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.distplot(squares_stim['ivs']['grat_x_position'])" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(25.4911, 80.5089)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "squares_stim['ivs']['grat_x_position'].min(), squares_stim['ivs']['grat_x_position'].max()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-27.5089, 27.5089)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "squares_stim['ivs']['grat_y_position'].min(), squares_stim['ivs']['grat_y_position'].max()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 4, 8, 11, 14, 17, 20, 26, 29, 33, 34, 35, 36, 37,\n", " 41, 44, 45, 46, 48, 51, 58, 59, 67, 72, 77, 82, 87,\n", " 93, 96, 101, 104, 112, 116, 120, 128, 129, 140, 141, 142, 144,\n", " 145])" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "squares_spikes['units']" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3.10/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.distplot(squares_spikes['spiketimes'][0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### *Load gratings data*" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "gratings_stim = np.load(open('data/Stiminfo_Ntsr1Cre_2020_0003_s02_e05.npy', 'rb'), allow_pickle=True).item()\n", "gratings_spikes = np.load(open('data/Spiketimes_Ntsr1Cre_2020_0003_s02_e05.npy', 'rb'), allow_pickle=True).item()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['ename', 'area', 'probename', 'electrode_spacing', 'monitor_offset', 'stimtimes', 'stimvals', 'optotimes', 'opto', 'optofreq', 'ivs', 'run_spdthr', 'run_minon', 'runperiods'])" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gratings_stim.keys()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'oriTun12_opto'" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gratings_stim['ename']" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['grat_height', 'opto', 'optofreq'])" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gratings_stim['ivs'].keys()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 9.55191999, -3.82510311, 1.18950616, 1. , 3.35761066,\n", " 4.65747346, 0.05402836])" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gratings_spikes['RFpars'][0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pre-processing squares data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Turn squares data into a better format*\n", "\n", "`{'squares': (x, y, c), 'firing_rates': [fr1, fr2, ...]}`" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([1.512 , 1.7124]),\n", " array([1155.5455, 1155.7459]),\n", " 54.692066,\n", " 1152.682366)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "squares_stim['stimtimes'][0], squares_stim['stimtimes'][-1], squares_spikes['spiketimes'][0][0], squares_spikes['spiketimes'][0][-1]" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "get_firing_rates = lambda i: ((squares_stim['stimtimes'][:, 0].reshape((-1, 1)) <= squares_spikes['spiketimes'][i]) * (squares_spikes['spiketimes'][i] < squares_stim['stimtimes'][:, 1].reshape((-1, 1)))).sum(axis=1) / (squares_stim['stimtimes'][:, 1] - squares_stim['stimtimes'][:, 0])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(40, 5760)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "N_UNITS = squares_spikes['spiketimes'].shape[0]\n", "N_EXPS = squares_stim['stimtimes'].shape[0]\n", "N_UNITS, N_EXPS" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "firing_rates = np.array([get_firing_rates(i) for i in range(N_UNITS)])" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "stim_data = np.array([((squares_stim['ivs']['grat_x_position'][i] - 25) * 100 / 60, 100 * (squares_stim['ivs']['grat_y_position'][i] / 55) + 50, round(squares_stim['ivs']['grat_contrast'][i])) for i in range(len(squares_stim['ivs']['grat_x_position']))])" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((40, 5760), (5760, 3))" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "squares_data = {'squares': stim_data, 'firing_rates': firing_rates}\n", "firing_rates.shape, stim_data.shape" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "fields_plus = [np.zeros((100, 100)) for i in range(N_UNITS)]\n", "fields_minus = [np.zeros((100, 100)) for i in range(N_UNITS)]\n", "r_coord = lambda x: min(max(round(x), 0), 99)\n", "\n", "for i in range(N_EXPS):\n", " for j in range(N_UNITS):\n", " if squares_data['squares'][i, 2] >= 0:\n", " fields_plus[j][r_coord(squares_data['squares'][i, 0]), r_coord(squares_data['squares'][i, 1])] += squares_data['firing_rates'][j, i]\n", " else:\n", " fields_minus[j][r_coord(squares_data['squares'][i, 0]), r_coord(squares_data['squares'][i, 1])] += squares_data['firing_rates'][j, i]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "for i in range(N_UNITS):\n", " fields_plus[i] = scipy.ndimage.gaussian_filter(fields_plus[i], sigma=6)\n", " fields_minus[i] = scipy.ndimage.gaussian_filter(fields_minus[i], sigma=6)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(3, 5)\n", "ax = ax.flatten()\n", "# set title\n", "fig.suptitle('Receptive fields - positive')\n", "for i in range(len(ax)):\n", " ax[i].imshow(fields_plus[i])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(3, 5)\n", "ax = ax.flatten()\n", "# set title\n", "fig.suptitle('Receptive fields - negative')\n", "for i in range(len(ax)):\n", " ax[i].imshow(fields_minus[i])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Finding centers of the receptive fields" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from scipy import signal\n", "\n", "def gkern(kernlen=100, std=5, x=0, y=0):\n", " \"\"\"Returns a 2D Gaussian kernel array.\"\"\"\n", " if not x and not y:\n", " gkern1d = signal.gaussian(kernlen, std=std).reshape(kernlen, 1)\n", " gkern2d = np.outer(gkern1d, gkern1d)\n", " return gkern2d\n", " else:\n", " return np.roll(gkern(kernlen, std, 0, 0), (x - 50, y - 50))\n", "\n", "\n", "def find_center(field) -> typing.Tuple[typing.Tuple[int, int], float]:\n", " \"\"\"\n", " Find the center of the field and return it and the score\n", " \"\"\"\n", " center = np.unravel_index(np.argmax(scipy.ndimage.gaussian_filter(field, sigma=7)), field.shape)\n", " score = np.sum(field * gkern(x=center[0], y=center[1])) / field.mean()\n", " return center, score" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_4092185/2956312832.py:18: RuntimeWarning: invalid value encountered in double_scalars\n", " score = np.sum(field * gkern(x=center[0], y=center[1])) / field.mean()\n" ] } ], "source": [ "centers_pos = [find_center(fields_plus[i]) for i in range(N_UNITS)]\n", "centers_neg = [find_center(fields_minus[i]) for i in range(N_UNITS)]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3.10/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { "text/plain": [ "12" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.distplot([centers_pos[i][1] for i in range(N_UNITS)])\n", "tuning_threshold = 200\n", "sum(centers_pos[i][1] > tuning_threshold for i in range(N_UNITS))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "tuned_units = [i for i in range(N_UNITS) if centers_pos[i][1] > tuning_threshold]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(3, 4)\n", "ax = ax.flatten()\n", "fig.suptitle('Receptive fields for tuned units')\n", "for i in range(min(len(tuned_units), len(ax))):\n", " ax[i].imshow(fields_plus[tuned_units[i]])\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "centers_pos_np = np.array([c for c, _ in centers_pos])\n", "plt.scatter(centers_pos_np[:, 0], centers_pos_np[:, 1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preprocessing grating data" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3.10.5 64-bit", "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": "3.10.5" }, "vscode": { "interpreter": { "hash": "e7370f93d1d0cde622a1f8e1c04877d8463912d04d973331ad4851f04de6915a" } } }, "nbformat": 4, "nbformat_minor": 0 }