{ "cells": [ { "cell_type": "code", "execution_count": 79, "id": "7a806342", "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import sys, os # include modules to the path\n", "parent_dir = os.path.abspath(os.path.join(os.getcwd(), os.pardir))\n", "sys.path.append(parent_dir)\n", "sys.path.append(os.path.join(parent_dir, 'session'))\n", "sys.path.append(os.path.join(parent_dir, 'postprocessing'))\n", "\n", "import os\n", "import numpy as np\n", "import h5py, json\n", "import matplotlib.pyplot as plt\n", "\n", "from scipy import stats as scipystats\n", "from datetime import datetime\n", "from session.utils import session_to_numbers\n", "from session.lists import processed_008228, processed_008229\n", "from session.adapters import EPOCH_NAMES, H5NAMES\n", "\n", "np.set_printoptions(suppress=True)" ] }, { "cell_type": "code", "execution_count": 3, "id": "693305ca", "metadata": {}, "outputs": [], "source": [ "source = '/home/sobolev/nevermind/Andrey/data'\n", "animals = ['008228', '008229']" ] }, { "cell_type": "markdown", "id": "cda14c1e", "metadata": {}, "source": [ "## Building MFR / SPA datasets" ] }, { "cell_type": "code", "execution_count": 4, "id": "a5512ac7", "metadata": {}, "outputs": [], "source": [ "ds_mfr = []\n", "ds_spa = []\n", "\n", "for session in processed_008228 + processed_008229:\n", " a_code, s_code = session_to_numbers(session)\n", " \n", " h5path = os.path.join(source, \"00%s\" % a_code, session, \"%s.h5\" % session)\n", "\n", " with h5py.File(h5path, 'r') as f:\n", " unit_names = [name for name in f['units']]\n", " \n", " for unit in unit_names:\n", " with h5py.File(h5path, 'r') as f:\n", " f_info = np.array(f['units'][unit][H5NAMES.spat_info['name']])\n", " mfr = np.array(f['units'][unit][H5NAMES.mfr['name']])\n", " \n", " unit_spl = unit.split('-')\n", " rec_left = np.array([a_code, s_code, float(unit_spl[0]), float(unit_spl[1])])\n", " ds_mfr.append(np.concatenate([rec_left, mfr]))\n", " ds_spa.append(np.concatenate([rec_left, f_info]))\n", " \n", "ds_mfr = np.array(ds_mfr)\n", "ds_spa = np.array(ds_spa)" ] }, { "cell_type": "markdown", "id": "f35165d1", "metadata": {}, "source": [ "## SPA histograms" ] }, { "cell_type": "code", "execution_count": 85, "id": "4e1da1b4", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ds_spa1 = ds_spa[(ds_spa[:, 4] > 0.25) & (ds_spa[:, 5] > 0.25) & (ds_spa[:, 6] > 0.25)]\n", "ds_spa2 = ds_spa1[ds_spa1[:, 1] > 22051800]\n", "\n", "fig = plt.figure(figsize=(10, 10))\n", "\n", "for i in range(3):\n", " ax = fig.add_subplot(3, 1, i+1)\n", " ax.hist(ds_spa2[:, i+4], 80)\n", " ax.set_xlim(0, 3)\n", " ax.grid()" ] }, { "cell_type": "code", "execution_count": 86, "id": "99f6f5a5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 8228., 22062210., 2., 3.],\n", " [ 8228., 22062210., 2., 4.],\n", " [ 8228., 22062210., 2., 5.],\n", " [ 8228., 22062210., 3., 11.],\n", " [ 8228., 22062210., 3., 2.],\n", " [ 8228., 22062210., 3., 4.],\n", " [ 8228., 22062210., 3., 8.],\n", " [ 8228., 22062315., 2., 10.],\n", " [ 8228., 22062315., 2., 11.],\n", " [ 8228., 22062315., 2., 12.],\n", " [ 8228., 22062315., 2., 14.],\n", " [ 8228., 22062315., 2., 2.],\n", " [ 8228., 22062315., 2., 5.],\n", " [ 8228., 22062315., 3., 10.],\n", " [ 8228., 22062315., 3., 12.],\n", " [ 8228., 22062315., 3., 13.],\n", " [ 8228., 22062315., 3., 16.],\n", " [ 8228., 22062315., 3., 17.],\n", " [ 8228., 22062315., 3., 18.],\n", " [ 8228., 22062315., 3., 5.],\n", " [ 8228., 22062315., 3., 7.],\n", " [ 8228., 22062315., 3., 9.],\n", " [ 8228., 22062715., 2., 10.],\n", " [ 8228., 22062715., 2., 3.],\n", " [ 8228., 22062715., 2., 4.],\n", " [ 8228., 22062715., 2., 5.],\n", " [ 8228., 22062715., 2., 7.],\n", " [ 8228., 22062715., 3., 2.],\n", " [ 8228., 22062809., 2., 2.],\n", " [ 8228., 22062809., 2., 6.],\n", " [ 8228., 22062809., 2., 7.],\n", " [ 8228., 22062809., 3., 11.],\n", " [ 8228., 22062809., 3., 2.],\n", " [ 8228., 22062809., 3., 4.],\n", " [ 8228., 22062809., 3., 5.],\n", " [ 8228., 22062819., 2., 2.],\n", " [ 8228., 22062819., 3., 2.],\n", " [ 8228., 22062819., 3., 3.],\n", " [ 8228., 22062819., 3., 5.],\n", " [ 8228., 22062819., 3., 6.],\n", " [ 8228., 22062819., 3., 7.],\n", " [ 8228., 22062916., 2., 2.],\n", " [ 8228., 22062916., 3., 2.],\n", " [ 8228., 22062916., 3., 3.],\n", " [ 8228., 22062916., 3., 6.],\n", " [ 8228., 22062916., 3., 7.],\n", " [ 8228., 22062916., 5., 9.],\n", " [ 8228., 22063020., 3., 2.],\n", " [ 8228., 22063020., 3., 4.],\n", " [ 8228., 22070415., 5., 2.],\n", " [ 8228., 22070415., 7., 11.],\n", " [ 8228., 22070415., 7., 13.],\n", " [ 8228., 22070415., 7., 2.],\n", " [ 8229., 22062209., 7., 2.],\n", " [ 8229., 22062209., 7., 4.],\n", " [ 8229., 22062209., 7., 5.],\n", " [ 8229., 22062209., 7., 6.],\n", " [ 8229., 22062316., 5., 10.],\n", " [ 8229., 22062316., 5., 11.],\n", " [ 8229., 22062316., 5., 13.],\n", " [ 8229., 22062316., 5., 16.],\n", " [ 8229., 22062316., 5., 3.],\n", " [ 8229., 22062316., 5., 8.],\n", " [ 8229., 22062316., 6., 2.],\n", " [ 8229., 22062316., 6., 3.],\n", " [ 8229., 22062316., 6., 5.],\n", " [ 8229., 22062316., 7., 3.],\n", " [ 8229., 22062316., 8., 10.],\n", " [ 8229., 22062316., 8., 3.],\n", " [ 8229., 22062316., 8., 5.],\n", " [ 8229., 22062517., 5., 4.],\n", " [ 8229., 22062517., 5., 5.],\n", " [ 8229., 22062517., 6., 2.],\n", " [ 8229., 22062517., 6., 4.],\n", " [ 8229., 22062517., 8., 10.],\n", " [ 8229., 22062517., 8., 5.],\n", " [ 8229., 22062716., 1., 2.],\n", " [ 8229., 22062716., 5., 2.],\n", " [ 8229., 22062716., 5., 7.],\n", " [ 8229., 22062716., 6., 5.],\n", " [ 8229., 22062716., 6., 8.],\n", " [ 8229., 22062716., 7., 12.],\n", " [ 8229., 22062716., 7., 13.],\n", " [ 8229., 22062716., 7., 14.],\n", " [ 8229., 22062716., 7., 16.],\n", " [ 8229., 22062716., 7., 19.],\n", " [ 8229., 22062716., 7., 2.],\n", " [ 8229., 22062716., 7., 20.],\n", " [ 8229., 22062716., 7., 21.],\n", " [ 8229., 22062716., 7., 24.],\n", " [ 8229., 22062716., 7., 3.],\n", " [ 8229., 22062716., 7., 4.],\n", " [ 8229., 22062716., 7., 7.],\n", " [ 8229., 22062716., 7., 9.],\n", " [ 8229., 22062716., 8., 5.],\n", " [ 8229., 22062810., 5., 2.],\n", " [ 8229., 22062810., 5., 7.],\n", " [ 8229., 22062810., 5., 8.],\n", " [ 8229., 22062810., 6., 2.],\n", " [ 8229., 22062810., 7., 12.],\n", " [ 8229., 22062810., 7., 14.],\n", " [ 8229., 22062810., 7., 18.],\n", " [ 8229., 22062810., 7., 20.],\n", " [ 8229., 22062810., 7., 6.],\n", " [ 8229., 22062821., 1., 2.],\n", " [ 8229., 22062821., 6., 2.],\n", " [ 8229., 22062821., 6., 5.],\n", " [ 8229., 22062919., 1., 12.],\n", " [ 8229., 22062919., 1., 13.],\n", " [ 8229., 22062919., 1., 17.],\n", " [ 8229., 22062919., 1., 19.],\n", " [ 8229., 22062919., 1., 21.],\n", " [ 8229., 22062919., 1., 22.],\n", " [ 8229., 22062919., 1., 3.],\n", " [ 8229., 22062919., 1., 4.],\n", " [ 8229., 22062919., 1., 7.],\n", " [ 8229., 22062919., 5., 4.],\n", " [ 8229., 22062919., 5., 5.],\n", " [ 8229., 22063021., 1., 6.],\n", " [ 8229., 22063021., 1., 7.],\n", " [ 8229., 22063021., 1., 8.],\n", " [ 8229., 22063021., 1., 9.],\n", " [ 8229., 22063021., 5., 2.],\n", " [ 8229., 22070114., 1., 12.],\n", " [ 8229., 22070114., 1., 13.],\n", " [ 8229., 22070114., 1., 14.],\n", " [ 8229., 22070114., 1., 17.],\n", " [ 8229., 22070114., 1., 18.],\n", " [ 8229., 22070114., 1., 2.],\n", " [ 8229., 22070114., 1., 20.],\n", " [ 8229., 22070114., 1., 21.],\n", " [ 8229., 22070114., 1., 22.],\n", " [ 8229., 22070114., 1., 4.],\n", " [ 8229., 22070114., 1., 5.],\n", " [ 8229., 22070114., 1., 6.],\n", " [ 8229., 22070114., 1., 8.],\n", " [ 8229., 22070114., 4., 2.],\n", " [ 8229., 22070114., 5., 4.]])" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds_spa2[:, 0:4]" ] }, { "cell_type": "code", "execution_count": 73, "id": "9dd63fdb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1054, 8)" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds_mfr.shape" ] }, { "cell_type": "code", "execution_count": 62, "id": "3b4ecc34", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(14, 4))\n", "\n", "for i, pair in enumerate([(4, 5), (5, 6), (4, 6)]):\n", " ax = fig.add_subplot(1, 3, i+1)\n", " ax.scatter(ds_mfr[:, pair[0]], ds_mfr[:, pair[1]], alpha=0.5)\n", " ax.plot([0, 60], [0, 60], color='green')\n", " ax.set_aspect('equal')\n", " ax.set_xlim(0, 60)\n", " ax.set_ylim(0, 60)\n", " ax.grid()" ] }, { "cell_type": "code", "execution_count": 58, "id": "0c7b5fef", "metadata": {}, "outputs": [], "source": [ "lim = 2 # Hz\n", "ds_s1 = ds_mfr[(ds_mfr[:, 4] < lim) & (ds_mfr[:, 5] < lim)]" ] }, { "cell_type": "code", "execution_count": 59, "id": "b20f31cc", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16, 16))\n", "\n", "x_vals, y_vals = ds_s1[:, 4], ds_s1[:, 5]\n", "\n", "ax = fig.add_subplot(131)\n", "ax.scatter(x_vals, y_vals, alpha=0.5)\n", "ax.set_aspect('equal')\n", "ax.plot([0, lim], [0, lim], ls='--', color='red')\n", "ax.plot(x_vals, intercept + slope*x_vals, color='red')\n", "ax.grid()\n", "ax.set_xlim(0, lim)\n", "ax.set_ylim(0, lim)\n", "fig.tight_layout()\n", "\n", "slope, intercept, r_value, p_value, std_err = scipystats.linregress(x_vals, y_vals)\n", "st, pv = scipystats.kruskal(x_vals, y_vals)" ] }, { "cell_type": "code", "execution_count": 60, "id": "bd134fbd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(6.051048202890981,\n", " 0.01389804403847066,\n", " 0.6618641083363263,\n", " 7.876833532594473e-67)" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "st, pv, slope, p_value" ] }, { "cell_type": "code", "execution_count": null, "id": "d6f44ba1", "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": 5 }