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Synchrony tutorial notebook
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Pearson correlation"
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-13T13:50:59.452534Z",
"start_time": "2019-05-13T13:50:59.200659Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Pandas computed Pearson r: 0.2058774513561943\n",
"Scipy computed Pearson r: 0.20587745135619354 and p-value: 3.7902989479463397e-51\n"
]
},
{
"data": {
"image/png": 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Cw8MZNGgQL774IldddRUA0dHR3v1vv/12br/9dn7961+H3NPKztO65ppryM/P59ZbbyUz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\n",
"text/plain": [
"<Figure size 1008x216 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import scipy.stats as stats\n",
"sns.set_context('talk',font_scale=.8)\n",
"\n",
"df = pd.read_csv('synchrony_sample.csv')\n",
"overall_pearson_r = df.corr().iloc[0,1]\n",
"print(f\"Pandas computed Pearson r: {overall_pearson_r}\")\n",
"\n",
"r, p = stats.pearsonr(df.dropna()['S1_Joy'], df.dropna()['S2_Joy'])\n",
"print(f\"Scipy computed Pearson r: {r} and p-value: {p}\")\n",
"\n",
"f,ax=plt.subplots(figsize=(14,3))\n",
"df.rolling(window=30,center=True).median().plot(ax=ax)\n",
"ax.set(xlabel='Frame',ylabel='Smiling evidence',title=f\"Overall Pearson r = {np.round(overall_pearson_r,2)}\");"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-13T06:09:09.665459Z",
"start_time": "2019-05-13T06:09:09.245497Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,0.98,'Smiling data and rolling window correlation')"
]
},
"execution_count": 93,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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lFVqUcN0U7wf+i0ljn47Jruh8tRYTlVK5SqldSqmXlFL1XYWHA9u11oWOttXA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\nSZIkqQMWY5IkSZLUgT8A3HDjoFDopYgAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1008x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Set window size to compute moving window synchrony.\n",
"r_window_size = 120\n",
"# Interpolate missing data.\n",
"df_interpolated = df.interpolate()\n",
"# Compute rolling window synchrony\n",
"rolling_r = df_interpolated['S1_Joy'].rolling(window=r_window_size, center=True).corr(df_interpolated['S2_Joy'])\n",
"f,ax=plt.subplots(2,1,figsize=(14,6),sharex=True)\n",
"df.rolling(window=30,center=True).median().plot(ax=ax[0])\n",
"ax[0].set(xlabel='Frame',ylabel='Smiling Evidence')\n",
"rolling_r.plot(ax=ax[1])\n",
"ax[1].set(xlabel='Frame',ylabel='Pearson r')\n",
"plt.suptitle(\"Smiling data and rolling window correlation\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Time Lagged Cross Correlation"
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-13T06:29:13.689283Z",
"start_time": "2019-05-13T06:29:13.350178Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x127612b38>"
]
},
"execution_count": 113,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ccMRrJiYm1gQm27dvZ/r06YSGhnL33Xfj6+vLNddcw1NPPUVeXh5BQUGcUzuQ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\nVzV/2hYAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1008x216 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def crosscorr(datax, datay, lag=0, wrap=False):\n",
" \"\"\" Lag-N cross correlation. \n",
" Shifted data filled with NaNs \n",
" \n",
" Parameters\n",
" ----------\n",
" lag : int, default 0\n",
" datax, datay : pandas.Series objects of equal length\n",
"\n",
" Returns\n",
" ----------\n",
" crosscorr : float\n",
" \"\"\"\n",
" if wrap:\n",
" shiftedy = datay.shift(lag)\n",
" shiftedy.iloc[:lag] = datay.iloc[-lag:].values\n",
" return datax.corr(shiftedy)\n",
" else: \n",
" return datax.corr(datay.shift(lag))\n",
"\n",
"d1 = df['S1_Joy']\n",
"d2 = df['S2_Joy']\n",
"seconds = 5\n",
"fps = 30\n",
"rs = [crosscorr(d1,d2, lag) for lag in range(-int(seconds*fps-1),int(seconds*fps))]\n",
"offset = np.ceil(len(rs)/2)-np.argmax(rs)\n",
"f,ax=plt.subplots(figsize=(14,3))\n",
"ax.plot(rs)\n",
"ax.axvline(np.ceil(len(rs)/2),color='k',linestyle='--',label='Center')\n",
"ax.axvline(np.argmax(rs),color='r',linestyle='--',label='Peak synchrony')\n",
"ax.set(title=f'Offset = {offset} frames\\nS1 leads <> S2 leads',ylim=[.1,.31],xlim=[0,300], xlabel='Offset',ylabel='Pearson r')\n",
"ax.set_xticklabels([int(item-150) for item in ax.get_xticks()]);\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Windowed time lagged cross correlation"
]
},
{
"cell_type": "code",
"execution_count": 120,
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-13T06:38:07.085382Z",
"start_time": "2019-05-13T06:37:47.697189Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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8e0kHcp8HzbLyWcBFSNvXZ4kbSMOnLe1Z3MKO0h8J9VDzKp7GDHRXQmElVbtT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\nw6iIKVKGYRiGYRgVMUXKMAzDMAyjIv8fdWAdFZaNEO4AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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T3Ev6c+BeXl4PlzH5SdHOt8JRbW/x7bwaLsnmZOfnZ/229wLwSr/vl8BlqT578ZYAM38A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VUYSx2QWadFU3Dai60twrpLuC7Rzc5tVQnYJiBxtZv+3ZKv1XwV3am98nJNd+aNfWq6K28K\n0uY1DdigCgvtyahow6KmKN2kpC7HnuLM1HrIK8YblRdnMcnIx5MqrenDhkfjUu3R2aDKdNB2RffV\n21uUW9gHIC69kvdPGOhrCLSIpiobaFNxKnC6ztMBnCWtvRXbnot15ZQXo0jtBZ2McCVlmYy8RzSQ\nx2lF33svY19Uizm3A8drqrw8s0gzKHj5nsaRCpDucqJKdHgCyqu6QY+333/9bmlvzTip0g3P75DO\niCoacVJQeWhu5kXDW7P0gF7bzCsa0Aca93Rslq+xUVKC2hPb1SKv46xoeED2eVLrfbRnZdZa1+nS\n+xpQfZX2eGx2rPoca8FbcX2SM87yqq7a67stUFv+lp7egyRiEIKlL6Ux+5Wnd+n1PUgiRiX1qcS5\no0iUh+lW+rNd9/a1x5FUfXgaS+UpujKIK2Hc9UhII389gzhhkHqlqMHoZOKiFkkm0O6ST6o2FWlT\nDtXOxBU19an7vGyz7o+OE2wGbTbYDJrBYDAYDAbDgmFPz6AZDAaDwWA4trAZtNmwpwdor3jX54nL\nqehhzCBMjy8NYk5e9jTLgaWUk5c9tbJvlLBv6G/ZchpzUily2PIS0t5DkfJa9J6P9dS3ji3ZRbXo\nY4loz0odW5AqRp+GFrD0eyuRXWn9BmiSRmfpGX1Rdeja1+fVdQblfQnd9KryxNzioVnSSJpS2gll\nWWT1tH7Lu1F3FrsJ4itR3BCFjTqoQJfnTQ+rIm92Tjqua8d2oqgZl7IUOVVCysRpHbtR6v2djvXY\nppq74oa2n0sXPQ3KjU1RkVHSFD+OE99+JPJ16qhflQcUEje8A3Us2rLZOqfoy8yRj0sP6onyvq49\n7pyjsb11AxqXAuW7E9KqFbdfp6i6L8OwBG9ItU8hLQ/IcIzCQZ7X9ZtslPRlUXt7F2Mmufem3cyL\nylsxd1S0XnP/WthZizzr9KaiAcd50aIp6/0zRXdWxxnnFGUdMkdeUqVZUaV93vYmEq71IKrXtmhv\n32rP0N42zYwEvDBrKcgaJ1L1VXESVf18pNJxIg1v4qiDutT13HottVlMX8jeOIlISsHsUVJRrQeW\nBtX/yoHllJNGPr1/EDfSy6n3XB4mddzQJK0peO0Bn0S1V2oSCVIJnk8adHyPAYNhAbGnB2jzQrwH\nieSOMaPhREffAM9gMOxptCOnGHaGeQvVPlJEPiAih0Rky+eQiCyJyAtF5DIRWRWRS0TkQSr/fBGZ\niMgRtbxgntdgMBgMBoPBcKwx7xm064BXAEvAa3SG+Pnot4bVeznnviIiZ7C1jm9wzj3mWFfUYDAY\nDAaD4Xhh3kK17wYQkft2ZN8fuA9wS+fc1WH/y45lfa791mGi4A6epDFJIPOTQcxVwdYsHcYMQ/om\n+wYcCLZpJy+lnLrPp2+yMqgC8O4fxKSllEYsQWajuQ5NCtA5CN7kZLgqb1NNMnoF8JBWAXz1sWKR\nyjYsltrGTdusxZHsaNpUtO2cKpt0HL8t4yFtN/Da8GT7CABqfy+V0WObVkpitO29VLqyfVJpSUHb\n40l0lCwyKrux8rg3YHK6q05tuy69vUyqe9e3T8N2rJVXlYnilg1ZVJWttkdJ1fBK1X5XrjciVCj7\nsqK22ypc0YjQUQekrvfPtxwn7IO2C6ovpWi9E10mS3pb3tjf9e6n0bR3q9XzJ6odTnL93rqGin8d\n3UNJXygZjCwvqvREpXNXy2BoSYy29IWWnCi363ReNO3U1oOkRabsy7Jx0Wl3lmf1M8szhytcw05s\nOxuxNroCeOttOh01tqv9Raq8hg1aHDXScei4ojgiLiMJRFLJgUyT/dDbcnXNhTgkKu9H0bBDK0q7\nw6KobPU21ydcp+ta2vOqeg+SqPEMdb265Era66W0SBxJFalgkESV/AjAcx90GvOGOQnMhkUyGjkH\n+ArwDBG5XES+KiIvFZF9rf1+QkSuEZEvicirROSmXQcTkeu3W475FRkMBoPBYDDMgEUaoJ0G3Cmk\nbwvcG/hh4IVqn5cC3xn2fQBwa+Ad0uXGaDAYDAaD4bjDBW/2eSwnEhbJi/MwkAO/65zbAC4NDgAv\nA84FcM59Uu3/JRH5JeDrwB2AL+iDOedO3u6EP/AH/+K6XLSjSIhUCIEsTFFfvzap3N4Pro258rB3\njR8kUTWdDPWUc5t+0NDT0kM1rT1IIpaUGvZSj5RHGfA3jaNKqXqo0iPllu2nuyXsU6cToRFEWktU\nSBXsO0eCerpkYyTz1+wmm7jNEOteKedX8hGK8tGBe7X6vsauvXz6XsS+7V204VGiN6fSmdPOsZPO\nRJcvadQ4rgKEe9X+EJg7GdTpOK6CqouS7thClVayHAJa5V620prIuKJHJar3kSjBSVTTxRIRhf0i\nkYpKFEXxRaLlNGp6Uivdt2nNPjqzRCNf7d8O5J338ZcKsfrm0xRdI/JI67hdlOUkL9gMO01yV1Gh\nOt0nlbFFBiPX+/i2szbOm/tPAmWpaMpsklNkZbqm3PK8qLYXhVPSGhlFULAvJuPqnZ32ByhRXD3/\nRjru3h4nUYPiK01NoqJOt6UympRlaHsiO6Ivu9T/p6HcP1HlyuPE25gvtOnl7c6xJS1bt8cqesyg\n9X+h0+U1p1HEKNn6f2G4cWGRBmgXhl/de27Xk5b/6jaDZjAYDAbDAmI3epOGGvOW2YhFZAQMwvoo\nLBHeg/MK4I9EZCgi3w78NvBmte9PiciBsH4m8P+ATwJfnOd1GAwGg8FgMBxLzHsG7dHAa9V64Mg4\n2zn3XhF5AJ7SvAa4Hvh74LywTwQ8Bfi/IjIErgbeBTzOudmifp9605VOj5lYTQkPkriaNl5K42r7\n0iBuUJF6arlEHGgcHXA96pnKjpSnZ6kS3QjgK7VKdBpFlfhtGkVVnRIV5HkQ6+Dq9VR9GqvoBPmk\n8oZseFK26caK7tK0VgRBSb8RiDeb4Cbjhop/I3D4pg/mXGSTRuDwbMNTp8U4I59kVboI6WxjTBGC\njmfr42p7Ps7Jg9x8Mc7Jg1daUThc4NCKvHk9pXq4xEIcKOF4ENVBytX2aBBXFGYU1/tIHFXbJY6J\n06TaHqUJUfDqjdOks0wUx9X2Mq+8r53nUAHIiaJmsPSS7kzSmtbUNKiOSJCqfRIVkSBKqmnoRkQC\naHprloHMo6SOYBAluChuUJN5VlOBJaWYF1TprZ6e1Pur4OdaPb9Mazpx0uP1uBM6sc8bsi8geF40\n6dFm+aZaf1dg7ywrauV5p7wBC9fwANSK9Q0l+0q13nUq+vtjsqWs6zgG+D4lSrso+AGw3LF9q6dm\nXwSAaQr87e153rwebVK8nYem94Bky/YuD9E2NHXd9h6tzttBoQ6q/4ZI/U9ELIV3fhDX+wxb++v/\njDJQ+zCJWQ4KAstpXCsCDGOWwvalJGJFpeMQeUKyzWa0FdUAXOXGHzXf5+MAbeZi2DnmLbNxPnD+\nlPz/Bs7uyVsD7nVMKmYwGAwGg8GwQFgkGzSDwWAwGAwnGE4078p5YU8P0N560w/VK1HkaSHw1E3l\nedQ9NewmBWx2NLqopsRIBp5eSusA241A2KLPp+iucntB7QYBUDKJbc8+5RlZTSX3eUXu1nNQlSka\ndOWkPlfWQ2mW9SkDhGc1NVlMsprizHNcXgYRLxrpEhJHREFgNp3iRSUqgHnTezQcM+++L3p7kRd1\nPcc5RSWK6yoByunHagV5zjtooLxoUJyl13A0iIlLweSllGTk2048GlbpKE1Ilnw6WR6RriyFfQZE\nSz64soxWkNFKdfw6yHuMpD7gt4sHOJ1OfJp0VKWLOK08CSe5Y1zRdUpctSiYFHlF/40zx2a49xtZ\nTU3qQOCbWcFa8DjcyGvacb3llaipwi4vRk0ntmnKXFF87eDcsJV66xMO7aar4oqyGsTRFipLpysv\nu56gvA3P1aJfkLZMZ3q7ErAdZ3lDhLZKj/PKu1MHP9+Jd2eeq+3j9eqdKjLv3dkl9Ky3SRRX72Tb\n01PTlzqYeRlcPEkjkpISHCakw+CtPkzYF4KOn7w84MBSGtIpB0IA8pNHKScFgfEDo4RTwz4raU0n\nrqTCKAjNRpN1ZLwWHkjt0S75uO5Li7whBo0roOgWzG5gB31u1VdthgW8rkFXPz7tvyoOItwS1cLT\nUpujAHDKt21bH8NiYE8P0AzHEPbFZNgD6Bt0GQyGGjaDNhusdzEYDAaDwWBYMOzpGbTB7b8HN/Ze\nhY3pek03RrESVy3q/UshV2jOFiWDevo5SZWH3QAZjpDByJePBw2vPD0dXYqBNoREo1jFSuzxynFF\nNSUurqjr1Y5jWca6LDIIU+syXqVYPewvZ2MVSuFZdZ0yHBEF2kxOOR2GK1XdynvWqHN9E5t1bNep\nqONy9tXVZZMmlTupadQKiu512QQXxDbd+irFRqAvsnFFJ0g6qJ5PdQ7AbW5QhOecb4zJ1oM4b0N8\nt1CepFlje7lfMc4oVJlIeWi2UXmQpgnxoBaDLb1Bk9GQZMW3nWi0XNPm6h64XMUf1dRSkqp4morq\nEGm0r1Ko1ql4nQ3asCEcWwvNak/Nkt5sx6NsI4qkElVeTmu6K41EeTRHyqNZKuHNYRwzKD3rkMqj\nWccTiXqkEdtxPLeLQbLT4+RFvS0vur1PJ4Vjo6Ig84qaXZvkTEIs0DFFRY+Os6Ihel2my3Ll9q5Y\nnFr8emkQ91Ko2pM0irZ6NWrPQ00n3mTfgNP2eRr89JUBpy0PKhpxOa2flfcsr+um76ZuFZqBbnix\nbqOEqbMF6ljEPd7y7RitWbmSrvil45iV13sZZ1ifX/fb2zQm7bnsaHoLSxXH1jXSOl+vl69X4ahM\nEAqH8ph21XVo72nwoXjmDZtBmw02gzYHVPY/hj2DYpxtv9MJhnG2vUL/iYYdBCU4oXH6ivVtBsOx\nwp6eQTMYDAaDwXBsYTNos8Fm0AwGg8FgMBgWDNKn8rwXICLXw84Cq9+QMifquax+N55zLXr95nmu\nRa/fPM+16PWb57msfoZFg82gGQwGg8FgMCwYbIBmMBgMBoPBsGCwAZrBYDAYDAbDgsEGaAaDwWAw\nGAwLBhugGQwGg8FgMCwYbIBmMBgMBoPBsGCwAZrBYDAYDAbDgsEGaAaDwWAwGAwLhj0tVGswGAwG\ng8GwiLAZNIPBYDAYDIYFgw3QDAaDwWAwGBYMNkAzGAwGg8FgWDDYAM1gMBgMBoNhwWADNIPBYDAY\nDIYFw54coInIPhG5uYiMdlnm20Vk37Gs2/GEiNxTRNLjXQ+DwXDiQkTkeNfBYLgxYE8N0ETkKSLy\nReAgcBlwWEQ+KCL3mlLmqSJySSjzdeCgiFwiIk+dT613D/E4aYaibwFO2+E5bi4ivyQijxeRM6bs\nF7fWf0hEnheWH+gp82IR+b5d1bwuewcReZiI3CSs319EXiIij55S5hYicp6IvFlE3i0ibxCRx4nI\nYEqZM0TkGaHMv4TfZ4jILWesdyQiP9+TNxKRu4rISkfeo6Yc87tE5KEiMgxt4lwReZGI3G+XdbtI\nRE7fxf7DnX78iMgBlb6TiDxERG66m/rdEIhIKiLvmdf5ptTjsaGdnh3WnyMiF4vIa2Z8l/vO873l\n/Q1t7ndE5CNheeqcBk9XiMjNp9TxgaGvPi20peeJyFtE5HFzqJvBsDhwzu2JBXgm8A3gD4E/Ar4J\nPAt4IXA9cJ+OMn8IfBl4AnAWcPvw+wTgS8BzZqjHEMh78n4DeBvwbGB/K+/TPWVOBf4W+BTwcODO\n4Tpz4APATTvKfLlnyYCvAV/uKPNBlb4LcA3wBeDzIX3Xnvp9GLhbSD8C2AD+CfhHYA14aEeZItT/\nI8DPAYMd3tuHAWPgKuBy4MeBK4F/CHX87Y4y9wQO4wffl4XzvjukLwZu0lHmbOAI8J/Ay4Dnht+P\nhGNtaUuztotwr78V7slh4PGt/EM9x/vJcH/XgPcBvwX8M/AvwAR4eEeZZ/Usq8CfAc/qKPMElV4B\n3hSewRj4e2Clp37fi38Hc+BPwrO7Ppyrtz2FsmcBvw7ctyPvFUfxfXw48G/A1eF6rg7rW+5dq9xD\ngX8N+2/i38e/Bu7Qs/8zgCvC/fom8Bzgo8CTwu+resp9Ct9nnLyL6/0McJuQfjb+vX8a8JvAJcDv\ndZT57tb6ucAHgQ8BvzrlXH/Zs6wDfwP8ZVd7CvficuDTwO8DLwf+b2gbj9/ptd6QBRDg3tvsc0/g\n14DfC7/33MFx7xH2fTrw+L42ofY/Cfg+IC2fRXjmvXUDvnce98iWY78c9wrM7UL9H/Cd1fpdgY+F\n9KOAD3SU+daUTvWOwOUz1GMIFB3bfw8/OPpT4OPA54Cbq/zDPcd7Df5P8Q34QcNzgB8IHcGHgJd3\nlDkIXAD8gloeAxzC//H9QkeZwyr9NuAFav2PgXf01O86IArpTwIPVnkPBD7VdS78wORVoU5XAs8H\nbr3Nvb0Q+D8h/TPhOu8R1u8OfL6jzMeAJ6v13wT+AhgArwNe01HmU8Av9tThscBFPXm3mrLcke4B\n2juB5+EHPw/FDz5/cwft4hPAvfB/IgXwMJX3BNSAW20vgIuA/2gtY/xA+z0dZQ6p9PNC271HuN8f\nBZ7XU78LgKeG9pYBT8H/KSb4P+O39pR7GP4P/uOhvb8BSLrqo7b1DTyfhX9fuu77k/ADxecDPwXc\nL/w+Hz/w6hyYAL8c6vV66nfyxcCb8QPQ7+ko8yVC34T/M86oB1FnAl/vOdcE30cdAV4NfP+096Pj\neX0e+C61fkfgS9uU+aVwX87D91lX0TNoCu3p/cBrW8s6/qPytR1lPoN/9+8Syv+Iyns48Mmec42A\nl4T2+zrgjL5r2MnC9IH7rfAfbxuhvh8Mv+vh/LfqKHMLfP9UhCXD9085vr+RjjL3wvd/Bf7/4Afx\n/eknw7keO+W+Xxza4vJurtuWxVqOewXmdqG+cxS1ngBXh/SIjj86/EBhqed4y8CRnrz3TFne2/Xi\nA18E7hLSgp+R+RxhBqyvg8F/nR8ATgkv5m1V3nfQPRt2K/xMwFuA09X2q4Bv7zmPHqBdhvpqx3/l\nfbOn3KGyk8B37JHKk67rovmHsB//xfmZ0Kn9M/Bjfc9YpSNg3Mo/2FM/XacUuCqkvw24sqPMKmpQ\n0MpLgNWevHJmsGspetrFlagZROA78WRogh8AABUqSURBVLMsv9J+Lq1y16p7vNk6xqi8xlaZp+AH\nCw9pbd9pu/gszY+g7wK+0FPuynCvhuHadXu6KfCNnnKfIMxgAd+On7V8M/VHQNd7nOMHmO2B53/g\nZxe77vtXgR/sqcP/Ar7Wk3cJaiYFP9v67yH9ZOBdHWUOqrTspN2qtpsAjwzXUeAHxT8PDHvKXEHd\np1xFmJkJ63HP/dPP+BPAj6r1+9PxkRXyHoqfoXtya/u09qTf4XWag+8UuKan3J/hB0C/iu/XLgfu\n1HUNO1no+ZAOee/ED6oOtLYfwH9UXtBR5q3AG4HbAXfAD1CfhB+Ifhw4r6PMB/EfMSvA7+AH4w8J\neQ8BLu6p3zqeGboG/7/358B37ub6bVmM5bhXYG4X6meTfl6tPw74SEinumNQ+1wAvJKtdON+4BVd\nnW3I3wReip+eby/PpfsPoWug8ufAf+EHX31/xAe3OUbvl2PoIL4GPCqsT+s49aDpG7S++OgfrL4T\n+LWQ/g8U/Yef3Zn6xd7afl/g74CNnvxvALcI6dvg/7BOD+un0TGIxA9Ibq/W7wRcota7/rC+ADyo\npw4PpH9QcjXwIPysSHv5jp52cS2tjwQ8jX0l8ItT7tW1Kn1dKy+a0p6+A0/dvp4waNpFu9jy5zml\nftf31a/vvrfLhfUVPJX/1/jBTd/zuk/P8UY9932VHmodP7u6tt39COsx9YfgPro/Er4A3F218XUC\nrRja45Z3pOdcd8b3SwfDM/uTjjKvxs9iJfiZpl9XeU8CPr7NM76K5qAp1m2to+xN8APo9xE+Hrdp\nT9eo9FdbecmU9vRV4Ey1/lv4D5nb97VD+j+WqqXvvtMzMxXaY1cbPKjL4Adzl4b0d9P9IX0tdTjG\nFD+TXX6ISPtdaD+v0LZ/Ec8S5Pj+96eAuO952bJYy3GvwNwu1A8GDuEHPJ8OHfD9Qt5ZwNs7ytya\neur60/g/gv/C2/V8WncIrXIXoqi8Vt6Iborzq13Hw1OYH6f/D+Eywtcy8MetvJPo+eJU+9wBP3h9\nG/5rq6/jzKlt1dZR1C9+JqNvBu17wnH/Fv91eRj4q7BssakKZaZ+7QI369n+yvC8XoCfSfhr4B3A\ng/FfsK/rKPN0/OzlU/H0ZmVbCNwW+J+OMo8KbeBNoczjQvk34ummn+6p378Bj+7J66O+P4SiedT2\ns/AdeNZzvIsJFDlwUiuvk8pS+RHeLuqrwE/gB4N97WITb9/5rLCfnglbpmPwFfIuIcxA0JoRBW42\npT1dDpza2nYgvCOv7mo7+EH9U3qONwC+0nPfn9FT5jzgwz15FwL3V+s/RqC8w33t+hD8jdCePorv\nX84L9+dP8YO3P+g5V99gZR/wK8B/deSdiqfhvh7aYw5cGpZDBJOAVplVPN12b/xH0FDlpX31aB3j\n58I5f53pA7SP0WPKgDdL+VzfvWDrR+PTwnXduquO+EHTY4H7dCwPoH+Adjnqo66Vdwfgio7t30B9\n6IfncJla3/KBi5/tPEW9EwXhXcZPEmw5T1+7wM/6nh/a2WVd5WxZvOW4V2CuF+upvSeEzut2OywT\n4b9qn4z/03pyeIGjKWX+kA47rpCX0G178Tq6jdgFb1Db11m8BUUrtfJ+Enj/Dq/xd/FfWFuM4sM+\nv9Babq3yHsoU42z8gOAN+Cn6CX5g8W8ou6jW/q+c8fku46f23xae2anhmg7hHRO6HCYEP8j6z/Dn\ncB5hhgA4nX7nh7vjZyIuxP+ZXhjWf3hK/c6hnzYTuh1VHg08safMPemwCwt5D0bZMLbyfpaewUdr\nv7viB3o5/X+o76VJGf6Qynsg8NGecufR/yf3JPpt0P4J+LmO7afiB+dds2Ejeii/Kdf+ffg/4svw\nDi2vxw/2vx7acachdngX1sK+/4i3U3pkyDuLYPfaUe7H8YOXm4X38ffDMX6Lnr6GXdJ2qtwQb5/0\nJrwzw1vwfdsZPfsXreVslXc34LM7PO8tgHdt057Oor8P+gn67d2+QIe9MLUjxHpH3vvp/5iaRnH+\nMf5D7pfD9d8O+P6w/kXgjzrKvAZ4e2hXdwvt+K9C3k3oGDThP/jeAzwR319egKdWvxv/Mdr3jkxj\nTU4FnjpLu7Fl/ks5fWo4zgiu7/ucc1/pyIvxX7bv3+UxbwfgnPvS0amlYa9BRBL8H+ulboedhYic\n4Zy7LEhzjJxzlx7F+vwgfgbtgo68mwHnOueec5TOtR//kfM9+NnoQ/gB61ucc4e3qePD8AOtdzjn\nPhi2C55eynZ4/pfjvSoP9uT/jHPujbu4pK5j3Br40bB6wW6fVZDDuYVz7p968k/CD2A+45ybiMid\n8bNTn5jWn4nIPfCDmf1404D3Oue+OGX/V+HtKp/Zkfdn+EFJ1Nr+03h69l87ykT42e7XdeQJ3ibs\nXLx5gsN/YH0NzxL8SftdEZFT8KzBj4VN/47/0LhSRO6I799f2ypzOn4gdjs8K/Bh/IDtNnh7z4d2\n9e0ictg5t7+93XDjw54foInIRcADnHNXHssyi4agXfYY/CxJ+efzKfxX3denlBvgZ8T2421rejvN\nKccY4g3Iv+icO9KRf6pz7trdHrfjOBLq6sK5djrAGOLfjY1dnGvXZVTZn8H/6e+obLiu/c65Q7s9\n1zwgIoecc0dNu2sX5xXgXjN8yJzhnLusJ+9AOUASkTvhKayPOOeu2uaYOy4nIvfuOczb8fT51Tu5\nJhFZxs/sCp6CXe3Y5634GZ5PiMg5+Fm68qPwTDzd/MFWmYcC73TOTbarQ6vcvfBOPfvwHqOPwc+g\nfRn//v9Kx6DkFviZx7uGTQWeYt2Hp7Cf0PUeh34pcc6t9dTlVkfzQ0Ed9yRC/7mT9zE8I+l6Njs8\nn+BpzxvcPxpuBDjeU3jzWphN42nXZVTZ78LTHUN8h3ku8CKC3VtPmRG+Y9qiHUUw5N/lNcc917Vr\nHS+8rcmLQ742pL10Wt2AW+KphIN4DaTT8J11gbdNu3tHmQn+z+kBu7zep1MbV98GT3mVtMxFwC07\nyuxax6ujzN+EOk/V/ppS7yvppyN3rXMXygkz6OpNqWOv7EDHvjNRbzd06atjuIdvD+3tfbToSbpt\ndmbSaZulHLV3b5tKLJc+84Y3qPSt8VT7Kv7d/jLKo1vtdzU1hf8h4JdU3mOBD/XU70o8tXfmLp7H\nrr0QmcHb0ZYdP48z6ZDzsGVxl+Negbld6GwaT7suE8rNIhI6kyDpNtfc94e1ax0vvMbQp/Ff9I/H\nD36eGjrPK7quKZR7c+hkH4wfvHwc+AP8DNwfAP/RUWYDLy47pjbgP2UH1/sNPE1cdvSvxg8IT8Nr\na/1DR5ld63jNUibsO1Vio+dZ7VrnLpSbSVdvm7bUaZPTse/xHKB1OVq8Gi8+/GD8R8ZBlNBnV32Z\nXadt1+VCW30XW7W7eo3pO9rhG/B2rElYXosawOlrJXin4gdrscrrc2JYxb/nn8X3X/8IPHAHz2PX\nXojM4O2o9p1JWLjnWCk9/XvIL8WSz+7I67THnbHME0KbvSNwMv5j8EK8nfOuBltM+RC0ZTGX416B\nuV3obBpPuy4T8mcRCZ1VkPTeU5b70S8hsCsdL/wg7JZq/XbAf4f0A4ELe453BWFGKXQwGUE2Aj9j\neHVHmdJN/Bb4Ack3Qp3/Ejhryn0/Qv2H8M1WR79Mt3fVrnW8ZikT8r6K/wM/h9pb7L74GZafonvm\nctc6dyFv17p6zKDf13Pun5nlHd3hsXctjYA39D9NrT8CP5v1Q1Puxaw6bbOW+/nQPh6ntm3Xz+h2\n+BXg29T66XQI3OJns0unhY+jhHMJs7N972NIn4P/0BrjZ+yeRsurVu27ay9EZvB2DNtnEhaecm+n\nCdXOIpY8S5nz8P3LZ/AfW3+I/9g/L9zb3+mpX987PMZ/1PUOPG1ZrOW4V2CuF7tLjacbUGYWkdBZ\nBUl3TY8wg45X6Pz01/aAWtA1mVK/a6kplRH+C7wMW9KpodTurMLxH4GfvSzo94T7b4KXJP7P46Yq\n7zS69bZ2reM1S5mwfT9+RuyjNEU0p30kzKRz17PvVF09ZtDvm/fCDNIIoUzc2vZI/B/39/fcqxus\n07abciHvDPxM37vxpgG98iYd7bBrsNMl3XAf/AfBC/AU7DfwH0HPwQ9kt3j39tyfm+Op88volwDa\ntRciM3g7hryvskthYWaIMBHKzSKWPEuZL+Kp61LTUXtIn413vOiq3xjP1rTf4VW8l/vvH4t305aj\nvxz3Csz9gneh8TRrGWYQCWV2QdJv0RPihX4Rzl3reOH/NM5T68+mVkgf0a/w/R/4P4I74afqP0ew\ne8H/0W7Rk+q71pD3XcCf9+SdGzq1B+K/7N+D/+I/B+811aWDtmsdr1nKtMr/eGhLTw/tYdoAbSad\nO2bQ1WMG/b55L8wgjYCfgdgiixHa/VXAZkferDptM5Vr7fcr+I+zjb52EfbLqGdHDtGc4T6Nfp2s\ne+NnUjLqD7lLgN/o2X/a+xjTb95wOt5U4SJ8n3MmnpEowjPZInWE/3j4R+oZ0X+hFpu+I/3hjXYt\nLMwMESZCuVnEkm9QGXx/rSPhxPRrDN4N/yH2IrwXdbl96sSCLYu3HPcKHLcL34HG06xlmEEklNkF\nSd+JokVaedO0fHal44UfGF2G//o+iJ9i//6Q931Mt7u4Ityzl+K/4DdCZ1GJBbfKzGzDhB/0rLJ1\nVvFt7WcR9n8vu9TxmqVMxzFugrfN+wTeLqhvgDaTzh0z6Ooxg37fvBfgp1FCsK28qKv+eJrruT1l\nntz1jjC7TttM5Tr2vS1eb3A0ZZ/2DImOq/kIOsS3W+WX8WYEW96L1n6dMzUzPj+hhxLtqNuOnW2Y\nQViYGSJMhLxZxJJnKXMVtcnG+1t5Q3pCgKn8P8N/EN9DHc8GaDeiZU/LbMyo8bRtGRF5MN4m61sd\neT+LD4T83Nb2R+MN3F/ZUeaeeHX7czryvgcfu+9/eupypnPuazu4tG0RdKHugf8j/HCob6c8Qauc\n4GcVrg/r98Z/4X/Cdbi+i8gtXUvqY5oUQkf5k4AfDueI8Y4IvdIhHeV3reM1q/ZXeO7n4EPudOpd\nTTlXr85dl66eKrdjXb3d3HeD4Xgh6LFdgJ8V/BT+Q/IA/uMxwTs1XNwq83d4r9WXdBxvAHzeOXeb\njrx/Av7GOffXre2n4md47+Sci49CmQ/inbm+0FGHu+M/iu/azmvtd2/8rPk/4+0c7+yc++a0MobF\nwZ4eoBluGGbVu5ql3KKfa9HrN+9zGQzzxm6FhUVkBDjn3OYuz7NrseQZy9wKb8LQpWf3I/gZxnfs\noL4reNuzH8Xb6d1o9Tv3GpLjXYFFQBAZXWt/wRztMjcG7PK6ZNbTzKnMPM+16PWb97kMhrkiDMLO\nb28Xj3u3Z4zdFGHoaaLHzrmPTqnGlXgTiKNRZtos/HvwSgHbIgzwngD998KwmIi232XPYC5/XiIy\nFJH8WJe5IeWwP2WDwXDiYIC3FT3WZeZ5rnnWz3CcsGdm0ETkPVOyI3w4oBtcZqfVmVOZznJH8brO\nnalGs5Vb9HMtev3mfS6DYZFwIs5Uz7N+huOAPWODJiKbeCXvqzuyU+DpHUaauy4Tym03ALpXx7l2\nXeYGnGum6zIYDIZFxE6Ygo5+cNdl5nmuedbPsJjYSwO0C4FnOuf+uSNvhLe7im5omZA3z8HgLOea\n6boMBoNhESEiB/FhlL7ckT0ELujoB3ddZp7nmmf9DIuJPUNx4t2MT+vJy/C6UUejDHhF+3dNGQD9\n3lEqM2u5Wa/LYDAYFhEX4z8s39fOCI5PXbTeLGXmea551s+wgNgzAzTn3DPb20qNJ+dchle1v8Fl\nAuY5GNx1uRtwXQaDwbCIeDle0LsLE7r7tFnKzPNc86yfYQGxZyjOLsxZg2rXgp+zioTOeC7TuzIY\nDAaDYUGw1+2M5uk589k5lZm1nE17GwwGg8GwINjrA7R5wtyoDQaDwWAw7Ah7fYBmulA1TtTrMhgM\nBoPhRoc9bYM2T4jIzzjn3nisy9yQcgaDwWAwGBYDNkAzGAwGg8FgWDDsdYrTYDAYDAaDYeFgAzSD\nwWAwGAyGBYMN0AwGw1GFiPwfEfmSiOQicn7Ydl8R+YyITETkvce3hgaDwbD4sAGawWDYEUTkZiLy\nUhH5qoiMReQqEfkHEbmr2icG/hL4O+BWwFNC1iuBC4HbAg8/SvX5t3IAaDAYDCcabIBmMBi2hYjc\nEvgEcHfgicDtgQcDY+A/ReSBYdebA/uAdzrnvuGcOxi23wH4V+fc151zfWFoDAaDwRBgAzSDwbAT\nvBxIgbOdcxc45y51zn3MOfco4D3A+SLyRODrYf/3i4gL1KYDYuCvwrbHiEgqIi8SkctEZFNEviUi\nf6NPKCKPFJGLRGQjzNq9SERWQt75wI8AvxCO6UTkvvO5FQaDwXDssWeCpRsMhtkgIqfgZ8t+3zl3\nqGOX5wHvB74J/C/gY8BDw++1+Fm1bwG/BvwDcBB4EvAI4OeALwM3A+6hzvkY4MXAk4EPAWcALwNu\nCjwaT53eNhy3pFFtZs5gMJwwsAGawWDYDnfAz7b/d09+uf2OwMUhfa1z7vKQvlxEAA6W20TkTOAL\nwPucF2O8FPi4Ouazgac7514f1r8sIr8GvE9Enuycu05ExsC6Oo/BYDCcMDCK02AwHA+8FrgLcImI\nvEpEflJEBgAiclPgTOBFInKkXIALQtnbH58qGwwGw/xgAzSDwbAdLgEccOee/O8Ov5/f6QGdcxcB\ntwGehnc0eAlwkYicRN0vPQW4q1q+Fz+b9+ld1t9gMBhudLABmsFgmIrgdflO4NfCAKqNpwNXAP+6\ny+Mecc691Tn3ZOAs4E7AfZxzV+CdDb7DOXdJx7IRDjHGOx8YDAbDCQezQTMYDDvBrwIfBt4jIs/A\n2519G/AbwDnATzjn1oOt2bYQkd/COxVcBKwBjwJyvF0awHnAa0TkOuDtwAQ/gHuQc+7csM9XgLNF\n5HZ4x4ODzrnJDb1Qg8FgWATYAM1gMGwL59zXRORuwDOBv8B7Zh4C3gf8sHPuU7s85CHgqdQOCJ8D\nftI59/lwvteLyGHgd/CDtQzv7fkWdYwX4u3YLgZWgLOB985yfQaDwbBoEO9AZTAYDAaDwWBYFJgN\nmsFgMBgMBsOCwQZoBoPBYDAYDAsGG6AZDAaDwWAwLBhsgGYwGAwGg8GwYLABmsFgMBgMBsOCwQZo\nBoPBYDAYDAsGG6AZDAaDwWAwLBhsgGYwGAwGg8GwYPj/vjNTbiC62psAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 720x720 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Windowed time lagged cross correlation\n",
"seconds = 5\n",
"fps = 30\n",
"no_splits = 20\n",
"samples_per_split = df.shape[0]/no_splits\n",
"rss=[]\n",
"for t in range(0, no_splits):\n",
" d1 = df['S1_Joy'].loc[(t)*samples_per_split:(t+1)*samples_per_split]\n",
" d2 = df['S2_Joy'].loc[(t)*samples_per_split:(t+1)*samples_per_split]\n",
" rs = [crosscorr(d1,d2, lag) for lag in range(-int(seconds*fps-1),int(seconds*fps))]\n",
" rss.append(rs)\n",
"rss = pd.DataFrame(rss)\n",
"f,ax = plt.subplots(figsize=(10,5))\n",
"sns.heatmap(rss,cmap='RdBu_r',ax=ax)\n",
"ax.set(title=f'Windowed Time Lagged Cross Correlation',xlim=[0,300], xlabel='Offset',ylabel='Window epochs')\n",
"ax.set_xticklabels([int(item-150) for item in ax.get_xticks()]);\n",
"\n",
"# Rolling window time lagged cross correlation\n",
"seconds = 5\n",
"fps = 30\n",
"window_size = 300 #samples\n",
"t_start = 0\n",
"t_end = t_start + window_size\n",
"step_size = 30\n",
"rss=[]\n",
"while t_end < 5400:\n",
" d1 = df['S1_Joy'].iloc[t_start:t_end]\n",
" d2 = df['S2_Joy'].iloc[t_start:t_end]\n",
" rs = [crosscorr(d1,d2, lag, wrap=False) for lag in range(-int(seconds*fps-1),int(seconds*fps))]\n",
" rss.append(rs)\n",
" t_start = t_start + step_size\n",
" t_end = t_end + step_size\n",
"rss = pd.DataFrame(rss)\n",
"\n",
"f,ax = plt.subplots(figsize=(10,10))\n",
"sns.heatmap(rss,cmap='RdBu_r',ax=ax)\n",
"ax.set(title=f'Rolling Windowed Time Lagged Cross Correlation',xlim=[0,300], xlabel='Offset',ylabel='Epochs')\n",
"ax.set_xticklabels([int(item-150) for item in ax.get_xticks()]);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Dynamic Time Warping"
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-13T06:44:58.227558Z",
"start_time": "2019-05-13T06:43:49.951453Z"
}
},
"outputs": [
{
"data": {
"image/png": 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1T1551Z/FdY7kBeIdU03Pmk1Jo4hIwdOAIif+OGaY5qv9yLKp9sxasualr6Fm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\nLP4fdF2ZhhmoVsYAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from dtw import dtw,accelerated_dtw\n",
"\n",
"d1 = df['S1_Joy'].interpolate().values\n",
"d2 = df['S2_Joy'].interpolate().values\n",
"d, cost_matrix, acc_cost_matrix, path = accelerated_dtw(d1,d2, dist='euclidean')\n",
"\n",
"plt.imshow(acc_cost_matrix.T, origin='lower', cmap='gray', interpolation='nearest')\n",
"plt.plot(path[0], path[1], 'w')\n",
"plt.xlabel('Subject1')\n",
"plt.ylabel('Subject2')\n",
"plt.title('DTW Minimum Path')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The fact that signal is pulled towards Subject1 indicates that the signal from subject 2 is pulled towards subject1, indicating that subject 1 is the leader. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# instantaneous phase synchrony"
]
},
{
"cell_type": "code",
"execution_count": 131,
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-13T06:52:36.789624Z",
"start_time": "2019-05-13T06:52:36.286522Z"
}
},
"outputs": [
{
"data": {
"image/png": 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AOnbk79oiLmSdvC58zwVwBYBKADoCyADwl1LKwxRJRGX8TQDO52zXw8uPP/6Iw4cPY8iQ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DaHEf2gXoniu7k2hg165vefXvJvpJLOcjGL57TgttXFhQmPm+N591ASH7t7Bw51j+DrD+zF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\n",
"text/plain": [
"<Figure size 1008x504 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from scipy.signal import hilbert, butter, filtfilt\n",
"from scipy.fftpack import fft,fftfreq,rfft,irfft,ifft\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import pandas as pd\n",
"import scipy.stats as stats\n",
"def butter_bandpass(lowcut, highcut, fs, order=5):\n",
" nyq = 0.5 * fs\n",
" low = lowcut / nyq\n",
" high = highcut / nyq\n",
" b, a = butter(order, [low, high], btype='band')\n",
" return b, a\n",
"\n",
"\n",
"def butter_bandpass_filter(data, lowcut, highcut, fs, order=5):\n",
" b, a = butter_bandpass(lowcut, highcut, fs, order=order)\n",
" y = filtfilt(b, a, data)\n",
" return y\n",
"\n",
"lowcut = .01\n",
"highcut = .5\n",
"fs = 30.\n",
"order = 1\n",
"d1 = df['S1_Joy'].interpolate().values\n",
"d2 = df['S2_Joy'].interpolate().values\n",
"y1 = butter_bandpass_filter(d1,lowcut=lowcut,highcut=highcut,fs=fs,order=order)\n",
"y2 = butter_bandpass_filter(d2,lowcut=lowcut,highcut=highcut,fs=fs,order=order)\n",
"\n",
"al1 = np.angle(hilbert(y1),deg=False)\n",
"al2 = np.angle(hilbert(y2),deg=False)\n",
"phase_synchrony = 1-np.sin(np.abs(al1-al2)/2)\n",
"N = len(al1)\n",
"\n",
"# Plot results\n",
"f,ax = plt.subplots(3,1,figsize=(14,7),sharex=True)\n",
"ax[0].plot(y1,color='r',label='y1')\n",
"ax[0].plot(y2,color='b',label='y2')\n",
"ax[0].legend(bbox_to_anchor=(0., 1.02, 1., .102),ncol=2)\n",
"ax[0].set(xlim=[0,N], title='Filtered Timeseries Data')\n",
"ax[1].plot(al1,color='r')\n",
"ax[1].plot(al2,color='b')\n",
"ax[1].set(ylabel='Angle',title='Angle at each Timepoint',xlim=[0,N])\n",
"phase_synchrony = 1-np.sin(np.abs(al1-al2)/2)\n",
"ax[2].plot(phase_synchrony)\n",
"ax[2].set(ylim=[0,1.1],xlim=[0,N],title='Instantaneous Phase Synchrony',xlabel='Time',ylabel='Phase Synchrony')\n",
"plt.tight_layout()\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:py36]",
"language": "python",
"name": "conda-env-py36-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
},
"toc": {
"nav_menu": {
"height": "48px",
"width": "252px"
},
"navigate_menu": true,
"number_sections": true,
"sideBar": true,
"threshold": 4,
"toc_cell": false,
"toc_section_display": "block",
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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