notebooks/07_REMs_detection.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Rapid Eye Movements (REMs) detection\n",
    "\n",
    "This notebook demonstrates how to use YASA to automatically detect rapid eye movements (REMs) on EOG data.\n",
    "\n",
    "Please make sure to install the latest version of YASA first by typing the following line in your terminal or command prompt:\n",
    "\n",
    "`pip install --upgrade yasa`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import yasa\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from mne.filter import filter_data\n",
    "sns.set(font_scale=1.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data loading\n",
    "\n",
    "Let's load 50 seconds of EOG data (LOC and ROC) during REM sleep, sampled at 256 Hz."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load data\n",
    "file = np.load('data_EOGs_REM_256Hz.npz')\n",
    "data, sf, chan = file['data'], file['sf'], file['chan']\n",
    "\n",
    "# Keep only 50 seconds of data\n",
    "loc = data[0, 77000:89801]\n",
    "roc = data[1, 77000:89801]\n",
    "\n",
    "# Define sampling frequency and time vector\n",
    "times = np.arange(loc.size) / sf\n",
    "\n",
    "# Plot the signal\n",
    "fig, ax = plt.subplots(1, 1, figsize=(16, 4))\n",
    "plt.plot(times, loc, label='LOC', lw=1.5)\n",
    "plt.plot(times, roc, label='ROC', lw=1.5)\n",
    "plt.xlabel('Time (seconds)')\n",
    "plt.ylabel('Amplitude (uV)')\n",
    "plt.xlim([times.min(), times.max()])\n",
    "plt.title('REM sleep EOG data')\n",
    "plt.legend(loc='best', frameon=False)\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Apply the detection\n",
    "\n",
    "We use the [rem_detect](https://raphaelvallat.com/yasa/build/html/generated/yasa.rem_detect.html#yasa.rem_detect) function to apply the detection. The output of the detection is a [REMResults](file:///C:/Users/Raphael/Desktop/yasa/docs/build/html/generated/yasa.REMResults.html#yasa.REMResults) class, which comes with some pre-compiled functions (also called methods). For instance, the [summary](file:///C:/Users/Raphael/Desktop/yasa/docs/build/html/generated/yasa.REMResults.html#yasa.REMResults.summary) method returns a [pandas DataFrame](http://pandas.pydata.org/pandas-docs/stable/dsintro.html#dataframe) with all the detected REMs and their properties.\n",
    "\n",
    "The algorithm is based on an amplitude thresholding of the negative product of the LOC and ROC filtered signal. As such, this function requires BOTH the LOC and ROC EOG data, it does NOT work with a single EOG."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Start</th>\n",
       "      <th>Peak</th>\n",
       "      <th>End</th>\n",
       "      <th>Duration</th>\n",
       "      <th>LOCAbsValPeak</th>\n",
       "      <th>ROCAbsValPeak</th>\n",
       "      <th>LOCAbsRiseSlope</th>\n",
       "      <th>ROCAbsRiseSlope</th>\n",
       "      <th>LOCAbsFallSlope</th>\n",
       "      <th>ROCAbsFallSlope</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8.957</td>\n",
       "      <td>9.305</td>\n",
       "      <td>9.715</td>\n",
       "      <td>0.758</td>\n",
       "      <td>88.244</td>\n",
       "      <td>68.015</td>\n",
       "      <td>267.151</td>\n",
       "      <td>161.115</td>\n",
       "      <td>239.796</td>\n",
       "      <td>148.675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>11.930</td>\n",
       "      <td>12.547</td>\n",
       "      <td>12.996</td>\n",
       "      <td>1.066</td>\n",
       "      <td>66.186</td>\n",
       "      <td>64.046</td>\n",
       "      <td>104.924</td>\n",
       "      <td>107.668</td>\n",
       "      <td>172.843</td>\n",
       "      <td>113.175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19.359</td>\n",
       "      <td>19.648</td>\n",
       "      <td>20.000</td>\n",
       "      <td>0.641</td>\n",
       "      <td>85.163</td>\n",
       "      <td>75.431</td>\n",
       "      <td>299.404</td>\n",
       "      <td>248.633</td>\n",
       "      <td>214.701</td>\n",
       "      <td>229.238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20.672</td>\n",
       "      <td>20.859</td>\n",
       "      <td>21.434</td>\n",
       "      <td>0.762</td>\n",
       "      <td>61.957</td>\n",
       "      <td>56.537</td>\n",
       "      <td>235.789</td>\n",
       "      <td>343.770</td>\n",
       "      <td>97.166</td>\n",
       "      <td>101.437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>27.387</td>\n",
       "      <td>27.496</td>\n",
       "      <td>27.863</td>\n",
       "      <td>0.477</td>\n",
       "      <td>63.463</td>\n",
       "      <td>60.337</td>\n",
       "      <td>692.785</td>\n",
       "      <td>463.742</td>\n",
       "      <td>214.555</td>\n",
       "      <td>136.931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>30.078</td>\n",
       "      <td>30.219</td>\n",
       "      <td>30.969</td>\n",
       "      <td>0.891</td>\n",
       "      <td>74.374</td>\n",
       "      <td>92.868</td>\n",
       "      <td>586.633</td>\n",
       "      <td>564.299</td>\n",
       "      <td>95.455</td>\n",
       "      <td>142.268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>30.688</td>\n",
       "      <td>30.773</td>\n",
       "      <td>31.004</td>\n",
       "      <td>0.316</td>\n",
       "      <td>43.694</td>\n",
       "      <td>72.254</td>\n",
       "      <td>565.349</td>\n",
       "      <td>797.940</td>\n",
       "      <td>219.996</td>\n",
       "      <td>266.146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>31.016</td>\n",
       "      <td>31.766</td>\n",
       "      <td>32.316</td>\n",
       "      <td>1.301</td>\n",
       "      <td>120.829</td>\n",
       "      <td>99.996</td>\n",
       "      <td>171.065</td>\n",
       "      <td>120.350</td>\n",
       "      <td>274.071</td>\n",
       "      <td>171.178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>32.992</td>\n",
       "      <td>33.555</td>\n",
       "      <td>33.914</td>\n",
       "      <td>0.922</td>\n",
       "      <td>89.449</td>\n",
       "      <td>98.203</td>\n",
       "      <td>136.306</td>\n",
       "      <td>195.899</td>\n",
       "      <td>236.594</td>\n",
       "      <td>253.074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>33.914</td>\n",
       "      <td>34.074</td>\n",
       "      <td>34.617</td>\n",
       "      <td>0.703</td>\n",
       "      <td>79.252</td>\n",
       "      <td>105.342</td>\n",
       "      <td>467.228</td>\n",
       "      <td>612.447</td>\n",
       "      <td>141.707</td>\n",
       "      <td>202.182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>34.617</td>\n",
       "      <td>34.797</td>\n",
       "      <td>35.305</td>\n",
       "      <td>0.688</td>\n",
       "      <td>185.072</td>\n",
       "      <td>175.804</td>\n",
       "      <td>1042.823</td>\n",
       "      <td>953.697</td>\n",
       "      <td>373.948</td>\n",
       "      <td>339.247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>35.305</td>\n",
       "      <td>35.949</td>\n",
       "      <td>36.238</td>\n",
       "      <td>0.934</td>\n",
       "      <td>62.918</td>\n",
       "      <td>55.917</td>\n",
       "      <td>105.102</td>\n",
       "      <td>81.278</td>\n",
       "      <td>227.643</td>\n",
       "      <td>182.118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>36.922</td>\n",
       "      <td>37.418</td>\n",
       "      <td>37.957</td>\n",
       "      <td>1.035</td>\n",
       "      <td>78.885</td>\n",
       "      <td>123.643</td>\n",
       "      <td>135.783</td>\n",
       "      <td>247.138</td>\n",
       "      <td>136.715</td>\n",
       "      <td>237.307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>37.957</td>\n",
       "      <td>38.098</td>\n",
       "      <td>38.668</td>\n",
       "      <td>0.711</td>\n",
       "      <td>84.640</td>\n",
       "      <td>81.254</td>\n",
       "      <td>638.768</td>\n",
       "      <td>547.363</td>\n",
       "      <td>145.828</td>\n",
       "      <td>145.066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>38.312</td>\n",
       "      <td>38.422</td>\n",
       "      <td>38.668</td>\n",
       "      <td>0.355</td>\n",
       "      <td>56.938</td>\n",
       "      <td>61.485</td>\n",
       "      <td>306.938</td>\n",
       "      <td>143.345</td>\n",
       "      <td>225.386</td>\n",
       "      <td>255.855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>40.219</td>\n",
       "      <td>40.961</td>\n",
       "      <td>41.664</td>\n",
       "      <td>1.445</td>\n",
       "      <td>110.349</td>\n",
       "      <td>103.685</td>\n",
       "      <td>163.475</td>\n",
       "      <td>128.066</td>\n",
       "      <td>167.543</td>\n",
       "      <td>134.072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>42.578</td>\n",
       "      <td>42.766</td>\n",
       "      <td>43.070</td>\n",
       "      <td>0.492</td>\n",
       "      <td>69.201</td>\n",
       "      <td>106.600</td>\n",
       "      <td>332.684</td>\n",
       "      <td>666.509</td>\n",
       "      <td>216.890</td>\n",
       "      <td>346.379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>42.578</td>\n",
       "      <td>43.195</td>\n",
       "      <td>43.496</td>\n",
       "      <td>0.918</td>\n",
       "      <td>138.716</td>\n",
       "      <td>130.645</td>\n",
       "      <td>235.809</td>\n",
       "      <td>181.913</td>\n",
       "      <td>438.386</td>\n",
       "      <td>476.283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>43.496</td>\n",
       "      <td>43.773</td>\n",
       "      <td>44.156</td>\n",
       "      <td>0.660</td>\n",
       "      <td>114.794</td>\n",
       "      <td>121.223</td>\n",
       "      <td>438.631</td>\n",
       "      <td>391.610</td>\n",
       "      <td>310.441</td>\n",
       "      <td>313.017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>44.156</td>\n",
       "      <td>44.258</td>\n",
       "      <td>44.766</td>\n",
       "      <td>0.609</td>\n",
       "      <td>100.849</td>\n",
       "      <td>115.495</td>\n",
       "      <td>953.128</td>\n",
       "      <td>1150.930</td>\n",
       "      <td>121.624</td>\n",
       "      <td>148.024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>45.367</td>\n",
       "      <td>45.613</td>\n",
       "      <td>46.168</td>\n",
       "      <td>0.801</td>\n",
       "      <td>150.574</td>\n",
       "      <td>176.484</td>\n",
       "      <td>622.438</td>\n",
       "      <td>690.125</td>\n",
       "      <td>234.697</td>\n",
       "      <td>340.734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>46.168</td>\n",
       "      <td>46.480</td>\n",
       "      <td>46.945</td>\n",
       "      <td>0.777</td>\n",
       "      <td>96.639</td>\n",
       "      <td>92.712</td>\n",
       "      <td>374.495</td>\n",
       "      <td>256.622</td>\n",
       "      <td>187.867</td>\n",
       "      <td>227.927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>49.605</td>\n",
       "      <td>49.703</td>\n",
       "      <td>49.910</td>\n",
       "      <td>0.305</td>\n",
       "      <td>37.391</td>\n",
       "      <td>69.193</td>\n",
       "      <td>464.150</td>\n",
       "      <td>511.967</td>\n",
       "      <td>198.065</td>\n",
       "      <td>310.344</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Start    Peak     End  Duration  LOCAbsValPeak  ROCAbsValPeak  \\\n",
       "0    8.957   9.305   9.715     0.758         88.244         68.015   \n",
       "1   11.930  12.547  12.996     1.066         66.186         64.046   \n",
       "2   19.359  19.648  20.000     0.641         85.163         75.431   \n",
       "3   20.672  20.859  21.434     0.762         61.957         56.537   \n",
       "4   27.387  27.496  27.863     0.477         63.463         60.337   \n",
       "5   30.078  30.219  30.969     0.891         74.374         92.868   \n",
       "6   30.688  30.773  31.004     0.316         43.694         72.254   \n",
       "7   31.016  31.766  32.316     1.301        120.829         99.996   \n",
       "8   32.992  33.555  33.914     0.922         89.449         98.203   \n",
       "9   33.914  34.074  34.617     0.703         79.252        105.342   \n",
       "10  34.617  34.797  35.305     0.688        185.072        175.804   \n",
       "11  35.305  35.949  36.238     0.934         62.918         55.917   \n",
       "12  36.922  37.418  37.957     1.035         78.885        123.643   \n",
       "13  37.957  38.098  38.668     0.711         84.640         81.254   \n",
       "14  38.312  38.422  38.668     0.355         56.938         61.485   \n",
       "15  40.219  40.961  41.664     1.445        110.349        103.685   \n",
       "16  42.578  42.766  43.070     0.492         69.201        106.600   \n",
       "17  42.578  43.195  43.496     0.918        138.716        130.645   \n",
       "18  43.496  43.773  44.156     0.660        114.794        121.223   \n",
       "19  44.156  44.258  44.766     0.609        100.849        115.495   \n",
       "20  45.367  45.613  46.168     0.801        150.574        176.484   \n",
       "21  46.168  46.480  46.945     0.777         96.639         92.712   \n",
       "22  49.605  49.703  49.910     0.305         37.391         69.193   \n",
       "\n",
       "    LOCAbsRiseSlope  ROCAbsRiseSlope  LOCAbsFallSlope  ROCAbsFallSlope  \n",
       "0           267.151          161.115          239.796          148.675  \n",
       "1           104.924          107.668          172.843          113.175  \n",
       "2           299.404          248.633          214.701          229.238  \n",
       "3           235.789          343.770           97.166          101.437  \n",
       "4           692.785          463.742          214.555          136.931  \n",
       "5           586.633          564.299           95.455          142.268  \n",
       "6           565.349          797.940          219.996          266.146  \n",
       "7           171.065          120.350          274.071          171.178  \n",
       "8           136.306          195.899          236.594          253.074  \n",
       "9           467.228          612.447          141.707          202.182  \n",
       "10         1042.823          953.697          373.948          339.247  \n",
       "11          105.102           81.278          227.643          182.118  \n",
       "12          135.783          247.138          136.715          237.307  \n",
       "13          638.768          547.363          145.828          145.066  \n",
       "14          306.938          143.345          225.386          255.855  \n",
       "15          163.475          128.066          167.543          134.072  \n",
       "16          332.684          666.509          216.890          346.379  \n",
       "17          235.809          181.913          438.386          476.283  \n",
       "18          438.631          391.610          310.441          313.017  \n",
       "19          953.128         1150.930          121.624          148.024  \n",
       "20          622.438          690.125          234.697          340.734  \n",
       "21          374.495          256.622          187.867          227.927  \n",
       "22          464.150          511.967          198.065          310.344  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from yasa import rem_detect\n",
    "\n",
    "# Short version\n",
    "# rem = rem_detect(loc, roc, sf)\n",
    "\n",
    "# Long version (withh all optional, implicit, options)\n",
    "rem = rem_detect(loc, roc, sf, hypno=None, include=4, amplitude=(50, 325), \n",
    "                 duration=(0.3, 1.5), freq_rem=(0.5, 5), remove_outliers=False, \n",
    "                 verbose=False)\n",
    "\n",
    "# Get the detection dataframe\n",
    "events = rem.summary()\n",
    "events.round(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the detected REMs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Let's get a boolean mask of the REMs in data\n",
    "mask = rem.get_mask()\n",
    "mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x324 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "loc_highlight = loc * mask[0, :]\n",
    "roc_highlight = roc * mask[1, :]\n",
    "\n",
    "loc_highlight[loc_highlight == 0] = np.nan\n",
    "roc_highlight[roc_highlight == 0] = np.nan\n",
    "\n",
    "plt.figure(figsize=(16, 4.5))\n",
    "plt.plot(times, loc, 'slategrey', label='LOC')\n",
    "plt.plot(times, roc, 'grey', label='ROC')\n",
    "plt.plot(times, loc_highlight, 'indianred')\n",
    "plt.plot(times, roc_highlight, 'indianred')\n",
    "plt.xlabel('Time (seconds)')\n",
    "plt.ylabel('Amplitude (uV)')\n",
    "plt.xlim([0, times[-1]])\n",
    "plt.title('REM sleep EOG data')\n",
    "plt.legend()\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x324 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rem.plot_average(center=\"Peak\", time_before=0.4, time_after=0.4);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Restraining the detection to REM sleep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Start</th>\n",
       "      <th>Peak</th>\n",
       "      <th>End</th>\n",
       "      <th>Duration</th>\n",
       "      <th>LOCAbsValPeak</th>\n",
       "      <th>ROCAbsValPeak</th>\n",
       "      <th>LOCAbsRiseSlope</th>\n",
       "      <th>ROCAbsRiseSlope</th>\n",
       "      <th>LOCAbsFallSlope</th>\n",
       "      <th>ROCAbsFallSlope</th>\n",
       "      <th>Stage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8.957</td>\n",
       "      <td>9.305</td>\n",
       "      <td>9.715</td>\n",
       "      <td>0.758</td>\n",
       "      <td>88.244</td>\n",
       "      <td>68.015</td>\n",
       "      <td>267.151</td>\n",
       "      <td>161.115</td>\n",
       "      <td>239.796</td>\n",
       "      <td>148.675</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12.359</td>\n",
       "      <td>12.547</td>\n",
       "      <td>12.996</td>\n",
       "      <td>0.637</td>\n",
       "      <td>66.186</td>\n",
       "      <td>64.046</td>\n",
       "      <td>355.125</td>\n",
       "      <td>336.453</td>\n",
       "      <td>172.843</td>\n",
       "      <td>113.175</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19.359</td>\n",
       "      <td>19.648</td>\n",
       "      <td>20.000</td>\n",
       "      <td>0.641</td>\n",
       "      <td>85.163</td>\n",
       "      <td>75.431</td>\n",
       "      <td>299.404</td>\n",
       "      <td>248.633</td>\n",
       "      <td>214.701</td>\n",
       "      <td>229.238</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20.672</td>\n",
       "      <td>20.859</td>\n",
       "      <td>21.434</td>\n",
       "      <td>0.762</td>\n",
       "      <td>61.957</td>\n",
       "      <td>56.537</td>\n",
       "      <td>235.789</td>\n",
       "      <td>343.770</td>\n",
       "      <td>97.166</td>\n",
       "      <td>101.437</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>27.387</td>\n",
       "      <td>27.496</td>\n",
       "      <td>27.863</td>\n",
       "      <td>0.477</td>\n",
       "      <td>63.463</td>\n",
       "      <td>60.337</td>\n",
       "      <td>692.785</td>\n",
       "      <td>463.742</td>\n",
       "      <td>214.555</td>\n",
       "      <td>136.931</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>30.078</td>\n",
       "      <td>30.219</td>\n",
       "      <td>30.688</td>\n",
       "      <td>0.609</td>\n",
       "      <td>74.374</td>\n",
       "      <td>92.868</td>\n",
       "      <td>586.633</td>\n",
       "      <td>564.299</td>\n",
       "      <td>148.232</td>\n",
       "      <td>205.972</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>30.688</td>\n",
       "      <td>30.773</td>\n",
       "      <td>31.004</td>\n",
       "      <td>0.316</td>\n",
       "      <td>43.694</td>\n",
       "      <td>72.254</td>\n",
       "      <td>565.349</td>\n",
       "      <td>797.940</td>\n",
       "      <td>219.996</td>\n",
       "      <td>266.146</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>31.637</td>\n",
       "      <td>31.766</td>\n",
       "      <td>32.316</td>\n",
       "      <td>0.680</td>\n",
       "      <td>120.829</td>\n",
       "      <td>99.996</td>\n",
       "      <td>938.778</td>\n",
       "      <td>780.516</td>\n",
       "      <td>274.071</td>\n",
       "      <td>171.178</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>32.992</td>\n",
       "      <td>33.555</td>\n",
       "      <td>33.914</td>\n",
       "      <td>0.922</td>\n",
       "      <td>89.449</td>\n",
       "      <td>98.203</td>\n",
       "      <td>136.306</td>\n",
       "      <td>195.899</td>\n",
       "      <td>236.594</td>\n",
       "      <td>253.074</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>33.914</td>\n",
       "      <td>34.074</td>\n",
       "      <td>34.617</td>\n",
       "      <td>0.703</td>\n",
       "      <td>79.252</td>\n",
       "      <td>105.342</td>\n",
       "      <td>467.228</td>\n",
       "      <td>612.447</td>\n",
       "      <td>141.707</td>\n",
       "      <td>202.182</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>34.617</td>\n",
       "      <td>34.797</td>\n",
       "      <td>35.305</td>\n",
       "      <td>0.688</td>\n",
       "      <td>185.072</td>\n",
       "      <td>175.804</td>\n",
       "      <td>1042.823</td>\n",
       "      <td>953.697</td>\n",
       "      <td>373.948</td>\n",
       "      <td>339.247</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>35.656</td>\n",
       "      <td>35.949</td>\n",
       "      <td>36.238</td>\n",
       "      <td>0.582</td>\n",
       "      <td>62.918</td>\n",
       "      <td>55.917</td>\n",
       "      <td>200.822</td>\n",
       "      <td>203.331</td>\n",
       "      <td>227.643</td>\n",
       "      <td>182.118</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>36.922</td>\n",
       "      <td>37.418</td>\n",
       "      <td>37.957</td>\n",
       "      <td>1.035</td>\n",
       "      <td>78.885</td>\n",
       "      <td>123.643</td>\n",
       "      <td>135.783</td>\n",
       "      <td>247.138</td>\n",
       "      <td>136.715</td>\n",
       "      <td>237.307</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>37.957</td>\n",
       "      <td>38.098</td>\n",
       "      <td>38.668</td>\n",
       "      <td>0.711</td>\n",
       "      <td>84.640</td>\n",
       "      <td>81.254</td>\n",
       "      <td>638.768</td>\n",
       "      <td>547.363</td>\n",
       "      <td>145.828</td>\n",
       "      <td>145.066</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>38.312</td>\n",
       "      <td>38.422</td>\n",
       "      <td>38.668</td>\n",
       "      <td>0.355</td>\n",
       "      <td>56.938</td>\n",
       "      <td>61.485</td>\n",
       "      <td>306.938</td>\n",
       "      <td>143.345</td>\n",
       "      <td>225.386</td>\n",
       "      <td>255.855</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>40.832</td>\n",
       "      <td>40.961</td>\n",
       "      <td>41.281</td>\n",
       "      <td>0.449</td>\n",
       "      <td>110.349</td>\n",
       "      <td>103.685</td>\n",
       "      <td>809.910</td>\n",
       "      <td>826.154</td>\n",
       "      <td>345.161</td>\n",
       "      <td>265.263</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>42.578</td>\n",
       "      <td>42.766</td>\n",
       "      <td>43.070</td>\n",
       "      <td>0.492</td>\n",
       "      <td>69.201</td>\n",
       "      <td>106.600</td>\n",
       "      <td>332.684</td>\n",
       "      <td>666.509</td>\n",
       "      <td>216.890</td>\n",
       "      <td>346.379</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>42.594</td>\n",
       "      <td>43.195</td>\n",
       "      <td>43.496</td>\n",
       "      <td>0.902</td>\n",
       "      <td>138.716</td>\n",
       "      <td>130.645</td>\n",
       "      <td>236.983</td>\n",
       "      <td>177.049</td>\n",
       "      <td>438.386</td>\n",
       "      <td>476.283</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>43.496</td>\n",
       "      <td>43.773</td>\n",
       "      <td>44.156</td>\n",
       "      <td>0.660</td>\n",
       "      <td>114.794</td>\n",
       "      <td>121.223</td>\n",
       "      <td>438.631</td>\n",
       "      <td>391.610</td>\n",
       "      <td>310.441</td>\n",
       "      <td>313.017</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>44.156</td>\n",
       "      <td>44.258</td>\n",
       "      <td>44.766</td>\n",
       "      <td>0.609</td>\n",
       "      <td>100.849</td>\n",
       "      <td>115.495</td>\n",
       "      <td>953.128</td>\n",
       "      <td>1150.930</td>\n",
       "      <td>121.624</td>\n",
       "      <td>148.024</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>45.367</td>\n",
       "      <td>45.613</td>\n",
       "      <td>46.168</td>\n",
       "      <td>0.801</td>\n",
       "      <td>150.574</td>\n",
       "      <td>176.484</td>\n",
       "      <td>622.438</td>\n",
       "      <td>690.125</td>\n",
       "      <td>234.697</td>\n",
       "      <td>340.734</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>46.168</td>\n",
       "      <td>46.480</td>\n",
       "      <td>46.945</td>\n",
       "      <td>0.777</td>\n",
       "      <td>96.639</td>\n",
       "      <td>92.712</td>\n",
       "      <td>374.495</td>\n",
       "      <td>256.622</td>\n",
       "      <td>187.867</td>\n",
       "      <td>227.927</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>49.605</td>\n",
       "      <td>49.703</td>\n",
       "      <td>49.910</td>\n",
       "      <td>0.305</td>\n",
       "      <td>37.391</td>\n",
       "      <td>69.193</td>\n",
       "      <td>464.150</td>\n",
       "      <td>511.967</td>\n",
       "      <td>198.065</td>\n",
       "      <td>310.344</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Start    Peak     End  Duration  LOCAbsValPeak  ROCAbsValPeak  \\\n",
       "0    8.957   9.305   9.715     0.758         88.244         68.015   \n",
       "1   12.359  12.547  12.996     0.637         66.186         64.046   \n",
       "2   19.359  19.648  20.000     0.641         85.163         75.431   \n",
       "3   20.672  20.859  21.434     0.762         61.957         56.537   \n",
       "4   27.387  27.496  27.863     0.477         63.463         60.337   \n",
       "5   30.078  30.219  30.688     0.609         74.374         92.868   \n",
       "6   30.688  30.773  31.004     0.316         43.694         72.254   \n",
       "7   31.637  31.766  32.316     0.680        120.829         99.996   \n",
       "8   32.992  33.555  33.914     0.922         89.449         98.203   \n",
       "9   33.914  34.074  34.617     0.703         79.252        105.342   \n",
       "10  34.617  34.797  35.305     0.688        185.072        175.804   \n",
       "11  35.656  35.949  36.238     0.582         62.918         55.917   \n",
       "12  36.922  37.418  37.957     1.035         78.885        123.643   \n",
       "13  37.957  38.098  38.668     0.711         84.640         81.254   \n",
       "14  38.312  38.422  38.668     0.355         56.938         61.485   \n",
       "15  40.832  40.961  41.281     0.449        110.349        103.685   \n",
       "16  42.578  42.766  43.070     0.492         69.201        106.600   \n",
       "17  42.594  43.195  43.496     0.902        138.716        130.645   \n",
       "18  43.496  43.773  44.156     0.660        114.794        121.223   \n",
       "19  44.156  44.258  44.766     0.609        100.849        115.495   \n",
       "20  45.367  45.613  46.168     0.801        150.574        176.484   \n",
       "21  46.168  46.480  46.945     0.777         96.639         92.712   \n",
       "22  49.605  49.703  49.910     0.305         37.391         69.193   \n",
       "\n",
       "    LOCAbsRiseSlope  ROCAbsRiseSlope  LOCAbsFallSlope  ROCAbsFallSlope  Stage  \n",
       "0           267.151          161.115          239.796          148.675      4  \n",
       "1           355.125          336.453          172.843          113.175      4  \n",
       "2           299.404          248.633          214.701          229.238      4  \n",
       "3           235.789          343.770           97.166          101.437      4  \n",
       "4           692.785          463.742          214.555          136.931      4  \n",
       "5           586.633          564.299          148.232          205.972      4  \n",
       "6           565.349          797.940          219.996          266.146      4  \n",
       "7           938.778          780.516          274.071          171.178      4  \n",
       "8           136.306          195.899          236.594          253.074      4  \n",
       "9           467.228          612.447          141.707          202.182      4  \n",
       "10         1042.823          953.697          373.948          339.247      4  \n",
       "11          200.822          203.331          227.643          182.118      4  \n",
       "12          135.783          247.138          136.715          237.307      4  \n",
       "13          638.768          547.363          145.828          145.066      4  \n",
       "14          306.938          143.345          225.386          255.855      4  \n",
       "15          809.910          826.154          345.161          265.263      4  \n",
       "16          332.684          666.509          216.890          346.379      4  \n",
       "17          236.983          177.049          438.386          476.283      4  \n",
       "18          438.631          391.610          310.441          313.017      4  \n",
       "19          953.128         1150.930          121.624          148.024      4  \n",
       "20          622.438          690.125          234.697          340.734      4  \n",
       "21          374.495          256.622          187.867          227.927      4  \n",
       "22          464.150          511.967          198.065          310.344      4  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hypno = 4 * np.ones_like(loc)\n",
    "rem = rem_detect(loc, roc, sf, hypno=hypno, include=4)\n",
    "rem.summary().round(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Count</th>\n",
       "      <th>Density</th>\n",
       "      <th>Duration</th>\n",
       "      <th>LOCAbsValPeak</th>\n",
       "      <th>ROCAbsValPeak</th>\n",
       "      <th>LOCAbsRiseSlope</th>\n",
       "      <th>ROCAbsRiseSlope</th>\n",
       "      <th>LOCAbsFallSlope</th>\n",
       "      <th>ROCAbsFallSlope</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stage</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>23</td>\n",
       "      <td>27.597844</td>\n",
       "      <td>0.646569</td>\n",
       "      <td>89.546864</td>\n",
       "      <td>95.963795</td>\n",
       "      <td>482.700003</td>\n",
       "      <td>490.028425</td>\n",
       "      <td>222.709253</td>\n",
       "      <td>235.459598</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Count    Density  Duration  LOCAbsValPeak  ROCAbsValPeak  \\\n",
       "Stage                                                             \n",
       "4         23  27.597844  0.646569      89.546864      95.963795   \n",
       "\n",
       "       LOCAbsRiseSlope  ROCAbsRiseSlope  LOCAbsFallSlope  ROCAbsFallSlope  \n",
       "Stage                                                                      \n",
       "4           482.700003       490.028425       222.709253       235.459598  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rem.summary(grp_stage=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Computation time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9.5 ms ± 362 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit rem_detect(loc, roc, sf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Line profiling\n",
    "# %load_ext line_profiler\n",
    "# %lprun -f rem_detect rem_detect(loc, roc, sf)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}