{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ce43c6dd",
   "metadata": {},
   "source": [
    "# Peri-Event time histogram around sharp-waves ripples\n",
    "\n",
    "\n",
    "This tutorial shows how to align spikes times to a particular events and plot rasters.\n",
    "\n",
    "See the [documentation](https://peyrachelab.github.io/pynapple/) of pynapple to see how to install the package. \n",
    "\n",
    "The example data can be found [here](https://www.dropbox.com/s/1kc0ulz7yudd9ru/A2929-200711.tar.gz?dl=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5c8155dc",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pynapple as nap\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "\n",
    "sns.set_theme(style=\"darkgrid\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4429df3d",
   "metadata": {},
   "source": [
    "Let's load the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a1b11a77",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Index    Freq. (Hz)    group  location\n",
      "-------  ------------  -------  ----------\n",
      "      0          7.3         0  adn\n",
      "      1          5.73        0  adn\n",
      "      2          8.12        0  adn\n",
      "      3          6.68        0  adn\n",
      "      4         10.77        0  adn\n",
      "      5         11           0  adn\n",
      "      6         16.52        0  adn\n",
      "      7          2.2         1  ca1\n",
      "      8          2.02        1  ca1\n",
      "      9          1.07        1  ca1\n",
      "     10          3.92        1  ca1\n",
      "     11          3.31        1  ca1\n",
      "     12          1.09        1  ca1\n",
      "     13          1.28        1  ca1\n",
      "     14          1.32        1  ca1\n"
     ]
    }
   ],
   "source": [
    "DATA_DIRECTORY = '/home/guillaume/pynapple/data/A2929-200711'\n",
    "\n",
    "data = nap.load_session(DATA_DIRECTORY, 'neurosuite')\n",
    "\n",
    "spikes = data.spikes\n",
    "\n",
    "print(spikes)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55800871",
   "metadata": {},
   "source": [
    "The events are sleep ripples detected in CA1. (See this [notebook](https://github.com/PeyracheLab/pynacollada/blob/main/pynacollada/eeg_processing/Tutorial_ripple_detection.ipynb) for detecting the ripples in this dataset)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "57fd5775",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time (s)\n",
      "0.7712      7.914239\n",
      "0.9232      4.948673\n",
      "1.0744      5.199699\n",
      "1.6832      6.297220\n",
      "1.8112      2.984884\n",
      "              ...   \n",
      "595.0304    1.449906\n",
      "597.2712    6.576567\n",
      "597.9744    1.223363\n",
      "598.4904    3.645479\n",
      "599.6944    8.550664\n",
      "Length: 594, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "tsd = data.load_nwb_timeseries('sleep_ripples')\n",
    "print(tsd)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26f0cda8",
   "metadata": {},
   "source": [
    "## Peri-Event Time Histogram\n",
    "\n",
    "Some neurons were recorded in CA1 and some neurons in ADN in the thalamus. Let's check the activity of a CA1 neurons around the times of the hippocampal ripples. We can use the function compute_peristimulus to do a raster plot and compute a peri-event time histogram of one neuron between -400 ms before the ripple time and 600 ms after."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3d661595",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Index    Freq. (Hz)    ref_times\n",
      "-------  ------------  -----------\n",
      "      0             7       0.7712\n",
      "      1             7       0.9232\n",
      "      2             7       1.0744\n",
      "      3           nan       1.6832\n",
      "      4             3       1.8112\n"
     ]
    }
   ],
   "source": [
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "peth14 = nap.compute_perievent(spikes[14], tsd, minmax=(-400, 600), time_unit='ms')\n",
    "\n",
    "print(peth14[list(range(5))]) # showing only the first five events"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a0540dc",
   "metadata": {},
   "source": [
    "By default, _compute_peristimulus_ add the reference times of as a meta info for each element of the TsGroup. Each element contains the spikes within the window (-300, 600) centered around the ripple time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4c6d46a7",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time (s)\n",
      "-0.02035   NaN\n",
      "-0.00655   NaN\n",
      " 0.00230   NaN\n",
      " 0.01480   NaN\n",
      " 0.05145   NaN\n",
      " 0.14715   NaN\n",
      " 0.15375   NaN\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(peth14[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b99c2a04",
   "metadata": {},
   "source": [
    "Note that the time support is the window."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0ccf6003",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   start  end\n",
      "0   -0.4  0.6\n",
      "   start  end\n",
      "0   -0.4  0.6\n"
     ]
    }
   ],
   "source": [
    "print(peth14.time_support)\n",
    "print(peth14[14].time_support)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6eb7144",
   "metadata": {},
   "source": [
    "We can add another metainfo to the _peth14_ object such as ripples peak power to select ripples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c5867449",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Index    Freq. (Hz)    ref_times    rip_power\n",
      "-------  ------------  -----------  -----------\n",
      "      0             7       0.7712      7.91424\n",
      "      1             7       0.9232      4.94867\n",
      "      2             7       1.0744      5.1997\n",
      "      3           nan       1.6832      6.29722\n",
      "      4             3       1.8112      2.98488\n"
     ]
    }
   ],
   "source": [
    "peth14.set_info(rip_power = tsd.values)\n",
    "print(peth14[list(range(5))])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fd5dc50",
   "metadata": {},
   "source": [
    "Let's select events with rip_power above 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0d6047fb",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "  Index    Freq. (Hz)    ref_times    rip_power\n",
       "-------  ------------  -----------  -----------\n",
       "      0             7       0.7712      7.91424\n",
       "      1             7       0.9232      4.94867\n",
       "      2             7       1.0744      5.1997\n",
       "      3           nan       1.6832      6.29722\n",
       "      4             3       1.8112      2.98488\n",
       "      5             3       2.348       3.53926\n",
       "      6             1       5.3736      5.5326\n",
       "      7           nan       6.4016      5.65958\n",
       "      8           nan       8.66        4.21838\n",
       "      9           nan       8.8088      2.21569\n",
       "     11           nan       9.4672      2.93781\n",
       "     12           nan       9.828       2.99653\n",
       "     13             1      14.1408      2.99166\n",
       "     16             5      15.2336      7.1559\n",
       "     17             5      15.3808      8.50468\n",
       "     18             3      15.8408      2.49151\n",
       "     20             5      17.752       6.47327\n",
       "     21             5      17.8848      2.87832\n",
       "     22             3      20.0048      3.01456\n",
       "     25             1      21.3744      5.28663\n",
       "     27           nan      21.7472      2.23823\n",
       "     28             1      23.1072      3.74867\n",
       "     29           nan      24.0088      2.21282\n",
       "     31             6      26.0776      3.87509\n",
       "     32             4      26.2224      6.54089\n",
       "     33             3      28.4408      9.26827\n",
       "     35            11      29.5424      4.23639\n",
       "     36            11      29.748       3.07407\n",
       "     39             6      30.9376      2.44415\n",
       "     41             6      31.1296      3.76009\n",
       "     43             6      31.44        9.99182\n",
       "     44             6      31.4816      9.91037\n",
       "     48             5      33.076       7.72944\n",
       "     49             8      34.3984      2.28384\n",
       "     50             8      34.6112      4.14136\n",
       "     52            11      36.2872      6.49564\n",
       "     53            10      36.428       3.00235\n",
       "     54            10      36.7568      4.43727\n",
       "     55             8      37.8888      2.02331\n",
       "     56             9      38.0328      2.70537\n",
       "     57             9      38.1536      2.32817\n",
       "     58             9      38.336       3.03048\n",
       "     60             4      38.8448      2.69936\n",
       "     61             2      39.0552      3.46762\n",
       "     63             3      40.7368      2.42453\n",
       "     64             8      41.3392      4.86952\n",
       "     65             4      42.5904      4.01985\n",
       "     68             2      44.3584      3.41913\n",
       "     69             1      44.8424      6.36761\n",
       "     72           nan      45.324       3.2172\n",
       "     73             9      45.9576      2.66971\n",
       "     74             9      46.1936      2.17391\n",
       "     76             1      48.7928      5.25735\n",
       "     77             1      48.9056      7.90182\n",
       "     78             1      49.1784      4.21195\n",
       "     79             2      50.3656      2.11488\n",
       "     81             3      52.1664      2.64657\n",
       "     82             6      52.336       2.82641\n",
       "     83             4      52.7728      2.49902\n",
       "     84             3      53.06        2.86869\n",
       "     85           nan      53.7328      2.15043\n",
       "     86           nan      53.8576      2.35207\n",
       "     89             2      74.6104      5.25439\n",
       "     90           nan      74.9672      5.64052\n",
       "     91             3      77.408       2.25273\n",
       "     92             3      77.5824      2.56849\n",
       "     93             9      78.7056      6.5199\n",
       "     94             1      79.932       2.25646\n",
       "     95             8      85.1048      6.38273\n",
       "     96           nan      85.9264      3.03466\n",
       "     97           nan      88.828       2.04584\n",
       "     98             2      89.7472      5.67735\n",
       "    100             5      92.4544      4.89845\n",
       "    101           nan      95.1824      3.90066\n",
       "    102             6      96.612       3.48916\n",
       "    103             2      98.2784      4.09498\n",
       "    105             2      99.1864      3.60469\n",
       "    108             8      99.8944      4.70897\n",
       "    109             8     100.001       7.68925\n",
       "    110             8     100.14        2.85996\n",
       "    111             9     100.41        4.62194\n",
       "    115           nan     111.019       2.30725\n",
       "    116             1     111.424       3.02994\n",
       "    118             3     112.885       8.78722\n",
       "    119             2     113.166       3.94051\n",
       "    121             2     117.091       3.29385\n",
       "    122             2     117.243       3.18714\n",
       "    129           nan     123.384       2.56432\n",
       "    131             6     125.733       2.44312\n",
       "    132            14     125.858       4.92847\n",
       "    135            10     126.636       2.0411\n",
       "    137           nan     127.065       2.89603\n",
       "    139             3     130.534       6.91827\n",
       "    140             3     130.697       4.96721\n",
       "    142             5     131.507       8.2984\n",
       "    143             5     131.644      10.5927\n",
       "    146             5     134.738       7.46474\n",
       "    147             5     135.021       2.14399\n",
       "    148             3     135.547       2.46376\n",
       "    149             3     135.757       4.67713\n",
       "    150             5     136.037       9.98593\n",
       "    151             5     136.075       9.87581\n",
       "    153             1     137.095       3.83093\n",
       "    154             3     137.2         2.16634\n",
       "    155             5     137.544       6.0886\n",
       "    156             5     137.73        6.96869\n",
       "    161             4     139.531       2.02011\n",
       "    163             8     142.196       6.43\n",
       "    164             4     142.364       4.13748\n",
       "    165             4     144.269       4.86742\n",
       "    166             5     145.118       9.92307\n",
       "    167             5     145.218       8.86493\n",
       "    169             1     146.802       5.84367\n",
       "    170           nan     147.706       4.35977\n",
       "    172             1     148.554       2.47709\n",
       "    174            11     149.691       5.52895\n",
       "    175            11     149.778       9.9057\n",
       "    176            11     149.827       9.65569\n",
       "    177            11     149.97        9.97618\n",
       "    178            11     150.022       9.64911\n",
       "    179             9     151.342       8.57597\n",
       "    180             9     151.642       9.5539\n",
       "    181             8     151.839       6.24186\n",
       "    183             2     163.486       8.81104\n",
       "    184             2     163.623       4.09103\n",
       "    185             2     163.794       5.71142\n",
       "    186             9     165.39        6.36595\n",
       "    187             5     165.825      10.3072\n",
       "    188             5     165.998       7.43457\n",
       "    189             4     168.299       2.56583\n",
       "    190             4     168.46        6.85434\n",
       "    191             1     173.269       4.80495\n",
       "    192             1     176.186       3.52125\n",
       "    193             1     176.293       4.78295\n",
       "    195             2     178.053       3.09088\n",
       "    196             4     178.158      10.3967\n",
       "    197             4     178.299       7.41963\n",
       "    199            17     180.824       7.31311\n",
       "    201           nan     186.051       9.37054\n",
       "    203             2     187.255       5.45453\n",
       "    204             1     187.552       4.54708\n",
       "    205             5     188.453       3.55844\n",
       "    206            13     189.061       3.53771\n",
       "    207            12     189.301       6.24381\n",
       "    208            10     189.414       3.29434\n",
       "    209             7     189.506       2.5878\n",
       "    210             2     193.022       2.5465\n",
       "    211             2     193.364       6.22407\n",
       "    212             2     195.03        4.05562\n",
       "    214             2     195.895       2.17915\n",
       "    216           nan     197.621       2.06355\n",
       "    219            10     198.891       3.10251\n",
       "    220             9     199.25        2.47745\n",
       "    221             5     199.867       9.25291\n",
       "    222             7     200.117       7.20564\n",
       "    224             2     202.884       8.3043\n",
       "    225             3     203.022       5.23979\n",
       "    227             1     204.922       3.49883\n",
       "    229             4     206.991       5.58372\n",
       "    230             7     207.301      10.2\n",
       "    231             5     207.681       9.94137\n",
       "    232             5     207.717       9.90392\n",
       "    233             6     209.444       3.94743\n",
       "    236             6     224.539       4.56086\n",
       "    239             5     228.174       2.29471\n",
       "    240             5     228.43        2.22509\n",
       "    241             9     232.008       6.39891\n",
       "    242            12     232.346       2.66099\n",
       "    243             1     235.956       2.438\n",
       "    244             1     236.077       9.92223\n",
       "    246             2     236.91        2.78246\n",
       "    247           nan     237.97        6.40445\n",
       "    248           nan     238.288       2.35734\n",
       "    249             5     239.496       3.45154\n",
       "    251           nan     240.383       2.9939\n",
       "    252             2     241.101       9.19666\n",
       "    253             3     242.312       2.79428\n",
       "    254             2     242.777       2.07005\n",
       "    255             8     243.242       7.14989\n",
       "    256             8     243.44        2.22226\n",
       "    257             2     243.861       2.17044\n",
       "    258             6     244.931       9.00573\n",
       "    259             6     245.238       2.61776\n",
       "    260             2     245.45        2.27674\n",
       "    262            14     246.532       6.96309\n",
       "    263            14     246.631       9.72361\n",
       "    264            14     246.666       9.86342\n",
       "    265             5     247.104       5.21461\n",
       "    267             1     250.649       3.75206\n",
       "    270             4     251.995       5.4028\n",
       "    274             8     255.992       2.18571\n",
       "    275             4     257.549       7.81667\n",
       "    276             5     257.85        4.55127\n",
       "    277             6     257.954       9.12831\n",
       "    278             8     258.443       6.1174\n",
       "    279             5     258.911       2.89414\n",
       "    280             4     259.064       2.29812\n",
       "    281             1     259.832       4.03305\n",
       "    282             6     261.618       4.10705\n",
       "    283             7     262.029       4.02675\n",
       "    284             7     262.224       2.67976\n",
       "    285            10     262.542       2.09858\n",
       "    287            10     273.442       6.43446\n",
       "    288             7     274.054       3.54997\n",
       "    289             8     277.957       3.44871\n",
       "    291             1     278.869       8.09064\n",
       "    292             7     280.034       4.41926\n",
       "    293             7     280.203       6.2778\n",
       "    294             1     281.014       2.68052\n",
       "    295             1     281.785       8.3561\n",
       "    296             1     281.967       2.26059\n",
       "    297           nan     285.13        2.24188\n",
       "    299            14     295.19        9.87189\n",
       "    300            14     295.219       9.78538\n",
       "    301            16     295.539       4.91597\n",
       "    302            16     295.704       7.12295\n",
       "    304             8     296.18        3.57581\n",
       "    305             2     297.773       2.90894\n",
       "    306             7     300.936      10.227\n",
       "    307             8     301.076       5.64095\n",
       "    308             7     301.775      10.7763\n",
       "    309             9     302.401       5.84346\n",
       "    311             7     303.149       9.97584\n",
       "    312             8     303.178       9.88057\n",
       "    313             4     303.607       5.44292\n",
       "    314             6     303.73        5.63005\n",
       "    315             6     304.563       2.75471\n",
       "    316             6     305.093       2.62044\n",
       "    317             6     305.216       2.18199\n",
       "    318             4     306.397       3.59542\n",
       "    319             4     306.565       3.66392\n",
       "    320             4     306.721       4.02866\n",
       "    321             5     308.407       4.48248\n",
       "    322             7     308.869       2.90153\n",
       "    323             7     309.176       2.52134\n",
       "    324             5     310.693       4.87628\n",
       "    325             3     313.347       2.76482\n",
       "    326             3     313.945       2.715\n",
       "    328             7     314.945       8.21861\n",
       "    329             7     315.098       2.86347\n",
       "    331             1     316.633       2.84457\n",
       "    332             1     316.844       2.72079\n",
       "    333             7     323.065       6.72669\n",
       "    335           nan     332.54        3.41011\n",
       "    336             8     334.831       4.76255\n",
       "    337             9     334.921       9.76813\n",
       "    338            10     334.944       9.97659\n",
       "    342             5     339.075       4.46632\n",
       "    343             2     340.481       2.78878\n",
       "    344             4     341.31        3.255\n",
       "    347             6     343.291       2.74011\n",
       "    348             2     344.6         4.6748\n",
       "    349             2     344.701       2.47738\n",
       "    351             1     345.049       5.30536\n",
       "    352             1     345.24        4.84525\n",
       "    353             2     345.513       7.50497\n",
       "    354             2     345.669       3.25348\n",
       "    355             2     346.41        5.79285\n",
       "    356             6     347.004       2.56299\n",
       "    357             6     347.118       3.69185\n",
       "    360             4     347.892       5.22992\n",
       "    362             4     349.812       2.30798\n",
       "    363             4     349.944       9.94284\n",
       "    364             4     349.967       9.93218\n",
       "    365             6     350.286       2.73292\n",
       "    366             8     351.03        2.35076\n",
       "    367            11     351.614       2.13382\n",
       "    368             9     351.742       6.02441\n",
       "    369            11     353.057       4.66992\n",
       "    370            11     353.201       8.5244\n",
       "    371             1     353.728       2.21511\n",
       "    373             1     354.472       2.70515\n",
       "    374           nan     354.591       2.38162\n",
       "    375            14     355.448       3.23789\n",
       "    376            17     355.779       5.66432\n",
       "    377            13     355.912       7.47743\n",
       "    378             6     356.821       3.13855\n",
       "    380             7     358.118       7.10271\n",
       "    382             7     358.474      11.2498\n",
       "    385           nan     369.421       5.85706\n",
       "    386             1     371.33        6.0814\n",
       "    388             3     373.964       2.77649\n",
       "    389             2     377.126       6.34304\n",
       "    390             7     378.866       5.76503\n",
       "    391             4     379.535       5.29028\n",
       "    392             2     380.661       8.10762\n",
       "    397             1     386.892       2.35317\n",
       "    398           nan     388.472       2.28903\n",
       "    399             1     389.667       7.04137\n",
       "    400             5     390.273       2.83974\n",
       "    402             5     391.054       2.2081\n",
       "    403             7     393.004       2.06984\n",
       "    406             3     394.467       4.33593\n",
       "    407             5     395.306       2.35671\n",
       "    408             5     395.478       7.6596\n",
       "    410            10     396.953       7.70742\n",
       "    411            10     397.27        2.63103\n",
       "    412             4     398.677       3.24013\n",
       "    413             4     398.769       7.95034\n",
       "    414             2     399.219       6.57886\n",
       "    416             1     400.985       4.46641\n",
       "    417             2     401.198       2.10864\n",
       "    418             7     402.322       2.54187\n",
       "    420            13     403.901       5.03086\n",
       "    421            13     404.027       3.2821\n",
       "    422             9     404.382       3.00153\n",
       "    423             6     404.566       2.66572\n",
       "    424            11     405.402       3.78525\n",
       "    425             7     406.408      10.3219\n",
       "    429             2     413.857       2.72686\n",
       "    430             4     414.565       2.22121\n",
       "    431             4     414.707       3.11149\n",
       "    433            11     419.424      10.8914\n",
       "    434            11     419.547       3.62749\n",
       "    435             6     419.739       4.12252\n",
       "    436             3     420.73        7.49195\n",
       "    437             3     420.854       5.98411\n",
       "    438             2     421.342       7.89047\n",
       "    439             4     424.514       4.70539\n",
       "    441             7     425.24        4.65896\n",
       "    442             6     425.434       4.51944\n",
       "    445             7     430.601       6.84896\n",
       "    446             7     430.704       3.13932\n",
       "    449             2     432.867       2.85007\n",
       "    450             9     433.515       7.71143\n",
       "    451             5     434.17        9.0148\n",
       "    452             7     434.537       6.18228\n",
       "    453             6     434.695       6.1324\n",
       "    454             6     434.792       2.20264\n",
       "    455             5     435.291       2.50359\n",
       "    456             3     436.077       3.21727\n",
       "    457             8     436.542       8.36575\n",
       "    458             7     436.695       2.55007\n",
       "    459             4     437.517       2.98208\n",
       "    460             4     437.73        2.13415\n",
       "    461            10     439.346      10.3871\n",
       "    462            13     439.483       9.72392\n",
       "    463            13     439.53        9.75035\n",
       "    464            10     439.8         8.17013\n",
       "    465             4     440.065       5.25371\n",
       "    466             4     440.219       6.30623\n",
       "    467             7     440.394       5.83606\n",
       "    468             6     440.594       2.97701\n",
       "    469             5     441.177       6.37453\n",
       "    470             6     441.818       3.00707\n",
       "    471             1     442.79        3.76913\n",
       "    473           nan     443.69        4.15029\n",
       "    474             1     443.819       7.18476\n",
       "    475             2     444.406       4.65547\n",
       "    476             2     444.585       2.92813\n",
       "    477             3     445.418       2.69299\n",
       "    479            15     446.135       3.08451\n",
       "    480            16     446.406       3.8767\n",
       "    481             8     446.594       2.39187\n",
       "    483            11     447.258       2.37803\n",
       "    484             8     447.395       5.09495\n",
       "    486             3     449.231       3.85284\n",
       "    490             1     463.122       4.91435\n",
       "    491           nan     467.242       4.18524\n",
       "    492           nan     467.409       6.38714\n",
       "    493             7     468.193       2.09541\n",
       "    494             8     468.386       3.76643\n",
       "    497             6     472.233       4.77106\n",
       "    498             6     472.357       6.03056\n",
       "    499             9     473.149       7.99778\n",
       "    500             9     473.56        8.96683\n",
       "    502             4     476.551       9.80372\n",
       "    503             4     476.588       9.73628\n",
       "    506             7     478.678       5.12105\n",
       "    507             7     478.946       3.88094\n",
       "    509             3     479.558       2.24802\n",
       "    510             3     479.794       2.7972\n",
       "    512             1     494.921       4.64911\n",
       "    514             4     498.813       2.18899\n",
       "    515             1     499.877       3.52989\n",
       "    517             2     502.537       3.15657\n",
       "    518             2     502.88       11.6328\n",
       "    519             3     504.594       2.08744\n",
       "    520             2     504.798       9.45097\n",
       "    521             4     505.489       5.19742\n",
       "    524             5     506.743       4.89537\n",
       "    526             3     507.613       2.23225\n",
       "    527             2     507.783       2.78588\n",
       "    528             1     507.933       4.34726\n",
       "    529             3     509.073       3.5715\n",
       "    531           nan     510.093       2.24798\n",
       "    534             5     511.607       6.02325\n",
       "    535             2     512.276       9.41758\n",
       "    537             2     513.691       6.46239\n",
       "    538             3     515.086       6.57516\n",
       "    543             3     520.065       4.00105\n",
       "    546             3     521.765       3.3732\n",
       "    549             4     528.775       7.28345\n",
       "    553             9     532.159       3.2884\n",
       "    554             9     532.427       2.9543\n",
       "    556            14     535.986       3.04953\n",
       "    559           nan     539.302       2.45258\n",
       "    563             1     562.882       2.44329\n",
       "    564           nan     565.667       6.3718\n",
       "    566             1     568.344       4.57313\n",
       "    567             8     570.213       2.73682\n",
       "    568             2     570.826       5.66824\n",
       "    569             1     572.206       8.56084\n",
       "    570             2     572.538       7.53157\n",
       "    571             2     572.842       6.66955\n",
       "    572             3     576.19        6.57206\n",
       "    573             2     576.562       2.96681\n",
       "    575             5     577.377       9.26773\n",
       "    576             1     583.491       2.67849\n",
       "    577             6     588.053       2.8123\n",
       "    578             3     588.43        7.60173\n",
       "    579           nan     588.622       8.40334\n",
       "    581             3     591.228       2.87008\n",
       "    582             1     591.495       2.67476\n",
       "    583             5     593.018       9.72844\n",
       "    584             5     593.045       9.75464\n",
       "    585             5     593.194       6.59994\n",
       "    586            10     594.386       2.6203\n",
       "    587             9     594.53        7.05195\n",
       "    590             7     597.271       6.57657\n",
       "    592             2     598.49        3.64548\n",
       "    593             4     599.694       8.55066"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "warnings.filterwarnings(\"ignore\")\n",
    "peth14_2 = peth14.getby_threshold('rip_power', 2)\n",
    "peth14_2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02396142",
   "metadata": {},
   "source": [
    "Since all elements are aligned within the same time window, it is easy to compute a perievent time histogram by calling the _count_ function. Here the spikes are binned around the ripple times with 10 ms bins then averaged for all ripples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4396e679",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time (s)\n",
      "-0.395    0.030806\n",
      "-0.385    0.026066\n",
      "-0.375    0.030806\n",
      "-0.365    0.016588\n",
      "-0.355    0.021327\n",
      "            ...   \n",
      " 0.555    0.037915\n",
      " 0.565    0.028436\n",
      " 0.575    0.042654\n",
      " 0.585    0.033175\n",
      " 0.595    0.045024\n",
      "Length: 100, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "rip_ct_14 = peth14_2.count(0.01).as_units('s').mean(1)\n",
    "\n",
    "print(rip_ct_14)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "321f9988",
   "metadata": {},
   "source": [
    "## Raster plot\n",
    "\n",
    "Let's plot everything\n",
    "\n",
    "By default, the object peth_14_2 contains only spikes times. It's easy to plot spikes times by associating spikes times with a position with the _fillna_ function of pandas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6a7a9392",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (18, 8))\n",
    "\n",
    "plt.subplot(211)\n",
    "plt.plot(rip_ct_14)\n",
    "plt.subplot(212)\n",
    "for event in peth14_2.keys():\n",
    "    plt.plot(peth14_2[event].as_units('s').fillna(event), '|')\n",
    "plt.xlabel(\"Time from ripple event (s)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "043c4310",
   "metadata": {},
   "source": [
    "Now let's compute the PETH for all CA1 neurons."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "bb1371ec",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                7         8         9         10        11        12  \\\n",
      "Time (s)                                                               \n",
      "-0.495    0.040404  0.013468  0.025253  0.028620  0.026936  0.003367   \n",
      "-0.485    0.038721  0.018519  0.016835  0.042088  0.016835  0.003367   \n",
      "-0.475    0.031987  0.016835  0.028620  0.040404  0.033670  0.003367   \n",
      "-0.465    0.042088  0.005051  0.025253  0.047138  0.030303  0.008418   \n",
      "-0.455    0.037037  0.013468  0.037037  0.052189  0.035354  0.005051   \n",
      "...            ...       ...       ...       ...       ...       ...   \n",
      " 0.455    0.043771  0.008418  0.023569  0.033670  0.021886  0.005051   \n",
      " 0.465    0.042088  0.016835  0.020202  0.033670  0.015152  0.003367   \n",
      " 0.475    0.047138  0.031987  0.021886  0.028620  0.015152  0.006734   \n",
      " 0.485    0.040404  0.018519  0.025253  0.040404  0.028620  0.006734   \n",
      " 0.495    0.035354  0.016835  0.025253  0.047138  0.013468  0.003367   \n",
      "\n",
      "                13        14  \n",
      "Time (s)                      \n",
      "-0.495    0.025253  0.031987  \n",
      "-0.485    0.021886  0.045455  \n",
      "-0.475    0.016835  0.050505  \n",
      "-0.465    0.020202  0.040404  \n",
      "-0.455    0.013468  0.047138  \n",
      "...            ...       ...  \n",
      " 0.455    0.018519  0.040404  \n",
      " 0.465    0.016835  0.038721  \n",
      " 0.475    0.013468  0.028620  \n",
      " 0.485    0.011785  0.038721  \n",
      " 0.495    0.013468  0.030303  \n",
      "\n",
      "[100 rows x 8 columns]\n"
     ]
    }
   ],
   "source": [
    "warnings.filterwarnings(\"ignore\")\n",
    "ca1_spikes = spikes.getby_category('location')['ca1']\n",
    "peth_ca1 = nap.compute_perievent(ca1_spikes, tsd, minmax=500, time_unit='ms')\n",
    "\n",
    "mean_fr_ca1 = {}\n",
    "for n in peth_ca1.keys():\n",
    "    mean_fr_ca1[n] = peth_ca1[n].count(0.01, time_units = 's').as_units('s').mean(1)\n",
    "\n",
    "mean_fr_ca1 = pd.DataFrame.from_dict(mean_fr_ca1)\n",
    "\n",
    "print(mean_fr_ca1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4e849026",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (18, 8))\n",
    "\n",
    "plt.subplot(111)\n",
    "plt.plot(mean_fr_ca1)\n",
    "plt.plot(mean_fr_ca1.mean(1), linewidth = 4)\n",
    "plt.xlabel(\"Time from ripple event (s)\")\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}