test_final_model_ds.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Parkinson Classification with ds004584\n",
    "\n",
    "Parkinson classification using brain functional connectivity computed on the alpha frequency band and resting-state MEG signals from the ds004584 dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from get_data_ds import get_data_ds\n",
    "from select_features import select_features\n",
    "from get_features import get_features_name\n",
    "from model_classif import classif\n",
    "\n",
    "'''\n",
    "frequency_bands = {\n",
    "    \"delta\": (0.3, 4),\n",
    "    \"theta\": (4.0, 8.0),\n",
    "    \"alpha\": (8.0, 12.0),\n",
    "    \"beta\": (12.0, 30.0),\n",
    "    \"gamma\": (30.0, 60.0)\n",
    "}\n",
    "'''\n",
    "frequency_bands = {\"alpha\": (8.0, 12.0)}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We load the data and compute the connectivity for each subject and get the class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'FT9', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'PO3', 'POz', 'PO4', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, FT9, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  27 events (all good), 0 – 9.995 s, baseline off, ~26.0 MB, data loaded,\n",
      " 'rest': 27>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'FT9', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'PO3', 'POz', 'PO4', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, FT9, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  31 events (all good), 0 – 9.995 s, baseline off, ~29.9 MB, data loaded,\n",
      " 'rest': 31>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'FT9', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'PO3', 'POz', 'PO4', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, FT9, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  24 events (all good), 0 – 9.995 s, baseline off, ~23.2 MB, data loaded,\n",
      " 'rest': 24>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'FT9', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'PO3', 'POz', 'PO4', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, FT9, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  25 events (all good), 0 – 9.995 s, baseline off, ~24.1 MB, data loaded,\n",
      " 'rest': 25>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'FT9', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'PO3', 'POz', 'PO4', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, FT9, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  23 events (all good), 0 – 9.995 s, baseline off, ~22.2 MB, data loaded,\n",
      " 'rest': 23>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'FT9', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'PO3', 'POz', 'PO4', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, FT9, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  25 events (all good), 0 – 9.995 s, baseline off, ~24.1 MB, data loaded,\n",
      " 'rest': 25>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'FT9', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'PO3', 'POz', 'PO4', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, FT9, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  22 events (all good), 0 – 9.995 s, baseline off, ~21.2 MB, data loaded,\n",
      " 'rest': 22>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'FT9', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'PO3', 'POz', 'PO4', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, FT9, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  22 events (all good), 0 – 9.995 s, baseline off, ~21.2 MB, data loaded,\n",
      " 'rest': 22>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  23 events (all good), 0 – 9.995 s, baseline off, ~22.2 MB, data loaded,\n",
      " 'rest': 23>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  33 events (all good), 0 – 9.995 s, baseline off, ~31.8 MB, data loaded,\n",
      " 'rest': 33>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  14 events (all good), 0 – 9.995 s, baseline off, ~13.5 MB, data loaded,\n",
      " 'rest': 14>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  17 events (all good), 0 – 9.995 s, baseline off, ~16.4 MB, data loaded,\n",
      " 'rest': 17>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  14 events (all good), 0 – 9.995 s, baseline off, ~13.5 MB, data loaded,\n",
      " 'rest': 14>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  17 events (all good), 0 – 9.995 s, baseline off, ~16.4 MB, data loaded,\n",
      " 'rest': 17>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  17 events (all good), 0 – 9.995 s, baseline off, ~16.4 MB, data loaded,\n",
      " 'rest': 17>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  14 events (all good), 0 – 9.995 s, baseline off, ~13.5 MB, data loaded,\n",
      " 'rest': 14>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  14 events (all good), 0 – 9.995 s, baseline off, ~13.5 MB, data loaded,\n",
      " 'rest': 14>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  15 events (all good), 0 – 9.995 s, baseline off, ~14.5 MB, data loaded,\n",
      " 'rest': 15>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  14 events (all good), 0 – 9.995 s, baseline off, ~13.5 MB, data loaded,\n",
      " 'rest': 14>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  15 events (all good), 0 – 9.995 s, baseline off, ~14.5 MB, data loaded,\n",
      " 'rest': 15>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  13 events (all good), 0 – 9.995 s, baseline off, ~12.6 MB, data loaded,\n",
      " 'rest': 13>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  14 events (all good), 0 – 9.995 s, baseline off, ~13.5 MB, data loaded,\n",
      " 'rest': 14>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  19 events (all good), 0 – 9.995 s, baseline off, ~18.3 MB, data loaded,\n",
      " 'rest': 19>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  16 events (all good), 0 – 9.995 s, baseline off, ~15.5 MB, data loaded,\n",
      " 'rest': 16>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  17 events (all good), 0 – 9.995 s, baseline off, ~16.4 MB, data loaded,\n",
      " 'rest': 17>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  14 events (all good), 0 – 9.995 s, baseline off, ~13.5 MB, data loaded,\n",
      " 'rest': 14>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  12 events (all good), 0 – 9.995 s, baseline off, ~11.6 MB, data loaded,\n",
      " 'rest': 12>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  16 events (all good), 0 – 9.995 s, baseline off, ~15.5 MB, data loaded,\n",
      " 'rest': 16>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  19 events (all good), 0 – 9.995 s, baseline off, ~18.3 MB, data loaded,\n",
      " 'rest': 19>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  12 events (all good), 0 – 9.995 s, baseline off, ~11.6 MB, data loaded,\n",
      " 'rest': 12>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  15 events (all good), 0 – 9.995 s, baseline off, ~14.5 MB, data loaded,\n",
      " 'rest': 15>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  12 events (all good), 0 – 9.995 s, baseline off, ~11.6 MB, data loaded,\n",
      " 'rest': 12>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  14 events (all good), 0 – 9.995 s, baseline off, ~13.5 MB, data loaded,\n",
      " 'rest': 14>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  13 events (all good), 0 – 9.995 s, baseline off, ~12.6 MB, data loaded,\n",
      " 'rest': 13>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  12 events (all good), 0 – 9.995 s, baseline off, ~11.6 MB, data loaded,\n",
      " 'rest': 12>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  12 events (all good), 0 – 9.995 s, baseline off, ~11.6 MB, data loaded,\n",
      " 'rest': 12>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  13 events (all good), 0 – 9.995 s, baseline off, ~12.6 MB, data loaded,\n",
      " 'rest': 13>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  12 events (all good), 0 – 9.995 s, baseline off, ~11.6 MB, data loaded,\n",
      " 'rest': 12>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  12 events (all good), 0 – 9.995 s, baseline off, ~11.6 MB, data loaded,\n",
      " 'rest': 12>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  22 events (all good), 0 – 9.995 s, baseline off, ~21.2 MB, data loaded,\n",
      " 'rest': 22>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  12 events (all good), 0 – 9.995 s, baseline off, ~11.6 MB, data loaded,\n",
      " 'rest': 12>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  12 events (all good), 0 – 9.995 s, baseline off, ~11.6 MB, data loaded,\n",
      " 'rest': 12>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  12 events (all good), 0 – 9.995 s, baseline off, ~11.6 MB, data loaded,\n",
      " 'rest': 12>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  12 events (all good), 0 – 9.995 s, baseline off, ~11.6 MB, data loaded,\n",
      " 'rest': 12>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  13 events (all good), 0 – 9.995 s, baseline off, ~12.6 MB, data loaded,\n",
      " 'rest': 13>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  14 events (all good), 0 – 9.995 s, baseline off, ~13.5 MB, data loaded,\n",
      " 'rest': 14>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  15 events (all good), 0 – 9.995 s, baseline off, ~14.5 MB, data loaded,\n",
      " 'rest': 15>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  12 events (all good), 0 – 9.995 s, baseline off, ~11.6 MB, data loaded,\n",
      " 'rest': 12>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  14 events (all good), 0 – 9.995 s, baseline off, ~13.5 MB, data loaded,\n",
      " 'rest': 14>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  12 events (all good), 0 – 9.995 s, baseline off, ~11.6 MB, data loaded,\n",
      " 'rest': 12>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  12 events (all good), 0 – 9.995 s, baseline off, ~11.6 MB, data loaded,\n",
      " 'rest': 12>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  12 events (all good), 0 – 9.995 s, baseline off, ~11.6 MB, data loaded,\n",
      " 'rest': 12>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  12 events (all good), 0 – 9.995 s, baseline off, ~11.6 MB, data loaded,\n",
      " 'rest': 12>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  13 events (all good), 0 – 9.995 s, baseline off, ~12.6 MB, data loaded,\n",
      " 'rest': 13>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  12 events (all good), 0 – 9.995 s, baseline off, ~11.6 MB, data loaded,\n",
      " 'rest': 12>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  15 events (all good), 0 – 9.995 s, baseline off, ~14.5 MB, data loaded,\n",
      " 'rest': 15>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  17 events (all good), 0 – 9.995 s, baseline off, ~16.4 MB, data loaded,\n",
      " 'rest': 17>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  14 events (all good), 0 – 9.995 s, baseline off, ~13.5 MB, data loaded,\n",
      " 'rest': 14>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  12 events (all good), 0 – 9.995 s, baseline off, ~11.6 MB, data loaded,\n",
      " 'rest': 12>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'FT9', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'PO3', 'POz', 'PO4', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, FT9, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  25 events (all good), 0 – 9.995 s, baseline off, ~24.1 MB, data loaded,\n",
      " 'rest': 25>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'FT9', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'PO3', 'POz', 'PO4', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, FT9, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  20 events (all good), 0 – 9.995 s, baseline off, ~19.3 MB, data loaded,\n",
      " 'rest': 20>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  22 events (all good), 0 – 9.995 s, baseline off, ~21.2 MB, data loaded,\n",
      " 'rest': 22>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  20 events (all good), 0 – 9.995 s, baseline off, ~19.3 MB, data loaded,\n",
      " 'rest': 20>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  22 events (all good), 0 – 9.995 s, baseline off, ~21.2 MB, data loaded,\n",
      " 'rest': 22>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  20 events (all good), 0 – 9.995 s, baseline off, ~19.3 MB, data loaded,\n",
      " 'rest': 20>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  21 events (all good), 0 – 9.995 s, baseline off, ~20.3 MB, data loaded,\n",
      " 'rest': 21>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  25 events (all good), 0 – 9.995 s, baseline off, ~24.1 MB, data loaded,\n",
      " 'rest': 25>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  22 events (all good), 0 – 9.995 s, baseline off, ~21.2 MB, data loaded,\n",
      " 'rest': 22>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  20 events (all good), 0 – 9.995 s, baseline off, ~19.3 MB, data loaded,\n",
      " 'rest': 20>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  31 events (all good), 0 – 9.995 s, baseline off, ~29.9 MB, data loaded,\n",
      " 'rest': 31>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  17 events (all good), 0 – 9.995 s, baseline off, ~16.4 MB, data loaded,\n",
      " 'rest': 17>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  18 events (all good), 0 – 9.995 s, baseline off, ~17.4 MB, data loaded,\n",
      " 'rest': 18>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  18 events (all good), 0 – 9.995 s, baseline off, ~17.4 MB, data loaded,\n",
      " 'rest': 18>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  17 events (all good), 0 – 9.995 s, baseline off, ~16.4 MB, data loaded,\n",
      " 'rest': 17>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  14 events (all good), 0 – 9.995 s, baseline off, ~13.5 MB, data loaded,\n",
      " 'rest': 14>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  13 events (all good), 0 – 9.995 s, baseline off, ~12.6 MB, data loaded,\n",
      " 'rest': 13>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  15 events (all good), 0 – 9.995 s, baseline off, ~14.5 MB, data loaded,\n",
      " 'rest': 15>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  15 events (all good), 0 – 9.995 s, baseline off, ~14.5 MB, data loaded,\n",
      " 'rest': 15>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  14 events (all good), 0 – 9.995 s, baseline off, ~13.5 MB, data loaded,\n",
      " 'rest': 14>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  15 events (all good), 0 – 9.995 s, baseline off, ~14.5 MB, data loaded,\n",
      " 'rest': 15>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  15 events (all good), 0 – 9.995 s, baseline off, ~14.5 MB, data loaded,\n",
      " 'rest': 15>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  16 events (all good), 0 – 9.995 s, baseline off, ~15.5 MB, data loaded,\n",
      " 'rest': 16>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  16 events (all good), 0 – 9.995 s, baseline off, ~15.5 MB, data loaded,\n",
      " 'rest': 16>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  17 events (all good), 0 – 9.995 s, baseline off, ~16.4 MB, data loaded,\n",
      " 'rest': 17>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  16 events (all good), 0 – 9.995 s, baseline off, ~15.5 MB, data loaded,\n",
      " 'rest': 16>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  13 events (all good), 0 – 9.995 s, baseline off, ~12.6 MB, data loaded,\n",
      " 'rest': 13>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  13 events (all good), 0 – 9.995 s, baseline off, ~12.6 MB, data loaded,\n",
      " 'rest': 13>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  12 events (all good), 0 – 9.995 s, baseline off, ~11.6 MB, data loaded,\n",
      " 'rest': 12>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  13 events (all good), 0 – 9.995 s, baseline off, ~12.6 MB, data loaded,\n",
      " 'rest': 13>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  11 events (all good), 0 – 9.995 s, baseline off, ~10.7 MB, data loaded,\n",
      " 'rest': 11>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  13 events (all good), 0 – 9.995 s, baseline off, ~12.6 MB, data loaded,\n",
      " 'rest': 13>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "63\n",
      "['Fp1', 'Fz', 'F3', 'F7', 'Iz', 'FC5', 'FC1', 'C3', 'T7', 'TP9', 'CP5', 'CP1', 'P3', 'P7', 'O1', 'Oz', 'O2', 'P4', 'P8', 'TP10', 'CP6', 'CP2', 'Cz', 'C4', 'T8', 'FT10', 'FC6', 'FC2', 'F4', 'F8', 'Fp2', 'AF7', 'AF3', 'AFz', 'F1', 'F5', 'FT7', 'FC3', 'C1', 'C5', 'TP7', 'CP3', 'P1', 'P5', 'PO7', 'I1', 'POz', 'I2', 'PO8', 'P6', 'P2', 'CPz', 'CP4', 'TP8', 'C6', 'C2', 'FC4', 'FT8', 'F6', 'AF8', 'AF4', 'F2', 'FCz']\n",
      "63\n",
      "<Info | 13 non-empty values\n",
      " bads: []\n",
      " ch_names: Fp1, Fz, F3, F7, Iz, FC5, FC1, C3, T7, TP9, CP5, CP1, P3, P7, ...\n",
      " chs: 63 EEG\n",
      " custom_ref_applied: False\n",
      " dig: 66 items (3 Cardinal, 63 EEG)\n",
      " file_id: 4 items (dict)\n",
      " highpass: 0.1 Hz\n",
      " line_freq: 60.0\n",
      " lowpass: 49.0 Hz\n",
      " meas_date: unspecified\n",
      " meas_id: 4 items (dict)\n",
      " nchan: 63\n",
      " projs: Average EEG reference: on\n",
      " sfreq: 200.0 Hz\n",
      " subject_info: 1 item (dict)\n",
      ">\n",
      "<EpochsFIF |  17 events (all good), 0 – 9.995 s, baseline off, ~16.4 MB, data loaded,\n",
      " 'rest': 17>\n",
      "<CrossSpectralDensity | n_channels=63, time=0.0 to 9.995000000000001 s, frequencies=8.1, 8.200000000000001, 8.3, 8.4, 8.5, 8.6, 8.700000000000001, 8.8, 8.9, 9.0, 9.1, 9.200000000000001, 9.3, 9.4, 9.5, 9.600000000000001, 9.700000000000001, 9.8, 9.9, 10.0, 10.100000000000001, 10.200000000000001, 10.3, 10.4, 10.5, 10.600000000000001, 10.700000000000001, 10.8, 10.9, 11.0, 11.100000000000001, 11.200000000000001, 11.3, 11.4, 11.5, 11.600000000000001, 11.700000000000001, 11.8, 11.9 Hz.>\n",
      "(63, 41)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "(63, 63)\n",
      "119\n"
     ]
    }
   ],
   "source": [
    "X, y, subjects, sensors = get_data_ds(frequency_bands)"
   ]
  },
  {
   "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>alpha</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[[1.3646661814149602e-07, 2.1693715741552847e-...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               alpha\n",
       "0  [[1.3646661814149602e-07, 2.1693715741552847e-..."
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.36466618e-07, 2.16937157e-07, 6.26305572e-07, ...,\n",
       "        5.92608831e-08, 3.47587708e-08, 8.88715718e-07],\n",
       "       [2.49803531e-07, 2.52963163e-07, 6.49216620e-07, ...,\n",
       "        7.01918869e-08, 3.29457383e-07, 6.89732821e-07],\n",
       "       [5.12196838e-07, 7.94223656e-07, 4.43102581e-07, ...,\n",
       "        1.96764791e-07, 6.24664700e-07, 8.18274589e-07],\n",
       "       ...,\n",
       "       [1.85951075e-06, 1.80057034e-06, 7.09914081e-06, ...,\n",
       "        1.81113030e-06, 2.27377752e-06, 3.68487935e-06],\n",
       "       [3.70700727e-06, 4.26543726e-06, 4.06120041e-06, ...,\n",
       "        1.76875442e-06, 3.26907411e-06, 5.38785933e-06],\n",
       "       [8.06771770e-07, 1.64539921e-06, 1.63433567e-06, ...,\n",
       "        3.03896077e-07, 1.04908055e-06, 3.20584490e-06]])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.loc[0,'alpha']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are 149 subjects and 1953 features (63 sensors, we keep the lower triangle without the diagonal : 63 * 62 / 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(119, 1953)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.loc[0,'alpha'].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualisation of the connectivity of the 5 first subjects."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PD\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PD\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PD\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PD\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PD\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PD\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i, data in enumerate(X.loc[0, 'alpha']):\n",
    "    a = np.zeros((63,63))\n",
    "    indices = np.tril_indices(63, -1)\n",
    "    a[indices] = data\n",
    "    print(y[i])\n",
    "    plt.imshow(a, cmap = 'coolwarm')\n",
    "    plt.colorbar()\n",
    "    plt.show()\n",
    "    if i == 5:\n",
    "        break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Feature selection with Neighborhood Component Analysis (NCA)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "features = select_features(X, y, frequency_bands)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "features "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Selected features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "names = get_features_name(features, sensors, frequency_bands)\n",
    "names"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Scores computed with a Leave-One-Out cross validation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "scores = classif(X, y, features, frequency_bands)\n",
    "scores"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "brain_age",
   "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": "3.11.3"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}