05-bckg_df_csv.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Filtering, windowing and extracting features from the bckg segments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import mne\n",
    "import mne_features\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib qt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Importing EDF/FIF Files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "root = \"../Dataset/bckg/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "s001_2011_11_23-00008303_s001_t000-0.fif\n",
      "s001_2011_11_23-00008303_s001_t000-1.fif\n",
      "s001_2011_11_23-00008303_s001_t000-10.fif\n",
      "s001_2011_11_23-00008303_s001_t000-11.fif\n",
      "s001_2011_11_23-00008303_s001_t000-2.fif\n",
      "s001_2011_11_23-00008303_s001_t000-3.fif\n",
      "s001_2011_11_23-00008303_s001_t000-4.fif\n",
      "s001_2011_11_23-00008303_s001_t000-5.fif\n",
      "s001_2011_11_23-00008303_s001_t000-6.fif\n",
      "s001_2011_11_23-00008303_s001_t000-7.fif\n",
      "s001_2011_11_23-00008303_s001_t000-8.fif\n",
      "s001_2011_11_23-00008303_s001_t000-9.fif\n",
      "s001_2013_03_23-00010020_s001_t000-0.fif\n",
      "s001_2013_03_23-00010020_s001_t000-1.fif\n",
      "s001_2013_03_23-00010020_s001_t000-10.fif\n",
      "s001_2013_03_23-00010020_s001_t000-11.fif\n",
      "s001_2013_03_23-00010020_s001_t000-12.fif\n",
      "s001_2013_03_23-00010020_s001_t000-13.fif\n",
      "s001_2013_03_23-00010020_s001_t000-14.fif\n",
      "s001_2013_03_23-00010020_s001_t000-15.fif\n",
      "s001_2013_03_23-00010020_s001_t000-16.fif\n",
      "s001_2013_03_23-00010020_s001_t000-17.fif\n",
      "s001_2013_03_23-00010020_s001_t000-18.fif\n",
      "s001_2013_03_23-00010020_s001_t000-19.fif\n",
      "s001_2013_03_23-00010020_s001_t000-2.fif\n",
      "s001_2013_03_23-00010020_s001_t000-20.fif\n",
      "s001_2013_03_23-00010020_s001_t000-21.fif\n",
      "s001_2013_03_23-00010020_s001_t000-22.fif\n",
      "s001_2013_03_23-00010020_s001_t000-23.fif\n",
      "s001_2013_03_23-00010020_s001_t000-24.fif\n",
      "s001_2013_03_23-00010020_s001_t000-25.fif\n",
      "s001_2013_03_23-00010020_s001_t000-26.fif\n",
      "s001_2013_03_23-00010020_s001_t000-27.fif\n",
      "s001_2013_03_23-00010020_s001_t000-28.fif\n",
      "s001_2013_03_23-00010020_s001_t000-3.fif\n",
      "s001_2013_03_23-00010020_s001_t000-4.fif\n",
      "s001_2013_03_23-00010020_s001_t000-5.fif\n",
      "s001_2013_03_23-00010020_s001_t000-6.fif\n",
      "s001_2013_03_23-00010020_s001_t000-7.fif\n",
      "s001_2013_03_23-00010020_s001_t000-8.fif\n",
      "s001_2013_03_23-00010020_s001_t000-9.fif\n",
      "s001_2013_03_23-00010020_s001_t001-0.fif\n",
      "s001_2013_03_23-00010020_s001_t001-1.fif\n",
      "s001_2013_03_23-00010020_s001_t001-10.fif\n",
      "s001_2013_03_23-00010020_s001_t001-11.fif\n",
      "s001_2013_03_23-00010020_s001_t001-12.fif\n",
      "s001_2013_03_23-00010020_s001_t001-13.fif\n",
      "s001_2013_03_23-00010020_s001_t001-14.fif\n",
      "s001_2013_03_23-00010020_s001_t001-15.fif\n",
      "s001_2013_03_23-00010020_s001_t001-16.fif\n",
      "s001_2013_03_23-00010020_s001_t001-17.fif\n",
      "s001_2013_03_23-00010020_s001_t001-18.fif\n",
      "s001_2013_03_23-00010020_s001_t001-19.fif\n",
      "s001_2013_03_23-00010020_s001_t001-2.fif\n",
      "s001_2013_03_23-00010020_s001_t001-20.fif\n",
      "s001_2013_03_23-00010020_s001_t001-21.fif\n",
      "s001_2013_03_23-00010020_s001_t001-22.fif\n",
      "s001_2013_03_23-00010020_s001_t001-23.fif\n",
      "s001_2013_03_23-00010020_s001_t001-24.fif\n",
      "s001_2013_03_23-00010020_s001_t001-25.fif\n",
      "s001_2013_03_23-00010020_s001_t001-26.fif\n",
      "s001_2013_03_23-00010020_s001_t001-27.fif\n",
      "s001_2013_03_23-00010020_s001_t001-28.fif\n",
      "s001_2013_03_23-00010020_s001_t001-29.fif\n",
      "s001_2013_03_23-00010020_s001_t001-3.fif\n",
      "s001_2013_03_23-00010020_s001_t001-30.fif\n",
      "s001_2013_03_23-00010020_s001_t001-31.fif\n",
      "s001_2013_03_23-00010020_s001_t001-32.fif\n",
      "s001_2013_03_23-00010020_s001_t001-33.fif\n",
      "s001_2013_03_23-00010020_s001_t001-34.fif\n",
      "s001_2013_03_23-00010020_s001_t001-35.fif\n",
      "s001_2013_03_23-00010020_s001_t001-36.fif\n",
      "s001_2013_03_23-00010020_s001_t001-37.fif\n",
      "s001_2013_03_23-00010020_s001_t001-38.fif\n",
      "s001_2013_03_23-00010020_s001_t001-39.fif\n",
      "s001_2013_03_23-00010020_s001_t001-4.fif\n",
      "s001_2013_03_23-00010020_s001_t001-40.fif\n",
      "s001_2013_03_23-00010020_s001_t001-41.fif\n",
      "s001_2013_03_23-00010020_s001_t001-42.fif\n",
      "s001_2013_03_23-00010020_s001_t001-43.fif\n",
      "s001_2013_03_23-00010020_s001_t001-5.fif\n",
      "s001_2013_03_23-00010020_s001_t001-6.fif\n",
      "s001_2013_03_23-00010020_s001_t001-7.fif\n",
      "s001_2013_03_23-00010020_s001_t001-8.fif\n",
      "s001_2013_03_23-00010020_s001_t001-9.fif\n",
      "s001_2014_08_13-00011870_s001_t002-0.fif\n",
      "s001_2014_08_13-00011870_s001_t002-1.fif\n",
      "s001_2014_08_13-00011870_s001_t003-0.fif\n",
      "s001_2014_08_13-00011870_s001_t003-1.fif\n",
      "s001_2014_08_13-00011870_s001_t003-2.fif\n",
      "s001_2014_08_13-00011870_s001_t003-3.fif\n",
      "s001_2014_08_13-00011870_s001_t003-4.fif\n",
      "s001_2014_08_13-00011870_s001_t003-5.fif\n",
      "s001_2015_04_26-00012940_s001_t003-0.fif\n",
      "s001_2015_04_26-00012940_s001_t003-1.fif\n",
      "s002_2013_03_16-00009934_s002_t006-0.fif\n",
      "s002_2013_03_16-00009934_s002_t006-1.fif\n",
      "s002_2013_09_18-00010760_s002_t002-0.fif\n",
      "s002_2013_09_18-00010760_s002_t002-1.fif\n",
      "s002_2013_09_18-00010760_s002_t002-2.fif\n",
      "s002_2013_09_18-00010760_s002_t002-3.fif\n",
      "s002_2013_09_18-00010760_s002_t002-4.fif\n",
      "s002_2015_04_19-00012941_s002_t000-0.fif\n",
      "s002_2015_04_19-00012941_s002_t000-1.fif\n",
      "s002_2015_04_19-00012941_s002_t001-0.fif\n",
      "s002_2015_04_19-00012941_s002_t001-1.fif\n",
      "s002_2015_04_19-00012941_s002_t006-0.fif\n",
      "s002_2015_04_19-00012941_s002_t006-1.fif\n",
      "s002_2015_04_19-00012941_s002_t006-2.fif\n",
      "s002_2015_04_19-00012941_s002_t007-0.fif\n",
      "s002_2015_04_19-00012941_s002_t007-1.fif\n",
      "s002_2015_04_19-00012941_s002_t007-2.fif\n",
      "s002_2015_04_19-00012941_s002_t007-3.fif\n",
      "s002_2015_04_19-00012941_s002_t007-4.fif\n",
      "s002_2015_04_19-00012941_s002_t007-5.fif\n",
      "s002_2015_04_26-00012940_s002_t002-0.fif\n",
      "s002_2015_04_26-00012940_s002_t002-1.fif\n",
      "s002_2015_04_26-00012940_s002_t005-0.fif\n",
      "s002_2015_04_26-00012940_s002_t005-1.fif\n",
      "s002_2015_04_26-00012940_s002_t006-0.fif\n",
      "s002_2015_04_26-00012940_s002_t006-1.fif\n",
      "s002_2015_04_26-00012940_s002_t008-0.fif\n",
      "s002_2015_04_26-00012940_s002_t008-1.fif\n",
      "s002_2015_04_26-00012940_s002_t009-0.fif\n",
      "s002_2015_04_26-00012940_s002_t009-1.fif\n",
      "s003_2013_01_14-00010158_s003_t000-0.fif\n",
      "s003_2013_01_14-00010158_s003_t000-1.fif\n",
      "s003_2013_01_14-00010158_s003_t000-2.fif\n",
      "s003_2013_01_14-00010158_s003_t001-0.fif\n",
      "s003_2013_01_14-00010158_s003_t001-1.fif\n",
      "s003_2013_01_14-00010158_s003_t002-0.fif\n",
      "s003_2013_01_14-00010158_s003_t002-1.fif\n",
      "s003_2013_01_14-00010158_s003_t002-2.fif\n",
      "s003_2013_09_25-00009852_s003_t006-0.fif\n",
      "s003_2013_09_25-00009852_s003_t006-1.fif\n",
      "s003_2014_02_19-00011272_s003_t006-0.fif\n",
      "s003_2014_02_19-00011272_s003_t006-1.fif\n",
      "s003_2014_08_13-00011870_s003_t001-0.fif\n",
      "s003_2014_08_13-00011870_s003_t001-1.fif\n",
      "s003_2014_08_13-00011870_s003_t001-2.fif\n",
      "s003_2014_08_13-00011870_s003_t002-0.fif\n",
      "s003_2014_08_13-00011870_s003_t002-1.fif\n",
      "s003_2014_08_13-00011870_s003_t003-0.fif\n",
      "s003_2014_08_13-00011870_s003_t003-1.fif\n",
      "s003_2014_08_13-00011870_s003_t003-2.fif\n",
      "s003_2015_01_29-00012707_s003_t007-0.fif\n",
      "s003_2015_01_29-00012707_s003_t007-1.fif\n",
      "s003_2015_01_29-00012707_s003_t009-0.fif\n",
      "s003_2015_01_29-00012707_s003_t009-1.fif\n",
      "s003_2015_04_01-00007937_s003_t000-0.fif\n",
      "s003_2015_04_01-00007937_s003_t000-1.fif\n",
      "s003_2015_04_27-00012940_s003_t000-0.fif\n",
      "s003_2015_04_27-00012940_s003_t000-1.fif\n",
      "s003_2015_04_27-00012940_s003_t001-0.fif\n",
      "s003_2015_04_27-00012940_s003_t001-1.fif\n",
      "s003_2015_04_27-00012940_s003_t002-0.fif\n",
      "s003_2015_04_27-00012940_s003_t002-1.fif\n",
      "s003_2015_04_27-00012940_s003_t004-0.fif\n",
      "s003_2015_04_27-00012940_s003_t004-1.fif\n",
      "s003_2015_04_27-00012940_s003_t005-0.fif\n",
      "s003_2015_04_27-00012940_s003_t005-1.fif\n",
      "s004_2012_10_11-00009232_s004_t010-0.fif\n",
      "s004_2012_10_11-00009232_s004_t010-1.fif\n",
      "s004_2012_11_09-00008480_s004_t000-0.fif\n",
      "s004_2012_11_09-00008480_s004_t000-1.fif\n",
      "s004_2014_09_17-00011972_s004_t001-0.fif\n",
      "s004_2014_09_17-00011972_s004_t001-1.fif\n",
      "s004_2014_09_17-00011972_s004_t001-2.fif\n",
      "s004_2014_09_17-00011972_s004_t001-3.fif\n",
      "s004_2014_09_17-00011972_s004_t003-0.fif\n",
      "s004_2014_09_17-00011972_s004_t003-1.fif\n",
      "s004_2014_09_17-00011972_s004_t003-2.fif\n",
      "s005_2012_10_20-00009623_s005_t003-0.fif\n",
      "s005_2012_10_20-00009623_s005_t003-1.fif\n",
      "s005_2012_10_20-00009623_s005_t005-0.fif\n",
      "s005_2012_10_20-00009623_s005_t005-1.fif\n",
      "s005_2012_10_20-00009623_s005_t008-0.fif\n",
      "s005_2012_10_20-00009623_s005_t008-1.fif\n",
      "s006_2014_09_17-00011972_s006_t001-0.fif\n",
      "s006_2014_09_17-00011972_s006_t001-1.fif\n",
      "s006_2014_09_17-00011972_s006_t001-2.fif\n",
      "s006_2014_09_23-00009104_s006_t001-0.fif\n",
      "s006_2014_09_23-00009104_s006_t001-1.fif\n",
      "s006_2014_09_23-00009104_s006_t002-0.fif\n",
      "s006_2014_09_23-00009104_s006_t002-1.fif\n",
      "s006_2014_09_23-00009104_s006_t003-0.fif\n",
      "s006_2014_09_23-00009104_s006_t003-1.fif\n",
      "s006_2014_09_23-00009104_s006_t004-0.fif\n",
      "s006_2014_09_23-00009104_s006_t004-1.fif\n",
      "s006_2014_09_23-00009104_s006_t007-0.fif\n",
      "s006_2014_09_23-00009104_s006_t007-1.fif\n",
      "s006_2014_09_23-00009104_s006_t021-0.fif\n",
      "s006_2014_09_23-00009104_s006_t021-1.fif\n",
      "s006_2014_10_02-00009932_s006_t003-0.fif\n",
      "s006_2014_10_02-00009932_s006_t003-1.fif\n",
      "s007_2014_08_21-00007936_s007_t000-0.fif\n",
      "s007_2014_08_21-00007936_s007_t000-1.fif\n",
      "s007_2014_08_21-00007936_s007_t001-0.fif\n",
      "s007_2014_08_21-00007936_s007_t001-1.fif\n",
      "s007_2014_09_24-00009104_s007_t015-0.fif\n",
      "s007_2014_09_24-00009104_s007_t015-1.fif\n",
      "s009_2014_09_25-00009104_s009_t003-0.fif\n",
      "s009_2014_09_25-00009104_s009_t003-1.fif\n",
      "s009_2014_10_07-00010843_s009_t001-0.fif\n",
      "s009_2014_10_07-00010843_s009_t001-1.fif\n",
      "s009_2014_10_07-00010843_s009_t002-0.fif\n",
      "s009_2014_10_07-00010843_s009_t002-1.fif\n",
      "s009_2014_10_07-00010843_s009_t003-0.fif\n",
      "s009_2014_10_07-00010843_s009_t003-1.fif\n",
      "s010_2014_09_26-00009104_s010_t015-0.fif\n",
      "s010_2014_09_26-00009104_s010_t015-1.fif\n",
      "s015_2014_06_19-00004456_s015_t002-0.fif\n",
      "s015_2014_06_19-00004456_s015_t002-1.fif\n",
      "s015_2014_06_19-00004456_s015_t002-2.fif\n",
      "s015_2014_06_19-00004456_s015_t002-3.fif\n",
      "s015_2014_06_19-00004456_s015_t002-4.fif\n",
      "s015_2014_06_19-00004456_s015_t002-5.fif\n",
      "s015_2014_06_19-00004456_s015_t004-0.fif\n",
      "s015_2014_06_19-00004456_s015_t004-1.fif\n",
      "s015_2014_06_19-00004456_s015_t004-2.fif\n",
      "s015_2014_06_19-00004456_s015_t004-3.fif\n"
     ]
    }
   ],
   "source": [
    "for r, d, f in os.walk(root):\n",
    "    for file in f:\n",
    "        print(file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file ../Dataset/bckg/s003_2015_04_01-00007937_s003_t000-1.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s003_2015_04_01-00007937_s003_t000-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 154884 ... 617215 =    605.016 ...  2410.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 462331  =      0.000 ...  1805.980 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "1805 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 1805 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s003_2015_04_27-00012940_s003_t000-0.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s003_2015_04_27-00012940_s003_t000-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 0 ... 256 =      0.000 ...     1.000 secs\n",
      "Ready.\n",
      "Reading 0 ... 256  =      0.000 ...     1.000 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 1 events and 256 original time points ...\n",
      "0 bad epochs dropped\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:6: RuntimeWarning: filter_length (1691) is longer than the signal (257), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.notch_filter(freqs=np.arange(60,128,60))\n",
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:7: RuntimeWarning: filter_length (2561) is longer than the signal (257), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.filter(l_freq=0.5, h_freq=50, fir_window=\"blackman\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file ../Dataset/bckg/s003_2015_04_27-00012940_s003_t000-1.fif...\n",
      "Isotrak not found\n",
      "    Range : 76544 ... 76799 =    299.000 ...   299.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 255  =      0.000 ...     0.996 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 1 events and 256 original time points ...\n",
      "0 bad epochs dropped\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s003_2015_04_27-00012940_s003_t000-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n",
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:6: RuntimeWarning: filter_length (1691) is longer than the signal (256), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.notch_filter(freqs=np.arange(60,128,60))\n",
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:7: RuntimeWarning: filter_length (2561) is longer than the signal (256), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.filter(l_freq=0.5, h_freq=50, fir_window=\"blackman\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file ../Dataset/bckg/s003_2015_04_27-00012940_s003_t001-0.fif...\n",
      "Isotrak not found\n",
      "    Range : 0 ... 256 =      0.000 ...     1.000 secs\n",
      "Ready.\n",
      "Reading 0 ... 256  =      0.000 ...     1.000 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 1 events and 256 original time points ...\n",
      "0 bad epochs dropped\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s003_2015_04_27-00012940_s003_t001-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n",
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:6: RuntimeWarning: filter_length (1691) is longer than the signal (257), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.notch_filter(freqs=np.arange(60,128,60))\n",
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:7: RuntimeWarning: filter_length (2561) is longer than the signal (257), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.filter(l_freq=0.5, h_freq=50, fir_window=\"blackman\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file ../Dataset/bckg/s003_2015_04_27-00012940_s003_t001-1.fif...\n",
      "Isotrak not found\n",
      "    Range : 153600 ... 153855 =    600.000 ...   600.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 255  =      0.000 ...     0.996 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 1 events and 256 original time points ...\n",
      "0 bad epochs dropped\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s003_2015_04_27-00012940_s003_t001-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n",
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:6: RuntimeWarning: filter_length (1691) is longer than the signal (256), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.notch_filter(freqs=np.arange(60,128,60))\n",
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:7: RuntimeWarning: filter_length (2561) is longer than the signal (256), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.filter(l_freq=0.5, h_freq=50, fir_window=\"blackman\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file ../Dataset/bckg/s003_2015_04_27-00012940_s003_t002-0.fif...\n",
      "Isotrak not found\n",
      "    Range : 0 ... 256 =      0.000 ...     1.000 secs\n",
      "Ready.\n",
      "Reading 0 ... 256  =      0.000 ...     1.000 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 1 events and 256 original time points ...\n",
      "0 bad epochs dropped\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s003_2015_04_27-00012940_s003_t002-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n",
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:6: RuntimeWarning: filter_length (1691) is longer than the signal (257), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.notch_filter(freqs=np.arange(60,128,60))\n",
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:7: RuntimeWarning: filter_length (2561) is longer than the signal (257), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.filter(l_freq=0.5, h_freq=50, fir_window=\"blackman\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file ../Dataset/bckg/s003_2015_04_27-00012940_s003_t002-1.fif...\n",
      "Isotrak not found\n",
      "    Range : 76544 ... 76799 =    299.000 ...   299.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 255  =      0.000 ...     0.996 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 1 events and 256 original time points ...\n",
      "0 bad epochs dropped\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s003_2015_04_27-00012940_s003_t002-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n",
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:6: RuntimeWarning: filter_length (1691) is longer than the signal (256), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.notch_filter(freqs=np.arange(60,128,60))\n",
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:7: RuntimeWarning: filter_length (2561) is longer than the signal (256), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.filter(l_freq=0.5, h_freq=50, fir_window=\"blackman\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file ../Dataset/bckg/s003_2015_04_27-00012940_s003_t004-0.fif...\n",
      "Isotrak not found\n",
      "    Range : 0 ... 256 =      0.000 ...     1.000 secs\n",
      "Ready.\n",
      "Reading 0 ... 256  =      0.000 ...     1.000 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 1 events and 256 original time points ...\n",
      "0 bad epochs dropped\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s003_2015_04_27-00012940_s003_t004-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n",
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:6: RuntimeWarning: filter_length (1691) is longer than the signal (257), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.notch_filter(freqs=np.arange(60,128,60))\n",
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:7: RuntimeWarning: filter_length (2561) is longer than the signal (257), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.filter(l_freq=0.5, h_freq=50, fir_window=\"blackman\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file ../Dataset/bckg/s003_2015_04_27-00012940_s003_t004-1.fif...\n",
      "Isotrak not found\n",
      "    Range : 76544 ... 76799 =    299.000 ...   299.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 255  =      0.000 ...     0.996 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 1 events and 256 original time points ...\n",
      "0 bad epochs dropped\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s003_2015_04_27-00012940_s003_t004-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n",
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:6: RuntimeWarning: filter_length (1691) is longer than the signal (256), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.notch_filter(freqs=np.arange(60,128,60))\n",
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:7: RuntimeWarning: filter_length (2561) is longer than the signal (256), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.filter(l_freq=0.5, h_freq=50, fir_window=\"blackman\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file ../Dataset/bckg/s003_2015_04_27-00012940_s003_t005-0.fif...\n",
      "Isotrak not found\n",
      "    Range : 0 ... 256 =      0.000 ...     1.000 secs\n",
      "Ready.\n",
      "Reading 0 ... 256  =      0.000 ...     1.000 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 1 events and 256 original time points ...\n",
      "0 bad epochs dropped\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s003_2015_04_27-00012940_s003_t005-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n",
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:6: RuntimeWarning: filter_length (1691) is longer than the signal (257), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.notch_filter(freqs=np.arange(60,128,60))\n",
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:7: RuntimeWarning: filter_length (2561) is longer than the signal (257), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.filter(l_freq=0.5, h_freq=50, fir_window=\"blackman\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file ../Dataset/bckg/s003_2015_04_27-00012940_s003_t005-1.fif...\n",
      "Isotrak not found\n",
      "    Range : 163072 ... 163327 =    637.000 ...   637.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 255  =      0.000 ...     0.996 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 1 events and 256 original time points ...\n",
      "0 bad epochs dropped\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s003_2015_04_27-00012940_s003_t005-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n",
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:6: RuntimeWarning: filter_length (1691) is longer than the signal (256), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.notch_filter(freqs=np.arange(60,128,60))\n",
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:7: RuntimeWarning: filter_length (2561) is longer than the signal (256), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.filter(l_freq=0.5, h_freq=50, fir_window=\"blackman\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file ../Dataset/bckg/s004_2012_10_11-00009232_s004_t010-0.fif...\n",
      "Isotrak not found\n",
      "    Range : 0 ... 48245 =      0.000 ...   188.457 secs\n",
      "Ready.\n",
      "Reading 0 ... 48245  =      0.000 ...   188.457 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s004_2012_10_11-00009232_s004_t010-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "188 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 188 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s004_2012_10_11-00009232_s004_t010-1.fif...\n",
      "Isotrak not found\n",
      "    Range : 78713 ... 147967 =    307.473 ...   577.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 69254  =      0.000 ...   270.523 secs...\n",
      "Setting up band-stop filter\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s004_2012_10_11-00009232_s004_t010-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "270 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 270 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s004_2012_11_09-00008480_s004_t000-0.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s004_2012_11_09-00008480_s004_t000-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 0 ... 111856 =      0.000 ...   436.938 secs\n",
      "Ready.\n",
      "Reading 0 ... 111856  =      0.000 ...   436.938 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "436 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 436 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s004_2012_11_09-00008480_s004_t000-1.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s004_2012_11_09-00008480_s004_t000-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 201456 ... 813055 =    786.938 ...  3175.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 611599  =      0.000 ...  2389.059 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "2389 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 2389 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s004_2014_09_17-00011972_s004_t001-0.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s004_2014_09_17-00011972_s004_t001-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 0 ... 15615 =      0.000 ...    60.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 15615  =      0.000 ...    60.996 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "61 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 61 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s004_2014_09_17-00011972_s004_t001-1.fif...\n",
      "Isotrak not found\n",
      "    Range : 45405 ... 59197 =    177.363 ...   231.238 secs\n",
      "Ready.\n",
      "Reading 0 ... 13792  =      0.000 ...    53.875 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "53 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 53 events and 256 original time points ...\n",
      "0 bad epochs dropped\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s004_2014_09_17-00011972_s004_t001-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file ../Dataset/bckg/s004_2014_09_17-00011972_s004_t001-2.fif...\n",
      "Isotrak not found\n",
      "    Range : 86154 ... 100093 =    336.539 ...   390.988 secs\n",
      "Ready.\n",
      "Reading 0 ... 13939  =      0.000 ...    54.449 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "54 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 54 events and 256 original time points ...\n",
      "0 bad epochs dropped\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s004_2014_09_17-00011972_s004_t001-2.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file ../Dataset/bckg/s004_2014_09_17-00011972_s004_t001-3.fif...\n",
      "Isotrak not found\n",
      "    Range : 129670 ... 164607 =    506.523 ...   642.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 34937  =      0.000 ...   136.473 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s004_2014_09_17-00011972_s004_t001-3.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Not setting metadata\n",
      "136 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 136 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s004_2014_09_17-00011972_s004_t003-0.fif...\n",
      "Isotrak not found\n",
      "    Range : 0 ... 74749 =      0.000 ...   291.988 secs\n",
      "Ready.\n",
      "Reading 0 ... 74749  =      0.000 ...   291.988 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s004_2014_09_17-00011972_s004_t003-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "291 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 291 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s004_2014_09_17-00011972_s004_t003-1.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s004_2014_09_17-00011972_s004_t003-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 102537 ... 200975 =    400.535 ...   785.059 secs\n",
      "Ready.\n",
      "Reading 0 ... 98438  =      0.000 ...   384.523 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "384 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 384 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s004_2014_09_17-00011972_s004_t003-2.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s004_2014_09_17-00011972_s004_t003-2.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 228208 ... 288511 =    891.438 ...  1126.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 60303  =      0.000 ...   235.559 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "235 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 235 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s005_2012_10_20-00009623_s005_t003-0.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s005_2012_10_20-00009623_s005_t003-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 0 ... 128167 =      0.000 ...   500.652 secs\n",
      "Ready.\n",
      "Reading 0 ... 128167  =      0.000 ...   500.652 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "500 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 500 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s005_2012_10_20-00009623_s005_t003-1.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s005_2012_10_20-00009623_s005_t003-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 146868 ... 253695 =    573.703 ...   990.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 106827  =      0.000 ...   417.293 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "417 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 417 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s005_2012_10_20-00009623_s005_t005-0.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s005_2012_10_20-00009623_s005_t005-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 0 ... 92621 =      0.000 ...   361.801 secs\n",
      "Ready.\n",
      "Reading 0 ... 92621  =      0.000 ...   361.801 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "361 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 361 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s005_2012_10_20-00009623_s005_t005-1.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s005_2012_10_20-00009623_s005_t005-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 116369 ... 216575 =    454.566 ...   845.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 100206  =      0.000 ...   391.430 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "391 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 391 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s005_2012_10_20-00009623_s005_t008-0.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s005_2012_10_20-00009623_s005_t008-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 0 ... 88405 =      0.000 ...   345.332 secs\n",
      "Ready.\n",
      "Reading 0 ... 88405  =      0.000 ...   345.332 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "345 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 345 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s005_2012_10_20-00009623_s005_t008-1.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s005_2012_10_20-00009623_s005_t008-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 104725 ... 202495 =    409.082 ...   790.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 97770  =      0.000 ...   381.914 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "381 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 381 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s006_2014_09_17-00011972_s006_t001-0.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s006_2014_09_17-00011972_s006_t001-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 0 ... 26323 =      0.000 ...   102.824 secs\n",
      "Ready.\n",
      "Reading 0 ... 26323  =      0.000 ...   102.824 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "102 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 102 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s006_2014_09_17-00011972_s006_t001-1.fif...\n",
      "Isotrak not found\n",
      "    Range : 48399 ... 227059 =    189.059 ...   886.949 secs\n",
      "Ready.\n",
      "Reading 0 ... 178660  =      0.000 ...   697.891 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s006_2014_09_17-00011972_s006_t001-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "697 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 697 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s006_2014_09_17-00011972_s006_t001-2.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s006_2014_09_17-00011972_s006_t001-2.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 233728 ... 233983 =    913.000 ...   913.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 255  =      0.000 ...     0.996 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 1 events and 256 original time points ...\n",
      "0 bad epochs dropped\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:6: RuntimeWarning: filter_length (1691) is longer than the signal (256), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.notch_filter(freqs=np.arange(60,128,60))\n",
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:7: RuntimeWarning: filter_length (2561) is longer than the signal (256), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.filter(l_freq=0.5, h_freq=50, fir_window=\"blackman\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file ../Dataset/bckg/s006_2014_09_23-00009104_s006_t001-0.fif...\n",
      "Isotrak not found\n",
      "    Range : 0 ... 132151 =      0.000 ...   516.215 secs\n",
      "Ready.\n",
      "Reading 0 ... 132151  =      0.000 ...   516.215 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s006_2014_09_23-00009104_s006_t001-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "516 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 516 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s006_2014_09_23-00009104_s006_t001-1.fif...\n",
      "Isotrak not found\n",
      "    Range : 162352 ... 280063 =    634.188 ...  1093.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 117711  =      0.000 ...   459.809 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s006_2014_09_23-00009104_s006_t001-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "459 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 459 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s006_2014_09_23-00009104_s006_t002-0.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s006_2014_09_23-00009104_s006_t002-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 0 ... 139514 =      0.000 ...   544.977 secs\n",
      "Ready.\n",
      "Reading 0 ... 139514  =      0.000 ...   544.977 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "544 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 544 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s006_2014_09_23-00009104_s006_t002-1.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s006_2014_09_23-00009104_s006_t002-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 170014 ... 290815 =    664.117 ...  1135.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 120801  =      0.000 ...   471.879 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "471 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 471 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s006_2014_09_23-00009104_s006_t003-0.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s006_2014_09_23-00009104_s006_t003-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 0 ... 119559 =      0.000 ...   467.027 secs\n",
      "Ready.\n",
      "Reading 0 ... 119559  =      0.000 ...   467.027 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "467 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 467 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s006_2014_09_23-00009104_s006_t003-1.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s006_2014_09_23-00009104_s006_t003-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 154597 ... 255231 =    603.895 ...   996.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 100634  =      0.000 ...   393.102 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "393 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 393 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s006_2014_09_23-00009104_s006_t004-0.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s006_2014_09_23-00009104_s006_t004-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 0 ... 110097 =      0.000 ...   430.066 secs\n",
      "Ready.\n",
      "Reading 0 ... 110097  =      0.000 ...   430.066 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "430 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 430 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s006_2014_09_23-00009104_s006_t004-1.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s006_2014_09_23-00009104_s006_t004-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 133957 ... 278783 =    523.270 ...  1088.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 144826  =      0.000 ...   565.727 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "565 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 565 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s006_2014_09_23-00009104_s006_t007-0.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s006_2014_09_23-00009104_s006_t007-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 0 ... 127163 =      0.000 ...   496.730 secs\n",
      "Ready.\n",
      "Reading 0 ... 127163  =      0.000 ...   496.730 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "496 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 496 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s006_2014_09_23-00009104_s006_t007-1.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s006_2014_09_23-00009104_s006_t007-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 158240 ... 246783 =    618.125 ...   963.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 88543  =      0.000 ...   345.871 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "345 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 345 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s006_2014_09_23-00009104_s006_t021-0.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s006_2014_09_23-00009104_s006_t021-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 0 ... 113667 =      0.000 ...   444.012 secs\n",
      "Ready.\n",
      "Reading 0 ... 113667  =      0.000 ...   444.012 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "444 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 444 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s006_2014_09_23-00009104_s006_t021-1.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s006_2014_09_23-00009104_s006_t021-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 118273 ... 452607 =    462.004 ...  1767.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 334334  =      0.000 ...  1305.992 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "1305 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 1305 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s006_2014_10_02-00009932_s006_t003-0.fif...\n",
      "Isotrak not found\n",
      "    Range : 0 ... 18693 =      0.000 ...    73.020 secs\n",
      "Ready.\n",
      "Reading 0 ... 18693  =      0.000 ...    73.020 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s006_2014_10_02-00009932_s006_t003-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Not setting metadata\n",
      "73 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 73 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s006_2014_10_02-00009932_s006_t003-1.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s006_2014_10_02-00009932_s006_t003-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 44117 ... 76799 =    172.332 ...   299.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 32682  =      0.000 ...   127.664 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "127 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 127 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s007_2014_08_21-00007936_s007_t000-0.fif...\n",
      "Isotrak not found\n",
      "    Range : 0 ... 23026 =      0.000 ...    89.945 secs\n",
      "Ready.\n",
      "Reading 0 ... 23026  =      0.000 ...    89.945 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "89 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 89 events and 256 original time points ...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s007_2014_08_21-00007936_s007_t000-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s007_2014_08_21-00007936_s007_t000-1.fif...\n",
      "Isotrak not found\n",
      "    Range : 48758 ... 78079 =    190.461 ...   304.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 29321  =      0.000 ...   114.535 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s007_2014_08_21-00007936_s007_t000-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Not setting metadata\n",
      "114 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 114 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s007_2014_08_21-00007936_s007_t001-0.fif...\n",
      "Isotrak not found\n",
      "    Range : 0 ... 25073 =      0.000 ...    97.941 secs\n",
      "Ready.\n",
      "Reading 0 ... 25073  =      0.000 ...    97.941 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s007_2014_08_21-00007936_s007_t001-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Not setting metadata\n",
      "97 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 97 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s007_2014_08_21-00007936_s007_t001-1.fif...\n",
      "Isotrak not found\n",
      "    Range : 45692 ... 69119 =    178.484 ...   269.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 23427  =      0.000 ...    91.512 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "91 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 91 events and 256 original time points ...\n",
      "0 bad epochs dropped\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s007_2014_08_21-00007936_s007_t001-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file ../Dataset/bckg/s007_2014_09_24-00009104_s007_t015-0.fif...\n",
      "Isotrak not found\n",
      "    Range : 0 ... 57604 =      0.000 ...   225.016 secs\n",
      "Ready.\n",
      "Reading 0 ... 57604  =      0.000 ...   225.016 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s007_2014_09_24-00009104_s007_t015-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "225 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 225 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s007_2014_09_24-00009104_s007_t015-1.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s007_2014_09_24-00009104_s007_t015-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 74950 ... 185087 =    292.773 ...   722.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 110137  =      0.000 ...   430.223 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "430 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 430 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s009_2014_09_25-00009104_s009_t003-0.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s009_2014_09_25-00009104_s009_t003-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 0 ... 23304 =      0.000 ...    91.031 secs\n",
      "Ready.\n",
      "Reading 0 ... 23304  =      0.000 ...    91.031 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "91 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 91 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s009_2014_09_25-00009104_s009_t003-1.fif...\n",
      "Isotrak not found\n",
      "    Range : 40905 ... 90623 =    159.785 ...   353.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 49718  =      0.000 ...   194.211 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s009_2014_09_25-00009104_s009_t003-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "194 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 194 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s009_2014_10_07-00010843_s009_t001-0.fif...\n",
      "Isotrak not found\n",
      "    Range : 0 ... 20271 =      0.000 ...    79.184 secs\n",
      "Ready.\n",
      "Reading 0 ... 20271  =      0.000 ...    79.184 secs...\n",
      "Setting up band-stop filter\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s009_2014_10_07-00010843_s009_t001-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "79 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 79 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s009_2014_10_07-00010843_s009_t001-1.fif...\n",
      "Isotrak not found\n",
      "    Range : 46594 ... 47103 =    182.008 ...   183.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 509  =      0.000 ...     1.988 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 1 events and 256 original time points ...\n",
      "0 bad epochs dropped\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s009_2014_10_07-00010843_s009_t001-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n",
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:6: RuntimeWarning: filter_length (1691) is longer than the signal (510), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.notch_filter(freqs=np.arange(60,128,60))\n",
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:7: RuntimeWarning: filter_length (2561) is longer than the signal (510), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.filter(l_freq=0.5, h_freq=50, fir_window=\"blackman\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file ../Dataset/bckg/s009_2014_10_07-00010843_s009_t002-0.fif...\n",
      "Isotrak not found\n",
      "    Range : 0 ... 37114 =      0.000 ...   144.977 secs\n",
      "Ready.\n",
      "Reading 0 ... 37114  =      0.000 ...   144.977 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s009_2014_10_07-00010843_s009_t002-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Not setting metadata\n",
      "Not setting metadata\n",
      "144 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 144 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s009_2014_10_07-00010843_s009_t002-1.fif...\n",
      "Isotrak not found\n",
      "    Range : 50305 ... 73471 =    196.504 ...   286.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 23166  =      0.000 ...    90.492 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "90 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 90 events and 256 original time points ...\n",
      "0 bad epochs dropped\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s009_2014_10_07-00010843_s009_t002-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file ../Dataset/bckg/s009_2014_10_07-00010843_s009_t003-0.fif...\n",
      "Isotrak not found\n",
      "    Range : 0 ... 33526 =      0.000 ...   130.961 secs\n",
      "Ready.\n",
      "Reading 0 ... 33526  =      0.000 ...   130.961 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s009_2014_10_07-00010843_s009_t003-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Not setting metadata\n",
      "Not setting metadata\n",
      "130 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 130 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s009_2014_10_07-00010843_s009_t003-1.fif...\n",
      "Isotrak not found\n",
      "    Range : 45246 ... 67327 =    176.742 ...   262.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 22081  =      0.000 ...    86.254 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "86 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 86 events and 256 original time points ...\n",
      "0 bad epochs dropped\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s009_2014_10_07-00010843_s009_t003-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file ../Dataset/bckg/s010_2014_09_26-00009104_s010_t015-0.fif...\n",
      "Isotrak not found\n",
      "    Range : 0 ... 76035 =      0.000 ...   297.012 secs\n",
      "Ready.\n",
      "Reading 0 ... 76035  =      0.000 ...   297.012 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s010_2014_09_26-00009104_s010_t015-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "297 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 297 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s010_2014_09_26-00009104_s010_t015-1.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s010_2014_09_26-00009104_s010_t015-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 102260 ... 120575 =    399.453 ...   470.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 18315  =      0.000 ...    71.543 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "71 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 71 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s015_2014_06_19-00004456_s015_t002-0.fif...\n",
      "Isotrak not found\n",
      "    Range : 0 ... 83206 =      0.000 ...   325.023 secs\n",
      "Ready.\n",
      "Reading 0 ... 83206  =      0.000 ...   325.023 secs...\n",
      "Setting up band-stop filter\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s015_2014_06_19-00004456_s015_t002-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "325 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 325 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s015_2014_06_19-00004456_s015_t002-1.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s015_2014_06_19-00004456_s015_t002-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 90616 ... 116257 =    353.969 ...   454.129 secs\n",
      "Ready.\n",
      "Reading 0 ... 25641  =      0.000 ...   100.160 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "100 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 100 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s015_2014_06_19-00004456_s015_t002-2.fif...\n",
      "Isotrak not found\n",
      "    Range : 120351 ... 124679 =    470.121 ...   487.027 secs\n",
      "Ready.\n",
      "Reading 0 ... 4328  =      0.000 ...    16.906 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "16 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 16 events and 256 original time points ...\n",
      "0 bad epochs dropped\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s015_2014_06_19-00004456_s015_t002-2.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file ../Dataset/bckg/s015_2014_06_19-00004456_s015_t002-3.fif...\n",
      "Isotrak not found\n",
      "    Range : 128272 ... 133928 =    501.062 ...   523.156 secs\n",
      "Ready.\n",
      "Reading 0 ... 5656  =      0.000 ...    22.094 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "22 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 22 events and 256 original time points ...\n",
      "0 bad epochs dropped\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s015_2014_06_19-00004456_s015_t002-3.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file ../Dataset/bckg/s015_2014_06_19-00004456_s015_t002-4.fif...\n",
      "Isotrak not found\n",
      "    Range : 140827 ... 177721 =    550.105 ...   694.223 secs\n",
      "Ready.\n",
      "Reading 0 ... 36894  =      0.000 ...   144.117 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s015_2014_06_19-00004456_s015_t002-4.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "144 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 144 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s015_2014_06_19-00004456_s015_t002-5.fif...\n",
      "Isotrak not found\n",
      "    Range : 181780 ... 284927 =    710.078 ...  1112.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 103147  =      0.000 ...   402.918 secs...\n",
      "Setting up band-stop filter\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s015_2014_06_19-00004456_s015_t002-5.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "402 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 402 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s015_2014_06_19-00004456_s015_t004-0.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s015_2014_06_19-00004456_s015_t004-0.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 0 ... 256 =      0.000 ...     1.000 secs\n",
      "Ready.\n",
      "Reading 0 ... 256  =      0.000 ...     1.000 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 1 events and 256 original time points ...\n",
      "0 bad epochs dropped\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:6: RuntimeWarning: filter_length (1691) is longer than the signal (257), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.notch_filter(freqs=np.arange(60,128,60))\n",
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:7: RuntimeWarning: filter_length (2561) is longer than the signal (257), distortion is likely. Reduce filter length or filter a longer signal.\n",
      "  raw.filter(l_freq=0.5, h_freq=50, fir_window=\"blackman\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file ../Dataset/bckg/s015_2014_06_19-00004456_s015_t004-1.fif...\n",
      "Isotrak not found\n",
      "    Range : 1297 ... 49936 =      5.066 ...   195.062 secs\n",
      "Ready.\n",
      "Reading 0 ... 48639  =      0.000 ...   189.996 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s015_2014_06_19-00004456_s015_t004-1.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "190 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 190 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s015_2014_06_19-00004456_s015_t004-2.fif...\n",
      "Isotrak not found\n",
      "    Range : 51990 ... 113943 =    203.086 ...   445.090 secs\n",
      "Ready.\n",
      "Reading 0 ... 61953  =      0.000 ...   242.004 secs...\n",
      "Setting up band-stop filter\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s015_2014_06_19-00004456_s015_t004-2.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "242 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 242 events and 256 original time points ...\n",
      "0 bad epochs dropped\n",
      "Opening raw data file ../Dataset/bckg/s015_2014_06_19-00004456_s015_t004-3.fif...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Irfan\\AppData\\Local\\Temp/ipykernel_4948/610193996.py:4: RuntimeWarning: This filename (../Dataset/bckg/s015_2014_06_19-00004456_s015_t004-3.fif) does not conform to MNE naming conventions. All raw files should end with raw.fif, raw_sss.fif, raw_tsss.fif, _meg.fif, _eeg.fif, _ieeg.fif, raw.fif.gz, raw_sss.fif.gz, raw_tsss.fif.gz, _meg.fif.gz, _eeg.fif.gz or _ieeg.fif.gz\n",
      "  raw = mne.io.read_raw_fif(root + file, preload=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isotrak not found\n",
      "    Range : 115743 ... 153855 =    452.121 ...   600.996 secs\n",
      "Ready.\n",
      "Reading 0 ... 38112  =      0.000 ...   148.875 secs...\n",
      "Setting up band-stop filter\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandstop filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
      "- Lower transition bandwidth: 0.50 Hz\n",
      "- Upper transition bandwidth: 0.50 Hz\n",
      "- Filter length: 1691 samples (6.605 sec)\n",
      "\n",
      "Filtering raw data in 1 contiguous segment\n",
      "Setting up band-pass filter from 0.5 - 50 Hz\n",
      "\n",
      "FIR filter parameters\n",
      "---------------------\n",
      "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
      "- Windowed time-domain design (firwin) method\n",
      "- Blackman window with 0.0017 passband ripple and 74 dB stopband attenuation\n",
      "- Lower passband edge: 0.50\n",
      "- Lower transition bandwidth: 0.50 Hz (-6 dB cutoff frequency: 0.25 Hz)\n",
      "- Upper passband edge: 50.00 Hz\n",
      "- Upper transition bandwidth: 12.50 Hz (-6 dB cutoff frequency: 56.25 Hz)\n",
      "- Filter length: 2561 samples (10.004 sec)\n",
      "\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "148 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Loading data for 148 events and 256 original time points ...\n",
      "0 bad epochs dropped\n"
     ]
    }
   ],
   "source": [
    "df = pd.DataFrame()\n",
    "for file in f[150:]:\n",
    "    temp_df = pd.DataFrame()\n",
    "    raw = mne.io.read_raw_fif(root + file, preload=True)\n",
    "\n",
    "    raw.notch_filter(freqs=np.arange(60,128,60))\n",
    "    raw.filter(l_freq=0.5, h_freq=50, fir_window=\"blackman\")\n",
    "\n",
    "    epochs = mne.make_fixed_length_epochs(raw, duration=1)\n",
    "\n",
    "    epoch_data = epochs.get_data()\n",
    "    temp_df = mne_features.feature_extraction.extract_features(epoch_data, sfreq=raw.info['sfreq'], selected_funcs=['mean','std','variance','ptp_amp','skewness','kurtosis','hurst_exp','app_entropy','samp_entropy','hjorth_mobility','hjorth_complexity','line_length','svd_fisher_info','katz_fd','higuchi_fd','pow_freq_bands','hjorth_mobility_spect','hjorth_complexity_spect','spect_entropy','svd_entropy','energy_freq_bands','spect_edge_freq'],return_as_df=True)\n",
    "\n",
    "    df = df.append(temp_df, ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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 tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"10\" halign=\"left\">mean</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"10\" halign=\"left\">spect_edge_freq</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>16</th>\n",
       "      <th>17</th>\n",
       "      <th>18</th>\n",
       "      <th>19</th>\n",
       "      <th>20</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3.082721e-05</td>\n",
       "      <td>-2.903983e-06</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>-4.883942e-05</td>\n",
       "      <td>-1.544946e-06</td>\n",
       "      <td>-0.000042</td>\n",
       "      <td>-1.327130e-05</td>\n",
       "      <td>-2.805712e-05</td>\n",
       "      <td>-2.619054e-05</td>\n",
       "      <td>-0.000027</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-3.136894e-07</td>\n",
       "      <td>3.077117e-06</td>\n",
       "      <td>-0.000009</td>\n",
       "      <td>-1.073148e-06</td>\n",
       "      <td>-1.155828e-05</td>\n",
       "      <td>-0.000005</td>\n",
       "      <td>-1.066263e-05</td>\n",
       "      <td>-8.212093e-06</td>\n",
       "      <td>-8.503119e-06</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-1.803553e-06</td>\n",
       "      <td>6.452643e-07</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>9.207603e-06</td>\n",
       "      <td>6.414401e-06</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>5.291348e-06</td>\n",
       "      <td>2.889592e-06</td>\n",
       "      <td>2.947867e-06</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-4.403318e-06</td>\n",
       "      <td>-2.364769e-06</td>\n",
       "      <td>-0.000002</td>\n",
       "      <td>2.622352e-07</td>\n",
       "      <td>8.496696e-07</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>4.465605e-06</td>\n",
       "      <td>8.631781e-06</td>\n",
       "      <td>7.313373e-06</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3.250747e-06</td>\n",
       "      <td>9.509222e-07</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>2.017816e-06</td>\n",
       "      <td>2.804626e-06</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>3.226272e-06</td>\n",
       "      <td>-1.949343e-08</td>\n",
       "      <td>4.654607e-06</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19956</th>\n",
       "      <td>5.961891e-05</td>\n",
       "      <td>1.681940e-05</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>3.023915e-06</td>\n",
       "      <td>5.875318e-06</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>5.104196e-06</td>\n",
       "      <td>-5.190182e-06</td>\n",
       "      <td>1.343851e-06</td>\n",
       "      <td>-0.000002</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19957</th>\n",
       "      <td>-8.498700e-05</td>\n",
       "      <td>-1.865377e-05</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>-2.750196e-06</td>\n",
       "      <td>-3.195917e-06</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>-2.782898e-06</td>\n",
       "      <td>3.457680e-06</td>\n",
       "      <td>5.696616e-07</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>...</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19958</th>\n",
       "      <td>5.266439e-05</td>\n",
       "      <td>9.636298e-06</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>-1.401669e-06</td>\n",
       "      <td>-2.341244e-06</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>3.224290e-07</td>\n",
       "      <td>4.806850e-06</td>\n",
       "      <td>3.052674e-06</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19959</th>\n",
       "      <td>9.274390e-05</td>\n",
       "      <td>2.306537e-05</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>4.697230e-06</td>\n",
       "      <td>6.137763e-06</td>\n",
       "      <td>-0.000005</td>\n",
       "      <td>1.285160e-06</td>\n",
       "      <td>-8.987881e-06</td>\n",
       "      <td>-4.163428e-06</td>\n",
       "      <td>-0.000008</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19960</th>\n",
       "      <td>-1.682308e-04</td>\n",
       "      <td>-4.746387e-05</td>\n",
       "      <td>-0.000006</td>\n",
       "      <td>-6.629972e-06</td>\n",
       "      <td>-4.346612e-06</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>-4.709745e-07</td>\n",
       "      <td>4.545402e-06</td>\n",
       "      <td>3.530878e-06</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19961 rows × 630 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               mean                                                      \\\n",
       "                  0             1         2             3             4   \n",
       "0      3.082721e-05 -2.903983e-06  0.000015 -4.883942e-05 -1.544946e-06   \n",
       "1     -3.136894e-07  3.077117e-06 -0.000009 -1.073148e-06 -1.155828e-05   \n",
       "2     -1.803553e-06  6.452643e-07  0.000004  9.207603e-06  6.414401e-06   \n",
       "3     -4.403318e-06 -2.364769e-06 -0.000002  2.622352e-07  8.496696e-07   \n",
       "4      3.250747e-06  9.509222e-07  0.000002  2.017816e-06  2.804626e-06   \n",
       "...             ...           ...       ...           ...           ...   \n",
       "19956  5.961891e-05  1.681940e-05  0.000009  3.023915e-06  5.875318e-06   \n",
       "19957 -8.498700e-05 -1.865377e-05 -0.000004 -2.750196e-06 -3.195917e-06   \n",
       "19958  5.266439e-05  9.636298e-06 -0.000004 -1.401669e-06 -2.341244e-06   \n",
       "19959  9.274390e-05  2.306537e-05  0.000008  4.697230e-06  6.137763e-06   \n",
       "19960 -1.682308e-04 -4.746387e-05 -0.000006 -6.629972e-06 -4.346612e-06   \n",
       "\n",
       "                                                                     ...  \\\n",
       "              5             6             7             8         9  ...   \n",
       "0     -0.000042 -1.327130e-05 -2.805712e-05 -2.619054e-05 -0.000027  ...   \n",
       "1     -0.000005 -1.066263e-05 -8.212093e-06 -8.503119e-06 -0.000008  ...   \n",
       "2      0.000009  5.291348e-06  2.889592e-06  2.947867e-06  0.000002  ...   \n",
       "3      0.000003  4.465605e-06  8.631781e-06  7.313373e-06  0.000008  ...   \n",
       "4      0.000001  3.226272e-06 -1.949343e-08  4.654607e-06  0.000004  ...   \n",
       "...         ...           ...           ...           ...       ...  ...   \n",
       "19956 -0.000004  5.104196e-06 -5.190182e-06  1.343851e-06 -0.000002  ...   \n",
       "19957  0.000003 -2.782898e-06  3.457680e-06  5.696616e-07  0.000003  ...   \n",
       "19958  0.000001  3.224290e-07  4.806850e-06  3.052674e-06  0.000004  ...   \n",
       "19959 -0.000005  1.285160e-06 -8.987881e-06 -4.163428e-06 -0.000008  ...   \n",
       "19960  0.000002 -4.709745e-07  4.545402e-06  3.530878e-06  0.000004  ...   \n",
       "\n",
       "      spect_edge_freq                                               \n",
       "                   11   12   13   14   15   16   17   18   19   20  \n",
       "0                 1.0  1.0  1.0  1.0  2.0  1.0  1.0  1.0  1.0  2.0  \n",
       "1                 3.0  2.0  3.0  2.0  3.0  1.0  2.0  3.0  2.0  3.0  \n",
       "2                 3.0  5.0  3.0  5.0  3.0  4.0  4.0  4.0  4.0  3.0  \n",
       "3                 1.0  5.0  1.0  5.0  2.0  1.0  1.0  2.0  6.0  2.0  \n",
       "4                 1.0  2.0  1.0  2.0  1.0  2.0  2.0  4.0  2.0  1.0  \n",
       "...               ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  \n",
       "19956             2.0  6.0  8.0  6.0  1.0  3.0  6.0  9.0  2.0  1.0  \n",
       "19957             7.0  2.0  8.0  6.0  3.0  4.0  6.0  7.0  4.0  4.0  \n",
       "19958             2.0  1.0  3.0  3.0  3.0  2.0  2.0  3.0  2.0  3.0  \n",
       "19959             2.0  1.0  1.0  1.0  3.0  3.0  3.0  1.0  1.0  1.0  \n",
       "19960             6.0  6.0  6.0  3.0  5.0  5.0  3.0  1.0  6.0  1.0  \n",
       "\n",
       "[19961 rows x 630 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.assign(output=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('../Dataset/bckg_features_data1.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df.to_csv('../Dataset/bckg_features_data.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "abc43c0dfd3be6e75395e609b68ff1d444fe1ba7bc598f9a4d8e0d29e2c56ec5"
  },
  "kernelspec": {
   "display_name": "Python 3.9.7 64-bit ('tensorflow-gpu': conda)",
   "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": "3.9.7"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}