datapreprocessing.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import mne\n",
    "import scipy.io\n",
    "import shutil"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg1.edf...\n",
      "EDF file detected\n",
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg10.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n",
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading 0 ... 1389311  =      0.000 ...  5426.996 secs...\n",
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg11.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1916927  =      0.000 ...  7487.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg12.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1143807  =      0.000 ...  4467.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg13.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 3946495  =      0.000 ... 15415.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg14.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 953855  =      0.000 ...  3725.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg15.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1765887  =      0.000 ...  6897.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg16.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1520895  =      0.000 ...  5940.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg17.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1406207  =      0.000 ...  5492.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg18.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 934655  =      0.000 ...  3650.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg19.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 2305535  =      0.000 ...  9005.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg2.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 962815  =      0.000 ...  3760.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg20.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1020671  =      0.000 ...  3986.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg21.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1460991  =      0.000 ...  5706.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg22.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 984063  =      0.000 ...  3843.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg23.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1134847  =      0.000 ...  4432.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg24.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 948735  =      0.000 ...  3705.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg25.edf...\n",
      "EDF file detected\n",
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg26.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1070591  =      0.000 ...  4181.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n",
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg27.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 894975  =      0.000 ...  3495.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg28.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1473791  =      0.000 ...  5756.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg29.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 2057471  =      0.000 ...  8036.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg3.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1129471  =      0.000 ...  4411.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg30.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1007871  =      0.000 ...  3936.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg31.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 903423  =      0.000 ...  3528.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg32.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1180927  =      0.000 ...  4612.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg33.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 959231  =      0.000 ...  3746.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg34.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1661695  =      0.000 ...  6490.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg35.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 964351  =      0.000 ...  3766.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg36.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1300991  =      0.000 ...  5081.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg37.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1171967  =      0.000 ...  4577.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg38.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1560319  =      0.000 ...  6094.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg39.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1185023  =      0.000 ...  4628.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg4.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 876799  =      0.000 ...  3424.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg40.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1494271  =      0.000 ...  5836.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg41.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 2479103  =      0.000 ...  9683.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg42.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1273343  =      0.000 ...  4973.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg43.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1864447  =      0.000 ...  7282.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg44.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 860159  =      0.000 ...  3359.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg45.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 978431  =      0.000 ...  3821.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg46.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1310719  =      0.000 ...  5119.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg47.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 923135  =      0.000 ...  3605.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg48.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 983039  =      0.000 ...  3839.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg49.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 2212607  =      0.000 ...  8642.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg5.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 983295  =      0.000 ...  3840.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg50.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 2521599  =      0.000 ...  9849.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg51.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1203455  =      0.000 ...  4700.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg52.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1003519  =      0.000 ...  3919.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg53.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 888319  =      0.000 ...  3469.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg54.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1112063  =      0.000 ...  4343.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg55.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1321215  =      0.000 ...  5160.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg56.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 980735  =      0.000 ...  3830.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg57.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 802047  =      0.000 ...  3132.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg58.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1199359  =      0.000 ...  4684.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg59.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1004287  =      0.000 ...  3922.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg6.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1203967  =      0.000 ...  4702.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg60.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 967423  =      0.000 ...  3778.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg61.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1492223  =      0.000 ...  5828.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg62.edf...\n",
      "EDF file detected\n",
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg63.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 998399  =      0.000 ...  3899.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n",
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg64.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1622271  =      0.000 ...  6336.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg65.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1228799  =      0.000 ...  4799.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg66.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 2905599  =      0.000 ... 11349.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg67.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1254399  =      0.000 ...  4899.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg68.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 925439  =      0.000 ...  3614.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg69.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1017087  =      0.000 ...  3972.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg7.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 935423  =      0.000 ...  3653.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg70.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1255935  =      0.000 ...  4905.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg71.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1094655  =      0.000 ...  4275.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg72.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1279487  =      0.000 ...  4997.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg73.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 954879  =      0.000 ...  3729.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg74.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1117183  =      0.000 ...  4363.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg75.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1012479  =      0.000 ...  3954.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg76.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 978175  =      0.000 ...  3820.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg77.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1073407  =      0.000 ...  4192.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg78.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1272575  =      0.000 ...  4970.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg79.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 844031  =      0.000 ...  3296.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg8.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1180927  =      0.000 ...  4612.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from c:\\paperhoping\\eeg\\eeg9.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 908799  =      0.000 ...  3549.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:6: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 47.8 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "path = './eeg/'\n",
    "corrupted_files = []\n",
    "for file in sorted(os.listdir(path)):\n",
    "    if file.endswith('.edf'):\n",
    "        try:\n",
    "            data = mne.io.read_raw_edf(path + file, preload = True);\n",
    "        except:\n",
    "            corrupted_files.append(file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "mat = scipy.io.loadmat('eeg/annotations_2017.mat')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg10.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1389311  =      0.000 ...  5426.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg11.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1916927  =      0.000 ...  7487.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg12.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1143807  =      0.000 ...  4467.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg13.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 3946495  =      0.000 ... 15415.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg14.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 953855  =      0.000 ...  3725.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg15.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1765887  =      0.000 ...  6897.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg16.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1520895  =      0.000 ...  5940.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg17.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1406207  =      0.000 ...  5492.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg18.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 934655  =      0.000 ...  3650.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg19.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 2305535  =      0.000 ...  9005.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg2.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 962815  =      0.000 ...  3760.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg20.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1020671  =      0.000 ...  3986.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg21.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1460991  =      0.000 ...  5706.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg22.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 984063  =      0.000 ...  3843.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg23.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1134847  =      0.000 ...  4432.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg24.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 948735  =      0.000 ...  3705.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg26.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1070591  =      0.000 ...  4181.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg27.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 894975  =      0.000 ...  3495.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg28.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1473791  =      0.000 ...  5756.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg29.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 2057471  =      0.000 ...  8036.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg3.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1129471  =      0.000 ...  4411.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg30.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1007871  =      0.000 ...  3936.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg31.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 903423  =      0.000 ...  3528.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg32.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1180927  =      0.000 ...  4612.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg33.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 959231  =      0.000 ...  3746.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg34.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1661695  =      0.000 ...  6490.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg35.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 964351  =      0.000 ...  3766.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg36.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1300991  =      0.000 ...  5081.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg37.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1171967  =      0.000 ...  4577.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg38.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1560319  =      0.000 ...  6094.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg39.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1185023  =      0.000 ...  4628.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg4.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 876799  =      0.000 ...  3424.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg40.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1494271  =      0.000 ...  5836.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg41.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 2479103  =      0.000 ...  9683.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg42.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1273343  =      0.000 ...  4973.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg43.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1864447  =      0.000 ...  7282.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg44.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 860159  =      0.000 ...  3359.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg45.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 978431  =      0.000 ...  3821.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg46.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1310719  =      0.000 ...  5119.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg47.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 923135  =      0.000 ...  3605.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg48.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 983039  =      0.000 ...  3839.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg49.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 2212607  =      0.000 ...  8642.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg5.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 983295  =      0.000 ...  3840.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg50.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 2521599  =      0.000 ...  9849.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg51.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1203455  =      0.000 ...  4700.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg52.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1003519  =      0.000 ...  3919.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg53.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 888319  =      0.000 ...  3469.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg54.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1112063  =      0.000 ...  4343.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg55.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1321215  =      0.000 ...  5160.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg56.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 980735  =      0.000 ...  3830.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg57.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 802047  =      0.000 ...  3132.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg58.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1199359  =      0.000 ...  4684.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg59.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1004287  =      0.000 ...  3922.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg6.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1203967  =      0.000 ...  4702.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg60.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 967423  =      0.000 ...  3778.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg61.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1492223  =      0.000 ...  5828.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg63.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 998399  =      0.000 ...  3899.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg64.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1622271  =      0.000 ...  6336.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg65.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1228799  =      0.000 ...  4799.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg66.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 2905599  =      0.000 ... 11349.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg67.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1254399  =      0.000 ...  4899.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg68.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 925439  =      0.000 ...  3614.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg69.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1017087  =      0.000 ...  3972.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg7.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 935423  =      0.000 ...  3653.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg70.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1255935  =      0.000 ...  4905.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg71.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1094655  =      0.000 ...  4275.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg72.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1279487  =      0.000 ...  4997.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg73.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 954879  =      0.000 ...  3729.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg74.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1117183  =      0.000 ...  4363.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg75.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1012479  =      0.000 ...  3954.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg76.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 978175  =      0.000 ...  3820.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg77.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1073407  =      0.000 ...  4192.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg78.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1272575  =      0.000 ...  4970.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg79.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 844031  =      0.000 ...  3296.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg8.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 1180927  =      0.000 ...  4612.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from C:\\paperhoping\\eeg\\eeg9.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "Reading 0 ... 908799  =      0.000 ...  3549.996 secs...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: RuntimeWarning: Invalid date encountered (2000-00-00 00:00:00).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 3h 44min 37s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "# Loop through non corrupted edf files\n",
    "\n",
    "for file in sorted(os.listdir(path)):\n",
    "    if file.endswith('.edf') and file not in corrupted_files:\n",
    "        if len(file) == 8:\n",
    "            i = int(file[3]) - 1\n",
    "        else:\n",
    "            i = int(file[3:5]) - 1\n",
    "    \n",
    "        # Read eeg values \n",
    "        data = mne.io.read_raw_edf(path + file, preload = True)\n",
    "\n",
    "        # Reading annotations from mat file (expert A only)\n",
    "        annotations_a = mat['annotat_new'][0][i][0]\n",
    "\n",
    "        df = pd.DataFrame([x for x in data.get_data()]).T\n",
    "        df['annotation'] = np.repeat(annotations_a, 256)\n",
    "\n",
    "        df.to_csv('eldfs/eeg' + str(i) + '.csv', index = False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
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      "7\n",
      "7\n",
      "8\n",
      "9\n"
     ]
    }
   ],
   "source": [
    "src = './eldf/'\n",
    "des = './eldfs/'\n",
    "\n",
    "for file in os.listdir(src):\n",
    "    if len(file)<9:\n",
    "        shutil.move(src+file, des+str(int(file[3])+1)+'.csv')\n",
    "        \n",
    "    else:\n",
    "        shutil.move(src+file, des+str(int(float(file[3:5]))+1)+'.csv')\n",
    "        "
   ]
  }
 ],
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