label_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import ttest_ind\n",
    "from sklearn.metrics import adjusted_rand_score\n",
    "import numpy as np\n",
    "import utils.variables as var\n",
    "from classifiers import k_means_clustering\n",
    "from prepare_data import prepare_data_for_clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
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      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR:root:Failed to read data for recording P006_S002_001\n",
      "ERROR:root:Failed to read data for recording P006_S002_002\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
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      "Ready.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR:root:Failed to read data for recording P028_S002_001\n",
      "ERROR:root:Failed to read data for recording P028_S002_002\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
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      "Ready.\n",
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      "Ready.\n",
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      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
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      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=74912\n",
      "    Range : 0 ... 74911 =      0.000 ...   299.644 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=74944\n",
      "    Range : 0 ... 74943 =      0.000 ...   299.772 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=74912\n",
      "    Range : 0 ... 74911 =      0.000 ...   299.644 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=74896\n",
      "    Range : 0 ... 74895 =      0.000 ...   299.580 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=74960\n",
      "    Range : 0 ... 74959 =      0.000 ...   299.836 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Creating RawArray with float64 data, n_channels=8, n_times=75000\n",
      "    Range : 0 ... 74999 =      0.000 ...   299.996 secs\n",
      "Ready.\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n",
      "Not setting metadata\n",
      "1 matching events found\n",
      "No baseline correction applied\n",
      "0 projection items activated\n",
      "Using data from preloaded Raw for 1 events and 74751 original time points ...\n",
      "0 bad epochs dropped\n"
     ]
    }
   ],
   "source": [
    "data, stai_labels, pss_labels = prepare_data_for_clustering(data_type='raw', epoch_duration=299)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1,\n",
       "       1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1,\n",
       "       0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0,\n",
       "       1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 1, 1,\n",
       "       0, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 0],\n",
       "      dtype=int32)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cluster_labels = k_means_clustering(data)\n",
    "cluster_labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.09066724753517291"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adjusted_rand_score(labels_true=stai_labels, labels_pred=cluster_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.11552467693095218"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adjusted_rand_score(labels_true=pss_labels, labels_pred=cluster_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results form t_test: \t Ttest_indResult(statistic=0.2732554254988356, pvalue=0.7849204044459155)\n"
     ]
    }
   ],
   "source": [
    "ttest = ttest_ind(stai_labels, pss_labels, nan_policy='raise', random_state=42)\n",
    "print('Results form t_test: \\t', ttest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results form t_test: \t Ttest_indResult(statistic=-1.7738408111346717, pvalue=0.07751152281888862)\n"
     ]
    }
   ],
   "source": [
    "ttest_cluster_stai = ttest_ind(stai_labels, cluster_labels, nan_policy='raise', random_state=42)\n",
    "print('Results form t_test: \\t', ttest_cluster_stai)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results form t_test: \t Ttest_indResult(statistic=-2.0517436577383186, pvalue=0.041412145749094804)\n"
     ]
    }
   ],
   "source": [
    "ttest_cluster_pss = ttest_ind(pss_labels, cluster_labels, nan_policy='raise', random_state=42)\n",
    "print('Results form t_test: \\t', ttest_cluster_pss)"
   ]
  }
 ],
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