{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Time-Frequency and Functional Connectivity Analysis\n",
    "### Olaf Hauk, MRC Cognition and Brain Scienes Unit, University of Cambridge\n",
    "### 25.1.2022"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following script was created for demo purposes only. Some bits are simplified, and some parameters were chosen to make effects easily visible. They may not be optimal for a real data set.\n",
    "For more EEG/MEG tutorials in MNE-Python, see e.g. https://martinos.org/mne/stable/auto_tutorials/."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# (MNE)-Python Preparation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MNE-Python version: 0.23.0.\n"
     ]
    }
   ],
   "source": [
    "# set paths\n",
    "import sys\n",
    "\n",
    "# figures within notebook\n",
    "%matplotlib inline\n",
    "\n",
    "# to keep copy of raw data\n",
    "from copy import deepcopy\n",
    "\n",
    "# for plotting\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "# import numpy package\n",
    "import numpy as np\n",
    "\n",
    "# import MNE-Python tools\n",
    "import mne\n",
    "\n",
    "# MNE' Sample' dataset\n",
    "meg_dir_sam = '/imaging/hauk/users/olaf/Workshop/MNE-sample-data/MEG/sample/'\n",
    "# MNE 'Somato' dataset\n",
    "meg_dir_som = '/imaging/hauk/users/olaf/Workshop/MNE-somato-data/sub-01/meg/'\n",
    "\n",
    "# check MNE-Python version\n",
    "print('MNE-Python version: %s.' % mne.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Time-frequency analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define somatosensory dataset\n",
    "raw_fname_som = meg_dir_som + 'sub-01_task-somato_meg.fif'\n",
    "event_id, tmin, tmax = 1, -1., 3.\n",
    "baseline = (None, 0)\n",
    "reject = dict(grad=4000e-13, eog=350e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file /imaging/hauk/users/olaf/Workshop/MNE-somato-data/sub-01/meg/sub-01_task-somato_meg.fif...\n",
      "    Range : 237600 ... 506999 =    791.189 ...  1688.266 secs\n",
      "Ready.\n",
      "111 events found\n",
      "Event IDs: [1]\n"
     ]
    }
   ],
   "source": [
    "# Read raw data\n",
    "raw_som = mne.io.Raw(raw_fname_som)\n",
    "# get events from raw data\n",
    "events_som = mne.find_events(raw_som, stim_channel='STI 014')\n",
    "# Let's only look at gradiometers because it's quicker\n",
    "picks = mne.pick_types(raw_som.info, meg='grad', eeg=False, eog=True, stim=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Not setting metadata\n",
      "Not setting metadata\n",
      "111 matching events found\n",
      "Setting baseline interval to [-0.9989760657919393, 0.0] sec\n",
      "Applying baseline correction (mode: mean)\n",
      "0 projection items activated\n"
     ]
    }
   ],
   "source": [
    "epochs_som = mne.Epochs(raw_som, events_som, event_id, tmin, tmax,\n",
    "                    picks=picks, baseline=baseline, reject=reject)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Parameters for wavelet decomposition\n",
    "freqs = np.arange(6, 30, 3)  # define frequencies of interest\n",
    "n_cycles = freqs / 2.  # different number of cycle per frequency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading data for 111 events and 1202 original time points ...\n",
      "    Rejecting  epoch based on EOG : ['EOG 061']\n",
      "    Rejecting  epoch based on EOG : ['EOG 061']\n",
      "    Rejecting  epoch based on EOG : ['EOG 061']\n",
      "3 bad epochs dropped\n"
     ]
    }
   ],
   "source": [
    "power, itc = mne.time_frequency.tfr_morlet(epochs_som, freqs=freqs, n_cycles=n_cycles, use_fft=True,\n",
    "                        return_itc=True, decim=3, n_jobs=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Applying baseline correction (mode: logratio)\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = power.plot_topo(baseline=(-0.5, 0), mode='logratio', title='Average power')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Applying baseline correction (mode: logratio)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = power.plot([82], baseline=(-0.5, 0), mode='logratio')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Applying baseline correction (mode: logratio)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Applying baseline correction (mode: logratio)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot alpha and beta ranges\n",
    "fig = power.plot_topomap(ch_type='grad', tmin=0.5, tmax=1.5, fmin=8, fmax=12,\n",
    "                   baseline=(-0.5, 0), mode='logratio',\n",
    "                   title='Alpha', vmax=0.45)\n",
    "fig = power.plot_topomap(ch_type='grad', tmin=0.5, tmax=1.5, fmin=13, fmax=25,\n",
    "                   baseline=(-0.5, 0), mode='logratio',\n",
    "                   title='Beta', vmax=0.45)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Phase-locking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading inverse operator decomposition from /imaging/hauk/users/olaf/Workshop/MNE-sample-data/MEG/sample/sample_audvis-meg-oct-6-meg-inv.fif...\n",
      "    Reading inverse operator info...\n",
      "    [done]\n",
      "    Reading inverse operator decomposition...\n",
      "    [done]\n",
      "    305 x 305 full covariance (kind = 1) found.\n",
      "    Read a total of 4 projection items:\n",
      "        PCA-v1 (1 x 102) active\n",
      "        PCA-v2 (1 x 102) active\n",
      "        PCA-v3 (1 x 102) active\n",
      "        Average EEG reference (1 x 60) active\n",
      "    Noise covariance matrix read.\n",
      "    22494 x 22494 diagonal covariance (kind = 2) found.\n",
      "    Source covariance matrix read.\n",
      "    22494 x 22494 diagonal covariance (kind = 6) found.\n",
      "    Orientation priors read.\n",
      "    22494 x 22494 diagonal covariance (kind = 5) found.\n",
      "    Depth priors read.\n",
      "    Did not find the desired covariance matrix (kind = 3)\n",
      "    Reading a source space...\n",
      "    Computing patch statistics...\n",
      "    Patch information added...\n",
      "    Distance information added...\n",
      "    [done]\n",
      "    Reading a source space...\n",
      "    Computing patch statistics...\n",
      "    Patch information added...\n",
      "    Distance information added...\n",
      "    [done]\n",
      "    2 source spaces read\n",
      "    Read a total of 4 projection items:\n",
      "        PCA-v1 (1 x 102) active\n",
      "        PCA-v2 (1 x 102) active\n",
      "        PCA-v3 (1 x 102) active\n",
      "        Average EEG reference (1 x 60) active\n",
      "    Source spaces transformed to the inverse solution coordinate frame\n"
     ]
    }
   ],
   "source": [
    "# Read region-of-interest (\"label\")\n",
    "fname_label = meg_dir_sam + '/labels/Aud-lh.label'\n",
    "label = mne.read_label(fname_label)\n",
    "# Filename for inverse operator\n",
    "fname_inv = meg_dir_sam + 'sample_audvis-meg-oct-6-meg-inv.fif'\n",
    "inverse_operator = mne.minimum_norm.read_inverse_operator(fname_inv)\n",
    "\n",
    "reject = dict(grad=4000e-13, mag=4e-12, eog=150e-6)\n",
    "frequencies = np.arange(7, 30, 2)  # define frequencies of interest\n",
    "n_cycles = frequencies / 3.  # different number of cycle per frequency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file /imaging/hauk/users/olaf/Workshop/MNE-sample-data/MEG/sample/sample_audvis_raw.fif...\n",
      "    Read a total of 3 projection items:\n",
      "        PCA-v1 (1 x 102)  idle\n",
      "        PCA-v2 (1 x 102)  idle\n",
      "        PCA-v3 (1 x 102)  idle\n",
      "    Range : 25800 ... 192599 =     42.956 ...   320.670 secs\n",
      "Ready.\n",
      "Reading 0 ... 166799  =      0.000 ...   277.714 secs...\n",
      "320 events found\n",
      "Event IDs: [ 1  2  3  4  5 32]\n",
      "Not setting metadata\n",
      "Not setting metadata\n",
      "72 matching events found\n",
      "Applying baseline correction (mode: mean)\n",
      "Created an SSP operator (subspace dimension = 3)\n",
      "3 projection items activated\n"
     ]
    }
   ],
   "source": [
    "# Read raw data again\n",
    "raw_fname_av = meg_dir_sam + 'sample_audvis_raw.fif'\n",
    "raw_av = mne.io.read_raw_fif(raw_fname_av, preload=True)\n",
    "events_av = mne.find_events(raw_av)\n",
    "reject=dict(eeg=120e-6, eog=300e-6)\n",
    "event_id = 1\n",
    "tmin, tmax = -0.3, 0.5\n",
    "baseline=(-0.2, 0.)\n",
    "# Compute epochs\n",
    "epochs = mne.Epochs(raw_av, events_av, event_id=event_id, tmin=tmin, tmax=tmax, baseline=baseline, reject=reject)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Subtracting Evoked from Epochs\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 009', 'EEG 010', 'EEG 011', 'EEG 012', 'EEG 013', 'EEG 014', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 007']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 003', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 014', 'EEG 015', 'EEG 016', 'EEG 046', 'EEG 047', 'EEG 048']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 007']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 006', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 009', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 009', 'EEG 010', 'EEG 011', 'EEG 012', 'EEG 013', 'EEG 014', 'EEG 015', 'EEG 016', 'EEG 018', 'EEG 019', 'EEG 023']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 007', 'EEG 009', 'EEG 015', 'EEG 044']\n",
      "    Rejecting  epoch based on EEG : ['EEG 008']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 012', 'EEG 014', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 009', 'EEG 010', 'EEG 013', 'EEG 014', 'EEG 015', 'EEG 016']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007', 'EEG 015', 'EEG 028', 'EEG 029', 'EEG 030', 'EEG 031', 'EEG 038', 'EEG 039', 'EEG 040', 'EEG 046', 'EEG 047', 'EEG 048', 'EEG 049']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 009', 'EEG 010', 'EEG 011', 'EEG 012', 'EEG 013', 'EEG 014', 'EEG 015', 'EEG 016', 'EEG 018', 'EEG 022', 'EEG 023']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 009', 'EEG 010', 'EEG 011', 'EEG 012', 'EEG 013', 'EEG 015', 'EEG 016', 'EEG 019', 'EEG 023']\n",
      "    The following channels are not included in the subtraction: STI 006, EOG 061, STI 002, STI 016, STI 003, STI 005, STI 001, STI 004, STI 014, STI 015\n",
      "[done]\n"
     ]
    }
   ],
   "source": [
    "# subtract the evoked response in order to exclude evoked activity\n",
    "epochs_induced = epochs.copy().subtract_evoked()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading data for 72 events and 481 original time points ...\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 009', 'EEG 010', 'EEG 011', 'EEG 012', 'EEG 013', 'EEG 014', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 007']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 003', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 014', 'EEG 015', 'EEG 016', 'EEG 046', 'EEG 047', 'EEG 048']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 007']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 006', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 009', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 009', 'EEG 010', 'EEG 011', 'EEG 012', 'EEG 013', 'EEG 014', 'EEG 015', 'EEG 016', 'EEG 018', 'EEG 019', 'EEG 023']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 007', 'EEG 009', 'EEG 015', 'EEG 044']\n",
      "    Rejecting  epoch based on EEG : ['EEG 008']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 012', 'EEG 014', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 009', 'EEG 010', 'EEG 013', 'EEG 014', 'EEG 015', 'EEG 016']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007', 'EEG 015', 'EEG 028', 'EEG 029', 'EEG 030', 'EEG 031', 'EEG 038', 'EEG 039', 'EEG 040', 'EEG 046', 'EEG 047', 'EEG 048', 'EEG 049']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 009', 'EEG 010', 'EEG 011', 'EEG 012', 'EEG 013', 'EEG 014', 'EEG 015', 'EEG 016', 'EEG 018', 'EEG 022', 'EEG 023']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 009', 'EEG 010', 'EEG 011', 'EEG 012', 'EEG 013', 'EEG 015', 'EEG 016', 'EEG 019', 'EEG 023']\n",
      "21 bad epochs dropped\n",
      "Preparing the inverse operator for use...\n",
      "    Scaled noise and source covariance from nave = 1 to nave = 1\n",
      "    Created the regularized inverter\n",
      "    Created an SSP operator (subspace dimension = 3)\n",
      "    Created the whitener using a noise covariance matrix with rank 302 (3 small eigenvalues omitted)\n",
      "    Computing noise-normalization factors (dSPM)...\n",
      "[done]\n",
      "Picked 305 channels from the data\n",
      "Computing inverse...\n",
      "    Eigenleads need to be weighted ...\n",
      "Reducing data rank 99 -> 99\n",
      "Computing source power ...\n",
      "Applying baseline correction (mode: percent)\n",
      "Loading data for 72 events and 481 original time points ...\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 003', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 009', 'EEG 010', 'EEG 011', 'EEG 012', 'EEG 013', 'EEG 014', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 003', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 007']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 003', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 010', 'EEG 014', 'EEG 015', 'EEG 016', 'EEG 023', 'EEG 046']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 006', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007', 'EEG 009', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 009', 'EEG 010', 'EEG 011', 'EEG 012', 'EEG 013', 'EEG 014', 'EEG 015', 'EEG 016', 'EEG 018', 'EEG 019']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 007', 'EEG 009', 'EEG 015', 'EEG 044']\n",
      "    Rejecting  epoch based on EEG : ['EEG 008']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 009', 'EEG 010', 'EEG 013', 'EEG 014', 'EEG 015', 'EEG 016']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007', 'EEG 015', 'EEG 029', 'EEG 030', 'EEG 031', 'EEG 038', 'EEG 039', 'EEG 040', 'EEG 046', 'EEG 047', 'EEG 048', 'EEG 049']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 015', 'EEG 016']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 009', 'EEG 010', 'EEG 011', 'EEG 012', 'EEG 013', 'EEG 014', 'EEG 015', 'EEG 016', 'EEG 022', 'EEG 023']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 009', 'EEG 010', 'EEG 011', 'EEG 012', 'EEG 013', 'EEG 015', 'EEG 016', 'EEG 019', 'EEG 023']\n",
      "21 bad epochs dropped\n",
      "Preparing the inverse operator for use...\n",
      "    Scaled noise and source covariance from nave = 1 to nave = 1\n",
      "    Created the regularized inverter\n",
      "    Created an SSP operator (subspace dimension = 3)\n",
      "    Created the whitener using a noise covariance matrix with rank 302 (3 small eigenvalues omitted)\n",
      "    Computing noise-normalization factors (dSPM)...\n",
      "[done]\n",
      "Picked 305 channels from the data\n",
      "Computing inverse...\n",
      "    Eigenleads need to be weighted ...\n",
      "Reducing data rank 99 -> 99\n",
      "Computing source power ...\n",
      "Applying baseline correction (mode: percent)\n"
     ]
    }
   ],
   "source": [
    "# compute power and phase-locking within label\n",
    "power, phase_lock = mne.minimum_norm.source_induced_power(epochs, inverse_operator,\n",
    "        frequencies, label, baseline=(-0.3, 0), baseline_mode='percent',\n",
    "        n_cycles=n_cycles)\n",
    "\n",
    "# Same for induced activity\n",
    "power_ind, phase_lock_ind = mne.minimum_norm.source_induced_power(epochs_induced, inverse_operator,\n",
    "        frequencies, label, baseline=(-0.3, 0), baseline_mode='percent',\n",
    "        n_cycles=n_cycles)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "# average power across epochs\n",
    "power_avg = np.mean(power, axis=0)\n",
    "power_ind_avg = np.mean(power_ind, axis=0)\n",
    "phase_lock_avg = np.mean(phase_lock, axis=0)\n",
    "phase_lock_ind_avg = np.mean(phase_lock_ind, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Power Evoked+Induced')"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "times = epochs.times\n",
    "fig = plt.imshow(20 * power_avg,\n",
    "               extent=[times[0], times[-1], frequencies[0], frequencies[-1]],\n",
    "               aspect='auto', origin='lower', vmin=0., vmax=30.)\n",
    "plt.title('Power Evoked+Induced')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Phase-locking Evoked+Induced')"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.imshow(phase_lock_avg,\n",
    "               extent=[times[0], times[-1], frequencies[0], frequencies[-1]],\n",
    "               aspect='auto', origin='lower', vmin=0., vmax=.7)\n",
    "plt.title('Phase-locking Evoked+Induced')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Power Induced')"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.imshow(20 * power_ind_avg,\n",
    "               extent=[times[0], times[-1], frequencies[0], frequencies[-1]],\n",
    "               aspect='auto', origin='lower', vmin=0., vmax=30.)\n",
    "plt.title('Power Induced')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Phase-locking Induced')"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.imshow(phase_lock_ind_avg,\n",
    "               extent=[times[0], times[-1], frequencies[0], frequencies[-1]],\n",
    "               aspect='auto', origin='lower', vmin=0., vmax=.7)\n",
    "plt.title('Phase-locking Induced')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Source Estimation on single trials"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read new label\n",
    "fname_label = meg_dir_sam + 'labels/Aud-lh.label'\n",
    "label = mne.read_label(fname_label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Not setting metadata\n",
      "Not setting metadata\n",
      "72 matching events found\n",
      "Applying baseline correction (mode: mean)\n",
      "Created an SSP operator (subspace dimension = 3)\n",
      "3 projection items activated\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 009', 'EEG 010', 'EEG 011', 'EEG 012', 'EEG 013', 'EEG 014', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 007']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 003', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 014', 'EEG 015', 'EEG 016', 'EEG 046', 'EEG 047', 'EEG 048']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 007']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 006', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 009', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 009', 'EEG 010', 'EEG 011', 'EEG 012', 'EEG 013', 'EEG 014', 'EEG 015', 'EEG 016', 'EEG 018', 'EEG 019', 'EEG 023']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 007', 'EEG 009', 'EEG 015', 'EEG 044']\n",
      "    Rejecting  epoch based on EEG : ['EEG 008']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 012', 'EEG 014', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 009', 'EEG 010', 'EEG 013', 'EEG 014', 'EEG 015', 'EEG 016']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007', 'EEG 015', 'EEG 028', 'EEG 029', 'EEG 030', 'EEG 031', 'EEG 038', 'EEG 039', 'EEG 040', 'EEG 046', 'EEG 047', 'EEG 048', 'EEG 049']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 009', 'EEG 010', 'EEG 011', 'EEG 012', 'EEG 013', 'EEG 014', 'EEG 015', 'EEG 016', 'EEG 018', 'EEG 022', 'EEG 023']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 009', 'EEG 010', 'EEG 011', 'EEG 012', 'EEG 013', 'EEG 015', 'EEG 016', 'EEG 019', 'EEG 023']\n"
     ]
    }
   ],
   "source": [
    "# Compute epochs again\n",
    "epochs = mne.Epochs(raw_av, events_av, event_id=[1], tmin=tmin, tmax=tmax, baseline=baseline, reject=reject)\n",
    "# create evoked data again\n",
    "evoked = epochs.average()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Preparing the inverse operator for use...\n",
      "    Scaled noise and source covariance from nave = 1 to nave = 51\n",
      "    Created the regularized inverter\n",
      "    Created an SSP operator (subspace dimension = 3)\n",
      "    Created the whitener using a noise covariance matrix with rank 302 (3 small eigenvalues omitted)\n",
      "Applying inverse operator to \"1\"...\n",
      "    Picked 305 channels from the data\n",
      "    Computing inverse...\n",
      "    Eigenleads need to be weighted ...\n",
      "    Computing residual...\n",
      "    Explained  44.4% variance\n",
      "[done]\n"
     ]
    }
   ],
   "source": [
    "# Apply inverse operator to EVOKED data\n",
    "lambda2 = 0.1 # regularisation parameter\n",
    "stc_evoked = mne.minimum_norm.apply_inverse(evoked, inverse_operator, lambda2=lambda2, method='MNE',\n",
    "                           pick_ori=\"normal\")\n",
    "# get source time-courses within ROI/label\n",
    "stc_evoked_label = stc_evoked.in_label(label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Apply inverse operator to EPOCHS\n",
    "lambda2 = 1.  # regularisation parameter\n",
    "stcs = mne.minimum_norm.apply_inverse_epochs(epochs, inverse_operator, lambda2=lambda2, method='dSPM', label=label,\n",
    "                            pick_ori=\"normal\", nave=evoked.nave, verbose=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Source time courses for one epoch for all vertices in label.')"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ymC7OQSCJC+auV9AE9jW7/OdEzN3tzsDfHyq01E1JdbmFW1qzrfPgNXRJ/L1NtlwTsNbynV3fQRu97LchHR0dNwiIyIuBA9baG47lfGvt+6y1T7bWPnn9+vXHO5whDWkgNe/6Bv/FS1naeuNRnxu3WwA9yWC5JtBtdpDD+ARmOikINM1D26zx2Dd9nd/+eDk/v377Np5+zV2YBynqqb3UBUAPKBtx5Z4r+a1v/hbvv/39D/SwTjk6EZrADwEvEZFtwCeBHxaRjwL7ReR0AP/vgRNwryEN6Zjo+t0p2zmL647BNxu32wA9pSG6LQcMCwcWyVWBlUCg6yVZKw99e9DX7thf/H31vAO62fTBkbatdfcVWQ5CncxpVbdP3/6AjulUpOMGAWvtn1lrz7TWngu8HLjUWvtLwBeAV/nDXgV8/njvNaQhHTNl3qyhjj4/MvGaQO4M/tif/wFdDwjGpohyzH0lc1AOAuYhjAGZXq6lrIlC1tv97G9PPwgjKstFDMoTGJdxAObaw7Db46WTmSfwNuD5InIv8Hz/eUjfw2TabewK0u5Dga7cfSWbZzcP/E0yZ1rAHH1FyqomYK1l3333Fr9lpEiuCazgGO54SfqhbAyKB9jd10Yh7+S32HfrSx6EEZWawCDHcHfbPADTs0MDw/HSCQUBa+1l1toX+79nrLU/Yq290P87hOzvYbJJwuYn/QC7fu/3H+yhrEiv/cZreekXX7rs+yQz6NRrAkcJAtZa4nYLFYToNO2JEOqoBoHNis5XWTLYiRp7KfuhHOOSDAKBmteaspkHeDSODmUOugY31/vtg19h9J+37ef6hdaDPYxjpmHG8JCOiP7nkst54T9/iOkrrnywh3JYyua6PZ/f/KU7mF9cch/0YGl9EM0faJN2u1hjmPRBC+2F0jkcWI3CknQcMKyoCfjC+A9lc9AgTWBdKCwxwT/xp8w+CBrgocxBbRyYp7Sg+eBqA3+7dS8vvvHewx/4EKUhCAzpiOhfw3GSWo3pZz7rwR7KQKqGCu6+dUvPb9dvm6MmXgMwRwYCe+6d42N/eQ13XLELFV2ICp8A9EYI3TL5WKAMF9VJQpZorvn8faRJOZ5uYQ566OoCgzSBvQu38BV+ghvkqbx/x/YHfEz2EBnD3aQief/DhbDr+gdmUH1kreVH7Zc4x97PTNKrZe5v7V/hrIcWDUFgSEdEE5ljnkv1kaM+d+Fgm3e/9lIObD95qnszbfLsnT/KE/Y/nfvsX3LtdS8mTR3DftyZUwQ5QzGaffu+wK7dHz/k9aZ3OSZzYNsitfGfoN16JACdJXfNp7zstTzm8XczdnqbbjNBRReRpQk3fGsn7/jWFq772rbiWkr28v4X/C6TjVtO8FOfOIq9tqIq2kpw26Wk1Nz3+oHvlXAoc9B8v7N6323HdS9dKQlyNGSAX+AjPIvL2RuX2tKlOy7leZ9+Hlftvuq4xvVA0BAEhnRENFmAQOOoz91+u3MH3XXVyaudsxgvsj4b4/z2Jqy5hWbzLjrdncXvxULXKXfc+Qds3vwXh7xeXuoh7VY0BxkvNAEbNnjGI2/gwpdsRzWeT238xXSa8MUdB5Dzrubz20oTxeSIY1DrJ64+/gc9SZSbg0JVsoRf+8ZVpEQARKzsS+l0Omh9MsJIc2BarqWE/eG2x9GHuHvPPdzz5Kew8IUvHPW5iTaEZDToEJsSrK7feR0Ad++/a6VTHzI0BIEhHRE95aDh299YohkdvSYQhG7DDsr8PFG0mORahmUb57HEONabfrqpwfoInu4R2ra1d+bO7S+dvSpYS2fR3ccG9eJ7UVMAZInm9MmL+fXHfoTTxi8pf8dpFUl29HP3QFHinzeoqAIHTp8oQKAmg5m81pq3v/3tfOUrXznhY8p9Asrf+6677uJNb3oTrVaLYFkC27Gb2tIdOwBY/OrFR3+ucetphDbdSjJgc/ec+2PXg5dxfaQ0BIHvQ7LaYPXRbZr/sztkVEMQrDrq+6nALTN9lPc8GlrwdYFEDG+Qf+Av+DuMddJrnGZFolYnLiXabqp53X/fwr6F7rLrmcxrAnHJ/CRYW3QP0xKh0zrWKPJkMZ2ljNX2ALB258V0ms4ZLcqFmCZ6ZRDIUo0xJ2d+jIlpt7ct+35/nHIwcUAZp8tBYGlNncSbg8QO1gTi2DG5O+6440QOGaiag9y/N171XR6TncX+ffuQ/uzr48hqVhOTAOjFozdXliDQ5bU33cIN0/MAJNrNS6MiLDxU6fsWBFoLMZ97x43cecWeB3soDzjt/Ztr2fv2647qnHag2R/N8O6HvZcrdl9xVOfm1TPNSQSBOc+clXIM46BsxPoNmqUxmW+il1bMFlsONPnMjbu4dqsLgdyz579pt7f7sZplYxZplNVDRbj3f9/Fnmt/lRwE4laXULyTOA648Stf4r2//S1M6sAgyVY2pb3zdy/jC++99dgnwNMtO+eXgcnu3Z/g2utejDG9WtDjr7qDx17pmHeuCVR9AvXAFJpAqzu47lGn00GLJgqj4x57P+UgkGsCG1rjPD27CLuQolcApWMhidzaMMfQIzrRbk4btsmmm17La77xFgBim2CkQT2onbBxniz6vgWB27+9m92b59l++4MTA/1gkmlnmMUjD/m7dGaRSzeG3DlyPwBfvO+LR3W/vOPWyTQH7Zlr8b9PfDa3nXVe5b6OUZi0W4BAlk4Vv7fi1P+rybImd939Z9x08yuBUmvpAS6JaPtM4US7rbO086nkIHBg23bGFpz93xhhfv8sJrOEgdM0Ur2yVPiuqS7/uPX4BJIbts/yk+++kvdefl/P9+3ODozpLAOBKsU+gikMSpYwKgGZB4F9u3cOPK85t8Dnzv0c361fc1xjH0w5CLj3GHh2ZRLdEw1m4bg0AetrE+mFo9cEtM872bSwl3f8h+Y3/vcyAO5uXMDMWf/B/mD0mMf1QNGpCQJpF7Yf2gmXq/lRI3ggRvQ9Tb946/2854JVZH4zRuropD7tTQ1HYw7at+8L3HTTLx/x8Zd3RjkwFrF9bcnktc8SNmlM6kHA2sni91bXSe3tJKPT3QVAt7u7Z8xZ6hh8WBOQWlEuIu5Un8U3RJeQoO4ZSvyDtObc9qpFToouQx4H087w6EDy6vtm+MjV24rPBxadCeKWnfM9xyWJi6Sxtjc8NurcRtTt0wQqec1hlBWaQLKCqWr+wAx/c8XPcPq+I8+/OFLq9wlUQSCz7eI47Y8+ZvLaoV5aOupTEw+sU5lbS4/Z7t7BTat/GIBZeei3cT81QeCLvwf/9aOwsGvFQ3KbuD1JdthTkfYq5+wKj7L+TuYZ6tFoAnfc+QfMzh15YloztUwd/AfGlkrnXmfvHn/fmAwH9mlU2v+bHbfpW7Gm2+mVdNOuY+bWZ3g1xgJEIpJOBxFF3CyZnhSNAgLCusbokKz9Ag7uvQCAWujuaY8jgmUQ/cJ/XMNffL60xdcjt53jLGXLfX+PMY4h5SBg+rKlVx38O1YdcNVc8lwGrcvEfhVkhU8gXmGbzO47wD0XZfy4/NTxP1A/9ZmDlGdXNjMklBq8Fk6IJmA7R1/qO029oDEOe96TYJ7UO8f6EFFVDxU6NUFg67cBOPgv/0y6b9/AQ3I1/2Q5404EbW51WUhP7CKyx1ER8s5wJ09degx1js7OWWoCR88Ej7R5e6oFpeeoZ6U0t6XtmKBNYxrE/BnvphGVYaqLHgTaSUanAgLWWpK4Ok/aa4w10jhGhQFJqxo66kFAQoK6Juusyi8EHF4TsMbyY+dewgWr7hv4+5FSPXRA1+zMs337v7G46ExTSTLjh1OOOe5zrHYTx8zEM60b9t/Aniimi3Nmpyu8h/mZ/Xxowxf484e967jGPpj6QMA377GJQVfGoxGORxOwA0pVHyllqX+33t1jn9erEaUP8fLhAA99XeVYqOMk1oXPfY7OtjnOfv9/Ljskd/w9lDWB51x3NxeO1vnO0x55wq5p2hn/s+brhDbkdzi67N/z0zP49YM/wW3jO+EHj/y8pOtU5jQ++s1mbYbI4c1PiRZeMPs4pN7hJv/dgdhvwCzmHHZRJ+HM2uZCNmvFOQjonpyCNJ0l7faBQM1pAmm3QxCGpC1N0U1GcodviIosSTM3SaVASN1rAtjBIKC14aUX5X6W3z3ssx6O8pj/5ZpAyaAWs96xtGNnzgh8TP6rL341rAKDs2mvZA5qLizAekjlJEi8NjcHuX9T69aRSbOe7Gvjj82yJa699kVs521ctOmRPPncNUd2n2PMcfj8gTmSuTl67qJ6BZd0QNOb6V1NxqZqjEw8NJzGp6Ym4GuNi2LFqpftJbfoT7CGfsLp3vaJjTM2nYwPbPwc7zvt00d97io9TiIwFh9dwtj+rdsAWDhw9E54eyRRIAc3c3pnD3+052X83NL/Kb6OfZ0gm8UYbw7SQfnCu4lbA60kI03ny/PifSTd8r5KeU1AItK464rJVUNHPUh16msRsWSd1fmVmFGGKPBrMI+1t9b5rTwl6fEtwrwbWP5v4sNbjU0xJiXL5v1tSxCYbvcWPOt23ef+Oj1NXMnmZAVZaaG16M87sYWRZma+wxlTrsFNnjF8b+rq8+xa2omugJIWAZ2yuHgr3XgPf/7FeV76b0eemGcrgGisITtMkcEtOy/j/t1X8Jt3bOd9W3f0Xkt6taZ0AHh+6i3X8eE3PnQSB09NEMhJ7Ip22F133glA0l0eI/5QoXVdQ/0Eh1Wa9qEdeH+9ZTdvvW9wlEoSjfLcHxnnrrGji33O7epHUbutoO7WaVrXH6YGy7ufyofv+SMA0qDcwKn2f+uENHcqVkoQxL7+TDvWRWIZQBwf6NEERFlqjRCkhs4yJHgUZv/ygAIjdURB1nGagDYxH5iMiZS7duTLWNj7L8O+/VzwtfDT42zaktvzU79W4iz3d6UkaQm8pgKod27/RPG3tZa2BwHVBwKxeHPQCqxiIXEOWnOCG+bcedef0AgdSIvXBMJqdFCPOQjQKSLHFuRhdTkvr7741TzxI0885PHPe3eLH/5X9y5rphTS9rXWkxEwUzHhpitof1l8fO/8RNIpDQKigBXs0GHNMbLW/PwDN6CjIGstF1/e4j3Xtw9/8FFQ1jp0aOh7dx7kX3YMrsrYjcbJ5hP2HnVIuI/DNke/3A5+6DbmPn3PER+fViT9xKv5knXJUj8GVf6epo7xtZIMYxKWkjEA4uRAoSkCBCFEjRARp75b9UPeG9lLeRZx7hPIzRdX73kyAJMdF6jQvuQzSNYhvf82f7/jBQEfyZRrAnmZJJOQJiUI2EqI6LXby3t2sg6tbptnq1uYYLDmmcngd2e9dpOpEwsCVc0iN1GFNi9tbcgqZhYjgE4AhbFHPw6tNR960c/Qaoxw04GbDn9ChRo+T6CVjvCGK/+CD9z/y8xVQD0+hFbRbZ34iKpjoVMbBMTCCo6ZsOZMGnHrxDLZE0W5AvD4+RU0mW7Ca+/YRvcona1zzWNv63DQKmrXT3P9gaMrtpVrAscUwLFCuYLy4r0XrYJAajIybQhsWpiDrKpIkJl79+1Ek2Qxs11nxonjAz1mQhXgNYFe9FO1vhryKiLtTKFjZ0IRqwDLJ+95KXPdqUKijW93heSynVsBSLLjYwaFJuBNDy3vC9lyYK7wBwBkFVVs99JY8XczbrLQ7fLh2tv5uH3rwHskK0jZutAcTnCd7D7NwlpDmIf5pqbHJ5AhoBOszYj10dvZL5E6H/yJn+Pff/oXj/rcyAPrQeNKjV8/8zgWKualuXjl3IP5/Q8N3nPqgUBWkWQE7AogkH/9IPXQPiytFI2R0xvu3cXnDsxz2ezRxTZPJ8cGAuun92JSt1xm20e3bLI8NPQY5tqqw/gEkiogGdKg3ICZMcSZoW5iTM7EKuYgq70mEGckWUys6ywlYyTJAWfc9RTVFLFxtv/6qvLZw8Z8z1DW2Au474v/gDWOWSkFNe8P0DYoQAAPRFY7U2SSnBgQyDWBRd/XYOfsYg8IdCvtL1tpuU8WOwvMeaf9egZnzWYrgUAxTSe3WYK1mjDXJDOLrqC00wRSjInpHiIreyXSWvO4XdtYGh07/MF9VPPa3qLPPzFaepzudsC83VLL2BOYImruwaZTEARKG78ou6Ln354gEJhrtXj7J1/Jd7ccX+2UNInZdvMNxefsMKFlHb/hR4Kje4Wz6ZGBgO6bmB++8ssEfhPqo4yoyhe7PQZV3R5OE6g0FBHapBVJP7OaODOM6HmMEpoidCs+A3x9l3aiSXVCZgLm4yni+EBP6HA0EnHjfdOA4tznl9J/ODKYYVrjNIaRyZTxyBeP0zXyBpN5LRzxpoQkPT7nf9vXsc9y9dGbTcSmfZpAeZ8qIMy1ZukmKZujiAWlloXl1mz3AQeBm82jeAN/h85zA6wpzUG6TCTzH0HHJGmHbiUr+0jDizkwzw/edzOP7B4+i74/67rm32HH+sxgK8ynGTIXI+1sYEvRr4+mfGwiJk4eGjkEpx4IVJw8ok6+JrBvditP3nAVO/d957iuc+kH/pP//fv/4uB2ZyJID2Pm6Xom1fC22O233oweEO/cam2h2y0dvbPpHN3RHyIefeYhr7/QF0K4OLEafBy6PcoWWcdTLsKqQ4NAa7Z8NiWLvZqAtXRTzeLIZqzAz246nStXV9Rz6wSGdqLJdEJmQhaTCdJkpoeB1EdqjI64/IK0uaH4PmwMBgGTeZOEDYpom1jXCk2g0Ag8U06P0xzU8bblVGt+VF1H5MFWSIscgf775DVvAKZb86Qm46Vnns5vnra+NzrGZqw2s6QrJAjqgoOcWBB4V/ZLbJPzWSQPt9XsC6b5nXP/ljRL0BX2arw56J79M3QqmkDzCEKSU2OJ/fsaO4JQ0ayShzJpFxj3taKWzHjx/Vya8LYb/55XXvVJpDPec341JP2uozSrniw69UCg2jlKOIQmkEtNx3e77fsW+NWv/wtXbz76C3VbKTN73ELYfe84tYmfYe8Wt2mzwzDO3BcQibD91pv59N+8ke9+fnnY5zXXvpArryrzATq6w9K617K47jcHXve12/+N1+z4AHN9SWrNsQlMCOHE7T3RFEdCOjt2u3G/JmCt5eN7Zopkp/u3bS1+C1gkVRZ1sIvMJ2hjaCcaMYuEYtgThYQCqQ4xVlBelW8nGVonaBuQ6ghtuj0+gfpYAxXMA5C0yqhwFQ6OLDO5XdqGxRPHul6EOm6N1vEm/oBO19mE0/TI6zhVSXwyVXvJgcnGfZfzb7V38jvhZzEWRLIeTSCtMP7MVkCgPYvxprE76nW6uqJN25hVdp5shfIHpug/cGJBII9SMuT+JM3Xxr/NlpGdbJMdvZqANwdp3e0xBy10esH18wfm+IVbehPy3njvLv7skRcQByFZJbt3pTDRuxcOFn+/l1/hJ9Z+BoCWLZn9bBLzqvAS/i76DyTurRxb1TA7xxkQcKLo1AOBivNL1Mohormgd7x5AjdudZvnpj1HXyv+s39/A598s6vmaYw7vznnK18eRhPoeCZogJndO0knVrE4d3hTT3qY9orPOvsSnnfWl3siHABCnbG/fjcjZ36UdPKGFc4eTDlmHIs5KJWkeFaAzx+Y5w837+Sft7uw0fZcaQ5SskQLqN04Q/3ag8x06uyeaxPqLo2whe6cQQCkJiTREYEk/MiF3+Evf/Cv0CYlMwGJiUizuGezjq8eRfsYe51nAwMSDGYUNnMmCWvCwgfhNAH39031cwHYt+QLy63Qm9hac0iTRu4vmZt30mnYctnx61nA4LJ/k3SWrpd0s6xk/GmF4c13FkCcVjNqDHHFbBRlS4yYNukK9aKyIH+ny9/t+6/Yypu/eOeK4z805Rs0BwFDzZvZMpthesxBgtUJxsQ9msBCJ+XLt+7hNf91HXfuWeQ379jOt2aXeub0m7O+FlRUQzNYU6rSjQcHVyBo2oni75lKxVXdp8lW11V3CAIniSovT4QVQ0SLiJXjvN28t+s11NHnG8ztK6MDAl88LPZJSqX0PJhyxqitZfe+fXTPvIDd7cNLlG0dE113kOi704c8btZrArlvIMgyDtQ3A2Dt0cWI5iU6RJbbmw9Hl3cXuXixZFj7fOXPZq4ppeUcKhbZHpfRIXfsO413XHo7JlnFTXIW7W2/y/aZJ5HZkNREKEn4xfP+h/W1abRx5qDURKRZp8dMePajN2J8rH8Wl5tdBlp8ezWBUA8wB/lVZz1T7jcH3XDxNr70rlu49FsXcuNNr3DXHJD0mGsCu+YdEB6cmwegS43MKhQpWrdpZ85enVX2hq4kjrWSLohjhuPG9jDAhlkkNNmKmoA+RGjov3z9ar504+CS5d/51D189d9WbgkpXoO37dwnoKn5dafJMJX4eyOwd2YRY2Lunr2w+H6hk/Kvn7+Lb20+yJevLpO6ksrLbXhNJlNBjyawkrBkppd3x7tv/lzm4lXF55lqq0rdyxeq5qDuceaHnCg69cpGVNS4xfoIjRV8AoUmcJwosNDRgKIRHH3xqXIsliB0A0na3smXGaLK79IXMtf1zCWzlpZfdHHfw/QXDAOYM4Zg7vBgkUc45OUCQp2ypJz93ZqjS8qpZs5buyz675D0iWwT21d1+R3/eWvTSWL7m9uBTUhWzrtIyo5OHQvYkYD7Dp4GdDhNfprx7hwXyU7i5jlkZjNYRSjlRk+tJTMh2gZoHVPl72vPm8R6KdHqEgBrE4OT2EzqnZMmpO43epzVCxDIK3XaNPcJ9DqGb/r6DuJ2xiMeBfPz19L6+FsZu+ftJC+9mNpjnlEeqDIwsGfJmyh8yGuXGolVCBn7FhYL6TgzKbcdvI3Tx0/HVKTedtzF5iCg6dEEaqZJIBnZCpqAzjWBAS/1n56bt/B89bLfbv3WysUdq5QVLMpQzzUBNLYnRBSmF5bYv6i5dOdziu9TbYtqwbPTHVjjzo+Npe7F37oHMa1UzzVX0gRkdi9QVqJtJqO89bo/xIZSgPviUqmRn797CwDd7l6mZ77FmqmXcub4bl735Hezb/6fgUcd0TycTDoFNYFycdtAregYLkwTx2CiqNJ8x5ekDo7duWeNJax5EOguL7Y2SG3MW9kZC4sHnSTYL2VXnVg5zR3hK8+lpcTfJ9QZ1jOxw0bs9FH1FRxtrabttjfkb/uSY7wHW06yk7QEgTkS7pyfwE5F2MlSIzA24gKzg6/X/5RndHahvcQfSsnsUiAKa6QmxNgu1sLkOVdz9g+/DS0acEzB6hoWzb6zb2TqYWUwwGlP/iDZWhchZgpzUFTxCZTmoJxZGJ3Qbm9D614wyZLeNatu/oA7/v7v9k5O3nYx9kXMUicMdGyd1EQIKa1um64fT5ql/OJXfpGXfuGlmEoxu24aY5U7d9T0gYBeIjQZmhWig4LjtKeuQDlQaslLgBsirwlkoousaHB+g263w0K3d11qYwpwSir7qVo8r6EUWMu52RShLZ8xWaH3gl7oNbnedPBxAEhlPFnlmLW+HMktt/46mzf/Be3OQV78sK8xWWtSD2851BQ8YHTqgcCROoZPkCbgS7hjsAUTzpKU9/zmX3H5x75+RNfQ2hZ9eJNOHvNdDqzdWQ4wOQhk1jK320lV/RVRu77lYk6pNsyYI1P+Mn+trjfoh1lWSkpHCQLVOT5SEFgp87PtN/OoD41VWRmy+VE6zMV19JljEJTnB8CUzAMwlcRoExJ2LZO6jBTKUERhDaUaiE2wVohGZxlddx+dpIv1WoMz9WjisZke4Xd0w2aeKq70tfXmIGvCMjooKx3DhSagE66+5keQ9A97nlH3BQUo68snjPcWRCvMQQau3H0lQaEJRKS6jjEJASmJcUCqPWOb6c70lJDopl2ywN3DIGw5OFf8VjddxFqMqB5GWow1HOz073+GY6W8BLgxWWEOSiTtyRPQAjZLacaGR8tW1tQdE8605WlnXcxvPu6/SCrj6ejS11JXivMW9vLh09/B2kb5DCtpAmnSa965d/5hbnxj5b6abJV+g7ovK5H6/JwkjVk74ua3kz40ek6feiBQ1QQOESJaaADHCQJNX1nLSKl6Tu+axcpzuP07IZ3m4X0FRlvESzy5JpBVQjQ7A+r95IKHBqLxlwDLn3W2z1H8M++5istvOP8InqqMXW/rhCdsvoN1czNQRGwc3QavOt8PVbrbxBqT1/HvA4F807Z9zkHd71GVdWlZJ+mG3qYbjVyHROVGFBsU9nuLIkjg5++4i6fNlZFFWgKyZsppzQO+nLKA13xanQ6oXBOIsGIwQS8QBlGbtWlelNCDgA3JvHTZjhtFNcwcDMyA0FAzgNEGoXsXH5hZ5O5Wqfmsz1z4ZCdt89pvvJaal+BjaqSmhrUpYhOSxM2PruyNqiYQZwnNyDGmWIS3fKVsc1kzXZQ1WITugBBkE+SCQe/7uv+WaXZd8f+hkyNndH+yeSdP8O0uC23Jz582GmV9vwSVQJ9juEbK5NI+vlx/A+9c805/juVHLvgcTz3tJkZr9xfH//7dOzj32+4Z60oIfU2nz6/9VnHMSiBwoN0bFtzxfaOlIrStbpWaXZQLob7sRpp2Wdtw+9KYYzchn0g6pUGguWpkxbIROZOxxxrapjN4zzP4pewL/jplLZC0kgTSWTx8LLDJTLlIfPcOXa0/0l05JNP1zM03TO+zzizMYG0pid+2+8h7qE5/zYWbtnXKO975Fs7fvb3Ay6M1B/VoArb/t1KDuulDl3DLv13ivu+/hgePTpY7qh1zCHSHFk7SbUdNVLDIROsDTI2W5Q+sBITk5jMh8sB9Znu+OEaLYvXCbianu4WAkNvwW622s7/jNAERQ7MvMkhFXTqiiGu9wNvBMeA4rReRQrkmUK1/85Zr/pCvb38ucSfjjihjc1T+Ftbd8ZepiFfcUjKzhgc/64GjoctKoFkWEre7hEFK5n0CcVIyHYvGWsFaoaXbLEbOdBgroVvxUUQ2RqxBS0BnQG+LLFgO6mm3y11X7qa55wksbn/6st9Xog/vmWFfkT3trpt6zVWbDOPfx64RjcEUe9gI1MhoNB2QnZG6fzNj2d88HYC1o2WU0lXzLWK/nmoIQez2xe56GWm2kmM46SvoWEQjVb5fWynaF3gHdiHkpW2m6m6urR2CwMmhystLp8KVNYH80Y/VJxAvwoE7+U37WSZpYcUSt7xTt5KkciSNVIy2hYSs0wEgMMAnMNlc4jVf/B/uPHhnYavvl7IXl+b4zW/8E2+97g8G3jdZoeEOgJnZTZqmvP1+V2dfu1Cr/KkO+0xVqkr1/ZLu3Y98FDt/0+Us7N+3myUf4dJvXkg8A+r6aynvMAx0h5b3G3z+vFsYu3B57RtLUGgJ43MttJco27ZO7B29WgLk4FNp7f1D4sVNfghurJ1ujHhNwGQ1UJqgr5yFKMPX649icc3tPQ7Gjm/A80Pde3jRAcfAxYN1tU/u1sVz+dTmn+HWbfN8ZSzlC2PLJdGaTXvAMT879Gm7dZ/8FqBJdQ2dxYQqI81BoJKPYNE+szjkgN6DFcuIMcRCDwjUbIYyBouiPSBCSQe5n8ONYf/9W/iXV72Upo9Yyv0jR085CPj3Y4z3zcD1a4zTRn0GsQZqkiJ5qK0fU5okxfmiB5dXuf/6fey8fznDX0kTyPpMOF3t5jaqaO6TlXuFPjhDvJCXpFXGPwSBk0K6omIrsT0ZxD1UaALHSJWXuUqaWKDT9DH+FU3AdFtw4G540xR7r/nSCmM2WG+zNnnoZ0XqGmRfff2H3ssrv/IZ1t67o2BW/Y7hpc482obcv+Car4eTt1Bb+83i971/+voVHy8IUj73jrdxyUE3Lq0oOmMdrSaApegLoAf4aFrfdg7WhqkXpQH630vbh4YmnoFnRdRShw710odQwY4RfOs/CYjyapcNwfh7PGPp33jDFS6CRVsFrXMBSJuuGJj4GO9Ot9MDAirQBAMymVtFcxkL4iJYuh4Efi2+lNVpDNYS2S6P4W66maE7f2YPSF6/bdZfYfnKjExGNSIzL6I2anIQcGMMMJishkhGpFK0B4GkEq5oycBEgKJrnQaxMdMk0ptIdu+WGhiLFkXcl4FrrV2mCey7z1V8bS06k4g5TEG3QeYvKF9jXo5BmwydR1eZlsv/yUFAhACN5IzYh1s35xcKM6Bkc7xya8LnL29y3u4dPP22GwE4uP1gsX+qVHWOV6kTlM8T26goU5FV3mGDcp4bPvigyyibeQSZbpP58itWHhpl7I8bBETkLBH5lojcJSJ3iMjv+e/XiMglInKv/3f14a51IiipOG6MCKazwA1f/hwfef3v9RxXmIGOVROo1CgaJV7RHGQ7i3DHZwHY+pE/G3ipNE2woy6ULI+pr2oCg7KHL1pzG3vfkxKM6CJ7sj8xrh33mn/CiduJVpWJXnpujpUoCDK23nYzeTcsHZaJT8emCbhz+ktIrDq/xegGt1GuH7uTb05d40/qfS/t2NfZIeA5s9/lp7b9t3sm3SWxIemA6JW7Gr/i7omi7qN7gtGsp+xFHt9ty/oHRT+AnDl04xgVlCGiSmWEhwBCKxoJu2hYHlWTtHikuoeX8lWUFrZ9/a84cNPLip+D7Fbe/QN/zlNHbuMNV72BD9398uK3mk1QFZRLQse81/m6+zUf9hliyHSISJdAGdA1/uqqP+WTt28sztVaY22ItSGJLx89ZQyJANUuYaIhEwyKbpyQxpr925xDXVvQRWluYf4L9xF0vA3fg/4gTaCqHWcrFVHzAo3OfQJa0/X3EhNjMdiKJhCiqXnHt/XO6ubiPKHP71CB5vfuiZluCB94y5/yt+/5e7S1WK0HgkA1izub7hQCVm7eA2iZ8aLkBEAwdg+obtEOEygaCr0teRVvlr9hMemQQ5x6iGgCJyJPIANeZ629UUQmgBtE5BJccPA3rbVvE5HXA68H/vQE3O+QpCsq69L4OGvtApd92LWXTDptaiO+0FOBf0cJAvvvhKjRk6Q0ShcDdJZ8QlFVE0hTCL3jcsBic8cnzosNFbNQuZAGmZTil7v7SzaNlbU95xbHpH2ljkX3bPDOUq+/wlrLvtYGlBiCICULwqLYmY7C3uscFYkDE6GnvpG1ltOfUgLVDeN30FRuY5i+99Lxc5oS8Knb/qj4PkqXSBgpokgGkRZFw4OAWMEYtcw3IZlg/DvQSy4KRwoQ6BLkjmEToYKs0AQueMkfsmv+7J5rWTGoqEOWjdJPNl4qBJC14kwmcWtt8XuDm/nxO7bxAvs2Lux8nH3NjXTr/06NjKWlGrPf2UPylEdgsn1FGee4O4pJJ6nhW0SinSbgP4sO2dXcxO7uAuNFrps3B1lIpQSBVIGoatZ9hk4VhoA4TvnGB+/k/psO8qv/8Cx0Q6GLgn1C86o9jE25tW68qcsOAIFqQ5WVoohyx3AOotpq2rnWYVMn+HgQMAjjdBjNG7x4YaWdtFhX9yCQa3WVqLFmGjuQGbCeYy9MdrfMc+/7r+a8n30i408+jS5lvkTLjvvCgCDRLKNnf4B04XHYSt8M5YHrVuOS2OKsQ6hyP8EpoglYa/daa2/0fy8BdwGbgJ8EPuQP+xDwU8d7rxVp943w1jNhyzfRldT4+88+i3/7yVfQmJhEgtPZtXlr5aQ8E/EoQODgPfDeZ8B7frDHHDTiN1HT13DJKjZ8k3YhdOp4oAYv+DSOiwSs3AFqspXNQVWzj9FpxRzUe1yS9do1pQ8EFmfn0FmGtZbp6WkM8IYr38ifXfGXBEGKCaIitCeLqkxWH3El0St3X4mb6wGaQF+5hFilhd23/72081j46jNaS83GxESHBgHVoOZ9AsoarBGW6LXtirZY7Zj21E6nCeQA2Im7qNCP1YaoICuqg4aNJRoTB+m9mKE2Nj1QX7Jxk66XJtcqBwK6Ani3eK0uqcSsPyL+EH+UvpZbd24im435h9t38rTv7izA5L7mObS2/Dn1XBMQg9EhgfKCQp7gVmV2knlJOiD15ospbcgEqCTRIRrdDTAS0O0k7N/qtIA00WTaklY0gcVkpng/WpeO9CodiFPumCuFk5XKKQsWNdNlX3Ndcb22z0kQm2DJsNZdW4tzto8Z9xz3m4sAFzUVegd+XuIjrXC8+w7chDaqeM9V2n/gSnbu+gibb93MZ+rXcv1NNwEu8grJaJz+KfakNRI/t6rmMvAlbKKDylrsYy+xLvmGOoYqAyeDTqhPQETOBZ4IXAtstNbuBQcUwIYVzvkNEbleRK4/ePDgoEMOT9EoJEvQmesBgbpJ2HLGOUyufzz1yV/gxot3A25BVVvRWWtZWjqCuvwdH/mRdXpAwJmDhHmvCbS7Fed0Oz6sJpDGcaEJ5NZwnRq2Ne9gITlYmIhy6ikzncaFOahfE6hGn7jNaZAKCCw9V7Nvzxe5/vrrede73sXW7duL34IwxYQhWMvS8zWTTynD3s6SvT1x1yvRvXP38n8v+S1/f69RVHwCJu61u3YlJis2ZO/uWeq4+X5Yp9L6MusWIJCsqNRatATUPWNTFtZ0ZpixUz1HKW2w2n23pNf7L71tudMlDJLqwWwYLddqpHrBzIqhNnFgYCCt7ZbrbFQcM8xswAvVdzlP9vKJKWf+mavUogH4rHlWIR3/644D7M/q6D6gjDzQBWiMiYhUnkTmGXGF2YmkYCKsDbBecp7060pU+V5OkwN8Ztdf8/ilu0nitCcSNMk0Wb6mRfjq7v/ktt2XA6DnXdCByepcN19qnC+85m5+45otxeeqOejM/Xt5wuY8RBRq18/w5bt+2F3PaNJcgrYpkGCtA3KNA41xDwKLxlmetU4Lc1CQg0DlAXbsvBuLggFvas/eL3PPPW/inu376AQd7t7v1l2q6gRjW4hW3cS3FxdJPQhIuODneorMrmxgidNKx7qKJvD19/0r137uf1Y872TSCQMBERkHPgP8vrV25XY6fWStfZ+19snW2ievX7/+2G4+ssr9253vcQzX0hQtAUafBUDiGUnW08RD2LJlC+94xzsODwTVJrkVEDhf9vCMdDOLvil8t5th0aTRIjruYr0zKVgBBJJuF+slP4vQXpjn9qu+w7UHv8TFuz+Azgzt9lY6HReps9idZSkPP87iFaODquXKjUmdFlBxaD5i/SJ33/s6du1yyWZVEFZisEEIGJZ+WjP6iLLW0BPUZroDwgX7aSlZKmK7IbcRl3NgOuUcJmlCV8WlJkBP1B1N3wN3XFe6MaUdajaha6OBPgGAEWJSLKPe7h2QUktjZiqp/9ooXNi/e09tz0Ryc9Bcu90DAiKa08dKUAz7IoWsaGpj00U+xaRtFZK97S4V+JY7LbVV/HvtHXyr/jou2JPw3n3/zT6zbtmz5KGl5NriiiBgMDqgFjgmk4eISp8m4MxB5bxNeaFBvIQqVvjJ0Dntf2TmGrpJWpQvSZMmrdb2whyUayUHlnb6a3hNO6tz+ttuYNuse39/fc0SH7q6fIdVTeAjb/pD3vHOt/Dkv/lGT12mrDOFtrpYG2ITrCRYr80ZERSWcR8dNeL/TbOMyL+bAgQq1915u/c/DdiX2oembpdtfOXsr7B59C43FokQcWvhfvtwrF/fKpp3Y8kmSbPSZNTfs3mhIgQEgVuT1lruveZKlqYHt3U92XRCQEBEIhwAfMxa+1n/9X4ROd3/fjpw8p6wscr925nHVDQBZQxGSSlJ56aNSpSDkYCPbNmBMYZ2+zDt3kzGzTyKz/M8iEtEf330SV7f/Sxtf900TVlcdTfza2+m3W4XER+daHDnojhOSjuihbuv+g7dCoPsLsxx9TXP46qrnwvAr1/yG/zFHme6sGlSLuI04ZZLvsoX3/l2oKz7A2BtgojxjMBLfIkirKS7J5VaQ6IcCPzCLl98rLKWUxE6K1S+rFKzmzGa28W9JlCNBrEVTaDTadFW3UITsFaRVO7ZarvNMxVX3lHWpU5Ml9pAEEiBcTpk3mYMEFrNvr0v5386v1wc185GijBLIynd/Fp+Xhe6nV4QUJqJSmvJWtBrdrNikCCmFjhZaDJoFjVwbHepkOiL0giVWkzPub2DIWKX6fUz1EiL8/ISBf1+k1oVBGxA3Ze6zvJGK1WHr/LmoMq9C03Ag8eYMSSe6U9lTe7bdwstn5V8z9bf4L7bf6yo65+DQJbHxSuf6ZvVsaJpzbj5f9KcJqswxkE+gYPNXg1x/80vQ2cZmhwEYkSlBQi41D5L6Pf3iHcQpzqjFuSagF+vSRMzYslWW5aauSS13ByUO6Q3czcAWyNnStYSQe5sni7HrmplboDJSk0gFI21lk12J4HNaFay1EMPtu2FebqtJms2nbVsHA8EnYjoIAHeD9xlrf2nyk9fAF7l/34V8PnjvdeKFDUgHHGaQMWrX9MpVlSRTJPzn9RHmlhr0Crgyhmnyg0KX8wpbreZ2Xk/n+OF3MRjnfmpj5K0W1w/abhFkSYxM3nCmJKBVTSTOC4kMosgSpDKq+nOOwl9Rxpx2fZp7l1w6vTfXvf7dGNThhMqyzf+893cc/V30Fla9JwFl6lYLHb/7yf1D7N5+kIObHXX279zKyEZIRkiBhOEPHbeScdpRepMRWjFh7dn7tvV4aP3/q3/VJqDtt06TbeZkjXLOWwuLdIJnDnIzZElrjRzX2q5OXzmHTeVN4iXiNB0qNEd0Ai9rRST0sagaHjpLbCW2cWns6NeHt+ZGSHw72Vm49Xs3eCqW+Yhos0k7jUHFT4YN76oXxPAIEpT91m4I5NNstwH1S2ZQAEClbnNA7DmpVdgGCEupUq/kE3f9g3J2FyLuGPqIEaHLkQamNroHc895qBcEyivkYMAqut8VDZw0ULAw9tbuWHHl5iLnUDT6ri6N1nhEygTFiUwhSag0xFQpseMVNXwBvkEzqk1karfK6uTmQztQUysl6CVEzCMuOJt+TkjJteAyveS1/ZS3SUO/HXKgb9JiZNe30+V8jBOgwP73JxprCrChfMOcgDiC0iKaLQuQUAwHFjazd/x+7yS/6JbCSgJvSYws8tpT9+zIAD8EPBK4IdF5Gb/34uAtwHPF5F7gef7zyePRlY5TaBisgmtRiuFySUnnSeR5MdkKANBXodnQFp8The/55/49kc+WHy2neXZt6mvaGnjUkrM0hjlx1QLMsyAvIUkTiqVOQURVSTfAKSdFvtS4Z/2RfzaJW8vvt8yfw7T3XrBlDJVSnWze3aTVkIhu2lcAQE3hnfrn+Ktt/0eccuNN00zbqn/OlfWf9eVOAgCjC85XB11CnTjw4e3Ba1S5svzBNoLCV9+z6186S3fZParXyyOnZ93/ppYMtAWJabHb9zqtrHWsqZTsTQuePOYHaOrli/lpio1gNxpmoZ1rBjSytL/65E3EwzolpaXd+jouAj1c8/i/tU+SS1UGlM9XwyiMkLl5nWi1ixr4LQXCnNQkDvLKyCw6aAvkEevTwAElTvF9WBzUI2Ml246nUs37CvKLQCMrs2ZXTX0M3X9DvxxoYURLzQ4n0BAaCERYZts5GGdXYS2RrVHM1Bk8eZatpGE+uQfETR8TR0TMB8sIpU2qFUQGBT+/MfPeUtP9JbJ6mRJWmgCOVkpfQIKS0CuCfgAjUoCVxEqGjcpmoAVYcHLx3DD/Dl84u6fQYW+8Y+PKtIESOD3d4/tvxSwdFbOfYCh6YH/sdxMUnEMj9fnSLOE2d1uHa8983sUBKy1V1hrxVr7OGvtE/x/X7HWzlhrf8Rae6H/d/bwVzsOGlkNnbnCHBTbiNBojFJFxI31kmVWOG41ykJQRDSsrAnsuvtOFsOnFJ9Na3mMfeYzLXXF55ClKeLNLGuZwPiFeeutt5LU3DXSOC1siwAighSZsYYt+/Zx2+IF7jF1pUmHiumkqvAJaAIOXvBoAKa3b6UqZHW7cQEW5z+8dAADBTBpYxmTmI0yjygDKnS+BEpzUGAtqQjdAZrAlrktWGuZO+C0oMQmxfbKGWrqS2DM72sy+98fLs6dn3V+iUQyTGYcCMQlJ7jr299iaalJfawCAvOukugsEyQDzEFNUfxP7a85V/YWIODl8R5TyqKeWnauG7R7V12bEIVVE4UHXVtGGOlKiWkrGgmywmHvQMCbg9rzhVTsspgtqlIbP/TvYkb62hKKcvURqJiDloFAue6q0qhWDqyUVM19ThPIhY+agcjmIJCADYgs7GeSm+V8aiYlNNGyJDZTSNEGN6++9lPm4kCu23AFrzj/r5iPy/1SZbntzVvop8wqVNWUqQOaC19HS18Wr/Ig4KODchAIdZdozbd7sn6LKr9Srp88c3uQOWhzaz3f2PFcVtka/7357zk9cT4ai0KC9vLzKlq21eVaVBhSX4crJMNIwmI8ztuu+11ClfKRr32U9qITKMdX9RYIfKDo1MkYbqyC7kLRqKNDzYUDihTJQbm2m2sC4llB4Jn/oTQBAZKwVNGzpsO0ZqXUceY1gbTiNO7cMwNdxzBD0iJ07rOf/SwLa5zZIUuzUi23yoGA39+vetiN/LF5PXt9Nmu1eqIEXdpZCQKI8KEfcYlHs3t29YJAp1lUnYwafY0uvKYSVxi7iAFR5E16cnPQuLcTd5NeTeC7+77LT3/hp/mPf/wTLv/1X+HGS64ktknBMnIn6/wBt4GU1ehKGP3B6a3FcWnqgj7Tbrk8UxWyY+u9NCotHS+7zmV9zthJ4gGaQCZCTTRvDD9aRAfV0CC2t2ZUajAS9LQsrI45JStUdwDley2LqoBAxQ5sxXhTkpvv8ag0B00vloX4lFgC0h4TYf7nopTrClwCWA6khSZQ2b4K0xN9llVi1TPv8I56TFoZEBbSbM1SRsCrGGsDalhiUWQ2ILSaZy08hTHT1y4xl4CtcT29++bw1rUuObGZtCrnlLT7H99J6suXdB5vWPzxDJ2GBeABTJ5zHd3mZ8j6Qiol8DkJOMdwiGF/EPDVkZTGxq+wu+aaIBkrRQRXNFaWSsktAIMcw/l3a+w4E2aMM7K1oFO0lCAgKsGGgjmtXpqUlC6ETQAlECeLfPH+F/DFu1+ABBn/c89Pcu/8Bdy4//HMz9yOThNUEHBwx7bl43gA6JQBgXlGmZ05gPaomxARWOOaRfT6hV1yFtCc2ElcnyYwy8MXq9ReXKCztAhBybXS1gKJDVii/E77qoDVNn7drIOdd9JHKElP/H9OSZyWeQIIiKD8oNfU3TVV3gmqEsN9TrCd9ek01W2VL+zO0iJphRF0mouFtNLfE6bjnz/ulptMiQEVoX2N9lwTGDeWVFwphSptmffNM+4/yH3PPpObv3s9SZZiLcyvuZnmKgeaN33dMftUWexEyTgXF8tom063Q2QMNMuBxlFEV2c9EVYLe+8DYJrJgeag1O/F06VUQiNcSeyqFC2JIVUR0p/B6e8VKk2togk0Rh3zWT2+qvjOLAOBjPy9TNUXi8idLy8t9LhzQ+lSLbOq1rlQxOYAEIjyQoLagLVIYzfhpLPN1+itK5TaAKUta2cSUs/ew574/wyFKsxBNWt7NAFlhbo1dCUgtRGB1YzrUVZnvWaqsqKs8TV7ehlq15tTkmoF06o5KKih5+fdsU8wtH/IkKZBT1K68uBlJOsBb+Xzb7oEKAyLgeF5Z2/iI5Pe9ObzCNrpaOm8D7rs43Tu4lGIjzwY5BPInyMvYzJq6mRvPZMXxtfxnOhqP4cp2fmTKGVLTUAZxPSC84HFFp/b8mKu2PF0MhTzsdM8x6IWtdCQpSljqsNNn/0QDwadMiDwja0J7cUZsqyLq6IeEFjjzEG2TxOIXcZhZ/wAi6vvJDyMTyD2TsmgVm6ApL1IlxptW8mI9DVYssqC39K4n7ZxDC6SbqEJVClLK+Yg6x3DfSbqAgMqTsiXRxfz88k3Sk2AKggs9YBAa7ECAgLPVTfR8GGTS36h92gCylBjI9l+Z5aI/RyOGeOig/p8Aql/5jXn7uIJT7yYKLiFs754McYa0toi3TEvCfrEOh0FZGc5zepTE+O8115WXOuuhTkef0uLtbtLEMiCGm2rqfp/zxTnMJ8xU8QD2h9mkmfmliaAwGruiHJzkMUKSKJJVdibJEXpGK4FSZFxChB4wAnD0mRjK3ZgRPeAwLqRmcIcNao7RZQPQCRJTzjk2ud9BOgtTwAu+iUPl1qVzfIS8xnGznsXI5s+4cZIymwFCFMrXLC1xRPuWKSzz5n/gkrjI1ExgVLFuqtXQGBULXIms4zblFgUmojIZnxhU8iBRi/LKCR/q7E1WbGnt751N7te/x0SoQesvvOEpxZZ/j53DaOD3m50PlzTWFM4gwGUz79JCAjE0u5Lxsx3SicdLTQBIeF18i7eIv+vUnV3+ZhzYMhDnFdlDWIDr4gvoennWVQCgRfY8vBV0QXggwOBhXZv5n5eqkSJxdiELIl56Vm38tjuJQPn7mTTKQMCS3aECdroLGFGRcQ2QFmDqUlZNtr/m3RjdFgysRwEXD0Vy8J1u7AVW0rqQxl1pSGL6bboUqdd2axindRTzVVY1X0YiY9WCCSl/fW9HPjUXT1jzxJdSGQL9VkuWboStaydZJ71WdnIQYeaTXucdVVNoBp10lqaLSTb0+L9fLD297wx/CgATW+vrmowFuPL9/jSBB4oxq0hRej0JXp95Xbn3KqPZOy78Rd42KV3cO7lV6IXdvccN3meU9GnonXU17gyw29Zt4Zm5bl+9/YtrGrHLIaljTQLIrpa96zYM+UgsQ2ZY5x4QHTQd1ddyJ2jp7GO0okv2vL1hmKvmWTs/H9g9Jz/gNiQqID+nsG5OWgs7DhTTF4K2js5w6A0D1q93ByUF9z71+B1NEj5n4kxDrLQAwL9msBu4yqYdqQ309YgpD614an6Gn7G9iYW1cl4w/qy/MS2eA3fmHPz2225d6UqQoGojEBUYQ5qVEDAqIzIQt06019qAwKruXdSaIa967KqCWR1oVWrlAWpPOfkVidIJar3+3vPvoC7fX6NjSw2AJ0F6MpYSy1ZFwliAFHg20Xm3cf6JPo0z/hOR4m8j0aqfoU8XHCQJpBHgHktqu73+qiNi7BZVIINxPkUK+ag3DfTtnUEmG+VQogVxXzsXmSqI6xNSbqaWX0+qAen2+8pAwIxETUy4qzDC87ZwHvXRYTGcrYEhb099w2k3YzMq6mL6Sr0gnd+dlvcveV2nnnXj/HVaz9XXDtLfHcgU2lZmHbo2FpPZmdeEKpaIlgL1DK3cANJSW6eZeGmStYrLoohzxP4/KPfy3/NfRZNr1Qa69wOXVGrVcq2GmTS5Xl8h1E6RQRJd2mxJzqo05otpJsx7TbkWV6S1n4ZVDUhd5lycccepEaNcwzHfeag23bM8tt7f4H2/hcwc/8PMTP5RHY+8Sx0pbS3xRL6ZiwCaOmrbeQp9HHeTVWCQCo12mnaY77dKPPMMIlRUyQDQODmqfOZj0Z7bOVRHqqKQtVmCEfuc5pAEPYwZzdIDwK+REQuaOc+gbDiI6KiCVgMKowpAFTq1CTjzevW8sHGtt5nlS6qYvu4eu7HacgicaVGDYAViH2f3zirFXWO/M2pS8qesGQiN7XP4q/nfoOWXs2WnWf6cfVSJFIIHw1riPwBiRJCLDVrCxAIrSbUelm9xRwEBMN3L5rnU8/ZRepDKDNVMtxd0X6+OXkt08ke9rVuLL7f2Dbsm+1w51dud5XMFNhMobXiGeoOHi1bydmUMQbplM9Y9+8hDwrIQfvvD7jExpSMzCg+ec9Pcf/8Odgg7RGiilVxCJ/AQuASBxWj3N16HmO2Q+xBQFQKSoiomJREU5MMbYWYEBHLfKsMhbYEdHzuTHvhDCBl39azuXjxzWT0mgAfKDolQODgUkxCSI2Ulq/uefFUwOXjbX7+fu1TwyuaQCdB+wqMn9UXcv3cGQDo5kHunHXRN9+aLfvH5ppAWokLJusSE7LTltUwlHJhjJ1KKdkDUUDTl6hQZLT0HAtZmVgCoDNdZAy3fXMP21eq2BROrNJ0tL+e8X83jXLfhkt5Jtfz43yTwBh0Y4ztjVVkFcY0b28gN7SGvpharsVoybs3lZtBo7Bii+qZOQg4cxB0K/4DbSzPizfx4/PPoh3Umd1wLQcvMmx++CNYrJeOOCvaxY3jFt5KpXQLEAjLqB0dhHSzjMBa5m3JfBftGG0bDHQM75bTuTZ4Ws93tbx8REXql8NpAjXvCPTTGeSaQBUE0goIiCGImuRspk6vCbCaRRqqdk900Me2/DkvWv23JH0goJGiTk1X13ucwhLE1EiJRUq7vmdKbTNV3N1I7zgiS7HuGsYQVc1UXjNIcVpgZDXn7rmXqHlrzzUKqd5qdq/yeTI1t4Z1xXT59jM/wD9s+hC37v8iOxYuLb5/7rTm1lssl35hv0tbCB0IGKP4mbXv5A9XvwVtxfkRxBBVtPFJP29lZJi730Su2auMPc3T2Tx/Ph+44xUYlbhyGZ46Y3lh40EmLPfdRducsHP+wYxbF3+JBmmhCYg4c9CYNMpEPK8JJL6elcIyP1vmBiSV8c/f8ZNAStwZZ27d9XyrfcGAcZx8OiVAYO9Ch9SGBGLpZOWEf3ZVmy9N/i9lsTjFF2/Zw3wzw6h42XWyuFMIBdVql04TCNFSsdPqmMRG7KFUwUO6XH755cyqcgwuasEt1kAyvrzjP7n04Kd77muytPTWepNDstjLBHKTgQvtc8feX3fHHqy5hTrFEoHRxOvPQAchWVpeYzHaU0g3o8aNr9MHAtWaRI45WMSDQJ6RO+pDRNOKOeiLt+xGPDB1vQbzhPB2focPoYMd5XMGMSYHAQErg3MNAh+R1ApLLcuokMV2l8BYZivaV4c6TRsQV3IkcopVyFLFhgxlaQVdZaK5Y7hfIvRAPBE5zUn5Yv55SG2gSskt6lTzBDRh2Cpq8uRlrIufK8w2UO0iaiun1eGuZSBgkaJi5f72hqIxjhtYlxoZXSUFA8yZkrGKs4NtAGR9IODevpu3EWsKAAEHEBHOuZ769Xbe9G5qizcDsI/TuI6nV3wAhsibFZPImT+yvppKACbqfU/3BvsIbBctmqwuEILJhNXxAm9et5bf37ieDjX+l592o62E4l7Ydb62ONcEch+OtWBCtKTsb7tSNGNRGxskPeagLMiZeV/+gakV30223ZyEqtz7eQId3idQg2JviRhqZCQSupwCgXSuNEdW8zeM4EHJYrFIMtifcrLplACBkSgoNk2qe00MqaSFJmCM4nc+cROfuSfB9KX6A8T79uQ1w9h3373lNeIYUZNUFWpjMpoyyoF1pSYQ0uX666/vuaaIJfKbT+Ux1KpqOrAYnfXkCcCyAptgljuUt0funAlfrneELvVKKW1r4YfUbTxG7qetRwvTTt07gHNpMgeBHnOBUb78gQcBP74Rbw7K+zbcf7DJ73/qFm7ungbAkmdom3yVEFsJrTSqAgKAHQDEAKF3MieVEExUndtumSNLayzJSBHdkzvmB/kEFrL7+Oz4pbS95NamXpRWyKpLP9Z0VbTMHGSs0x4Lc5BnGtM7XYRT1UsdtcsQXyuGumoXiVT1PtNeLwh0ihaE5X0VWQUEHiZ7GIsW0TZkPGqyu3kGe5unlddTXeokxCJM6l4Q2Fi7n38ddxXcsz5m17C6xxxUrSMUWmcOsmJJvd8gjALEJ/39FW/jn+WPC01AsMW6TmqLPWOoUlbLBbIig4RIJWRhm1unHsEVPBuTCY/qbC3O+eaqx/G//KwbQ0Ubf4QvJpj49ZtL6JG1iK1hJGNvy83TaNjGqqTHb5Dm1T77QUCXCZijnuOrcIRcO0gq5iCrhLqtJOJJ5kCAiEycJqArmmBa9StiGU2bgPX3e3DY8SkBAkooqkhmule6rJsGZYqQ+7cdW4xaDgJZt+2M+ABSlnjI4hhRU4VkB24Rd2yNbVNlll+dFs1mb41+wZZljMW4zRJUTQcaayp5Ap76E2N6pEW/aGdDd86kd0qO0uGl13/LF35z2Zofq/0tX6q/kVbaKOLMG36OxnIfRg6SFR7oQlVLc1BCAFaoW0uCoJMYbv44W268GYA0c5EyBoMWKeb6oDqjuKZRKTp1kvl8touWHmwOEpODQA0JF1G1/aDq7B/bxYjEjI8sFR27cpPWIBDopHegRRe28iUZRZESjN3bAwJiDUtmdLlEiKshMx753AYPAutNkw0H4p6s7tDnNCgTYsW6kiW48hcNG/fI+ooKY1Ud39i+et8AbWvFp0vrf8R77LsAeNrpTsi4dfpR5fgDpwnEUmoCMoABm77nG+kanq1ciOkaYzCVCKvI+wSUlICpghA8CDTFaWNZZd1OR85818p76AbLxxDX8jnz82MViKE52eVboy/gk/wSYoRz49JvFtvyvmHFAX9BezdibZH9nVZBwIQYydi/5IS0WNcxQUKnsvd07uTu1wBNnZzhj3n8rlMn8ubLwjHszUGhlUqymPHmIN/oSCzW6EIbrNaJMkCYuiKNFluY5h5oOiVA4Jo7ry00gTxPIKcJPYLNjbkW3h6+j4fJNnQfCBgLcbtVBtpIqfanSYwEvZqANZoOda5Y/wO8eew1AIzQBwDGqYNRhQUEYkBVF0JGvDRTKRvhaBkI2Eq2Z9+iLQpnEZPWa5iRMT/G8potXZou6j6fYYK2H0N+XLWoi8+rVSld6nzbPgdQDgSUkCVt+Nz/5Qeu/w2euelqJqImCRm7plazM5wqpN24okYblRWawMLcp5jtZiw3GFBUa81UjfEL38rY+e8gJcK2VjMhbUYbrYL552CQDDAH9dOSGuWmMcvo2e8nCytlP4IOS+kY/R3TjLUYoxiv5ZqA2y4bbZPH3r1EHscbJQaV+FBLowlIiDInRf/f4Itce/sv95QwFgyJjwQJpdPjGAYnrOSMd8SH8T5eOcl44+g0q+rz3Dd/Xlm7RsVEEpNVQIAB7S/7Jd5VnTZxwzlRn97pYirluCPrzCqZ2KLkRaCkWIdhXk6kAgI58He8T8DK8rfbqud7MSEvgaeM5RMKElVHE2KMIqzGiGJ8+WgKn8BTO13Obe8moPQJ5HerWQhsgJWUcNqtk8VkAqsS2lGpSei8wcwy8Fel1uyTTWrUiXx4c6kJaFDGvb8+x3Dmq3BZFG9sfYrNjVe7+ap0sLMCIwmMqhkHREMQOHY6L5znDYGLr7a2DwSyGtZvuMlgmpeFl/G79X/E9tkrDYqljirKOiBSJJU5TWB1T2RB4FU+OxLyiZHnAzDaDwI2QKAnbjgQ22MO0tldLNx3FUm7N5Ry7oz9ZCNlHLpiueZS3GfAZgN6wuw6leYeNQ8C494mnyfgVEP3lHWaQJZ8g+2cC2SIdSAA8Jh9itScQxot8ppHf4KffMzH+HDjci6687v86Uf+nQJQKvNsVVo4hgEkEJYGOHTFaL5rHs7VsxdVnkWoL57JuHTQkfDxyXFuqtdo+4ztQdFBOWV+r8+Fk8ReOjUVJimqSzMd7ckFsBh27jufOB5hxIcT5yDQz7TXzKe+LIThT6N/4FW19xGmBoPlD0MXyll9Q1YMmeSMNV52PYMqMn7X0FuoMBDNw6a2s2X+YQUIiOoWUupI0Wt5UM5L7302dud5pO/d/LRO11XI9BR6x3CssgIEojAgrwbbyBPrqhnsfu9t8+YgM0ATaNZyR7KzhWMVgcl4/r7LiaVORohZWtsj9CibkTt9R9Mx3nxwhnccOMhpySzKQirLNYHABhhJafn1sZSMY4KEdlQKJXl1B8H0NjHy2glUQkSlQSAJGaBFqOUnq4TEtArBbJQm31ozx5woUglRWFbb0kdo46o5CF528HJevf7/w4ol00MQOGZa1Q6o5/VzpBcEYuXKSwFovav8oS/UTSNkmSHJEurGsMrEJJ0O2YF7MN0mEqwlooz3dY3La6CE2Kevj9JXitoqdozE1CoO0EAMtsL4jHWb3PRVJTViyFatLZxyAYM2df4s1d8qfosK42/rcvGP+Jr8E34jj9S9pFthVcpYpwnYXdzZeiSSpAgBDQ8CcyrhXv0s2r5XwqiX/jZM3987NFX1CaTYrNRIlLIDQQCb8nPJX7G/W0YH1WSeOYkZJ+bb0bP5j3Uhv3zGaYVGkAy6jqeuZw77a2srQF4tv9GhmYz2gHx3ZD9z86exc8fjimqcyjObpUCY9wXejBVqqSElLFpOnqb2Ok0AixXN9jDs0QS6Ysn8eJUkha+oeHwbYKauYeKRr2eV9BYqDERz+tg+V+rYehAIugR+nhsePJw5qFwL9Y2fp7b22z3XGslSXjc7xzd27GbcWrIKCETeJ4Bodo3N8J5VUyilPHO2jBTZ1SWwKOPW0X1FhNvyNdtq5AEObYIoBoTIZJxjziKVmgOBbc/CVtaiGF2AQmQtP91sMWaEiaxNwABzEJbQawItH3bZTMfZMruNpaBSWkNVNIFq5J8tI8X2rF7DV0lQ1IikzBEY0XnCWNpjzkuCRb65psUH14RFdFCV0krEXj/0p7YvGOQBolMCBC7YsJbM21D7bf0ds1SUZe6c5kCgcMxVoiEeyb2co+/g4Fe/yHv3H+Q9zev5wN/8JV96zxs4d9dHUME6IlVuyBoJ1041Udk0iZQ2+SqJVQRGyMI2b1i3hiURArFlwDkgKmD9Y2c57Qeu6znXiMFKQMdnRaoVpH13kYqmUV1ayerizyv0M4u/Q+vNQR6cwhE3ZyqoFDKzBsQioeVLV/4wwb4m4ksJANyoWvyj3cjOzBXWmmzPgjWsMlOMPvcNBcZWQaDfPKCCwSAwtZTPc/l+FlZfzI6L/hqrOuyNyobpnUP4BHIqQKCxliQ/rGJSE9Vh+87TseFybct4k5oxYaEx3dxYzaX8IKfdu43JhQwxlhTXezinyGsCf7t2NS8+6wwOhOXm7wQUIBBI3NOYHKAjQrD2cgAmot5ue4HSZenqQhOIXdIZ0MhNCqKLRjoA4eRtZe0hT3WdUAM25rWzVFSU1I6AHas3YsVw/aZbeO/qKSRw5iBLRj3tIItpoRm4Kc01YS9FDwCBds3PsXQRpRErKJ0wEj290ARQWQ8IYEzhE6j59TcXTlKzmat06vd36RiGKAeBSm2vG7ffRxpWzEG5Ri4G28OAS3PQ5aM13nHe3/I7Z3yIhaBbgkCuZUtCki03vWmUdwxXTbeWLC01gbGq4C9gT0jL96OnUwIEasEBEuNedtbHaFysfIC1ZSZfXpenTsa7on9mW+MX+WX5PM8OL6e9YY6ndN3mmZvcwM08mvriLkbDlInJsi9OW2V8af1+pg6+A5Sia6PCfjuZWibnHo1Yy+rFlB01zRcmxrm9XnMduyoMywYB1/3gs/jiRc/pGbcWjVWqsKkfCgSqEQ9V01O7doC3r1mFBZYqTc/zZJfcJ5B6E01QYbo17TIsx2vOJCWiUVYVmsAFusX7a//Ipo7XfjRgDOesfgasW1+AgJKqJtDHFMTSVn0qGfCwBR+ZFZSa1XzDmcu+PD7KbFCGiM74qcxDRP9oZo5H7e0tuZD3GjhYW1sAQq8m0GVxfpzdwfJNmCdlZZXCaRpFlwYT136Sp906h1hICVGV56ulFpGMmxtuLNVErnZg0KIwVlAqWa7lqS42c1ml9X4QEF1oHEUdHRUTeOEnyssbS1a+X0CFvaZKd2xfnR8iJ/0D94+cw8JEb0+DbuRLLwQx89cG1K8+UFbipBSuctOIHhAi2o5SPvii7dxw5jWlb8skWGuJpY6RAKOynkgmp5HmIODuMRu5+YmwhQaQ14qKrKVmpNAE6r7wXKpC0qBk9lm+D/s0AWuDQki4c22boLGf7auu59LRZgEC63zvECGmMcDsFVlFJmFR2RScfyer1piqHP+rfJJnNy5bdp0Hgk4JECAapavdJu14pvKKXT4BTKWIKLApkQeBfOHWbMaLg2t7LpU0lr/Qhp3nVza8hlXiQECh6RRCRBuryoxlgPHMUo/XIlozXl9XLM62Ut4xXE67FsWn5Rf4uryoNxvYH5cWERuHMgeVG6ZGSqN1BkrX2X3m//DRqUnmlEIlJTNORdjLakYkoU6CtgE3n38uN296RHFM3bhyFOevemxxD0FR8yFE5wauF2wAdOc3sXnrT4Mosk33sOWHfwuV12/3zGnUxhj/nS1yHqQApCrNXzSHYFBhaX6b9FnXW6KIuUqHtgM17Z/JzelPNlv8yJ29Rc66qjQH5X/3ONd9E/k0qDJFXyvJlx3XFRAwlNFoACNdTUpEUNGkokTz+OAOxvx8zVfeeVcZDnTWkhESDDAHjdHFps4Udq6vhJnYgAYxZ3Vni3aWUsSmp4R+nmseBEQyJsSBwMGKFmKrAQJ9NtEmI4SeMxmJGLO9mlEr8r4RFZO1FaqxA2WmWUaysiYw03AlpW8640ZQGiXWZZVLQuK1OhNkmB7TZEy+/muedc75SKS6tcT+nWb+eWrWUreApDQZYVXDraNuOEISlAJCppSrJByYomm9Hzi5kDA7Xj5DXXWI/ZSt1nmDm4R1OAtDULEsREbICHoEqylaPSBQhcgx2j0BJA8knRogsPHRLPlOER1RiIUNnQnOTjRZsRDTSr1192JqAxjrdKM3dXuMNg1vNjmHbYCTtufzJhmiGAm+yJ6gTugXTj6pIxKhghqZD0trKuUcwxVNYN/asjRCrWLKMt53kPurbH8YW4WqoX8jYYuJpQsI03GsNxOlIqyOy0qaiQjxlLvew2QvBss1Zz6B3Y0y9rxuMhBLLSqblCsrhSawIbjHzRer2XnZ6+gioBTxha6aqPLjzTWBMdutOOM9GEsl3K5CsQ2IVIaEpZ8k9efeXwuZq2TqLob5725OXXhgX92lwiewptQEKia00TN9JvmAGjKjvuy4qdSsMSIklEyjHhvOZxuP03cX361eyHh+7QrGfbTOXKWpisFF3GgCAhICP5a3qV8EHAgYrwlsqrlKqRbhL8OP8Mqd1xNlFQkWkLMULw2/CYDKa1lJxqTXBA5UQ5J1OXd5tOYN5z6cj40+k/2rJ4qsYa0ixvuCLBY9CIjqgqSMnfcelO3zg/knPP1p/0mw9t5lv8w1nCC1pjNJXZYIlMHYDJEWcZ68GOmiLwGAsmV0UG6OnPOaQM3aQsiqOoZrWCwuSmeqnoNAnSSsIUsp6oDrT7218UtsUgfA9IJAHi5cqWZOQy0W98jzMZ4z8xUuuuNbgCupklPqzUHVHJBV0upx/lY1gZAMzdAncMy0fzHkCuOaqXSUi9vNVETdmiJrUdCFJpALQHW7HAS+ctqTAPi79GVMZzXOZWfx22rrpJjAZizkNt3sACPqYj470UDy5iQWwCBGSCSj5TPQWhWfQL44OiMVraBS1E6LBnE1W9yYexlUfxmvnB554RXlEZ4Rd0TYmJZmhViEy3zxtgtlF1YsL5y+glfMXFwcM6JzP0FpYw6tKaKDxCfbKQw6q5hKpposMFUs8EIToFuarWz5HnIQOC9JedYBVzwtMQGhynr8CV0P5vdFEXNBeb+mV8WriULGupyGnHayCoDp+mo6/rhxVWoZeYnlrBox5P/NGw6NBONMrnUCgkGK8swAobY8mdv50fjqnu/AldkAmK7Gp4tlIhsjIyJQKaEHgfdEP81boleixBL6ec7NSHXJuEg5iXOLflx+JTe2eDObR7yJSMqm8rnPZ38VBLISBOreR7DYqHPak+/GBmUROUvIuOkFgaUwr6MfE4yWyVz9iY5KNFPnXIup9SZuQhmV9SS7l1dP/AEbpeE0Q9Um9k7cLNS9moC2he9hqu7MMFUQSAoQcP+G/vsc6Kd8tFI2EpIFNepXHaB20ywTPkruDHugL0a/NAfFFT/Knzc+UGiuk57hz3Rv5KtPd6bKkYpprKOEVMJCMASvCeje6KCcRuj2RNI9kHRKgMDOA5pP+a5fHREio0iDkIY1hY8gwBSaQP5a+zM5AS6cVdyfPZwP6xeww6xmAzMYK2ztPpkp6x2WBuaD3nCuCS2QOaleCAhwxc5GmCtK3ObmICuqqFxqw0p5ikrDFIPTBL48GvC2NauLipQ5ra78XdUSxv2Cd53J3JN2lbBel2p7KsKnVv00WoSHq51M2SU+dMcb+L2DnyiOyVv0tXtK5NpCE0iKDZdBJQvysokn8tv73lWGQOYt/zwIuKSY5ZrA2/Yt8eim81ukVjl7d0Uzynn6YhCUWhiQ+IzkPDooxPXsrSZy/Yd5IT9uf4+5QOj4405TpX8n8OG32XKlBOUXSz0Y5yk/fp4bC/SUdQiq/RI9iWcSE36+qiBgRGMI0Db0Rc9TYhtiI0XLm53GvEBQ9Zl0vfNyg5nLb+LGrQ/wr2tWAdDIc0NUxtrAHbe/4o+wFbNWA0tqA+Z8lUtLpbuYKMb6stSX8p4K/SCgexvN5FpgNrAmT35vd+1nBmfQMBGoNplE/Oz+rzMezTohyFOQlZrAqD9vLizNQfl7S4qOfD6AQXLg8JrAaMzByj4I03xtl6VY3AOVjmFb0UiWlCrW64R/v7tDQ6fhjq1qAl0RtKgen8CUNEl1iARLPCq4E1MBmAhNrTG/4nydTDolQMDUk8JG21GK0CqyIPCJTWXBsGgZCCyPBvnFmx7Oh8MX0VINpifHWMscLcY4mJ3PBG0CnFlkri+qxTkffbE1vYZAUk6Xvfy2/DvGN6FuKil8AkVXo3riopSMxVadqP64d6we4WNTE9w3voSpRDpsqICCqYBA3BxnTE37BBb3pB0RHmPKNn4JwpbRs5itj3OO7Od821vVFEoQWChmy/hGI+7zt0dGOBAEy0oefHnr86ndOlcmGOXSqu168doWmkAgpRRnbI1XBq6wWGICulm9RxMAWOOjWJYqmyf1wBkrx8AU8LjVzyvqwIMDwR0P+1+6839T1NyvOtNzx2xWzQj3z50HEUysXsMZF67iJb82hhHVAwIqWw4CuXthxL/ng1VpHA8ChASSEkhGSgih4jrr/DJnh/v8mEoQSP0aP0u7mjmDmqFEKF/fPmPK9ziuRibZitljBEtTjZAl/l2JLiqJhmIJK2a1s9KUpaCLkgCR2JmE8mtWWsRZW2qgeYdp6S89Cj0hs8pa0iglsBnvvvtveC0fKJrKA6iszBPIwWPe93Jw5iBbXFOhSLwVwM2PYbFxDxIucMuFN3Bf+wo2yQEeV7sO6XrwR3pAwFZ8ArnAArBYAYFxu5x1Nio+ARNkHgTKdzQlLVITsO68f2DnRR/mrJHekF3zILHjUwIElnY3CxDoihCYAJ2DgM+8DUVKH4BnRoFdLqk0lIuisGqJncFa1jDPXrOePb6DWM0miIWFoHfqbh9RvOwRB5iuT9PNNhBIylm+cFceBtlSirReo1UfRVLPZGop0fUzNC7ZQ02VERx5dFDDSxfdwGApVfk11aSTCgiYuM7zp97JeDBTMLKOKF4QfLc45n82/h+WwnE6YZ1x6RQ26Zwyq3hCfD8v4RKmpYw2UZVksY9PTfBzm07DiIveyOmsuYNsa/wiG7XzQRQg4EMYrWgOju/ka0/dT4qhQ168rlYwoK52mZZr1pYmG4D1PhSvVXE47p7aw+i5/0pXdDG28yae2NsPvRJZdaOP1qlVmFhYgID7HKuYXZPet+HXSGPEOZujyJcOqIBAU5dJff2U9zKerjJiqzE2RNsaoWQEZKQE2FDYkp3BXeYsTrNOYs0oa+Pk5p2zU9+FbQAIBChC6wBi1M951ScwUZHuR0XTkhE27vUF8kJdODJDMUQVEHhEkjKrmqyKNlCTFj8U3FzetKIJWD1SjEv791EzvdFa+XMVp+tFPvXIj7Nq9iPFd2El5ybM0iI6aMQaYolohW4/1q1lenSe3zhtPSmCoIglLEwzEs1xV3A/Tzv7TSQ+PPUN0X+x9fzPsnvCheFmAmfWy852VXNQNQS2VxNYDmxVsI0FMgIiq4k9bxqjQ6oV3cgJN1G0t+d8M8A/9kDQKQECZz1sisTmDSYEZRU6ECcleE3AgYCPoJCEV/A5RvXSsmvVVRNjYeLCtzKx+p2sZY4r7UVcWXfXb5CA7Y32ALjJ8+eDIwcBxem1O1jvTQ55J6K2CF/7kZ/lgz/yUsQvLhtpglm3KKqVTY0Y4jArolkALqjY9aN2pbdBtTSx1QTiktYLTUBJj6kj31CdoM4oMaqvI1POuJ7E7cx4ZidiejKGAWYDp+xWzVEvjd3Gym2hoas/wRhOKrWiufJhl7B3XZddtZSOZ3DG1soqlpmXwvqK/K3L23+a3nDHYGQ3LWkX4YPaO7GL3ycrWct+o4UVrStv3ZlHl1y58Uq++bBPk0pamJUCL3lmXfccmhDtf5vTVeOcv4//Ny9FVTUHiTcHZYQEaEQ0mgAiRTRyLTcEG2n4XA4tQseHNU75OTwj8+tgQLBAgHJgKlkBvPsrzOnhUmamj4qmpUawi45JS8UnEonu0QQeESe0VUzUGOf86GY2BKVZpaoJoEcLoSATl7QV2OWht1UNJ7AZzVoT1SpLTI/Y8h0HOi7qSYkKSVREy/uF6l5IunpkhFScKTaVkBG/xnONZa6SpS81Zybb6nttZwihsazLNK+ZX0RZW0aPVTSBKgissssBOPcXjBhDrMAopwnkFV/rkvb0fk6WhUcPM4aPmbpxu9AEnF0wwAZOSshBIFJBYQ6akDYXso0nqlt6es0C1KVZqGVBtI86KVvtaUV5gjqJaxm3QoZqaEJWyz5+bNU/cmHtVqDUBJpKUfe18jecey9iBVNZCJ2odAwbMSz2OdbGKgtyIiqjfbSU0mJoNUoywoq/oyPSs+nOnNtDZBN2B2cwIgmzleYtALXCHgqzeRapaJSRYtPlFKArzMgiuv93A1YVpjcrhrHEMY3FwBQx/JmtuZ4i1tLw9Z+s6k2+2+BBQGmnIbQmf5q05mqwJxIXWtPZ9Zf1gIBavXzDhhXAVWQgJQgsFbVvykIaYeBAQHdLCTV3Dncq/Q1yytdQPu+tnrBgV1JY2xBXcFi7In5Rl5EzPsP7T18oSkloKOoMTfomPGv1AmAHmoNCUYVTdNQ/Y090UMVXUleaVtAgvmY1E18K6Gxr0PHvoyGWsMKwzvSl1bOxiA21pCeqq+oTcD4Hb56xhshEA0GgNAdZ7IAAjWr0VqgTNvhs/9P0LLGq0fZlvGsVoSQVQQjoqhqjBQi4Oaju8o4vCJg77VtK0TDwrZ27+cO5eSYlJne6W9NrDiodw1lveA/whulZXj8zy9M6Xbpi0ShC0UWBxrqkJBXzUNKHAUaGIHDMtHH9al+1z0UIOBDwmoCUINAfEtqQblEnP6eaai6L1t1qT6flw9dqJNRsOrCxOTgQODu6u+e7qjko8q0no4klxApWuZT+kbPez3wlzjzD0Ip6q2xWF3x1/aVSMorQagTdAwJdJSR+G4RaEZgONRIWggkftdP7LHmpillW8dnxD1Hf8CWXJ1BJFnP3skSSVuzrFqV7Zy/A5Rc06DA6OscjXvRXjPgwuenQ0JEAixA3HCONrKVWRCb1+gRyTSDQ826cjYfTWvVyABLb7pmf6v4yZnm10qBSoE9sCoEL67O2TOd3Ob8+9rwTw8V/RtYtJdSiaOGAbVSAwLJf3PtaIKRNjZAMEU1GgPjom7ayBXhkIuxTLnQ31wTW6XmWcSBPdRSRB4jJoIkFDgQho57hVffAk+pbiaXOvY94BONfCbAadkduHa23IUG3ZN55qGtQG2U86FSS7nqdzVaPYsWgtAtlqNkQGVAYLcPN82w4Q2BGl/1ebYAj7ZSF+0P/7AskEtIKcnNQeY4DJkUsERM+vFW8P65avmHRm2PyHI5FpRitLNtaRbARUqwNCK07Lo9AGrMpoe7l4psyzSsWm4xZS1e5Eu1RoS96TaAC3FmfBs4QBI6d1q5fj9n0GZ503tluIdgAvCaQ5wkEImWIqKcR1aXeZw8X6VZem6Ot9jR2rNnMY887m1Bi1ozvXobiOSkUZ4YuwWdvEPDY885ma80xi7YIQdYBEzPTPc1pAoFQW3M14fi9LFSSlbQYun0hY5GFX1iMeM++Az0sIENIvLR30G5AI0XFQ3A+gTyJbiSN0GKISFgKGnxlSqP7JLHfTP+AeTVW3KO29gqfJ9BrDspECCQrzEFKGef4rlCAA4+axKw7+z4+O/Iiokknae8LM1/uIaLts1Mjyi5qSvUy7/XeTBTqheLqxkuEmrhnbFU/BWZ5LLuqVmk1rk1gimLWjpZdcyvPsvbaL8A17yHcf3PxXX/jlyrl4JENsPMmItwd1tkpDZ8toDGiEN/tDlOmDWXAFeNPAKDhBZoN2RwTstyUCSDeJ3Du+h08cc0dzpmphA3enzLW18gn7ML0uWdglMKk5VjHdk2weNWZxecRP7eXPWw9AQu9mkDF2Wy1K8P8yHuapBhCG6AGgEAqwjtXr+IVF/4lwdTy303l/TWkwwV2OwCjKnOaQLCyJhATMpnnOARuDVUZ3Q4PdGPGoIGlQDFe0WAjsaySRT5b+0u3NkzIKm2YCUpNYMxmy0AgN2eOGEMiFit497+vSCppT2Mf3afJ2WGP4WOnxZk2atK1hUwQMCESWmcOkryRCzTolSxHvKr47uwl/FftBQCYoEul2iupDdhj1zG99jbA1ZkZCxcHJjmBe7EbQhc+d3e9t1l4UymusF9g3a7f5Mdmb+CZcm0RQQFwsHLfTCyJz2Rd6zdwZC2/tnsfz+p0e0FAhHnfheve6CK+1X44Pxd9rPi9K1I0VqnrGplYglS4I4x539oGt4/fzxfHR/n5M07ju406e+1avt54MqrS/lFEE1iWsT1DVmoCYggwzCrFzrAMERUbUCfhf0efw7emd7G7nmtG1puDwkK9j6xF8L1sJSlUdoBRn22pjAOBhqTYSuewKgik1VLKennJBFUFWFuCgPOHuOsUIGAtRjWYs+MsLs6X9yhmY/layEFgUA5oipC6gtOEaCJvMpDAByXYOtq/r3tHz+TTa5+37BrXNH5r2Xedna/Eii+gFsbUJWXRa6Gr/DyO99W3mvHBxkYp0iQooqGitsIm5dzm4Y+XnDVC3Sz0Znr3RMo4p+rGAzEZlsiEA0EgE/jKuO8tMTogn6DCIF8WfpOXhC7/ZZSURCLm/HqvvnM3phBjYMpHt4k3KVYDBXbmIGBNoaVPVCK8arjIoiepLYikWBuxMdMcCIPCfDlhU1SfczhPtBu1lq6yaFGEPSDQWw6jv/qvVcNksWOmO6+5pvjbaQIhKtTUrMVISnfun2iZWTaxb+D5B+xqPmtcgbUdYcZZUlYb3SprMRVl0hDTsDHdFabOiGEscEyq2q4PoKXEOxs153f38jS5no4qJbo9Ff+AEUMSJDSMKWrEj1hLfUAqfiowH07SVg1OT/fz2LF7aFfMVR0lxWelRsiUIElY1CWaiRb56tgYd9VrXN+okxKwxFiP8xQ0wYBQPyO6dAwHBkHznHPO5EVnucSvXNKtk3CwcyP1zvVMB7v9uI3TBCQk81JQ5CtXnlWfZjKZY3XFvCR6BGVBeYf+GAlhpRFKlSHooPxbmeVSc3UDjupZbODS/C0UHMOIMwc1U+G2xSZPjN/HT+z6ueK8Mmt4uWnGHEITSEXQKIwNCclQeHOQjw7LTKMw2rRVjSSsLbtG/3Xj9k+QNR9dxPpr4Eb91CLPIDcHNfq04WkPAjoIOLu5l4t37uELu/ZArJFKLaUi2sbG1Gj3lfuo7AVfhjkloIPBtU1dPgcZZcmQ+2pOaKpV/E1VIWtcNUkQxMKIZIwvLjB5vwtrrr7zphKQAGU1k9YJMC+sfceNu3Lvnb6I3G6znsvlQgDGKiAwPhIX8yvi8mA26IztwSgfNc92x6AZi3vBbZ3WpEb53AWLEUWEJvT7I5KsEErdtfvylILl7/mBoFMCBA6OXV/8vaQU1oYoZahbyJQriTwy/k1G6XLZ6icvO79LjdjWiW2ElZT/az9Z/HZfMNlzbBpkjNiY7gr2Oy266EimKrxBrOphzABzdjXdSg+CTkV61WJIVMKkMYXKO2IM9b5iVXVjyEQKFblhEiKV9dhsOyIFM6jpGkYMkTG0vQlpMWgXEuuScol2izLWq+2IHhy7IFlRHdQEwtaRXhNOgGYq3I8KU6zqXeRdEW8OCpBcArUuguhi/oTJeI7VutQEUjNCZAPwTD0UwyopTT01O4AZq8mBIFB1PNbNIjZwLR1dJEevJvDG/aP8+tRyaTUPRuhvSwmQz9Z3PZOpUirQsg0SIpd3IhotCiVuLcRmrIgqMkBcYQ7T4Sp3jb5rZuLt8uJAoGPrYBUtL7mOVubm/bsW+actTkLu+NBnHQREbcPpWnNemiGxRlck01wTqJsF3rZ2hLuqWu6AGPuUgFlm2W0btH3zlqDPdJODwB4PAtWM22pUXIq4HACrGLUxKsl4zlVfA3oFLSfVB4TTinFv4twU5JWDS8r9HntlivcFTssaTcu9OVbxC6GcJnBGljEdCPfLOsS6xjUTsTtnxBj+af9BVmUWY8VlrYsLAKgmpNZJMRXGL32No4JweSjtA0GnBAhceN7Tir8XAydhIWXZYwLD6OptAHxwzXnLIns6tkZiImIiGpIVUSIAO2ScWsVooyX1IFCpBSNjlb9N4RSsMlHFeBEqmlNDuj02wtx/YW2AFkMaJEyZslTDiLU0gjJyBxzTTBHiIKKr6kQ2I1IpFfMuHVG0RVBGEdqQRCWEWYdmHpmjTLEhm8pVP1xktEfaU2GrKC72/w7M8ssLi/55M8LJHW5ulDBfK0Egw9tEVcwNPzCGSC8IpOJUeKmU3HWagGGcLm0lrK6Yg3bpMwh1BF7Ki8RSE40Vt3nqA0BAh+uWfQcUxfoCax0QKSEh4I3q34uSy4byXQ6iXBMYBAKZDdhl1zEjvTkEYi2JCC1GiK0zB1ml6UgD8Q1knD7l5t6IJalUvjxYc5L7Mg1DSgbiQCCioeMC/J/Vdkz/Ba02a7KIqZGf4uqNZ3HAenNQoKgqfmGS0Z58bPE5Z9B1u8TnJnrra2H7tAIxBFg2BvtYZzss4QSpqmkvE4rgirwcRXUWq2svESEVV0b6jO4SOxZXMYiWlELZgGY8VggEi0EepTXgBEnpej/cWOWA0Swp5jeSLoFVbNAZaWCQcInQKgSYbLk5/+25BZ7f7qBxme75vVORohcFOHOQBFUTay+Uf6t53sDnOtl0aoDAGT9Y/J2KuNrgtszgM6Gmnln2BCE3mGt53YZextClRsdGxIREQaenNv00Y6ySTiFKpJIyYpNedVjKTVF1aFWlGdTyWPIRafc6ivIyCbqOwZJKwpQuNYFqZE4Ruohb4LGq0VU1IpMRkfUAUG4OCm2Isoo0SOk2/5hpKZOx0h4QCFiUsb5nNATWlWR4QTPlSb7cthHDxOnOHJcGAQtRKd0sqDxt3kJgMH3JeakYF9IrFVs0trAHN5XqMQdtTR5BoCuNT8Si0BhVJg710/oViq+uUy7EdtS4RuA2cCBwlpRJQ0YMy/QfSYokvJTIP90gc4drKtIfyz9qXenjpm0QiwsRvWs05ROrDCqPjVdJRROwPZUvr5p6AldPPHYZUytaqHpNoGtrNExS+IIeEyfctnUHP9jt0o1GuSQdp/3wTsEAbnjUoxlbXanXk6Qo6jz1wFP5sW1PKjSBashkToEIzS1/QnPLH/Mw9ruIMYSWEupGCFtT7tzKPFUzhpe876sririS71Me64CggSZDcct+VyH4g/uezDfXlJq9AwHFnqzUEHKfSKcfNHGCQOyFqqnKOps0bTJx0P708FYewy42er+cqk0Tes3nEdvX8fLZFj+75N6bNsL+7niR9Ni/9GqS9mRaqz59Li+g90DTSQcBEflREdksIltE5PUn4x5RX0eemnXLbcQvXBMY1ukF9geOEe8Ke73wXWq0dcR/rh6jFbZZqryMORnh7FU7is+Zyhg1fXHSUobIGe8cPWBX9SxkE/bG4lugTkxWif3X3lFtbQ0thkw5TSB3ODXMciYXWicVdlXNaQJGUyMjrWy4i8dX88nJCUIT9pRTOGgqzbz9WJeUkEiNecaXlXmOrAuH1JShopkY0o5v6APMReXSnw/ytHkBAdNXmjgR17Q+QAppOtcEDA5ENmhNYEIeP7eeL+ln9TgZQ7GczfZi/geBQL1S/bNKZZSHISNzjuE+B6YDgXK+JJxn4hF/yZaJ+934iXCh9INAQHlzUS8IjBhLitCiQdcni31oXZuvTGWEiasYKpLS9qYYiyWu+ATaQYOPbnhxj7bqTvLjtE4wSK3LScnzE8aqppagjk9YL+b9Ky96HlGt0iUsSbFKOKt1Fme0GkQ4k2a1jEJxrECYrqGWTvBcdSsj0kET0RFFaALemH4FcFE45fyU4296RpwoYZda68YoQt0P2WkCTsK+v7ahAOYDTHDvyKbiOi0PAl1d9kVY8oJYa1BIt0qK4ItVFZ/Aah9IYPy9R60uHOsqXCDw6yQk5PemlxjL152Cr++9kI4Pmc36blmnFwSkz7+ng1PQMSwiAfBu4MeARwG/ICKPOtH3SVu9C3OfWc9CMMHtge9RGwrrzBL7+hhxTh1bp0PGx1dHvO/0GZqV5ugLMsJFG+8suj+lKmPEJKQiXDS+lt9iE1Jhllo0ERmf0P+Hf9/48uL7JFzfc8+2KOeGrJTrlbznr65jxJBKzFRFhS6Kt+mySnlonX24q+p0VY2a75tQNRcYn6ilrCoWMEBGuSBzU1VTKbpSZ56JZSAQYDEoBFsw3K4IOvbx8qI4GNlC7Z8LAmfu8OCRpb3RWYm4/2pii/IMkXXMd0kptAirteG8xddwxb7XuQzbyvgjDK/hP9ioXAboIBDoLbVXvbd7toaBhBQCKWrzFPPWBwKq7jJ1d4058LxMP5b7OGOFiH1/vYomYAmL0sctRuhSI0Rzri9SH2ZeC1Ep94/4st7WkHhHZgrsCzRxUF9mDqrmejgp2NAwMfN5+09jucc4hnlr/YJylN5cMZ62CSumC5VqOnV3j9VeYwxtgBkQbguKBvBD6nYnlACZrdNSQmgDntl16/px3UrYckVLrmo124I1XDI6wi2NetEqMxGhK87Wvrl+OnHdF2qMIOgDpcAqujokb2V8SE1AUrKwSWQtayoazirdKsbVFVcvK3esS7hUrsFAEVRi/cNI86rzbuSm7JHu/L771SVFgm4hzEnfEW2Z5cGgk60JPBXYYq2931qbAJ8EfvJE32Rhb6/TLrENAm25NzofABsJa+0Se6LBINBkBO238nxkejbYPA1Gwm4pt6iYVbZFKpZJadOwdaTqeBSNiAOWZkVyj2sbeu5534gDBVVJZIry2kHWOW8zSRkzZcJSbpdt6YgZswooNYFOUCc2EVHmNQE/4PEKiGilsT0sqy+yAqdSZ4TsYe2yMNhcE1DYYiHHosC3zNMSMBvAwxMHOgelToAmlQhtFGk7weoRxrPTSeqPRIur115DFxJpzVoWooRnnuNi1FdrzZLKm8RYgop5piaGBl1O8xFWgxzDSg8uz1um+LtwXBmZZTHrtXX3m4Ok0NTcue9JX8QL2/8w8PqCdZpANVRVwqITVtM2ilIn431mskatjS6YpCH1WsE716ziC+oallS83MadR3/hylCLzRgxMQseQEat4U3Zq3hy970sVfwU+byPZ23CCkMzVoqQ6lWRW5ehDcAn6vU+rGIE4RGygwBLJgrNiEuONIozM83NW3fwwlYJIP0FGHO6ZKrOH250e2PCx2r//sb1fHV8jLPTjOmJNUVbyCAqO44V02DEg0CvOcgOAAFUio4OcEGSMlntCmfzbG0hKUDAM26VlSCgpIj8cfeAWqDLngx97TxrpI5/+GAH6ctRGijDPAB0skFgE1QK8sMu/11BIvIbInK9iFx/8GBvK70jJdVnd4WAUBuMd5ZJKDRImfNFp/odeUuM9KTgV/ubLtIgaU4WzHOdOkidFJ2DQKNZNKUe16YoVtahTlxlwFGvH+K2CcfkapUY9rFgHoCz7Zx3MGsatkx7yhlvagI2bX82mzob+IG2oEVopnWSRQjaGTWblm3wKv1PE5UUZTT6KY+XXlKKQIS9rFumCYTWxT53qBVaSVcJLV8WIFMBXSWcmbrFfUCNEPis21QHQBfdOZtHp68mGXkiAG0FDTSfPO1FACgrzEblvK0xhrp2zCPAFBvQEtARBw5TPhy0qgm8cOcLed6u5/WAQFjpHhUXmoCwFMBU469htKy0Cs6/0+MTyEHAZxaXNEDKNIaurfUGqEtE5H0CLUaIfZ6B6Vu/VrIiwgybgR/rXTU3/iVpFeaUCxNfzmHtRtKHT6HEOtMNGQ0Ts+j7BtcsNO0I00z11P/P98JY2qFWAaxMouK3fMnUjCBFol5lWhBGEEK83who2dNcMyNfJiWg1/E7kCkD+yr9NaZ0r3nu0UlCd6wsS0FrdVGDK6fQCvEAEBhEIgZT28MjkoQN9ZnKNfI5cGakUWMYrQB1kEeF+arAqddYjI+CyrUQ3cdnGt4clJuW6AMBc4g+2SeTTvZdB73pnpmx1r7PWvtka+2T169fP+Dww5Pa1LtYhIAoNUXUSP5Wml41XgzWsFRJdW/ZRk+lyaQiFWxlAzeHTyik8bYodrLGPVlcZ/++CwhW/QpPmT6DNUYXiVNt6iSVBaoqfXEBbps4G4B6BQTCoEVoLetsyzEGMS7m289inrWZGcV4MsEPHXwadb8AF1t1utSok1ITXTjeNlQcXlrpFUEgr2DYFEUoLsSxXxM4hxk0AU07UkRexSLcm57GWZN3smF0J5kIp3ngmQ4aKDQWQZuAmiwR6YhOUMP6SKF2YBgh5Rtrn8HZz/o6aZ9zbLXWbEiccKCwpRQmIdt4GMYoJkqfKOBMLePZOFPpVOHEg17f0V0452KleyDBSOn7cXPS5xPwjntrVU9W+aDM4YjMOTmlTxOwlI5hcrt/X+aoJOS+BKn4FPKyGR1KTeCXFzN+7OqNZJMXoc8dB+PMJnXd4ezuPpaCgFHjVm/7SetIfmAtxiwHgYmWpVZZ993JdcUThv5dh0YhAzUBS1c6BKIJcZmyTa9tnGaXh9YeihYrQDTWBwJnpxk765vIWYikderR03uOCYwQm5Ag11T7QCDor/6pYi5MUkb9u02tKkJZl5RiUSkmjenpFZD7pZQLKkN7zTDX3tb5BLWsTxOokyBBl1X5nuwXXlXv8z5QdLJBYBdwVuXzmcDy4vXHSQe7B3o+i1UEmcH44mfioX3JO4S7QcRipc1ei5GezdqtBPhbMdy8qjQjtZSwVTmp/uCehzM/fzpRbR2Pnj2TmrVFS8eOrZP5sr1PmX8UgfTam/fVXNhcZMpNkqmEyFpndpG8nV5pwMml79S61WetKmK0W9aFuOZxybljeF1fLZ+VQCCnRAmhzcCwTBM4U2YxKJqMFGOJRbjfbOJXF7/G7+9x+RVTxjBqDAdqvtG2CNrUGFdz/Ci30FJRAQIdZRnxdt3T4n3LEtJWa0MY5j11beHYtlJjknmyLGJM9Up9f89ri/OrIBBWmolHDSfVT6Xl76pvbpaDgI+I8s7xnAL6NVGoSUZMrXejS+g0AWDhzLVFnkG/2UBbU/RhrpYyXuvf5XT3q9zkS2IrAjbOVcxY1mlsa1Mn2bZVUEixLx/5GB9c+8qBmsCqbeexL318+ewqJIfVAgR0gDLLmbooQ5eMsDIrB3zC5CZbag5HYu1YqoZMV5bChUnCj7Va3Fs/jxwglRWU2QjN15VjsT7r2wxmqON5j19bChunZbro5NbJosIz9ItnnEYrB4GK6pcXxKt5h3Yetp1XGpjwZrSqJtCRGnXrNIEJY33Ph/588kP0ET+JdLJB4LvAhSJynrgg8ZcDXzjRN9lx5409n0WUXwRe0oq8dB56BqI0M3ZVcXxC1NPkvSeeXzST7XcXH9tKsQ8X8pYzpBBN6qW8JPQaA3WMybB6lIvmzyHqQ/m5yBekM62iLESiNJG1hJaiKXvNQuJNErl5KzMBoDBGFVJJx4QuLNA7mvPaRmv6QGBjZ2PPZ1VZ3PmxUW0/Yu0yEGhYU4BA1TGcVwjNK1Du0aeBHWMhEJQvdK1NQFeE02yLpoRl4pi4t/Qm+2e8dsd7qfWDgNFEQfluck1gStq8njeTZTVGPQgMquwaVphBUF3untlsyMqIpSjoTXQzYnqirMgjO6xCEpcF/XPBZQRobqvVuLtWgkxNUlLCnob2koOACM01k4VPQA8oCV1G4VTOr/x+8Vhu2uzTgr0QkbMT0Z1Cig1EE2AwlTnJQcCKoU1lbfh3GZCV3dVW5OKWwFpXEdUfM+PrIJ1t58ujBluAAIpQ4GYlWaEqjL1xeo66hdOmQ3I4UUaQlKKlJkCQKUAwulfoymnMfx+Y8pw1Wog80HV1WAgTsz6ZcsL4jnr+AXJz0HjNSfwLiduXaeTOK3wClb3VUXVqNoWgy7gxBLCsCuwhpuek0kkFAetqxP428DXgLuC/rbV3nOj7bJ7ubc4Q5AzSlyKwoXvBHZ8GbxG+seaJ5TgVPfa5XhDICvtlYFzSVctL9UWomHUgUNUErDauRK6NqB84g6jP3jfty+/GYhn1C7MTONttSJkzULO2CJtrKac9ZFb5MQnipZKmVcRErPLqd24Oypm1MsLzdj2PCxYv4BXfOIcNsbvmmkpG7ouaLSa1Rk9eDsby9Q2lZAguvNFaWLIjZbMbEfTITjo+ggPgLn0+S6xjMXBS8nw4DllAJkKIpS1Bb3ITwoXcw1i6xGSFQW3IMuoWwrxPtC01gTFJWcssiwsbC00gluURPnk5ZKMmesJjjZewJyviZhAt9RhmjLi68DlJUCY1Sab5k/BT/H30Pi5iK29bu5p/Wb2qONZpAr3RQSBEuGQx/v/23jvOkqO89/4+VR1OmDNxc5Z2taucUE5kEEkiCBDJJIMNtjH2xcbpOlxfrn2j02ucsY1tjLONMTiAMWBjMkggQCihLG3e2Zk5qbvq/aOq05kzu7PaoNXq/PiIPdOnT3d1d3U9+fdolbuD+sP84xkLZoV6uDTWfH1x9yv06bc2dfc4q3XZGY0V/myVdcvyypAtxcfEEFesFsGKOO1eOafUmbb6nuXjMhqNIcDkGnVmcY6XArc7em7b5u5iaaKNU6yWEgKZRXvWlwp3kDKCMoa0lM1XSw0oYc4raoNoeHW93i/cs1NJYe100oCbDs65+J5HyzgSEGWq7/2YVxrum59kDzXSrDI6K/SjeEfevGaCW2oWUU4IuPtUFQJqiTjJ8cZxj0RYaz9ird1urd1qrX3P8TjH5IbTK38rFMYqlF/MjXcnFMVbivtwKXhzIkh4sBKpP1hKX8ta1NXq59NI6y4nP/MJUmhLiRcCmYk31d7rC2sCjK3jDQSSeTfWvQ9F9IxiXgnKN2pPxZN/WYv1vlHHf+R+LP7l7RvtrB0kn5BdK3lM4K/GmtzltdLMbXP+I1NM9CcQhLBH3jWqbCmsTFO29fuOw8bCA/FM5b7WrUVZl00VAvVU8UcTLR7Y/FH+utXM0/6sjcE0OKgsCsN3YoPtuZ4GgYUFNLbkRw/9fTRJQuiv8YaDc3z8fu859BqYULyAkV8g7vv68+h/9Wq279rA+p3X8kt8d2XMygurJNqC9gLBIqT+pR8vlVarAWJAg6Fbei8zIQAK1U85TdyiGNo+C0oWxVD6NqiY/IL4mAC+QtktKpV6EvGkbVkf5pI7qCMCagzQeaOYzBKYxKXJWqsIraOivqO+iTsbq0qZLe5YWUzA2qI+w2Lo2WJhtEqBiKe1cHOwXKy4OknYvFDzd8PmHFGZCO96epOmsRz0tRpXtTt89P4Hef5ckSU06cciQ1J5y03eMyGgdC9PoxE02hqSkhDQVrCiaDOWC6Qy6n5tD/vF3B4vMUbu7IwxaQxv3l/q3ZGlh3p3YmZ9XyW3+3vnDKcsuSpTQ/qkLIhwRxhyZ6T4yZXjiEoYN4bAUmnGBAXf1InGKVEx3GhWzfgAsEahJIvauwnUyYtVhAdwfv5Xrl9D6/T3VCyBSmGJSlBmjpYV2tRJgE/YcwGYfsgFLAOb0vNCQLxrZK3cA/QRG4KNiKTPvs4v0Xn4JgCs6oMV5pXClNoTRt4dVP67FJJy15EGuXWivCXQtpaO7532sytn+J1Jpwk9f26B7Q+v5pJHNlXvkde4p02xyETWnU9JAsbSHohj1I3B+MCwAGfNNdjvTeauSJ6LbdIYsU4I9NUCX1pxK8Zk/Q4sbTQ2KYRA7BcnaydzH37ZQtm724+9VOcQ+fcl7M5gbxMuemArJlnFAtXisPH+OPPjL2Z25nvQeTwhJnOYjJU4Y6w+WFmQU3GUwBkKS0AgMYz5uo4Ax9VU9uga4MEorQR2BeGBaC07wwlfoezuQaXwUA0Wtxl+/z/uZUGckLHSwOqJUs9i9++7zc/zUvtBgjT1qbxwd2MDqU1yf3aWRWeyDCsj+bJjxdApuUiREEQcwZ1Y+ibKExMA/vn+h1jT86R/Sc+lppLmQdVZT8cwYVzhZIYNScpYqbd3VtEtNHLrcFPPZ+L1I3o1Z41+s76DXzXfjQq65EFzCTn9kftY0GN5EyGNAqVITVwRWhnq2SZTvs/FPL9v3o31tH4R+xg31cU6peESIGq++RCgxeSu1ez9/fuJe7l8y8acujpbV1rWp5HK4HFHQuAxY4+JSOzW/O9QDNYEBN48S3VmCRSa4H3W5e3fF/rFqJQZMVdy3YhqI6RMJ0JHanyS8/lSdq4kAWsJTBYTsMR2nr7ZyKvq70IkQQgQQkL62CiGrN9qmBDq1DWqsEXgOQsMZ3BCwFsefs50TZD7bMX7lTtYujZkn676iGOjuOSejcTUeMolf8emvVkam/tdebGN/LkF1zVpkRCwFmM1/2GcEFy59yye7XO/+yK0/f1NbIyYOnMqJU5Sxuc62E+5zK8ASxcNJQbGIMtMeujVuWtkyqS87txf4N3jP5JTAPRE5y4dna9eCiRCrB2edhjELEy+DKsnUFY76610XWXisFR1FwmBMvVHYQnA2eouWr4PbkBKVySnfwZ47+QEf7D5XpQ9UKFL2BOu5JFoCpTkFAkVC0IN8PIAP7rxp/ihVS5lN1UxRrVK1+quZTWP8jL+AmMUAa4gra1qWNtjZ7Sa25pbsX5htpn2napibGLo2hLPkQqx2cKuLCk6dy3WjGNUWs1+AJ6jvoBgvUvI4Z7YElrL5n4/5yfKH0lpcV7X9Rq3BMz4JkKbesIfP/QIz9q/igMrf5DZtb/Mb828jH1MeiGQ/T7g9Efu48o7vkrq3ytlFVY0ne54blWWkc2lsVLqcFISAg+2nct1ty28Cy3/jqS+I1lsJvjO5BRB7q4SNCa3OtXAebO+1vnxjLf2BxIKZNj8PQE4JYTAa8++ko3ynPzvUCz9XpxrPn+1qstepXLSNwvopKolSKmVYTkmIIGT9uNJgHP8SG41SOoWS21TktCVqhsMHXMZznnh3EHKuJxrG2usydICE2aVc5Es6JU5jW5o3UKZIbKW0w9cx0LreWztOo25mxb0vJkQ6BpLl4h9uvpIxQpiDdbEzN/1DOp+0Yu9Zj6Tli0Bm1M5i3GtH20po6ZuLBbFR83lXNX5VeYb6/l/O3cj1sUDMksgNTXE1Jw5b4SXfrKG0Vn8xGU3qXYxzgOPbOMb//F6+nMbmfcv1lRq+Nj0FexnnI1qP+foh7lM9uSWQG7TWY1IjCNYWPwS2Xrh4tBGfFCvtLCXWyMOCgFspXlQJgRmmOVV0//MWcqVwIg43puyh/fjzZKmmWWpIWijENvz7qBMCJR+KIuFAMBnGnW6IlgJSUvpxjbT6m3milOexVKY1xHW9NkfTfPMS95HkLUNzSwiI3k+jxVDUqqjsBJgvZtHxDVNz+JAmUXQ8P7789TdyIAlcEcsbOu5jgsHB6yzsDS/NybuGJFKmfQWe5wqLuj23LOSkG4447rwYRHdIxcCEoEIke3n81RZhaiAL7WfyoKPC9TT4roi7wacoMsL7n0eP3jHzUW9hoWeCfiVuXfx2eSZ+W8GLYGJdIxdtRadNLOCA5TYwh00YID8/Vhz4PfebeatzK8YV8H9qRVX8XjglBACQdCirtrY1PcBlpQ0qaFKOcefaNRLLSGFZr+aDqjCIpVtrqT9MemEQ8NE4HNdsviBGMdxrm1KL4qIfQ54an1QSvoIAdpE7GYlZnWddWPehDRpnn0wG6wmtpmGbiuVr5G1hGaS+alX582zO2lQrGPeHdRXjgNpsBIzsALW0ju4gT3ffAFtT2gS+Re+bAnE1hJhQRIkMXStyo8PjvwsY9V8iBXMaGcya6sqQqCf1hGffTGbZUu1MiFgwUC5c6ZNGszPrsFi2O2byzdtgBVFaFKUwKXhA1yoduVaViEElHMjWLuoTSYUMQFwrqGWnSjI1oDb6uexrp+gvLW1tyREjZhK96dMCGgG3nKcO6xcaf6oLltRnm1UhMAEiGmDLmICZUtAVFlrLBdOpV4IRBjVKu1TFQKp1bklOa9isL08QSJrOZplB0mq8udpMaQlIYDSWMEHhl01eD13d7h/z/A0IOuSxAmBEt34d6KA1V13vC3yCO+duik/dHmRXOkD4EaljHkFYKVP40xKmU8updKigh7iOcCQCBcXs+CVIYVCdIgVTc0b941SEDhrKSlWqPcb7HnotpwNNrUKHZ3DAmOMdYvn3hoQAuNpDWs1Xz+wmn979DTuNVPssdOFJTCwrLaVIirVJ2xKEgJr8xTYt/Z+mOu7v4iM2ks+dgTBGDXVZeG+N5F21tJKXPCsXBmsIO+za61hfFebXmmBk6AsBEqWgHaLdtrvebdMmlsCgXGLjzYp/Tgi8pqjJevIZFBoUm3ZJzOghOe2bwWrsbbPx5pr3V5qPH9xI2t95CH7m/y72GeAdE1QSrdzE7inDF0Wu4NA+0DaoJvIvTSTA+4gbcQVvPUh2dvGlhaGujW55glgDoT+PqhKC8vE1lnY5wJvs0FAqGLmJ7OFCMRY4oXiHgdpACQY1WfOLwRZtnaQunsRWk2i+rklMH9whi9+4QbEKmcJ2OGWgCpVep61bzuXJldX7sWsmuSfHniIC+VCAHaX7l8qplJXkRF+DfL2GFx9RTmvvUyWJrklAKEJEdvGCrkGWqEcL7mqVGlRmEod4yoSYlThtjFZGrQXjgaduzzmVIi1PZSnnQj8vMoDw0aKUK4YEhvy+7Mv5w95GYjO3UFivSWQB2QdXn5wjj946FGeudAmoluxBAAOpDP0reY3khv47+u+m1cs/AKztl7pAZCTPKqE50/0WR89lSvmmv5aSvfFWMAiukvcehHh2IuBGLygKlsCVkJEHGsuQDMpNPHnHVC8Yp9h68Gt7h2ytrDI7AQXrTAEwTyBNfzlgw/zlv0HcoI4/egz6B+4iNimYISJoMuX9m7g0fEz+L30tRxInPK3qCANWJMWXdo29BMCC5+u17l4y0ZmlfAtu6ny3p9InBJCQERTsx1MZxML9/wgNVNDrBBYw4/tcaRM+7Si69cD009oWXjtws8WxwiHCwHly+Trcz3nhxeTV46GfoEMrKEbx4TWpf99pnGAfx3/Am4aCyX2Y2b2HQQbIrbPlyZdwDPQ9dx/2bCWRokUK7aWLXOz/PiX789rALppmZ3SjaGvLB1VdQcF1jqt11qyR51lGGWWwGS5t6q1hAZSlQAWHdxB2t6cf+9SREt59573KLSKrpLc3ZbaCJM47WtvoDht7Dy07eXnwFiiTpnOIXABVDEseCGgfTFZkGWFpJZE+rkl0O81abcnwCqUDygOiwlIudIzzSzwYr/s+NNe2OwqCYFEwVy4uDWlHcjvzlxIKcJ/1mLuDquxFCm5g0ITOOVE9ZcQAqXflYTVWLqGeZnBSoRVpf4VmfPQZgJY5+7EfwhuR7AolbFe5tUD/t6oXAhYMXSJeETO4B42AQlGLNo6goqEIK8Sl9JRntLtIsA0B1lhFyoJuqmJ2LLlQ/yNuRYzFhElcJBGZZ/MujCqz+rQsspuYJ+a9NdWEqTGgoCoHiJ1dHi6i+2IoGxaWAJWgQpBFNpbPI2kWIBbNuX1e4ssM6xzowJ0bYOzGh9jNfeCtezo9XnHvgP59Zq9V9N56JUENoVUsa21h/76lewO3DvS872WA7N4WW0lRcpqiHP5HtTKeQ5qrti1OYSh9UTglBAC1lriEhFb4FvaBcbw6tk5ImPZrzT9haJ9dwvHg56Z0apkCcyX3kRlnQuguXcW0IgYRHsXUdpyPvfUOkvAC4Ef2/BJ/vf633cCA0WqLa+3v8vF9guML+x1uf22z3/WLwQg0jGhH0fDmMpkCK1FG8X5e9qE/iVOgkvBLwSZpt4XQ6ID9pWK0lybQRcTwGuVUewC4rH/3URJa7l/fiMPHlxFKgkqfgQVHCSZ35F/X7O20iQjSbOWkFTcQSatY3MhAKGquUIZfLzDWMJeqQDMhIBrU3nT3jHW9xPGre85nKZugev3QTmhCs6cd/9qtIQuMDxkOpc40dBWISm5O8glsIa0iVnhfdNlS8BKylw4x1gSElUoDKrugVwICLx17Wpu3LCu8r3ky54izPok6w49655oOaCsytpvyRLoMUaHBs1un8l2kV2T4hbCIvdf5ZbjTnFzOgiGCwGbqlJMwHLXiu/Qbbm5HQdOKAdeH09LMYFhi0ZT2kzRrlgCIkK6uUnnmWuh5moJ5mydc7rF+DN2zoxoL+73eEQ7K1KXsmeiObfI60QKOiYJsAgaW7EEMiGQzZXAFGInop9X2SO4Jj+5EIiZJyKQDsPqmzP3XWRSSMXFguqFQLZe6OghAWlJqrQxlbiBbqNqD9IY2pH6+OOUEAJpklAzRWA3SDVYIUicg2DCGPaoAJnNBEXfhaqsBT95JJxFG01gbW4JhKXJM7O34xcPk/uGW2YFWDhz7z08Jfq8pwku1xgYRASj4Dl8lP/CL7Kycw+B0Qj9vFdupCKCzBIwlpiqi0bZCI3KhYCJLnXRSKMwfgFMVEI/iNhfsgQ6IqS26g6Ko6wBi5v446V59/H20+j0A4ykqGi3O9fC2vx7DawP7i2uD4tBiK2j6m0rcSRzNsL6tNe9Wqjpeu6PDixgLHFaLARBLgRSzm7X+ccHHiLxqZLjjyZM7j0fnWb57JlLIqsdUIgKl3QHJd3Cx66s8ll5Kv9tIgFtaqzMhEAwIASCOab6NVqlXgiD+d1ZkdxOO77o/O483gdvFaFPjRXboaPCRbUF5YIhawpXXFt16KuE9fv3c8bOgialj0vl3LfPPafEBot6W+tIIdb4BOISjMJk1eiq+l0YKKwXk5k7KNPaZfH6yLgsOIK/8nnF1RrgK/UDbZijzsYkYXWnxuZ2xNMX2rxi9iAb7MV847briHp9Hvbd4FaYQjFTaRbzCPKzWAlBXPe6siVgVYgtCYEy/fi0zOc5TNoA1uSWwHyY8ofB9QTaJXx805YZbwqOqMAYxGv7QcmS/nx6MT/LD5EMaQ4TJjHvf/AAv3pvNa4CUN/wAZqn/Vpu6Z9onBJCoNfpEKclSyAJnOnt/d1TacoeHRQFYSrhr5qbAN+FDLdgK6uoG5uniJYJx1bvmS/cQXoBbQLqjIGFidk2l0b/SeSLdAo49v1SeSf3T6xEGY2yPfqmg01r1LTJKZKb1lRSRGNrMTZAoQgzdlPxx7YBnwifgraargh7Y83Oiibrsz+szYNO1qS8cMPbiH1KXb1UKHNfvBUdXuwCw94yMiUztmsDvtW9qLjPYkis8xW7OgF3/1IJwDrtebfWTgiYTAhYSC1RqbeANgFKO0sg00zbPlWycVAT9ifQ/llaKQJ77l/l/egWhriDlLd0ar2uq19IbZ5eiwipaLpErFrCEpgP55lK4gpDaeb7//H+m9lviw5s8wPtM3P4BSNNAmJvCYhp09PhomrhctBZSvOvrbp0pUdgdEWz7eMC6HfccQX3/MNLSUxUyS4D6EqLpp3jq196HnffdnVxfUlxnDSo9glwXjOTfXCWwEBMoIwxaVcqhqGUxusR2IIW/QX3n8NrH1xHCPzXPfvo7F7P3l2nsXJuH48EzhJYWaKcyHI8TOISNNxAHF+qtqWYAMpnNhXzWhvNz9y3mn+97wHq0sPYgI0Hx1i/V1diAilOaLkeC5a3mnfypt678uOY3KUqWP/evGnhI/n3t+OyfNq2mg0EoJMa63oh5y44TqfBZwTQ7R1YtO1E4JQQAvcfPEgtqQoBrCLs++pdY1zA1JOyiRiMwANqstLnU6GpWUMva8qeaxdC/WAfpwsb0AvU0xpaNxCEXq+OGUsqi7c7kRcCAnMPOg28H2unmUhCsm8ek7SIdJJXITZ9DnGG0FrEhiiET3GZH2fi1DGreFRP0TNNJNzPnav+mE80G5UhpHkTdx84tIY4aKG6KbEJqRvhptmDXDAXkXTXOrplMUyv2OVerFJA65zu+/j7uTfnf2udkhBQN5aOEjpKqFmTZ3XUkojdWlHXtZycLQDipEejpPWENiTRzq7IXrTxfQd44cf+nCwPPur5VSCvHi7cQSJBXkU6iGxro9fB2gBJinsBqiQE3CJYzq5KxdDWbZpJXO1V4C2BP0ufTocotwQWsUJmu+eDEWpptpC06euo4HjKCq+CMtd/IZDaqktPEpQVwpJmm6K9O0hz29RFGBRq4Fa01SRjZo75+Wn2PLA9354kJYE30OXKiLN4rBUUrrYmzoWAJRlYOhpBp1IxDBAMZGspYzhX7gHg8+Zsej4TyljBpgJWs2H3Tu6LnVXTLQlB5e9bUur5YL0VFAzEBKz2loAtLIHJNGJl6qyhhJDxXosxYxxHlrcEbO4aU4iF3d1J/tVczCIYhXjLZBiDrJTuzZrEW++ppkeYk84NppECTOy+b/HGE4BTQgjsnpun1i/cQTZ1i3OUJKRWmEhT9itdIYlDEuaJKkViyuqKxhdlbIFpQBvn4xRJEb1AI41p1s8A64VAJCxuamJQoki7cOeHN3LL7+xAYutiFtJHgoPYZIxQ9XO/cLPUThKcJaAIUAj/xlX88p4/IJK2y5m2yvnojSYcLyiZyv1SnSVgyBbTXtLDWGjcfpCXfe5sxCp+Zs8+vuuRCTo2KvhRgj3Y/gRlvS8hYDYq7rNWKX00DesqZhdEqFuba/Otfp1PN+p8ZfpuRJy7IbCWRq9Ng5IlkIbOxSIp63HdtR55RHHWnbfmWvvYnNt/ZsHRfazN3FS24Igahsx1sebAHsRqMOTFd+A4mLpEjCcLaFSRFGChoxdAnDArP1tLygfGWkTr/4S2jeiWGsAMH0MRSq35FF0xbdJA51bEM/Y1eM4XVjJeLyq7VSmE2lZdeqqHTlWFFK9uerkFZEQ7gr+BNOE5maGZsX8GpcYxydL3zXhnXxgEueCtl2IC2cKZYdwuoMVUYgLBgCmwgYMcwPnGv2S20/Ekgl1CVK2BWE1n9wzba1/iB3tv55d5WXEvvEVnKo1/3O81JnedOXeQxpSyrLQtxFNEnz4RqQ1QyoA1eUwgy0YySsAuqVdgrcoL7vpDrL9y8dlvPbKTGw7OMTE77oLr3qQZZgnUDjww/ITHGaeEENhqLXG/sAQMMVjHMNgnYMoYZjWV/p6oPn2xVZZHgkqpeaZxhSZgLjLuXfOB4UjqENQRI3nGzCIhIF6v9Zq4NQqJLTXrzq/0HDZ1lkBWMt639WrFMJZZDpQoDyyRWgCx6LTmAndBNYNlU78QbMY6d1BWJTvXcyRpkirCffvd9zif79tO/6OcJjdlf+4KGu/OoH2utSm5tnTgLIGmSV2KqAh1Y/M86Qsf3c6YMfzKxr/NrbDAWmrddl5oBKBtSC9YYHbidj7HhcylU3z7YNaEJxMCTohM9KZ41afOYf2C603UmgzR4YS3dhZjxfwBnv/VT3P1XV9DmQidULiD/LG7xLTSeQIkTwoITEA7yGI/QUU5sGL4hZVThOO30SHOF/JBVsgMKhc6QuQ12rfccQCJ5vLfxmnKul114nJdQjkdVwypGLQVwgoLKEStVwGQKo1FKnEhgFlZmQsBW4qUp+liLTY/H+ICw1Ejt7pyMkLrqJEBelbTt5o6XVSpYhhABVUhIEr4gLyE753+IXqEdLSzBLoqYmrhIGIV/YUxpvU+/s5cw75SjCXTvNM0Yr55H6nqOvoPEZcG7OetMoByJBbZuF1trvfhk5LakHYYc0C1oKS02Hx/Z/tkCtDPpG/nA/YGTCOryVC5i6+rFguBMonh6f2E9+zeS7zQo0+Q92wYZgksBKPsoMeOpMoV70xDwaQhfQImUsO8AnShxba2/zxp647KYcTqihDItMhAIvZOrHZBOzFIsEAjrWF0kmt59957PnuZrB4PtyBKOZIWQyCJo5TwloAmyYVRV1qVwF5oIQxu5z8e/Ru/xRDJAtkk1Rg6D72S+Z2vo5a4bmXldoWJdwdlaYq9pMec9EECBGeKg7MYTqvdh/aWQJf92MS9hBfvfSrr73prflUZVozvo09A07pCprZyDegnfAA7SJu8dvYgiUp92qmzR2q9DvWSJZAFxVGGu9nM+/b8Br3M7+1jGWOzPmulswKd+YcR3vALTyeIV1GPz2MpbLvzVup799OY2+SJG7027oVBh5jxZI6gpEVrq0i85TiZyoAlUHw+SFiqMjZ5tlkZNeOyhULOJPLzdI67GFv93/jguBOuKnHPMywJAcViTV2nUrEEPheeC7qW3w9jFWf57JumOEF5INhIy/rm6aXhHdISEHHxl6CWKwrleEXOgEpAh5hN7MMoUw5/YQcsNCuGA4xzW3waAJ3A06nbhNUH9+VuFPHjKje/yQLDHUlZaH2HgxPfwunTrv9FZglon/2VloQAgE1K74QN6auIVNdpjr0C5a8rExQGbwn4/ffIFN+WrfSuWk3nmWsxprAEunpxEHiQyRYg7LXpW52nAOshSst8NBICjxkzM+sZq23J/zZEiM2EgGbKGKyACvdh+iXtYvKLleMIQZ4GBzCrZgGXfvnoygs9IZ0LDLfSGmlQZAk89OCZ/GH8vOrAJEUh7Bv/Tr5J1Qy9tIXWbUR3SVasRJvE5ToDPWlWhIACphvz9HzzayuWWBb8QuT4+pOD55H0Lsy1eEq+1BTt3EGSbQvYKQdzf3NqCksgsGkem0hJ8grswFazPk6Xvbz2m/9EoJ3/f8wmdJRwJ6u4P13PlA9gJ+i81V7PC7nQWhq2S4Mu/3X3XlrdVsUaA/JahuIOQL3T4/JH76Axv4kgOt8dPwviahA9ySJkPuGFORq751G2DkmRIlpYAhGtZJ4AxUKeGVbKKEmqrSvL/P97VEkILBETqNvV7Nrwe0Sckwd1PzL1aQBui7J6CLdvVHEpDRMCVNJVbalxo1GuAvi6dod/u/cB1qkXs3v9ezF6krFcCJSuYwnOfcjIzAyihNS7SzJBuDZN6HpLwAmBiDVqFhFTERRmkHsqdBln2RDagZtfWVGnWOe6vP87F7gx2LIQGNDWVermtLg6/jwmYAAllcBw+OhDxPOFtZwSYtMArCHURTfDLJblInlFtlkmJNAu0ylzB93FJu5WlW65+T2Z6Y5z5c7L8m1T+3aRlITaMBtsV2PIxhOAU0II2MQQlPjpBZdBkPYzS8C9YaISTK+gkK0ubUBayy0Bi2KV99+mCHsmp50aJQZRHYQaMt7JF6wkiRgL2tXjietBRb3YLjXDXjuGhPvcsSdXuoIcmzGdji0yFeO4X3JQFu4gsZJrFjYUAv8ifCq5iJc8so7/8+iuwh2UTTsJ2GP25Bp2Wi4yMmluCQBYn0GkbbEciVieru7jbe2/I0XRtwFjpk9HhDnRPGpWMenH6oSA+9z35GWBhZg+denyioNzvPmrP4xRVTdK2Q2SCStlUzYkcwhCEDkCu8TXRIiSoRp4dhwxxlk+onwIKJv2XrskJqCalVUu+JlMTMUSOKiL8e5VYSUwLEPyJ7XRoCIQhUZTS4q5mg079pTW/dI8TrwmXT5kmAhhudLdSp6ymiqVM4TOGIM1Cut5hozK5nKB1AwXAiLiAr8CiKLvK+A3JCn/fdce/ufOPXQzy5KQjo3Bpm4xLi0pRlWXuuzakp7b577YxXdyqzDrz+EzyZJyB7Qk+2xL/wogrkbEW1g6BaucFbNj/w7inmLDTlshZzM2wpiA1PYh6fBNtvEtczYf41r3PYqmTvJkM0X1mVqrsCj+iJdxW+PcRfevT8gND1/OMx8o+MwkVSRpMYbxNHsf3LHP2rWGK++5cNGxTgROCSEQbWgR71iV/x0gboFE6NmQqRL3hynxiJerXwEsZfpZzbbUaS4102Dn1EqCwPl9Rfq0FvYQ0M0tASysDPYNjMyiRKiXAmTSMERG56mORk+g0h4Z5fDBYKwSGAZQgcGucCa0FecOyiyBXIuONPVMszMhpx2c4LkLbVJUxR0kBMz295HVDWRpzolvCa9LCwxZBWRJXCoMSmD9VftJUfSspoEhEcHoPmJCJr011bcFhUHf+6IDLBF9GnT8+et5I57sPlaSEHO21BSdLxZ+QcsCoJpKy0SAdb1eYVFYk6+k0i8dUwpLAIoG4QBRRq2Q1qhRFQJJ6VQPq2YpJrCEJXDQKQGq36U+sZuV7SID6BHPMVTznoCuFOmFqRdytRLjapiQV8ICPhPI+v2lothsuvcuXvOfv8NL7F/w1O4n8IPMv9+372z3YaDCtVGvFfuJol/iM7pxbp4pY+h5Lb/n3UF1umhrSoVxkGo3595kf5O32Pe61GEg9Tfw240tlfO652VoPfBtt1+lOj0r8MqUNDc2RKjRoxG7e69TXLEYlqneFDf/62ZqPV2eUSQ2whqXVmz78yQ24JPps5j3ws6gmAgh9HM2EwLfb/8fr7Z/SJYyW8BC6Z1NcFXhpkS5IqpGUvLFvXPvLB948BFe40qFWCfrXQ+HxwGnhBAAqNcn888rOIBbIGEPrQo/ji1ZAoPQhCUhoFiZtVsk4JEVqwlDAU9w1khSTDpfLDQiNPVAsYe4V7JRquKVhuGidV/J/zZ6AmUTHq1PA3DH1Ol5S8NVvtBJBNJ6FigtLAGs5LQIthHQ8r5Ua4PcZ7vIHSQBptvNA8WZEEhRfK2xoVJYk/tZsTRtSkBKIAXruRZFh4gJf3/74RyYkJXz6zgveQSzsZYvnl2ftxhYiKWfB4b7Nq6qulKkf2bPwd3KlMBnGGXf9/0CKoFUKAau47Nsa6e5sJBSjMT1MK4Ghju+uCeuxGLcd02bENBncfjP4TtqorAElkCUVfhay5ZzPkfSKyzDrDgt9uyunVKOecPXUtTLtNt9ck4cAJJCobh8dlfFDWJTw+TuvdzEB2l1qz03AGbnXV67DChDtbi0eHn66gxtv7DlloANaBNTw/UUKAuB3Y0ViE154x0f4tlf+jSBtwY3bdhNurbO3RtPr5zXvUuWyGT3q7ivWe/pgn7Z4CcLYmF7WOfSb0xR7wVYpQvXXGbZlx6RK2Z0JIzK02L0bJF11CN0VdJZB0F/f6/kP3gBHwJLtce09PNCTnDuICXWVXPn9zGuWAKhBJzX6+VNdaZkiulgiscDp44QaE7mn1czmwds99kWk6XGKaZUvp1nC/mXoJ44rnT3ZY17EuebVCTsnppGWacDAIxPbiBNDlZeoLGw+qI5H6nQKE3AsNanrkvZO2oCbfp0pl+MlZhO7TTO63aZPLielz/s/Y1iCtIvMRzQ4LyjQqfrCcQamjCrMLVBXuKuO/OItVz0qu00JwKQgLTbz90s/ZIlsHvfujxFFKruoG20eVn0NQJMKQ9d0TER65LietbP7cbs/wiXdr7O3IqpoheAKszfmD5N3aaP5vBTMKu2NURx1RKo+V4QEijK1sND6yJ2TzUIMuKwRcF+Lxz8b7peCNRLwiJjfZyyHdcLYonRPayapRTRJa4gKfLrm7JQoYPIMG3ctXVKlsCOPS5+tf3+wnIIE1sRkt0DE2SpqaGS3B0E0E8Vs3uafPv2K7njjisWnVP5yncZeAZhWLhxjAhpKQNm1mvLPSkCw31CatL18YBi/jwUbHTkbg9MsWXeYvx116M+/fOnScMirgD4VqmWFb09XDZ/kKvqdxZjzZQdHzh3Vpf4/yyvUB/mmS1oqHFX35A9sSFCILEx2ABRinjNapSFfklr7xAjxvFnufszELMC2hRCI1LtEiWHcwcpDLYsrFEVSyDLjMraqdbTGhv1Gh4PnDJCYLy1ovhjr6OYBdjPGFMlS4BSg+mMAyjwWkBkFF9OvYksMUniGm/3VRchzLURgOmptaT92dwSCA7sYSxYrG2FUOnIFEYJYTlDQ4+jbUoYbWX3xt/F6DotaznroSuYSEJS7/fPyNE69Uf4t9rpGN0DhHbP5zjXAyIvBKwJ8ybmGQvnxJoxmpMRQkDaTyncQVkgWGOsGnAHZULAEiY16tLHSsHfY0XRthHrS0JgdXcvJrmXro59y023PbcEsEQkNOhW8qmXhHfZrHvKHhrjftHy93z7uFsw9Vi98pbPJ3X2HhinuW8t9fvvRvV7ua9erOTxkGyOZAHBuJQUMOlpImrWENHPX3Fry3nqsEdFh7UEgpL/KJYO1969lc0PNxAflKwbw8G2W1yvTj+d7zvdneK7/mkr63cVfPxhpxo/CVNDxmqrtS7VQPigv7U8+ug2kmRxFkumBImpCqUgKCkCgCnFKeZ8q8jMHVSThBAX51HW+q5tDomK0aR8QL+c93Fzfp/LzK4/eOY785agQb+JSBMBrlno0iqnEZtSQJhsYXZ9kF1FvGX9JQeYCNY6QTEQm0lKLsfEdxUTBeFYHRD65epsathkAevHOUgdLnZACOg2QSnakrmDrNV8nKv5TV6DqDFKr0l+/8a90pV05wkGY5QnCKeMEGg1S24eU5j8+2wrb68HYEtNRLKXoO6N/Q2ywDfTrQAoYupJNuH7NLrV9Lep1Rt59lveQvkWbrh/MRWsAhrlwF7YJ8z9miFIgLYJ2mbBvayoxWkiCYFXSHywNTpYjN8K26Zdn1s7HhYUtiVLQBmfmhkqwthZAi6rwgfhvGa1007SZHhg2PVN0OCrSLMlz4qmT8TapHgBtM/i2DuxgnH2u/4EFP1iXWC4R50eSRYI7FXJtV7/C+XmGl5TmuiW3EHuHJHXWFXsCAMzfOLBq2nvayIGgrm9VCFFKiJZsNRbFqXFadq6uRFZaDGf0zvUBgTXHlXjNjZwKBTPxbn2pvpTPP0rK1HaLfzzwRT3zjlXwHW9T+a/C0yAWENY4qiO59vU77uD9tjTmZ1+CzMH5nPrNAhUXvDUVhGJ0tQG+YJKyCk4BpaBKCoFrlEkKs6XwYPeEuj7RUyJ0CMioocC2rqwWvq6hqosjhlvUinIHjTzlqBBv0XQeCqbGj1UsAEpac7KFpawPwiV5UssQXeKAI2V1BdTFmxS46UK9dQLAaUUQRggVirunQ6xX8QHsoOyUyGVNqaBdCuWQPYbYw2f5jIeYRUqWEuphpOet66m+1DvWvY9+DW+3P86jwdOHSFQm8g/r9y8JXcHfSS9DAF04ianNRHnhC6VU7R70YO8Rd8CZ0WPuO8IaHjKhK7qUe9ZyuGlyZk1rD5tc+EOEsWG2aIvaQZloVYyJ0PtKHPdOTIqhTTXJLKm8hF9LJa+z/MfJC3zJ+WM8QfpPHc9BIoJr+3EFOXs2UQOAkVYC0Hq6OhcssV1wlsvD9iVXJuuz3sWu8FkJnLJ3SIGi2Je1ZlXLXpSo2ELqovA+z1vP/18vkt+N3cHFTEBSyx96nRzzXBy7/n8445n56cdmypZa36KKkkIqPqKM7eFDqvuoASNiKo0aa+1XFqp6z9QdQdl1lBZCIx5F2LNGmrd2VwIrE2rGWCiu/yLvaCy7enzC7xrT5EkkC1gguUTD70SCX2Ddp9maVQTlXEjlYK0gXV0GGGJ3ylMhWD+AHPTb6I7dh31xGLJmrAHuTuorWoYpWnRYSlflsljJl7x6ExTn1/Nueecle9j7aMkKqLjNd9/Ti/hL5LrOKAyzn9FV0Ii+ihS9vve3eCygfQQZkxVEgJByVUbJE1EQlbKAqLSyn7ZPMjdQThyRjJLYP5ZbPjyD+dCwImv4vdlMrrUa/060ARRgLXBwPvlznY69/u/Bm6gFRZKlsCK+I6KJQCuxmE+LdYD0asp6Up0feaUSuHX/z/Llkcil8X2OOCUEQLNeDL/LKpYFL5lt7Cl8yfsMT9Gb+9VmM5a1vX6pP2VoJx2kDWprs1sZVt9vzsGijiN2WpX8PTedTQ7Ji9dB2jUx/x+vopQCR9ffeWicYmt6lkBCWfE1QkToHJLIEt7bEgfyaoZrb+awTRIK9SSQtPLKlZfMHMHV234LFCUwoeRJowDlJ5E6ck8MDzh/cL325VodCXzJAsMG1MwMlpJ6aqIrdd8lIPBFKlvh5jFBcI0056EQCWFEPBaZwi5OyhbfAXNI1N1pndextSuSwduoBcCpGjJrnWxEChb/320H2+p+jbrxmUlFwIFn5IXAqaIWzS8ZhdZ1/pwn9f8ypQc7rgdkGqRz7XtNq+fLVlsmYCycF93A0FrDfr0sTxjy6pGYV2V7r/2DLDlJiVBOjAHRJG1uA/Dwh3U1jGp0ogtLLfIVBMXsiVntb7L3Q0TMja7jiguubzUAVIJ+ChP46/Ms/iN9EX8SPK9zGrviiOla2tojKMz6RUacU/VhwuBkttNm5Tt83fw+1c9P1/oO6efjShDUKmgHbAE8oXZpYjq3plMXHQ2UhdXLCC2uniHJfrtrA9IEDjFiEEhAErBu9Lf4/X1rxHI0pZA/TvfJFQLiyyBTjpJmmVdWIsKNtAvPbuuLkjrNEKr06MbjoTAUaEWVH21mSWwUg4CgqmvoPvoDUDAeHs/2KjwE/vXpD65hbOueCMArU4HQXhn+Fw2q9OcJVCaC/WaN2F7zlqI9u7kjCHWnEYQEfaPO3M/IKGm4OJGwtzkKwEIZZzAC4HMEmjiWvb1CdACz/zYvwwUUTkNLir1HjgYuOK2lXvPoe7J80zJEojrpa5V2sVQGtr9/n67krDXqsQEfvji3+FHLvk1WvvPyQWQ07Jcal5Q75Jodx/O9VWqqdf4lUn5oLwmzw7qlC0BejTo0i9dTydWaFMjKLnrsjsI3hIoZQdppXPftRqwBM6c/ZZ/pqXUYJ9xIrZwB2UBZrwLLOO215a8sU9oLQ3dz9lhJ9LiZZ+Kp1zNyIAQGKzz2Hrvt9j0wF1c88WPE5g2SofImhY6a4ajSn2OS0Jg8q4FBpZ8Am8VvP22ndz4lU+5lpp+AQuCIpm3o2JSpdBG8vndSD1TqH+WeVuifPyOLygIS/EDUSQ6oEONj3Nlnn10wHc3q9Ohk1EsSwql+9NVNbRdLAQq2VrGEKcdumGJNvu8pyBi6O5yVkW9M58/q7yhT7YwZ7n8FqZevA1myPdTpeeflAJxxlsCYRSgA+3ux6AQEKE9EbJjxS2Lxu8sAR9XMIbEqEXCTkuCIqC+r87UzgOOxTcqgvMHAydEU6v4rRuu4IxHH+HLZ+7k8cApIwTqWvOcCz/FWdfc77e4S9uhnHvHBgrbClhR24OkNqeQdnt6SyCosaLmFvWat92CMCYK6/S1oEqmej12+13wwjNoffOLBPOzrOtW6Xghm1vCH9z0/bz3u96dT5bvmunRHn8hALEKi5iA11Kb9BFcRa5gmTzw4CIed2UDYlO8dAe9u0RMTLLPCR2Tu040caNEqhVtZ/Way9ltXAaK0dDccx6NXlFRvb6xlzOn76DWWUn2trnMCx9Qra3H+tTV6+fdtUc+1fHA5F3coi7MA8P9bKHCEtUNU7WDuTvikPD34x073s3/WP2qfHMQRNRqNX8t1ZjATHcP5MR5HrZoqKJySyALjmdCICP3Kro8KZxVlv16ukRZPl2bBt2tkBAWRy0Q9Xu88sO/z9TsfmY6j3J1/0w2JKtyZdbqUu1KqRp40FcP5E1yal/5I9bO7sV7nwEIoxCsiwu0VY11j95HZBTT3SwDpSQEbEEhUU5vxBp0KTCMFNTZ5UV1wbuy6rZLt0QPISVr1apw0eJ4DZ9nU+/B4l6lKTqtClEdhCApK/YucN1n/5k3ffBXFrmDihNmxZBeyfDWoRXnTgpjtz22xTVmlkAUKXTohaQMPEMRoh1nUZsoxhp94QJ2fuEtCJKnf4pJQVe7oLnbZkAUtdkY1XH33aiCHHCvr3A3VviXq9/CTb/4f7h678U8HjhlhIAW4UOrX8VXml7a+sl4vrqf09bvwayqEV0R8YvX/hyJ6IoQyClnJaDmeVjECqvYRRDViOsBm3f1c7cRQC1ymkBjstDivnHdlkXjUrh6hX4UM99o5X7KePpPi2MFtdwSSHzBSIPE8fWjEfF+ybQqZMQExOX018ycli4mb/Xo/g1DRdysVnA+rf40Xt57Dy/v/jSXRd9AIcQl6ui4pIaKLYRAXkg0Nkk86TKonr7Q5lcu+y1Of8j7iuuKvgRDYgJww7p/ZJXdk1NWANxx7Xm84icu5SXvGnwR3AL2halzuLVe5JVfc8Fzufpqx42vQ1VxlZ1+yRUIqsLxY/2iXo4J5Nqld3tlQsAieWMfZS0NaXPVrNvnzF7hVpiuT8MQS6Dsyy5DRGj1Z6lT47z+6STJQ/5eFVWnu28rcyAtzjoqSNGyAKkrsAKIYpcVZxHG5+dZu+shumaBznc+T+Pur+f59+JTKzMXSFCyJq011ewgUSRe+9AlIdDO5qm0q1le5UuXoJIJBDDNPsZN4SvXqSVI+vzIb/5Uvk0FClGOvOHyr36KRmeBufGszsXHTvz/spNGM85qCP3YraRoUi57vea8N9yODYv31PjnHUYarZV3EVafoShhx+XPqPQCCeYn6e49szLXJE3xHtsBKFwVY4rxDZRMiSxib+BimMoYjFKk4XrWdEZ1AscEW+ruAWcvi7KGhrSd+6LjS8F1DKXyn4z1UiAvL9/Od3gzf0YQxbTGIi69o0tQ8s3W/aSqNYu87jAYkh1k4KLrX7Ro+9RksaA1wjgnlMo8uE36BKT0rc7pZxl4ocQGFa6ZLI20rTq5W6CuJ9jWuogwqloCE1Nu3wfsDF+wZ9IK5vMlZ/XBLe56KmtQERjWqSHqdVBmD+MzTgjst03OXHF2ft+NbpBKQRuxIK4toEVRNx0Ck5KWAp6tQLNyU4t12yYH76A7nkgl+LZiajWtlidfi1VluRybmvGLY7F/JgSwKrf8Mvda1qKz6ekKUil4cgTX5vDygzWend7EmlJ0byqeAtUBNeAO8v/uX/mjHFjxg6VbqFjVm2M+gKA7yXj9cpJgDbZ2Rr7L7D3bS0c6xOuZCRpR9APn64/qNcSFTEkq1BIG3e2UXDPirl0yQWfy7dgUXWmso+h3u2Clkio5J4X7tV9a3Mryz6KJbDU7SYkhLGndyhgkGXClhIGPbxVPtX1Gy4+nvK/N/wlbzoINfH9noxKUNcTTU+jYIFMFo0DGhRREGu1rTAYZYLXW1OprKRXFoHTgKErKpYPGUYU8V3+Cm/iH0n3QPgOvEAJhqY3f3sgJgdj0cpnSaxd1EScSp5QQ+MSlO/jIU/xLlHeesjyw0muhC33/Vc2lZ3qoXGAIqdcGY5sQ0yeKYuIw4svr/ynP8oAiBjG1oqhP2LA4OQitAjade8Gi7ZPjhcbdjJu5JeAqDRUNr8mkaEJStn/h84uOIUYjUmg42l9TgqHv/dsbx87lKSueQ6w1tYb33YaKxniWI+/QUJ1cAL7wG9/H29sX8qHkFax8OMvGKAXF04St33w7z5s4h/raHdxqTuPt/R+kVivliEuNVFRuCSwohbJCIgptLIE1BA334q4+bXhbRiDviJYqcpcZgCpRcQQD7iCtsiK0cmqwtwQoBH2eHeRTBpv+nhnIx50th30C9ofjlariuiQkQbfoWJedP6PKqJ9Hr3FJ+WpYyzxzgRC1V9EIt7Bv3f9Gl17DtMy8KYcXAp3xDgtjLhMprrt6CYMaymSZ3z+bWQL+2WZZKT4VOai4gwRrE8SqSs/fbsnpVT5XpQ5OgkUtE7VKKkFUlVokqd6/IFCg0oo77DVXbfVDz6y14v/BukguEIVlS8C41qNAUrIEsuygINIo7dxBlqqCpYKQWrx6QAhEKCUUleje7lKWNXonZ1JaxK3CzUGDSQ9ywzsvZONFxdf7AzfnY9vL3av7zy0yq04kTikhcNZYnWk/CcqLluACptr7BUU3KtK80AyF1GtL2VwOozqRjvjCxo9Av+QO8m6jybFCI5qQxZbAsKbTAOONQgg14nq+cGhrSNHU6RPimraEyqBbLabWrK0cQ9kAowshtKnv8tWnulOlvOesHoBqTCBzffhL0mqBH930S+6aTcRKFfEf5unsuD2r0i3lbIvihf+5jun6NFu2bOKG3nv4jDmXWlxcUyIxiei8TqAtjsvJcRn5Pq3RGG/91afykv9yKF+otwQUhAwXAunGMcpCwK0HCkpBSZNTEYBJBoLPxgnkul8M+1KwPGZH7ROwL56oCAG6D4BqL7IElir5EYEttTYdXVipbv9SLn1Qo9nWtOYDQBE2X8T28UuoM7yaNKkVmnYUxzhvtKJvF48iEwKCQIl4rqiIdcH0iiWA+OYrquIOCvznDycvrAgBVbFMA+IBITBoCejUQpISlkgEdRiWKoIdZrzSlI3ZyzE3amvzboBBVIoJmJQwdBp3OFa4Wox/9+NGTK+bgi1qJvJxxnWiaHWl/4IOA0dXlAsBv24oNz8tUjJOlO94Z8BaNp45zfqN6/Jj7Q+dZRPbPuNtl3YctZYiJzm+OKWEQAWlxTfq7wdgfjIrLpqkTLe8vXUOAOedcTGnTzg3zRVtXyxUi2lEdVzsqHg5MktgbDLmkpnnMhmtoq77fPglH+aCpEhzXOoGN6LixWnFjcISIHULJT0CUsfEmWXcBFWfvpgAFRWC4RntK/jv930/Z8+dQSKZq8OnYYoQN4tzNkoFSACi+3ytWfRXEJXQUwFaioDq4DXpIGDlhg184MXr+Inrt1euaTq9h3vr6/nr6ZsA585R1rFTBolFWdBR0/llg0NNQx/bEEGXukqVhcDG8VolIKmU9lp08WKbNBNmBeNk5kvPqoA3lTTSrO4h8+8naPZFVUvggGm5vhCqkxfWwXCu+OxaJvv7yTIFI59uWlk4VcjLP7GBl35yHSDo6Awumnkmp0X/jfeu/3/FoWxVFwaIotC7g1TFRZOfvewOQvIMm8wSyHKGKpYACqUsgiIqB3n9fP2aOb9yrmpOvSY2g0IgpWGK4LpODWOywDuecnexT+C5f0qWkA6Kxd2NkmrMJ78HvmpeJShSYs9UKqXsoywRoNas0551lfeG6vsQ1JvE8UqkZAlIEKOUyusqXIwwwvQmSbXrV50nUGRFl8ry9De4XhwzMwVt9b7cEuhz/S238Nyvf5aFA4/weGAZdftLQ0T+N/AioAfcBbzRWtcdWkR+HHgzzjH7DmvtPx3dUI94dPmnnnER/r5Py4qak9j5YlK88oLX8cNrf4BN4y56/3PqJbxk7lcAiOM6E/hCM6raMIBoxdbxC9k6fiH3y1+weXwzccnKyLSG6Qd/CKPHwbnQ0SW+mXotzheduu2QoGnLApMkLuiWkb0N5qjbgLGxjfyQ/Z/UaHNw9UtYf+dK/j38Jlsl00qKRxyXrI/6QM3BYLGLqJTn9R5GedNdBvYHCPwLd9UVF5HV+F743BewfsfZfPnA77D3gT/jofGbwX4uP0aCJvC1DdJcveiYi+D9C0a5oPIzvutM7vrKLlZvKVxIW8Zd6X8GJYITHqWYQJqliLq2nM7z4RdSHyg8vVcKkGbH8v/2MkuglON+e3vSHTOYw0od8Syn7zn9bfxDb/H9QoSJdH+elZMlCZTTKK0qx7SKRXBeDNuDiIWnP5vbP18ntYvdg0HsqsvvYSP32zXAcDdVnQMk1PK2PmVLQIdhxRIQFEoZ38q0OFbNZkHmajvFeV3SZkURp4MxgZSxUoKDSi3KJhAWAj7QGlHVmEDgifZyd5CUUoCtZbOn945qUb6fNilx7OZYKuU6Afce1MYaLMz2nOAccL0FjRZKRaiSC0yFYdUSQIgnvpvd36hhzng5fRu5uSVpnniy9eKncPHzrgdA14s5eyBwlkBEQqOXcPqu/XT3TPJ44GgtgX8BzrXWng98G/hxABE5G7gZOAe4HnivyBDWrOOEZ77+LMZtVvlrOWfcuUy6fjFvNltkrJrWaupxIxcAANPxTD794lqdwGshPV1dKAdRV1kf3VLVp7/Ff/m8X+fXr3rH0N+1ag3wL0tsOxgUq2WfCwyjMX5hWCwENDOtzVzC5zmXr7F6zTQfi26lI30OijefS484cwfFzZD6AH3wID9KVK/zqvBg6SUoLbJ+19pYle4B4JlvehtnXv1Ud2Yzj4rHSq4uTWI1oSdUU42JRb9fDG8JKOeiOeuqdbzw+y6oVBUHYfVaVBYTGOgL7D4YsnaPmdZqrNPiW6X9s6vOjpyi2RNNVZvLGF8wqHqYUp3KN8e28f51Nw69mvH+vlw0SW79VV0oOUoL0/bbv8JYFLJ+x9nYdA86PCM7SOk+BIDwl7yAr5izUSWN/tlv+f78OQR0q+04S59Xn376IktAlF2kBKxyuh5CNSZgBsj0QtPnOj5b/G1TWmnR4OX56Secyygo0bmgvDuo9B5lpHal6zXeDbemtpotOy4EII7jfD9lDXHkAsI9Cusj9ZZLo9Wk1gwqrs78qhtubo83i3heENWwJin6VFiFKPfcv7N3A31by8eckceVLVZqk/nHA4GbO6GkqDRGTADR4hTzE4GjEgLW2n+2Nk/A/SzkJCo3Ah+01nattfcAdwKXDTvG8cCKDS02qkJT+vXrfxaA9b4MfKw2Se71tZpaVCXXCuIi46fWmHDmKVXzcxjGPBeRLr28mcVw9szZPHPzM/nhf/t53vXJn6v+rt6k611WNdOhQ8zl6ltcpb/hqmpluBDYcfkatp5d8NasXbueib3nMXbgDHbpbIEtXtCoFnDVy7Zx4zsvpDFQeaoGAmNnn/NTxFMrS1tKlpX3YQ4TAhnq/qWux1EeZFVW0SMg7Pu89uZyhEBGyyGe4HfIHgMpolprH1Qsrkny521LsT7vBrHaNVEBVqeWVanOi/ayfXsqIFHVHtSpKnhyygVf2Zg3m7t52/v/Z7FZBG06+XkzwauGWALZqDNM7roPdIAKApLOfxBFdyzaR4ellorW0pop4kXnP+v6vDDAtaMvriMqqWdhVLUEbBo4ITBw75tJ25/dVoRA01TbY4XtNs94d5EOHZmkYglsSR5CBbZiCURxCAOWQKV2wSP1lCebmxvRPhYQ18uxPkMYuRqMPsU5M0ugPj7Gs954DtNy76Jjq9g9282rv6/YFtVJ+t3cEjAlMsq+1fSo58LS2KrL0Z1wsrI/QCCGWmeK+sI66o3FMcUTgWMZE3gT8FH/eT1wf+m7B/y2E4bypJ2stfibC7fyE7jFd/X4JrLF0RIQR9Vq4yAu5cqPTeQTMNWZBln1t97e8gVeXjPRJaNHD9ziA70J9nWr+cCtWtMVnQCR6fPXPI+HcRpMH53zuSfeZ60P7kd1Fnj2G89h5cwY0TeFxr8rplauIepNUW+vpadXkiKYEj89wEXP3sTUmia/viXlkVpxj7KK2AyN1iSNiWIRKWuCklsCYyyF91z9Ht56/lvZNLE679iljHaBbm8JxGOHFwJZJo9OLTNLzFYRqfiilRYQVU2u8YIUY4j7g9QDyvtz4df2wY/MraLYw50/Y30sN5eZD4rxW1WeQ+7EK8wuxhZK9BFZVlJmAeQWUlkIlDJtSnNnYnYftt9HqSKduXoNEERlrday5fzBgLv/rdhK4eG6dBcAYW8SUaqwBKyQphFKChdIhroqUmjLMYFe0GT/qp9kbuIV7tr6XagX8z00CeP9Io2ue6emZ3TFEohq0aIUUa2HCAHP/eXiG25bXCuOo6wljpwiY6JSVXaWPj3epDEe0ZR9i46tvCJYL81xHddIel0oWQIZHkxn2GdLRZU5NXVJcYuL+fKcW74AuCrrr238Jx6sP8rW1eX04BOHwwoBEfmYiHx9yH83lvb5SZwD8k+yTUMONVSNFpG3isgXReSLu3bteizXsNS4KwO5cqrFBAcAaNUmKXruqrzyNEMQlyZkY9yVlgOpV5lCqS6sb7ukwZsua9DKOPNLbfWUVAXGL7/yQn7hpdWm6I1aI19soqTPo6zkgciZ+wZF6jORMkug9uj9NO/5hvttGLDi10ImPxAwUUpXna9N8RvyWhbMdUPvz8dWK1741DGX3QIsDDJJxgH1iSm+fF7mxyw90kyzV0t7+FY3V/MDF/0A4/VaTqMgVtOzYS4E6ms3Lvn7rZdU+e9v+Pd/ozm5+GXNUBEC4txBZblmkvvc0JPd1JOMrC8bV8Ei2ZMaRoJcCGQFeFmrx7Il0Ck1AalQP3jpkzdHKY3SDbCongYqBVV3ri3dU3+cm69qMHXwALbTzl08+aWVrjFqhPkGsZb6uFNgxqZc6qHRWZMgU7H8NphdPPPgTuLuDEqRWwJiFSYNwKpFlkA0sY79r/6YjwkUY141N88ltz3MBb2iGKqM2CaM9wohMPuVOqpmICgF1pV3B5UDwyXrpGnn/fVk1ohgvWDPYgLgYi6NxhZ27Ph5tp75Ewyi1hzL79UglE8pbZTqgHTcoDHeKi3+xfh+c/56vt68sdTNLrtfpetXih6ah+1Kmne67ml3m3U8PHkXH9/+fjZOHZqN9njhsELAWvssa+25Q/77OwAReT3wQuA11uZ38wGg/IZvAB5a4vi/ba29xFp7ycqVK4ft8phQTNrFD7geRy59C8AG1AYsgahWWuTDJkEQ8IwDl9EzLoNhKq5qsFevqnPrlKaRkaSVgmPhQJ/VF1+0nlddtqmyrVlr0veaapgtUJk7RbqkgbNMMiEwNjGZ/1aXVrooDomnnGmra0122pUMb2lddOW6eMP/pLH5vUywgb+98W+LY9U1zeYE+6aya1ksBJaDVq1esGhaTaccNG8unRf9oh96N9/3ex/M//73096XBweHodzaUSuXo122BGy6i1D9EXruAVpzzjWQt6e0Km8XOC8N+oR5ZfAF3ovQH2IJ9MJi/FbKbhDPyplWM2MyqZS5FbNsr3KK6E0vLPesdeO7s6WZmj2A1Oo5uVvcWNyVvN4o+mhgLUop3v57f8obf/m33CY/zxUDDJ2iaYpbWNPU/U5Z15nNmABrFRPzGzhfFXnwKwJDbfNFXviW7JKxMa75wscJfXGeHnBhalJqpW3/un0LUWTg9KcWVy16kTtIlVovNm2bwBrSIBMCGtv19T0lhS4TdBvWv5p4fPECGzea/veL57P22URhiUwvqDfYcObZizqxAfzijec4luEsbdSPPStey9BVddbKLui0ef/dF/F/zc3E3tJfO3VCnSU5jsodJCLXA+8GbrDWlqMaHwJuFpFYRE4DzgAWpzMcR6ghhTb/43Pv5Je+9L3UQp0XkVgU4UBvz7AsBJRiLG7xzodey/c86BpRrx+fqez/G+eexpc+exPKL6xRSfsPlhEPj+Imidfw6r0e11xzDSp0WsoYbYzPajJeq3rd//i/fPev/d6i44gIm5/xi2x/yfcT12sM8qBXz+km+R/vuoN/2/2fBMEkWye3lu5BQBQXpnDVHXQEQqDeqAiBrDMVUAmUDUIH4SJ3kz6E5VHW+nN30EDutw4CAizTe/YCLu00G1dGud2XAGuEc3p9fu8euHKu2A7VdLq2KrI90rBUw+HnXjhoCfjzfWXaCQepe177kiVw9abyQlDMy7Pe8TaaV1/F5gsu5qmvfRPXvPJ1i+5B3IyrAVyBqFYn8i4SU3fzSJUZNn27zchbhEnP18lI6jRsbwkoCXjOf/lNQk+vMKMDolAtMvn7vrG91d4ltmpV5fuAlCAtnktqFeGzfwqufic68HEYpRcFhl1qZlFXERtDqrKML4VEbt+qEChZh41BYsIiu23Ye5K5gMO4ZKHUmuhQL3KNASS9PmlSVj7dv6dddFFlv7JFtas7xj6Z4Ofn3smbHn0xK6aXkS13HHC0MYH/D2gB/yIiXxWR3wSw1t4G/DnwDeAfge+zdgid4HGEyOD0hLsOnM7X95xNHCp07BcUoyvaNEBUr7p7WvVxQgJCvwSMx9UK11oYs952wFsAQSknWavFvsxBaB2SBu4342nEs571LHTsXqYmHWzkxvOGN7yBiy++mLGJSSZWDZ8wSieosEvQnBr6fYa/uuJcfmjzahrWsipN6QcDAb1Yo3U5YD48KHs4NOqNvGVlZGG3LVlR8dKB5WEIhviF89GVFvyk5xa2NdvOYMPZ59Ja4SxMFQQoHdDa64zSVsdlqQiq4vbJBEJkwrz/cN8/x/+76a35ecpN3ZOosO6yjKxFloC/h/+8bo7nPq3pfPhUA8NxHCzaH+C0F93gYh8iXPKil9IYX1xl7WiRC0tABhQh41MUtZhS9bVgCQjF+deTnndV1cZcuqMJsFYjYomjkCjLgNORW5gHFtCe7zNw7vzXAHjG9qoQ0KQESbmSWwhXbAERXveeq7j5py9DiXMHDbqgsmI15e98li4andWkdqazyqLSom3SUhFbvVRZ3/koSfeW/O9hMztzPwWl44XNcURJSQiU5lw/Ie2bPF6Q97yIqpZ4RqMxPtFnTjdpm4D1cyt5+d7nEEwu7v52InC02UHbrLUbrbUX+v++t/Tde6y1W621O6y1Hz3UcY4L8sYhi7F15Rg6q241mnBACNQHhIAac/vOKWcyT0RDApoTG8A3iw9LJepBbemF7hx7qxujSG4JjGUdwWruhR2TNuKFwJYtW7jhhhuWPF4ZNR/Yamv46uRiDfrssTrvPr3QXlW9qnUrJahypkpZwzTLtwQa9TqSZWOQMlsOVMdLB5aH4VACtVzUc/9tTotsTk7yyp/5xdyk10GACrRryQjE3S4Te893vm//KvQlyN/tLiFt777qe+vu480X5OdJy0IgKKpBs9qGRikACoW1EtiUPbEiGuLeqmwr+8QHrNVh2TIuRlMWAgOz3yc8KExuzYkVDJpInCGfWwJB5KqKjXaNbiQlCEJesf7vARhveatiQAhMzLhF/6KFW/h9ezNn1pwgnJ72cYl5XyWcwQqhpxtpTsTMrBtzFp/ylOXl6/NuM20NGpsLgWBNI7/WcmC41ys1Jyot5i94xVN41hvOL75jMXKa8pL1qRtNLwQWP7ekn2LScg2BH3MwoGD6CuqN587y+5u+iz4B4Vrfm2H88akYPqpisZMZSi9+UOesG+e+PQuEWhHGiv4C3hKo7hcPCoFIs+oHLuL621fwr+2v8T3nf8/iE77ur8Ev1rWoRCqnh/vkAX7rNOHuR/4X8AFSb0VM+74D0nBB3gnm0GFtqUO447zkVcw2xngf8MUv3EgUtaldMMYscO2znBA6XC1i1FysWUrJrVWh4RDFa3/hlw9zRH/cKGZfOg3Ms9uu4KCpF7wKY4c3f1/+45fwy3/pzhUdQgiU18juQopIlLsXMq1OaWcJZM2BxBqi3iRG9fIFPZEgj+V1bUjiF/QsMBz1yjn9ijNiw139BpNS7jjmBjMoBLJFPSvMa4Qa+tDVJRdGoNASkNokP87t9/8PnGFdIAyHLxg5lcEwXsugDnS93VNYAoaQUDJ3kLcEggAwYLSjQFAJIornbPg015z5GZq83f+6inpYXEdEP4+9veENb+Chhx7ivld8AB0bKOUrlP3ukLmD0iKjy59FWwPiLIKyJaBKFqIOfIaUVDuLSWmCrNqyjY1nF5xOQ91BQ9YP3Rhz3EFDdOeklzh3UC4gvGtLD9ezbctZBImOmX7lDpJdbVT8+CzHp6wQYIgv/sM/cE2uMQShog9Y0Ys0pkZzsfYerR9j/fqz+JM8AWoA44UmOBYVvw+D5rC9Adh22uvYdprz7UZzTajDpmnX2s/WnBAIxRxWCHzwOYV10G6P026Pc/3pG9jxqd/jN3nxIX/711zPNr5Ds7XYfVS9L6UAdKPF6tO3HfK4GcIoZs5MEnI/u5kBOvyv/iv5jl3New/ToB1g1eZxFqZcxbc+hEAtv2s7776PINyWKwJ5ADYI3H8my37JKk7LloDO+4t0CXPtveeFQNzv0mldRhJuBuDMmWv5jH4r283XyHKXbC4EqsU/kQ8eB979s216GyzAvaGjKqnprNGIr9LOWoB+V1UAQLUZfD2ZInp4IOQ2JG4T1908WpBJgqy8xwq7emcS7/kWNJ1GC77WInMHoXwFb2EQis6CzAOcOxP+PbAtYC+B5+4ZHx9nfHycb/Y0aU9ztf0ku3FuuqhW9df3UxBVxASUZDQNBcmitjbPstIDAjGr2lVDisAAZCAR5FCWQBm61kDpdGj1fJpZAl7Qn67/kxXXXV2pbAeYO/tVzO/8K4K6EwILaYCqBUQbj8w1eixx6nIH5WZcOQuieHhZJS+txX64Wn1x5sWRoBFO5p8jtfTCVcb/GW9xwyf/hevOctkhulkEnwO1fF/h03vnckGyhelmg6nXf+Cw+9/KWfw1z2N8cnhm1jOf4VoPlt1BjbHJZY8njqJSr+KAMenw3vRG7rZrD/m7MrIneKiYQNkSyJhVM06irNhPBwFK67x2I1/QrM5TRBMV0EqcBr/fjtGWakwg6LU5uOIHaE84wfu+4HtBFNO2pPX7RWsiOlAZY+bOunj2NgAuX1308n32utfz3PVvBGDa80GpaCtLIQtqAkxP9omyuEJ2UdZWo+VA3adEzksLTcaqKkxv2sHs1z3bZskSECtgNdYEiG+c0+/4Bdk3E8qEwB47BWNr0CvdmDu7LmfHjp9n9arCfQYw9V2vQzWbvJ1f5af5r+5ccXV+z4zVoFQnIP6+6bzIzlRoV3RYfceUj8UslRghYfV8h4oJANRxVpKu1YbGGgGSXo80LSyBMdnL0169gzCuKqONLU/h62ePE9TdGGP6i451onHqCgG9dEwASkVcQ1wMcogslOVgvFb4uqMhGsUwnH39s/ntn/0RajNu8Q8bk/l3cXxoIfCrapLf9y/lVrOaS5OtTNcbcNq1yx7ziuml6Zyh6g6qZE8dBlqHpcKZkHEfgBxGdbz0ubNjHUIIVFzpPgCaLf7+dyoI0DrIs5WyJcJ1isrcQZoDnl7kd9IX0PYa72oe4aaHPsjGR4dmOtObLRfEu+PPTO4ZuBB3JT9xz+/wkdMiLhxvsvbR+7nsK59iOl6TWwJPXfMKXrLpB9Gh5oxLh7vMgtLCp8SU6geK1OhFFq6v8LZJSpDx/Fth5kUvRqdZYNgJk/HxcZQJnTvIaLLuaZmBkWWvZW6n3zJvhB/+Rv7uBEGNDetfvSg4veYnfoIdX/piZdvgc41zFlEvxFUWQM8Cw44VN/99ULUEtO+2p5ayNMNBS+DQ7qDv4/28hQ+ga/UqDUQJvU4Pm0pOXDlYgZ8hqz+oSY+fDt7PH4/9yvAxnkCcukLgUFzskFMQDE7SY4F6iYYiPoQL41CIS4Ha6DBC4BVP3cLzrnB50H+y4h+4pfFtxn2q3JeuPJuvX33uoX4OwGpfe3DjOy/kpQPdvW5854Wcv+l387+1PsIAls3ScQMmfACyt0T9wjBkcZV6uDjNrxhTUaSjfFP50Af/M7dQZglkiY1l+uByYPiL/fO4svNrfNtupO1dB6JSrnr0X4k7Q5pGAOsPFJXB1lsCs58ZGK83V0KbcvGkG+Mfrgz5ucsvqeymgxqRrrHu2St4zpvPGX69JeVCrC3FwIpisUFkGUUmSQhyS0ARb9vO2Z//Dzd2/7ObbrqJ8dmN2MwSyHv7ev98tpAm2RgApTGJrw8Ilv98m5NVV6SgnKsnS+FVA+4ghKC0wKu4Oh+zArUlKb3j6nNZnOhadQfNfyVges9edBQiStC++17cKYoze52uswQOt6TqmMu/uI+n3LqPNwX/yOlPf8Oh9z8BOGVjAqKEAWLMCnShXw7f4cb3wurhL+Dh0CyZ6lH9sUX8o5IQmBpffhbNH6903Y1eELwZgPW1Q59fe8Lqld5VsOHMxQVcG86cZvZTt0DbkWmJHOm0yegKVG4J9I5g6p234nz+cfcn2T61dFm9zjS0ktsq8ItDtmAqz70zDJk7aNsd3+Lu+hYe9h3L2xllhw4wbSHqzi367dqdD3DtZ/6Nz+aGlztW5/a4omVWNHOfPHD+M6/nQKfPwb8vSNbyjoZDgvX5PuVF1po8OFrOYV9kCWRCIE3y3hogILLIbRHHsbMqjAY0ec+E3ICO/VhdADs7U9r3vZmXaQH/lz/78KJtIso36skUNS/Es34ISpw7yL/fgwLHeIGYrhveg0EGg+pDlPuyJbD39jH23j7GjiBAKUGnNVY8ejVluvqk08N6FlEo5tMiBDFjC37g3/NpWHv+8P1OIE5ZITCuDaSwvXvX0O9zKoOlLIGLXvOYz72xlF3UOsJc+AzlquWZ1vELGn0nTrjABkw1DyesSubtERPCFlyck77U/3n6i8Digqdh2FLfRM3ETDeWrjDWgUClWIc89TBbkHQQuMyTvF9y8fvMHSSpW3wmdnTZVVtD5wF3jEnZQ9rVREMsgXUP30uQlHy7eXqyrwxGYSg0WyAXAgDhEv0UFmaWfiaV7BVrctfXjovW8pU77sfosBI3gKLS3PT7hRc0yyYS4YxLVrHtksL9JGKxRmEIUZ6sLbu9EmQUFH0gzqugE38fgvDQlsB1134RY5byh6tKYDiLCWQ+fqV0hZ8rGAwMZ67ggffm0S+PM3P23KLMwWF3f1hgWClNw6dxDqaJ9ro9TBrnnEx9u8TSWqLHKM+BxxOnrBBoKvhJfpWD7eFBXo3BSnR48+0xYKLEjrmxdWS58BlqzRKr4hLpgMcCn1J9PtP6Cu9YIpVtGNQRT5vsZTbEYrgtfiMH1MxhflPg4rEL+Kvb/y+Tz5tccp+0H7gFqrSyh1kxVtkdFGjivhvPptnCDZFrbr6GYHJzm0elQf/BLEPFkLQDos5iSyDudSrtCV/8b/9Eu7Tex7pBO52jQshfcqnVlrj3nemls8LKKY+YwhLYdt56vnIH2DB0zKElNL0QsLZooVIWms/57gG3oVjXcFl0nh1U+1bE/BVdwsjHXWwPiHMBF9Xc+1ZmMB2GMFy6mFFEQamzWBYTwPdLkLiOShSZYjJodWQ1FYNpnnu/Pcbeb4+x478NNGcaYgqUf/uZbeuZWOhwFrDlvOHXlfQSrFW5ENg/v4TCUhYC4dEloBwrnLJCYD7cwoEv1blvz3qGPQ5tE6xEefrZsURQcgGtnFn+YldGhQhLlu9fPW3iNO45cM+y9//w63+Mbz968LD7lStyj1RwZvsrSUlVRFO6zKrlH0NEUKjqIjqANVvgjnuB3M2Bz+ku8sjDWg2lA+pdzYs/tZZz1LnsyQrHM0Hl/cmhd3Z3fezCiJC0NUFn8b2Kex1Mqep38yMPEc4WlRn1oOWEQNnqLPu0lwhgDvZJWAp77ruXVQ23uEz7+WaDaJGbJMsOwhZdJlYE9y55XBEwqbhF2KdjTv59i+aHDcHfuLdKSxdo5VXW2y+/iue+7Z2cdc1TlzrsYSHi6gQkVx58TCCzBHSW5uuFwECMKmMAGJbrDyAD24fd/vJv9zdr7PdKmQ4VN/3YJdxzyy6+9NHi3vU7PVdU51+TZEl3UEmwnySWwCkbGBal2PW1cZL+8AU0MAlJuB4VHFpjeSxQWjN50J03PERGy6GgS+XmzebycvIB/uyFf8a/3/zvy95/x5oWL7pg3eF3rGQ7HJnglNy3m5D4bBtzBMJX/GIoh1gU1271L1QpIJoV6mS+8cbEJFprLJbJuYiIiP7Cx6k1+ozh3Dx9o6HfzwnQulnzIRGSdkBqBqkgIO51MSX+H5VWeeEbnk9nucwbv3HDGl56TZP6MgVl2utS866P6UwDH7KyZS6OrRdfmg8lkMXXk0HEYlOwJshTcJUEBHvFxdyACJdllLHgilKc+7RnHVFgeMiZEWVy6yoTApIv+hpVSr0ezC7KhP9SQoCB+zpMCJfdQZOrq+nMq7eMs3bbZGVb0neWQBYdSZdK5igLrJNECJyylkD+YJd48bRNOLD6p2ilx76vZ1Rv8NzPreb+VQtMvnRps/dQUGGpXF0v32ysB/W8ocsxRek+1hpH9oJnCrwixXpNyB6B/lE7e4bp15xFMLW0e6TWajmqhDI7pj9xd8Et8I2JKURrUr/AP9q/n7S7n3OvvYBv3bKNmB5f278Gtf9hAuuKwbr+FTECSTvA+L4PcWrp+mD0oDtIpdX0wLpvJSgouPlPYc+dDOIvLmyxads0G4D/duU2rt09y7XTy3Mljk1O8fwfeJcbi88KC2b3LtovY+Icm5qmvwyJJMp13rNpQBT6Iss1q0n37i2yhAaEwLGACwynZKlHg4kISgfYIALfKEYGKTWUAmMXUZ2HGzfSv//+RQHzw7mDXvM/fomF2WrNRzQQSE96fVAqX3e6K5bwAGSWgI6rec2PI05ZIVAEfIdPzlCyhh7D83mPBjoIeNN//SW+8al/zTnLjxSZFrvn9iaPzaF0bFFOOLzg6Uc2ItU5F9P9EmH/KdjA9YyQJfKoh/4+0jSW8MVmqDVbi6pks5zuzrzz4ze9JZCh7xueB1HEZ7iEz3AJrfSLiLE50VdmCaQIaVcxr0P+9lNzNFJ4ztPds3XuoJIQMGnlfsU+/1+swJnPHzr+H7r5wvyzFuH6lcvpuuaw+dzzaU0X92fsW18aWjEsIgRB4IWBe/UbpbaLi/cHmyoQna9XG3/jN5n71CcJfO+KXAgso/p7uTCm67iDvItNBgo/tQ6QoAkH9wNUaKYhiwmki2bYlg/+Kb2772YQw4ZetgRqY2OLGG3DWnXpTPopQaypJ+PM79/Fpm1LFPplMYGTxAqAU1gI4H2jc6uGL1ghGYHWYOOPY4N1289k3fYzj+oY3/ygc9OcDEIAEQSDYCst/JaDiAZ77n4XK9cfzBlRtU0O86sjQ73VAmxFWuVCYM4JgcbEJOOrirTBbOHWQch93YjTfSwlsELgC45uX7WZP9/7VKLWQdo02VWfYEPbnWTF3kfZPb2auNvBkrJ3zXuIOl9HzK0VIWCGVK8fS4QDWUBibc6cOoh6vU4cx+z3xIZr2Lnkca1NXcWwDYg85US4ehVTL395vo8+DhWvtdoGJibOZ6ev1JU8/dULgSBkvAXZ0BcJAa2BdNHdDmZmCIbE6IZlCC7pSvKIagNWRuN6RCKUOkDt4XuJti/hwh0JgRMHtW4tnzhzE9NnnzH0+0wIKPv4l20/EZCKyonH1BHGOSKfWRKIQXzKrDrGzOK11rjLHCnHBFQmBFwwtzE5yVNf9ya01nz5ox/C+gY+Ogppp4regTnqwDPOS/mGnxdqnTC26g7q+zQHaDJfcs3d/He/y61nXcL6Rx/A1FaRRptoR5sQ++XK2JJsQTkOSQjg+JnKeNOv/Db1seE1Bq9//etpNpv8/uc/DT1Yze4lj2uN83Njg5yCYxBajn1fXBHFylVP567gFgCm1l2ajQgAFUbMTC9dDxH4+52ky5tjMiThYFiKaBmDdRXiye6UZ7M1ZglLN6NnP0kyg+BUFgJa047D4bYeUM8aWBwBLfLjAT05+XgPAYDEC4GANOfiWS6ijO0REE+RLYeq5HsMqDWaOEtgoNcwhRBoTkwSRjHXvuaNzO3byyN33cHsrkcxSUpzrMnOeBUTyUG2bKrlFbUBfeKgx+y8E15t3eTLez7GXH8f9W6by7/6aca6CeiSW8UvACsXFOdvfRXfsb5t6jJ6SzwWxLWqEJhas3Sgf4V342yeaDCz61a2s9g9ksGaFAiwRqOWEALZohfJ4TPMjgRKCaJavHTLjzK/zsXVelJzcqA+XaXNGLAEGlEEtImWmfY8rGJ48JiDCGvD3wHxlX52KSFwEloCp2x2UPEQhwuBiXFn3vY5fjn4R4vNf/R+Tvu7v328hwHA7kc2+WYe5pAcPsMQ+gVfiUV8N7FjbQmIUs4KGCIEnv2W72dsZgWhZ6sMwpAX/dCP8Zy3/gAAk2vWEtsF/nXFU1k480pWrWgRendV6IWBWXAv/bwe447ZL/Fwu1g8pxd6XPW123jtPZlr0S0Af/3MF7OitqHkDjo+CKOlA+ZLodFo8Uo+nD+bYbAmwemJKi9GG8Rg5s6xwqZzZjjvuvW0zlvBmS92leJtfIC9ubJSIDa4YK+dbFG//w7WTx6aDyvDMFK4pYjiMixlGWXW55KWwEkoBE5ZS2AwF3gQ0/UQenDwMDTNjycal156+J1OEKIHTkOttGjSob0aDoXshRIsesxpdcdaCOQoB2i9JnjeM57Dec94zqJdN59/Ie/4w78krNWI/vSD9FQMF16P8H5i3/wj8BkqZt5d84IaHugXk/DOb3d557e7/IUXRF8+61x4pMt0D1y04fhYnYfjlhoGWQb/kzFJ3oZ1KSEQ18cgPfZXtmLDGNe9ekdlW84mG4SU6ycHF+wwigjmDmDS5bmqRKlDUswM/c0SQiKne1nSHeQHfhIJgVPXEvAL1VIPa9ybsT118vjmTmb0Vd1bAumyeWEyZCl4CkG3XGBWyXFYEK2lXM8wzNc7iNCnVJ5z6dMAeGgemNtJNEBpYOfcq7KgFr+8gymGXaUxSB4LMMcwc2YYyn11l4vlCHKT9rGp7/rVHO5iqk+4orFjmR10OARaE5XiIIsCw75GIe0vTwgczvVzJIgbLqvrzGufNnwHEZcmehLFBE5dIXAYE7wVuMWiL8chp/4URCJ139EpPey9HUS+PFhLMO7aD6rjwN4KFjGL3UHLwfOf7ipcrQUOPkJIRrXs/pF5d6y6Orzbo6ciUtEYrXnHxXU+vT6qHOtYIzqeQsAzwE5Mnj10n7GVTqgfyzqBw0GUqlg/g4v4aRc+BYAtF1y0vOM9xrn4ip+4lFf99OUDWzX/5c8+zBmXXrn0D3UM0ckjBE5Zd1A+yZeYmy1vCXSPgNL4yYyeNFEcfEyB4ewds1YIxlxg8oFoK2cd4jePBY3xCaY3ztD5qvu71lz+s103WedPvvtydqxpwe/uJko91XIChKAOel/vMoK7fR2hvCXxmZUB2+8RxiAnWTvWiOtHrsiI0vzZvecxvX4zz15inzAO86K+pQLDY6vXw+2Li9+OB6y1gCAiRFJYaoPW/ppt24eyky6FwWKz5WLlppZrLl9Cv7eM2MiO58GW6w6/3wnCqSsEDvNgp04in9wTASu2reU7ew74mMCRTZvN3d18i2nOWLiXYOy5/ApvJKhvOvZCYKzF+PR0Xv7UOMLG3Vdv8wVXN/0BwZffB4AsAIEQPgw0oaNi5oOQZok1NFuC/vnBP2BtYytd1USpov6k7i2S2jLcU48Fce3IhYDSigcWJkntcLplgO2XX8ntn3NNM5cKhNYmZoA7T6wlIEK0/ZmAo98+WneO5O0rU77/B3+Idrt9mF8UGLQ2s6Y8h8RLf+uIxne8ccq6g7LA8LCScIDV41tO4Gie+Nhy5bZSdtCRWQI171qJTIrWmn1M0jPHftF42ctexnXXFsRlSy1ch8WGp6B8b1w1L0z/WIP1986jaqvo6Abv2/jd3Ll+sathX+9RvrH/Mzw8uY1/Xlfo12P+fjWPoe+5jLjxGISAd+kdyjopV8ku5VqLx3xl8wmMCUC1h8DRCoGsIVFEn+npadavX7/s3w7GnZ56844l9jx5ceoKgcNMytWtpRuUjLAYQW0chcsOOlLzWfuFxlhNzfuv161bDmndkWHNmjXMzDw2rqbF8FWqxlJL+zT6PXq1JsazZUamFHQcaDz+orF/5r7zziRecEVjveNcihLXjty/nLtLh9BL5PuU+/guVSwWO0FxIiyB7AyDManDveuHPa538YVHWTh6wzsuZOPZS/e8OFlxygqBHEsVi9WW3+h8BFD1MUL6OWvkkWBm3lEYtPavol6v85a3vIWXvOQlx3qIwFFo/wNQWayotEa2a/X8z7Ji/PErruPeUoHW1fqbTMq7ae3+NQDM8YoIeww2al8O8uy5Q1h1QVTcy6UsAe0F0IkQAjtWThHueYSNmzZWth+1O8j/Gz1GIRD46uEgPr71IMcLp2xMwB5CwwGnPbx5leWSyeUTdT2ZoeIxXsTHcp79I8Ezah0aczFXeS6YIzG3jxTLSQtdDlS4mO10rjGZlyGUi1EfWHUmb/iZF3PTP/whp91/B00xKHOAa4IpNm1ezdX7ZvjC50CNHZ8kBH2EKbsAaeKe48pNW5bcZ2Jl4WbSS9B469jF1k5E3f3zvvttnP21W1i7tUoFc9RCwA8+eIxC4NpXnMEn/uhbjE0duTA+GXDKCoEMh7IU33PO8lLIRgAd1VhzCJ6ZQ+Gu5zS45IPf4Asv6DGYUHc8UGuGnPu0oxM0wfRKOAB764WS0Ik2YDq+5qHSZMdpgB+/7kZu/tw/o/gy/37vA+w870rOOH0t33zQuUyCmeNTmPhY3CG77nXla6tPH86tBTC5ukieaI4PX+B0dOIsgTCuse2S4zCDPMdQ+BhJDc++eh3bL1tNED4xLYFT1x10clMCPeGgD9Mz9lBIm4q3X/A7LIwfe9ruYXjz/72Wy190+lEdY03otMLp7p5823x9PC8s1eViN8kEg2DDCIVlwhii8LHRiC8XwYE9lQrpI8HpF7tq9NMuesqS+0yuLiyBqbVLtGmtuWvctv7YN2c6UUh8fCcwj50M74kqAOBJYAksu53TCIfE0QiBLEPrcC66kwlXNmb5KftfSfYWaaYL9QnM/lmgKgTSrJG9yYjyst63XgjI8bn+6y65mLu//IXH9NuzrnkaZ1513SGD/LFvHhQ3gyWtDaU173jHO2gNNHV/IkFWTMMDhoClu6ydyjhlhcDxKsx5siI4inaB2QLyRHomoiLO4hvcGhQuwySo8TL5J/7UXlsJDKc+uBp4ISBZ8xNfi7LG+7B3XHXtMR3jda95I9e95o2P+ffLyfJ61U9fTu0wsYzp6SdeRkwZGzeu42kP/Dl2ds/hdz4FccoKgeakSxVcffry+/OOsDSOlC+ojBed/iL+5d5/4Q3nvOHYDeg4Q/mOYvtahUtHG8vPhb9LIHVUr5AC1qcshmnVEtCh046n1q4/ogrWkwnT607eosqVK1eya9euoz5OsupCHrrn/exMN/L0YzCuJxqOiRAQkXcB/xtYaa3d7bf9OPBmHD/fO6y1/3QszrVcrNy0hde85/+x6rQl2ryNcERQWnP33BQH+zEXHOFvJ2uTvP957z8u4zpeUMq5gbROecOzf5zaxpA1NiFSfTS2QpiW0WI0ui77KRcC0fKojEd4bHjzm998RNW9S0GU4uHOOHHziZndc7Q4aiEgIhuBZwP3lbadDdwMnAOsAz4mItutPV78wcOxZtuoIOxYQUT4m/vPBThiIfBEREahHEjCo80Z+qsnWL+vW96h9Nn90+x1/J/OHRTEIyFwPFGr1fLiw6NB5hYb7ND2ZMGxyA76JeBHqebj3Ah80FrbtdbeA9wJXHYMzjXCCCcEU1NXAPBIezM2FNJVdQLjCuXO5huMHSwszI4Pmtd7TkjklkBtJASeCMhYRIOREDhyiMgNwIPW2lsGvloP3F/6+wG/bdgx3ioiXxSRLx4L/94IIxwLjDXP4JnPuIsDvRm6z1gHNU1g3CL/XPtJ4k5RcZ4Lgb4TEtlLlRVSjXByIys2C6KTt8vg8cRh3UEi8jFgGNXgTwI/ASxu2TQ8L3Noaoi19reB3wa45JJLnjjpIyM8KaBLHszAOHfPOJ1K0/iFyL1GHVvNLtEjptonBnyV+WOh3zgVcFghYK191rDtInIecBpwi08B3AB8WUQuw2n+ZYKPDcBDRz3aEUY4wQhtwZUkqktPaSKTUjaidzxygIemx5jjW1xz7b/Dp9129STVLJ9oMJ5CYxQTOEJYa79mrV1lrd1ird2CW/gvttY+AnwIuFlEYhE5DTgD+PwxGfEII5xA1OxC/lmpTsmeLV6di7+zjx//i70Esq9CU6JP4v7VIxRIek7Qj9xBxxDW2ttE5M+BbwAJ8H0nOjNohBGOBWLm88+aNpmns1xBq60iMKBImPnlAC5221Xw5NQsn2hIfED/yRoYPmZCwFsD5b/fA7znWB1/hMcf3/tbf7Ss3rSnEmI7m38OpF3pHSDBBtae/w0e2ekDi8YQf1vlQgA9al36REDccAWBMxs2HmbPUxOnLoHcCMcczckp6q0nV9pjwx7IPwcs5BkP3RVfIm69gnWnHcSKM3ID41JD91p/j0ZC4AmBTeddwIt/9Ke58qZXP95DeVxwytJGjDDCscCEKgrEdDBLFhS46tJfZ64ZMrZbs/+SD/HQt7fSUw8D8In0Su4P1vFO/eT0MT/RICJsfcqTt4xpZAmMMMIhMBEU7i+djOXVwAkhogw100amZvnc5r8nTJwlIOK+R410rBFOfoxm6QgjHAIRBV+/Cst9hevAPMqkeYXw1IITEJt4yLmNTnDz9RFGeCwYCYERRjgUopn8YxiZ3BKwtgHMo6xhLnEphusOuO+eIl/jEr52woc6wgiPBSN30AgjHAKdqavyz5GO+I5scn8Y13VLLDzUcUyW89Yxo8jorRrhCYTRdB1hhEOgHhRtFWMV85fqRt7L67CBywiqTZ7FmQ2XX/6Zmefw4heOsqJHeGJhJARGGOEQaAQN6rP/QNi+hXpQp2sDdrKCpLETgNbV7+Glm6/kF9YvMNdZR3dUIDbCEwyjmMAIIxwC43GLsZ0fBKAZvY0XvvFmbr31Vqz+IwBaE+dx5uRFbNzwavZ9zBHnmu/9DOrAfUsec4QRTiaMhMAIIxwCU7Wif+5Y2GTjxo1s3LiRnQ8F7NvzOYLAMYWOj5/Pz76oxS997A7UmnNgzTmP15BHGOGIMBICI4xwCKxorMg/t2qt/POqdc9l1brnVvZ9w9Wn8YarTzthYxthhGOBUUxghBEOgfHGRPG5Pvn4DWSEEY4TRkJghBEOgaBeUD9MNacPsecIIzwxMRICI4xwCEhc0EZMj42EwAinHkZCYIQRDgFVEgLNeusQe44wwhMTIyEwwgiHgNRKBHK1ETX0CKceRkJghBEOAQkLIVB2DY0wwqmCkRAYYYRDQFTBBKqikRAY4dTDqE5ghBEOgxftfSp31x5A4pHONMKph5EQGGGEw+Dtj74SqLqGRhjhVMFItRlhhGWi7BoaYYRTBSMhMMIII4zwJMZICIwwwggjPIkxigmMMMJhsOK7zyWd7T3ewxhhhOOCkRAYYYTDoLZt6vEewggjHDeM3EEjjDDCCE9ijITACCOMMMKTGCMhMMIII4zwJMZICIwwwggjPIlx1EJARH5ARG4XkdtE5H+Vtv+4iNzpv3vuoY4xwggjjDDC44Ojyg4SkacDNwLnW2u7IrLKbz8buBk4B1gHfExEtltr06Md8AgjjDDCCMcOR2sJvA34RWttF8Bau9NvvxH4oLW2a629B7gTuOwozzXCCCOMMMIxxtEKge3AtSLyORH5pIhc6revB+4v7feA37YIIvJWEfmiiHxx165dRzmcEUYYYYQRjgSHdQeJyMeANUO++kn/+yngCuBS4M9F5HRgGNOWHXZ8a+1vA7/tz7VLRO5d3tAXYQWw+zH+9njjZB3baFxHhtG4jgyjcR0ZjmZcmx/rSQ8rBKy1z1rqOxF5G/DX1loLfF5EDO5CHgA2lnbdADy0jHOtPOyIlx7LF621lzzW3x9PnKxjG43ryDAa15FhNK4jw+M1rqN1B/0t8AwAEdkORDhJ9iHgZhGJReQ04Azg80d5rhFGGGGEEY4xjpY76H3A+0Tk60APeL23Cm4TkT8HvgEkwPeNMoNGGGGEEU4+HJUQsNb2gNcu8d17gPcczfGPEL99As91pDhZxzYa15FhNK4jw2hcR4bHZVziFPcRRhhhhBGejBjRRowwwggjPIkxEgIjjDDCCE9iPGGFgIhMi8i/iMgd/t9FnT9EpCYinxeRWzy30c+dJOPaKCKfEJFv+nH94PEe13LH5vd7n4js9AH/4zWW6z2v1J0i8mNDvhcR+VX//a0icvHxGssRjutMEflPEemKyLtOxJiWOa7X+Pt0q4h8RkQuOInGdqMf11d9Yeg1J8O4SvtdKiKpiNx0MoxLRJ4mIgf8/fqqiPz0cR2QtfYJ+R/wv4Af859/DPifQ/YRYMx/DoHPAVecBONaC1zsP7eAbwNnnwz3zH93HXAx8PXjNA4N3AWcjksrvmXw+oHnAx/1z/AK4HMn4P4sZ1yrcIWR7wHedbzHdATjugqY8p+fdyLu1xGMbYwi/ng+8K2TYVyl/f4V+Ahw08kwLuBpwIdPxPOz1j5xLQEcP9Ef+s9/CLx4cAfrMOf/DP1/xzsSvpxxPWyt/bL/fBD4JkvQapzosfkxfQrYexzHcRlwp7X2busyzD7ox1bGjcD7/TP8LDApImuP45iWNS5r7U5r7ReA/nEey5GO6zPW2n3+z8/iCjRPlrHNWb+6AU2O/zu4rHF5/ADwV8DOId89nuM6YXgiC4HV1tqHwS2qOA1tEUREi8hXcQ/5X6y1nzsZxlUa3xbgIpyVcrxxRGM7jlgOt9Sy+adO8LgeDxzpuN6Ms6JOBJY1NhF5iYh8C/gH4E0nw7hEZD3wEuA3T8B4lj0ujyu9G/ujInLO8RzQSd1o/jC8RcuCdUVqF4rIJPA3InKutfaofN3HYlz+OGM4LeSd1trZoxnTsR7bccZyuKWWzT91DPF4nHM5WPa4xNG7vxk4IX53ljk2a+3f4N6/64CfB5akozmB4/pl4N3W2lRk2O7HBcsZ15eBzdbaORF5Po6Z4YzjNaCTWgjYQ/MW9NqRxQAAAfNJREFUPSoia621D3s3wSHNOWvtfhH5N+B64KiEwLEYl4iEOAHwJ9bavz6a8RzrsZ0ALIdb6jHxT52AcT0eWNa4ROR84HeB51lr95xMY8tgrf2UiGwVkRXW2uNJ4raccV0CfNALgBXA80Uksdb+7eM5rrJCaK39iIi893jeryeyO+hDwOv959cDfze4g4is9BYAIlLHaR/fOgnGJcDvAd+01v6/4zyeIxrbCcIXgDNE5DQRiXANiD40sM+HgO/yWUJXAAcyV9bjPK7HA4cdl4hsAv4aeJ219tsn2di2+TmPz/KKgOMtpA47LmvtadbaLdbaLcBfAm8/zgJgWeMSkTWl+3UZbp0+fvfrREWgj/V/wAzwceAO/++0374O+Ij/fD7wFeBWnPb/0yfJuK7BmYC3Al/1/z3/ZBib//tPgYdxwc8HgDcfh7E8H5cVdRfwk37b9wLf6z8L8Ov++68Bl5ygeXW4ca3x92QW2O8/j58E4/pdYF9pPn3xRNyvZY7t3cBtflz/CVxzMoxrYN8/4ARkBy3zfn2/v1+34IL8Vx3P8YxoI0YYYYQRnsR4IruDRhhhhBFGOEqMhMAII4wwwpMYIyEwwggjjPAkxkgIjDDCCCM8iTESAiOMMMIIT2KMhMAII4wwwpMYIyEwwggjjPAkxv8PMEVD1tH5ZNYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot time courses for one epoch in label\n",
    "plt.plot(stcs[0].times, stcs[0].data.T)\n",
    "plt.title('Source time courses for one epoch for all vertices in label.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Functional Connectivity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [],
   "source": [
    "subjects_dir = '/imaging/hauk/users/olaf/Workshop/MNE-sample-data/subjects'\n",
    "fmin = 8.\n",
    "fmax = 13.\n",
    "sfreq = raw_av.info['sfreq']  # the sampling frequency\n",
    "con_methods = ['pli', 'wpli2_debiased']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Apply inverse operator to EPOCHS\n",
    "lambda2 = 1.  # regularisation parameter\n",
    "stcs = mne.minimum_norm.apply_inverse_epochs(epochs, inverse_operator, lambda2=lambda2, method='dSPM', \n",
    "                            pick_ori=\"normal\", nave=evoked.nave, verbose=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Subtracting Evoked from Epochs\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 009', 'EEG 010', 'EEG 011', 'EEG 012', 'EEG 013', 'EEG 014', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 007']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 003', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 014', 'EEG 015', 'EEG 016', 'EEG 046', 'EEG 047', 'EEG 048']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 007']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 006', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 009', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 009', 'EEG 010', 'EEG 011', 'EEG 012', 'EEG 013', 'EEG 014', 'EEG 015', 'EEG 016', 'EEG 018', 'EEG 019', 'EEG 023']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 007', 'EEG 009', 'EEG 015', 'EEG 044']\n",
      "    Rejecting  epoch based on EEG : ['EEG 008']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 012', 'EEG 014', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 009', 'EEG 010', 'EEG 013', 'EEG 014', 'EEG 015', 'EEG 016']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007', 'EEG 015', 'EEG 028', 'EEG 029', 'EEG 030', 'EEG 031', 'EEG 038', 'EEG 039', 'EEG 040', 'EEG 046', 'EEG 047', 'EEG 048', 'EEG 049']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007', 'EEG 015']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 006', 'EEG 007']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 009', 'EEG 010', 'EEG 011', 'EEG 012', 'EEG 013', 'EEG 014', 'EEG 015', 'EEG 016', 'EEG 018', 'EEG 022', 'EEG 023']\n",
      "    Rejecting  epoch based on EEG : ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 009', 'EEG 010', 'EEG 011', 'EEG 012', 'EEG 013', 'EEG 015', 'EEG 016', 'EEG 019', 'EEG 023']\n",
      "    The following channels are not included in the subtraction: STI 006, EOG 061, STI 002, STI 016, STI 003, STI 005, STI 001, STI 004, STI 014, STI 015\n",
      "[done]\n"
     ]
    }
   ],
   "source": [
    "# subtract the evoked response in order to exclude evoked activity\n",
    "epochs_induced = epochs.copy().subtract_evoked()\n",
    "stcs_induced = mne.minimum_norm.apply_inverse_epochs(epochs_induced, inverse_operator, lambda2=lambda2, method='dSPM', \n",
    "                            pick_ori=\"normal\", nave=evoked.nave, verbose=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading labels from parcellation...\n",
      "   read 34 labels from /imaging/hauk/users/olaf/Workshop/MNE-sample-data/subjects/sample/label/lh.aparc.annot\n",
      "   read 34 labels from /imaging/hauk/users/olaf/Workshop/MNE-sample-data/subjects/sample/label/rh.aparc.annot\n"
     ]
    }
   ],
   "source": [
    "# Get labels for FreeSurfer 'aparc' cortical parcellation with 34 labels/hemi\n",
    "labels = mne.read_labels_from_annot('sample', parc='aparc',\n",
    "                                    subjects_dir=subjects_dir)\n",
    "label_colors = [label.color for label in labels]\n",
    "\n",
    "# Average the source estimates within each label using sign-flips to reduce\n",
    "# signal cancellations, also here we return a generator\n",
    "src = inverse_operator['src']\n",
    "label_ts = mne.extract_label_time_course(stcs, labels, src, mode='mean_flip',\n",
    "                                         return_generator=True)\n",
    "label_ts_ind = mne.extract_label_time_course(stcs_induced, labels, src, mode='mean_flip',\n",
    "                                         return_generator=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Connectivity computation...\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "only using indices for lower-triangular matrix\n",
      "    computing connectivity for 2278 connections\n",
      "    using t=0.000s..0.799s for estimation (481 points)\n",
      "    frequencies: 8.7Hz..12.5Hz (4 points)\n",
      "    connectivity scores will be averaged for each band\n",
      "    Using multitaper spectrum estimation with 7 DPSS windows\n",
      "    the following metrics will be computed: PLI, Debiased WPLI Square\n",
      "    computing connectivity for epoch 1\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 2\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 3\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 4\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 5\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 6\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 7\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 8\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 9\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 10\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 11\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 12\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 13\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 14\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 15\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 16\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 17\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 18\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 19\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 20\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 21\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 22\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 23\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 24\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 25\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 26\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 27\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 28\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 29\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 30\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 31\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 32\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 33\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 34\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 35\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 36\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 37\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 38\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 39\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 40\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 41\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 42\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 43\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 44\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 45\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 46\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 47\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 48\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 49\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 50\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 51\n",
      "    assembling connectivity matrix\n",
      "[Connectivity computation done]\n",
      "Connectivity computation...\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "only using indices for lower-triangular matrix\n",
      "    computing connectivity for 2278 connections\n",
      "    using t=0.000s..0.799s for estimation (481 points)\n",
      "    frequencies: 8.7Hz..12.5Hz (4 points)\n",
      "    connectivity scores will be averaged for each band\n",
      "    Using multitaper spectrum estimation with 7 DPSS windows\n",
      "    the following metrics will be computed: PLI, Debiased WPLI Square\n",
      "    computing connectivity for epoch 1\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 2\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 3\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 4\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 5\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 6\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 7\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 8\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 9\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 10\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 11\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 12\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 13\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 14\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 15\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 16\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 17\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 18\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 19\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 20\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 21\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 22\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 23\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 24\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 25\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    computing connectivity for epoch 26\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 27\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 28\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 29\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 30\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 31\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 32\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 33\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 34\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 35\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 36\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 37\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 38\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 39\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 40\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 41\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 42\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 43\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 44\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 45\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 46\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 47\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 48\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 49\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 50\n",
      "Extracting time courses for 68 labels (mode: mean_flip)\n",
      "    computing connectivity for epoch 51\n",
      "    assembling connectivity matrix\n",
      "[Connectivity computation done]\n"
     ]
    }
   ],
   "source": [
    "con, freqs, times, n_epochs, n_tapers = mne.connectivity.spectral_connectivity(label_ts,\n",
    "        method=con_methods, mode='multitaper', sfreq=sfreq, fmin=fmin,\n",
    "        fmax=fmax, faverage=True, mt_adaptive=True)\n",
    "con_ind, freqs, times, n_epochs, n_tapers = mne.connectivity.spectral_connectivity(label_ts_ind,\n",
    "        method=con_methods, mode='multitaper', sfreq=sfreq, fmin=fmin,\n",
    "        fmax=fmax, faverage=True, mt_adaptive=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [],
   "source": [
    "# con is a 3D array, get the connectivity for the first (and only) freq. band\n",
    "# for each method\n",
    "con_res, con_res_ind = dict(), dict()\n",
    "for method, c in zip(con_methods, con):\n",
    "    con_res[method] = c[:,:, 0]\n",
    "for method, c in zip(con_methods, con_ind):\n",
    "    con_res_ind[method] = c[:,:, 0]\n",
    "\n",
    "# First, we reorder the labels based on their location in the left hemi\n",
    "label_names = [label.name for label in labels]\n",
    "\n",
    "lh_labels = [name for name in label_names if name.endswith('lh')]\n",
    "\n",
    "# Get the y-location of the label\n",
    "label_ypos = list()\n",
    "for name in lh_labels:\n",
    "    idx = label_names.index(name)\n",
    "    ypos = np.mean(labels[idx].pos[:, 1])\n",
    "    label_ypos.append(ypos)\n",
    "\n",
    "# Reorder the labels based on their location\n",
    "lh_labels = [label for (ypos, label) in sorted(zip(label_ypos, lh_labels))]\n",
    "\n",
    "# For the right hemi\n",
    "rh_labels = [label[:-2] + 'rh' for label in lh_labels]\n",
    "\n",
    "# Save the plot order and create a circular layout\n",
    "node_order = list()\n",
    "node_order.extend(lh_labels[::-1])  # reverse the order\n",
    "node_order.extend(rh_labels)\n",
    "\n",
    "node_angles = mne.viz.circular_layout(label_names, node_order, start_pos=90,\n",
    "                              group_boundaries=[0, len(label_names) / 2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<Figure size 576x576 with 2 Axes>,\n",
       " <PolarAxesSubplot:title={'center':'All-to-All Connectivity left-Auditory Condition (PLI) Evoked+Induced'}>)"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mne.viz.plot_connectivity_circle(con_res['pli'], label_names, n_lines=20,\n",
    "                         node_angles=node_angles, node_colors=label_colors,\n",
    "                         title='All-to-All Connectivity left-Auditory '\n",
    "                               'Condition (PLI) Evoked+Induced')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<Figure size 576x576 with 2 Axes>,\n",
       " <PolarAxesSubplot:title={'center':'All-to-All Connectivity left-Auditory Condition (PLI) Induced'}>)"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mne.viz.plot_connectivity_circle(con_res_ind['pli'], label_names, n_lines=20,\n",
    "                         node_angles=node_angles, node_colors=label_colors,\n",
    "                         title='All-to-All Connectivity left-Auditory '\n",
    "                               'Condition (PLI) Induced')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Leakage"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Adapted from: https://mne.tools/dev/auto_examples/inverse/plot_psf_ctf_label_leakage.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading forward solution from /imaging/hauk/users/olaf/Workshop/MNE-sample-data/MEG/sample/sample_audvis-meg-oct-6-fwd.fif...\n",
      "    Reading a source space...\n",
      "    Computing patch statistics...\n",
      "    Patch information added...\n",
      "    Distance information added...\n",
      "    [done]\n",
      "    Reading a source space...\n",
      "    Computing patch statistics...\n",
      "    Patch information added...\n",
      "    Distance information added...\n",
      "    [done]\n",
      "    2 source spaces read\n",
      "    Desired named matrix (kind = 3523) not available\n",
      "    Read MEG forward solution (7498 sources, 306 channels, free orientations)\n",
      "    Source spaces transformed to the forward solution coordinate frame\n",
      "Reading inverse operator decomposition from /imaging/hauk/users/olaf/Workshop/MNE-sample-data/MEG/sample/sample_audvis-meg-oct-6-meg-nodepth-fixed-inv.fif...\n",
      "    Reading inverse operator info...\n",
      "    [done]\n",
      "    Reading inverse operator decomposition...\n",
      "    [done]\n",
      "    305 x 305 full covariance (kind = 1) found.\n",
      "    Read a total of 4 projection items:\n",
      "        PCA-v1 (1 x 102) active\n",
      "        PCA-v2 (1 x 102) active\n",
      "        PCA-v3 (1 x 102) active\n",
      "        Average EEG reference (1 x 60) active\n",
      "    Noise covariance matrix read.\n",
      "    7498 x 7498 diagonal covariance (kind = 2) found.\n",
      "    Source covariance matrix read.\n",
      "    Did not find the desired covariance matrix (kind = 6)\n",
      "    Did not find the desired covariance matrix (kind = 5)\n",
      "    Did not find the desired covariance matrix (kind = 3)\n",
      "    Reading a source space...\n",
      "    Computing patch statistics...\n",
      "    Patch information added...\n",
      "    Distance information added...\n",
      "    [done]\n",
      "    Reading a source space...\n",
      "    Computing patch statistics...\n",
      "    Patch information added...\n",
      "    Distance information added...\n",
      "    [done]\n",
      "    2 source spaces read\n",
      "    Read a total of 4 projection items:\n",
      "        PCA-v1 (1 x 102) active\n",
      "        PCA-v2 (1 x 102) active\n",
      "        PCA-v3 (1 x 102) active\n",
      "        Average EEG reference (1 x 60) active\n",
      "    Source spaces transformed to the inverse solution coordinate frame\n",
      "    305 out of 306 channels remain after picking\n",
      "Preparing the inverse operator for use...\n",
      "    Scaled noise and source covariance from nave = 1 to nave = 1\n",
      "    Created the regularized inverter\n",
      "    Created an SSP operator (subspace dimension = 3)\n",
      "    Created the whitener using a noise covariance matrix with rank 302 (3 small eigenvalues omitted)\n",
      "Applying inverse operator to \"\"...\n",
      "    Picked 305 channels from the data\n",
      "    Computing inverse...\n",
      "    Eigenleads need to be weighted ...\n",
      "    Computing residual...\n",
      "    Explained  46.5% variance\n",
      "[done]\n",
      "Dimension of Inverse Matrix: (7498, 305)\n",
      "Dimensions of resolution matrix: 7498 by 22494.\n"
     ]
    }
   ],
   "source": [
    "from mne.minimum_norm import (make_inverse_resolution_matrix, get_point_spread)\n",
    "from mne.viz import circular_layout, plot_connectivity_circle\n",
    "\n",
    "# Compute resolution matrices for MNE\n",
    "forward = mne.read_forward_solution(meg_dir_sam + 'sample_audvis-meg-oct-6-fwd.fif')\n",
    "# Read inverse operator with fixed orientation constraint\n",
    "inverse_operator = mne.minimum_norm.read_inverse_operator(\n",
    "    meg_dir_sam + 'sample_audvis-meg-oct-6-meg-nodepth-fixed-inv.fif')\n",
    "rm_mne = make_inverse_resolution_matrix(forward, inverse_operator,\n",
    "                                        method='MNE', lambda2=1. / 3.**2)\n",
    "src = inverse_operator['src']\n",
    "del forward, inverse_operator  # save memory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading labels from parcellation...\n",
      "   read 34 labels from /imaging/hauk/users/olaf/Workshop/MNE-sample-data/subjects/sample/label/lh.aparc.annot\n",
      "   read 34 labels from /imaging/hauk/users/olaf/Workshop/MNE-sample-data/subjects/sample/label/rh.aparc.annot\n"
     ]
    }
   ],
   "source": [
    "###############################################################################\n",
    "# Read and organise labels for cortical parcellation\n",
    "# --------------------------------------------------\n",
    "#\n",
    "# Get labels for FreeSurfer 'aparc' cortical parcellation with 34 labels/hemi\n",
    "labels = mne.read_labels_from_annot('sample', parc='aparc',\n",
    "                                    subjects_dir=subjects_dir)\n",
    "n_labels = len(labels)\n",
    "label_colors = [label.color for label in labels]\n",
    "# First, we reorder the labels based on their location in the left hemi\n",
    "label_names = [label.name for label in labels]\n",
    "lh_labels = [name for name in label_names if name.endswith('lh')]\n",
    "\n",
    "# Get the y-location of the label\n",
    "label_ypos = list()\n",
    "for name in lh_labels:\n",
    "    idx = label_names.index(name)\n",
    "    ypos = np.mean(labels[idx].pos[:, 1])\n",
    "    label_ypos.append(ypos)\n",
    "\n",
    "# Reorder the labels based on their location\n",
    "lh_labels = [label for (yp, label) in sorted(zip(label_ypos, lh_labels))]\n",
    "\n",
    "# For the right hemi\n",
    "rh_labels = [label[:-2] + 'rh' for label in lh_labels]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [],
   "source": [
    "###############################################################################\n",
    "# Compute point-spread function summaries (PCA) for all labels\n",
    "# ------------------------------------------------------------\n",
    "#\n",
    "# We summarise the PSFs per label by their first five principal components, and\n",
    "# use the first component to evaluate label-to-label leakage below.\n",
    "\n",
    "# Compute first PCA component across PSFs within labels.\n",
    "# Note the differences in explained variance, probably due to different\n",
    "# spatial extents of labels.\n",
    "n_comp = 5\n",
    "stcs_psf_mne, pca_vars_mne = get_point_spread(\n",
    "    rm_mne, src, labels, mode='pca', n_comp=n_comp, norm=None,\n",
    "    return_pca_vars=True)\n",
    "n_verts = rm_mne.shape[0]\n",
    "del rm_mne"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bankssts-lh: 73.2% [25.8 14.9 12.9 10.9  8.7]\n",
      "bankssts-rh: 80.4% [26.8 19.4 17.6 11.7  5. ]\n",
      "caudalanteriorcingulate-lh: 83.1% [39.9 18.4 13.   7.2  4.6]\n",
      "caudalanteriorcingulate-rh: 79.3% [25.5 20.4 15.6  9.9  7.9]\n",
      "caudalmiddlefrontal-lh: 67.1% [20.9 15.1 12.2 10.9  7.9]\n",
      "caudalmiddlefrontal-rh: 63.8% [17.2 14.5 13.7 10.   8.4]\n",
      "cuneus-lh: 75.4% [25.  16.1 15.  10.8  8.5]\n",
      "cuneus-rh: 83.3% [29.9 23.1 17.8  8.   4.5]\n",
      "entorhinal-lh: 91.6% [30.6 20.9 18.2 11.7 10.1]\n",
      "entorhinal-rh: 98.4% [56.7 29.   8.2  3.5  1.1]\n",
      "frontalpole-lh: 100.0% [55.8 31.9  6.7  5.   0.5]\n",
      "frontalpole-rh: 98.7% [57.6 21.3 16.8  1.7  1.3]\n",
      "fusiform-lh: 52.9% [12.2 11.7 11.   9.5  8.5]\n",
      "fusiform-rh: 59.8% [17.1 14.5 11.3  9.9  6.9]\n",
      "inferiorparietal-lh: 60.1% [16.8 14.3 11.8  9.3  8. ]\n",
      "inferiorparietal-rh: 62.4% [17.9 13.8 11.7 10.8  8.2]\n",
      "inferiortemporal-lh: 57.7% [16.7 14.8  9.7  8.6  7.9]\n",
      "inferiortemporal-rh: 60.0% [16.3 13.3 11.6 10.1  8.6]\n",
      "insula-lh: 67.3% [18.6 15.2 12.7 11.8  9. ]\n",
      "insula-rh: 56.5% [14.3 12.8 11.6  9.4  8.4]\n",
      "isthmuscingulate-lh: 69.9% [20.9 17.3 12.3 11.   8.4]\n",
      "isthmuscingulate-rh: 62.8% [18.8 14.7 10.4  9.7  9.3]\n",
      "lateraloccipital-lh: 65.0% [17.4 14.7 12.2 10.9  9.7]\n",
      "lateraloccipital-rh: 67.4% [20.9 16.1 11.3 10.   9.1]\n",
      "lateralorbitofrontal-lh: 68.1% [21.8 14.5 12.3 11.2  8.4]\n",
      "lateralorbitofrontal-rh: 69.7% [17.  15.2 14.2 12.9 10.4]\n",
      "lingual-lh: 55.7% [13.9 11.5 11.2 10.2  9. ]\n",
      "lingual-rh: 61.7% [17.5 13.8 13.3  9.8  7.3]\n",
      "medialorbitofrontal-lh: 65.0% [19.1 15.4 11.5 10.2  8.8]\n",
      "medialorbitofrontal-rh: 72.5% [25.2 14.8 14.2  9.8  8.4]\n",
      "middletemporal-lh: 59.6% [14.8 13.8 11.6 10.7  8.6]\n",
      "middletemporal-rh: 58.5% [16.5 13.6 11.1  9.4  8. ]\n",
      "paracentral-lh: 73.2% [21.8 20.  12.8 10.4  8.2]\n",
      "paracentral-rh: 72.7% [19.  17.8 13.9 12.7  9.2]\n",
      "parahippocampal-lh: 74.6% [28.8 17.8 10.7  9.3  8. ]\n",
      "parahippocampal-rh: 80.0% [38.5 14.5 11.8  8.9  6.3]\n",
      "parsopercularis-lh: 79.1% [24.7 19.6 17.  10.5  7.3]\n",
      "parsopercularis-rh: 84.4% [29.2 20.4 18.4 11.8  4.6]\n",
      "parsorbitalis-lh: 83.3% [27.  20.  16.2 10.6  9.6]\n",
      "parsorbitalis-rh: 88.1% [46.3 18.4 13.3  5.5  4.6]\n",
      "parstriangularis-lh: 82.5% [33.2 16.5 14.3 11.7  6.7]\n",
      "parstriangularis-rh: 82.5% [23.1 20.  17.4 16.2  5.8]\n",
      "pericalcarine-lh: 81.1% [29.4 16.  14.3 12.5  8.9]\n",
      "pericalcarine-rh: 85.1% [45.1 16.   9.2  8.4  6.3]\n",
      "postcentral-lh: 52.9% [15.6 12.5  9.9  8.3  6.5]\n",
      "postcentral-rh: 54.1% [14.7 12.2 11.8  8.   7.4]\n",
      "posteriorcingulate-lh: 67.4% [21.4 15.5 13.   9.8  7.7]\n",
      "posteriorcingulate-rh: 63.4% [17.2 16.1 12.6  9.1  8.4]\n",
      "precentral-lh: 51.5% [13.9 11.8 10.1  8.5  7.2]\n",
      "precentral-rh: 52.5% [15.7 10.7  9.7  9.2  7.2]\n",
      "precuneus-lh: 56.4% [17.4 13.   9.6  8.9  7.6]\n",
      "precuneus-rh: 63.7% [19.8 13.8 11.8 11.   7.3]\n",
      "rostralanteriorcingulate-lh: 71.0% [24.2 14.4 12.4 11.1  8.9]\n",
      "rostralanteriorcingulate-rh: 81.4% [40.6 15.9 13.9  6.2  4.8]\n",
      "rostralmiddlefrontal-lh: 61.2% [18.4 13.1 11.6 10.3  7.8]\n",
      "rostralmiddlefrontal-rh: 59.9% [16.  13.4 12.9  9.8  7.9]\n",
      "superiorfrontal-lh: 51.4% [12.9 12.1 10.4  8.4  7.7]\n",
      "superiorfrontal-rh: 51.5% [12.8 12.5  9.8  8.9  7.5]\n",
      "superiorparietal-lh: 59.3% [17.2 13.3 10.8 10.1  8. ]\n",
      "superiorparietal-rh: 56.1% [15.6 13.1 10.3  9.4  7.8]\n",
      "superiortemporal-lh: 54.4% [14.7 13.7 10.2  8.7  7. ]\n",
      "superiortemporal-rh: 52.3% [14.4 10.9  9.6  8.8  8.6]\n",
      "supramarginal-lh: 55.5% [14.8 13.7 10.5  9.   7.6]\n",
      "supramarginal-rh: 61.7% [16.7 14.5 12.3  9.8  8.4]\n",
      "temporalpole-lh: 89.9% [24.8 23.  22.5 12.5  7.1]\n",
      "temporalpole-rh: 90.2% [27.7 24.  16.6 13.6  8.3]\n",
      "transversetemporal-lh: 87.1% [37.  22.4 13.3  8.3  6.1]\n",
      "transversetemporal-rh: 87.3% [27.2 23.4 15.5 13.   8.2]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<Figure size 576x576 with 2 Axes>,\n",
       " <PolarAxesSubplot:title={'center':'MNE Leakage'}>)"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###############################################################################\n",
    "# We can show the explained variances of principal components per label. Note\n",
    "# how they differ across labels, most likely due to their varying spatial\n",
    "# extent.\n",
    "\n",
    "with np.printoptions(precision=1):\n",
    "    for [name, var] in zip(label_names, pca_vars_mne):\n",
    "        print(f'{name}: {var.sum():.1f}% {var}')\n",
    "\n",
    "###############################################################################\n",
    "# The output shows the summed variance explained by the first five principal\n",
    "# components as well as the explained variances of the individual components.\n",
    "#\n",
    "# Evaluate leakage based on label-to-label PSF correlations\n",
    "# ---------------------------------------------------------\n",
    "#\n",
    "# Note that correlations ignore the overall amplitude of PSFs, i.e. they do\n",
    "# not show which region will potentially be the bigger \"leaker\".\n",
    "\n",
    "# get PSFs from Source Estimate objects into matrix\n",
    "psfs_mat = np.zeros([n_labels, n_verts])\n",
    "# Leakage matrix for MNE, get first principal component per label\n",
    "for [i, s] in enumerate(stcs_psf_mne):\n",
    "    psfs_mat[i, :] = s.data[:, 0]\n",
    "# Compute label-to-label leakage as Pearson correlation of PSFs\n",
    "# Sign of correlation is arbitrary, so take absolute values\n",
    "leakage_mne = np.abs(np.corrcoef(psfs_mat))\n",
    "\n",
    "# Save the plot order and create a circular layout\n",
    "node_order = lh_labels[::-1] + rh_labels  # mirror label order across hemis\n",
    "node_angles = circular_layout(label_names, node_order, start_pos=90,\n",
    "                              group_boundaries=[0, len(label_names) / 2])\n",
    "# Plot the graph using node colors from the FreeSurfer parcellation. We only\n",
    "# show the 200 strongest connections.\n",
    "fig = plt.figure(num=None, figsize=(8, 8), facecolor='black')\n",
    "plot_connectivity_circle(leakage_mne, label_names, n_lines=200,\n",
    "                         node_angles=node_angles, node_colors=label_colors,\n",
    "                         title='MNE Leakage', fig=fig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
