{
 "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",
    "### 26.1.2021"
   ]
  },
  {
   "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/.\n",
    "The script requires MNE-Python V0.22 and access to data on the CBU computing cluster. It can be modified to use the MEG datasets 'sample' and 'somato' (below)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# (MNE)-Python Preparation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MNE-Python version: 0.22.0.\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/olaf/Workshop/MNE-sample-data/MEG/sample/'\n",
    "# MNE 'Somato' dataset\n",
    "meg_dir_som = '/imaging/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": 48,
   "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": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file /imaging/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": 50,
   "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": 51,
   "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": 52,
   "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": 53,
   "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": 54,
   "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": 55,
   "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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DT4tfR8S12WNDw+aVNG2vQPl8CSqKFymI3gO4Azjn8Nvf/tlz5059u6v33HtNxi5aUUTkNpyw4xDwEfBcJzbbHzdv0pO29iTOLMxlwDwRWa61fiHFtu2lrT2/SxeRBruF4EfduWAvQ8mNAZ86LJ0dOYaIadNQuYXCcT1paXJ8IaKEPkdeGP8ci/+IkdyOttBStQGzvorGljrWz70NO9pM2YzTKBw2BWX42tXbUzl+lC9AtKkRS2sMEfzhPPrtdzQDDphN9ZolLHvmbpbPfZC9Tzmf/pNm0rRjI43bKxKuJ+BTcaL32fsgSsYnelSTpXjscwqMB+Yffvvb/7RsfdELP913UyduewIcR0+bgWUPEXnf8/3vWuu/J3fSWv9ERH4GTMGRru3GXovID3DmFI3p6/G0Nff7ahGJpa2lIvhXlrb2hQh++O1v5xlKfh/wqZ8bSvzJxPZ5fkzT/bFrK7fjz+mGbWsnAs6nEqL/WvVql+Qi+Pw5DDjuYja+ch9Vn7xC6cwz6DnuEJRhxPum817G1ttmFBEj/jDUb/yckkmznBgTJXF9OeBT9B4ymn4jbmLb0g9YcO+1rJv/HNN/fClDp83CsjUtpp0gxWNET4ZXVwcSVJw0RD8FmD3r1vlXW1rfMO+8aZFUnVJfJKi2KkralLVkaK0t4C0RORUn6SGleuHGcv8JmKm13uEu7sc3NG1tlwh++O1vi6HkjIBPXWMoKU72AMaIbaQg+LYVi8jrPwogHvikRSfMQ+wdPAI0V21m1SNXkdWtN6POuxN/dn5CXLdSgtlUjxVpSFBTvJGAq/97I0Ywm7zyYTRsWknRyKn4VCupGzetJL+kHwFfmCzX0jNw3CT2GvsoCx65g39f/D0Ou+AaioftHb+eGLljqkpKHR3aSO50/VzkGEr+hM1ZM2956/x5503rjLrwhVSUJPhwdPC2xxA5FCeh+Ait9SeeVd/YtLUumwkPv/3tSYaSdwwld6cjdzpLRMS0sQExFIbPiejz+RX+LANfQLU2v9MMQ9G4cSnL5lxA0YRZ7HXy7wnkFLQhN0DF6w+z5pk7nFe14WyrlIAdpb5iKRobtElB6QCGH/dTSkdOJBQwyAn6CCib9++5im0fvkxu0EdO0EdO0E9+OEB+bpgjz/kVx130Z+ZefzGfv/pfQgEj/hDEHpBUn1NZULxIpc55thkMPDvzlreeOfCmNzsebImgfP6E1vEm0lNEThKRHBEx3FIPJ+OmjyX1PRD4J3C81nph0up42pqIhNx9jRSRfdIc+jVa09ayROQ8d3k8bc1NVYunrckuVtLqtJlwwgW39yscOOpKQxyzX/Jr3UvuZFi2pjFi0RSxqNq6mTWvP075rLOwLEfypXLwiBJ2rnif5Q//gb2+8xsKh0zE9vRTKlGVMZvqsJobCPcooXHrWrZ9/DKIwucPkFs6kJ7DJhIIBtuoI4YSsnyKxm0b6F5SRigYJOBTCQSOXcOmtau5++KzGDPrREYf/X0ipp2grqQjcex/qoe+3aYdC1P9xtXRymXvPhnqVnL2p/dckqy7AjB+UB89/7pfJiwLH/vLds2EIlIEPIaTRKxwUsNu0lr/IzltTUReBfYDmj27eFNrfZi7rxKcOJwZeNLWtNbz0hx7HE7iyHCctLWztNYfuevKSUxbA1intS5Pdy1pr7Ejgk/78ysBbdsXVH325mXN2zeEek+aRUGvPm2kViqCf/TEPYQKi+i/7+E0RSwipk3EtNm8ZCHbl75P6X7HEcjphtYaO9qC1dLo/m+irmI5q56+g5FnXEVu+Si0J8CqjaPHMyjdsvA5wKbPlCPwBwIJktF7zokS2EggdchvoETwG61ueUs7uveWTRu5/RenMu6Ikxl9xPdoilhYto6rYMk281Re0E2fvMPW5R8z+rgftUvwhpoqtn30GmZjHaX7fxeU2ghc/OaFM/6Z/DuNH9xXz7/h4oRl4aPOy6Sstbdy4pUv9gLeAAbnD5lGuLSK7Uveo+Ktp1A+P932GkfPIeMIZgXaEAhAG3604W81p7noOWwfcvoMYePbT2M2NyECyp+FLyuM8gewmhtY/dzdFO99MJVLF9BUWUHPcQejfH7sDhxbzVWbGTL7R/Fz8T6EWZ5lXlLH1gd9btEcw7G1+z3kjNoavxJKSsv4yd8e4G/nnkh+z97022cGEdPGcEkZI3qaQSQApmliW2bCQDX2P9LSxKaFL9K0fSO+cD4Fg/cmWNQPywZtWqWi5MGp17x8xtu/Pehg7z5FBOmEWvK/hnYJbkbtfYHBMRWiuboaI6c3vUYfgmiLhg2fsOTxO8nvP5zS8dPbkGrorJMTfkDv67tp6zr6TjsGXzCc8Ppuqd7G63/4AUOPOZfy6cdh2ZqajatY9+LdZBX0pGjMdPzZhfH9xNQWpYTmqs2EuveKEzbmTYxL5oCPgE8RdpcHDIfMMVL7lcJnOMQ2RLDMCC2N9YTzCrE0tJjOOZb16cNZ19zJ3391BkP3W8C0087HCIQcYsekb20NOzd8TtGQxBIjlq0pHbMvvUZNbSW1aROxbGo3rqHijcfpPfUYuo+Z5TrBbLZ+8BJ5Ayfgz85HOU69tqG4ohA3sjGDVrRLcNu0E6oeVS16mWjDTnL6jkT5DHL7j6dg8N5UvPogtaWDyCsuS7AQJEuo2DJtWyz/9430mTab8v1nJ6gRHz16A0opBk6aQSBgOKTpM4j80vNoqNzCpvdfwGxpoeyAEzEC4QTz4NYPX2LAgd9NeNBygz5CAV98YBgKGAR9iixD4TcUfiX4DYWyTVYufo/PPlyIGWlBRMjKChLKzqZmZxWNjY0cevIZ5PYsxYhaDB4xhv1PPINXH76LScecRl7vciKmFb/mZQtfYvnrT3P4ZXdj06rHe/8no2b1Ysqmn0Qgryj+4NrRFra++yTKn0XhsH2xXcdYG4gg/ky4bDLaJ7itx8V0XxGh57RTEZyEA7EFrZxBUOkBJ1Hx6oNkH31OGz3UsjVNEWc2JMvdlyGKMT/8IzndeiTox9uXvkf1+hUc/9fHCYRzEhwlzY31LP3XdfSfeTKh4n6se+0RxPCRP2AMvnAulUvmEyzoQVZ2Tnx/4YBBKOAjN+jDb7eQ7c8iO8tH2O+Qva5qB2+99CzVO7YSCAQYu/c+nPPTnxEOhRGB2PDk7ttuYvumjbzwyP0ceOzJFJT0I+rTHHnmz1m/dBGrFrzI1JPOjZsMI6bFyIOPZ8DkgxClIM0ANBlWSxPKn+XY9XGymnxZIYaf9VdHPUtHbucHgoyK0gbtE9yyW9+vCkQZabyCfsQjpbyteksF6996yonpFscrWTL1KHJ69UUZRpyMPmw+ePA69j/zIgoK8hP2ZSjBr3LoNXwC3cvKMXJ7MGz2OTTX17Jz3VKatq6h+6BxbHj9UconHEAop6dLbiNu9nv4qoso7l3Kmb++hIoVS5g/90l6Fhdz1DHHU7F2FY/efzc/v+CXhEOh+KBVa40NTNv/AEr79GXSjFlcf/WlnHbhFfgNAQxOu+gqrj79SCYffjzhbr0S1C0t3WjxjD+SCZ78vWj0flR++ga9Jh/tZOjgkDwWLtDuFDyiUBkVpQ06kuBxr4ly/9g2iJ3omAFQgSAt9bUYufnOoEsJ9dVVrHn5X5Qf/mPEcA5lWyYVrzxI8bgZhAYMiRN83ZtPk9OtiOH7HhQnWIzgjmRUjJt9RoLKEygoIDtvMgDRuipqS8rJyc2Nkzsn6Ccn6CM34OPoU88mPy+H/9z2F/oPGMBFl15OKODHp4SgjjJs6FAKs4P4fa0XZmuNpWHsuHEMHz2WxqjFiHF7s3HlMooHDMGvoE/ffhx4wmnMu/dmTv7tnzGU87aKmG1jcJLixBM+G7YQ6lFCtL6apm1rCfUsTyC5c0Lt/FgZCZ4SnXb02LaTkKCT8iFj6D5sMts+fg1Lx0xc1ax4+i76HnImtlaYEctJbNCKsgNPZdtHr7ZKZ7H56L9z2O/UnxHO8rs6s88lqJ+QRxqHXeeMt4UCBoVFPdnnpPPIzc2ODyjDAYOw32nl/ct5+d8P8P2zf8T3Tj2dgnCAnIAiL0sxcuggLrv0EvJDzrKw32khvyLkE4I+wa8gYCgOmDmL+c8/6ejzfkXYb3DsGT9m8VvzaNy+iZDfSAhRiCGVGdALww03KD/0dLYsfI6m7evjDi3DpxKiKVNBXB3c2zLogOCxLJt4sq+dSG6v4yVU3J9IbRWVy96nat1yVjz9d/rNOguMIGbUwozabnNIblsWpuvo2fDhG2QXFjFozN5kubqzt3mJnuOSPNZiKkiuZ3lO0E84YJAdcPTtkNL8584buejSKygvKyEnoMjxK3IDBrl+RYgoQauJrGg9/mgjWWYjWXYzIaUJ+hQBQ/AZjp2/W0E+E/fdj4dvuoadG9fRsGMzPXt0Y8bR3+H1/zyA34j5BZxb2xGxvQgYioDfz+Bjf0LVsgVs++D5NqUuVDqSu1YUb8ugAxXFm63uJBW4aWWGm/SLxJeJIfQ98HtUfvY2LbXVlB/2wzi5bVPHvZaxHyfYow91W9ZRkD2YZa8+yfgjTkqwU8cQI4XPVWWc+A+NZSdaZmKv/IDPaH0QXAn73P23c/rZP6KoMJ9sVypnKQ2RBua9+Dxvvf02hrijCBG0u88Z02dwwMyDCSg/USWYShMwFNOmH8jgIcNYOP8NmhobWLtqJSPH7c1tV/2W2edemC7JIW1MeRubuc9P/4NPoerzj1n99G30nXk6/nAutjhv0NRSSUBl8jCT0b4O7vFyKtvJsrFdSa5wHwBXZdVagyi6DZ/mbOtmypsRN2PeVW8MQ2GLkNtvFDtXLaJ7URFbln7E8b/9a1wf9yuF4f6Klu2chzc01etQ8SLmTXXI7agmaxe/T6/ingwbOoSQTwj7FQEd4f233uSRRx/liBnTuPKnp+MT0JaFGAZaBC0GD819nRv++lcuuOi3RG3BtBU2NiIG/fqUUfadk7G1c043XXMFPXqXsvy9+fSdMC2luTSddzOlY8iGboPHkt2rP+tffoic0sH0GD0dECTV/DsCuosEd+M7bsOxq3cDVgK/01rP7WC7V3Bc8n6t9S7Vf3FT1ObglFqOueo/dteNxHH7TwC6f5GMnk6rKLYnb1Lr1uWWZbdm5lg2teuXsfWDeU6WvCu5LcvGdvuZUQvLsvHl9qBpx2a2fLKA3sMnsOrdV3j6pivjTpcsw7FVB32KDZ+8h0SbCfoMcrJaVZJULT/kJ+w3CBpCVcVq3pn3LN/53qmEfIpsl9wP33c3c599hht+8xNmjh4IlZsxt6zH3LyG6KY1WFs3oGu2c8qh0xg3pJy77riFbL+ioWYHixe+TcinCPqEoKuHB/0Gm9atRlsWi99+NeEeWrbGtOyEh9H7ecO7LxCt39km4CrmiArnFTD4mHMJ5BWy6qlbadi4LKUlSyNonz+hdQI+nEjAA4B84FLgUTcWJCVE5BS+YJi1fIUzrXVNB9epvjuEt0wb29ZUr1xE9cqP4sSOPwjuQ7D2P1ew/aMXsC0nN2rb0vcoGzOFwpJ+FJX1w1DEnS9+Q6Gjzfzr+itY/s6rjoPGdalnBwzM2iqe+tvl2A015AV95Gb5yAkY5AZ8LH71OX5z2jGccc65jh7uqiWPPHAvy5Z8ypPPvci2lcsxt67H2r4Rc+t6zK0bePO117nwz7dibqvArtrKwfuMIC+g+M/DD/Lko49w01/+5Ko5ipDfmezJbwgTJu9Lrz79WPLuW0Cr1P78tSd499aLEu5rXFpbUVa98hhVn3+cPrnZ9ap2HzKBIcf/jKYdFayZe1fbH0tcFcXbOoDWukFrfbnWeq3W2tZaP4MT5DQhVX8RycepC35RinXfyJnWOjITxj/HngQtEldTxNZYbpE1URos6Dn5WLRNaxEft8Wkf+6gfckuG+no7WJQufpTxh15Cr32Gs2I8U5cUOxHVQL+7Gx+e8v95HXv6Rxbt772A2JDNEJQaXICPgxxgqgMbVHx+Wec/39XMHBAf7IMIeRTrFv+CRvWruGKn5zOcfsMoRstWJWVzHtnMa8vWYO2LDbtrGPF9p1cc8c/Oeuo6fQaMIhTDtyHh+a9i2E28/AD95ITcNUlW9Msmqht850f/IhN27bz4duvU71zJxErgGlreg6dgOXqcckhsYY/wP4X3o5y8z+96kobtcUGDIOSSYcSbUyVFyBo44tZTkSkGNiL9MT6I3A7sCVpu29nypq2W0eZNsqxySqN2I6ODU4MSKoIv7ik91SEtbUmd+gMfD7Nmievo2HDJ7TUVJJb0r/NsZWA31XEi3uXxL2gtq2xNfgVlJb14adX3RDvm+VTbF6zkucevofv/eCHDB82jKCr5hh2hDvu/DtX//x0jIZqxvQuoGlLBZc9MJeR3fI5b+RAzKYWog3NGH4fjVl+bnl4LiUlPfjxqcdz8vTxvLduO3+88nJ+eNaZDBs5Cp8viK1tlDheWg30Lh/E3b85B9vwM/nsywj1KKVscu/4dSWHzcbInS4pIpVubmQnJ8PgSvA25do6lbLmbC5+nHjv+7TWy1Ks3xvYF/gFbScg+HamrGnbSvhuo8CMlcW0465jbx5lfNuYpI0V03SJLkqoXPQ8kZrtZHVzHBsoX9wqYiU5M2K/rzPvDhiGxMkOtEp60cx9aA6YJhdfcQ05oQBBnxAwhCxDWLlkCUMG9CVLW1gNtVh1O/nLY69w/NByShDqN+2kcUcjzTubEUMIFYY4q29vVhvCr6+9kyt+cgr7DBjKuIvO5e7/Ps/9Dz7IOT/5Gd37DMDW0NBQjxHIwrJs6uuqKRu7L+89dCMTz7kqZchsKrRnQkyW7m0haGPXUtZcCfwAzvw656VZfxvwC621mfxb821NWfMSXNuWU0vElRLa9tYnoU2GTcwx5PT17lMT2bmJ/MGTCORk01JZkWAdsV1HkddTaohD6lZuxPI1nXV+Q/jnzddyyBHHMGLUKLJ87mSohtMMbP77xBOc971j0JEadHMjS1euo8Dno9QwaNhcTd3melauq+Lxyq1oIN/v4+Sh5ZQPKeKskQP43S0P8NdfnUWwuA8/OuFQWowwV956H7+69Ao0mhVLP6Nk4FB6DVyFqbLoM+kQ3pxzTXzAmCyN0w0620NaqQ6OBN8FFUUcts4BioHDtdapZq3Iw0kyfsQld+zXqRCRE/m2pqzZZoSWHWuoWnAPdrQZ24xgmxHMSAQzYjreSY8Txza1YxaM2K7t22newvXgZLTbZgTlC2CEWoOqWkwbS2uirhqSLKnj20sruZUSPp7/GkNHjGbYyJH4XYdMwFD4XLOhWBEaGurJC/nBjKKjEV74cDmzBpURrWukcUcTn63dwSPbtzBZCphMIUOtHG77ZCXvfbSBUHUDp48YwDV3/QurcjN2bRUB5RDO1mBrWL5kMSWDh9OjzwDHjh6N4PNnJVhF0mX1pEOyY6hm/XKWP35zmzcr4NjvlS+hdRK345jqjtJaN6XpUwOUAGPddri7fAJOIaBvbMpa+wS3rTiprWgL2vPdadE2ZI9ZTyzLxjZbm7f2oBh+bNMVFLo1XzPWopam2bQwLYfssRYjU6zF8OmHCzng0CNRrrqigKVLPuFXP/spTY0NABjKcCeyMVi0dhP/XvgZPqUce32zyas1VRyZ1QPTFupNm+YoHBXowePrNrKzopZeCEUBP0uWfQ6xcxdBu+eyfetWsrsVsfLDd/jo6Qcdggey2lhEvOgoZS0ZVjSC2dJM4tgsBlcH97YOICL9cKpKjQW2iEi9204Rkb7u577awZZYA7a7u9jqzm5sAUe5+1mDU5HqLhzTYxu4M6odA5wOVANn0namtSZaB7tNOClwXUaHKoqvoJS8CSeBMrDMiFPG2JUgShmIp8XUF3Hd1N5BqigVV1+0thDxu+5Rh9ybVy0lOGhwPEkhaguGbbPsw/d45b//5NzLr8MfSHyIV3z0Ps8+eBclffolLBcRglkBQuEQhmGgRdEciWIrPxIIEgxn0yMvmzU19Qw0FGIIbi4Da+0m3jCrOVIV0WgZTPHl8syqCk7pncM+vXpw+nX38cTfBtC/uD+4qpNlayKRCBWrPqd7n/6UNTbi8xloy4wTuz2VpDMqiqGEbgNH0W3gqJT9tQi20bVgK631OmL6XmrkpFqotV6bvJ3WehOOBaWzx/6INObIVPvfVXSgokSxzSjatt3/jgTXtuV8ti2sBIneKtlj/VubHTc7Wo21GOF8xBfAtqI0NjYy/+9X8smrz9IUsahvNmkxbZpNm6y8QgqKemNqRYub5Nti2piWJruwiF59+5MVDNHSnPh2HbTXEP54rfNQWCrAcSecyLV3PYTkdmPE+PH85w8X8MSKdfiKC8kry+Pw8hLetKsZFsxiRCDE4OwApUGDxUYzU/sXE8gN0y0vm3BWgOzsMCgfGsGyIWrbfP7pxzx6/WWE8wrpvddIwnmFNNdXx9WkdMnYyS1iOdk9yZK8o2QJdOdjXv6X0L6jx7ISm22nJLtlRuJET34IvM1qqad+5duYTTUYwTx84UJEFJWff8z4s6+idPKhNEVMGiMWNU1R6lpM8kv7c9SPL6TZhsaoldDye5Vywk8uZK+xe/PhwncS5sSMqTFR1149duJUho8Zzw0P/BcpKCbcZwAXnnE8N3ywlGCf7uwzqpRZA0uYr+opzw6y1N/Io6qaw4f0YVB5EYG8MOHsEEdOHk3P4mJqmpoJZ+diaU1Tc4S9xuzNyRdfQ1NNFTmFPcgp6EZzXTWGEta+/xrNtTuBNIU8tdOilh33G8SWpdom5W8FWDqxZdBFM2HMkpIMp1KrFZ9XJ9V6gObNn1Hz0X8Rw4cRysOX04NoYx07Pl1Az+GTiNiKumbT1ckNWkwf4YAdD75KMLeJ4LedV//gCVP4901/ZP8ZBzrExsnGsWwNSpzBrq2ZfuiRdOtRxK+uvYPfn3cmA8dP4nx/gL/MeYTz9hnOvnkhxg4qZmNtIwFDUVacRyAvG392kKyCXB5duprZ06eisvN47Z1FTNl3GlFbs3FjBT3LyulR2pedWzcydMgY8rp1o6WuBqwoi5+8h6EHn0i/qc7YLEHSuqUhog21bP1gHpHaKhAI5BRQvM8ssnLyHCtSOutJ7LfBKUaUQSK6RPCOYLfUs3PRf8kfdRT+fMe54dXRs8snktNvHBWPX4z4ghjhQrQZIad8NBvfn0fWlFlAYi5nxPSlJHgsujA74MNQQv8RY3n7jdc5YPoMhxBKgy1oHGmuBLA0w8dPpN+AQVzxpz8we+Z+zJg4jT/36Mlf7nqQbgqOHVHOGNeu6QtmoQI+lM/gyc9W02IEGDF6FLY/xHuLPuH8I45jZwusW7OaHqXONIbb161i3z4DUcopE2dGWjjy0juxjABRq60aUfX5Ita/8jDhoj6UTJ1NsFtvRAnNVVtY89wc+s74DuGi0o5nftOdNzf+L6FDW1LnpbiTkiaGPx4HIQmDUGeQqXxBwiXDqV/zPtklg/Hn90RbmrrNq6ncvJHuvUsTMnmaIlZKE5uhhFDAF/9Rx804nEdvvJKxE/bBX5BLc0uUTRvWMXDw4LilQ2tNsymoYC4HH30c6zZu4Pd3PspFZ5/EVZf9lqUffcj9c18l0tKEAKI1tm2hxeCAccM4bb8pqLzuNBLAF8jCRmHaFutWLmf0zNnU1VRTvW0TPfuU8/nHCyno3ZdAOIeoFYulTyR31LKpXfcZVnOTE14sKh6pmVVQzMDZP2XVk7cy8IgzMXIKUkYjxn8XMmpJKnQowbsixcUXpGCfU1Bxa0oyuRVKhIIRM9nw1FWY9ZVEqrexc8VCBhx1HutfvpfopFl06zckXvcvudYKEB+0RUybmh3VGGUl+A3h0FPP4a6br+fnv7mEV558jPvuvJXHnpuHPxh0VBbtkOz9t+dz1e9+zcP/fpz9p0/n4j/9gR+edCxjpu7P70aMomrrZrqHA47N3H2gJRhG5RaiwwXc88iTHHvCd2mxnEHhju3bCecV8N7cpzD8fh69+nxqtm5i2MzjsHVrHUNv+QxLa+o2fI7V0syoH/3Vud9aI26sDzhWqv6HncWaFx9gr2N/2lqEKJUVxR1vZJCIL0RwiXs1nTjq1H2cOoRer2eo92DKDvsljRWf0PfIC9j61kOgfPQ55Gy2LnySHZ/Mp2z/YwnnFTpSfHsFPp9BXrETAhFznOzctJ6X/noBR19wNWMnTiK/sCflI8Yy96knOPTwYxg8bAQqEMSyHXLbGqKWzch9pnLTPf+isFcZ2X7FNX/9Gw/M+TtPzXsdMaO8ueBdXrz3RuyWJicJFVChbBYuXU2zqmFrVQ1lAwZR3WxR09CEFkXU1iz/YAFTTjiLlpYI/ScdRP8ps9JaSpp2VrJ54VzKD/9xgl3bW8UAwBfKoWDQOLZ/Mp+iUfumVVViSRoZJKJTOrjtIblyB5ReiDKcZAFP2neyGpM8LUnugPHkDZyAYFPx4m00bFlPqGcfiiceg91cy4Y3nkBbUYrHzWDjm4/h8wUYfcqFCXblYLfeTD7tlxSWD6W+2cSvFCP3PYgn7riO8ROnUD5kBFFbxw2qjlrgkKB7aR9aLBtDgaEU3z/nJ2zfXMGN1/+VYSNGUGX6KcjLBdsEUViGnytuuovtVTU88+LLNEZtGqM2zzz+CBMOOoLG5giLX3+BU659gGCP0ri0jtUu9DqyzEiENXPvod9hPwQkHq/jrbeotca2nUF792GTWfnkrc7sEYH0Dr2kAmIZ0GG4rENkL6Fj99BrLUmlk8eWe4PzvdOSePsUDj+A7R+9iC+US7B7KT1GTaP3tJPAbqFq6QI0BgUj9qUpahEwWkutRW2heOQULAzXbm7RGFUccca5/ONvf+Jnv7uc3OwclGqNZ4mb3iwnWyhiaRROClxhcSnXXHcDG9ev5ab77yPa0sSUfcYDivcXf8qEiVP44U9/TgQfDVGLNRs3sXrlSqqjwqcP3EVBr7I4uZNriLeS3GL1s3PoPe0ExBeMkzv53iaTvOyAE1nzwv0MOuqHKe+19lxbBq3oMKte28m28LZSPZVET/wubabb9kakdR97OJUfv4DV0uy4oyNObIul/XQbMZ1+R/6MpqrtrJ33cLuu7YjrHFJZYY49+2fc8qcrefO1V6htbKExasVrlNjaiY8xbac1mTZNpk1D1KY+YlNU2o+LLrmM3112Fdnde5Pfq4yzfvILfnHx77ADYWojFhuravnHDddy0Ok/pTlqsurjhYyc9Z04uWPSOlZ0tCliEbVs1r30EIXD9iWQ3ws7NsOcbg0rjsXQJ1ctCBb0JKd0ENs/ST3LiaOiJLaOICLnicj7ItIiIvd20HeAiDwjInXizH52bcdHSLuvr2SGNeiMDm4lWVHc7zHbd3vSO+1+3R9UKcdq4MvvTahkKBIIkzt4GmbUipdIsE2N8gk9xh5M9dK32LrkXYpHTErp7rZsJ/mgxbQJF/bk9AuvYMm7b3L3zdchaAShoFt39hoxmhHj9qZFKUDhc4pP4VcaUwlR22mGGIybPA1La5pNzc5mi4aIzaoNG7nrb3/hwFPPpVkCZPXoQ6S5idK9D6LRJbRla1oiUfechIhpsf6VRwj36k+4915utpP3fgG4latsWn0Kbi0aBRSNPoDVz/6DcK/E0ARnS8ej2kVsAq4GZuHMz5MSbirZSzjRft/FCZTaq6sH8+zrSRJnWHtSRAa7sSixdLXbgCd25RhedOjJBBK8kbsDm1/5O1vfuM95BbtpbT0mn8y2dx6jpb7WjVC0kqIVLfKH7suOT98m6gY7JUpwO26taDZtFr7xCv+49nKGTtyP4378K04490JO/MmvmXLobCoq1vODw/fjhWeeoDFq0WRaRG1Ns+UQucl0JHl91KY2YlHTbFHTYlHVaPLcCy9y7+03c8gPL8TO7saOuhZemnM9o2afSYs2EiT2okf+xieP/I2WlhZWPzuH7NK9yO0/IU7uhPQ/08l6iiVnp5sUt3zWGWx45V9tfysNUUsntI6gtX5ca/0EUNlB1zOATVrr6900t2at9eLYym9quhp0UkUBsGoqiG5e1KqydJHssR/UtjW5AyeRO3BS/Ltl2gQKy8kpn8C2+Q+7IbdWEtGdB6Fo/CFsfveFNsFLMVI1RiwaIiamL4D4sqhpMalvMamPmNRHLPw5BQybfADDJ0xh0+ZN3Hj171mzbj11LSaNUYtm004geW2LTVWzyYefLeeay3/H5soqZp5zIdWmwebqJt6b9yz11ZUUTzqCmsYo9c0m9c0mEdOm+9iDCPUewIrHb6HHmJlkl45woyx1YtSl9ua7tqYKxlQVK9LCisduoH7jKpTPT/mhZ7a9vzhvL2/bjZgMrBWRua7q8JqIjIKEdLVFQClwEHC+O1tEKrSXrrbb0amgYW1bWA3bsRsr8car2baFpFFTvOqLtjW2ckpPgCZU4szR4yQit2b7FO7zPTb8+5dk959MqGRY3LSofM6r2zIUoeKBVC5+jaamRgyV3cYBZNmO7tt98FhKho2nrsWM53jGSiSrYC6n/faP+JVgR5p57qE5RFuaGTtxCsNGj6OgoACApuYWln26iNdfep5gfiEzzjifBkuxcWcTNY1Rtm/bztv3/oWxZ11JXURjWVEidVU0bt1Aw5Y1NG3fSLjXAPod9mNAxclta43tGVzGMp2cewTgFDZ19BTHG6u1HZfs/uy2UahaQ3NbM0qnU9Y6QBlOmYijgZdx0taeFGfi2HF8Q9PVoAuuen+v0W2Wee3gTjMS1JnozgqCxYPirwlbARbxiVzjwVGuFMefQ7fJZ7Jl3o30nv1H/NmFGD5HT7Z8NsqyMSyhePJRfHzHxRQNn8SQw04DiA/unIL2psdBlDirQyhguGS33RIVAQ77/k+xzQgrF3/AE4/8k4baGj59/x1CObnse+SJHPj986iLClsaotQ0NlPdGKWuMcI7d1xG4dCJbFvxCZsWOYO/QF53gt1LKRw6laIJhdiWjlcdiJXZ0Lamds3HhEuGoPxOBSrvPTJwnD2G4fxXRoBBx13QWhQ0naOnrVrS6VnWOkAT8FasXoqIXAdcgpMo8Y1NV4OOJfgb2rb2T7cyRuQ40S0LrRS2bdG05m3qV7xKyexrwOd3CwW5r17PPuKvY9drGCwbQ2jzp+x49SaKZv4KHQijfYZjQxd35oXsIkI9+9FUvYOmqBUPRErOngn4VDxmJTarQ2PESpy+xIjN6KAoGzWRslETAQgUPkSooAele09nU12UmsYI1a4KUtvYzOK7LqWuYiVlB51G4bBp+MPObxYzgcYe2lhFAW8JjWhTA5tf+QdFU04if8i+ce9le8FUHcFRUb40M+FinITjVPjGpqtBxwS/DWdG27Q6t60cNSWes2nbaNsiXD6FrOKhONvaac1WbUJqzQg5o2az883b2PzUJWQP3I+CMUcjKgtRVtyOXn7ET6ld9T4rHr+NUI8ScvsNI7u4H/5gMD73pZFA7rZTmHgfguR8yYEzjiVi2lRUNVLXbFLTGKW6oZmKBS+w/qUHiNbvZOR5c/CFCwAwo7ZjCbG810a8fowdI7vWqECIvsddji+70Hno3Yc3pqqkqlIQv9+2RilpU03K1tBidm1cJCI+HA4YgOGmiZkpqlU9iEPKmcCrwM9xsnaWuldcKyIX48ytGcGR7CGt9XspDvsarelqdwAxw348XQ1nEqt4uhqgtdbtTk6bDh0R/HFgi91c2ytasRCVXYTRY2iCiTCZoABaKbTPwJdTlPbBiPf1JE84ceTOk5A36QdUzfszTZsWkzvsEDemRVDKitvVc/tPIG/g3kSqt1K/cQU7Pn0HO9oCAoY/i/z+IygcNIpQMJRAdIfUZkKMS6pSx41u8kV1Y4Sti96m8rN3wcgi2lBNz6knYRs5mNGY2bQ1CRsS1a+4bduzzJ/TLe1Nj78FtGPajAVgxR4E29ZPtbmf7FIsyiU4hXxiOBW4QkTuxjPDmtZ6uTgTxN4B9AQ+BI6OpZiJyFE4pdbW4JlhLdUBtdYRcSaTvQtnQtmltE1XW+PZpAln9rfyrl4cdGKWteypP/tDZM0bv/P3m4ZuqcPcsgh/v2kofzAeTKX8AQxfAOULxL8rnx9RBoa7LOEiPeS2YwQ3ownWGcdaE6V24T0YwVy67/8TAjmFBLJ8+IMGPr+BYag2TqSY53TlI39EZQUJFvZEsCmZciR5xWVxgn/62M34s0KMPf5H8W2TnUZNUYvK5YvY8sHLZPcbT/3GFVQteoE+x11OIL8kTkTDpxz1yetq91hCgHZNf7GyG7GANOe6aFNZ1lOe45A3fj39Je8++g8fra98MHHO2NMn9MnMstZRB6t6/X2+3uMuFsNvSLgb/rKJRNe+ib///iifExfRRoK7ujiAZUbiuZuxvkCc2Nq2MBt2Eq1aj7/HoASCizLIm3gm9Z/8h61zr6RoxvmonuXueo1lqBSuf+dzwfADCHYvIaekP9gmW997ms2RJkqmHEFuUW9y+4/FHwxR0xhNiPCLNNZTu245NWs/o6WumlDxYLpPOokNz91EpHoLZcddgwoXEm1x3iSGodxzFRrWLCTUezCB3B7x80lXTz0V0qklXmitV4pIm7kn9S6oKP8L6JDgzZ89uSI89RdPAcc6WwQxeo/B3LyIQB9nQKYtK66LgyuZo6Bcm6INYFsoZcSJDcSldtO694hsWUJuQd82oQCGL0DOmO8QqXiPrc9eRsH471Aw+jDAHzcfQiI5RIScARMRJZgRG+UzKJ58HDrayNaP57GhZjvF46eTVbYXtXX17Fz+IdVrPnW29YcIFw+gYNShYASpXvkhy+ecR7jveIqPvAqtfESbHXVQ+fxoWzthwDbs+OAp8odMo9uYw9rcx1ST2MbO2yv9VZpowZiaIkrufOPX09s8Lbuoouzx6JQdXERuA46NkU8FC7DFwKzZiC+/FEgMrW39n6iaWAl6tx1XSbL6TiLQezRWLJfTEx6gbQvDZ5HVZyJZxUOp/eBh6j9/jcLxx5M7aEpCGG78fD2vdG1rlFZoGwxfiJ77HI0STdXS+exYshBEkdd/NCUHnIqtxa3vYlO/bQNbXrub5u1r6L7vDwmWjHIGwZF69xju+MPnFNvRSig98lKU349l2p2Sxp3pk4QW4J5UK2ytaYpmJHgyOlsd5mWcgcOQ2AKjeCTmhgWtBHeluGMObFVVUsFLbtuMgLaxEVfyR9w+7uDNbk2eMIKFFM44n4Ylz7F13vVULxpM4fjjyC4fj4hqra5lg1ap6iUKyidgKAqH70ehu9wp7ezYqOvWL2f7e09St+pdxPDTc9b/4S8owYo0Jbx9YuML24wAATfu3efEjUjMedN67OTKX7HvMend3vQkHqvKY29eOCOlW11r2ky4m0EnCd4w/0adve/5t+MEyADunDChblh1WzFyiwFXNYEEVSUVvOSOmQbtqPPZbKzCqlyJjjQCGqPbwPhDFEP2sFlkFQ9BR5uoWvgw29+4k5yB08juvzfB4iFonw/R4noFPR5DJcTqKroTqmJZNo2b17JzxbvsXPI6ZlMt+SMPo/S7p9C86TNUuBtmpMkzzojNVNFaG8b5bqBtA8NnoGMWFTtG5gSStiF3F3B7uhXarS+TQSK6Usj8XpzyueHYAqP7YMyKha0Et1pNh+BxBNkpBpkecsc9nztWYtVswCgaDr6g4wHcsQy7fitZffah1Tgbwl80GOULkD1gKtGaTTSueYftb96FWbeVrB4DUf4ssnoOIlRUji+cgxEIINpGm01YjdU0VCyjuaqClqpNKH+QnP4T6HXAmQSKh2OZGjMSIav3SLccRjQh8Cx2LbYZ8RQ7il1jTJorx/UugrahvXBhr4kxVWixi0/euvjA+el+HFsTn480g1Z0muAN82+sCU/52UPA2dD6Q0tWLlb9doycImLLY6GeXlt5fD/LXgTDT7Df5FYbeDRCtHIldmMVRu/xTv+Yvt99L+zajbRseJ+sPntjeRKZ4xeRW0z+2OPIH3scOtpMpHINVQsfxGppJFK5Dh1tQttRlM+P8mfhzy6kZecmxJfF4DP+hi+nh2cGChvLbLXNe4PL0r2RLDOCEdPF4w+3Q+AdHz6GHWmgeL8z2mzXRel9Z3srba0T5uTMwEFXp6K4DTg7QUIrg+iGBRjDjnaWxfTuFKltACqYD4a/lUCWhW22YFWtxddncoKzB8CuWYdk5aO1ScvGD8kqHd9mnzpmj1cG4g8SLBlJyTHXIEbAmWzWzQk1DIl/1rblZM4bPjdzxikU6jhmEityeclt1m3BqttOsGxs/PjiWocMjwMs5noP9hqKjjSkvaHJenfFvLsxgmFK9j/Ju7hB2/qB9D9LRgdPh07PkwnQuODmj4AF3mVitmBHm7AtM4HQXjs3tKorgZLR+Iv2ShiwWTtWYPQYkvKBsHeuxa7ZgMrvhzYjmLVbsKOeMnHR1hJxrU6jiDuQjboFQk1s08aydDwU17YFy5a45E41NWL8Gj1vjMi25US2fNqp+6VtTbhsJLkDJ7fbz+sBzS4ZTHbpXp46jhrgoQX/N7O2vX3ErCjelkEXCe7iNu8XX++x+IpHoht3ACS80u0ESZj4ivf2sxorkXB3d3miFDL67YfqOdL5XDQMc9uSNvv2ktwyIwlEj1fHNS1PBVwdL/fcGuXX1tMYK3nhRXjgAeSMS5Cu7aIzDp7W4wmFw/cjf2Cbt9QdHR4HiJhWQuvUMUXKReQ5EdkpIltE5BY3RiVV3wvcPjUicveuljR299Ve2tr33WW1IlIhItemO6eOsCsE/zdJ2RZGXhlWTUXKzqlI7k1mdsyEus0METGIKNdd7UpRadW9E98QdsLbwk6S6LGioDGiOxLdjtcwT0XEmAdW+f1u+IEbimD4nPMxWh8ArzUl4fx3MULQ8yaZs+D/Zn7YUf+YFcXbOonbgG1Ab5zyxwcAP0nu5CYw/AYnoaEcGABc0dmDJO2ro1nWwsD5QA9gknvMX+/KsbpM8MYFN7eIMo7FE7Qu/hDabI738UrnZHgHbgDmtqUY3Vpd9MkSM7bMIY5OUBe0bWFbUaLVGz3FQVOYIJOkeYzoVlLtctuyiVRvdIKckkpDi1KI4cbZ+ANxcnvPp7081F3EB6SYUiQVbBsa3YymWOsk+gOPumloW3AmgUqVXfN9YI7WeonWeidwFU4qG7Db09Zu11q/6dYe34gzd1C6cN12sSsSnMYFN38uyjhFlNHWZZxEaq80te22OrndWInK7pGwTYzkopRj+XAlp7X5I/y9xyT0NavWUvve/Zj1250BazRKqiq43gq4rdVv7XjKHEDztlVse+kvmDWb4sQ1fK2BZM65+F1it5LbG2uTeB3p3kodO3eAKuCEdy45uDldh4T7zC5L8L8BJ4lIWERKgcNIPdPZCJy0tBgWAcUi0v0rSFvbn13M0dwlggM0Lrj5WeDy9vqk9WS6y+3GSpSre8fQKg1VAml0YyWSlY8K5iVU0fJ1Kyd33HeRrLwEs2OszEWM8HVL5lK3ZG4bosfqn1umRaBHf7rv92N8+SVtztlb7F95IyeTyO0tVZd4Xe3MM98WNnDKO5ccvLYzncGR4JGIldBwU9Y87ZwUm76OQ6xaoAJ4n9TZ7MmpZrHPuXhmWXOl7moglraWCp1OWxORH+DMD3Rdmn21iy86uflVwHhgdnsF+dPZj5OltygDq2YDuqkKo+fIhFe/1bgDo8Cp4BpzKDlfNEZebzdhoG2tlpgdXmU5D0bccuOJcvS2YM+90tq8VQopXffZ8/gLygj3HZ9SiifHyXQG2ubK9y4/pIvzRer41I4etJuy5kreF3Bs7FNxiHc38GfaTvaanGoW+1wHTORLSFtz48b/BMzUWu9Idx3tYZclOEDjgps1cLooY7kzju8YCbq5KLQVSSAYkQZ0pKGNXms3ViEB5wFPVQcxeSCbHPiVVTqWrJKxiXp68uDXVV2Ska4mulOyLgp2NEFX74T6kfreOAPL54ArO+jadluNE0/jaZ1AN6APcIurC1fiBHMdnqLvEsCrH47BmaOnkta0tQJPy9VaH+6cm87xtPXuvkZLomVhNB41REQOxXkLHKW1/qSz9yEZX4jgAI0Lbq4FjhFRKVOK0qkpAEa3AVhVq+ODOgBf8QgC5fslkN5u2IbKKYqrBQn778AUmfy/zWDUbp2GJd3DAcmloFsfvoJxx5M9YGpKcifXY0wOjU2BNcCp711+SNfjXrVuLbPhto430TvcY54rIj4RKcAZTC5K0f1+4CwRGS4ihTgZO/e663b3LGsH4gwsj9daL+z44tPjCxMcoGH+jcsk3OPndCDGvVWxAJThx1c0hOi6t7Bb6lNYLgysmgrsnWvxF49Mv98UA9vkz237JHoo27PZJyPVeaay/nQRzcDx711+yM5d2VhrEmqtWJ2p3ebgOOBQnJnTVgImcIF4Zllz9q+fB67Fyclc57bL3HUWu3eWtUvdbZ+T1pnf5nb2grzoMGWtK8jZ71dXAZckx4qgTbTZgvizE/rHyRVtIrrpI0efLhqKyspFmy2YmxchWbn4ikfEbc+Aa6JzH5KkAV57nxOkr8fMF1uXzpadalniPmO28NTSO7auafMyxPCRUzrE3bZVjVEiZ75/5ayUsd6dQXbJXnroWTclLPvw6sMyKWu7eX+XiTLGAUd4F7asfRu7sZLw6BMSVJb4ANAfIqvfVOxIA+a2pVjRRhCFv/doVDAv3hda9W9tWzSvfIVg34kY4fQJvMnwRgO2hr565hhSBtG67dR9+gz5407ECLadSS+V3bs9vTu2rnrp6wkEd85BI0r+8UXIDY6jx4xmYlGSsVsJXv/mX+3cAy46BXgPiNfJCPSbhI6mnkTXG22oAtkEyvZOsICkhW2hI/VYLQ1xgieSt+3nhGVW6qL9tm2BttG2SWIFl9bzTfzf1iSYznJSclAqKx3vAz9Lf6GdgzPIzBA8GbtFB/ei7vVra3DyN+OmIeUPYyTZu71IVmlSfYdE64n4AoRHHpvSZh2DV49uWvUGDctSW96S9XQVLqTblDNRgUSVKhW5W9e1ld5tv7dxCFUCx3941aG7VPMj8SL0rurgezR2O8EB6l6/dgmOG9eGREtKuqlOILWem06KJ0cuplruhZFbjM+TedTa/4sRIZX0bm+9Bw3ASR/94bD1X+gEXGiNE0zmaRl8SQQHqH31mv/gBO6s6sp2yaa49tAZksc++3sMIqt0XFdOpYPzTC+922TvtCX528CYj/5wWJvyD7uKWClqb8vgSyQ4QO2r17yF4xC4o7NSvKvoqiRP2NZq27+j7ZIHll6opDS0FIgCvwP2//iaw7v04HcGlmkmtAx2vxWlDWpfvaYBODdvxm//C8zBKcW7S0j3kHgHj7Ztxc193uWp+nYW7fXvgrdyCXDq4j8f8XGXDt5JaNvGakk9kP9fxpcqwb2offWaF7VljcTxiLUrxR2PY7Td/cWCqbzbxGAnSeHOSPOuIKaeWC31RKo2pO3nSngNXA9M+LLIDTilNxKCyCIdb/M/gC9dgntR++o1NcD382de8jhwpxhGcdy7abSa71pWv46ONhIadmSH+/Sa+9JJ8njftGZEu0NPZCopXrP4WVq2r6T06Es9/RK6rAe+/8m1R77W4YV8QWitsSIZCZ6Mr0yCe1Ez7+ongZHAY2IYieY/wyDQZzxZfdOFMbRFOkme6vvuglJCwdjZFB3w43Rd7gNGfXrdUa99KSeQDG3HQ4FjrTMQkW4i8l8RaRCRdSLyvXb67raUtV05RlfONYavheAANfOu3lEz7+oTge8BCfEXRrg7Rl56+3YqtBfUBV8O0ZU/iD+3R/LiHcDxn11/9BmfXndUu4nCuxNaaycZ29M6iVtxanoXA6cAt4tIm8SD3ZWy5uaArk2zrqNjdOpcvfjaCB5DzbyrH8YJuH+uo76dhTeAqr31Ccu+oM7qWlCeBUYuvXH2419oZ7sCbWNFmhJaRxCRbOB44FKtdb3W+i3gKeC0FN13Z8paOqQ9RhfPNY6vneAANfOu3lwz7+ojcIoKbdrV/TQteZqW9e+2WZ7KLh7/bllEq9ZR+cp1mPVdi6n3WFA+Bs5edtPsI5feOHtr185690BrjW1GE1onsBdgaa1XeJYtInXq2O5MWUuHtMfo4rnG8ZUOMjtCzbyr5+TPvORuYLy2rKNxQjA77Z0xCssxcou6fFxffm+yh8yMB3Z1AlGcVK+ngKdW3HzMui4fdHdD61R6d0ezrHVlxrP2UtYG0bWZ1tKhvWPs0uxs3yiCA9TMu1rjZJN/AFyWN+O3ZcCROGQ/EAim29ZfPDylRSWG5GWx72IECPWb2NGp1QJzccodzF15+3HVXbuyLxdap7SDdzTLWldmPPsiKWvfo7WejgJykvqOdjN92jvGLs3O9o0jeDJqX72mAqfwTYfFb/6XoRt3vNDy/p3JI96OdK4VgE+cabQ/d5eNIXUGeyxl7VFPv61a60oRiaWspZtp7SHgIXAGmcBrWuvyLh6juQvnmnDwTPsfbsC/gIeBbJzaIzXAiBT9DgW24CQNF+Kkl/3JXWfgvHEvxpnz3sAxA++TYj/lwNo055L2GF0514R9ft03ONO+3oaTePwETnTjeuB77vK+OGpBX0/fXwJbcdS1e4Asz7oSl3xbcMy+7+BkwycfLy3BO3GMlOfaXtutKWsZZPBNwzfCTJhBBl8WMgTPYI9GhuAZ7NHIEDyDPRoZgmewRyND8Az2aGQInsEejQzBM9ijkSF4Bns0/h9xswLHqWEX6gAAAABJRU5ErkJggg==\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": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading inverse operator decomposition from /imaging/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": 57,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opening raw data file /imaging/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": 58,
   "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 015, STI 016, STI 004, STI 006, STI 001, EOG 061, STI 003, STI 005, STI 014, STI 002\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": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    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"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Evoked | '1' (average, N=51), [-0.29969, 0.49949] sec, 366 ch, ~4.6 MB>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epochs.average()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "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": 61,
   "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": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Power Evoked+Induced')"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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N1eXXwmBM+xDWteYXkXz/QsuaWLHDqNLNLkFWtOZXtPYH89APHJOxjAsqWWwOSzrKVSJoutXF5F+/t9OPSvTbDFs5apFlXxYaOezttJynULv5mPo8SnYopNIsZ0KqEsE8UtKytGpHwg4dviK5V2KvKFGJfpthY+hhrsjIImfsYE4bGz45xicF2fdHzA4UF1H6ZJ+HzXedQE1utgQm8mbhs1qF2CupVwygEv0WQ1IVKegqShkrvywqsjRh2dA9CmlmLh89Q6SvpDw33Xog+F7mylxuTivhLENOXrYgt80QuVtir8+4YgSV6LcZ4sC5PsG7ESveDJbqpTooD43WvESuzvttrHy23hPxx2WPkW40bteYzIyO8Gt++qUIic1kTr5Zy2qvz7ZiRVSi31bYerDO5LuB/qjYMv2BwUoWfkHwc9Wjhqx8r932WCtWLMnbykRQ9fllGHk+ldwrNoVK9FuKnK0y5rhZWis2IadJWHBt7WR6lSFHq2KdrlafF6+FRU+f4HOxCp+lm5rnJqLoeNNzSaOfR52oldwrjohK9NuIFGWTZJukzw8RvTnnMOkPBjNUYq34SOxtcYwn6PGpQEXsBKwjVuNULfrFGHWmVoKv2BCWDrERkVtE5JdF5F4ReZ+IfFvc/vdF5KMick+cbhs5/wUi8gERuU9EXrXpD3AqkSz4JNu4pi/l9EhdesS+LBXxXOEQK9XQWfPZovfFcdHhmkk96fMFwVdH7AIMdXzq+xZ8fWYVG8QqFv0M+HZVfbeIXAR+S0Tuivv+mar+07ETRaQBfgB4PnA/8C4Reauq/uejNvw0Q6wFH6tK5bqwRp+3eehx9GLpB1MU5w2dbANFVE1PsulkGuuctbLNQn2+WvMdSn/JINlXcq84Hiy16FX1QVV9d1x+BLgXuHnF6z8XuE9VP6SqV4E3AS8+bGPPBErZRkxYZSnZREcs0Lfw87WKS+v8el+60bw86IS1YZVD2nzV5w+PSvIVx4i1sqOIyNOBZwPvjJteISLvEZHXisgTBk65GfiIWb+fkU5CRG4XkbtF5O4DrqzTrNOFUrYR1yf3nmTTzz+/TgWp4ZzzdtRrt300rHLQkjfyTUXA0oLs9VlVHC9WJnoRuR74KeCVqvow8IPAnwCeBTwIfO/QaQPbBn/VqnqHqt6qqrdO2V+1WacLIn3ZxsZXD42KhaUO2IXk33O+9q35RD42AqcMq7T6vAxY7tURuwIqyVecAFYiehGZEkj+Dar6ZgBV/ZiqtqrqgX9NkGlK3A/cYtafBjxwtCafYkgKpeyibeb0eQZkGjOYKgyYWsDuVqIpbz8g7djjR4uMaGHJV0dsh4XfxRl/NhUnhlWibgR4DXCvqn6f2f4Uc9hXA+8dOP1dwDNE5DNFZA94CfDWozX5lGOswEixf2ko5VohllpE3gyQes/CLxyxFRUVW41Vom6eB7wM+B0RuSdu+7vAS0XkWQSK+DDwLQAi8lTg1ap6m6rOROQVwC8CDfBaVX3fRj/BaYQJpVyUzfBYbl1o97KO8lJG3FRUVGwFlhK9qr6DYfvwzpHjHwBuM+t3jh1b0YcMWfMr4jAJzVa/+LL9ldQrKrYZtcJURcVx4VqWe6yoMKhEf0qwrlYuVnNfFSmGPq/r8HLedoYjbnrjGVx/GjqmouIYUXPdnHLYQU9lqOVgEZGhZea1+8HKUhUB2VE+Ykel7erDsfUZVhwzKtGfVqzDHcUI2TKGfi7Wfu784VGxZw6m5OMyf4t6Dcee5beeihNDJfpdx2Dsu6JD/nMlJrlhrfBLoCuIMTQqNl+/35gzk/6gJPhF9X3TKS4QvHoH1CiliuNFJfrTBFN7FBi06iVJOCP7yhQIKZlZut7oqFjTEeT0xKcdkeCz9Z7SV+Td871pfi4+WPPipJJ9xbGjEv22YE3HnKiupc4ssuJtXpve8cUxUljwYnX6wVGxp1SWsARvyL2r7ztu0UuUtEJ20SZ0lM5Xsq84VlSiPw3QeRYXH8kkae4i2ZrPVj0jTlbtrlFuS+eUJD84WOo0kdYick8FYRLGiN77kHZatU/43gWyb4/5M1ScWVSi3zIsHQnrNYwxhkIfX/EGsU+YGwFrHLK2nGAva+Wi9MTQt+BPizU/QPBz5J5yEyUMOWK9QtPEt54+4asDWqK2X636is2jEv0OYky2EU0ZI8UcJ92+xD/2BUD7cxla95oJfjA9MXRRNqclD/0ygreJ56DvgLVEn55DQ9DkiRXCEuE7F8heqlVfcXyoRL9NWCFaY+6UsQibvJ8uhl7pKksVUgzQSTRFOKWUpD/kiDU6/c6nJxZBmqYj+KYZJ/e8XAyQgvAMmlQsQEmaPM5Hac11HaST4KAND7la9RUbRSX604oVeaJH4na7lWnoZ62066OO2F1EsuJj+UYRiaUcDcHbwjDQkfpg3HzU2HzqYX0Yi+5dn+yThIOGKJxq1VdsGJXotwW9V//Cst+EdRcdslDIONCTaXr6PCYixxjoPUdsmpdRNrtmkRorXhqXJZpE+j2CH4q0GfOtqEKTpJqowZdknyQh1U6rr2xfsUFUot9V9MIcyYOkxEZAllZ64u/SGTt6j4H1OQdscdAuyjZDJN80fSu+cfS0+ngesDCcMkkzQhdh0yN72nB+2yIiqCTPbEXF5lCJfocgXtFm+XFzsM7XgX2SCdwcn+CNA7Z3ng2r3OHUB8tIPunzluSTBR7P780T0vNKx3k/T/ZouEervfPFCao1B07F5rBKhalbROSXReReEXmfiHxb3P5PROT9sTj4W0TkxpHzPywivyMi94jI3Rtuf4XFEC+syxVGg58vLVhY82OX2CWNXjpLPcs1q5D8QP3eXPoR5veX107HU4TUHqEmQUXFGFYJ85gB366qfxr4AuBvisgzgbuAz1HVzwV+F/jOBdf4ElV9lqreeuQWV2wfIvHvXNoDa0WXMoyY+RDJ2/MtwZfrY9q9FPex966o2DCW/rJU9UFVfXdcfgS4F7hZVd+mqrN42G8SCn9XnCQOS6yHtPJPI3pZJqVvaS8+cY1jV0El+YpjxFq/LhF5OvBs4J3Frm8Cfn7kNAXeJiK/JSK3r93CioDjsJZPMYGvhTGyXrcwSHl8lWEqtgQrO2NF5Hrgp4BXqurDZvt3EeSdN4yc+jxVfUBEngTcJSLvV9W3D1z/duB2gHOcX+MjnEJ4H6I8CHJIjy5KwrcpEQyWDaSqYFA2kdJSH9Pm7TEy8FZgvycrC3kzGEqKkWsVFceElSx6EZkSSP4Nqvpms/3lwIuAv6YjAm0sFo6qPgS8BXjuyHF3qOqtqnrrlP31PsVpQBmS6Bc4PQ9h3a8UTnmWIJLTG/SIPIVTmhzzoyRv1+1yWk/Hzd16ieVflhysqDgiVom6EeA1wL2q+n1m+wuA7wC+UlUfHzn3gohcTMvAlwPv3UTDTyXUzzs0e2l/zb6UZMwsSxy4lEevLop0XIf4V3wxWJqQbZsQyTSHVLq4XMbMO9cneSdx/0DUDYxH45RhmUORNyK79QwrdgarmA3PA14G/KUYInmPiNwGfD9wkSDH3CMiPwQgIk8VkTvjuU8G3iEivw38R+DnVPUXNv8xTgEKEs8pBYaOMyQ/aqkPhUkOhEyeSbgGaZp+3HxB8tK4Psk3bp6w47I2Lk9zRG87iIRE6OWbQ25fetuopF+xGSzV6FX1HQzbdHcObEtSzW1x+UPA5x2lgWcJ6hURDaZ40wQ5R2Ni+TLvexN1+JyILOQ1yBksT1Kf3yVCsiSf8tik5ZjbJue4sSRtSFsXhE5q0w10EvvGZY+PI2HDYKnULum+5zZurKkQKjaEOjJ2m6A+JqFxnUM2knlOKhZHx2aSJ0o2Kn01RgemHeLjY0FB8jmPTdPEfV0K4k6vLwh+aCRs6YCVQPbqItmLxJTEdHKbSMwk6sCFHDchBYJQUyFUbBqV6LcJqmFUaSJ2H/MTZJ3exbzmOm/hO43kL11OmwJLK0xtCKEO6uave2ikNAeJ3M06ifSTFW8J3rmO3C3Bj4ZNxu2+I3yNyYckdd6J7K1Vr0m+abvkZqqI1lQIFZtBJfpthA/yTbDkR+SbXPCDLrzSgzhFfSDb0AlIrE8aYbJYWpxa7b4k+Z5s03QO1yzduKy7z2nsY3ltLGK2ytwBp80OJPWujkjuhVWvkvPeZKtetMo3FUdGJfptQ5RvVCXUFR2QbzKJRGJnLBLTOGRR6aUm7pcS3CDLb9MIzyUkb3V6m+umR/LGolcxRD2EKNPkNM5WqgG0cUibvOjSxdUbq17EVA9zUq36io2gEv22Ico3IobQrXyTdPos1XRSTyoj2HPI9gidI+n0Gi3QncAYyU8m81JNjL5RQ/bZshfpiH2RRa+aZTVFwCfC9z2yT/p9JnforPdk1VenbMWGUYl+G6FRj/FGvoGeHp/XzXablz5sp5tHkg/6/bB8szK2PcpmiOQnk06PT1KNcb5qjqdPjlcXCN7o86MWvbXkM5Er6qMsZMheo5We2pm1+rSerPrqlK3YICrRbyvUF/KNBwZ0+hRTn5y00Yofc8geGdtO8jBsycfomh7JOxP7nix7kRAiaeWaMYs+dbQ9S968NCWyT9dIeeftQCo1ElHJ56nMYJVvKo6ISvTbiCTfJPKOkThZp4/HAJnkM7Fb5yz0ct7MlRBc1gxZoPRsK+G7WEQkjTS1mrwl9AGSt1Z8z6Inbis/snTPdc6Sz+2xIU7xzcAJ0ppQTOfC91TKN1a6qU7ZiiNgizxnFXOIURs5LYIvSd7E0UPf+bpqKoRNYRtys0gcUZqs91g5qk/4ZTSNMxIOUavvyzbqIsmnaxeTJrk9XzPKPHOSjyF8a9kv+jxD8foVFWtiC/6dFYNIunwqzZdIPtUgnSP5Yl5Ayu2bkgG2iXxS/po86ClFzcxH0eT4+LTeFFJNlm4IZN44NO4vJ0v4luxDm2TuzaCHXlqFtOwoc9708uZXVKyJSvTbjLFRR6Vlvy3YBjJKkTMJ5QAna02XYZN2bkk+bx+YMBZ7gbntZr03ynaVz1RRcQRUoj/tKPuCLesbNok5q7fMN7+IWJfFyI+dardbq7647lhnUFFxEqhEX3F4jJHXtdDrS6mjEmtFRUYl+l2AT2kQRqScOf2dHFM/hI2Pit2m0bADGCT9UtKhb3WvE52UYcYydBcqfCnp9osKy1RUbBjb/Q89y9Ai4qbYPjTv5Z7vnVPMy2stwoKUvINYNHr0pNCTTtzcPi01+/JfYKJklkou63D10PNOhL/ouxiqS1BRsQYq0W8xtPyDLyB5i571OEbyy+7ds26NMxL6oYE2dDCRql0+KdiIm9SGOUJfQaPfVAflzffg6X9XY6SeSX++0tjcb6GiYg0s/TeKyC0i8ssicq+IvE9Evi1uv0lE7hKRD8b5E0bOf4GIfEBE7hORV236A5x6pD+/jakfy2Jp5QDtJBpL/N22Q7ZnKK7bbrvWMk7KJZ/XZb7NQxE3sL7ZMzRuoSRyu9z7fuzI5kjspTSn2if8KvVUHBKr/LRnwLer6p8GvgD4myLyTOBVwC+p6jOAX4rrPYhIA/wA8ELgmcBL47kVq8DE0ufSgkODpqL1GIiG0fqx5cCqhJXI3/xScvy4mSRazBKXTzTu2w6UImryaaBUiqlfNECpIPw8OCrvP0STTHoKKTplsZ132TGk79gb0t+q5P4Vu4ilRK+qD6rqu+PyI8C9wM3Ai4HXx8NeD3zVwOnPBe5T1Q+p6lXgTfG8ilVgrTzv+8teM2GURBKWjUM2dQBpihBj9Y9JO2rixYfSAGgelGQG/TjXDVI6CVjZZkhKyuvzA6XmBjMNSVaLbm3etnq5h+J6R/gDlvyQtW9JPRWFh0r2FUfCWi+rIvJ04NnAO4Enq+qDEDoD4EkDp9wMfMSs3x+3DV37dhG5W0TuPuDKOs061VBvXt99JIIh+UY70g8EPqDTR4jObxuE4bneMH5HnCzBu0y4HZGegIxjrfmyBGBRCnBQthmKn1/Fmh95KwrL84Sfv5/SmreyTbTmkzyXvveqz1ccFSv/E0XkeuCngFeq6sOrnjawbfBXq6p3qOqtqnrrlP1Vm3X6kQhACwIoJ09fp/dkqz4Rf5Zvlljxo00pnbGlJRwJV2K+91S279hhk5hl2cakQkjEPmTNQ0+GSp8xbFty21I/z8+9eNPyA99XJPn+fvvGlvIamxTVFRWHxEpELyJTAsm/QVXfHDd/TESeEvc/BXho4NT7gVvM+tOABw7f3DMKNX98q+EmC9EnS97o9IloMomAlW56ks0iDknkJ2m5IHezLpbwU+Ht47TqE6mX1nyZPGwgmVjPx5AJn+GQykX6vtd5ax5Ws+Zzp91JNLkTj9dWbzqAiopDYpWoGwFeA9yrqt9ndr0VeHlcfjnwMwOnvwt4hoh8pojsAS+J51WsCtVOvrEDpxZYitbpOqTBp/0Lna9Wm5/bLvMOWZOQK5Cv65yyx2XVi0Ncl+HROmFtacAeURft0XK//ZzhovP3HXpui7R5S/JlpI215nMR+JEonIqKQ2IVc+t5wMuAvyQi98TpNuB7gOeLyAeB58d1ROSpInIngKrOgFcAv0hw4v6Eqr7vGD7H6YaRb0oZZ1gSMDq9Ifsk34RrLrhfyW3OZHXESDhRp+8kkc6i7mQTdzxWfe5EXF632SqlIPa5JGLJCTtkzY+R/ADp25Gwi7R5CuLvlue1eaDvhN012WaBX2Rwqjh2LC08oqrvYFyt/NKB4x8AbjPrdwJ3HraBFRiLL5YW9DpvzftOpxcXJQAviFPUgzgJfJGmpGZoILkx636u+EgmVEJFpIEwy5y6N86PpUKSHZxlY+fXcMLOZa0sP+ei29tIGuiTe5qXaQ5Kaz5v62vzyZrfOSesfWZrde7z4wcqNotaYWpHoFkCKMMsXSgW3nQWpULW6aEoFh6RK08tIPm5NoggWeRfRKZ9+UY3XSEpE/SAExb6Tlh7zkhI5aA1vw4saWMs+7Q+Fje/QJufu/a2w3wnvc0LxlPkjsyeo77/ve3K599yVKLfVagHtX8QayFqR+T2f5L+Vx7UlBtceivzhp3S8Ar0yBIwueDbuDmW5FPdeH3rwZDKRbHzQxhNSRyOt2MGVh5JXMrqpXSTjyuIPTrbeyGVu6LRD5D8KgPmymPU6zjpV8I/Emqum13BgE4ftg8QyYCzdSgdwpGQyTDO7Z+2jHyBzTpll8kCg87VFWQba0iu2lRrxdttY7KLL/LYlAOkTgEG6wIsmsx5vXPt/qrlHwmV6HcYc5ktw8beai9uvndcMR86ZCwSZQwlwdqUBJtCKduU++ZIZkEHY95EFur1q6L8PsqQyt6+QrYp9+0KCmt+YfGX0WusQPj2XhVroxL9acAQ4Q9YlIdOZLYMxZ9bBi3qY4q+YcMdScXmsO73vVKnUL/rw6ASfcWhsVXl8YZIYpvaB4t15iFH7BlHLYi+OVSi3yVo32F3TbBMBjlpXEMyz29I3m5b8t2s893tggNyk20sJKudCy/dYlSi3zWUDrvD/NHWcczaaJtiG7D8F1Tmh99BdKOLi6iZMYxF2thzF0TchJUd0umhM0L8Dn+GU4zd/gdWdOjFYZttc8dt6HZDhvRQLH2C21w6hGN9pS8ilub8GjoQYZPmtpJUec1yoBSMEuGuW7JzZL8K4ddO4VhRiX5XMRq+N78+N4qzxEAEjg3RHyXnNPDITkWYZc8xe4wO2TlsokPpjUEoo5nI5J4GSIm10suIm6GBUjbtQco9v4uEZz9X2jQUZVSS/tC2sfMrjoRK9LuCRZE1A/uGi4R3G+UQfJLz3ZSEPhdWWeSEd0Uo5LY5Sb2Oh6GCIbKi0xyy5semoSRmMD5Qahf0eQtL9kbGGSTsJVb+YCdRcSRUot9FWJ0+Luf8NxhpIVmdanXm/v6x8oJzGJJL7OAjm9xMRvLCuyIR2WFgc9wcFwalmY7kR615Q+SD1vxYErNdtuYtRmSpUcIfusSy43atA9wS1BQIO4Sc7yasDB4TUh8wauUf5m+SE5tJtOpFM5lrSocAwzKOE1IOhZT3Rpw/XJKz8k1gzMm7Cedvj7QG9vXInY7IvUda3xUVsda8emiDNZvTTpdJzHbRmrdIbRfpfqOxcz6UHLPrnd+WoFr0u4z8+j8gJdBZ64PRNav+50adrtEhm8oKzhG8qeEqjn6ZvyPWlD3MG8GqbwBzpB5vaa15GK4kVU6th7YtLHuTd75tOzkHdp/kLUrr/jCEXUl+Y6hEv4sYi/oYmJeFR2y92KTTj4ZZFrlfeoXCe8d1JG/lm47kO6esxI4gSzhrkv1cxE3qPMLOxaNkV72XmokByWbMmh+RbLT14NtOsonk32n2Pr+tnSqU4aULnK/980aOOW3P5wRRiX6XYPKjDKayLef5WObPyeeu2YTSIVvo9H3Lft4p21n6bj2yN2mIw2pJ+CuSuP3Fz0XSDMldpWPQkHvav8wBm763ZMEXuvxOZao8DErChz7pl1PFxrFUoxeR1wIvAh5S1c+J234c+Kx4yI3AJ1T1WQPnfhh4hJCkdqaqt26k1RUB0SqUuIyde6BJ62LSFitoXDdkmdYHrXuBnMfd67BO7wBfyDfa6fLB2o7nptTFPur1qYDJlllsNlxytJLUmDU/INmcWl1+VVj9/rDnVhwKqzhjXwd8P/CjaYOqfl1aFpHvBT654PwvUdWPH7aBFYdH6Xydc8au8N+ZI/9ihKwmQ9uQvDpBStJPTll1wWEpEmL1W8IFUu7xwY6miNQpUiAvbP+qg7S8xmpYRYdXvjmtYs1HR2wp2ZS6/JkieYt1Cf+sPZ9jwFLpRlXfDvzh0L5YOPyvAm/ccLsqFmFuhOWANZ/3xe1Wozew8fQr56pPFn5v24B8M+CU7Wq5ptSzjrnaryMx90cOzVwR5XOYs+ZhsTUPfckmWfO287BF3s8qbOe46JiKI+Oo/5ovAj6mqh8c2a/A20Tkt0Tk9kUXEpHbReRuEbn7gCtHbNYpRSKPhCGdvoylH4B1yIZzl9w3GeOlAWaJ3W7rjYbtHKXZsne25J/E3QWJD6U6Pg4sIpLSp2FSSyzT5nuRNMma3+V6sMeNsWdZsREcNY7+pSy25p+nqg+IyJOAu0Tk/fENYQ6qegdwB8ANclP9hlfFsuRavfWj3y7H1Dt6bw6dTh/Xk3wDPc0+rErPP5Clm3LZ7j9GpALpY/uA+bemIcylOrDWfSEFnXVrvuJEceh/kIhMgK8BfnzsGFV9IM4fAt4CPPew96tYHdaaF9U5uWZV6Mivw5K0Dkkti9Id9LT2kRusQuz2reC4URKyjWKysk3vnG4EbHeZSPzVmq84YRzFVPoy4P2qev/QThG5ICIX0zLw5cB7j3C/iiWQBQSysVqxBkvrqpZ6/OAhhQY/d8BIibrjxmGH4pf+k7gtp62o4YMV1wBLiV5E3gj8BvBZInK/iHxz3PUSCtlGRJ4qInfG1ScD7xCR3wb+I/BzqvoLm2t6xU5j23PU1+pGFacISzV6VX3pyPZvGNj2AHBbXP4Q8HlHbF/FriCFWB7WETCkzR+pPQucuYW0tNKbSWmll87mfF83XxwmbW/bJTeqqDgebLlZVXHNIMUcTiYK5jAoNf1V29lLrRyW1TqKnekELLG74pyiU8mZO4soo8G2VlScAOqv7oxg1ULeo8elzYYQ0/bRalO9VRM+OZevZkMdyJgVb9M05Hh/OmveSZ/gMYSfyD6eo8W1es5nV6zPNcOEklZUnCAq0e8gBp19m7iuFCRebM8ordzy2KLKVA+HJLmlkSoLCH7seEvyYRAYnRUe13tk75zJ85PmBeGXOX7EDBizn79a9hUniPprq2AwI+W65ywKszyK5HNY3b4ntUhBzt32juRD6oY0MCzLMamgirHsU74ea9Vr43r3GpRvTEK3Iz+Xioo1UAuP7CpWtOJ1ibMxxcoPWfGCog6kpZNo4pSPTuSWLO7slDX77dziOIjOddkw1eTEKSUXTdZ6Ju/59qgQ4uSJeXlEAI8A2oI0guLiKNlA9qJqLPv40GxCN4g5dQT1LlyoouKYUYl+x6BekWYDFxrjWGE+cGZgWxgJqzE55nC1qTA6lr5sYYnvqJ+hCNEcrEub7x2Xm85Cp2e5D/snJGWd0DBOQZsw/Dc8Eodoa3pL7TJzNk04xis4Ta8JYV/bRqu+HY7oqajYMCrR7zLWlTUij3WRJMP7E7Enqz6cI0hMTWzTFXf76WexzNdMRHuMYYdlnpwysVrpQI1yTCJ5bcQ8m+KhaHgeKfNnmEeyVwV1KB7RKOeoIupiNkwHzs9Z9SlzZ7XqK04KlegrhmGseCvf9PZDJFFjkSbL3kkn4TgJhbRFNpFup4/SuVv6BnoEj5Fs+iSfZBwrc0ns7FK1qSDZKOKSZEMmeXUuEz9eoQnWuzjX1fA1Vr14H/L0V6u+4gRQif4UYlEo5ZBen7XqRchWPp1Gb8k+E3uf9Adz3TgNeehXtebVrxalYsMje1Z9ip5xPckmk3yOqonafrpM+ihew2dzhuwFtBEEFzpCfCb5rNUnsk9FXkqtHkKnUQ36imNGJfqzjlKpSMZwlCyiKzLu60s1RJ0eTydJiKk2le8h86TvBNpjsGIHO5e+NR80euZIvnTIJmcsje3lCpeFV6QJrwIqgkRynwu5TB2c1epjla3walDZvuL4UIm+IsNa+1ooMj35ptDpER1+IbAO2QUIks4RSX9IwnHSk2m6+PhugJRGy7yLvCmuqxJ4uKH/skJYD9a7D9Z9is2UIgJnkVafK8JU+abi+FDj6HcNtkB4Wh/DJsIXF12i0OyDZcy8VW3Xj2NUqHX4zm0zmnzaHq35PEDKknycNHUKLhrgNsY+dRJJBmqM5i8SJJvCGdyLq7dwUkfKVhw7KtGfUSxMiSDpmOLYRIIFwa/coeTygUUnsEnYNAhzcfHSJ+pM3BgZxxB4OWo2Om81dRTOHtNPrUC+TvFGkdoYB1B1z6H+FSuOD/XXdYaRC4tY8i7nDK+PDsLqkd6AXp6PO6GfntHne52SseYzkcft6rppLiLHSEJz+X4czHVi5dvG0POoJF9xzKi/sIpDo2/Zy9FkmU3LF0NO2bwvzHrWfCJzVxxTkH3vGrbjKOP1B/L95AFdJv/NiVTIqjjzqER/WrA06dfJNGMdnCjJFR3JYJhpQfJDbzU9uQfmrfje8Qs6m4qKE8QqFaZeKyIPich7zba/LyIfFZF74nTbyLkvEJEPiMh9IvKqTTa84hriMNy1DQ7HpKFXVJwxrPKzfx3wgoHt/0xVnxWnO8udItIAPwC8EHgm8FIReeZRGluxAMuIdJORe4e51gYLYvdz2pgi4dYJ2h086JTt9hWyTM9Za+Qca+XH87u0zgw7ZIfaMBR5AyHyplr/FceEpUSvqm8H/vAQ134ucJ+qfkhVrwJvAl58iOtUHBNyfLvSi5lP25aef0Tunsurvw6svj3kzHTSI3QbcZNCIm1IpTaY/Ddme8qL03Qhlyn2PoVdZgdtI2FwlXOoc9C4Ln2xCDRNp+U3TRd5U3PUVxwzjvLLeoWIvCdKO08Y2H8z8BGzfn/cNggRuV1E7haRuw+4coRmnXLMlc1b8BUuIFIZ2xfzugxuXwTVYLWnEZ/LsE5CNnHR4nXzTs6cidJMKVWxM4TuJGeuzHHvKTwyk3zMYtB0k7quE/CTMGnTTb4RdNIlSdOC8HGR7CeB2MW5TPjShGVpmjCvVn3FMeGwRP+DwJ8AngU8CHzvwDFDv9hRBlDVO1T1VlW9dcr+IZt1RrBJvXsBJ0tK5pWIO68ba14ZJHaxxJ+QsleuY8kPWusmBj1Z9oUFrdlaDts6Iu7IPRG3bySQeiJuS+Rp/0Twk3jONEw6EfzU5UmnDp02YZo4dBIJvmk6sp9MAtlPJpHkC7Jvmkr2FRvHoVIgqOrH0rKI/GvgZwcOux+4xaw/DXjgMPerWA+iIwkFIkHPpZtXjTltFlxzyADX/vKolLPIyi+2i5OQw90QvLXme2GJ4uJkrPg0MtWQdZJV1Ekg4EjySX7xObmZibcvPmfo9EI6B/GK+HA9N9MuM3NMb5B9vuYtQ5yg0nZSv/fh8YkgzFI25G7etjUlQsXGcCiiF5GnqOqDcfWrgfcOHPYu4Bki8pnAR4GXAF9/qFZWDGMFTTdXP+ptixyyVI5J59tr0ck0cVuP4D0dsasipRP2qE5Zq2s3zowyjeX8oj6eLPpA7p11bi35jugxenz86NaXat9kIskHwg+dg2tBZoI6xbUaE3kGcndZTgoO45TjhjaSvoTvRsRXsq84NiwlehF5I/DFwBNF5H7g7wFfLCLPIvwmPwx8Szz2qcCrVfU2VZ2JyCuAXwQa4LWq+r7j+BBnCTkvih0+H5d1gaSTrPa57ZGsQnotmTsnHVNq95I6AW+OjSl5Ka3/LP0sIK2RDmCZNS9GoknyDVEj95Mg2/jGBWJPskuWZcgWvR0JO5fmAUP2huSlDZkrtRWkUdwMmIG6Buc80sb2NgIH5LanAVX58wDKDGEyT/az2fgzq6hYEUuJXlVfOrD5NSPHPgDcZtbvBOZCLyuOhiMNNPKpgoZ0edLTdc16T5c363P6PPQdsZhtVrLJ85iUzet8xSlxoH4wyVfW4Yes+aTNNy5r40Giidb8ZFhv16zNY9IemKgbi2jNh3ki+kD6OlNc0v8bwR0oKg7Xhmcts0DqznmQtpNyzG3CV+KzlZ8fr1fwNYVxxdFQ0xSfVow4SOeseu2s+lAyT+f2YYk9k3pnxfe1eu0csQlxeSyccmGYpY20GbPme52AlWxcdLRGS37Sd6pqJPnkiB2z6ruOrbPm8eBajc8uFA+RFnQW5ZwGOCAQvtNQSdFq9yRyt28qs+5RavymfPS3VLKvOAIq0e8SEsklpNDCZVDtKiQlCSYZ24nMEtnb26Wi2JqI3U7Wwo86fdLn7X3T+lC92KWf10g21prPk9HmG9eLlsmRNhPXj6BJkTMT0EmUbQqrPidBg05HiZ+VZM17gmTjwTmNRB87ixmxvojgRFGnqJD1+vwS5foyTa5Gpa6TceJzU/VVr684NCrR7yKcW02+SZb1Ktq99Mm+F2WTOwdjqZfEniz5dN+S8O2yjaEf6wDmxgvYnO5NQf6FNd84I9mQrfnOERtJPks4ZkrWvM17Y95o0nNxLdGqD28DMgsWfg7fNITvZkAsKA4uWPUu6vbmFrnzJGr26lDfhGfbNFWvrzg0KtHvEo46crI0CNO6MStLgreW+9x52Vq3Mk23XaxuX8g5o3JN8cYyas33Rpm6MPI1WfMxZt7bSJvGyDWlVT8prHlniT61X3K0knhoXXxWKcLTATNBJPpARMj1GHufzZC9j45rH7+CJNeUUUuqIeTUNVXCqTgUKtHvGo46WErpHLLG8aoicx1BF06Z1q1U03fWLrXiB9tyCCnCaNqIdCkGcuoBGz9PR/yZ7IkdQEHy2apXk5qYjqeTPJWdsQJtUMQy0Ut0GudesSfMIB78NJYejLVjJb0pqcbOTPMIWnVNeGVomhCOqbLWgOKKioRK9GcFWliXBD7qHI7zETjz5xv4js+std9zxJZOWThcHL2Vbcy2ckq6eH9KqQw6Z2tPqnGB8ENHoJ1Fn0g+E3205gnKk3hFJBRCl1nuM6NAI+ZNRmInIfhp4HE/CSTvYgCS8x68IN4Fq967UDTc+TBa1msYXes13Khq9RVrohL9LqIsbLFMr8+EPBx1E3aOnKeGyH3fwk/XDPtYaMWr1eZXIfuh8QJAHgkLhuCLilZiCN1q7q5P+N4Qvm80FADvEb32n4uCanSmuri/JdxgFq+jgczVC6pK8KEK3scInUnc12rQ9r0YSz69Lkj2w/Q+VxpToFW+qVgPleh3CHPx5WUq3HWuZaz5bts4AQ+mNxgaCLVBa7PncC4jjFKmSQik68gpgm3VqJ4l77pjc5YnAXXaXcOF9bnUxLnTi52lN9dQoIkfvQn9maa5s1N66wiSEq2aKlcpIifIUeIj4WddqKLi8Ki/oDOIo6YXXhmLQivXCbfsjQKW+XXoLHn7thNn/bzxZjLWu0YXRU+yEbPfdATEjqC7jvY0/e4c6clA/Wt3RcXDZyJOtjNzvWWJA60qKtZFJfpdwYjFfs1qjm6TTjzwDGzh7rC+7Brzx3ax9Dp8DavhWzI39+0tS3EN2xHVjJUVx4hK9GcMC/PQL1pnjTeBbeoESpROVrsMxsNcrnfbs35vr1neo7i2dXRnKx/6/8DSwQxHj7KqqKAS/c5hXQt+ITmbkMH+9m6ew//y9bTfWZgslnPJzBahdLKWBUXyDfvLUpLh3NSXSnpVpJJGnrYXsko/lj46R3u6vmY9X4spO3Nlfl85ke7dlE7k+UlsAjSXgvYr+Vesh+qMPc0wDsO5PPReQ+y5xdCgKHt8L9rGHDOUV8eGWK4KQ/CZ2NKyzT0/F1Y5EFrZDBBsInFLyJGgcwx9QyZ4zYOfus8a8tDHTk3oom4AVcWrhKibCXEQcMivrx58zHzpY26z5JTVNmTa7IVZehfCLFsJA6VcWyNvKg6NSvS7hBR9UVrDFmXWSIpIkURaksg/lBwp6VgMic9lrDSpiW2OGxm49+LPE8i8y+ei3RtLTFYmaQTsUO75mN+GlNvGDpQyA6d8DqHsygOGnDfaJTWbKNpoiJrJoY7MyTLqtfPcxvuIU5xILEAyP16BFFef35DE5ByKIZYaP1MaKdv68FmbJnx/vulGGrdtHHC1xRJZxVahEv2uoCT5VUPu0kCpHtEQiMVrTJc7UF/KJi1r47m+IPMyxQH0B0utSUQlyXcpiRsGc8/bTJU29cFE+nVfi/QHYdJuZOxE84RTiAOniNWibBoETaE5MWsljUAr+DxwKvagIjmXTTo397BproSBVOrCW4CVynwTOr6h593EgP1q1VesiFUKj7wWeBHwkKp+Ttz2T4CvAK4Cvwd8o6p+YuDcDwOPEF5wZ6p668ZafsYgyzJVxrwoNgNlZ8lr/9wUEw6Z7FGdr6rkzbD/RDqtdpWWIillfX4srr4cIesE2qSFyPwbihkwlOQaidWjernnU26biQtWfU49bLNYRpLP2SqjNT+NJD/VMDWR4CcecYo0GpWhfmelJDlGwAfZRWfhXtKEkbIhxl97PoH8ubLFH0bL2mRn6Xk5VdCmy3+jGkoPTiaI+lBvFtCrNaNlxWpYxaJ/HfD9wI+abXcB3xmrSP1j4DuB7xg5/0tU9eNHauVZR+F8y5bvIqs+cUe26KNU40FcsNCTHa/JoVre1pJ8TMCVOoBsXQ7INlliWDACViQW8E4DgywSyTdNrBjVxCRmhSUfi26HBGauyDtPntQuT8FPtU/yEw8TRaYe12ioDuU05pH3+SsIH0/iSFfBty4szwSdmTeLAxf6rux47ZzEIfqmsOwT2XtB1IV+mfRcU7pijcQ/6Z5vzWhZsSJWqTD1dhF5erHtbWb1N4Gv3XC7KixSoY1V4617lrVky1uTbOMD8WTRZkhWjgSf5zG/SyL1njXfjkg5qv2BUUPWZyJ7Y9Vnko+OR0lSTrLmJ42x4lNFqaTHS85UGSx3yda7jySvkeT9XiB4ph439TSNp5nEufM4CURvX4Z8JPvWO1rv8F6YNQ4/aQzhg0+DpYjWfXQYxxJSwdFbkn18PA2xn7bPfZqkNI3pJBRJln0l+4ol2IRG/03Aj4/sU+BtEt5/f1hV7xi7iIjcDtwOcI7zG2jWKcHYaEg7ItRCDSFkB2y0vEU6B2zKo54zdcFQGcE5kvcaNHvvu7nVkQe0+bGUxCIhH0wvusbUiMU1nWQzadBJgy3+rbEmbC4qMlRFylr10ZL3e5Hkp9GK32tpGs902jJtWiaNZ9K0NKJMnO/JN6qCV6GNZH/QOg4mDW3bcnDQBMJvNLQvZtTkqtHtIac8CM8+OVUlSzmiIZ+ZatOFrNq3ptYjE0W9z87ZKuFULMKRiF5EvguYAW8YOeR5qvqAiDwJuEtE3q+qbx86MHYCdwDcIDfVX21CdsKKkS1WjKPWVLEoOP2SVS/Jlm+JhmRB8HQE38XaJ/mmL9l08wHZpqfVF0H2LvgO5vLZlCRfSjaTBiYOJl2BET91WY/XpMEXko0leZ1qkGr2Wtw0Evx0xv6kZW8yY+o806alEc/EeSbSb/tMHV6FA99w0DYceMfV2YSrjedg5pm5hplr0AOHTxFA4mK4pvWVRMtec08bnQDRulfFJQd4cs56j0waVH2ISFKFyRQ9uLrab6LiTOLQRC8iLyc4ab9UR0y2WCwcVX1IRN4CPBcYJPqKASRrXgYqSpUZLC2yyDuwPWrEiezxMbjSHt+zIumRvJVv5kIqh6z6RZamKxzFieR7GRuHHbA+yjXeOFzTFByv0if8aV+Tlz1PM/VMpi170xn70xnnJjP2JzP2mxl7bsZe0zIRjxNPY6z6A9/gVbjqG676CVfbhitNy9VJw+WDCVebCeKUmWvwAorDY30RqWMNy8GxLV2+/xRzry7G4Ct4h2gDbfQnWAnHe7StRUkqxnEooheRFxCcr39RVR8fOeYC4FT1kbj85cA/OHRLzxps/vWh4tjLoBq1+G4uMcxSKcge4sAfc/tI8J18Y0g+SjYLrXno9PnSKSuus/CHSL5p+jr9YAFw6YdVmnDKHFaZrXrNlr5Ogt7tDMlft3fAucmMc5MDzk+ucq7pyH4aid4ZovcqzLThwDdc8Q2X2ylX2wmXZlMaURqniARn7oFAK4oSSL/7froV8VHGMcXHxYewS/Ea+sI2vj1NfBh34APpS9OGGPvGU+vKVoxhlfDKNwJfDDxRRO4H/h4hymafIMcA/KaqfquIPBV4tareBjwZeEvcPwF+TFV/4Vg+xWmDJCekJXu3eKDUosslR6xEuSTLNQPx82CscUPyifiNZCNJI15gyY+WDOw10JC8mIibSO7qhLni3y5Z8yluXox8IzmUsisdGOQaJh43bWkmUa6Jlvz56dVM8hcmV9h3M/bdjKm0TF2LM0PKPFG20YYrfsIl13KlaZi4lsZ1jtxL+TFMaFWCZZ9Hx2ogcw8yJRC/V3wbid8H/4o0DtdokKu8D89h0iCtR5pYUzYtt3XEbMUwVom6eenA5teMHPsAcFtc/hDweUdqXUWX52TVJFeGaHsEn7aRBkp1ZD9/jTDrkXy04Ockm9KaL9owirG3Epv3xco3xqq3o17LfPO9ylGmoEga+SoTxTXKZBIcr3tNy7nJAeeaYM1f1xxwfXOF65oDptJyzoW5Mzq9V8eBC0R/2U+ZSssVH6x5F6fiUYYUCBrn3gXJLBYYl5boHA8SlLQaYvKbIEGRUiTMzKCxxvWt+taFAuJVvqkYQB0Zu20YsuZLjO3LMfNxbrd7icP6jWSQZZyiCYmgC0u+I3f6ZG4JvZRtVkFpzUMme437NMbd25w2yHBOm0z4ea4hZrFRpPG4JoRQ7k1a9iczzjVhsiR/3l3lnDtgPxJ9YzK2tQRn7GUNJD+VlseLz+tjvH0IwXT41sfKUrG6VEucok+hBd8Gkne9tktMsyAx1YMgMytnxd9CrCtbC4hXDKES/TZhIEZ+LrlXuW9dGKseJ+O1Yi3JF6Rujxkk/JL4F2nHQ1krc5oHY9nnpGSpU6Ar4u2sZW+KfcRzUtUonEZODNE0jShT17IXNfkk15xzB5nkz8kBU5kF7T2SfYvjQBucKo2VdBrJss6eazloWiZNy7RxzBoX5JVG49RFCdnCJmW5w94IWyfBom8c2oY3PUmdITFcdbVfQcUZQyX6bYO15odkmtKSX6bbe6AZsd4N2c9tL29bHmNDMUdGwK6kz49hRKLqlQtM68LglKIVuxGqwUkq0WE6SYOiRJmIz3p8stITye9F6SaRujPWvRdh3wmtOqbSMpGWfTfjspvQxGgd5zzOaRiRnFIfp7aJ9jqnMrVyl3a5iLIq0hsnkhcnc5GsFRWV6LcFy6zzQzpiD4vRPPbLSOQw5L4skmhsRPDII+tVhho6LatDUVNHc2RNtxw+aNDdA8k3SafXEC7ZIjhRGg37rD7vjF4f+LjfzfbKC9rPYzupIT95irwawgn/Rip2B/WXsetYRwvfBUuvJPWx5TWwtIxggSYEQwaLnILkI1JsvdXu0/F9ku93fDLUCS1rX5KuKioOiWrRbwvScPgxeB8cbhq1mKNcM+n0Qn/AEvRlG+t8Hbt+iTykP2nG2t+eBknB8giiRVa8KQBeFv2GQgIBUsrhTrrxWbKZuDZHzDQmbt6RBkt5ptLlk3E4msi8rQhTaeLUMnGeqQsDrSbiu3BLp4iLOX2iUzz7EaJGPyTdhBw5MVRVpHvxyf4L15f5Vk1fXXGmUIl+W6EevJuvAmUPUR1/jbcVpCzhD5H/giyTR4aT8DmscFxqzZGounJ5/YibcsoVpWyiMDs56OnbqYhI1MldJPtE8lPx7EUnbHLAnpMQdXNODtiTtkf0CBzoJGj1hldbJMTWuwn7bsbVpmHaTgL5Ny2zJuTBabND1jhle1E22jmWG4VZjLyJWn2Wb8befkxnW1EBlei3D+pDGblIhqqdtqtqBjiNWPbitZdTJTthBwg+p1kprzHGEavExy/Cos4m7S+cjLhE7Kbeqwmt7Fn0zljGLkWyROdnInkXrPmUz2bPtV3Ejcw4J4HwL7irnHNXo0O2ZY8ult6ro5UDLuuUPW2jtNM9kzbmwvEIV9sJ7dQx846DtqVtY5qGmYTY/pngmxA335U0DBE8LkXc5Hl8JrHYSf95mTxItdRgRYFK9LuAJNvkde1b+mng0lzSrLhuI29SPD2QslkOwsg2OX5+VZQknqx6CB1Utjy7FA+lNd+bTLnAlUIrbahijqOPJN94Jk0i+S7VwXl3lfPNFS42lzjvrnDBXeG8uxIsenxIhZBlKDjAcU5nHGjDVGY85vezPt99TY6DaRNCLtsmpzX23tG2Dm0VP1WklRhHD24S4undTPFNCIvPJRKb/sApbRzSSm85d4674I+pODFUot8mLNLpbex64vxE7uVxmZiNJa8ducdk5905Zedg5wXmwizHEPPMCzHMMmnzVkO2o357A4BMTdge+RvSkz6xlwOnQqpggvQRK0a5RPBNsOLtIKnzzRUuusucd1e40T3OBXeFC3LAeTdjijKV/vtTi+dA4bIGwg9yz0GM0JlnWZ/SG0eiVy/4Noxn8LM4GnYWErFJS5wLfgYyAZmFKluN027glM39k7N+uqrTV8yhEv02Iss3hU5vLXstQgcTuVt5JFr+Noa+N0Cq7ATstaBvzZdO2SFdXwTKITsifbLv7SpIPuae7yx3yaRma8KWdWF7GndviiUCJ4qb+JD2II+GPeDC5CoXmitcbC5z0V3mYnOJG93j3OAuc9Fd5by0XHDCvjRMaWhMh9iqckDLgXou6wHnNcg+e9KyJ2104HbySSJ6n0fLCgdtsLx9G3LbpFQI0oLEVAh+Ai7WDtBJGlnrkFmX1VNcHIw163eWVaevSKhEv20YsOqtTh82RC1GPaoSkouZDkB8cPL1RqsayUYgSDjQt+wtEskPtc9uL49x0nUIplTg3HtK+oyW5C3xN12BkZzfJleSokf6geRLp2aY40CaTrLZa1qumxxwfnLAhckVrm+ucH1zmRubx7nRPR7nV7koynnXcF72mMpAlJP5QFf0gMs647xc5bx01n1InTAfmqlp8sJMQ/1Z713OWikx/41rY/rlFmQaLHxpggGgEwcp903jYBaeocRUCFp1+gqDSvS7gkjm2SFbRtUYC75n3VurviR7EcZCJ7sqU4VWvy4W1IWdc75aa945o81Lrg2bpznr3Vr1GhydMVulRGt+r2fNX+G8u8rFRPJNR/I3OvgUt8++TFf6iPsyZV+m4Q1ArnBOLsXRtbOo25uRtNgyhMFp27aR7JM1PxNkGi39Wcho6WZ0Fn3jUOeRpnsLomnCc3YzcDXBWUUflei3EarAgHxT6vSW3NN5keBz9E2+nrHkDdnnW5oonV47xsh9mYPWEns5YtOGAZYknwuNxCRmvbzzZRhi0uNlVLohWvMhidksWvNdlsrrm8tcdJe46C5xo7vKTQ4+xZ0btuKXYCoNT2jOM5XLTOUq00jwTjxewzPwCDPvMuF7L1xpg17vZw0yAzcNxrifkAk/afcyE9wkyDdJwtGYR0dmgjYNNL4mOKvooRL9jiDLNwMDp1KJuWDVmegba9U7OoIdcMbOEbydz2n1Syz77HgdDuvsZBtD8qayVJJrKC15m4c+EXyUZzqLvu+EdRPfc8Keaw4yyV9sLnODu8QN7jI3uivRkj8cyVtc784xlQMargCP0aAhJDPlsd8LFaquzCbMWsds5iJxC751wbKPVr2bCX4StfoZuQC6uNQ5Gqds08BsZnwfNfqmIqAS/bYiWvW9WI9SvoEe4c85YzFvAXG5J9k4Q8aD92d9yaYcATsURWQLmyeST1pzJvgUN05YzwOIkhVvI2yGLHlCyb1GmUxiSmITaRNkm0thcpe56FquH9PjD4F9mfLExgGXgMe5qk3OehkKloTKVAfecdA2+LahPXDoVPEHEsMsySGWvgnOZzeJg6wmDp35SPI2HLVG31TMY+kvQUReKyIPich7zbabROQuEflgnD9h5NwXiMgHROQ+EXnVJht+VqApzW/eYEg3537XvhWepBpfHDuXZtgcX05pv73vMsIfip8v13uDoYwlb0a99gZLpYFCMd/LnBM2xcvbKZG9C5kj0wCpvSZklkwx8+fdlUjyB1wUx3m3t/jzrYmpNNzU7HOTm/GpzWPc2DzGTc1jfMrkEjdMrnD99ArnpwfsTWY0kxaZ+uxbSOUPQ3Us45Ow5RPjcpa9ooSDFNE3FWceq3T5rwNeUGx7FfBLqvoM4Jfieg8i0gA/ALwQeCbwUhF55pFae5ZRyiXeEHveNtAhlOQdt/XIvny9N9vmBkv5NQk/k7T095UpDsyoTxVD8MV6GiiVUh30UvyaOaIx2kZjTvgwQOq65iCT/YU4IOq8KOfdao7XdbEvU250k+jkfZyLzSWuby5zw+QSFyZXuW5ywP50xnTaIhMPjeaC5oPO5t7AsEjy5QCzuH3l+sIVpx5LfwWq+nbgD4vNLwZeH5dfD3zVwKnPBe5T1Q+p6lXgTfG8ikMi53dPhG4sfR2y9EtCLki6J8l45kh/ULcfWy8xpMtbJ2y5bK35piP+QPKWwAvrvTdpTneAI6Y88CH3vHj2XMvEtTGHTUhvcEFmnBNZOcLmMLjeneOiEy66qzFG/zLnm+AQPtccsB87oqYJRI/xM/g5go9yVn4+hOdVjElIOZBSKo2Ks43DdvdPVtUHAeL8SQPH3Ax8xKzfH7cNQkRuF5G7ReTuA64cslmnDFrINqPHjVjy0K/l2rtu3L9sBOyq+vyi3DV2XyJ1KytkR2wX/dNLWJbITZjPVFlMWiYwi7ltGpcSmIVpT9Ky59yGdPlFOC8NF2QW0irE5Gl7bsaeCyQ/iSUOJSU7i4nNepkti6ijXHELM4fOiq/56SsijvOXMGRKjLKGqt6hqreq6q1T9o+xWbsH3UR2yQURM2KkHLs8h/LcoeMWacKLOgO7f/A4jERB/nWNET7psFRBKpUOjATvxLNHG9MbHD/RhzTGsEcbB1TNYlrjMIpWYhrllGkzk3zuwExSt15nOPKmVC35CoPDEv3HROQpAHH+0MAx9wO3mPWnAQ8c8n4VCVG2GSzTt668Uuw/1ICoo8AQuo50AtmyHzy/v9rlotfBw5yxM5oTrq46iRnsU377lPM+5cFPqZMtBqtQ2X0WpV8kb69WfcXhif6twMvj8suBnxk45l3AM0TkM0VkD3hJPK+i4tBYt1rUosMD6YI7ofJNDf0OpqHLiJkKooikcRADFxj5MIOdZLhof15xZrFKeOUbgd8APktE7heRbwa+B3i+iHwQeH5cR0SeKiJ3AqjqDHgF8IvAvcBPqOr7judjnAGMafVDss6mLPMhnX7RSNlNIP0i56z1MTKjZ/XaerHWQg61YNPkc/6ZEJ15/ETYiGMqwjRWq0qFyJOs5FIFrCKqqBdhZCSd3gQ9v0eNtqkosXTAlKq+dGTXlw4c+wBwm1m/E7jz0K2r6MPmssnrxT47QjYeK54Qb21hM1cOkehQxM4qWDcaZ+gSS6QaW2FqaD9JqpY+uSeCD5a0Zw8frOwTIsVz0nBOWi5ICO3clxnXNVeDU7ZpY8lB31WgEumFVnbhpF0hEhuC2ktw5iQkOGtatK0Jzs46are/7Sgib+ZCLNMxdl+xvbtO4ZAdirVflp2y2CaHcBT3Im4s5gZckTyqPRLvW7JjztiuRmyqD2udsXsx4mZ6grLG9e4cF0W56C5zwYUUDNc3Vzg/uRqqXE1nNDEJW2/gVIy0SSOAfSN5IBVxlCwTO7I4DqdN8fRNU+WbM45K9DuC3ghZ65DVIqa+JOuhEa1DZD93QztCduBai3LjrAMTWgmwaESnLf5dSjZIDOmKJE8m+S7qZhJJ/lyuC9ueSGilxU3Nfkie1jzKpxSjZM9NZkynM9zUwyRUn9IJ+GmaQnIzP0l5fkLFKU1J4JqmP0J2MkEmk5DwrDnZz1mxXai5bnYBNpulBAtPLAlLHCg0Jt8QLG+1ZKoa893IYoIe6hCGUiwswwoWvJVibPHvUpse3JbDEiPJmxj6iYRp383YdwdMY874feFYB0oNYV+m3OQOuKyXeGTyKJd1j0em57jUTnl8b4/LswkH0wl+LyY5O1BkRpf/JlryfhKIX9qYzXLaIK1C20DrYTIJ31PjYTrtOveazfJMohL9rkBjJEZKYhZzvKtzSFmIJB1v5xC0+iGyX3Zfu1yS/Jg1P6b9lxiIBc+ELwwOluoPkKI/cjaOjO0VAo85bpJsk+LYz4mcSAx9iSc05zngMR7TR7js93h0co5L0ymPtXtcaScczBrameNg5vB7EkoMTkPmYZkJPuaoD7Vlg1VPq8gkZnhrPeJ9rEGg4fcxCX91PeDskH3hlB4aJTw3RsW+GZ8iVKLfJegSq76RvlXvXJeiOKJH9iUsMS+QZhaSfLm8LPTPwkbc2Bj65HiNWn0mdkv6KfVBXHYS0x9ISH+w38zYd8GSD47QlvMnbM1bPKm5wGV9lAP9BJd1ymU/5ZLf4/JsypX9SSgm3jr8gcPvaagdOxP8HvgZtK3gZtDuuZCn3iu+bXCtIlMNGU41pK9WnfTjilpB2/bUkZkldnGG5BcMHhMbzABZC8wdwCkh/kr0u4Qo4aASipFIYdWrAMaqT+d4hsnepii2y7379ZdXJvkhDKU+gF6u/Ky5mzcPTQRv5JyelW+IX6M1Ly7o8iEP/YxJ1OZTIrMLzm88W+W6eHKzz4E+zmP+YS5Ppzzu97i0P+VyOwm56meOK/sO76GNRUlaHwhfWqWdhbKDfiaId8hM0alDtYkEH8pKCsF/kX8T6VmfFrIX6XwQMU2zpLw/cf9CaIxe8+GPoqqhA/DaJ/4dJv1K9LuG9DruIqGrdqX6jFavjlCMxBkz2YRUDso4I/eDQo8/DMmPocyDY5KZ9VIAzEk2Jk1xtujTcpJtdE6fD47YGee3IAplX6Y8uWmDhKNTHvf7XGqnXNqfcqWdcHXWMIsyjt9LJQWDjBMqUkUJJ2r1MnWIbwIp+SZ8Z5NATqFAPH3SFxfeEneV8F3TWe6W3ONcSoNiCOZ3rfG/lKVPCf8xCI79XSb9SvS7iKzThx9jLkaivrP0vQvE35Nw+oSeSpmOSjmMELxd3hDBW52+N/jJOF0H89oQrPhkzXf6vM/JzKxsE9ISz0482mYM17tzfFrzGJf1kzzu94Nj1u/x+GyPq23Dwazh8syhM8HPHO1elHBaom4vQbppI9n7oNO7VmFK6NTp5pnsnUNci7YtIi6Svd8N4jIELymk1JK7IX9gsUVv5E9RH0JUfZC+EFN5LZG+j9a+SiD87Ddjq59dJfpdxCKr3kUJR4KFItDtSxKODBP+ovstXYbOOlo1oZZ1vKZL2sRlhSO254AtHLFWp7eO2D3XMhEfLPkcVum5Ts6t1sYTwJOaCzzmH+WRycM87K/jcb/Ho3t7XJlNuLQ3ZTZzHBy4INEcJIs+WfJBv/fT6JhtBWkdOnXxd5GMgPhmRiR7SW+BEuvLRv+O+s5i3TbiShJNsuDj+ABpmj65S5/oZYTo1ZA8ju4zSyT9ZHhY0hcfz2uilR+Mrkz60BH/Ipzws61ED+M9/rb90C2MYxYJVnsuMZgs/VRUHIzlQn/0RCnbSHF8754jJD9UFGUR2c+NaJU8xL8c/ZqWU+71Qas+5aKP66GPCAOkJm4o4ubkRsOuij/WTPikf5xPNI/yycl13DA5z6PTK4HwDybMpj7o71MNRH8QC4ancMtZIn6Hthpq0HoF7xA1ZK9Nv5MnWvdtm63WrZQpkhXfNIG4myYOBnN9gk/7IVv5GcVvOxtBLmxLFnvQNaMUqj7KnC6HLSfDKrwJN8bKTwS/+G2x1ynAiXSqZ5vox3KC7EJFZRNu2XO+prQIKfY+7bN6/VD8/CYIfh0s6giS1g5zWv1QqGUn8STpxpsc9F0e+nNyEOfbRfIQJJybmkf5A/8Yn9Jczw2TSzw83eeTk+vYm7RcnXhmsfqUixWowrKEAiWT4JR1jebi4epS4XDtRsx6RSaTXu7OZL1q22arNTslJViv2dKHk7X2JUk0zbAVn0b9JhnH6vTpfJj/vaXPYn734j3IMOHnZ5Tenp3L/6tO+mxW+k/0VEP7RnCMz/VsEn3+EZhQrIjQ2wYn1UIn5TbAFgYfiquHzjFbhk5asl/1c65D8mNW/Zzz1S7L/P60Kp2Vn8h/yFmblZ+U4walwUeLfhbTHmwf0QNcFMdFd5kb3KVcgSqVGrw0aZlNGpi4OCKWWDQcU0s2zWPxcK9o68EH7V69D2SoijiTtFkFaBGaLFNkbX+RVHHchJ8IPJaiHCX5ZMWL2TZQujJDtf+mm37LTZMJX4lvxESL3ztwhXUPgfBNOpJF/q5h2DeCqPsfwziHs0f0ZaxtudtJn+y3HOqj1WWTnUGnO2bd0Dhm04/eOmhXcVjZax8j5nV7s9IjfvoSDpCyVjohRNy4NmaHDAnNpnim1zB+fhHOu2muQnXeBaLfc7NQNGWg+lSqMjVXGD37NqJ16zp5D6ehXCGESJymCRp90wBtR2QwYrlGYnJBOszOyOMg/ETylsidGyb5bNkbg2GI5NO6bW/672Qfk4u+jBXI3spD3o/6AxYhdw7ehedKs3GyP3tEH5FJvrTu1Hdkv+1I8g3G8QqdfLP0XBlft9stxp7LqiNhh04dOK+X14a+fr8wq7Cx6C0aPA2x0MeWpnjalynnJMT5h1QNbZSePC46mTUOlkudeI/kJZG89ipSIZKJUp0gviNCAVQimUlHZDBuuWokPXFxPZHhJsm+eOsOBF8UPBfXdQBDJJ+cqUMGnbXh0m83foys4Yvkz7qU7FV7hN/DkpKOQ89VdbNqwnb+4o8Tlti39BV+o1j2VjIWPjm0PnqPI4ZaLrr0yFc0mMysgESHbIOPMo4/8cpS62IqdKmU46jerigJ8z4K+lIW2HknYQzm8y8JqAxLLI/pLcv8/2eTYxOSNU8hO1pJJg+4Kxyu5vgeyQ+Rf3F8d2232ucZIvHYKeXpMNfYMM4A01WcGch2k/i6aGIiIpc+1zZ/vm0zmobI+yTvt2U49LcjIp8lIveY6WEReWVxzBeLyCfNMf/HkVtcUVFRUbEWDq3Rq+oHgGcBiEgDfBR4y8Chv6qqLzrsfSoqKioqjoZNvW99KfB7qvr7G7peRUVFRcWGsCmifwnwxpF9f05EfltEfl5E/szYBUTkdhG5W0TuPuDKhppVUVFRUXFkoheRPeArgX87sPvdwGeo6ucB/wr46bHrqOodqnqrqt46Zf+ozaqoqKioiNiERf9C4N2q+rFyh6o+rKqPxuU7gamIPHED96yoqKioWBGbIPqXMiLbiMinSQyCFZHnxvv9wQbuWVFRUVGxIo40MlZEzgPPB77FbPtWAFX9IeBrgb8uIjPgEvAS1eNMjlFRUVFRUUK2kXdF5L8B2x7B80Tg49e6ESugtnOzqO3cLGo7N4fPUNU/NrRjK4l+FyAid6vqrde6HctQ27lZ1HZuFrWdJ4MtG7dcUVFRUbFpVKKvqKioOOWoRH943HGtG7Aiajs3i9rOzaK28wRQNfqKioqKU45q0VdUVFScclSir6ioqDjlqES/IkTkJhG5S0Q+GOdPGDjmFhH5ZRG5V0TeJyLfto3tjMe9VkQeEpH3nnD7XiAiHxCR+0TkVQP7RUT+Zdz/HhF5zkm2b412fraI/IaIXBGRv3Mt2hjbsaydfy0+x/eIyK+LyOdtYRtfHNt3T0xs+IUn3cZV2mmO+3wRaUXka0+yfUeCqtZphQn4v4FXxeVXAf944JinAM+JyxeB3wWeuW3tjPv+AvAc4L0n2LYG+D3gjwN7wG+Xzwe4Dfh5QkG8LwDeeQ2+61Xa+STg84F/BPyda/SbXKWdfx54Qlx+4Uk/zxXbeD2dv/Bzgfdv47M0x/2/wJ3A116L7/0wU7XoV8eLgdfH5dcDX1UeoKoPquq74/IjwL3AzSfVwIil7QRQ1bcDf3hCbUp4LnCfqn5IVa8CbyK01+LFwI9qwG8CN4rIU7atnar6kKq+Czg44bZZrNLOX1fVP4qrvwk8bQvb+KhGFgUuwDUp7LvKbxPgbwE/BTx0ko07KirRr44nq+qDEAidYNGNQkSeDjwbeOfxN62Htdp5wrgZ+IhZv5/5jnCVY44b29CGVbBuO7+Z8LZ0klipjSLy1SLyfuDngG86obZZLG2niNwMfDXwQyfYro3gSEnNThtE5N8Dnzaw67vWvM71hF7/lar68CbaVlx/I+28BhiqoFxab6scc9zYhjasgpXbKSJfQiD6k9a/V2qjqr4FeIuI/AXgu4EvO+6GFVilnf8c+A5VbWXLi4GXqERvoKqjPy4R+ZiIPEVVH4xSwuCrm4hMCST/BlV987a28xrhfuAWs/404IFDHHPc2IY2rIKV2ikinwu8Gnihqp50mvC1nqWqvl1E/oSIPFFVTzKJ2CrtvBV4UyT5JwK3ichMVX/6RFp4BFTpZnW8FXh5XH458DPlATH3/muAe1X1+06wbRZL23kN8S7gGSLymbEy2UsI7bV4K/A/xeibLwA+maSoLWvnNmBpO0Xk04E3Ay9T1d/d0jb+SVO34jkEZ+hJd0hL26mqn6mqT1fVpwM/CfyNXSB5oEbdrDoBnwr8EvDBOL8pbn8qcGdc/kLC6957gHvidNu2tTOuvxF4kOBMvB/45hNq322EaKTfA74rbvtW4FvjsgA/EPf/DnDrNfq+l7Xz0+Jzexj4RFy+YQvb+Wrgj8zv8e4tbON3AO+L7fsN4Au38Tsvjn0dOxR1U1MgVFRUVJxyVOmmoqKi4pSjEn1FRUXFKUcl+oqKiopTjkr0FRUVFacclegrKioqTjkq0VdUVFScclSir6ioqDjl+P8B41xJ3j/wW+wAAAAASUVORK5CYII=\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": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Phase-locking Evoked+Induced')"
      ]
     },
     "execution_count": 63,
     "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": 64,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Power Induced')"
      ]
     },
     "execution_count": 64,
     "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": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Phase-locking Induced')"
      ]
     },
     "execution_count": 65,
     "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": 66,
   "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": 67,
   "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": 68,
   "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": 69,
   "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": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Source time courses for one epoch for all vertices in label.')"
      ]
     },
     "execution_count": 70,
     "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": [
    "# 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": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f0b6ae12790>]"
      ]
     },
     "execution_count": 71,
     "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": [
    "# plot evoked source time-courses for all vertices within label\n",
    "plt.plot(stc_evoked_label.times, stc_evoked_label.data.T)\n",
    "plt.title('Evoked source time-courses for all vertices within label')\n",
    "# Note: change in \"sign\" even within label\n",
    "\n",
    "# plot mean across vertices (taking into account the sign)\n",
    "stc_evoked_mean = np.mean(stc_evoked_label.data, axis=0)\n",
    "plt.plot(stc_evoked_label.times, stc_evoked_mean, 'g', linewidth=5)\n",
    "\n",
    "# plot mean across vertices (take absolute values first)\n",
    "stc_evoked_abs = np.mean(np.abs(stc_evoked_label.data), axis=0)\n",
    "plt.plot(stc_evoked_label.times, stc_evoked_abs, 'r', linewidth=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Functional Connectivity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "subjects_dir = '/imaging/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": 73,
   "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": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading labels from parcellation...\n",
      "   read 34 labels from /imaging/olaf/Workshop/MNE-sample-data/subjects/sample/label/lh.aparc.annot\n",
      "   read 34 labels from /imaging/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)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "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 (filling the upper triangular region of the 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)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "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 = dict()\n",
    "for method, c in zip(con_methods, con):\n",
    "    con_res[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": 77,
   "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)'}>)"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mne.viz.plot_connectivity_circle(con_res['pli'], label_names, n_lines=300,\n",
    "                         node_angles=node_angles, node_colors=label_colors,\n",
    "                         title='All-to-All Connectivity left-Auditory '\n",
    "                               'Condition (PLI)')"
   ]
  },
  {
   "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": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading forward solution from /imaging/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/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": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading labels from parcellation...\n",
      "   read 34 labels from /imaging/olaf/Workshop/MNE-sample-data/subjects/sample/label/lh.aparc.annot\n",
      "   read 34 labels from /imaging/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": 80,
   "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": 81,
   "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": 81,
     "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": "3.8.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
