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@wmvanvliet
Created August 25, 2022 10:46
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Exploration of regression methods for correcting EOG artifacts in EEG data.
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{
"cells": [
{
"cell_type": "markdown",
"id": "1de4bd69",
"metadata": {},
"source": [
"# An exploration of old EOG regression methods\n",
"\n",
"Which one is the best? What do the sages of old have to each us on the topic? Let's find out with MNE-Python and its shiny new `EOGRegression` class!\n",
"\n",
"There are two publications here that we will look at in detail:\n",
"\n",
"`[1]` Gratton, G., Coles, M. G. H., & Donchin, E. (1983). A new method for off-line removal of ocular artifact. Electroencephalography and Clinical Neurophysiology, 55(4), 468–484. https://doi.org/10.1016/0013-4694(83)90135-9\n",
"\n",
"`[2]` Croft, R. J., & Barry, R. J. (2000). Removal of ocular artifact from the EEG: a review. Neurophysiologie Clinique, 30(1), 5–19. https://doi.org/10.1016/S0987-7053(00)00055-1\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "0e9707fa",
"metadata": {},
"source": [
"## Load in the MNE-Python sample data\n",
"\n",
"Everything works on MNE-Sample!"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "7131e46c",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import numpy as np\n",
"import mne\n",
"from mne.datasets import sample\n",
"from mne.preprocessing import EOGRegression, ICA\n",
"from matplotlib import pyplot as plt\n",
"\n",
"mne.set_log_level('ERROR') # sshhhh\n",
"\n",
"data_path = sample.data_path()\n",
"raw_fname = data_path / 'MEG' / 'sample' / 'sample_audvis_filt-0-40_raw.fif'\n",
"\n",
"# Read raw data\n",
"raw = mne.io.Raw(raw_fname, preload=True)\n",
"events = mne.find_events(raw, 'STI 014')\n",
"raw.apply_proj()\n",
"\n",
"# For this exploration, we only care about the EEG and EOG channels.\n",
"raw.pick(('eeg', 'eog'))\n",
"\n",
"# Bandpass filter\n",
"raw.filter(0.3, 30, picks='all')\n",
"\n",
"# Create epochs\n",
"tmin, tmax = -0.1, 0.5\n",
"event_ids = {'AudL': 1, 'AudR': 2, 'VisL': 3, 'VisR': 4}\n",
"epochs = mne.Epochs(raw, events, event_ids, tmin, tmax, baseline=(tmin, 0), preload=True)"
]
},
{
"cell_type": "markdown",
"id": "b50663e3",
"metadata": {},
"source": [
"## The orginal data before any correction"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "3541c4bf",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x302.4 with 7 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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27WPIkCHccMMN2d5scNmyZUyePJlBgwZRrVq1KCfMf9avX8+YMWMYO3aszmqJoMB7OswsHlgPXOjuKZmWtwIS3P1vud2Wig7JK+5O//79GTduXNBRcmXx4sXMmDGDESNG6PLPeWDHjh0MGTKE3r17U69evaDjHJfDE18rVqxIjRo1WLduHevXr2f//v24O+XLl+eee+7R70sm33//Pc899xyJiYkq4CMkPxQdVwAPuftFRyxvhYoOCci7777LoUOHaNu2bdBRcm358uU8++yzJCYmHtO4vPze999/z8SJExkxYkSBuHT2p59+ysGDB6lRowbVqlXTZfeP4vPPP2fBggX069cv6CgFUk5FR7TuMnsT8HI265qb2VIzm2NmWc7kM7PuZpZsZslbt26NXEopVObMmRNzZ4fUr1+fnj17kpCQwJ49e4KOE5Pmz5/PSy+9xPjx4wtEwQHQvHlzLr74YurWrauCIxeaNm1K9erVmTVrVtBRCp2IFx1mVhS4Gvh3FquXALXc/VxgIjArq224+9Pu3sTdm5zITbhEDvvss89o2rRpTHav1qlTh0GDBjFgwABSU1ODjhMz3J3JkyezZs0ahg8frjH9Qu7GG29kxYoVLFu2LOgohUo0ejraAkvcffORK9w91d13h5/PBk4ys8hdg1ok7NVXX+WGG24IOsZxq1q1KsOGDWPQoEHq8cjBhg0bmDJlCoMHD+aBBx7grLPOolu3bkHHknxi4MCBPP/882zZsiXoKIVGxOd0mNkrwDvu/nwW66oAm93dzewC4DVCPR/ZhtKcDjlRn3/+Od9//32eX1I6CBs3biQxMZGxY8cW+Dke+/fvZ+XKlaSkpJCSksLmzb99jzmyx8rdSU9Pp0qVKlx22WX8+c9/jsleLYm83bt3M3DgQMaPH1/g/w9FS2ATSc2sJLAWqOvuv4SX3Qng7k+aWU+gB3AI2Av0c/eFOW1TRYecqP79+zN69OgCM6P/8FUmC9J7OiwjI4NPPvmEefPmUaRIEerXr0+tWrWoVasWlSpVOq6rcoocac2aNTz11FM8/PDDKk7zQOBnr+QlFR1yIpKTk/n222/p3Llz0FHy1PLly5k6dSojR44sEB+aK1eu5N///vevt3W/4oor8vUVLyX2LViwgK+//poePXoEHSXm5YezV0TyhVdeeYWbbrop6Bh5rn79+nTo0IFRo0YRa18kDnN33nvvPRISEvjggw+46667SExMpF27dio4JOJatmxJXFwcCxYsCDpKgaaiQwqNJUuWcO655xbYsxaaNGlCy5YtGT9+fNBRjsmBAweYMmUKCQkJ7N+/n9GjR9O9e/cCczqrxI7u3bvz1ltvsXHjxqCjFFgaXpFCIyEhgUceeaTAFh2HvffeeyQnJzNgwIB8PdSyZcsWXnjhBbZt28ZNN91Eo0aNgo4kwp49exgwYADjxo3TxNLjlNPwSsH+9BUJ++KLLzj77LMLfMEBcOmll1KyZEmGDh3KQw89lO8mWyYnJzNjxgzKli3LrbfeSpUqVYKOJPKrkiVL0rdvX0aNGsWwYcOCjlPgqKdDCoXDt7UuDEXHYUuXLmXatGmMGjUq8Pd94MABZsyYweLFi2ncuDEdO3bUt0jJ195++21++eUX/v73vwcdJeaop0MKtS+//JIGDRoE/oc32s4991xKlCjBvffeyyOPPEKxYsWinuHwxblSU1Pp2LEjnTp1inoGkePRrl07xowZw7JlyzjnnHOCjlNgqKdDCrSMjAx69+7NuHHjCu0ZED/99BNjxoxh1KhRnHLKKRHfn7uzcOFC3nzzTSpVqsQtt9yCbl8gsSgjI4M+ffowatQoTj755KDjxAxdp0MKraSkJC6//PJC/01l69atjBkzhmbNmtGhQ4eITDDds2cPL7/8Mt9++y3Nmzfn6quvLnS9S1LwbNq0iUmTJjFy5Migo8QMFR1SKH344Yf8+OOP3H777UFHyTfmzZvHnDlz6NOnD7Vq1cqTba5atYqpU6eSkZHBTTfdxFlnnZUn2xXJL2bMmEHJkiVp27Zt0FFiguZ0SKGzefNmZs+ezaOPPhp0lHzliiuuoGXLlkyYMIHSpUvTo0eP4+qN2LRpE2+88QarV6+mTp069OvXT93PUmB17NiRAQMGcOGFF1K+fPmg48Q09XRIgZOenk7fvn15+OGHKV26dNBx8q3ly5fz4osvUqRIEc4880wuueQSatSokWVbd2f16tW8+eabbNmyhcqVK9O+fXtq164d3dAiAdmxYweJiYmMHj066Cj5noZXpFAZO3Ysbdq0oWHDhkFHiQnuzooVK/j4449Zt24dwO96Pw5/RtSsWZOrrrqKypUrB5JTJGjvvPMOqampXH/99UFHydc0vCKFxvvvv0/FihVVcBwDM6N+/frUr18/6Cgi+Vrr1q0ZMmQILVq0oGrVqkHHiUn561KFIidg3bp1zJs3j1tuuSXoKCJSQN13332MHj06Zm+sGDQVHVIgpKamkpiYyNChQ/P1/UZEJLaVKlWK6667jpdeeinoKDFJRYfEvIMHDzJ48GCGDx9O8eLFg44jIgXcRRddxLfffsuOHTuCjhJzVHRITHN3hgwZQp8+ffjTn/4UdBwRKST69u3L+PHjg44RcyJadJjZGjP7ysy+NLM/nHJiIY+b2SozW2Zm50cyjxQ848aN45prruG0004LOoqIFCIVKlSgVq1aLF68OOgoMSUaPR1/dfdG2Zw+0xaoF350B/4VhTxSQEydOpW6devSrFmzoKOISCF022238cILL5CRkRF0lJgR9PBKe2CKhywCypqZzkOSo/roo4/45Zdf6NChQ9BRRKSQiouL49Zbb+X5558POkrMiHTR4cA8M1tsZt2zWF8dWJvp9brwMpFs7du3jzfeeIO77ror6CgiUsg1btyYlJQUfv7556CjxIRIFx0Xufv5hIZR7jazi49Yn9W5jX84+dnMuptZspklb926NRI5JYZMnDiRe+65J+gYIiKAJpUei4gWHe6+IfzvFuB14IIjmqwDamZ6XQPYkMV2nnb3Ju7epGLFipGKKzFg9erVuDt16tQJOoqICADlypXjjDPOYNGiRUFHyfciVnSYWSkzO/nwc+AK4Osjmr0J3BI+i6UZ8Iu7b4xUJol96uUQkfyoS5cuTJs2jfT09KCj5GuR7OmoDHxiZkuBz4C33X2umd1pZneG28wGfgRWAZMBDdJLtubMmUOrVq0oUaJE0FFERH4nLi6O22+/neeeey7oKPlaxG745u4/AudmsfzJTM8duDtSGaTg2L9/P/PmzWPcuHFBRxERyVKjRo2YOXMmP//8MxUqVAg6Tr6UY0+HmZ0UrSAiOXniiSe4++67dV8VEcnX+vTpw4QJE4KOkW8dbXhlvZlNNrP/MX3aS0B++uknDhw4wOmnnx50FBGRHJUvX566deuSnPyHi3ALRy86zgKSgSHAWjObYGYXRj6WyG8mTpxIr169go4hIpIrXbt2ZcqUKbpSaRZyLDrcfZu7P+XufyV0uutqYIKZ/WBmo6KSUAq1Tz/9lPPPP5+SJUsGHUVEJFfi4uLo0qULL7zwQtBR8p1cn70SvubGs4Tuj7IL6BapUCKHTZ8+nRtvvDHoGCIix6Rp06asWrWKHTt2BB0lXzlq0WFmxc3sejObCfwAXAoMAqpFOpwUbu+//z6tWrUiLi7oWwSJiBw7Xan0j4529so04CfgRmAqUMvdb3X3OcCpUcgnhZS78+abb3L11VcHHUVE5LhUqFCBGjVqsGTJkqCj5BtH+wr5DnAa8BXQABhgZg+a2TDg/UiHk8Jr9uzZXHnllTpFVkRi2h133MHzzz/PoUOHgo6SLxxtIukL7r4L2A2khR8HgKbA9MjHk8IoIyOD+fPnc/nllwcdRUTkhMTHx9OjRw8mTZoUdJR8IVdXJHX3pMyvzWw08HlEEkmhN3PmTK699lr1cohIgVC/fn1mz57NypUrqVevXtBxAnW8M/TKAZvyMogIQHp6OgsXLqRly5ZBRxERyTO9evVi4sSJhf7aHbkqOszsKzNbFn58BawBGhxeHtGEUqhMmzaNTp06BR1DRCRPFS1alM6dO/P8888HHSVQub3h298imkIEOHjwIEuXLqVLly5BRxERyXMXXHABc+fOZf369VSvXj3oOIHIVU+Hu6fk9Ih0SCkcJk6cSNeuXYOOISISMf379ycpKYnQTdYLH111SfKF6dOnU6NGDRo2bBh0FBGRiClVqhRXXnklr732WtBRAqGiQwL30UcfsXnzZm644Yago4iIRNxll13GsmXL2LBhQ9BRok5FhwTqm2++4f3336dnz55BRxERiZpBgwbxyCOPFLqzWXI7kfSYmVlNYApQBcgAnnb3x45o0wp4g9DdawFmuvvwSGWSyNi6dSvPPPMM27dvJz4+nksuuYTLL7+cIkVy/vXasGEDzzzzDGPHjtU1OUSkUClZsiS33347EydOpHfv3kHHiZqIFR3AIaC/uy8xs5OBxWb2rrsvP6LdAnfX2TEx6KeffuLZZ5+lWLFidOvWjUqVKpGRkcHHH3/MQw89RNGiRenQoQPnnHPOH342NTWVkSNHkpSURHx8fADpRUSC1ahRIxYuXEhycjJNmjQJOk5URKzocPeNwMbw811mtgKoDhxZdEiM2b59O2PGjKFy5cr079+fU0455dd1cXFxtGrVilatWpGWlsasWbOYMWPGr+vNDHdny5YtjBgxghIlSgTxFkRE8oUePXrQp08fzjzzTEqXLh10nIizaJy2Y2a1gY+Bhu6emml5K2AGsA7YACS4+zc5batJkyaenJwcsaySs4yMDPr27cuwYcMoW7Zs0HFERGLe5s2bmTBhAomJiUFHyRNmttjds+y6ifhEUjMrTaiw6JO54AhbAtRy93OBicCsbLbR3cySzSx569atEc0rORs3bhx33HGHCg4RkTxSuXJlLrnkEl599dWgo0RcRIsOMzuJUMEx1d1nHrne3VPdfXf4+WzgJDOrkEW7p929ibs3qVixYiQjSw7eeecdqlSpkuUcDREROX5t2rThu+++Y+XKlUFHiaiIFR0WOh3hWWCFu4/Lpk2VcDvM7IJwnm2RyiTHLyUlhQULFtC5c+ego4iIFEj3338/EydO5Oeffw46SsREsqfjIqAL8D9m9mX4caWZ3Wlmd4bbXAd8bWZLgceBm7ywXhs2H9u/fz+jR49myJAhQUcRESmwihQpwsiRI3nooYfYt29f0HEiIioTSfOSJpJG3wMPPMA//vEPatWqFXQUEZECb+3atTz22GOMHj2auLjYu4ZnoBNJJba9+OKLtGjRQgWHiEiU1KxZk5tvvpnRo0cHHSXPqeiQbM2dO5e0tDTatGkTdBQRkULlvPPO4+yzz2bKlClBR8lTKjokS59++ilLly7lzjvvPHpjERHJc+3atWPfvn3MnTs36Ch5RkWH/ME333zD22+/zYABA4KOIiJSqHXv3p2NGzeSlJREenp60HFOmIoO+Z01a9bw7LPPMmzYMN2ETUQkH7jtttto3bo1ffv2ZePGjUHHOSEqOuRXW7ZsYezYsSQmJuombCIi+UjDhg1JTExk4sSJzJs3L+g4WUpPT+fJJ5/MsY1OmS1g0tLSWLlyJd9//z2rVq1i3759NGjQgJYtW1KtWrUsf2b9+vUsWrSI+fPnM2bMmEJx0yERkVj18ssv88MPP9C5c2dq164ddBwAVq1axWOPPUa3bt1o1KhRtqfMqugoADIyMhg7diy7du2idOnS1KtXjzPOOIPTTjuNYsWK8fXXX7NgwQI2btyIu1O3bl127tzJzp07AahevToXXnghZ599NkWKROzGwyIikkfWrVvH3LlzWbNmDQC1a9fm4osvpl69elEdGs/IyODpp59m586d9OvXj6JFi+Z4nQ4VHTEuLS2NIUOG0LVr11zdE8XdWb16NeXKlaNcuXJRSCgiIpG2Zs0aPv74Y3744Yc/FB3uTua/9VWqVKFevXo0btyY8uXLn9A+k5KSuOWWW2jatOmvy1V0FFDr16/n4YcfZsiQIVSpUiXoOCIiks+5O5s3b2blypX897//Zfv27Zx66qlcc801ufo74u4kJycza9YsypQpQ69evShevPjv2qjoKICSk5N55ZVXGDFiBCVKlAg6joiIxKiUlBRmzZrFpk2bKF++PKeffjq1atWiVq1alC9fHjNj586dTJs2jdWrV9O0aVPat29PsWLFstyeio4C5vXXX2fVqlUkJCTotFYREckzO3fuZPXq1aSkpJCSksK2bdtwd4oXL06nTp2oW7fuUbeRU9GhWYMxZu7cuWzbto1777036CgiIlLAlC1blvPOO4/zzjsvItvXdTpiyJdffsmSJUvo1q1b0FFERESOmXo6YsTatWt56aWXCuRdB0VEpHBQ0REDfvnlFx599FGSkpKIi1PnlIiIxCb9BcvnDh48yAMPPMDw4cOznSksIiISCyJadJhZGzP7zsxWmdl9Waw3M3s8vH6ZmZ0fyTyxxt0ZMmQIffv2PaELuIiIiOQHESs6zCweeAJoC9QHOplZ/SOatQXqhR/dgX9FKk+sSU9P58EHH6Rjx465OkVJREQkv4tkT8cFwCp3/9HdDwCvAO2PaNMemOIhi4CyZlb1WHe0fPlyDh48eOKJ84l9+/aRkJBAp06dfndpWRERkVgWyYmk1YG1mV6vAy7MRZvqwMajbdzdmT17Nu+99x4NGzbkxRdfpGLFinTt2jWmhyJ27tzJ4MGDGTRoEDVq1Ag6joiISJ6JZNGR1aUyj7z8aW7aYGbdCQ2/cOqppzJ16lS++OIL2rZtS1JS0q9X5Vy/fj3/+te/2L9/P126dKFevXon+Bai6/C9VEaOHKmbsYmISIETscugm1lzYKi7tw6/HgTg7omZ2jwFfOjuL4dffwe0cvdsezqqVq3q//nPf2jcuHG2+05LS+PFF19k9+7dJCQk5M0birAVK1bw1FNPkZiYqHupiIhIzArk3itmVgT4HrgUWA98Dvzd3b/J1KYd0BO4ktDQy+PufkFO2z2We6/MmzePH374gR49ehzfm4iw9PR05s2bx4cffki1atXo2bMn8fHxQccSERE5boHd8M3MrgQmAPHAc+4+yszuBHD3Jy00LjIJaAPsAW5z9xwrimO94dv06dNJT0+nU6dOx/ku8t6aNWuYNm0aqamptG7dmksuuUQX/RIRkQKh0N9l9umnn6ZmzZq0bds2IplWrlzJjBkz2Lt37x/WZXUX2MqVK3PjjTfG9IRXERGRrBT6u8x2796d0aNHU7ZsWZo3b55n2/3000+ZOXMmdevW5e677+bkk0/Os22LiIgUNIWi6AC49957efDBBznllFNo0KDBcW8nIyODt956i48++ojmzZvzyCOPaB6GiIhILhSaiQRmxtChQ5k2bRoffPDBcW3jiy++oHfv3pQpU4akpCSuv/56FRwiIiK5VCjmdGTm7rzwwgts27aNPn365Kpo2LNnD0lJSVSqVIlu3bqp0BAREclGoZ/TkZmZ0bVrV5YtW0bfvn154IEHqFSpUrbt582bx9y5c+nXr5+uECoiInICCl1PR2a7du1i+PDhXHXVVVx88cXs27ePlJQUfvzxR1avXs2qVato0aIFHTp0yPIsFBEREfm9Qn/KbE7cnf/7v/9jzZo1FCtWjNq1a1OnTh3q1KlD5cqVVWyIiIgcAw2v5MDMuO2224KOISIiUuAVmrNXREREJFgqOkRERCQqVHSIiIhIVKjoEBERkaiIubNXzGwrkBJ0jgKgAvBz0CFinI5h3tBxzBs6jnlDx/HE1XL3ilmtiLmiQ/KGmSVnd0qT5I6OYd7QccwbOo55Q8cxsjS8IiIiIlGhokNERESiQkVH4fV00AEKAB3DvKHjmDd0HPOGjmMEaU6HiIiIRIV6OkRERCQqVHQUYGbWxsy+M7NVZnZfFuvNzB4Pr19mZucHkTO/y8VxPNPMPjWz/WaWEETGWJCL43hz+PdwmZktNLNzg8iZn+XiGLYPH78vzSzZzFoEkTO/O9pxzNSuqZmlm9l10cxXkGl4pYAys3jge+ByYB3wOdDJ3ZdnanMlcA9wJXAh8Ji7XxhA3Hwrl8exElALuAbY4e5jA4iar+XyOP4FWOHuO8ysLTBUv4+/yeUxLA2kubub2TnAdHc/M5DA+VRujmOmdu8C+4Dn3P21aGctiNTTUXBdAKxy9x/d/QDwCtD+iDbtgSkesggoa2ZVox00nzvqcXT3Le7+OXAwiIAxIjfHcaG77wi/XATUiHLG/C43x3C3//ZNshSgb5V/lJvPRgh9IZsBbIlmuIJORUfBVR1Ym+n1uvCyY21T2OkY5Y1jPY53AHMimij25OoYmlkHM/sWeBu4PUrZYslRj6OZVQc6AE9GMVehoKKj4LIslh35rSc3bQo7HaO8kevjaGZ/JVR0DIxootiTq2Po7q+Hh1SuAUZEOlQMys1xnAAMdPf0yMcpXIoEHUAiZh1QM9PrGsCG42hT2OkY5Y1cHcfwPIRngLbuvi1K2WLFMf0uuvvHZnaamVVwd91L5De5OY5NgFfMDEL3YrnSzA65+6yoJCzA1NNRcH0O1DOzOmZWFLgJePOINm8Ct4TPYmkG/OLuG6MdNJ/LzXGUozvqcTSzU4GZQBd3/z6AjPldbo7h6Rb+Sxk+G60ooOLt9456HN29jrvXdvfawGvAXSo48oZ6Ogoodz9kZj2Bd4B4QrOvvzGzO8PrnwRmEzpzZRWwB7gtqLz5VW6Oo5lVAZKBU4AMM+sD1Hf31KBy5ze5/H18EPgT8M/w381DuvHWb3J5DDsS+iJxENgL3JhpYqmQ6+MoEaJTZkVERCQqNLwiIiIiUaGiQ0RERKJCRYeIiIhEhYoOERERiQoVHSIiIhIVKjpEREQkKlR0iMgxMbM/hW+d/qWZbTKz9eHnu83snxHaZx8zuyWH9X8zs2GR2LeI5B1dp0NEjpuZDQV2u/vYCO6jCLAEON/dD2XTxsJtLnL3PZHKIiInRj0dIpInzKyVmf0n/Hyomb1gZvPMbI2ZXWtmo83sKzOba2Ynhds1NrOPzGyxmb1jZlWz2PT/AEsOFxxm1svMlpvZMjN7BSB81c0Pgb9F5c2KyHFR0SEikXIa0A5oD7wEfODuZxO6PHe7cOExEbjO3RsDzwGjstjORcDiTK/vA85z93OAOzMtTwZa5vm7EJE8o3uviEikzHH3g2b2FaF7XMwNL/8KqA38GWgIvBu+10o8kNUNB6sCKzK9XgZMNbNZwKxMy7cA1fIuvojkNRUdIhIp+wHcPcPMDma68VgGoc8eA75x9+ZH2c5eoHim1+2Ai4GrgSFm1iA89FI83FZE8ikNr4hIUL4DKppZcwAzO8nMGmTRbgVwerhNHFDT3T8ABgBlgdLhdmcAX0c6tIgcPxUdIhIIdz8AXAc8amZLgS+Bv2TRdA6hng0IDcG8FB6y+QIY7+47w+v+CrwdycwicmJ0yqyI5Htm9jowwN1XZrO+MjDN3S+NbjIRORYqOkQk3zOzPwOV3f3jbNY3BQ66+5dRDSYix0RFh4iIiESF5nSIiIhIVKjoEBERkahQ0SEiIiJRoaJDREREokJFh4iIiETF/wewtHPUUMISfgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 576x144 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# We'll keep a consistent ylim of -6 to 6 across figures\n",
"ts_args=dict(ylim=dict(eeg=(-6, 6)))\n",
"\n",
"epochs.average().plot_joint(ts_args=ts_args)\n",
"fig = epochs.average('eog').plot('eog', show=False)\n",
"fig.set_size_inches(8, 2)"
]
},
{
"cell_type": "markdown",
"id": "6b89e34e",
"metadata": {},
"source": [
"You can see that there is some evoked EOG (probably the summation of various blinks) that probably bleeds over into the EEG. There is a small burst at 90ms, co-occuring with the auditory ERP, and then continuous interference until 400ms. You can see the effect on the EEG clearest in the 200-400ms window."
]
},
{
"cell_type": "markdown",
"id": "244d5368",
"metadata": {},
"source": [
"## ICA: our current gold standard\n",
"\n",
"Let's start with ICA, which is what we currently recommend doing."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "d85a2da4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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qJIgkg9Q01hVXcs3CFRzRLpur+/VECcDSwlIWlZRyck4u7e0uVMOESFWiqRpSk8gISYoodiAyjabGFpOmhdKqUQhgCtnUFl5VY1Oggd/UehQEB4okkqQ9bOZhlmUi0mxV4eNzrYwi6ed8d3sGOpODBEiwKbgTdBLIBBuvlhYwtnP7pYd0yBpzyHsL9rmZ2G9EqHk576nl63dc/uHy37hhzFCkzyCBL0DA40OqGt9v28N1X/3IjUMOZFLnjkhVQ/VrqD6VugYfb2/fRUNAZWx6Jp0dbqRmECHK7WwlghmvGX+jpbcikiBSC+WzaiCTEKbTan6vUVVW+Gsol36cKOTipB0uXEIJEsImBFJKakWAndJDOX5yFSfDHCnslB7meIqYmpjLmMQ03HZF1wIJdkrtKm+XFnFBn+50yU7BmeycZ3M7T+oz6529WfJohP1ChPq5/75ceuqf0jweft68iznfrebm8cNxSEnA40XzBXj/l03c8+1KHpswgmG5WbqWMGYSVt+hut7Ll4XF7K5vQEhwCYUUux2H0KeRtWoAHxKBLsB2LhddnG66uN2kChtCiKBgY6ERESxEMrWQ5tfQVA2/GvJRzAUv6/d6TWOH6mGn5sEjteDKgwQUBBmKnd62RNrbndgEJNh0/6BE+nioeidTUrI5PacDzmQHS+qr2Oz3MK1fD5JS3TiTnNjcThxJ7ge6PfjKPj2VZZ8TwfvVK2Okz/OZ5m2wS089msfD1t0lPPbJ91wzZijZTgev/biGR75ZwcunjqNXWrIx0AGk8dfqTOpmQAve3Q2+ANX+AAGp4VIUkux2Epx2XWBSsqeugW01dexsaKDSF9oPIqW+jUkS+hsaBEi02Uix2Ui1O0hVbGQ6HGTZHDgVBanJRm1SfWpwNmOaC3MV1DQrVVqA+d5SxjkzyFGcQZNgEwKnInAIfaaQYFNw2ASVdo0ZRVsZlZGJ3WljQFYa47t3xJFgx5HkMkmA3e1Eddindr316eb8plSzsE+J4F82r7v0epZJnydL+jxo3gakz4P0eqiuquOBD77F6/Mzb9UG3jx3Et0yUsMIEEkIqxkIqfk4dl6VQeJY8+j5YvczEFCpC6jUBgJU+/2Ue3yU+XyUeL34NA1Nk2TaHQxJSaWj4jSIoAVnNKamsJJClVAnVeY2lDLBlUGWTd8YZyWCUxE4bAKb0xY0BYvqKnl46xYmd+nAjUP6Y0+wB4VvT3Jjd7vYXe/hucWr1ekThh956IzZ3+8D0e07IrzzWH7aCUcN/46A/yDp9egEiCDDu9//zLUvf8zkg3tz44QRZLmcaH6/4QBqugNpfFZ9+g+1SU0XqpUA0cggNa1J4mhxyBBpPqxkkqqk2ONlaVEpO+rrsSE4JCmF/q4kRAQpImc11lmLqRGcisDusCFsArvbjs2pUKVovF9eTL+MVIa1z+KypSs5te8BTBs2IIwEH63fxsaSSq6bPJLERPduxekYmnTWjEL2EvuMCAvnPPXfLxb/ePZt085EUf1YySD9PhatWsvfH36FuTecTcfkRJ77ajloGmcOOZBstwupaUhVDZJCqlojgYeRQTMFFSJKJGmCfzUrGWJrFKvWiCSSVdt4fCo/FJWyqrwSG4LDUtLo7UhA8+s+julTRNan2BSETWAzSGBzKjTY4aPyEqRNcEaPrqSnuHEmOygOBPj7hwuZMXYYJx7aF48QPL7wJ0b2O4CJQ/qhOOwIhxNhd8xPPOWGyS2RVTTsEyKoW5aNEZr65a/rNorn3/yAf/3jPBJsIP0+pM/Dhi3bGH/dgzx/9d8Z2/8ApF9fWCoqq+a1xasprqqlQ1oSR/fpRpeMFNBkmPAApBpaZdUiBGwljVX4mtpYmwTL0+IRInZZ5tqHuTJa7wuwsKCEdVXVJKBwWGoa3ezu4BTXqoUUm0DYBIpNYbfq5evKcoRN4ZTunclNTQyaB5vbid3tZENtPVNfX8CMSSNZW1zG9ceNpGO7DBSnA+wOhN2JcLoRDsd57qOnvdICkTXCXhMhsH11stACPyO17kiNwj1F3P3kC+RdejbZqUnUVlYw6uJ/Mn3KWC6acBgy4IOAX9cUqormD3Dra5+xsbCM4wb1Ykd5FcJokunUmW1UhMCvahzUIZseOekckJGKW9HX7E2NAgS1CjQWajTEI0qkxpGqxqIdhWwqr+bs3geErZBWe/ws3FPMlupakNDe6aKHO4Fkm743YY/fy6aGeuo1lU5JiUzs0p7URFfQPNjdziAJbG4nitPJbR8v4v1VG1j2r+l0bJdhagGwO1BcCQYhHBXC7hzgHHl6UyfMxcTeE2HHL08htcuF1EBqoAWoq61jxsNPc9lpk7hr1is4BDx78yUINRA0FTLg10mhaRQUl1JV20Cf9llhg2+FVDVKa+qY9PAczjliEF2yUtlcWI4nEADDvqcnuOielU6PzFQ6Z6QEHxuHSBH/2U3j9YRwjWOS4f21W9hYWsV1wwcEF8YiZxUBb4A9dR42VFVTF1DRkHRJSqRXWgqpbgeKw4bNacPmVLA5QlpAcdqxu50Uef3MWrSKv48czKdrNrNk0y7m512K3eXWNYFD1wgGERAO53zHsCmtNhF7RQT/7nWjhJTfIjWBQQShBUBqBLxeTr7sJtZt3sbKN58iQUHXBAGdBAT8QUKgqUhNBU0DLbawpKryy/ZC+nXKwS5Eo7u2rKqOTUVlbCmuYEdpJX5/6JeBnTYbqW4nyS4HTrsNh2JDEaAoAiEETpuNBIedZJeTdLeTrKQEHCJEJJNEqjGrsRJDMz6bMx49jTQczdDUVzcNCooxU1AcdhSHHZtTJ4LisGNzOflg7RZ2VNVyzfEjSU5OQHM4Oem+lzjswJ7cft6JIeGbRHA42VxQzIIlP91+9b2P/6s1stw7IhRsWAqMQGoIKYMaQUiNHbsKGD5lKhefMYVu7XM4f/JYXSP4LUQwNIL0+3QigE4GE5oKii302UCjtMZ3U1hWx9EUktcfoLLeQ22DF19Axa+q+r4DTUOT4A+oNPgD1Hi8lFXXU1Zbj88gkpTQp10GIw5oT25SotGGkHOrWclhzHhiObzCpuhkcNixOewoTpMMDrbV1PGfJb9w4vD+HHlQLxS3O2gGCirrOeLq+5h3/w0c0r+3qQXQFBsvzP2Cipo6rrt46nanO6GvrcewFh8K3moi+Iq3nSyk9q4ufEMbGGSQmsqxUy9hzGFDuWX6OXy96Ec++WYRt1x4OumJbqTfp2sBkxCaqguzmSo8KPhYhLCUFY0kTSFS06h+lXUFxXy/fgdFVbVoEhIcNg7qmMPQLrkk2e2NZj3WqbAVQjGI4LQjFAWb00FJg5dXl68lKzWJi48egTvBhTBNgO4MIuxOXv9yCQ+9Pp+lLz2COymJzQXFPPHGPM456TiGHXIQKHYQyrW2boc81mQnI9AqIvhKd9mQ2q9AP50Apn+g/33jvQ+Z+ex/WPLBqzhsCmgBKisqeHD2K/Tv0YUzjx6JAkFCoGmNyBALIeGHkyBInuaQJB6iEMhqAvRrGvU+Pz9tLWDZ5l3UenwgJQdkpjGoQzY9M9OCD5hMcoA+fQQQNhuqIli5q5ivNuwgMzWR80cPITMtOagFdAI4w8yAtNk5+eb7GXHQgaSkpOANBLjmwrNxuN0gFKRiB8VeIhVbT0enfi06/bV1RCgvvAipPW/6BXqPdULU1tZw0MiJvDb7UY44dFCY34AWYMmyVbz98eeMOvQgJo8aqu/T0VRdkNHMQxQESRORtrkkiVuutUyr72LJH2mCNFV/TL61pIJV2/ewcU8ZqpEmwWEnI9GN06ZQXu+l2qNrbWFTGNajM6MH9iAhwYXi1IUfnBY2dgbB7uCdL5dw4YwH+PCZhxgzcoSpBUwSIIUAm/0uR/teeXE7G4EWE8FbWeJAapuBLkG/wEKG2//1AAV79vDi4w+CGmjkO6AFEJrKwh9W8tHXi8hITmTSqOEc2K0TiqI0JoEpHMXWSBCRGiTsbg/7rDWOj5bOSGstX0ZqqWgaJ4r20JNq1Hl9VNZ58AYCZCUnkp6cgBACoSj6eoBiC/oB0QiAYkM4nBRX1fL4a3Pp37s7G3YUsHXXHl597J4gAXQy2MBmRwqlFsXezZndudmv1rWcCFVlZwBvhGsCXdhFRUUMHjmWZV99TJcOuWHmQmhqkDRBDSE1ykvLWbDwe9Zu3q4/qkUiJCQluElIcOFyOFAUBZfTQaecDHp17USnnMxGQjAFESmwYDozTVNksJopS95GfksMfySm0wshx1dREIpN/64oQQKYpLDOBnya5Jl3PqGmwcNVF5xFamoKtQ0++ow+kQWvP8fAAw80tUBIMwgFFPtNzsz2D0UVYhS0mAie2qpvhdSODOusIdSbbrsDVVWZec+dIaFLjbseeoxDBh7IlPGjQxokghBGY/RiAwEaPF7qPR48Xh9SSjxeH7sLi1i/ZQe7i4qRUpKTkc6IgX04uG8PnHbLDuNopiWCAFFJY5Ig4prexTgEspIlYnazdN1Wnv1kEU9dfgYJLmeIAOi+AnaHcU0JI4AGvPX5YlZt2MrFZ5xA717dTQEjhcLM515l6U+/8OZzT5haIFwzCGULNnsvV0pGswTcotdxPPV1A1DsR0pTGwjDUUShuKiIV19/i5Xff6s3yBCwlBo2ux2b3ak3UAqEVPQ4oQTJgtSCj4aFYiPR6SIxNTVUudTo3as7o0cehpASqaoUlZbz4+pfmfnq+3j9fpASgUBRBMlJiSQnuklwuUhJcJOZlkJmWgo5melkpaWg2C3byq2aJShMRxihrPufopogTTP2RKhheXJysunavh2ulFQUm04CYdEMQdOg2PBrGj+t30pFnYfPl6zg9OOO5uxTp+jjpoQL+9ILzuHR5ybwy4bNDBwwwEISoadRlB5SsR8DfNIc2bZII3z88cevDx827Mzk5OQwvwCpce/9D1BQUMBTjz5i0QYWH8L0EaJMNwGqq6uprK6ha8fcRvV6Guq576kXueK8M2mXlR5Wr9GJsDtc9fuorW+gtr6BBo+Xmrp6yiqrqaiq5o2PviQ3J5N2GelIJJqq0rd7V44aMjDM5OwsLKFjVho2W+x3GWJplbA0EZqkEQkMcmjAPc+/yVOvz+WJvOs44/ijo6n7MDNw76NPsX1XAbP//YipBfT0RjxCme9OTGrWamOzibB1+46kLVs2Fy/89tvEuto6unbtwoknnki7nBx8Xg99+x3I/HlzGdC/n+EUWk1AyD9oNN3UR4vb75vJ+s1befu5x0MkM1BYXMo/br2LO6+/nIP69QmVYeQNI2WoYyFhWDa0XnrrvUwYOZzTjh0H6GZo/eatfPvjKnYXFQP6KuSL73/KtFOO4dQJR+F2ObApIUIIAQkuF8mJCdisryfEcnQjYSHDpp2FfPjtUkoqq5kwcgRdO3ekd8/u4QQIqfuQGRAKJeVVDBwxil+Xf092Ti4oSpjWeOvtt6VEDDrv3HOaPMan2USoqq0/VQjxNoAiYPv27cz74AOKi4vRNJXVq1fz6SefhAtcDUTXDlZCgO40VlRSVlZO7x7dwiuOIEVQwNayACE1flz1M9f/ayZvPHE/ndq3a7pTEQQyNUttXT3vfvoVyYkJeH1+GrxeNIuQVVXjmTfn0q9HV/r16GaYQKN9ApASu91GanISqUlJJLid2G02/IEA1bX1FJVV4AsEkAh6dO7A8eNGkdMuJyh0KwmCBFDCiWFqh0uuvJa+fXpz3XXXBeOqa2q5/4EHOfKooxg7fsL1qUkJM5saimYToaK2/hXgHAi9YSyEQCAZP3YM6ekZnHHG6Zxx+unYFBGfDObgNxJEFCcv8ppFi0SWV1VVxSvvfsj0qafhcES8WiYst24jckXRKtHaYsGTr7zFxCMPo3e3rmHax4TP46Wqtpbq2jo8Xh/+QACnw0FyYgLts7Nwul0hTRWFAEESKI2vWwmyaOkPXHXtDSxf9iNCsfHNt98yf/5HXH/jjWRmZaPBtxnJiaPjdoZmEqGkus4m9IMdshSj8WYfSouLGHroIazbsIkN63/jtTlzuPKKK+jVsycYs4JGpiKSECaaQYQwkxCLFI16GeNQjMi6oxEy6Bg3o4zmxpllGX+lRcAIJfp00BqnO4NIoaBJOHDgIP7z4ot8+tln9O3bj1NPPwNAf7FXkwEJuTmpSeWxG9pMIhRV1Y0CFioW11mg7w94/tlnWL7sB557/kWEEGhqgDtmzODyyy+jW9cu4WYgYroZdic1RxtECCjsTta06GXEEmCUMmMStKVoTl4rGUwBGyZA/x4yAWHx4c4gEsGZZ51FQUEBb73zLlnZOahSIiVoUiIBTTI1Ny0p7kbXZh1Rp2pyipSganrQZOglkAWffsIxk44PfheKjTvvuotHH3uMiqrqkD1T7HoHFIuNU2x6ECL02eL9Yq6aWbxm62dpBNOJ2tsgFRvS5gj9bUYIa6MZbM6mg2IPlWOsCOptsIdWC23O0JgoRrzdGaxn7br1XH/DjRw1egx1dfVkZmU3IoEuMzmlSV42RyPsrqj9CRgMofm0IgT1dXUM6teT1WvXk5aWhiIEwtilW1VZwV35d5J3xx1kZ2VFde6AcE+7WaZBhl+PKLdxD5uvEcLa1VKN0MTzkTAoljaZd7/xOZofEJwNGKGsvIKnZs0iOzub8y64CEVR6NOzO1988x2dunQxtYCVEOWdMpLj/ihpk0TYUVbrRj/axW76BaaJ+OrzBcx6/DHe/+hTQN+qrRg7dYUQVFdV8ugjj3D44Ydx/HHGb25GEVwjJzHaoEax241mEDF7GUGG5tr1VpiHqA6vWVxkOyIJYHyOZQa8Pj/PPf88FZWVXHzJpWRmZSOlRAOmXzyNYcNHcN5F0yJJYH7v2TUreUustjVpGlQpD9aQdg0ZVDumefhx6RJGHDESVdOv65XqDZNSkpqWTv7ddyOBm26+mU2bN4erfYunLI07QxqdD5oRM1jvFsvUyjQrRDhVjcxKrLh4weZsflrz6V9ksDmDIWrZppmwmkbTDJgkUOwsXLSY22bczrgJR3PzP28jIzMrtGVekxx2xN/4YelS0xSEXso1SYEcEk/OTS4xa5Ih5tqvIvRDH4QARQqW//gjl199bZAAQgoUYVQsQJESDcGxk45j7LjxvPDcc1RXVzF9+nTdXBhLzMG7IuJuCtNVNiXibjOeVApzuRr0/yxoyiwEK7KUK8JXEoVsYRnR6oxyLWzqaP0bYQYkglmzZpGQkMg99z8AELwhIXTXHzpsOP+e+UikFsBcuJeSIcDbsZrfJBFUKYeY3TDf5FMAnxrgl1U/MfjQoWhSNwt6xQBSP8TSWFyREhxOF5dfcQWlpaW88MKL1NRUc/DBB3PkkUeS265daDDiqdaI76HxtZCiNYgzNYzkVrQ0ehlNHKtj1HHvQ48AcOtNN4bilOh+wu6CAh599DFOPPlkho84LGgGoqh9evbuS0V5OSUlJWRm5wRJECIMe6cRpORQldCKWUVpKQ6HnYryctIzM0lJT9fNgtAbpyCCZBBS9xms2iEzK5vrb7wRKSW//vwzb771NqUlxdjtdo444giOOvLI0GJQU8Swxls0RiNb3EKY5Xz2+VdU19Rw6sknNU6kxdEAsaAoHHTQQcHPMlIbGASoq6vjhRdfpLqmhhl33EFiUnKQBKoWIgCESCEUhb79+/Pb2rUcfMgQautqyW6nP7fRyRLfNDTpLP5WWF0FpNbX13H5OWfw268/o2ka19x8G999/QUvvflecKYQ8Pt46blnOPuc80hLT0MRofWGoKOJ7khCyOkECPj9LF68mEXfLSQQCDB48GDGjBlDZkZGeIOas96wjzDzsX9TU11N3h2377t64jiMewoLmTNnDlXV1Zx3/gXM+e9/KS0t5eGZjzYigUkAIHjt5muupGOXLrw4+yk0TaNj56688Po75LQLPshL79UutYooiKsRft1TlQikKgKefOhecnJzee6Nzcx9aw7P/PsRxh9zHJrUhSuBkuISFnw8nyNGjuLgwYegoQtbMzxJUzts2bSJB++/l3vuvY92RiPtDgdHjR7NUaNHg5T8vHo1L7/8ClVVlQBkZ2fTv39/+vbtS8cOHYJkChvMpgTVQk1x3XXXR/gPUfK3ZPEoyrWGhga+/OorlixZQnZ2Dmefcy45OTloEsZPOJqy8jLD6WtMgkjN0KN3H+a89AJnn38RV910Gw/efQf/uu1m/v3cS+ZJLh3Qfy65EeISQUo6AhTs3sUHb77Ghwt/xO6wc9KZ5/DYfXdTVVVlqCyBEJL2HTvx9vwFQeGHzARh19wJiaRnZOBwuoJvMakSi3AFgwYPZtDgwcY3KC0t5bfffuPD+fMpLCwktNQtUBQFv99PQkIC3bt3x27Xu6VpGl6vF4/Hg8fjob6+noaGBv3MBCmDf4n4brbC4XCQk5NDbm4u7dq1o3379uS2a4fbbTlEswXkqq6uZtPmzWzbto0NGzbg8XiwOxyMGTOWvPy7UBR9yVjVdDNw6LBhUf2BWA6hz+ejsGA3l151PUIIrr7xVo49cgQ/rVjOwUOGIiUdgHXR2hafCDqDqKmpISunHQW7d+HxeunYqRMDBg3miCNH63e9lKi6I4AiRVATqNLiJ1iu5bZvzz33P4QihEEAs0IZnM+GEwMysrIZOWoUI0eNatROVVW5+qorqa6q4vjJUwgEAvoDMSFwuVy43C7c7gSSkpJwuVzh2iQO/D4fpaUlFBYWUlJcwpq1aykuLsbr9eplRJhVa7kmwaUhNIC01DS6de9Gz169mTDxGBIS9F8dMu9q1fhgdQgNOTRJAilhyIjDOaBHT9wJCWiAMyGB7r16U1lRYTa1Y6y+xiWCqsmOAE6XG6/Xw/NPPErX7j255tY7qK2tpX3HzmFTRVUTSGGcXiJ1v8CqCUyhm76B2VHTbAAEHVOzdxBGjsgBBxCKjfseeAhN00hJif8DG9IoNpZvZC3b5nCS26ETuR06hfkzUfPFqCsaTMFrlnaYmjNyWhjpFEaSwDIrILd9B2qqq8PK8nq8OF0us5wOsdoflwialO0A7A4nXo+X2x94DHdCAlJCVWUFqRnpQR/BOjPQv0fRDhBGCAiRwow3R1CxCCSMHNbRIkSSxETjDaQoAm6Ri2fRSlZEaqjWIrJ9sQigf46jGTCfKehpX5j1BB06d7Xe/QB4vR6crqApi7lJI75GkNJlEwK7y4XP6yE5LR2bIpDBChL07V5SNEkGsDiO6ISwDgSWNEbdAGHk0OMjjs+L14FWohHxgm2ITpLmIrKvVoFFEsCMj0qMCBJIKamsrCQjKxuf1xNWhi4nJ0YpMQ+Ebmodwa5Kic3hwOv16kLUwKYIfF4vTpdb1wgiPhmQRHUc9V5E3P2ysRCsajlMc7QSkTojanmyMekgDkmaqjOKnbDe6fr38LRRzYOFBFazcvXNM5BSctMVl+Lx+nA6deH7PF4czqD8Y8o7vmnQ9BvA6XJbmKaTIeD3o9jtwdXEeGSAkHYwGw5RfAXzeoRoopHDmr85iHewWqxyItsVTN8KKkaWJcPijGsyPK3VFEBsEoTuKb1d9fV1OJz6opzX68HhDPoIMZc/m9J0KkBDfQMud4LxIEM/vczpcuH3eoPOlyYxzERoqVlK/bt5TZUy2Bkzj7m3QRIKZh3WYOaxBnN/xJYtW6iurgmWp1nizGDNp2mh8kxBRAtXXj6dN15/Laxt0hBUS0PjMggbG9MMWNNaTUFTJDCvCyFITUsLlu1yJ+D1Bs/nDJ0T0BIibN643hnQNCrLy0jLyAyuqqpS4nS5afCEDgCNR4ZIQlg7FkmKYLoWDP6tN97A7KeeCCvPRGTaF56dzcXnnxO666IQzMw/aPAhDDxoUFi7oHHbampquO7qK9m4cUOjuGiC1yLqikaAaNPDuCRA4vN5cTidWI1nemYm5aWlZl3+VhGhorTE/99Z/6asrJT0TOM0E4MMLreburq64LKnFZFkiCSEeYeaGiKSFFJCVVU1t914PTt27IhKDDMA3HX/g0yb/o+oJInEkWPGctzkE4wBjE4sc+AvmHYp/foPbFJ7SPR3GSUipnax9u2nlSu5+PxzqKisiEkAkwTWGyUeCQDq6upxGYtdZr6MrGwqyoPbFWMe6h3XRzh4xBG/HTziCJ5/5F78fh+qlNiEQNOMCspKwxxIpOkvhBoZ8hGMpWijB6oETdNwGK+qaebBSRhTTFWlvr4Or/H2cKSNN+uQQLcePYOfm0KPXr3p0at31LTmfRSNQIoQUR0+gMSkZB545N96G+I0wiw3KzuH7j174nInhDmDZn6rFoDmkUCTUFZaQmZWTlgbMjKyqCgvM/sb84ylpmYNBQCduvUgMyeX4j0FtOvQEZsQZGa3o6Q4dLyfqskIMpgNDN+jADohXnp2Fj8s/o7Zr7wevBYcMCFJSU/nwSdmoRAuAGEh2b6ClVSRiEeOlsIsoWPnztw8Iy/c3JjCjTAF+mcZZb0hnASg7yjPNh7pm3WlZ2ZRUVZqNiHmb0XFNQ2q1BlUVVFO99592bF1M288/zSqlGTm5FJaXBR07KydDesEMorKg9FHT+TE089s5EOYnbUOjBmscc0J8dJbEanGrYhnkuIhVp6YfkKEiTTbUV9XF1xTiUcCKaG4qJCs7HZh7cvIyqKyIvh2fEyN0NSsoVCVaBVlpaRlZHLo4SM5YtxEykuK6XRAN3ZsCW2B06QMrpWbDbOSIbLRXQ7owYTjpliYHkoTjRAQTgorOWIh3k0cjxyx7HxY/iZCrHIi64tGANMUSCm5eOrpvPbS8+FxUcYTYMfWzXTp1iPYRlWTpGbozqKqSVRNto4Io3tmB4CSqopyUjJ0Z7Fztx68/fJzpGdls33LRjQt/JhZq/MYq/GN1aH5XcYlRDTBRiNHSwM0rqc5mqOpEK3MyDZHOqLmOJjjcuFlVzL+2MlRb6owzQds3bSR7r37mEIHICMzm8qQs9hqjYCmyXXVlRWkpKYFH/qcPf0qEpOS2bZpg8X5C5kIVZM889hDvPvaK43UWSw2m7ML60CY6SKdqaYE1lLE0zItMUWx2hVZfqP4CC0QmmnBUeMnkt2uvd6WCBLo10IaaMvG9RzQo3dY+1PT0k3TsPWQzukxT1trztL5ip4HDuSnpYsB3dtPTErG6XIjpWTPrh3hh4MYLczIyiYjKys4mGYHIjtkjYfo2sFMG01FE0y/9wILtWHvtUw83yayP2Ga0NIfM515A1nNiz6OOlRNUldXz46tW+jZ98CgHDQp+XHxQvoOHIQm5YroI6ejWUQ49tS/8/VH71NXW6tXLGHQsMPo0KkLq1f8qFdsMRGalJx89vmMmXhcmJkwO6Z3omky6NfDCWHmiWfDW6K6Q/XsO00TUzNE1B1JAM2Styl/wEoCgLU//0T3Xn1wut3Bm1HTND5441VOOutcgL0jgirl8pz2Hel/yDAWfvph8PqObVspLizgzRdmhfsIEf6CtdGRiNZJq6m4N+825rz0vBEno5LCingaI176WPmuvWwab782p9XaJbrPIOMSIGw8osy4JI1JoEnJ999+zc5tW/jt51XB+lcuXYw7IYEBg4cALI83Fs3RCBtVKauPO30qrz75MO+9/Dw/fPsFV515PMeddjZlJcVs+m2N7iNYlqCt/oKJyI6anW10zfjcq28/evU9MMrjW7nPghWRghsy/HAOOmRIs7RLdU0N111+Cb/8vDqKXxNd+NEIEGkKrONhJYCVBABrVi3n5Knnc9V5p7Pgw/d5/43/8nD+rUw5cyqaLpOVcWTcvHcfP99Q/IWUctzSrz9j0acfsuanZfzjtn9x2JgJnHbEQK66414GDRlBh46dAP3FJPNn9xQh9IUmQoszkZtS9LjQl7Dr0Z46Wj5/982XLPt+MdfdekeT/WgJzE0ozT0/wuvxMPO+u/n7BRdxgGUKZyL+XgTjmkV3hmlJS75IAqiqytpfVvGPs05k/o9r2LJ+HXffeAU9+hzImGMnM+64E7Db7RuHd83sE6/9zT1M62MhxLjDx07k8LETQ0JWBMOPGkdJYQHvvPwsl99yZzDOXI42G29uaDFej0AIvbOhVT0ZJIM5COaKJIQTIsyHMEJrN5rHUonNIYC1Tofbzc359zS6Hl5mRP44mjGWL2BdvFOl5LuvPuOh22+iz4BBJCWnMOCQYbzxRfjvi2saHzfVl2ZtuNGknGd+/uy9N1j1w2KjAsnfxh/L4i8XcNG1/2TTb2vMiq15wzpidiOWmYi8K5paSxg5ehzX7oU20PYiNIVmOYwRMwIznx6no5EWkDLoi40YNY6effsz9tgp8V7InhczxkCziDCxb+4mTcrfALZtXMfWjaEd0cOPHMeWDesoKynik3dfx+MNTVWtswhrh6KRIRohoi1Cmfn2VWgK+6LsaA5pZP8qysr46P13whzCaL5AcEw1Pfj9Pn5e/gPjjj8pGB8RKoGFTfWzJecsztOkPHDaTXnGNnRd9dsdTo46ZjILPniHUy+4lPq6WhxOJ2gCRQk3EWEDTLiZMAfERDyTYY3fWzTTBWjRbCRmXRHzJ2uZy5Ys4rUXnmHsMcfjcrtjEgDCNe43Cz5i4JDhVFVVUFRYQHVlJat+XMyEKafy/def4XYn/PLw7TfG3JBiotmHaS1YX3QEsNj8bu7nswnBb6tXcM9103ntyx949elHOeWci8g09i9EOo5A0HmExvsF4+1X1NPvIwa0Eo13X7Qc0WZIEv09CutBoNG0gPX7km++4KHbruPcy68jISmRvgMH07VHL/1M6xD+/rfuWa831aZmawRVssQm2Aj0NhtpaoYDDx5CWmYWi7/6nJOmXsj6X1czfNSYRo5jMI8xEqYDCSFCWHlpOpQQriGawr4kS1P1WR3eeGkalRtmJnSYJIhFAACvz8fc118mPSubtIwspIRJp/0du6MxgYBKYG781hl1NycRwKR+uVKVzLb+dKLVgz353It596VnSMvIJCEpmV9XLgvrRKS/ABFrDBEBojtZzYHch/9CfY29OtmaFUxrn61jEU8LLF34Nds2b2ToyNGMmXQCn773Biedc2EYCSLw8qge2TF3JVnR0m36/wEa9IOzCDZclZIjJ06mYOd2fl6xjP6Dh7Bs0bcEzOPqo5DB6kBag4mmCNHS0BLEy98SRzHmdcIJEI0EpjMIUFVVxabf1lBTW033Pv3o0r0nO7dv4/uvPuO4M87FlEdEkKrk6eb2uUVEmNQvtwJ4w/xuJYPicHD2Zdfy4mP3oyE478rr+fT9twhoGgvmvsMT994Z7GQkISK1hHVwohGiuQ6eFVahrv3lZ1546vFmkyZWvf+Z9ThzXnwman2RaSO1ndlXvW0yeENFrtCu/OF7XnryETp178HoYyajGW+Kvfr0TE6YeiGp6Rlo0Zn+1eie2RuaMTRAyzUCmiafslZsNRXjTzydwl07WLV0MaqEbr368un7b5GRnUNmTm6YrbMSAuKTAkKD+PEH7/CfWY9HvdsKCwpYvWJ5k3frjm1b2bopfIyaMw2UESErOye4I6ipENmnpkyBX1WZ98YrdOt7IJf/807sTndwrLdv3sSSLz/j1POnB0mgaTIsQPO1AbSCCMf3b78C+DqShZqU2B0OLrz2Vp78122oqkqvgQczbvLJ7Ny2hdMuuDTY0WiEiEcK68Apig2bzRZ1sN997WVefPqxmEIwMeG4E8h/5MkmNczaX1bx6bz3o5ajapJJp5zJ+ONPjGra/H4/X3w8j0AgEDU+rH9R/IEvPnyPAwcPCdsHYgp51n13cMbF/yA5NS16w2GDpslmOYkmWvsq3z/NhukNNxoqJaOOnUJyWjrzXnsJALvdTteevVm+6NtGc+F4pIjlT4w//kT+Pu3yqI2aduX15D/yZKPrzbljo4UfF3/H0u++DtYdTaCRMOM3bVjHrIfvY8vGcM0TSYBIEni8Xv7z+EOMPf4kevbtH0YCgCVff8bu7Vs54ZyLoy0emeG2sb1zWvRaaKt/7m/umj3v2YQ4CfRnDhA6Z3Hr+rXcfP5pPPfh12Tntscm9FevXph5H2dfehUZWdlRF5n0suC3X1bxzSfzmX7jbQghwtJGex+xJbA1YyUqnqAhfOYTCbN9mpTUVFWRkhb9ro02NfQFAixb9A2du/WgY9dujUhQW1fL9CljuDLvAYaOGhOrCcsn9Gk3LG4HorW7pRksuFWVUoVwzaBJSfe+/Tn29KnMvP0GVFVDleByuTnnH9exZ9cOFn+5gNq62kYmQS8LqioqqSgvDz74ieVgNidEIvLOjhYi0VSZ0dICjUgQqe1279gZfB1t966dPH73bRx6+KioJFCl5IWH/8WAQ4czdNSYeP29JW4DY2Cvfgl27po9LwAXWp9Ggq4ZVL+fK0+dyCkXTOeYk89EUUTwtxC3bljHyiXfcfCww9i8bi2HHTWOjOycYLnRtIUSQdlYGqW5iNQsLXlvIZK8LYWpBS4/cwqHj53A4OFHYHc46NKjFy6XOyoJVn7/LQ/edCXd+/bn0n/m07Vn1KfKX0zsmzuhNW3aWyJ0ANYAGVYyBAW+fi23nH8aj702j269Qw0P/jimlOzatgW7zcYPC7+morSYqZddjaLY9OcVNBZ4JCFagpaQZ2+FbUW0p4KqlGz6bQ2/rlxGUkoq4yaf1IgAZrqK0mL+cfLR/OP2e9m49mdOOvcSUtIzLGnAJvABQyb2zW3y11qiYa9/LX7umj3nAK9E0woAC96Zw3svPctTb39CkuVYG1sUmaiqSkVJMfPf+i8DDx2GlJKOXQ6gS/eeRp6WaYG9IU00tOTc7VjQT02VfPr+WzTU13HC389HGGdJ6XWEk0ANBLjlgtMYMHQE5151syWuUdEzJvXLvae17dprIgDMXbNnHjA5GhmklDx227V4Gxq47dFnsNvDX9GPRggT5aXFLP3qcw457G+sWPId4yefTGJSspGv9aYhFkH2haCtiNQqFaUlfD7vXQYNOwx3YhJde/QKE6jVFJh49oE72bL+N+5+dk7wh8aikGAFcNikfrlNPmWMhb0ighBCAXLf+6UARcQ2EX6vh5vPP41BQw/j4htvD8ZbEY8QADu3bqaspIg9O7YTCPiZMPlkCnbuIDk1DYfTQeHuXXTo1IWGhnpS0zNIiTLHbi15opkJv88XNF+gHxyiaiqFu3ZidzioqapkzU8rOGLsBD6b+w4ul5vRk04AoF2Hjka5et5ILWBi3pwXef+V53n09Q9JzcgMy2OBDxgyqV/rTIKJvSXC2cD1wBEf/FpwKvBqLBNRW1nBNWcez0nnTuPEqRfx05Lv+PbTeVx95wNxf1IvkiBSSor37CY5JY1li78hPSOTzJxc9uzcTs8DB7Bxzc/s2LKZsZNOYP6br9Kr/0G4ExIoLSrkb+MmkpyaFjyHMR7q62rZs3MHaZmZrPlpBds3beDYU85k3usv0+mA7vz3mcfp1qsPF159M8sXfYPX6+W4U89i+fff0b1PX9Iys7ApNtIysyIfC0fVAvr10Ofvv/iEx++8mZmvz6N95wMa5bNgr0yCib0lQjIwREr5LcDcNXueAS6JphUUIdizcxvXn30iF1xzCz369mfhgvlcdN2t2GwtM+ZNaY9IBAIBivfsJi09k3dfeY7EpGQOOexvLFzwEYcePpKigt3s3raFKWedx7zXXya3Y2f6HnwIO7dsYsAhw7DZbSSlpOIKnU7GF/PeY8gRo8JmO00hFgH0uND3ZQu/4sGbr+DuZ+bQ56DBjfJa8DEweVK/3L02avvERzAxd80eB/ClTYhR0FgrKEKwc8smbj7/VC645haOOeWsRmVEmox9gZYSp7WIIaxGaA4J8p56mf6HDI1X7jpNkyOO79++unWtDcc+JQLA3DV7cmxCLAe6RiMCoJPhgtM4c9oVnHTutBaVr2ka1ZXlpGdm62UqotHA7g8y7QvEIwDAwk/m8cRdt4SRQE/XqKhKTZPDj+/ffuO+ats+nmDBCQM6lKhSTgHqoj2LAOjSoxcz58xl7mv/Ydb9d4b9uGZT+Gr+e9x84RmhU96irQRGPImLeCq339GcuiNJ8O5Ls5l9fx73vfhWUyRQNU2esS9JAPtBI5iYv7ZwCvCuogg7NNYKANWVFdx5+XmkZWZxw/2Pk5Qc//hcgPraWtb/spJDDj+yybR7u/q4PxBJAJ/Py+x7bueX5Uu5+9k5tOvYOSJ9oyIun9Qvd9a+btc+1wgmju/ffh4wFcIPR7Uu5aamZ3D/S2+TkZXDladMZOuG35osNzE5uVkkgKhbu6M+9t4f8Pm8vP7M49RWV8Wss7hgF9effQIVZSXMfP3D5pDg+v1BAtiPRAA4vn/7N4ELiEIGMzidLq7Kf5CzLruGm849hQ9feynuW0YtfegU70FRU0TZm1BeVsqKJQsp2LUjat0LP5nHlacdw6iJk5nx+AskpaQ2NZz/nNQvd2ZTiVqL/WYarPh4XdHpwBybiL9resfmDTx8y1Ukp6Rx7T0zyenQab+3rSlEPpzyNNTjTkhsdXnVFeU8efc/2bTmF2588An6Djo0ZlqLRrh2Ur/cx1pdaTOwXzWCiUn9ct8CTgJq46Xr2rMPj74+n4HDDuMfJ03g7Reewu/zRU0bY8Nmk6GlsGqVxV98wvVnn0B9bdxuRC9H0/jk7f9y8fFHkpGVw5Pvfx6XBAb8wLT9TQL4nTSCiY/XFQ20CeYB3ZtKu3vbFmbfdzt7dmznwhvvYPjoCVGPya+rqea1px7h1GlXtGhxp7mwrkHUVlfx0/cLGTnx+BYd2f/r8qU8+8Cd2O0OLptxD70HDGpOthJVcsqkfrnftbjRrcDvSgSAj9cVZQHv2ASjrddj3a0/fv0ZLz16L66EBKZeeROH/m10mBBKiwp54cF8zr7iRjoe0CS/gqivreHlR+/h5Asvp0OXA5qVp6ULU2t/Ws5/n3iIgh1bOeeqmxg7+ZTmEmg1cMLEvrnbW1Zj6/G7EwHg43VFduBx4LLmpNc0jcULPmTOUw/jcLqYMvVijpx0gvX4+RajtrqKFx++i1MuvJxO3XrGTBdtcSoeIVRVZcmXnzL31ecp3LWDs6Zfw9EnnxnvJZRIvAucN7Fvbl1zM+wL/CFEMPHxuqJT0bddx9XpoS3bGisXfc28V59j6/q1jJ1yGqMnn0L3vv33ejrY1JpDU4Qo2L6Vrz58l8/ff5PMnFxOPHcaf5twXEsIUAvcCDwzsW/u7y6UP5QIAB+vK8oGngJOt15vahVw55aNfDn3bRZ+9B6JyakcNv5Yhh45np4DBjV62tdaNN4dFfoupWT7xnUs+/YLln75KUW7d3DksScw/oTT6D3w4JZW9SVw0e9pCiLxhxPBhKkdNE026fGFb4vX+O2nZSz7egErvvuK6opyBgw9nL4HD6Hv4KF069vf+ptGcRHrEYX+46Z+dmxaz7rVy1m3agW/Ll+CoigMO2o8w8cczeDDRuF0xH+8bWwps+IP1QJW/GmIADB/bWEWcDu67+CMjI+l/q3Ko3j3Ttau/IH1q5azfvVydm/dTFZuBzp170X7rt3IyG5HRk4uaRlZON1uHE4XdocDNRDA7/Xi9XqoqaygqrSIitJiCnduZ/fWTRTt3klu5y70O3go/QYPZeDQEXTu3iuq82cVdgwnWLMJXgVun9g3d2cLhmi/4U9FBBPz1xYeANyFvkStxLP/0SyINX3A76dolyHMnduoLCulorSI6vJy/D4vfq8Hv9+H3e7E6XLhdLlISc8kPbsdGdk5tOvYmc49etOlW49GmqWVTznnAbdO6pe7pjWZ9xf+lEQwMXfNnoHAPcBkIs7UaIoAe4PwF2qiXw/GN58MC9EJsLjJlH8A/tREMDF3zZ7e6ObifE2SES1N4xdlWt4vq1D3ERnqgdeApyf1y/2pxQ36HfGXIIKJ93/dkwCcBVwODIHoWmBv9h1EI0OknOPNJgysB2YBL03ql1vV6sb8jvhLEcGK93/d00+VcjIwBTgcsMUiQDxeRLuZW0EGqShiJfAhMO/PfvdHw1+WCFa880tBtqbJ44BjgWFAD2j5SSlWYYe22cUkwi70840XAB8e37/97ta0/c+C/xdEiMRbq3dnaJJD0c3HEKAP+i+l5xDjh18hJhHK0H8LabMiWIH+MsmKEwZ0KN5Pzf9D8P+SCG1oOX6X/Qht+POjjQhtAP5HiSCEyBRCfCWEaN4u2P8B/E8SAahCn+o1vW36fwRtzmIbgP9djdCGCLQRoQ1AGxHaYKCNCG0A2ojQBgNtRGgD0EaENhhoI0IbgDYitMFAGxHaALQRoQ0G/g8XOfQgYijRvQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<MNEFigure size 140.4x187.56 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ica = ICA(random_state=0).fit(raw)\n",
"ica.exclude = ica.find_bads_eog(raw)[0]\n",
"ica.plot_components(ica.exclude);"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "6ccbbec6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x302.4 with 7 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"raw_clean_ica = ica.apply(raw.copy())\n",
"epochs_clean_ica = mne.Epochs(raw_clean_ica, events, event_ids, tmin, tmax,\n",
" baseline=(tmin, 0))\n",
"epochs_clean_ica.average().plot_joint(ts_args=ts_args);"
]
},
{
"cell_type": "markdown",
"id": "186a908c",
"metadata": {},
"source": [
"# Plain regression\n",
"\n",
"Let's first try regular plain no-frills regression on the raw data."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "29b5ac1a",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<MNEFigure size 216x212.4 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"model_plain = EOGRegression().fit(raw)\n",
"model_plain.plot();"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "3f329516",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x302.4 with 7 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"raw_clean_plain = model_plain.apply(raw, copy=True)\n",
"epochs_clean_plain = mne.Epochs(raw_clean_plain, events, event_ids, tmin, tmax, baseline=(tmin, 0), preload=True)\n",
"epochs_clean_plain.average().plot_joint(ts_args=ts_args);"
]
},
{
"cell_type": "markdown",
"id": "bb9ad48a",
"metadata": {},
"source": [
"That is darn-near identical to ICA."
]
},
{
"cell_type": "markdown",
"id": "3f115b73",
"metadata": {},
"source": [
"# Trick 1: Remove Evoked before regression\n",
"\n",
"Gratton, Coles and Donchin propose to first remove the evoked potential from each individual epoch before computing regression weights. Let's see that in action."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "7248cd27",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 504x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"epochs_sub_evoked = epochs.copy().subtract_evoked(epochs.average('all'))\n",
"fig = epochs_sub_evoked.average('all').plot('all', show=False)\n",
"fig.set_size_inches(7, 7)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "791b973e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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MFj0xmvdAzGBNt1bgTEv+544uHVpLWJ9kFmYU9377N58IW4vht33Uzrb0f6yYPcK2FFbMpmzVYiTSFG1koawosZJ1bPrxPUp/nUqwRXciHYdh5ncErVGuepQKHd1M2bz3CXfbDyPSLIkIXumgtUaXrkGyW6Y1lrXW6JKVqLXz0CUrHEK06o8EIjW91pfAsdHZzyyrt4LaxmhjhPXpgVp70wC4O7ZopydCg/Ya7X3PZ3sapvEmqLZaVc7myGrdidKViyBQzqYfP2bTj++T1XEIBQf9HTM7HxWLUb5yLipaSqhV76Q041JBB4JYTdoSzGmOBMIoZWMEQ6iYQwYxTLSysTYuwV4yjUDn/SHNmIKIIHltMfLaoqMlqFXfY/30BkZBH4zWAxAjbRGNAGZGhp57VPmMx7+qxyLbZjAQsswMZ9jULGB3CjSYRNj/wamnKUs9YdsqbFsKZSusqMK2Fbal2DDvC1Z+8hih5p1ovtfZmNnNkwzm4jn/h4qWktv/iKR0xXSJYFeqRPHfuCRQykbFHJtD2RaqdB0Ec9w4VW2IVOiKYuwVM9Gb12K2G4bRrOoUJiMQxAxlVQSycs8p+vi2F7a2vLY12psRfVEks1WY15Qu8CXCluCPT351XdA0bk1tSAIhsItLWPruI2xeNo92h15KqHlnytYtwwy2Rgwz0ZI3G3Q0yqMSGSn2gVLpiKAqe5xCdiWxwtlJxnh1RnUcEs4j0Hk/VPEK7KVfoIp+w2w3HAk4C7qMQJBAJBcznBUORnKfb3v8+E4rXrvg1nooum0GAzKXCLsA6l0inDXhm9vKova1ZVGbsqhNzFYoS6GUpmjRj8x7+Raa9RxOm/3ORIxQQkKU/D4XzBDBpu3QEkiuqCKglUsSx1+nIUL8V8UlQyyWVPltK1opKRLEqFlCaGWhls9EFf1OoOv+BPM7YYayCGblEojkEsjKIRjJxSB6z6Jnz7yyXguzAdEpENFX53bOKO4FRfN9iVAXXP3u3BuzQ+a1Xj/TEqKGsGTK/1j03tN0O/oymvUagW0rlKURQxARmnbtjxWNEd24yhkniFWglYURzkEAbVvYFWUY4Vw0OCpPxWYC2flIIAsjnIUW53W0UsmV3yWF6f5PT4j0apMYAYKd90ZvWkp04ccEuu5DqOuoBAkC4RwoX00wO+uKPa6fWPrNrWNvqs8ybSg4NkK1I+27HOqNCPdN/eWCvEjgplR/A83Pbz3OitmTGXLZeMLN22FbCtNW2KbCsAXTNFBaEwiahLM6Ju4Vo/JDaaVRSju9PMqRYkpplBVDxcqwyzdil6zHCOUgRsDpIi0rIZTfGa2pQgo7WlaFFKnSJa6qGYEQRtOWZLXpRcmsl6gQm+yhJ2GaJrpkKbmFnclq0oRQVuDGff81ec2ky/Z5pL7KtaFgCD4RPKgX1ejpafPH/Dp/3gcte/QzS6OK4nKLsqhFaXmMTx+9maLlvzH84nuRSB5RSyWpS8p2frVbyZMyJ+LMLVIaragkgBsvfu0lBpBIR9mKsjW/oZWBshXazMII56GsKFa0DO+odnwgL7riB8QIEijojpgOEcxACDOUhREMYYhm/eSHCeS1oNXIk8gr7EIoEiScFSAYDpCbFbRyI4GDJ5w+9NOtLtgGRPdglv5XQbeM4h658sfaZp+mW6H2R5wtZToAt2qtG3Xv2lYT4b15q7pWWGr6xuKSFvPnzqFV9/6UWbC5PMbb913H+hVLGPO3B9CBMFFLYStN1FLO/0QlT67QXnilgPLE8+a70p+kdJR7n1Yay7KxSospW70YLSGnu1Rpj6SIoWJRNv80EQIhsrvtUykRgkGMQIhAKAsdLYGK9az78kUiBe3ofszlhLLChLOC5IYD5EYCZIfM9Vkhc+gDR+22cKsKtwHRI5ytH2zbI6O4hy7+viYinAps1Fq/IyKvaa2PTwkfBIzWWj+w1ZluQGyVajRt0bqs7KD5lim0IC+XPgMGMe+H78hv15nJz9xH8aolHHvTeAhEiFqKCg8RbKUTLg47hQiJOGkIozxxvaTwSgftkRC2FUBnhchqlu8M6q1djh2tQNs2oezWzjoGK0pwSOVWPIZHNRK7DLtkGdkt2xFp2oGCnv1YMOF6ln38FH2P+yt5WcE4CcgKmc2zQoG3b//k56HXjulZtjVl3FAQASOU8QTEAhHxTkzKZIUaInIFzl5Kp29NXrcFtooIQVNuA/oTcAs0O8Jug4bw4v2388uMKfzlsTcgnENp1CZq2QTKStGhcBIBrGqI4CWKN37qfwA7rXRIJk1cqtiWwrZNwpFO2LYiFrXYvOxnUIIhQcxABILZIIKuKIZoFLE0gXCQvK79CIUDBEIGwXAWu597B989dBFrpv2X9kecRl4kQFYoQChgkB0y+wVF/QO4dGvKuKEghhCMZPz519Z1hRqA1voeEXkeZ0uYM7cwq9sEW0yEOcuL9ooEzL+aojDtyoo456spfPneG1z6wAuUrl1OfvuuhLKDbFy3iZf+fib7nnEpnQbthZ3SQ2PZikWzptJhwFCMYKQKAaxqSOH9jaM60sRsxapvPiVaXETrYYdhW4pg2CTSvX+iGzdWthmrZB12NEakRSGBSBZmwMA0DQIhg0DQdIz6cICsUBZjrniQD285k659+tF26Ki4RGDTyqVsLt98yXPTQ6+fMazL51tazg0FESGQVS99JW8AD4vIH4B3RORFd4Xa2cDuQFPgyfp4UENii0pi/qpNWQFDnrG1NkKmgSEaw4B1K5fzwN8v4W93PUKvAQMoq4ix6Jf5FBdvon2fgRx46nn0GDyUYCRYpfJuLlrPV688RO5Zl9N1yN4plVhVKx3isGohQ9ytV+XYqoJITsjtdaoc7Va2ws4Kops5UzHEEMQA0zQwAy4JQiZZQaey50YC5BV05Igr7ub/7r2K3o+9TqhFC9b/toBWbdvTokU3IxwwnnnrxxW7H9mvbeNSkQwhkLlEqBZa680kt/Yvu/5PbXXi2xBbZCwvWL3pZgU3aO2oJUo7Fe6cE49ityHDOfH8yyi3HZugwlJEbZuF837ECISwFEQrygmGI2Tl5QGO+mKEwijbIqdpfiI9qKzIVhoSeKVKbVIhNY10hrttOYTwlomIOBIhYCQIkBUyEy1/biRIdshkyiuPMXfaJ5x+3V107dmbcCBAOGAQNIRwwLj1wJ6t6rqZboOiT9Mm+vkRmY2R7fnBZ/6AWip+W1fcyjTkMtGg0YgItoL/vPQMpcWbOPviy7AwMAzBFAgaQkwZ9O2/GzGlUVoTs2zKNxejNGgNthWjpGgdhmFQXLqJWCxGWfEmspo46wSCkQh5zVuCEUir9sSRzt6oJEJVqWIrXcWAj//GYRqCaQihgJEgQChgJAiQFTIpL1pH/yHDmffFx/z+wywGDBhA0BAiAYOgYRA05bLpv69/ZFjH5qvq/okaBiJgBjM2lnd61JkIpsj1GnJFNFoLomH92lU8dPftPPfG/5EdDmEpTUwpTIGY4fyPGVIpPYImueHkxTCqdWug0vCNjxVYtqK8rIylC+YSCEcwAkFsBWWbNxHJaUJ2k6ZgBkBrcsIRAqGQS86aJUI6ckQtlYiTeF9DCLhkyAqZhAKVEiFatI71y9dR0LIlnYaNoM2t93Pz2eM44NAjaNqqFUHTiBMiJ2ga1wMXbdFXagCIUW82wk6BOqlGKzdu7qK0nq8hGG/NFZorLr6Aps3yufKm27BVpboUsxUx2yGC7V4rrYnb1t4u0EoCpFyrSn8vSWylqSgrpaIiim3FqCgrJVpeRiAYwtaK8tJSrFiUSF4zmrRoRSAru0ZyJPtXqlym4XSEhAIGpiFkh0wqitdTvmEtLQpa0apNG4KGJCr9c/+8hZKNG7j+3ocJmkLQMFwiETNF+vRq3eTXun6khkD/Fs30v/+wd0Zx+734f75q5IVpcLloCWoNpjgV8qe5PzHp4w/4dPpsgoZgoDFx1CVDDIIm2MogphTKNFySOGRIT4QUopgp3aMeomQH85Ly5w2LkyUWsyhat4aidasoKdpAVpOmGIaBbcPm4o20bN+ZcG4TtDgV3ksK053iYRqCtmNsWLGE1cUbaV3YgS79d0siQLzS//kvV3LSmD1Z+us8+vTtjyFgimAaBE2Ry4AL61LmDQZDMCM1rsbbpZAxETaUlOaaIqcKGgQ0IFq4/547OO/CS2jetCm2gqlTPuGlZ57mvseeJhiOoLQzryVgmGicCuZU9niL76SfSoT0JPASx/VLIVOS5FAaFTDJa98+bToxy2bjmlWUr1mO1oqS4k1sLtrIm4/ey9jTz6egsD2GGGTn5BAIBOjSqRORrN5pCRD/NcJNOO3ci3j6/nu4/6nnHRKIQyYRTl2yvuSqDs1zt/s2MY5qFNre2Wg0yJgIpsgpGt3EFEHhqEW//jKfr76YxgPjH8cUQQxNzx492GPIELKzIyjtzBUyEUeN0mCKRmOgtUMmgBXLlhGLxWjboaM7ikwSCdIRAGDh/J9o2rwF+S1aJqRAPI5SGttIVre8sLUmK2iS277yuDClwYrF2Lj8N4bvvR/ZeU0Ah8iO8S8YAm8/9yg5uXn88aQzKglgkFCDTjnrbA4e/jCLf/2Fnj17eaVCnulMSXg003JvMIhgBH2JEEfGKzNM4fy40WiKY0A+/fhjnH7mWTTLyyVgOK1e506dueTSywkYTosZMMX5NYTvZnzJqUeOZdO6tYQS/vD8o/fz5AN3ETINsgKOIRoOGERcp60KwgGDcMAgO2gQMR33woN38faLT7r+JtlBk3DAJGIazJ/1JTefcwK6fDPZQSPJhUWRF3Li54YDlS5k0iwnwrFnnEurFvnkhkzHhQNu+s5z8pvl06J5vueZTr6DpvOeebk5nHDqGbzy9OOYBgTc93TJ0CjOGhARApFQRm5XQEbG8udTpwzdvLl0utaavCZNGDhwICWbS+ndqydfzZhJmzZtE1LCO66gIdFFCrBh43r+959/c/KZZzuLbLRGAUUbNxCLWuQXtAScbtn4fUt+W8SlZ5/CTf98mH67D0rK19rVq4hk55CVnVNF3VqzehUfvvVfxp15LoZRyffffpnP7X+7kGv/OZ7O3XsCyVImjrjKZXimgpsChjjqkCmOeiSAaYAgmIbTspiGsHrlCg4atSfTv59L0yZNnO5K935TGNA0N/uHjL5QA2H3dq30++cfk1Hcdtc/5hvLAEMG7e4cSyoGGzdu5PMpk/nok0/p168f7QsLXXvBqcBOldAYpiQqs9JOSEHz5px1znmJ3iZclamgeXM3rluRPapU+44d+NOFf6F3nz4EUuRXmzatPWqPJNQtW2naF7bljPOq9lZ269qVcaecQbcuXQgHzSTboTY4qpEjFQ0hofKIVBLA+S+0b1fIsOHD+ej9dzn+xBNdwkg83hE455JtN4ghu0xrnwkykggVReu+BIbjtqxaDI48ehyHHnooXTp3oUvXrnTt3qPSGCaZAPHKGvcDqviDQ444ARz/yrQSGU5ZS+INS9znSpTU8Pi9WzrzXNzKL4hLAkfFMMQdoIr/x2n533nzv7zy0ou8/r+3k+LGKsqn5+fn77lluagfDOzYRn9y5akZxS24+N6dXiLUSoTo+pWttchywMDtYizZXErn3v347eefyMlrwo9z57GxuISRI0c6hqpOrsQ1Vn5PGFSqUnFSQLKxa6QQwRtWKVGSn1ET0hnS6RCv7AbJld9APAQhIS0EKN28mX49uzHvl19p2iQPARb+uoCFCxboUXuNaNuiVZvtNtI8qFNb/dm1mU0IzT/3jp2eCLWrRsraR8QVBeLUmk8/+4xhQwaTmxUBrejXtzcrV6/hvXff5eCxYzENEy2CdxoGOBVT3Cqv3QotujIMnHAtYFKpWtW0ojAeFle1vGllUslrawi8m4JVV/kNSX/dNC+XocP2ZMqkTzlk7FgmT5pEp44dOPigAwSt9gVeqz2HDQMxBLMeVKMaVqhdDXQD2gDnuwehN1pkQoQhcUkQ/500ZSpj9hntLAmzLUQM2rRqyQH778sHE9+nX/8BdOjYCUMcfd/ErXBCEimgZmJ4xyycuFURDzM9oenUorSv5iFPOhgpYZlU/iSJARwwZn9ee/VVmubmMma/fQiYBqIsUGow25EIGAZmuMp541uC+Blq74jIa1TOPr0TnKNqgf2AF+vjYQ2FWrtPRavBoiz341mgFV9Nn8HIoXsgykaU7Wy1YluEQ0H+cMhYSjYV8fGHHxCrKHcGkxIDSm5fPCT5x7tkE4NP4vTEBE1JzPVJdN2muESYVLqgUdk1m86ZrovHq86hbVYtX0rAwNPdK243KZXXRjzf8XcBZcX44vOpBE2TRYsWsX+cBFrFd/QevA2+bw0fVpBwJCOHu0LN487xpNQeZ8dwqLpCLRc4DvjftnilrUHtEsG29gDAcD5ieUWMn37+hUED+nkWCTstp9gWGAb9+/amT+9eTP18GkpDr969KSwsTLSv2pUK7uBxQlpA9RKjVsQNYY+XoWHlihW0LSzM2Bbw4p033uDh++/jvY8/JSsrK9HyO/ms2voLmjlz5rB2zRqCAZM9hw1l6OBB3HjzzVSUlhAJhXB3IQDYo+45qj+IGEioxv1dvajzCjURaQI8AlyptS7eiqxuE9RIBGvpT+0Fmtla849/PcrkL6Zz8P6j6diukOyws2VKcUkJX8/6lgP22xctCgg4i1kMg333GQ1iMHfuXH6aO5dAIMCgPfagSZMm7iizW3FTiAHxrlinlVVUlnDtGzZWYtrnn3PFZZfy6n/eoEPHjklhKgNL+rDDDqdTx47kZmcnepy8lV9rzU03XM+AAf1pWVCAAP3792P3/n0TjYRoRaeOHXhk/KN8+Mmn7D1yBH+//K+Yptksum55h1CLwu1zqKGIs/Xg1iPtCjXgOSAIXCsi/9ZaN+pdPWqWCMoqRAyeeOFV3vt4MpeecwbnXXUDI4bu4ahDymLihx9zz0OPMXLYULJzctDKAm04J9cYBjfd9g969uzJiSecgK0038yeTUnJZkSESFYW/fv3JycnJ0GMOOJSAyrJ4f2fSQs/fM/h3HX3vXTu1DGxNUwineqPkUogmJPNyBEjElIq3mMlQFnpZmZMn86vvy6gf9/ejNlvn8rK79gA7os4RLjz3vsYf989PPjoExQ0z+f8P50BWhVSqVZsW9RNIlSLGlaoHb3ViW9D1EwErQrRijsfeoK3nn2Ygf378viLE9i0qdg9hQaOPeIQ9h01guxIEJRjOOt4820rCvLzKchvhigLUwyGDq7UCErLyvnhxx8o3bzZ+TAiiUpnBgJEo1Feeuklrr76atq0aUMgEEiMEiulsG0b27ZRSqHcihcIBIhEIoRCIYKREGP236/yfeJqVx0KyEuX4k1FfP/dd9i2TSQSZvSokey3z96JRsFb+b2/RUVFDBzQn+OOOoJe3bpwxAmncf5Zp8WJsH1gSFz/90EtRBCt2gJYlsUt/3qEYw8fy+59e9GmVStEuWeWmQFatcin8lhdEAWIRotw0Xl/djyVQlDgme6QHQkxbLA7bUKS7faYZTPnhx/YvHkzy5cupWjjBizLcnaj0BrDMDBNE9M0McTAMBwixawYZWVlWDHPFsQpaYs4/aBaa8LhMOFwmEDAKYqKigrKyspQSjlbTSambSjy8nIZOXyYE1cr1/C1Ko+zAo9KpBPXh409mBUrloNWtG3dEtvtYIAMj6xpCIiBUQ8SYWdBbRKhNUAkHGKP/r3Zo19PPpryBbv16eVUBAy0bTmtuWGAGM68ftc5B/s5hKisKJVdseLV+I3kyhoyYI/dB/DqS8/X+hLipq1TKnxypKphGqGiooLy8nIsywIgHA6Tk5PjSB6dYpFUo/qkq/zx38effYGlS5ZQXFICWlFeXkYkHI7HSX8k6DaAiOFLBA9qI0IWOEQ47rAD6dW1E+Xl5WRHwpUfHwONIm7RCh7VQ6tKQoBTGbW7v6h4d7s2wE6zAW88LH3e6hbfSOMvBpFQgEiVgwWdLk5JfUYa1Sdd5ff+bioqwrItyivKQSsqyssJh0PxtLdfTaw/Y3mnQM3jCFoF0IpIOER5ufMhyysqiIQClS1hvDLE+8dtZ8xB3DEH4upDQo2wXJ3azszZscr7vC5NGknPSHW2xym3ottWjS4eL3Gf511E2Z73ttL/asWVF59L82ZNef3t9xBlJUsErbbfomERJBjOyO0KqMVGcJo75ZlLbRoGtmUhWiUZneJOQdUildLBlQhaPGqGpKgcqdcuNMKkqdMYNWJPgtUsILEsi03FxTTPz6/MgwdvvvMuU7/8mn/dcZtHEkna59UG8Xa3pmv9vTZSSnjHwjZ0bFeYIJaKE6xudnv9QgRt+hIhjholgrbtGMDaDRtpld+UhHSoqEgYi94R5yTpEG9RPRIiHj8uLdauXYsVLU9q5eNu0aJFXHrNdUyfMbPaVv5fDz3iTLVOIy3QijatWtK2Vctqpci3337H4eNOYNXKVYjWVZ2ysSrKmTlzZhWJlvor3vJISELH5eXmMGLIINCKgvxmrN+wIR5nu51OphF0IJiR2xVQm2guUpbFuo1FtGjWFNGavJxsNhUXJ7eAkEY6OPaAFnH0fzFIDIe5o9SnnHMRY8fsw6Xnuz1LnjS7dSzk/155hvaFbRFlpTWETz9hHHuPGFatUTtiyMDEmEfC35NOx3ZtGbXnUPKb5DgVOg0+/mwyf7/ldj54fQKtWhYkpZ/a8gNV7QigeNMmcnOyEa0paNaUtes3OqqZSFHah24LiAG+REiglgE1e3nRpmKywmFCARNt27QpaM7KNeurqDqpZIjj+7k/c/v9j/LIHTdSUNDC8XSJcePfLqZnty6O9IjDY9R2KGzjpKp1VcMVaFOQT5uC/JpVHa2SSeQhQ4v8plx96UWV/mlw8H6j6Nb5UVoVNK/sMk2Nn6bye1WpVavX0KZlC9CKcChAdlaEok3FNGvaZHn1GW946PQnhu6SqK0kVqzdUERBflNQNhgmrVvkM/unX5zQNGRIVDy3wrXKb0qvbp3JzY44Bm28UmqbvQYPrKqz2540M0alpEkHSZEE3udV1+Uar/CmQK+unavYAfHKv3LVKmbPmcshY/ap2oPkYvmq1Qzs1zvh37J5PmvWraNZk9wVmb5hvUMEXfPh6rsUarYRlL189br1tGjWxPFQNt07teeXRb8nf3Svg4S+jFa0bdWCW/92IVnhUJUeFW/vSzr9vEratbmUXqEkZ1tp70nYLykubdpp0nrr/Y+5d/xT1edXWSxYtJgenTsk/Fo0b8badetBq+0nEcRwuk8zcbsAapMIv6/bUKQLmjWV+CHefbp0YN7CxWjbRkwz0aK/8+k0Fv2+jEvOOilxs3d6QpLalK6FTtMyS+abbCRBVzc1r+6dRW6CyTd6G4FzTzmWU485LDlOSg/SvAWL6N21k9PTJgYF+c1Yu26dRqvftzBHW4966jWqYWFOf+AaN9odWuvtuka7NtRIhEC//Yrbzpm3eM7PCzvbto0JFLYqwLYVy1atoV3rlokDwDdt2kSR14hO6TJN1fFr7Tespls1EySM9VTEjfc6pZWS05QKL0COu1LPiZ+iFq1cRcyyaNe6ALRC2TZz5v1CYasWvwc67b6pTpmpV9SbapR2YQ7wF5xd/TRwN3BufTysoVBrkzu4X88v27ZswQdTvwZAK5t2rQuY9KVzkpC2nf75U44cy/UX/yl933o16tPnX8/k869nJtSo+nbzflnAC/9+MzNVbCvUs0TXcJqwyV/NoF2blon3/mDyNFoXNGfIgD5f1uuXrCO0CNowM3Js2cKcplrrjVrrIiB5b85GiNp1D2XP+tMxh3LnUxOY8f1cLrr1flav28Ck6bMdA5pKMlSxG7z/U1UHrXjrw8/43wefuvdW9sVXua+uzr1/ylczmPjZlLR6e/z/51/P5J+PPlVjnGoJUE3l97pJX85izboNXHj9ncz87gfuHP8sZx//R9Bq1lZ/va2BdjZAzsThLszxuCc8KcUX5kByfSoSkabuAp0de2GOi+knH7ofvy1dzhnX3En3Tu2Y8K8b+fN1dzuhbm9S3GYQrSvVD6+a5L12cc81l6QdaRateOa1/7Fs1Wquv+Qc6oq4MnPOScdwzknHpFexXLtkxapVLF+1ulodPxWSLl41977zyVQ+mTadCQ/ezr1PvMipl17P0WP35+QjDwKYXucXq0coIJZuZ7O64w3SL8x5AHgQx1S8uz4e1JCodTuX2Oz3A2KYa4BmC5euoEuHdgB0OfBEPnj6Xnp36+JEdERowmYAatbH0+nwHr93PpnC8pWrOffkcZm9SW1p1xdqIYLXpjj49Ev4+vsf2fDNx0m7YQAbtUhLs9ue6UfxtgEGDtpDfzhpakZxWzfL3em3c6m1xgQHHWJpZb///fwF/PGSG5g9dz4iwtEHjubf739G/JT6VDUJSNK3q6AadSbuDh8zuioJ6qAWNZRbuXo13/80v8oz4++pbTvhRgzsz+lHHQpKJfkD729PEoAjNWMqM7crINOm8+1+3Trx8DUXMrBXN1A2Jx02hpff+cg9trUqGbyEAGo0Sp2b0tsR27KSZ+Iefv41bn3wSddG0FUIgHKcti1effcjTj7sgIRfZZj99lZ8s3pBfJ/aTNyugMzG2JV63zCMir0HDwiDU/EH9+5GJBzi0y9nMmbkUOLjDHGbAahChlTE1ag4GeoyMzSdlNnSmaV1wXUXnEHJ5rJE5U8g3gi4v59+9Q2hYIDBfXsk/MQplyjKntigmcwAmqonke7KyEgiBAf/oQil/puYUwOgFRedeCQPvfRmYrpBkmSIuxqQoi5k3q0ZJ04d7o+jLs9I57IiEQqaNUlq/VE22nXx0eeHXnydi046ynm2p3y0sv9r9hm9MZNyb0hoNDGVmdsVUBercjxQOc0AOHHsPsz8cT5zfl6Y9LHLyjxHCqeoBWkd6dUpr386l0m8OFIJUV5WVmPaNT43pfJ7CQDww8+/MuOHeZx0yL6VjUHldI/xdSjzBoPWYNmZuV0BGRMhOPgPX6Dsb70fNjsrwmWnHcOtjz7vVg7FmrXrGX3qxXzyxYykilKdc9JyKtayVWtYuWpN1YpcA4n+Mf457nr8hVoJ5nVfzvqOUSecx+9Ll2dG1HTpVqngleG3PvYil512DFnhYGr+vwsMGDNt6z/b1sMxllVGbldAXfsZHwY8H1Zx7rhDmT5nHl99/xMomxbNmvDXU8cxpG+P9JPfPC0nkESIG+9/glseeiqpUk2c/AVHXfh3ysrK0hKpV5f29OrcPi3BlBVjyvRvUFYsKc3denThklOPobBlftI9JSUlLFtZ8wbVVSRACjm+/u5HvvruJ84dd2hSfDdPD9exvBsMWjvjCJm4XQF1Ol42+tWbAeAnMc3uCU/D5OX3PuOhCW8x7YX7CAQ9E7mMDA+0dqdPL1+9loBp0qpFfiJo8fKV/HfiJC478/j03bA1pPftvAWcftXtvHDXdezeu1utt9340DP88MsiXn/w1pojxomcIh2UZbHXGZdz4fGHc8of9k/N069An+CgQ7bbqjQveg8YqJ9865OM4o7uVrDTjyPUiQgA0a/ePAGYAJW9PloM9v/zVRx70D5ccMLhTsK1kOCC2x5g+G59Oe2IAzMnTBw1GeEpaS1cupyu7TPbR2vthiJWr99I326dMn6+V0V67D/v8urESXz2xB3JA2hOnk4KDv7DhIwysg3Qc8BAPf6NjzKKe2DPVjs9Eeo+BKvs11D2N1DZPSpa8di1F3LbEy+zYPFSZwCpFtugX9dO9O3aPp5mnXV0qKJ2pE2ra2HrjNMtaJpL3y7tqzzn59+WctZ1dztrjT1SwKsi/fr7Uq5/5AUOHTUkdRQZlD0bZb9a57JuQGitKbdURm5XQJ2JEBo5TgN/8wwOoW2bXp3ac81Zx3HG9fcSjcVqtg+U4oLj/sDgvj3TG89QK5GSKn+G8TN1CbjvGAma5GVHCJhmipHvVJJoRTln3HAf+w0ZwKq1G9IZ6FcEhx7RqJRtx0ZQGbldAXVWjeKIfvHfxwFnRlx8AE1rjr36Ltq3LuCBK6qZfl6TGpRuqeXW9FoYRt3ur2apZxWk2Ah/vecJfl+5mv/ceVXSCZ4ungwNP6ruMwcbGF377a7/8cp7GcU9cWB7XzWqFkr9DaUWO/+dllO04qnrLubDL2fz1BsT048s16iepJMeW6Y2uXms/bmp8VN6tdKGee59+s2JfPDlNzx9/SWVJKhM/3eUffmWFnFDQmtNhaUycplARE4SkSdF5AV31Vrcv5eIPCMir4jIVQ32QluJLSKCiFwe3vv4O4GzUytOs5wIb917DTc/MYH3ps1k5Zp1XHLXY6xZl1ZlqH28oAakHVyrpcLPX7yUY6+8g6Wr1qaPn0gnTXevJ462bd7/fAY3PT6Bt/51Lc3yctLl+ezQyHGNci6+0tS3jXCU1vrPwL9xVq0BoLWer7U+S2t9ErBdTxKtCVsqEaYCU0OjjvsY+AeQVGF6dGjLf+64gnNue5jPpn9LyeZSohUVNRu+WzLC60Gm9zTPzaFXx0KaZEXqRiQPAbRt89nMOfzplgf5951X0aNDYTrS3hkaOS6zbpntAMdYtjNy1LxCLZGk+7uYyoU6CYjICcCHDfdGW4ct2thGaz0dd2GJVvZ1Ypj9gSOABBn27NudCbdfzonX/pPnbryEwpbN0ydWS6tf3yhoksOt559SxT/RA2ZWtWFSSffJ9O847cb7mHD7FQzv1z3dO7wDXFtPWW4QKA3RzFv7ao+OEpHTcI7Big/+dMRZteaNcwLQSWt91xZmt8Gx1StYwqNP1FrZp2hl/5gatvduvXnt9ss585aHePm9SbX2JD3++kQuv/+ZWuPVNFKdEWpQv2qTPK9MnMwZN93Pa3dcyeiBvdOlPhelTg6NHNeou1u01pRF7YxcLem8oLX+K/CsiDwKHAu8ISIjROQCERkE3At0EZF/NfiLbSHqZauz8OgTiyumTDhCK/tzoK13MG2v3Xrz4QM3cOSVd/LzkuXccNZxmGZ6/vXv1pFwqOrOCinTmNMjUzKk7ZlyP3YN6du2za1PvcbLEyfxwYM30rdrh3TRVqLUEaFRxzVKu8ALpam1ktcFWutXgFc8Xl+6DtKoSo0NW9x9mg4VUyb0ASYBrVLDVm8o4tSbH8I0DJ697kJaN29ab8+tCWnJU0036bPvfML0ub/w6FXnufGce1et38iZNz+AFbN48Za/0rp5s3S3r0GpfUOjjptbLxlvYLTu3k+fcE9mY3wPHr2b331aF4RHn/gTzuHSK1PDWuU35d17r2Fo3+4M+9PVvDHp66oJ1LWrNJOeJc8AWHlF1DkKqhqValCvruzRyzMnSdm8+ck0hp56KYN7deW9+6+vjgQrgf12FBIAKK0pi9kZuV0B9SoR4qiYMqEH8D5Qdaabsvl67gLOvvNxenUo5O4LT6ZrYRUBsvVIkQQxy+LAv9zGeUcdxIkH7V3NPZXtwsJlq7jyoef56belPH3dhQzv36u6Jy0EDgmNHPdzveR7G6Gga1992G0vZRT3+ZMH+xJhSxAefeIvwDDg03St9559uzPjqdsZ2qcbo86/kWsem8Caje6mb25L/f4X3zD2sjsoLS2r1VD+fcUalqxck5yJFGkRDAT4y3GHcsDQ3avPuFKsXb+Rax55kb3Ovpqhfboz6/l7ayLBp8DQHY0E4EqEqJWR2xXQYPuehEefuB5lH0w1c/AjoRBXnXIEM564lc1l5ex+2pVc8+grLHYHugb26MwfRw12Ng+mmgl2Lu58+S3ueOmt9D1InvhH7TOMgqY5pMPilWu4ZvxLDDj5UkpKy5jx7N1cdfrRRMLV7g/6CHBwaOS49TUWRCOFUlAatTNyuwIaRDVKRcWkl04CHgIqBxNSKuziVWsZ/8ZHvPjBVPYa0IuTDhjBIXvulrYXKRVri5xOmpb5zZIDvEZxiqokhklFNMbEr2bz0sQpfP7dT5wydh8uOvYQOrVpmT4NBxuAi0Mjx72cGrAjoUnH3nrYlU9lFPeTi/fe6VWjbUIEgIpJL7UBHkepI6qLo5VNSVk5//lsOq9++hVzFi5hzOB+HDJsN/YZ1Id2BfnV3ZqEpJ6iFDIsW7OeSd/8yMSvvuXjGd+zW/dOnHDgKI4dM5K87KzqE3XSeQc4NzRy3PY716CekNehlx582RO1RwQmX7avT4T6RsWnL5wM3IPnsO106g7A8rUb+HD6d7w/fQ7T5vxCVjjEkF6d6d2xLT07tKF9QT5tmjelWW4OWVkRQoEAUcuiPBpjY0k5KzdsZOnq9cxfupL5i5czY95CyioqGLVbHw4ePpCxwwfSrlVBJtleCVwZGnXci/VRBo0Bee176YF/eSyjuJ9fub9PhIZAxacvZONsG36VVnb6AYXUEV+t+XX5ar75ZTHzf1/Bz0tXsWLdRlZtKGJDcSkVsRgVMYtwMEA4GKRZbjatmzejsKAZPTsW0rtTIXv07EK3DoVJC2dqWUlXhLNv5/2hUceVbuVrNyrktuulB1yY2YYaX117wE5PhO1yiFZ4/9NKgTvKP372ceAqnHUNzYBqxwVEhO7tWtO9rau/17R2IL4PazoVSSsQz/6syk5HhiLgCeDO0KjjdkhjuDZorbF2kTGCTLBdT5OLHHDmeuCq8o+fvRk4GWWfDwyqErG69QFeeImhbGeH7vSVvAo88b7F2b/p5Z1NAqRCa421i/QIZYJGcaxi5IAzS4EngSfLP3xqT+AY4AiUqrYDvwqUqllKeMNdoriYj2ME/zc06rg0w907J7QGa1fZ4TcDNAoieBE56Oyvga+BK8snPtETOBwYCQwGat5eIk1lTyMVfgdmAl8A74RHn7jDDYbVCzSoelyYLyIn4UyvCQPna603u/4G8CiQBZRqrc+rt4fWIxodEbyIjD3nZ+CfrqN84hMFOIToCRTi9Dy1BVoCQcDEOb4oBqwFlgMr3N+fgVnhfU9Zu23fonGiAWyEo7TWx4rIYTgr1F50n6Nwz09zl2warl+jQqMmQioiY89ZC3zgOh9bgToSoUBEZnqun0g5PgqSV6gN8AaISF/gNmBFYyQB7GBESAcRaQb001o3ij1FdxhojRWtyDT2Vq1Q01rPBY4WkfEi0klrvXgLc91g2OGJAJwMnCwie+ntMSiyg0JrhV1RVnvEWtPRLwAvuLtYxG2BC0VkBE4P4P9wzls2AIvKEzgbFXYGIjyOc86vT4K6QGuUFa3H5GpcoXZxvT2ogbDDE0FrbQE1b2Htowq0VljRrZcIOwt2eCL42DJoVT+q0c4Cnwi7KrTC9iVCAj4RdlForbGj5ds7G40GPhF2UWitsWP1Zyzv6PCJsKvCV42SsF3WI/jY/hgyZIieOXNm7REBEdnp1yM02OJ9Hz52JPhE8OEDnwg+fAA+EXz4APxeIx/1hOoW5rhhvwIfAd+kmb7dKOBLBB/1hbRHR7kowZmV2ihnnoIvEXZZzJo16wMRyWhTJyCyNQtzcKZjC/AuzubQjQ4+EXZRaK3H1kc6GS7MUW7c8sa6VNMfUPNRL3BthL1xF+YAu+FIgk9w9q4C+F5rff92yWAt8Ingwwe+sezDB+ATwYcPwCeCDx+ATwQfPgCfCD58AD4RfPgAfCL48AHA/wM3J0ou7yX85AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<MNEFigure size 216x212.4 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"model_sub_evoked = EOGRegression().fit(epochs_sub_evoked)\n",
"model_sub_evoked.plot();"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "55ec32bd",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x302.4 with 7 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"raw_clean_sub_evoked = model_sub_evoked.apply(raw, copy=True)\n",
"epochs_clean_sub_evoked = mne.Epochs(raw_clean_sub_evoked, events, event_ids, tmin, tmax, baseline=(tmin, 0), preload=True)\n",
"epochs_clean_sub_evoked.average().plot_joint(ts_args=ts_args);"
]
},
{
"cell_type": "markdown",
"id": "bf2d1fe2",
"metadata": {},
"source": [
"I like the theory behind this. But I don't see any practical difference."
]
},
{
"cell_type": "markdown",
"id": "c91065d9",
"metadata": {},
"source": [
"## Trick 2: compute weights on blink evoked\n",
"\n",
"Croft & Barry advice first creating an evoked using blink epochs and then fitting regression weights on that. Let's see!"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "9a50677b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 504x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"eog_event_id = 512\n",
"eog_events = mne.preprocessing.find_eog_events(raw, eog_event_id)\n",
"blink_epochs = mne.Epochs(raw, eog_events, eog_event_id, tmin=-0.5, tmax=0.5,\n",
" baseline=(-0.5, -0.3), preload=True)\n",
"blink_evoked = blink_epochs.average('all')\n",
"fig = blink_evoked.plot('all', show=False)\n",
"fig.axes[0].set_ylim(-30, 100);\n",
"fig.set_size_inches(7, 7)"
]
},
{
"cell_type": "markdown",
"id": "f488feb8",
"metadata": {},
"source": [
"Nice blink! Now we can do the regression:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "cc19a2c4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<MNEFigure size 216x212.4 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"model_blink = EOGRegression().fit(blink_evoked)\n",
"model_blink.plot();"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "449b4aa7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x302.4 with 7 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"raw_clean_blink = model_blink.apply(raw, copy=True)\n",
"epochs_clean_blink = mne.Epochs(raw_clean_blink, events, event_ids, tmin, tmax, baseline=(tmin, 0), preload=True)\n",
"epochs_clean_blink.average().plot_joint(ts_args=ts_args);"
]
},
{
"cell_type": "markdown",
"id": "d9730e6b",
"metadata": {},
"source": [
"This time, the peak at 190ms is slightly smaller. Is that good? Maybe."
]
},
{
"cell_type": "markdown",
"id": "f6139cf7",
"metadata": {},
"source": [
"## Trick 3: TAA\n",
"\n",
"Croft & Barry further suggest a correction to be applied after subtracting the EOG from the EEG (eqn. 9):\n",
"\n",
"$$ \\text{TEEG}_i = \\text{estEEG}_i \\, / \\, (1 - \\sum B^2) $$"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "25ecfb6a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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AN4b33qG4d6J07CG41Y8BKoPfvfSutO1n/Udeulvp6g90Xvw1J3lb7uaLpRAXpGY2bAsQDv5eewTKSvngkSwGHXcWjTv3qrkpFRiha6L6n6XkgZ9XvaFJ6/mbhndc+bsTKRRRpJRbhRAbhRDtpZQrgBG4SQ7/McryothveHvuxsa2I68CznMk9QDs6N+3IyWb164ms3lrbCkpKSzgjTsux/T5yctZTdeRx9H3hAtxENiOe0z1607M1TXxnK6Jt54c2y2yly6tzlH16SOtpWNfPXHeivNGdG0VL213Fk7armhZsjmfBukpZKSlsLGwjJMefJ2WmenMXLmem08exaVjRyL0nZ6tnOg5IpHq9zOAZ4AP/UddsaMaUsR4e+7GzhFbXhNxnNMsW8blrl1Bw1btAchbv5aGLVqja6AJwZZ1q3n2hgtIa9iYTauWMeby2+gwdEy15QVdc60zuiYwNIHH0Ni0ZI7s1Lv/RK+uPX1On2Zf1ea1Kv49/4XlJbq9B/AKbpmQtcC50q2n9Y9Q4kWxX/DuvE0XOlI+YjsyCaBad9QUL+tXLqN+q/ZsXLmU1267hB4jjmbY2VdRkJ/PJ/93FXFpGYy88v/QPP4/Ei6A+8Wta2K+rolzHjum64I/3PEAJDDueQ3Hvk5akf+TVtg3c9k6OjauR5LXBLaLF0fAtJUb8ZgmZz7xPtccPYQrjxpKTmEZJ9//Gv07tuLxK07HY9YQMI6DtO3tIsaxiU45TQPO9R956eq9fb37Mt8s3eoJ2s6dIcu5JWI7RsSROFKSv3kThtdLYmo9tqxbReNW7dA1WDz9Z96850aOv+IWWnTpSSgU5sWbL6LzkCMYctbVaLoeO7fX0NA1QcG6ZTRp2ZakhHi8hoapifGaJi48oWujzbV46Yp/QX3hlafpjXb7uCfsnD8VL3saJV4UdZovl2xpFnHkK44jR1Z/OduOxJE7Cpf8zZswfX6Wz/mFjx6+g4OOOZ16zdsQDARwEEjNYPFPX1G+bQtH3voU8fXcf96aIiYqWmq2CHCvrmn3PXBkpwPeChP66a320gq/LiORg6QVBiuCY1tMmLeCkd1aI207Jl6ErnHzu9/x3tQFXD1mEM0z0whGLAzTg2GavPr9DCzH4eO7LiMjJREgJlyks92XutpfRuh6ALgNeMo36qID3grz06ptvSKO80bQcrqGLIeQ7RCxJRHHwXZga84aIpEQHl8cmU2a8+Pbz/HTh68z+uzLSEpLZ9uWXOJS0rDRmfLx68Qlp3HiHU/gi0/AiP79VxRswW8aZDZqjM/QMDUNQxfoQpRqgmuP6dzw9doeB8Xu00jzyYu8TXb7uOzgmr8UL0IIHZgNbJZSjvmHXXTPpcSLoq7y48r8CyKOfDRiO0kRR2LFvpy3ixdHSlbNn8OsH79k1bzf2LJuJQkp6WQ0a0VcSjq66cVxHAKVFZQX5lG4YTWOFaF570No1msQzfsOw5eQDOxSvKBrWrUV5qy7D++wqJaHpFYIz/xcYEWuk1b4HmlFfFgRZCSMtNzpnbkrc2iUmkBGvI/5OVv4ZvYyPv11CWvzikhPjKNRWjJN6yWTmhCHLaEsGCa3sJQl63ORUjL24J6M6tOZ0X07kej3QbW/jKbVFC/V3ZmGpp3jO+yCAzIy5rcNRYbjcFfEcW6N2NII2q5DeshyiDjbBYxlS9YtnsvCqROY/cOXFG/bSr0GTajfrAUJyamg6QQDVUQiYYrztpKXswpN1+lyyGg6HTSMVl16IiJBmrZuu7NwQROgu86/4zVNnD+6Q/0ttT0uir9PM90nr49vvtvHXVO+8u+Il+uAPkCSEi+KA5IfV+Y/pAtxoy1l9ItZErG3vwZCIWZ+9wU/vvcKFcVF9Dx0DG16DSS1cQuSMhvx67iP6XTIGHRvXCzKyLJsqirLKc1dT9HGtWyYO5VNi36lafeD6DbmdBq0644nai6vIVyqW7mhiaNvH9FuUm2Pzd4kMm+8juO8LCPhc2U4CFYEaYWREfcVx6GysoJb3/yGacvWEY5YHN2nI4M7tqBTk0zSEuL4YPoCOjetj24Y9GvfAmGYWBIqg2GWbNjC8o15fDtrMTOWrWNMv85cMWYI3Vo1/b140aJpqzR9m9D0w73Dz5pXu6Ozd5m3qcTrSPmhLeUxjgMRxyEYFS5B2xUsRSXFTPr8fX7+9B0M00OvYaNo2aUnrbv0wtQEc37+jiHHnoJEsGLBbBp17EEoFCIUDLFp5RLy1q1kydTv2bRiCf1HHcOo0y6gaas2mJrA1LWawgXN9Y9ZrwtGHt6+/qpaHRzF36al4ZdZyS12+7hzi5b/lc9LE+BN4F7gOiVeFAcUHy3YLOJM/QWvoV2kC4EtZUywhCyHsO0wddxnfPr8w6RkNuKgo05m48ql9Bx5DPVbdyRkOWzbvJHP7ruWEZfcQUbrTjFnxAXfvs/qX37kqKxXALAciROsYOXkb1j07TukNW7J4LOvI7NlOzyGHhMu3u2CJmgIecK1Q9qOq+Vh2ivYy6aY0oq8L63w8TtYW6wIMhzECgZ57ftp3P/h93RqWp+je7dn+eZtXHpYf1rWSwFgfs4WrnlzHK9fMpZEv4/5G7dimibfzFlOzrZiPrnxrNjnFZZX8ebPs3n+uxkMaN+Ce846mlZNGuwgXoThcUWMppcCR3qHnDq9dkZn7zJvU0kc8BVuFAcRx6GmgKmoCvLZWy/z5evP0bn/YA468gTmTfmRMedfRVJaPXQhWP7bVD5/6XGuf+oNfPFJhCIWqxbN57fvPydYVclJN95LUe56DN0gMSmJaZ+/y8+fvkOvwSM485pbqVe/wQ7CRXffogmRB4wc2S7zgLRM1jXamH75cHqr3T7uuLylfyVePgHuBxKBG5R4URxQvDF7w1MJXuPKOFPH1LbnpQhaDhvXr+f5rOupqixn7BW34E1IIa1pKz59/H90HX40DTv2iuVzsSwbB/f4avESKCumaP1K6nfut8NnGpoAx2L5hE+Z/elLdD/8BIaefjkerzcmXDyGRvGmHEJVFeEW7TuOvmxQu4l7fXD2Iva6OZqwI+86ocAprrXFFS/Vlpelq9Zy4cOv4fcYPHjuMXRvlsnnMxbw3ZxlXHXEQXRslAGAdBysiI2o+T2kCRZuymPRhjxa1U8HQOgCKSHiSDo0bcgH0+fz9DfTuPa4EVx93GEYPq8rYjQdDNc5WGh6GZo2zDPwhLl7fYD2ItPXFXpMXXxlatrh1dFAtiNj00SL5s/l/hsvJ6NRM8684S7qNW1FYf4WPnzqQcZeegP1GjRC1wSaEDiOgxa1YDlSYtkO86ZPorKshKYdu5PZqDGm6YlZWiKV5Xz1xnNM+PRdzrz6FkadeCa6rtUULgDoroAZNLxthnKq3sdp54uTTzfrsNvHjVo1bz1QM7tdzSR1Y4DRUsrLhBCHoMSL4kDipncmPJiRUe+mBhnpJHgMVzgIsCVMn/gdz9x5PUeceRGHnnoha5YvJaNlW8KOoCpsx0RL2HJiYsWq4Yy7q+ii6h+CagdFj6ERLC1k4nPZBMuLOfWup8hs1BhNwOal82jSsjVp6fUwda3Ca2iHnNC10Zy9Njh7GWv9gmeFHb6MSJhq51xpRZChAO+M+4mbn32H/511NOce2h+kA1aEiqoAi9ZupH/rxkjbQToOdthCOo67HF3n2A6ariE0DaFraKbhvkbXjV+wipG9O7K1LMDFz36EaZq8edtFZKSnV1tdEIbpvpqebcIwDza6H7bfTltMWlPwkamJE32Ghqlvr/hi2Q7vvPoCbzzzOJffcS8HjTo6ZqGsdm6HHQQG0T/5GNW+YxHbwZHEtpu6hqmJqIVFsHntSp649UoaNGnG9fc9SVxCApoQu5pCOmhwq3rKB2Yfpn18gnyxY9fdPm7YnJl/lqTufuBMwAJ8QBLwmZTyjH/aTyVeFHWCeyeuHKxrYvLmFQtF205dSU3w4zd1fLrGV++8wqevPss1D79I00492JafR3llFXH1GlEetAiELQLRLKFWVLjUbPpO39g1c1lU57OozFtPfEoayalpmLrGb5++yuyv3+OC+18EO0LHHn3wGBpeXXNDRnVtpU/XegxvmxGojfH6L7E2LRuLdD4TdhgcCyJhZDiIEwnxv2ff5IPvJvPJPVfTqXFGLCeLjFpkJi9axZB2TXEiVky4ONWv9vb30rYRuo7QNDSPgW4aaB4DzTRYtHkbW8urGN2/K7Zu8r93x/PVzIV89eANtG7WBGGYCNMDhpulVxjmr8L0HKy1GbDflXz4adW2i4EXTF1gahqm7lpEbNvmgTtuYu5vv/DgS++Q0bgpwahoCVlOzD8sJi5ETGDEqN5mS4lTwwm+WuRomiBn6SKatWlLnD8OKxLi+f+7lTVLF3HPS++RWb+Be+4dp5C+Pbhl+j/Oqqr47+mYlChf69Prr3fciYE/T/lbodJ7yvKiCjMq9nnunbgyDnjNdqTIbNWJ1UsWUBGKEIjYvP/S03z97qvc/cYXtOjSk4rKSgry82LCpSIYoSJoUR5tFTu1QNiOvQZiFhpnB3ED8Ms7T7Lgm3fQNQ1D1zj0jEsYfeG1vHDd2STFx+EzdfymTly0JXr0dnGmfk/tjtyeJ5K7Ml1q+vNS05G6BzQDDAN0g1uefI3x0+cw5aV76dy6xY5RQFHnWhGdqnOqrSxhCzsqZJywhROJYAVDWMEwkcoAkaoA4bJKwuVVRCqD2MEwt7z3HePnLgfAEIJ7zzuOK48/jMOvf5C1WwsRXj/C40N4fGj+ePD6+0vDe30tDdl/xk+rtjUHHgbX+mhL6VpJLJv/XX8F61at4M0vvqN5ixZRYeNaS6otJqYmMHS3mbqGLkRsu6lFBYoAX1SQ12ymrmGHQzybdR0zfxyHpgk8Xh/X3vMYAw89gpvOOo7igryYcNGEK650IUb/tqHonNodOcWfIXQNf6pvt9te76eyvCj2dR74edUTtiOvBteJFitCYc4yCjes4Ye3nuOOVz/FND1s3ZJLMBwhrWVHSqoiVAQjUcuLHatjBNt9XOyd/vZ1sT0EWsPB6zHxGBoeQ8MpLyAhKZnk5CTiPDqGjFCWm0NJ7gbeezSbB975iqbNm8e+6KMmfEfA4K6Nkmfs/VH7b4jkrX0P6ZyK4yAcGxwLYYd5+LnXePfL75jw0v0EqyqxAgGapCbsEHlUWVHJ4jXr6dO8AVYwjB0MY0esHawtseWouAGwAY/Pg+HzYMT72RIMkV8VpGvb5iSnpaFFxcrL46fxxAdfM+WtJ6nfoAHC9CB1E6kZoBkhhNbTaNJxWe2O4J7jp1XbfgQOrV7WNIFP13jmvjtZumAez7/7CSVFheiml6T0ekRsGYs8cnb6+99pemeXSOlG5OlRQWpLyZYNOTRs3BTTY8ZEii4Ebz/zCNMnfMuzH3xNXEKia63RYp9VAnTp3TRVJbLbB+lSL0V+fNSQv95xJzq98fVeTVKnLC+KfZrHpq4ZrGviqh2mdgyTYMTm82cf4OSb78NMTOGdx+/h46fviwmX4vIqxj95B2vmTN9uXYnYVIYsAiGLcMTGCtuEgxbhoIUVtglFt+X8NoEpD11KIBCMWWH8qZn44+Njvi+FG9bQumNXBh5+FGPPvZSHrj0fEQnFLC8eXcPQ0AxNvL4yv8xfeyO45whv2zBWCu1UhAaahtR00AzGT57J029/zDcvP0J6ejr3vfYx97zxScz/pCIU4ZxH3+KjqXPp3qKhK1Ai26eMnEgEOxzBCoajy9utMW/PXcGFn0+KWWicsEWTxHi6Na3P0g1R1wlNA8PkouOP4LiRgznt5vuxheYKF90Dugep6V6p6a9Hclfqf36VdYPodNGhO6//5tMPmDLhex575V38cfE88+A9vP7sY9VWD0q2beXh6y5m26acaoEdfRXVGXL/sH3y0lM8edtVOwichs1aoBvGDsJF0wTnXnUD7bt05/6br0bDvUV69XYhUjQhXtqLw6XYDYSu4UmK2+22t1HiRbFPU7BuxSseQxPV+VUMTRCqquDj+29k7PX30qBtVzZt2MCIs6/kmOvujVlcKsISMzkTEZdKIGLHxIoVtrEiv2/hkBV7n9isCw0GjCHgaLucQgpUlOPzemJf+GPPvohmLVrz2mP34jU0jGg/XTM87XQhrq3lYfzXhAtzDYT2NEJDCo1qAZNXWMQFN2XxzpP30aRJI4Rh8r/LzyH7kjNi0T8eQ6dpRip+j4FHEzHnXLumr0vE2i5cwtvFzeAmmRzfseWOQidi4QGCwVCsf8J1zuX/rroA3dB58JX3YtNaUtNBN0DT+qNp59beKO4ZJq0pSAQe2nn95vXreObeO7nvuTdITEkB4Jrbs7n02psxoiH9KUmJNGjcmHqpKXgNV2h7DbdtFzK/b7oQDD5sNMOPOi7mvwLbHXptSUy46AJ0TeOGux8id0MO4z56u1q0xJyDgdHzNpUc9Z8PlmK3EbqONyVxt9ufnlOIpkKIn4UQy4QQS4QQV//rfqppI8W+yrvzNg0tLSuftG75Ypp37UPYdv1RvnrmHgIV5Rx7w/2AGw1kRaeFKoIRSqoilFZFCIRtIraDdCS25f5IAjiOREaFSM2/fyEEQttuPtd0Db/fJMFnkBxnkhJnkuAzCeato1W7DiR6zailRcOqLOPc0UN49KW36N2vX/Qp0z2nJtioC9GyWXpCnXUYDRdtPRHpfAS40UOOhZAOZ15yNU0b1uf+W65G2GEIB5HhIDJYiQwF3WmjcBAZCvLz7IUMbtWQSJXru2IFwljBkCtUogKmWtBUUx1xpEcjjnSfB8PnxZMUxy8b8xg+oCdafCJaXBIiPhHNF8/GghL6HHM2kz59i/bt2saEVvSEC8z6rXrUwhDuMSatKbgctyAljiPRNIGUkhvPPoH+Q0dw5kVXxBx3q/1WwBUajiSagVpGHXH//LNqltiwJdGoI0nEjh4fjUAydQ2f7lpwtltgIGflci4++Wg+/GEaGVEH3hr80LNJyuF7dnQU/5YeTevLH64+ZbePq3/jU38WbdQQaCilnCuESATmAMdKKf9xZWlleVHss3gN7bK05CQ69erHxiVz0aVD8eZ1LJz4NUdcfBPlhfnY0eiJ6lDoHRxvIzaO5WBbTkykVAsXKSW27WBbEttyoyls29nBEhMJWYRCFmHLIVAVoCjPnabQalQ71qLm8pTUNK66LZsH77oZKSUiKlx011zeVNeo00+ZUojLqLa4RNv0WXP5ZdZcbr/2MrbkF4LQaqbp/x2i5hN71KelZph0tbiM7a9p6NFII6G7UUcAlaEIeSXlro9MOPi7z2nauCE3X34+N93z8E4d0AC6R/LWDvyn47AvYGriUl3gTtVELR2/TBhPSWEBJ5x9IcWF+bF9NQECEZuyMTQwdYFH1/AZOnEe/XfOuNudcgVmLOV/zXBqEZs6qiovpaykCNgudKqFiy4EbTt04thTzuC5h++J+ZNV40g5cs7G4jZ7a9wUfw+haXiS4ne7/RlSyi1SyrnR9+XAMqDxv+mnEi+KfZJJawoaJHr0sX5TI95j0K1Pf/JWLWb8iw8z7JQLCJYU8PYt57F17fLtSeaCoVgodNm2LVihIHZ1IcAaVhWAYNEWHCscW3Zs6U5fWBIr4tRorp/Mwm/eYuJz/yNsOThCJxIKsfjXacybPil2jsOPOR4rEmHSD9+hQbVwwdDA0MRle2vs9jShkm0dEdohsqb6EBrZDz7OHddfxcw5CznijIvIzduGFAI0jYgjYz4v6/IKCdsStyYb23O62K4ham1RGRHLip1aCoEwdHSPEQuV1qLvdY/J45Nmc9unP9MgJZGtRaXgOHw9bTa/LNj+EHf5GSeyZMVqfp0zf4drke60V529F79tKBqqC9HZ1LRoBI8bv/XaEw9yyY13MO37r7nm7JOww6GYcHHsCLoAU4NNOWvRcfDo0WgjDbyGwGu4QmXj2lXVf6+u5UZKhJCxSKRq0aJHywC8++QDvP3YvTv08YevPmXNsiUxwXPBldcx5cfvWL92TWzqNZpjRthSXroXh0/xNxCGjic5cbcbUE8IMbtGu2iX5xeiBdAT+PXf9FOJF8U+SZrfvDDZa5rJPpNkn0GCR6dJ48asWfAb7Xv0plGzFhx12a00bd0eXROUFWzlo1vOZOuKBdiOZOn7D7Lx5w9j5yvbsJTCRVPQDQ0ErP74frbNGR/bvnnia2z49lnXPB4KkzfzC8KV5a4lJmzTZPBx9DjpSsKWTWJGI3JWLGXJrOksmDktdg5D17ngyut488Vn3KfM6tBTXeDRxaFllYG2e3UQ9xTVP/ZCc8WJ0FiweCmr167j9BOPZVD/Pjx85w00qJ8JQmPhynUcfM71rNyUh207nHnvi7w9cWYsKdqUFev5acV6ACpCES77cjLfr97kfoSucc+0+Tz8y0KEphFE8vrc5UQA3WOimQaXDO3FTaMOIjXeR1FFAGnb/Dx7IT/9Gi1lJB28Xg/XXnQOj7/0hiuiavrqCO2EcMGmjL09jHsCU9Muq7aIVLe5MyYjBBwy8nCGHz6aG7Puxe/3own4bdokTh0zktLiIirKSrjy3NOZ8uN3GJrAowum/jCehbNmYmiC/M0buP7Cs5g3czpGNFT6/268kjeffgxTF1SUFPPl26+gITE11zpz6sVXcsZl10SnjFxBNWvaJGbPmBrrc1xCEsedfg7vvPI8QGzKKjptdc7MnKL9wqF9v0HTEPFJu92AAillnxrtd07ZQogE4FPgGill2b/ppvHXuygUe584Q5xqaDpxjk5VWMNrOHw87mOGjjme7n0PYsn82XQZOJRgxMGxHBJSM+g66mRSmrah3JK0G3sFRnya63OiCcrWLiBUkk9mj0MAaD32OrypDdAMgeNIUjsPwg66+eSsqlJKlk0lvkkHPPGd3OkMfwIJ6WmELYeg5c7/H3vJjST53H+h6jDrw448moeybiVn9So6dmiPobnJ7pxIWMyYMf2KI4888l87qu11NO1UaszoSBxeffs9zj/rNAyPF6EJRg452PWFkTbtWrXgslOOoWWTBhhInr3+PNpkJPPrwmUIXWPa6k2EgmEOadWYBK/Jw0cMpG1qEpomcGyHI9o1w+8xEbrG5tJyxi3L4bAubWiVGI/QNRqmJ9NI1yi1LPczgUevOAMtPgnp2FTbh8464Rj+9+gzbCsopF5m/ZpTXl6Edjzwwl4fy3/BotxSn66JsToC25Exy8bXH7zNSWdfgMfQ8SYmMmDQkFiBxO49e3HW+ReRnpaGpmk88tRzdOraDU+03MKsGdNISk1hwMCBtGjenAefeo4u3Xu6RjMpOOKY48hs2AhT19i4egU/f/slo445gYSUVBwpadHcrT5c7edi6oK7H3v2d30/8czzOGnkwVx1ezam180J4jhgS5kGjAI+31vjqPhzhKajxf25A+4/Oq8QJq5weVdK+dm/Pp9y2FXsa2wrq0yM2LI07Ehh2ZKwIwlZkrGH9OO6+56geeeelFQGWL1yOanN2xMI21SF7T901gXQDTdiImK7Yqd6Osm2nB2cd23L9X2RjkRoAsPU8HgNPH6T1HgP6Qke0hK8eKxKEgxJs8aNSfUbpPpN/IaO1xA8cNctpKemcdOtt+LRBMWFBcyZ9SuHDz/k64S0jKNrbWD/AcGqylZIZw3SQUgHHAfbitCiQxemjP+SVs0aIyJBN+cLuE67dhgZrIoVaHQClchgJes3bCJQXk7zOA9WVRArEI5FD+2c2yU2XWQaMYtLTcddzTTYXFYBXh+tWzZHi09C+OLc14RkNzxa93DGVbcwZGB/Ljj7DDehnoiGeAvtVW9KxgW1Oba7y6Lc0gHALzXXVVVWMKJXR77/dRHJqSnbfVw016xu6AItulwt6qpFj1Pju1/iOvMCSAkOEtuJ/k9EI4pqOvzuCj06hSX5/T6OlFx26liOP+s8hhzmJlatkWfm/oNbpt/2jwdGsUfp3bGNnPnWY7t9nKffMX/msCtwK0oXSSmv+Xc9dFHTRop9Dr+h9fSbmog3NeKirWjLBirKSunXrx9xpk6830e9epkEi7fFEslVOwT6PToJPoN4r4G/upk6fo+Oz9QxPDqm18AwdTxew33v0TFMHcPUMEwN06vj8brrNF2LzfW7UU023oRkSouLY8XvHGe7j8tho47kpx+/x9AEhdvyWbJwAWNGDscUTu9aHtrdZvnKVYNjP/rRqJ058xeSUa8erVq23L5j1KoRTQiH5vW7BRIN003Xb3ho1rA+G4tK0aOixBUn5vbU/9XrowJF6Dt+PWnRddVta1klDdKTAdyopmh9pViRR6Fx5MhhfDthUo3+6e573ahz90IIeruO4NvbrBlT6dKjJ6lpKVH/KoGp1Ui4uN1pHD06halrYGi4fi/RVj2NVO0HY0aXjeptNfK9VPvI7NxcK+N2keRIGWu2lBx86OFMm/gjwM4JIuvcvdifEbqOFp+02+0vOBi3ttFwIcT8aBv9b/qppo0U+xwzp/w8UjM99Bsw0P3SdCSLZ8+k/8BBJPlMbGkRcSQNGzZk8fx5xKekYxsafo+B7Ui8hhaLQKp+AqyOcvhdlt1oC0ezjjqW+wpuJIfQBLqh4Td1dE2wfMIntO7ai+TOXZGaFq3e6345Vz/xDhgwgOXLllJaWMCCeXMYPeIQhB0B6TQKF2xq6KnXpM4UpvP6/T3GjR9P7169aJCZgZQO0375haGDB7vRRdJxRQHVFhMDGZ3K0bzgOA6YUVFhmiQkJFBq2ST6PAA4uoatu1FKdjiC1HcMk9b03z9fCU1DaIL3pi0kMzOdNgmJ7g+mYyMjYZxQAGF4ARh68ACuvv1uHNzyBGiGm2BPaJ2DleU+X3zi78OV9l16w/bQZ4C5v86g30GD0YVAiO3FFbcvE60Y7YoKLbq+5qhWj7iUruCQCBzpLmvSPYeUokbY9PYOuFl3LV5+5gnGnnoGGZkNQIuew94xi2/Pfgfz6Vuv7hB+XfO6FPsIQkf4EvboKaWU09iua/cIyvKi2OcY0q9Xq65tWzFx/Dcsnjeb7Ntu4atPP6Z3r15sWL2SSV99TKLHTbDVrlMXlk77Ea8hSPQZJMd5SI5zp3cyk7xkJnlJT/CQEs3TUr1cvS0jyUtagodUj2TJSzcSyplLcqKXhHgPcX6TBL9JgtfA79HxGBpFa5eyba2bYb6ypJhwMMjL997G2lUrkEg0BPFxPtq0bcsZp53K5vU5rnBxLLDDCDtcp76oGzRu2vXQw0axbv0GvvjqG665/kbGjf+e3r17MWfefD4b972bAM7wIDWdVes3xaZspKbHagxVt4O6d+KX1blEDB0z3hfN2+JB93kw4/2YcX6KIjanvvc9iwtK0EwzOnVkxHK+CF2jJBhm5dZClucWRUWJTmF5FVc89CKbcvNivjANGzTA5/Vy/uXX8MEnn1cLFxCaidC61fLw7i6xv53169aSfdO1zJw6mW49ezH7l2nM+HlC1KoiQNrkbsiJWl+i0UOa2OG1ulVbVTzREGpPtdVFg5zVKzjlmNFsWr82um67hcY9RiMcrGT+7N/IXZ/j5jZCsGXTBh64/QZKS0px3NlGmrfrwNbczdx705VMnfBdzetK3/tDqfgjpKbheON3u/0VQohRQogVQojVQohb/m0/leVFse9hBbsnx3k4YvgQzrjgUtau38DCRYs46phjmfvrDGZMm8ro408hYktytmzg65cfJxSsouPAEaTEJ+1Qx8hyJMHKCmZ+9gYHHX8Ohs/9J6u2yNjRaSAr3qRN3yE0ad8RM8783Zy9J5r74vCr7sbvMfAaGvEJCRiawLEisbDf6qffQFUVJUVFPPLEk3Ro1YwhB/VFOBY4Tnfgm703mP8O25HdpRD06N2HU088nvy8fBYuXMDNN97AT1OnsW5dDmOPPgqkw5SZs7nq5jv48u2XaNmwPlL3IADh2NE6SDZ5BcUs2lSArhs0S0ugQ0YytmmhRRPVSdsh02tyWNc2tGmSiRnv2z5VFM37UhQMMStnK9//32VuXSOvD2GYOJqb68dGxsSLFBqmabJ42XImTp5Kl+496dylSyznC/BbLQ7vbiElnYRw/U7uuOYyUtPrsWLpEho2acz4Lz4lFAwyYuRh6AK++fpLnnj0Icb/MJGkpMSYRWb9urVsWL8eIQRbt25hypSpnHTiiSAE8fHx9OzVC6HpSNwn22ZNm3LoyMNo3KghhiZi1hmE69sCkJqSyhsffOJGEDmgCYlt2YTDIRzH2Z7/RdfxeL1sXr+OB26+ile//pnMho1qazgVf4TQkOaeDQATbp6EZ4GRwCZglhDiq3+TpE6JF8U+h7DCKWgWUjNYuXoVhUXFJCcn075Na/ocPJjTzjmPQESS4NVp1749V9z9CC0692LrllwqcnMIVFUg0fD63XobhTmrWT9/Bl169yOtfiPCwSBSCFIaNMaIi0PiwXYk6aed7yakC1s7lAUAYjWN/B7XClNZuJXMRk1IiI/j2nseJdVvxn4gigu24fV4OPLwkZSVFLNq9WqG9u8JtgWQUmsD+w+wJSm2lGgCFi1aRFxcHF6vl2YtWjHy0BEI20I6bo6WgQcN5PnHH6ZZ85ZIJxJz3hQeJ+bQu7GkgrnrNnPx0cOpKC/n59Wb0JF0bpJBepwP6Th4gOuOO+R3mXbzyytZkrOF+Pg4jjyop+tL4/UhDA/C8FC/QSqv3HsLwuNzywIIweat+aSnp3PKSScyZdp01ubk0LhpM36bNYu2bds26Nix494f1H+OIaUrkJctXkSb9u1BQIOGjbn2ljtjlaB1TTD6yCNp0bw5KUmJaALmzv6NstJS2rRuxbChg0E6fP/DjxQVFjCwXy88Pj9lZWVMnzKZiGXTsVMnGjRqTGpSItdddx129ZSSACFdEVONQEaFjEAK912zli256+Gna2TilWxev46U9Hocd+b5fPTaC+Rv2azEy76I0JCePV6rqB+wWkq5FkAI8QFwDKDEi2L/QTi2H8cGzSEzPY0jDzuUN9//mNLiAry6Fo2KcJC4Sc8GDBhIVcTG06wplh21qEgZq5TbuWMHDjtye4Jbx5EEAwEqy8soL8olFApRVV6OPymFOF88ycnpBCI7+szAdusLoUrCgQrSW7WIZiPV8Rl6zDz/+quvkJ+fR2FhAXYkjM9jgm25jqTSqVM5LSxHGgI3cVxaWjqnnH4G92RnMW/hIpKSk2lYPzNWKkA3PAwYOAgcC2m7jrExAeNzQzD79+3NF907I0NBMsJBWjRrjBUMsTRnE8u2FfK7fPUyGoEkNDKSExjRtxua6UGYnu3OwB4fIlpZWnh8YHqiBRkNPv16PLlbtlBUUkowFCZ/WwELFy1i+IhDEWKPTsH/58gabxKTkjjxzPNYfcfNJCRud5Z0/Vogzu9nQP9+bM3dxOKFCxnQvx9pKUmuj1I0OeOo4UMZNXyoe6AVJjk+jkMOHoDUDRYvWcaypUsZfuih7gkdiRCuaBG4IgZcK5CG2CFy6Y+G9fsvPqaitITS4iLCoSBen2/PDpBizyA0HM9fTwPtJo2BjTWWNwH9/80Jlc+LYt/DsUyk+7Tu9Zj06NwepEN6YhyL583Cb2ixluDRSfa5ocppPpP0OJNUv0G9OPd9ZryHLYtnUbhqEQ0TvNSP95CZ4CWQtwE/Ebp36kDvHt3p0rE9Uz58BU+onEjeeoKbliNKNuMUbiA9wfWh8dmVVGxejawqpUPnLiR4DOJMHZ9bQRqP7lblHdC/HykpKbz9/keEw2FMXUSnTSyQjlnbw7s72A6xUFmP10vX7j2xIhEOGz2GTVu2MnHSFH6a+guTZvzGxq0FOIYX6YlDmn6kGYfj8bvvPQngT+Tb2UtYvLkQLTEFLTkdLSGFubnFpDdsyPCB/Rg+aAAtWrXiw1+W0K1LR4Yd3J/hB/ejd9eOxCWnoCckIfzxbli0L94NjY4ux4SL4YtVlL7i0ovJ31bA5198SWlZGUIIDh40GIRAQh27F64l0HIkHo+XNh06Yxh61Lm2hnjAdbJduWI5W3JzGT3qMNKTExC25Vr/HLd99vkXrFm9usa0nsWkyZMo2JpL107t6dunF88+8wxXXXE5kXAoVq+ruLCA3I0bY5+ja0SLLu5auFQLm7OvuJ6SokJmTZ1EJBLBMOrU8B8wSCCCttuNP8+wuytJ+6/ytCjxotgXCVb7LJSWlpGSlIjP66FRZjpJXoPfpk0m3tRI8Lhh1B5pkejRqBfvwS7dxjN3XINWUUSDBC8NEj3M+mk8s38aT704k3pxHurFmYx752V++uRtMuNdQVMv3keC30fTBhn07N6Vfn37sWLqeD667wasbRsJblkLlSXEaZJxLz2KFqokIeo0HO/R8URDTLfmbqZxw0xOOX4st1xzOcmJCZSWlkUTuDkIx6pL0S2xTKgRR1JaWkpcUjJen4/KqiAdunSj/6AhDBg0hD4HHUxpRRXf/jCR7yb+zKJV61i8ZgMXXHsbJWFwfIk4/mQ+/WEqX02djUhMRUtwBczjH3/HGxN+dcVMcjpmSjre+HjMqLjRElJ46uup3PTq57FlLT6JiYtWcXb2U9i6F+GLA49vu3Ax3IrSQtO56MILuOiiC9E0jdS0tFhOE0cS+ssB2IeIOE6slZWVkpiWTii0/RKcGr8FhQUFFOTn0b9PL4Rj8cuMGVx21TVYoWBMrHzwyWd8/+OEmJgRjs19Dz3KR598BrZFSmI8A/r1ZfPmTUjbikUuPfHoI9yTfVc0isnN7fLVF59y2w07Fk+vzidTXU3aNAyGjT6GkUcfR0JiEpXlZTtXmlbsAzgSgpbc7cafZ9jdBDStsdwEyP03/VTTRop9kQBCA+lQWFxMvZQk0lJTKNqWT/9+fUlJSuK7rz5j2GGjSfJ4ufrCS2nTviNXXH8T6Ql+UpMTqZfgI82vI4CHHn7ENXlTnUAL7n/kMXTDxDA1HCCuYSb3PPJE9B/XJmQ5nHfp1Yw6+ngatmgd61jR1s20aNWKjOREkn0GfkOnpGArJMSTUi+V1SuWcfiQg3ilYButmjYCK0JhYRGxJG/SCdTSmP4jHEkIiReguKiQ5NR0UtPSydtWQFxiYmyaAgSNW7bhhhuu5/AjjqBN+05MmzKJ4vIK5ixfy8D+ffEaGi8++wyaFcCxIwgjgrDDvPbY/+H3etANHWnbtGybwnP33u6GPjs2OA7XX3g6BSVlbj4Jw0RoOs1atqZN6xz0+MSYWFm/dRvp6fWI8xpuThfdoLCwkMZNmtK8eXMKCgupMRNYp+5FJDolalkWleVlpKTXR9N0KirLSU1MRGO7WJg/by7333cvV195OScecxTxcX6SEhPcexV9MPjwtefRNC22jHT46I2XSE5OQTg2EujXuweffvQhP0yYSOcuXWnStBk33XwzwWAAXVR7uwhaNG/Bpg0bXb8vXB+pTetzSM2sj2F6Y9dQVlxIalo6qWn1KC8uQhdi55wvilrGkRCw/qLc+O4zC2grhGgJbAZOAU77NydU4kWx7yG0XKAZwLbCYjJSU2jWqAE56zcwoGdXkjzQvlkjZk39CVvoHHrIELr37EWSIfGkJnDLDdezNXc9+etWAODz+6nfoCGNGjd2ndGkJNGbjIxOh7hTI9tffYbAdiDVb9IkPTn2PGs7kibtWtPtrrvRBLGQ0zvvvpMGDepz5eWX07hBBsKOsGHjRob264m0IqzfuKlauMC/fNrY29hS5gItbdumtKSE+OQUGjZuwrqcHBo2a0FlRRmlxcU0aeamiT/9vIvo1LUb8en1GXXcyRx5/CmEqyqZNHM2VijIYcMPwTRMsCNIO4xwLBI88QgpcbaPUey1etyS45NIbhjtlGYghUb7zunc1aU7Ugik7ibSu/L2/6N3jx7ccdstoBtIzWDV6jUcPGgwzZo1p6CgIHZt0r22OkPIcsqApOLCQhKSUhC6ToNGjdm4fgPJXTpTXFSIEwnTvGljvF4v11x9FYcMOggci+6dOtD9f7dHLYBuNFZNIVNNalIC4LiWGFyxb+oGow8fybLlK5k0cQIJSUn07t0bIVxfKBxJnz596Nm7NxFbuhYZR3LHVRcx6tgTOOmcC2Pn37ppI42bNCE1PZ3S4kK3DMGeTf+h+JdIIGTtWUEppbSEEFcA3wM68JqUcsm/OacSL4p9kTnAAIBQOIxj23Rs05Kly5YjxhzKC6+8yTcTp/LTJ28hNZ3idk3ZsCWPhVN/xOfzkpqSQu9WDfD7fSA0AsEQm7Zu49dVS3AkiGiBQUeC1x9H1+49ifPHRQWMmw69OiTU3illOrhftjUTgN11110EKyvIWbWckYMGICJVLF22go6tmrM+J4dQKOia5rdfW53BcuQcoGUgEMQwTQLBEC3btGPp0iX0OXgozz35BKuWL+XJ199DSug37HAASoJ2LDmabvjp3GcgmhNh3A8Tadu6FZ3atUZYYaTjOjJLx4pNrUFUtICb8G5nJ17dqFlkcXv2XCG4///upn7DRkjDg4PGpMlTWbVqFWOPP4EnHn+cYCAYPa+EOnYvIo4zDxgajE4VRSyL5q3bsnrFMrp06cwTDz9ARWkJzz73HB7T4Pixx24v3SCd2N+gqCkSq6ke45pFLHEdFaR0EJpBp/Zt6NihHeXl5UyZ9BOOFAweMgTd9ERrCwgcDQwJtibIfvgJGjVvgRlNNFhVWUFBfh5NmrUAKbEioWqnemV62YdwpCRo73HLC1LKb4Fv99T5lM+LYl/E/VGRDseOGsHzb77LuvUbef+LbxBWkEtOGsNzd12DFixFCxSTblr0bJ7BkE5NaJ/h5+rrb2TWtJ/RKwvRKwvx21W0b5DMIT07Mrx3Z4b16czwPl0Y0a8bfdq3YPmcmXz+3lsMGdCPj95+jcWzZ1K4OQc9EuDz996gqnALKT6dVK/bkr0ayV6dBFOwZd0qcnNWo4WrGHlwP0SkityNG1i/KZeNGzfw7uffMPawQ6r9DBykM792h3b3sB1m2w6Yvjj6DRzCh2+/wfqcdXzx0fsELYeTz7+My27LpiJkUxayKApEKKgMU1AVZtHKNZx9wtH8Nnc+lRGHMAb9hx6KJXTGT/iZn2fOobTaH8aXiPQlIr2JzF22hhHHn8n6/BIcbyLSl4RlxvPcu5+yLShxfMlIfzJOdfMl4njjkd4E2nTqyub8QiZOnsaEnyYhhYZl2yxbtpxPPvmYMUcfXS1cyoDVtTy8u4UtmWNLqNegEfUbN+HHLz9hy+aNfPnhu2jANTfcxG133sWUyT9zUP9+CCvsChc7zMKFCxh94ulsWr8+6rTr4ETC7nvb2u60G1t2/WAm/PQTRxx7AhUlxWCFEVYYjyZYvnQpfXt15+eJP7J+7RqMaDK8msnrunbtSnJCQqzkwPSff0DTdVYums+UH8cz4vAjMd1q1Gtqe2wV27GlpDxk7Xbb2yjLi2Lfw7FiT8Q3XHgmZ197B4ahsa2ohIqCbcR5dNpnJGIX5wPEEsTh2Phtm2Hd2tIuxYtTsBkLjSMuv4OLTj6Gk8ccBoaxw9N6nGZwUOdW9Gjfgq25Gzh59Ai8Xh9b8gtYOe9XXnvpRfI35jB40MHRHtU0cUvatWxBp4F93IKEwTKsYBXnXHkj7Vs156Jb/o+hfXswok9XN2W9pi/XOw6p3EujuEcI207sXpx9xXXce8vVJKekkbt5E2XBMCIukVRfAqWhCBHbdeyN2I5bwM+fTPs+AzHT6lNQGUYEK7juvFO4/tY7GD5sODgWCxctoqqyPFpaQeAxDRLi4xlyyDDwJbJ+WynlZWWsy8nhpTfeIeDodOnqJsaVOz2wCyHQhEbbdm1p1aETZaWljD36KLp07cq555zFkWOOpnPX7tXWtLlpiXF16olfF66o14Tg3Gtu5dl7bqNh4yZs2bwJXRPUz8xk+cJ5dO3UEVNaCCvkZnW2wjRvkMHwgf3JTElE2BHWrt/IGVfexHP33UmPzh1inyGEBthI6fqLdW3fmiNHDifeZ7iZooVG7qaNfPTxJww9+CCOGDGMxStWMnXSTwwaOgwhqsOmo9ZJzfUxy83N5cXHH6Zztx5cf/HZnHruBTRp2qTa/6hOWcD2dxwHykP2Xv1MIcTDwFFAGFgDnCulLPmzY5R4UexzCDu8BNeZ0t+pVRPaNm9MhxZNSPJ5+HbCZI4b3AsZDoIVAUBGwq5jZ5SrRvZGOFVY+ZsRXh+nD+/HgBaZ2IVbQNMRuptOXsQKB3qIMz3ccPYJSBEBy6Zlejwt01sy65v33Xwg0WmJaGZWqgIBHnnuFXq0OA0tUOqKF8fCsMJs2rKVU44YRtYlZ7j9igSrnYVn63t/OP8VEVvOqXaobNe9N/XqN6Lf0BGUlZby2y/T6dj7ICKOJGS5UTBVoQi5G3IIBYOkZNRnyKkXETZ0ioIREk0/hx93Ms3bdaEi4mBqOu279dyh/o60bfK2buGIo48hv6QUr8dHfFo9BrVux4QRo9jVVHxpSRGvvfA8V1xzHXFxcQgBYVtiC53czZu56fY7OP2sc4AdCgLO3isDuAfRhJhTnbuo38GDeSc1lbGnnMET92axbtUKGmWmI6RNi4aZiEgAYQURlluaIi3O5OaLz3RPZIdpmpnGWccdSbtmDd2/XYj9bcvqmlVS0iAtmavOOx3sMEgLhEbrpg2YPO5ThO76LnVp14ayxlV8+/WXtG3fgU8/+5yrrrsBj65jOa553+fxsDU3l1uy7mHQ8ENjSe5cvxqpxMs+hC0lFeG9bkn5Ebg16hvzIHArcPOfHaDEi2KfQ2/V17aXTZkpHXsYjsMFxx5G43opNEtN4K2vf+TYHq0oLixg4ZoN2OGwm1becah+jJMAQqAZOs0apHNKz5boWhi7cGsN8aIhjBqJzrx+V8xo7rZqqu0sQtPdputIISjdms+8efPIGzGAep4WbmSMFaGgoJBthcVcdeIonEDUyFItrDR92t4awz3FgBZpxT+t2rYE6GxLyVFnnE/zdp2oqAry7acf0LRrP4KWzYZ1a6gKBolIHTMhBSOxPtvKS1m/cRGJcR7atu+I4xgMGXs6tqlTHrLxGm5enGrx4lY+1khv0Jj0Bo1jIc22lFRaELYdLGe7vUXg5hVZt3Er8+fPJ3dbIY0b+6KFBwWbNudi2RZjTzoVy5EIoFriakLUuXsRZ+orgTxdiPqmz+D8y66m/0GDWLd8MZ998C6DBw3k2FGHIkKViHAVwgrFRLWQEmnbsb9fjw6XnXqMa7UMB2PrIWp9EZrr6wIxUROzWGo6QtNA2kjNQDgayX4vR48aydMvvsz0aVO55LLLiUtIjPZcsmHdGuplZDBk+KHRyL9oTl636OPUvT2Wij/GlpLSvTwNJKX8ocbiTOCEvzpGSBWmptgHicwZdxqO/a607ZgwqCovo+2p1/O/k0fSuUEqDfxe0n1enIiNE7Fi00eO7aDpGsIwyAuF2FBaAUIgdB3ddL9466Uk0qZJfXz+eDczq+laYKqFS8hyCEUiJMVvT5NdLW6qLTcxHJvqft732ses35rPCzddtMN2oAJNb+Qdcmr5Xhi+Pcr3K/KusSWPg5udOOJICgsKuProQVz//IcEgkHMxFT0pEyCEZtwtKI3uFmJNSuEXZJLp67dSPSaxJk6caYWfdXx6O4Podc00CCW+bY6Aqy8stKtP2X4CFk2EVuixXws3PN4Dc31u9CIVfe+59YbiU9M5OY7s4DtUS1CsAVo1jQtYe9P1P9LFuaW3ifgVl1za2gZmmDrhrWMHj6EBfPm0Cg5joLcDWQm+RFWEMIhpBWJhZ0LTYfq5HCOU1NYx5x1HQSGxxMTMzXFS3llAMP04IuLdwVONBxdaoYbBabpzF20lLikVFq2bY8V/Xu54Owz6d1vAOdcfGnM6hJ91ljcOiOx614cQsVf0KxDV3n9q1/u9nHXDGq9HiioseqlnXK9/C2EEF8DH0op3/mz/ZTlRbFP4lSWfYJjP47jZErHBitCacE2RnRtzaQFKxnTehhjnvyAywZ04YhWTbAjFk7E/S2StoPQNT5ckUP9xHgO79SSXzbl4/Ga9G3VBM1jMG7xGs547D3uOn4YyQl+6qUkUS8tmUbpqQghyH7nWzZsK+bNa08HIGRLfH6/K16qhU6U6imr0vJynv3kWyY8chMyGLW6bBc57/gOPaPOCReAiC3fsKW8F4hzJERsB39yKt0GHcoP77/G4NMv5+UbL2DIhbeS3LrHDuJF19xq38um/kzOonn0HzGKvDVLqV+/AV169CRoOUz79gu+/uBNXvnoK0zDQAhJaXEJ3oREQrbkobtuJxAOc97tD1JaUUl5ZTmJyWl4DVf8JHgNfLpbusHUBaamUbA1ly8/+4ivJ/9G2JZRURTNSSN5uWW9xDonXAB8hngBuFkXQtM110E2zuuhb9++vPvWG4wc2Jdzr7iOD5+8hw5NMpHhIDIUiEUTOULwf298ypGD+9OnY2s+/G4yXVs3pWOr5ghd55mPv2XSrIV8+tT/xYR8cWk5aakpAFx95wOkpibz6J03IBGELenWEBNht7q47qF3l45Mm7OAhMRE6tVvyNLlS5k5YxqPPPWsW0pASKSszg/E87Uxjoo/xnYkpVWRf3JogZSyzx9tFEJMABrsYtPtUsovo/vcDljAu3/1YUq8KPZJvENODQfGPf8qjn2rtCIsWruBoqJiHjphGP2zXmbRqo3cNLA7XVISCBaVEQlY2GGbNUVl+HSNhnF+tmwpwSoLUp6QwHcLVmCaBt3i/OimQZ/URC7s24lD6tfD8JoUhkKMyXqRI7q2YVinFrRPjqOhV+eHybNYsCmft6cv4H8njCAzLZF+ndrg8Xh2tL4A977+JUf26Uzb9AScQKX7lAvV1prnamEY9whjOjUo+XzxlvdtKc+PWV4Kixh47Gm8cOMFdD36HPqffhWeRh0oqggTCNtuxMKmVfiT0wln1qe4uISEjIbklVTy02fv0bpzd5p17ErEkbTu2Z/DLYtKS6LZFsWFBVx95vGcd/3ttO8/lIHHncnyRQv4ZfYclv42g8U/f8MRV9yJT5N07t2fkO3gj5ZpMHWB19B55J4sxp5+Din1Ml3xEg1tFwJLg91+GtxXaJeZtGFjUcU4XXCUrgmkFWHtymU8/sA9DB91JKcfMZT7b7iUtvVTcCrLkMFKpBXht6WraNu4PilJieTnb2Pb1q04zTL46ufp5Oe1oUOjekhN54i+XWmUnuKKb01nec5GTrnpfl6/+zp6dmjDFSePJjExCVlVxlPvfsHEmXP46tUn3fQDtgG6hTQdBvXuztcTJnHoqCO587ZbuOb6G0hMTMSWoElXwADlwNu1PKSKnbAcSWFFeI+fV0p56J9tF0KcDYwBRsi/MSWkpo0U+yybX7ur+aJ1m9cGQ2GtbWYqDeP9hMuq+GDGQl6YsYCPjx6KrIxgBS3CFWGsoMXdy1aQqOlc0aQ5QhMIXaB7dHSvjuk3MP0mht9ANw00j4Fmbn8/JWcL3RukkezzIqN5DoSuUR6x+DlnCyf06Yilazz20yw0TWN41+2Zd5duyueujyby+DlH0rN1Ezo2a4huuOnp0fRpcWOvHVxb47gn+GRRbk/HkXOro4lWLV1EessOfPf2yyydMZGhNz5LWdCmMmRhhW0c22HZW3cR37AlrcdcSILfJDnOJCXOJMGjUZazhC59BuAz3Gkfv6m52Vk1gW07TP/pe5p16c2GTZspLqvE37AVZSFJWVEBecvn0nHQ4ST4DH5990mat23HsGNOxmdoeHWNOT+N59ms63nzh19oUL9+zBoTnVb6rFOD5ONrezz/DQVllaN0TYwPVFYy+acJHD36cMxIFXdkZbNm7Vo+ePBWZEUJMliFE6hEWmFG3f40o/t05Kpjhm/37cLNdyOiU6o7+IFpOtKxsW2HcTPmcMRBPV2rWHR6SZgeNmwrZtGajRx16BDQdB55/QO6d+7EiOHDkJ44QlLnhjuy+eLLL5m7aCmG14flyGgtJnCQz7dIT7yslodTsRP1WnWSY+750xmbXfLm6b3n/Jnl5c8QQowCHgOGSim3/Z1jlOVFsc/S+Ly715sv3PKxIeXJTtgiXFZFpDLAUS0bMW7BKh6avpBr2rYmXBEhVBYiXBnhcDOZ4mCYKTl5ANQzDJrFxeFP8GDGm3jiPegePSpgNFfYeHQ006BfYjyyLEBF4fbZHU3X8Pg8HNm0PuHSCgyfhzTDRNM1+tVPR2ga5eEIl7/yFW0yU+mYkUq6x2DKvOVITZAUH0eP1k0frq0x3FOc0LXRvA/mb/7JkXJ4ZVUA3eMjbDl0HX0qC6d8z7wvXqP+0NOIhCysiI1tSZqOvgrDF0cosKMJWtc81GvXg8WzZ9KlzwDA9W8xo/MIEUfSsH13Vqxag6d+SyKGTUFxmIqghS3jiOswmPyyEFVhG9vws2XLNhYuWEBKchLxcX6e/79bqN+0BYVlFSSkpuM1dExNYupCmpr26F4fvD3MYw/e9/3wYcNWWeFQ27FHHo5mhRFWkLuuupABY07h9Y++5OxD++MEKnECFcxdmcNFw3uR6POyOXcLjeqlugImitR0ZHSKSBgRhGm6viyA5tgc1bcTWCFkOODuF43Ua5oST7MB3XCCrpWxuLCI0pJiN6TaDrNx0zbef/992rZrhxWtIu360UgcCGtSPFkb46f4cyxHUlK15y0vf8EzgBf4MerzNlNKecmfHaAsL4p9moInr8+0I9bSbcXl6V/NX8Ep7VtgBUJsKyjj5G+ncU7TprQQHkKVEbaUV1EPD3EYhKPegBXSokCGSTR0+qYk4030RAWMhmbqMfEioj+cTsQmFLT4bksehzbIJN5vYvgMPAkedJ8Hw+e+Cl1DaBpS1zn//e9pkprEQyeNAEAzjdj28oj1WbMrHq7TT/rVvD13Y+uILRf+9tO3cSWlZXQcdgxFFSFycjbw/f/OofVx1yHNBPSETAx/MtKRaIaGrmt4/QYev0lqvFuhOznOJN5rULBqAZ169cdnaNU+EJQUF7N582b0jBZszC9myaTxJHcbjuMIpCMRmsAwdfxegwSfgd+jk+gz0EIVfHzXBbTr0Y+zb/6/mCOv19Cqp5SeGdyq3pW1O4p7hvwtm/smx/lmrFi21Fi8aAEnjRqGCFewbNEihp97PR/cdSkF+fkEKisZ1r4ZSV4P0nZYvrWQ/PJKDNMg0e+lV5umCN1wrSlajRQCmr7dmRfXr6ukoopvZy3htOH90Txe19Hd44tZYoTHh/DFI30JFFdFOOS407nkgvNp1KwFh48egy0h7MTKcNzVODXh/2pxCBV/QGLTDrLP9bs/szrp2qH/2PLyT1AZdhX7NPWufjTfDoavmJ+Ty+cLVlNaXkWkMkicLXikWxeeW7OOR9at5f1tubTT4jEcnW0hi61Bi82BCIEw1HN8pEoPEwsLKSqsIlAcJFQWJlQWcltpiGBxkEBhFVUFATbkl/LB2g0szS2K7hMmUBwkXBYgXFZFqKTCfS2v4rpPJhKxLLJG9iNSGcQKhLGCYexgGCdibUvQtT99eqhLnNmr6ZrC/C1Z+Zs3MfeHLwmFLQJhGyMpg87n3cPKjx5i/bjnKJgzHttycByJFbaxIjbh6HRSIOwWvQxbbiK7+m06s2bpfIKWQ8h2KC0vZ9PG9Xjqt6SoIsTmNatY89NHlG/dTCgQIRyyCAUihAIRKirDbCsNsq0sxNaiCr587DZSm7Si30kXs2ThXMrDFlURu7qtrYrYt9T2GO4pMhs2niWs0IM/TpjA51+Pc0OiwyHaN87ktVsu4pTsZ7nh5c8oK68i0TCwo3+TbVMSGdSiEQNbNKJ5WhI/zV/JxLnLqKioQFoRpBV2nXzDQXe5+n04yG9LV/H8N5MpLi7GCQWQ4SBOsDLqFByMRTVVlpcx9uyLGTHoIC46+3QG9+/LjKmT0aO1wHSNuYYm7q/tMVTsGikl4aC1221PIIS4QQghhRD1/nJfZXlR1AVybjrr00ggdJxdFSJUFiRc6U4VLdhayE1rV3JmfH16GUmURmwqLIcKy2GOXQZAPyOZDK9OkqGxRlbRMz6RtHgfukfbwepiR2ykLXFsSUQ6eA3XKmP4DMx4E9NvYPgMDL+BrQlum76AwmCIV8YOIyHeh9A1dNNA6O40lO4xTsy49vFPanPc9jRHnn+NOOy8qyaVByJDSgMRCivCbCsLUVoeIn/xb6z+6B4aHX4VyW0HuBlvNYHQBIVzv8afkkaLQUeQkeQlJc4kOc5DnEcnVJIPkRC+hERKiwpJatya/LIghRVhSqsilJVXEQ5JIiHXB0NoAk0INEOg6xpChln5/t14fX5GXvMAaUlxxOkOlZtX06lnH3yGJv2mPuyEro0m1/b47UnC+TkeYYVnEwl21awAsqIUp7wEp6KEu17+kNd+mMmbl47loJaNccKWmwsJeGLCb3RqlMERvdpj+DxIBLNzcqkIhmjdMIOWDTO2pwwIhfl1RQ7hiEWPlo1ISojD4/HEQq41r9/1kYlaYYqCFmOvvZvO7dvy3EP/B754MHwsXrUG059IyzZtwxFH9klNiFtUm2On+GPiG7WTHS98erePm3P3qH9leRFCNAVeAToAvaWUBX+2v7K8KOoETsS61AlFCqyg66AbqQwTqYxQUhEmO6U5n1Rt46OqfAK245qmpZuszgEqLIeALQk6ko56PIurKiisDBIJWEQCluvwWxnBCtixZRFyYtvzyqt4YfkaKivDhCsjbNpWzlnjpmFZNi+NGogXXEtL2MIKhrGCIexg6KP9TbgAjHv1CRm2nPPCtqyyHRkLi3Zsh4Rm3WlxfBZbfnyObb9+6oYmGxqGqaMJB6Q7DaFrbimAahLrNcCXlELEsqjXvK3ry+K41Yk9hobp86Ib7ldVsHAzm39+h1AwTDhgUZ67gfnPXIGZmEH7s7IoD0NF0CIkdVJbdGDp/DkELeeZ/U24AHgyW4SFY5+jORGLcChqLQlTWFTMmN4deOmiYzj7+c94c8p8aj6kWraDVR06bTsIJP1aNWZE1zbkl5SxYuNWHMti6qKV/LJ8HQNaN2ZYpxZMX56DxzDAcZCOzYI1G3ny4+/cTNdWhPlLV3LwGVcxpHdXXrjnJjRpIaww2GE6t2tDXu4m8rdueVAJl30bx5EEKyO73fYAjwM38TcLdSrxoqgTtHr8vXwnYo2NBKyAHXawww75lUHibWioebkpvhkbrCAvhjazxQ5hS0lnEulCIrpw59rDjitgOhnxLKmqoCIUwQ5vFyzhsMWvZSU8kb+BKaVFhMJu+PW2qhCryysoKQ0wbn0up/30C4Mz6/HQQd0xLNs1yYfdPDNO2MIJW7PtiHVBbY/Zf8WNQ9ussR15SthyLLcKt8RxJI6UxDXqQKszHqFs9S+s/fAOrLJ8DFOj2fBTaDxwNH6PHhMvNVt8ciopGQ1iosXv0fHYVeRMeBcPtpt0UBOEivMI5OcQrgqQP+trlr9+LfV6HUmzI6/EirjCpaQqQkXQosoSJDdtO3HJvFk31faY/VcYTTrOxbEulFZEykgYaUWYtzKHnk0zGN6xJd9cdxovT57Dua9/TX5FAKFp3HjEQMb0bL/L8/Vr0xRDwLSla+nZshFDO7VkwcY8PvltGavzinEcJ2aVWbVpK0tyNhMOBHjonS848rp7yb7oFO65/ExEJIywwwg7EnsdfFD/j36ZPu1/e3F4FP8A6cjY1OzutH+DEOJoYLOUcsHfPUaJF0WdoePrX01zIvZxVjASsYIWK8vKaab5CDsSLzqnmQ3pJBL4yNnKZFlEVTQZ/DRZxDy7rLogH7aE7mY8X5RtY1FVBTL6AzyjopQGwiDPjtBQ9/BrZRm27dBK93FiWn3uXLmC99Zv5JHuXTmnVXPsoI0ddrP7OhELO2xhR6xl0naOaHbPa3UyId3f5d4jOn5tO/Ic25HSthxk1EFa0wT+1Aa0P+dRklv3YtkrV7LppzeQVhXxXoNFb93D5lkT8BiuM63HcOvozP3hS3JXLsFjaMR5dBJ8JlZJPnmLf0ULlaEbGkKDuGbdSO40kvUf3UbJ0sk0O+FekrscTiTsEAlZhEJWDQETmRnBOOaJi08I1vJw/aforfu/Ia3wNTgOWBG3LpEjkbZDuwbp/HjjmbTJTGPIg2/x5MRZVDkOYeC8V79i8vIchKYh9Gi0ka4za+1mBJJZqzbx0+J1tGvWiMz0FKYsXUeVvf2h+LgBXRjduwP9r7qfqQtXMO3p2znxkH6u/0s4CNUCxoog7PB3wgqdcfqZZzm1NEyKv4l0HMKBwG43oJ4QYnaNdlHN8wohJgghFu+iHQPcDty1O/1UPi+KOsfUgw4+sri46uOVRWX+JtJLmeXs4OtSYlvMopQVVNIaPwlCp6sRT2dvAgmGRrwu8OsaD5dupJnXz9mpDbClZFGwAo/QaK/5ACi1Lb6qKmJppJIC2+L0jIaMblAfb5wbgVTtA1Mj3HqhZhqHtX32o7xaHqK9xvGv/npGYWnw9WBV2AiH7Fg0kK5rGKaGXVXIpp/foWDBZFocNAqv10Ovw46lXZdu+EyNks3r0YTDuFeeJC4pmVHnXEl8eiZhy6EqbFNaFaawIszGLQWsn/4DW375CjscJLXPSSS0ORhN19B1gek18HgNTK+OL95Dgt+clpbgGfPm6b1La3uM9hahSe9cbZWXPj5lzgIxqGVDrGA45ucCsDqviAfHTWPSsvWcNrAbEekwpk9Ht7ZXjXpe9388gUGdW3HnKaN+V+sLx6GgpIyPp83l5e9n4vMY3HXKKA7v1xXdF+f6wfjiEdGyG5o/Hsf0fyMN74lm4w77tYjcXzDTmsl6I3bfWLn1kyv/kc+LEKIrMBGoiq5qAuQC/aSUW//wOCVeFHWRJ5u2H900rL9XYcnksqhocX1bnFiYdEDarBAVLJeVRIRDJyOeDmYc7bw+wkgy/F5axcUjdEFEOhRbFvPKSlkbrGJTJMSScBVNDA/HJ2dycEIKHq+B7tFqCBcztqx79Bm6Rx/T8fWvimt5aPY6hzw2+ehgVfgD25J+cEvhGKbuNo9OvNeAykI2Tf+KddPHI5C06zOQtIwGdO43kGZtOxGflIwQgqK8LeTlbsSMSyQ/dzOrFi9gzfxfyVu1iKTWvUjuOAKzQXesiOMmV4s6BBumFhUvBl6/Md7jN4//6arBgdoem73N+rfvu3BbXv5z7TOSDTtixZItAjHryvrCUl6fPJd3py0k3u/hiN6d6duhBZ1bNKZpejLJ8f7o2OoEHcgtKmPFhlxmL1/D1EWrWLhuM4f36sDZw/swtHNrd1/DEy1w6os57wp/PJov/l28/nP0Vn3rZDmGAxEjubFMPnj3cwcWjb9jj4RKCyFygD5/5bCrxIuizvJZ/c7NSiP2K2WWM7LaKbfatwXcdPAeTZBgaIQ0mxwZIMcOsMoOUu7YBBwbj9BwcB18UwyDxqaXOKExxJdMDzOechw8QpDp9SI0gek3YhFIUdESMfzGvYbPuK/bB9/uEa+1ushB905oL6V8XQhxkB510jU8On5Tx+/RY7lYkvwmlVvWsvD7z6go3kbe+jUUbtlMMFCJ6fHi2DaO4xCflEyDlu2o17ID9dp2x2zenYJKKCsOECgPUb5hGSDw1W8bEy+GRw+YXuM2j1d/auYdIw/Y6YmVz93Sr2G89xXpOLsueCgEU1ZupFXj+hQHIkxeuo7ZqzewfMMWNm0rIhCK4DUNLNtBImmYnkLbxvXp2aYpAzu2ZkjnVvh0ESv2CMSij4ThqRYwpZo//lqz79Gv781rV/x79MQGMr732bt9XPnkh5R4USh2hyeT2l1YYTmPBmyZGI76r+jCrTrs1zWSTY0kQ8OvCxYRYFBGGj6viWMILAGGLjCkAEdiBS0qKyP8UlZMVzOeJeFK+vmSMA3XYVTTNQy/Xi1cFhg+45wBEybNr+0x2BcYeP9ETTe063Rd+z/Do/v8po7H0GLCJcFnkBLnoTx3LY2bNCUlOQlTc5PTObZFKBhE13Wk4aGisor8vDy89RpRUhUhvyzIhsIqSguqqCwLUrl1PY5lYSTUw/AnoOvaNMOjnbv4kaNW1/Y47AtUvJPtkbZzJ3ALNTKpB22bCYvXMqRbO1KTk10LidfnWk2ixUbDEYtQJILp9eH1mAjbcvO/RKOKpG0jrbD7vqZ4iSa4E17feOHxXeQ95IxNtXHtin+HFp8hzQ7H7vZx4bmv7NUkdUq8KPYLHohv2yxgOy+FHXk4gC5EzOqSYGikGIIFsopBmenEJXgx/QZCc/O8ANhhGztiY0UjjwJVETaEAmQaHuJrFGDUTR3do4V1j36f4TPuG/zL9APW2vJHHP7s9PYeQ3vNY2gD/R496oBrkOAz8dhVOJWlNGvZGp+hY+giVhYAoLpqdch2WLV8KSlN21BSFWFbWZBNRQEKCiqpKA0SDlhUbFiIv1GXSqGJO3Vde3L5U8ccsNaWP6LinexewGtA91V5RWwoLGN493bo1VM71dM8honw+nfwb6mub4QVQUbCscR1seVoUrvY/oanBE27Lu6Yq5W1pQ7Tp08fOXv27N0+TgihxItC8U/J8rXuowtxmS44xa9r/gTDtboslVX0zUglKdG3g79KtR+AHXYjh9wcMpFYlWogFkkDrBeaeFH36K8ctnzO3yoediBzxtuzB8d59Mv8Hv24BJ/p8esOFbk5tOvclThzu3Ax9e0/mNVVq0OWw5pVK4hr0IyyoE1RRYgtJUFy8yuoKAkSCkRW2rZ8XjryjVXPji2pvavc97nt+OFiWJfWx2emJl3QtmnDQzFMvcb0Tg3ri2d7mYAoMYFiRWJRRNIKg+PghALV1pcFwHNC09+NO/6Gytq7UsWeoLbEixDiSuAKwALGSSn/1GtYiRfFfsljie1SEwzt3HhdXLJWBtp2TEsmIzUOT7wHw28Q0uHV1es4p1MrUk1PNOTZzfkSqYwQrgxjhx2kLR3Hdn4AnpOOHDc6Z4F6ut9Nbhm3tH6iz7igKGfp5e06d2+Y4DXxGlpMuJQVbuOz11/g9Muuw4yLdy0vlkNhSSmbN24koXErCl3xYm0urPq6vCjwXCgYmbjooTHqy2s3qfryyabC8FwsvL7zhcfXYEfri4e1uXm8+vHX/O/qizANDSxre8mA6hBoV9CEZCj4ibQiz8WNvXZGbV+XYs9RG+JFCDEMN1z6SCllSAiRKaXM/7NjVFVpxX7JdeUri3FLrD/2RovOzeol+Xt44j29PQlmb8Nn9K6wIw3yIhHW1mtIFyeAvyqArQsHWCFtOcexnTnSjsxxYN4Rq+ZX1PLl1GkeOLJTHnAvtLv37bkbW5ia6G1qorepa71NTfQOVZSnF2zZxJbl82nUsTu6Nx5NE3ZCYuJS6USW65qYrGvanDiPvuDna4YccBFEe5K4Y67eCNwRmvTOncLjay28vt6aL763MD29pab3yisqTdlaVM6Mpevo17Elfo8HARFgEY4zB8eeIx17Dpq+0H/UFXu99LBiv+VS4AEpZQjgr4QLKMuL4gAmOzs7EbgfEMCtWVlZZbXcpQOS7OxsE7gZ6AQ8nJWVNa+Wu3TAkZ2d3Rg4BBgMpABlwFNZWVmLa7FbilpACPEd8JeFEXeBD6iZy+clKeXfKk8thJgPfAmMip7jBinlrD89Zn8WL0IICTwmpbw+unwDkCCl/N9/9HlNgbeABrhldV6SUj4Z3XYtcAFu3YZFwLlSyuAfrf8v+qf4PdnZ2S2Bu4FVwL1ZWVl2LXfpgCI7O1sDrgQOAp7Pysra72oQ7atkZ2f7gYHAUKAd7nfWXGASME/9Lyj2JEKICbi/jTtzO3Av8BNwNdAX+BBoJf9EoOzv4iUIbAH6SikL9oJ4aQg0lFLOFUIkAnOAY4FSYBrQSUoZEEJ8BHwL/Lir9VLKN/6L/il2TXZ29mDgcuDbrKyst2q7PwcK2dnZAjgXOAx4Jysr65ta7tJ+T3TMO+JaWQYAHmAz8DMwLSsrq6TWOqc4YIlaex6QUk6KLq8BBkgp/zAwYn/3ebGAl4BrcdXdf4qUcguuWEJKWS6EWAY0xhUvBuAXQkSAONz0x/zJesVeIisra2p2dnYrYHR2dva6rKysqbXdpwOE43CFyzdKuPy3ZGdnp+NaWA4BMoEAMBVXtKzJysraf59iFXWBL4DhwCQhRDtcUf2nSer2d/EC8CywUAjx0L89kRBiKpC4i003SCkn7LRvC6An8KuUskwI8QiwAfdL4wcp5Q/R/Xa5XrHXeQdoDlyUnZ29MSsrK6eW+7Nfk52dPRI4EZgMvFvL3dkvifoS9QGGAV1xfbuWAB8Dv2VlZYVqsXsKRU1eA14TQiwGwsDZfzZlBPv/tFGFlDJBCHE3rsd8gP9w2qjG5ybgfinfK6X8TAiRCnwKnAyU4H55fAKM29V6KeU7/2X/FLsmOzs7CXgAd+7/1qysrP26MnRtkZ2d3R+4BpgPPKJ8K/Yc0WmhFriC5WAgHijE9WOZnJWV9ZdRHApFXeBAES9puI5or+M+fXwMnA7UB14BzgFuA4qBd6WUpwohmgPXR/dfI6V84u9YXoQQJvAN8L2U8rHouhOBUVLK86PLZ+HON/+8q/VSyt2viqXYI2RnZ7cG/gesAO5XP6x7luzs7M7ArcBaXAdp9fS/B4hGzg3CnRZqjvuw9huuaFmSlZWl8hMp9isOhGkjpJRFUWfY83HNUyHcsK484EzgI+Ak3IiTn6KHXYZrqQngmlyRUg7+s88RQgjgVWBZtXCJsgEYIISIi55vBDD7T9YraomsrKw12dnZr+DmHTgVdzpJsQeIRnbdAGwFHlTC5d+RnZ2tA91wBUsfQMcVha8B07OyslS2W8V+ywFheYm+rw+sAx4C0oGHca0q2cB5wPtAEXCrlLJECPEw8LaUcuFufN4gXCe4RbhTDwC3SSm/FUJk404PWcA84IJoJsFdrv+Xl674l2RnZ5+H60z6VFZWlsog+i/Jzs5ugBuSHgbuysrKKqrlLtVZomN5CK4DbipQjvu9MykrK2tDLXZNodhr7Nfi5Y8QQhyHa+XIw40lP0cI8SBumPNZ0X2aA/fhRg+VSymza63Dir1Odna2AdwBtALuzMrKWl/LXaqzZGdnp+AKFz+QlZWVpSLqdpPs7Gwf7lTzIUAH3LxQ83GnnudmZWVZtdY5haIWOCDFi0Lxd4j+6N6P6z9wW1ZWlioTsJtkZ2fHA1m4/mV3Z2VlranlLtUZos637XEtLAMBL+7D1M/A1KysrOJa7J5CUaso8aJQ/AnZ2dltcR14lwAPKMfHv092drYH1zm3He7YLarlLtUJsrOzU4EhuBFDDXDTpf+C63y7UuVkUSiUeFEo/pLs7OwRwIXAl1lZWe/Xdn/qAlFn0muB3rh+Q7/Ucpf2aaLTlL1xp4V64PrjLcMVLL9mZWWpkiEKRQ2UeFEo/gbZ2dkX4vpJPZGVlTWztvuzLxOd7rgI13LwelZW1ve13KV9luzs7Ga44zQINw1DETAF1/l2a232TaHYlzkgQqUVij3AG0Az4NLs7OzNWVlZG2u5P/syJ+P+IH+mhMvvifoBHYxrZWkF2MAsXF+WRWpqUqH4a5TlRaH4m0R9Ee7H9UG4XeXR+D3Z2dlHAGcDE4FXlH+GS7R6dhdcwdIXMIH1uIJlusrmrFDsHkq8KBS7QXZ2dnvgLmAh8JD6cd5Odnb2IOAK3MyuTygLAmRnZ2eyPSdLOlCJW0n+Z1U/S6H45yjxolDsJtGiguej/DliZGdnNwQeYXtZhUgtd6nWidbKejG6uBDX+Xa2GhuF4t+zX4qXevXqyRYtWtR2NxT7MX6/n4KCAuLj42u7K/sMPp+PoqIi4uLiarsr+ww+n4/S0lK8Xm9td0Wh+E+ZM2dOgZQyY2993n7psNuiRQtmz1YlghT/HZMnTwZg6NChtdyTfQc1Jr9HjYniQEEIsVezkGt788MUCoVCoVAo/i1KvCgUCoVCoahTKPGiUCgUCoWiTqHEy98gEAiwbNmy2u6GQqFQKBQKalm8CCFyhBCLhBDzhRC/87AVLk8JIVYLIRYKIXrt7T5u3LiRQYMG0bdvX5577jn2x+gshUKhUCjqEvuC5WWYlLKHlLLPLrYdAbSNtouA5/dmx6ZOnUrvvr3pO6Avr7zyCo8++ijnnXce4XB4b3ZDoVAoFApFDfYF8fJnHAO8JV1mAilCiIb/5QcuL1zF2CdPpe3ADgwZMoQKp5wvZ3/Bo888QsRbxVtvv0l6RiqXXnop06dPV5aYA5BQMMKPH69m7dKi2u6KQqFQHJDUdp4XCfwghJDAi1LKl3ba3hioWQBvU3Tdlp1PJIS4CNc6Q7NmzXa7I2VlZdx333088dKTpI9sRNPrWjO09wDiWvoAOEh2o0KuJGgF2fDbNlKmNuHcc88lNTWVhx56SOVxOECoLA/y0oMT6Du8CZvWlPLM3eMZe1Z/GrdIq+2uKRQKxQFDbVteDpZS9sKdHrpcCDFkp+1iF8fs0tQhpXxJStlHStknI2P3kvxNmTKFrl27kpeXx3GzzqXnW0NocFQzmjVvhQcvJiat6AhIDEOn48CW3HrLLcxc8DlnXDyQM848jcsuu4xgMLhbn6uoWxQXVvLiAz9y7nXDCBRV0rFXBhfedCjTflzOm09OorJc3X+FQqHYG9Sq5UVKmRt9zRdCfA70A6bU2GUT0LTGchMgd0/24Y233uS6G67jkVee4Lyjz2SptYaX7XfJ0NK4SpzLZjaSRBINRSMaUp8tzhqaOp2pZAsrS56n9xERXh80hhdu28rw4cMZN24cqampe7KLin2AvM0lvPfCNE6/5GA+e/w7qihl6c/raJHZhpMvHEhhfjlvPDGJQ4/tRvuujWq7uwqFQrFfU2uWFyFEvBAisfo9cBiweKfdvgLOikYdDQBKpZS/mzL6p3zwwQdccfNVpL/en0fafs3VuW9y/oZ3ycvP4Br9IhJEPO3pQEPcH6OmdCRYpDMjbzLTtn1JtWEoPlHnnfdfZcCAAYwaNYrKyso91UXFPkDOqnw+euUX+vZpxPhXJ3PS9aPoemhrhp3fi2W/ruGTJ74nKdnHpbcfxrcfzcWy7NruskKhUOzX1Oa0UX1gmhBiAfAbME5K+Z0Q4hIhxCXRfb4F1gKrgZeBy/bUhy9YsIArr7ySRi8ejN3SQ0Q6/BZcjwS2WKX8Flj7u2MiMkx+aAsONgEZh99sh6El0CRhDD4zlUcffZR27dpx8cUX76luKmqZirIgn7wynTirEo/X4Jz/jSUhxS3GqOkaR15wCIOO7cVrd33GqrnrOeb0vnzx9qxa7rVCoVDs39TatJGUci3QfRfrX6jxXgKX7+nPtiyLo08bS+olHejYoj1L5UZ8wksSCVTZFtKwae3JBKAwFEYTkOrx4Ng6SUYqlXYZAo369hBKtiYhkv3YnlLCRYt59vFs+g0azeeff87YsWP3dNcVe5nP3/gFSko46YGTSEzddQXpBi0yuOiBkxj/2hTSGiZTVRFi66YSGjRJ2budVSgUigOE2o42qhWefuVZtpjF+Ic0oqJgHR7RGVvEkWe6ESPHZHTgsSUbSTfy2BawQEr6x3sprKgizWhFfREiJc5PftnPSOkQCZVibvgU7DBCwNOP388lV9zAmDFjME2zlq9W8U8Jhyzm/7iQO1879w+FSzVCCEafP5Q3sz9n9PmH8P4rM7gy6wiE2JXPuUKhUCj+DbUdbbTXkVLy3GPPkHBOS4QQSDIJSxtDJGBJiSUlc/IjrKqoYENFEEtKpJQUVFQhAX9VGZWVQbYUFiOjPi9CWmBVgRMCYEjfVjRp0oRPP/20Fq9U8W/57LUZdOjehJSMpL99zAnXjOLrF39i4Ij2TB6/9D/snUKhUBy4HHDi5ZdffsHQDT4+43lGZwzi5AYD8GsmEEAHvJqOqbnDEpAWugBNCLyGgalpNeK0NeIzDyElqS314vpjpvQFQPdn4kntwKWXXsqbb75ZC1eo2BM4jsOMz2dx1LF9+fWmb1jw8M9snbYOO2ztcv9gKMwHX07gi4lTadWnGcHCEpbN30RFmQqfVigUij3NATdt9NU3X5PUtzEvzvmMW3pdyNTcXC5Jb0Gfho1pHdeAkHRwbIP3122iU1oCg9ProWsa4VLJD5PKKRONaNGykPr1PLRs2py8b9YTCeQSoR4Z7U+FldOIyK8YPXo0F1xwAYFAAL/fX9uXrdhNvnxtOh07NmLTl0vp98Bo7KBF3sz1LHpsCk7EpjyYT8LIxhQWlfLBVxMpr6hk7BFD8ZgmE6bOYu7HC2k5sCXPP/QdN95zbG1fjkKhUOxXHDDiZfrmaZx04wlsm1iKdlIL5q4tY+LGEI6Mx9A0nh5yHMPqJVMWtLn48y0UVsbhbePnpBGu8Ph6agmRiHuuqrIGdOqbgh0MYVVUgpRouoMz50uEtLGXTSY+vSHN6qdy7FGjeenVN2jevHktXr1id/npremc1r8Tve4aSf6KfApWb6Mop5BAxJ0aXDt9A4UzV7LotAJOPmYEmfW25/a58PSjqTr6MF793ydsM8u5+rpn+V/WWaQmJ9bW5SgUCsV+xQEzbXTWJ6eR+3EekYIgtimRSMKOQdixCdkWq0q2ATB7Y5CSCgfLgomrKimpcKiogtQUHS3gQQuZpKcaOBGJME38jRuBEGhePyI63YQdQnx7DeHSfOb+Oo2nnni0Fq9csbt8+uQEWuKhb/YoFn25kFU/rSSlaSq9z+jHYXceQafze7O4Z5imwThGJLXeQbhUE5fo45CxfRneux1NfU145Pn3WLVuUy1cjUKhUOx/HDCWlxRfKhgbQUCPrh2IT83g2BYjuW/6DNK9CWxdV59Rv/3GsBbNqNriDkuDNA/ZjwkcCQc3T0DmAxLMxEqmf7UFwyvoemI3xNIIlGvowy+DzTPREuJhxhyqwjYNEk0IqaR1dYVQeZApz/zM/b/eRt7KfEqmriTTEUjDQUvrSpVP59k3P+OkMYPQRwtWPPob0qfT+ahuvztX10Htee+Br+k/uDWBUAu++mEavbu155CDetbClSkUCsX+wwFjeXnj8HfwGl78pp9vjnyRFwbcRrjIgK0axTmJjFtUyOLcCj7/rQI3c64gpSqRiCWwbcjfKHAsgWMLKpdVgANWQFL65QKs3FKsTcUEJq6A2bnIpWXIjC6k+HXi4hOJGH8eZqvYN7DDFq+e9Aqdju+FFbJYcsfnJJSZeA/qRcFGDyvun8IXJz3GWaIxZl4AzaNzyGPHsvGzxcx9f/Yuz3ncVYezYtoyVi3awpXnnMCWvELe/uQ7VY1coVAo/gUHjOXFDJo0a+hWm77hvYcZt3kWEa0LUqRiijCmbSPCEEkuI9GIRwBd2ktWLXGlTHpLSdl8iWZCfGuT4KYQSDBSvMgyV+z4ciaDFUIWFMBR59F5cCWZ9RtQWFhYm5eu+JssfnY6K6sqyb70EGae/BLpvXvS6vxepHZJA9rwxgtf0yRtAJFQHGWfz2JrYx+bhyRQqUsWf7WQ8eMXMfDiQQw7uG3snL44D72Gd2JzTgFfvz+bU885lOmzFvLIC+9zwyWnqjwwCoVC8Q84YCwvwWCQiB0hPiWBryaMJxAJYUdy0DWBYVdhFtgYpTZ6fpD0fEmroMbpI02uuwAuOxPqVzjohQ4iz0EYXsSaSsSaCpwmbYkb0Ib4g1ojEqMWFukgfvmMuZMnUj8xjkAgULsXr/hLgoWV/DJtGd07N2XOhW+RMqB/DeECU39dgKe+j0PvHcaWg5NY56TSaHMVgxulcObTJzK4SSZjT+xDzrglPPHSJILBSOzcvUZ0ZltOAfmbiikvCXBw324cPrQfT7/2SW1drkKhUNRpDhjxsl5uZn3RRubPnYeWU0qcx4dPr+Tr80/g2aNPw2voOA7ohZnkbrVZsSbMe1+W07QhtGkB29ZKrDBYISifW4a0JNKG3O/LSBzWHmf6L5QvNwgntcPI0ClY/AvrC0u5/9HHOfnkk2v78hV/wbKXZlK+tYgW5QHMdt1pe1aXmHDZmJvH9FkLOW3sSL78bhHlwRDdrmiMTGpG+JuFaJUhulwzmPCifFplJjGiY2MefGYiy1flxc4/9opD8YQDfPbmrwB069SGbh1b886n39fK9SoUCkVd5oARL5/O/Qp5TDyMjKNi0zY+OPMBbhtwHn7LYHTvRjTPjENISUqcg4aNrkmSEwVb14WY810pPY6S6Cb44iUpzSWRYARhQlrPeMK/LsFalwuhCKGlBYiGjfg6p4gxTVNYcs1YJV72cSo2FLN5cwEZAYuw04Aul/SICZdIxOK5Nz/n2otO4cMv56HrghPG9EBoAt/geGSbDmx89Ad8aX6S2tWjbc/mrP18ITdeNJSvfprKxXffytMfP4aWAE1aZ1BRUMrWTSUAHDKwF36fl/E/z6zFq1coFIq6h9gfHQf79OkjZ8/e0YHyp2WTOfLpk3Ech4wJXoxWzQkl+RCa4Nv7niZQ4uXTz3KZPqOQ+FAiPttPsyZxJBR6EQKSEzXap4FeEsJbHkI4Dum+IhIaGTQ+tRGRNz4E20ZLSSD5kUvo27kD2SN7M+a+FyCzSS2NhOLvMDvrO1b/OIcyowHHPXk09XpmxLa9/uE4Du7TlV9+20y6D/q0TaOqsJhZU2egez00ymtH40PSCE5dQ70b/5+99w537Kru99/T1Lt0dXtvM3d67x6Px71gYwzY9B4I5AcJNQQSQgohAQL5hmJK6LZpLrjX8YyneHqvt/d7dVWuunTa/v0xhBICKThA4nmfR48eSVv77LN0dM7nrL32Wlfw2Lu/zZnVU0yemOCq268l7lvMzr2DuGvOEPAEsPfEcMTreMefXfPTbdz57QdYsaSHtcsX/i52/wVj586dAGzduvV3PJLfHy7Z5BIvFiRJOiyEWP3b2t6LJmD3ioVbGf27k5SNMnu27uF173gbvsuW43W5+eydz3H4YAqH0YMsFJyWC4B8wsQjO7CqoBUqJKYEYdVEVQV+K4NUzlPK2CT+5iCqMPCu68B3TSt3X38letngus/eDb5Licl+n8mcnsGYTjJQtblsZccvCJczO/cz+vUfMHv3U8RrQ0SXd5Iw03iiYdx1MeyqTnCDwoXvDZP3nyF53YN4FjSz5rkIiz1OrK+dhb551nuD9M+v5ebrFvPF/i8ydfAIm450sXRlJwBve81L+PsvfJdwwEd3R/PvyhSXuMQlLvG/hheNeAHwO318/cdfwjQNmurqSA5PE1+8nrOnM5QrBpJUwKX4sSUbl0OljEkwppKZNom0ODAnq5QsG2clRUXW8bolNHseuZJFCIvC7n5Kp77DBw8c584lXZiPPIDyitf8rnf7Er+G/q/sIzmVxEUta/9iPWa1yskfPsrUsTMcmcuw8l3vwuXzcfXlC37he5PKxYDcvssu48CpL4OrgVtvfBnCtJk4kaTvnRt57kvPsfwVK7GNHOkv/oB7/uBJbr5uLfs7CvzJ3/wxd33lK8QjtUiSxPvefgd/+Zmv80dvuo2aaOh3YIlLXOISl/jfw4tKvHzkzvfz7ce+hhCC7S+5joe/9Ayz9gQuvxtFakHIE2xd2suKFQ7i9a10L/TR0uHG1AXCFBz68iyz3zqAVShTcsjUbWnEr/jg0AiYErbHwdtOnOXmeIQtNRGk8C9nXr3E7w8ze4ZRpud4drbI9Zcv58zjj5E4O8CS267HvW4Fk/tPcGoww4ff/Yue0GxO59EnyuhWjk9+//WsbLmB3sMRHoo7WDUxRNvVCzj7xX1c/r7tPPyhB7jh727mdZ/7EI8+c4bxiSkW1xUZeqaZd7/3HXznqz9AURQUReGD73w1f/25b/Lx970FTfvf8dfU7SpZPUOikiQVSePMhjAsG0150YTTXeISl/gd8DuLeZEkqRn4FlAH2MCXhRCf+zdtLgceAIZ/8ta9QoiP/0d9/3sxLwCv+titPLLnAQSCy5Zvwxxu44kHvkO4bQ1r1m6gOd9F/6lpFFXmQ39/C1fe8stZU+9ffA9GTkd1yjQ2pdAcFs1vWI9dyPGuh+6kUMxzz0uuwtnageMlt13K4/F7ihCC52/9CrklMQ7fO8XqW0xaNi1nwXWXI4TgLz71NSLBTu546Wpqa3429XfyVJonn5mkYu3kxNQuvvjndxL2h5kbSLLrzv0cj7nYcGSUli3dNFzRg+1SOPzdg1z90esAuOvewzQ3hghWqnzpnX9P/BoXH/v0l37a/9DoFPc+upP3vf2O37pN/rOUzQp7Es9TNmyqtkxFdyNJAeaT83jDM6hSD8J2/LS9Q1OJer20+jw0etx4VOV3OPrfLpdiXi7xYuG3HfPyuxQv9UC9EOKIJEl+4DBwixDizM+1uRx4nxDixv9K379KvAxODvD6v3o5pmnyjY9+D6F7uOn2P2Dk5E4+8KEPc+IBjXwyj6eap7mrhn946I9Btzhy1yHqFzcQqw3y6LVfwa5ahGM+onoSYVhkGzQ+6d1HJBLhnnvuweVy/Ua2ucT/PIP/so/KiTG++Vw/7VKF2777Rmp6L8agPLnrIBNTWdyuCLffshK4KHZ+cO8w1bLFyfO7GUkeYWntjWSKMoVSCVVVWTrnJH6NlyPT54j/eBZH3M11X34lxtk8ifMJNrxtEwCf/5fn2LqxizOPHufJ73+TdZuaefM/fPKnQvfJXQcplsrccu1lvxvj/BqGM1meT+9FlXto9IZo9Xmoc7lQZImdO3ciJJvgUhfdvkX41ABCCBLFMv3peTK6TtkWOJwOJFmm2etmUTCA8/+wl+aSeLnEi4UXjXj5t0iS9ADwz0KIJ3/uvct5AcXLr+Ls2bO86lWvQsGFe7SNkAiiKDLb7lhP5ZkxspPzKJrClquXMP3wOQAcfgdxOcO980e4q3yY93/sw3zoQx9Clv/vnoj/r2CZFvuv+hy5mzvY9+kDvGvHOwlnJ7BOH8c0DO4/Pc50ZCV/8uGXIwlBPqfz5W9eIOTwcnLyMZoX6BwfnKY5Guedd7yOxlgcAL1o8tA79iFf28XmjgpP/tUT9McdFDfkuE5dTiwaZvHNS7Ftwd9//mluv2UF3/rTHzLJDrb6W7nt0x/D4blYxfzz37iXbRtX0tfT9ju01M8oGSYPD41iquOsqenCWdaoGjqmZSEEFEsSQ8M5hCXTUF9HjjmCagxdqKAJ/AGZQEBBSBaJfBHLshCSRAEZW5Zo+T8qZC6Jl0u8WHhRihdJktqAXcBiIUTu596/HPgRMAFMcVHInP4VfbwNeBtAS0vLqtHR0f/SGEzT5M477+RP3/dnaKabJlc3L3nZjRj3zYAFmltj2xs3ceGbexgypxhoTPLs4F7W1Pfy91/9fyy7fN1/Y88v8bvg1PvvpVqd4sLO3bR117LyJYuRuvoonspz9OQFpFyWHn8Vr1ylYsKDk1Hma7bA+qM4gjazWYmtbQtwaY5fuiiN3T9MQXOw64zOZa5Jxndc4PiGpRRjR2g57+LKW7bQur4d3bD42889wetvXsln3vktWHOKralGrv34n+CLx7Btm7/41Nd479vvIBTw/Y4sddHj9MzENKPZPEvrQLNKKMUANcFa0hmZXN4GwHJb7J8+RVm2aKupQalWkDxT+Kgn4GqiXFYo5QWmIbARVGwL3WOguKrUODS8Do2sAI9DY0s8ikv53zG1JIQgMZXl/IkppsYztHbV0L2onljtxanGS+LlEi8WXnTiRZIkH7AT+BshxL3/5rMAYAshCpIkXQ98TgjR/e/18/P8Vz0vP8/s+BwffPNfcnbiOMnKFBPjEzhsBw6Hhu0SWIbJ4u5F3HDbTbzqVa+ivb39v7WdS/xuqM7lOfPSD2E3FNkx0MXln72d3kwKYzKNdc1S/t+9j9NY28tbbltH+skxPv7tIa7wJImW7mLcE8NatIpXv+/t7N69G/jli5KwBcf/6giLP7yCh380i+v7T+LrCLO7voX6vlmGv3GUP/j466jrrSdfrPIPn3+aK7pr+fHdOwlsnWb5WTc3/eNHUTSN+VyBT3/pbv7yfW/+nXj0DNvmrnODtAf99AQkzqROsMC7kqlpF1lLJ+MrUdJMZAnaPC648BQaMq2tbRdtgWDImsFZduB1LaI5XovP4wHAtATTswbjs1WmyxUyVBCeMg0+BwUkGv1eNsSjKL+HMWNjg3M8/eApLMMCIN4YondxPQ0tEUYH5+g/NU0qkQdJYmJyjOWb6rnltmt/x6O+xCX+Z3lRiRdJkjTgIeBxIcRn/hPtR4DVQojkr2v3m4iXf0tmepZTu/YRX9RNrL6OSCRyKQj3fynCMhm4/g9IR308cq6RcF89r17uJ3DjapwLmvjkP38HZdzLK5o7UV0qD8ybFCsadNxHPmVx88kqjWULu3U5JxoDaD0ertj+y3fU0zumAKjf1sDo2SzH3vANmm5fwdMiyKbL3Dzwke/wls++kZ4F7czO5fnKd/fhOD+D1ZSls9NJ+FyJqz72HgDOXBjh2X1H+MPX3/rbNBUFw+QH/cOsioVRKzlm5QHc5dWcnahCg05P1MuSYJCApiGEYHpsFwMjOoJf9EYJIdg/8widji6Kup9CuUxdJEo0GPyF/1EubzEwUeH4bBbNbRGOWKRMi6XxKMsiwd+L/1wuU+KHX38ef9DF5u09zM9mmR1NkhhPo1cNEKBoCq0LG+ha1kJNc4SnntjBwR0TxGON3PLatT/1yFziEv/XeNGIF+ni2eibQFoI8Z5f0aYOmBVCCEmS1gI/BFrFfzDoF0q8lDJZPtV7BWaliica5n3nnkJ1On/jfi/x28eez5D887/k5B4IvvtVPPyJJ2m+pos3/uMrkCSJ02eHOfJXe+nZupA1b1zG8TPzfPWL/fg778c83cjatk3UB+tIn5uhdexeiuUgI75lBK9fTn2nk4UbfXgCF6c6hLjofVn2kZVIskS5oPPk1s9Te8canneF2LIuxA8/+lVu/etbWb16Kf3Dczz0+En67zmI56ZpXtN5DaJYZcWrbwHghw/toCYWZuv65b8VWyUqVR4ZHmddLEIuk2BYmqIw0UVdjZsrF0Z+YUpHCMHs5PMEwh08f3IPVZwsWr+YPDkK5MmTp8auITc5xLr4NWgOH7PpFMlsFr/HQ2NNHEmWGCvnGa3kWO6vYXhG58BAjka3C91bJK8YvKy7Dd/vaPm4aVg8ePdhEpMZ6mNO5saS1LXGqGurobY1Srw5iupQ6B+ewKVplBJlxk5PMjeRYXh4mIaeGC9/20t54DsHsS3BS1+3lkDY8zvZl0tc4n+KF5N42Qw8B5zk4lJpgA8DLQBCiC9JkvQu4B2ACZSBPxFC7P2P+n6hxMvQrv18/YY3oxeKqG4n7zn68E9XpFzifw/WuVPk77+Xg3dlWfrlP+TOV99FyyuXcfXbt9DQEsaqmPzgjfcw0xflPR+9jkLe4A/fsRdv470E872s27QNNRMlEFNZcVWAQFTl0J1fJ/Tjg8z7VhB69ysZGzIo5Sy6V3npXecldTRJcTRPyy0XpxXNqsFj276AtmEhY4tb6Ov08sinv87Vb7ySrbds5MDRUZ7fdZ4TP9xH15thU6aJ9svW0rRqCQB/+0/f4o2330B9PPo/aquBfJEDUwm6Ah5G5mYwLItas4Ety+I4HTIzIsEh+yQZO4su8kyXL1DQKqDIVEsWbhPalF6iFR/Rio9w2Y3i0jhfM45RzbNBfSO7x8ocS2XIGRWqhoGERNztI+x0U3Vn8YVLbAjXkynKzE3a1FpuJsiwvCPAmrqa/3gnXkCOPT/Ckz86QkCzcbtUtty6mvbFF8t9mIbJ3kcPs+uBAxhzZaLhAKZlUSpXsRWB5NNIlNLgUekNt7PpxhW0Lm7mge8cJBr3c9OrVv9eeJQucYkXgheNePmf5IUSL3qxxGdX3EB2fJq6xb384b4foaj/O5KHXeIi1sB5yk8/wXM/nCDcupRcKsfheYPA9h7e+ZFrsQoGe//sKZ7xZ3jzH15PU0OIt//BblLGN1jetIHm5Eq6YiGa1vqo3RjCGdGAi4GY0pxJ+3Pj6KPHka+4ltZ3XcWJHQWm+qtc8doIFz53gkXvXYrivOipKM3mOfymL+FSUyg9ASRVZvr8aZpq4vRs6GFoaJZzGY3vn5zkI197G8Of/zHb/vQd+GqilCtV/uqz3+Av3/vm/7EEdkfTWc4l0xQsgxgmtWaQgp0nvsTmtH2eAgVkSeCXFAx9BFXXqLebqAm2YM5lqJ6cQ3da+KI2Ef8KVG8NKcXkudEx3FM2nnIVy5nHqlPZ2nEZzYE4kiRhmCYTiQSFSpmZspvhnIMZo4Tuy1AbtrEMD1doDRwfziOcBjevrCXo/p9PR/Do9w+z7/5DLF/fzvZXbSAY85ObybH3G3s4fOAsVdOgbUUrV718C/HWKIndI5Rn81TTJfR8Fb2kM3JhhOxMnnSNSqZWIaYGuPF1l4PTydM/Psnr/r+thCLe//F9ucQl/qe5JF5eAF7ImJdL/O9F5HOUvvYFnj6Woy7TSKw3zA+eSrDo/1tHrDXKquWtTHzpJF8tHaapaxHveP1mPvk3R3ni0Gd4fccdSJM1rH19J73XRSiMVZh7Pks1Y6C6Fca0AZQGm9WxJczvGKF6/DkwM9Re1ozlcHP2iE2kzoXLtKlbH8IaHgAhKFoBhk8rTAyYSHesZyyvMzX+GEuK9dz2t7dx+K77yD36NN8pVvny9/+ZJz7yaW78x4+iqCqDo5M8+MQe3vPWV7zgtjqYyvDs1DR1Do2tkRDj4xYJbZxHOn6AW1LpUhpZpi2ikw4Oln5ANe9DqqpMeQP0DSsYTgf7rBTINt5IDUMTOuVKAAOB4ZunJarQWlvB1qe5ItdHoZRhod6DQ3bhrI3jjEWRFIV8qchMKkVZNxnOORgqaJzRZ1nS6OaqhlrKGTh8PktT2MmVK2Jo6gsfyCyE4KufeJyxY4P80afvINYYYuCZCww8209eVDmlJXnPu19FJOhjds8IUzsGqNo2MzUu3G43bkNDzVho8yVSwyPYmoZXdZMcm2G2kudCTCcSj/KOv7yDH3z9edZd3s3qzZc8ur8Jo/o0BavMInfH73ooL1ouiZcXgEvi5RLCtql84dPsGirRkK4jO2dSWdzF0XPDeFc08qbFJRI7BU9FhunPefnIG9bz7PM2j3zvWa5cvpGBiszt/99qmhf88h2+UbTY+YXnQcCVH9hEdu801fEc5sB5+nPdrH1XHKdD5+yzCWZ/cIbVH1iCf3Uf0k9WDA189wiaV2PogXNMS14Gu2rJsodl4yGuec81nBocI/2ZTzDX0sTL//SPOf69h9j+kT8C4MEn9+DQVK55AZfmPzkzy+7ZObYGg6yKhXni5AinI4cYbj7Cm9VX4TVreaJwiOOV0+TsJItFLS+VV9LrXoE5NEmmvpP+ksKu04PMCxtfrZt4vIpTG2RloIkl4YXsMnZyqjIDthtdDBN2NFPvd3KzdQskclTnkiBsZIcTV20cLRyirOtMp5IMZkp8a6RIsy/Ith4fm+NRfnRmAiWpsqg+RF+3B019YaZfTNPir978TWJRN3/wt7dx9LsHSQ2n6NrWzYHMKBVd51VXbGXwrqMUkkXGPDLTJtSdLdJQyCI5wfLImE6JYsDJuWwKV6pMry9MXHai6wrTI/PM5HMcjOd57ftvplrRSEzO86p3bEHV/ncsEf99Yt7K89nE3dSoYZa6u9niW/67HtKLkkvi5QXgkni5RPX73+HE2SncZgPFg0na/u427n7rfay8tspsWmF9w1qcr2njU1/5IRsWLKTXa3DXP46zaWuCPROLecefXkdjj/tX9r9z507M8wrtgS7aX1lL+rExZIeMNTXGsadU1v3tEk5VTnHf44/gfSzIyMY0jb0uPA4XvXVdRB+H9kVdqF4Hhz+7l6P1Dcy0DHGtqKWhrZ5Mk5+9H3k/L9+yHHvFWlSfj4U3bgfgH754F7ffvJ3mhtrfyEaWEHx9eIT5qs4qlwelZpJdZ2aQY3mSsSEC2bWkkm4o+ygaRYThQNJ1DFuw1pinKMGQv5kav5N4QKI0O0wbTm5bv53yrElh2mA+MwqShFdrRFIkSv45Es5Bzsj9TNdpGI55lpa34LE8zOo5rvV3E83p6JkMCIHscOJpbSZpGvzN2aO4kvW4PA4+sLGZvakUyUSJZjNK2K+xoMv9G4mY+VSBj77yS1z/+o0sW9bKwW/uZ80b1hHsjPCZL3+PK1YuJ3Aoy+xcjqNBlUhaoTtZIaBniW1uoe7V61D9vyh2/zXPS0NLH088fRYm0iyzBM5TSUaOpzjUYmG2uXjLe1/Bo/cc4zXvuox4ffA3+l1fTBjC5K9n/oX3xl9FQPHxrfQj1Kghrgts/F0P7UXHJfHyAnBJvLy4MQ89z8TTO0k6G3A9mcBY2srU0VEuWAV8G1ay1V1P13tX8Mk776JQCHDTxjoe/dhJ2l65nLNHU7z71jCNmd2w6SZo/vfTCv3rRWlxYCXp43m6Xl9P4nsDuLoDPD73DN+/+3Gu37qe17/hrUw/Nsl8ymIw4yXeK3AvnOWZc7uInFRZVuli8bu3cOwfdnJo9xQ7mhU+cPtiZp4dY36xjwc/80U+95JFHDd9rH3bqwi3NFLVDf7yM//CX/zJm3A6tP+WjWYrFb41Mkqtw0WbrDAbOs/B3W5mhEohOIm30kirN0h7zMQZHmCzdxNW+Vm0fAD/fBxvWyt6wMU9yacZy6fZML0VDl70LIUiISSfhuzXkJwKdmAf2C7M+cUM6uOMVadRjRySaeCpxkg2TZALugj63TgkCUsxuLVuGYv8DViVKsXhYexKBa2thc+mztNViXJgyKKvNsriVgfn0nMs80fRU048bpmFXS4U5b8mYmbGU/zFHXfyx/94B5NP9+ON+Vj7xvUMjU/xje88zM2ebqSCydGggm/IpidfwO3WcW3qItXcxuhwlUrZQlElYnEH8Ton8XonZ8/vR1F/lg/Ismz2HRph7/5BuofSeB7rZ8Khsa+uxMY7VqPPOFhzWTerNl2a/vhXKlWdsYkZhsamGRmfJl8sAeD1ujjadY5rtQ0siXTS1lKPQ9O4b34HJjYvD23/HY/8xcUl8fICcEm8vHixZ6dJf/0rHC8HaDguKAZVGtZ5ePB7gp5XtnPioQu85VWdzM1nOX52lJSkUx2MISJ+TA+89N3X0rw4DJYJux+EzCxsfyX4f7FC+M9nTp0/W2RmZ4bjKw7w7MNP8dKtN7Nt03Z2v+8UHY0Jmv5wE+e/MUTLzW3Mziuc2JGnb6OP0/IOxi8Msu5oB33v3IiM4Ln3/pgvlHzcfMMC6qdHeCCzA8fBIn/+2j729qd/msBubHKWHzy0g/f+we3/ZRudz+d5aiZBjeYklxTszg0Syrnwt+QJ9w1zo7WZHm8f02KQSc6ziuvIFE+Rnj5FMLOQtNHCfCWCJIFimUjpPGPBYZ4MPEHUinJj40048oLJ/DhT+iSDosSsbSFLAXrlPnqlNiJeB6iPc3/7LjafvoNKNkdkYgED7inOxecolGXyFFjMAhY7OnA7LSLlEVQzxyO+Is2uBWSsKebnQ0iSD7e3SE9EZUmohrlUlZqoSlebE1n+j0XM/FyeD73s87z27dvJnJxiy7u2EmwMMTw2zQ//+odsrenEcXkHz37vPMt0sOYzpJf0UW2uJxLTiNSqFKtVZpJlIiEHHqeGKqlUCoKDz19Ar8IVVy9k3WVhHM6fxeiMjKd54KGj1H3/FK6BJKe6fSQXO+jrWkTY5+dlb1z/olyNVNUN9hw4wcHjZwFwu5y0NNbS0dJAa3MdQb8PIQT/MvMgoZKPhkyc2WSacwOjeN1uXn7TNk66BxjXZ3lj5KYXpQ1/F1wSLy8Al8TLixOh6+T/8RPsHDNYpnahl1NYkRBn9lqMOtIEvCG2v38btavb+Ojff5XyYIp1rlU8Ou1kUUeCV6xdRKOUQHI7cW5fjez3QDEHD38dVm+HjsU/3dbPi5fhuRG++v27uCy5jSv/dB3TXzpFzcs60Gq97Pv0GA3aGAFnkf6nSyx8fQvuVW0MTbgYO1PhWHo/xzP7ePnYehrWNNB8eTtTn3+Ef8pYaO4ulsh57pv5FNdm2njNWzdyfrrw0/iXx3bsRwib667Y8J+20alslt0zGU6NmBiigtZ+BF8izKJgiHzvGItTbcRKG5mwz5OWx/COXoWll/GoD6FO9pCSm5GjESRRQp7JkXNU6K9LU1TO4yieoaCYzHksyqpNs+7i+kQjfWUPQU+AqpRGkVyoig81UIfW0caAdJC74gfYWNrOgJ2g/dy1KNNV0tYcCX+WYXeFgmGypbAZrybjVaHJMcGUOE/b0rUcmU8TKusky/UcT5Wo8ZisdDahl6FUruJwaLQ3O1jWJ/HvLdIqZkt88KX/zLbLF9HRU8uK2y+ee8cGp7j3Xd/hJe+8nt0HZhGH5omaOcTCZppfv4ITZ9MUiwYA4bCTRQvDtLb4SGeqTE2XmJoukUpXGB4eRZHhqq0rGO/XAVh/WZiuhd6fXlQz2RI/+sZeQp96jrJHMHF5nEKth4gd4+0fvBqv//9+oddiqcxjO/ZzfnAMh0Nj85qlrF62APVXVCDfWTjCnJnhtn/jXUnP5/jBgzuYS8/TeHkU0WTzpuhLfhu78KLnknh5AbgkXl6clL/7Lzy74zTLOtdTOHSWubIH/7pOThwq4YpozHb4eedfXMfHP3cnM3tHubrnGh49pyDqZnn15svZ+sqLOVTsTJ7KM4fAtHBesRolFoQn74ZQDNZeDfwk5sU2OWVdoGJUefeVb8eahdEfJeh5WyNTXzhJ/RsWoIadnLjrYkLozsvdDHz+OB0bNKzpDEgSCMFZZ4q70nt4Rel2CkM5YtetoHzfMzzmtCi6erFnJtg/cSdvtxsILFxOJdxK7YrL6Nvk454d9/PyGy+ntanuP7TPkXSGR/vznJnLs7hznkz0eRzH1qCr80zVTtBQqsFLDbY3heHI4Up2ks/r2O4jXFZpJ1XjJeNxUHc6isOhoC21iRjTxHITNCTLnLdaMYWf5YFW7HwZ/E4G2yscU0dIJU4hjAr5gMCoNhGetehOywSyzciqTi40ix3ykOp0cZXresIuN6VUlSOnxhjPZnCHPSzp6CFbFSRSgplEkZD9PInKQsbdKi2BeeqkMMWAh2OJLEtqg7xyaYRCxuL0BZ1yxYXDobKsD/7VVJVilT992T+zsKOBbS9fRfe2HgAGnj7Lg594gOv+7DYe/9gJ6hxFGhf4qXnLRp7YO0dNzMX11zQTCDgAMHWb1ITO5JES1bSBkbNQVFA1ibHxMXTTJim8pC2dtm4/9Y0BxoerrFgXZNWG0E9FjGFa3HPVl6F/glKjk4ntNWSnFP7wT25gwdLGF/S/8tuikKvg9Tt/pfdjYirB9x98Bsu2uemqTfR2tvy7bXXD4Omj+7hv5wMMpM8y78pRX/hZzqNpK0XRLtPqrGdpczexYITUXIlD2hh/f/Ofsaal739sHy9xkUvi5QXgknh58WFNjHHqzz5GcOm12HtOUdTChF+7nQOfPcMoKVa9eyveiJt7j3wH8byThW2bmZl1sTc/wRs3b+Cmd8V/6aRplypUdxxG5Mu4b7kM6exemB6Fa1/LF+79Ck+P7OKvX/3nLKzv/el3ihMVRu+do/uNdUx/8RSNf7gYxaeRGa5w6vsp6josVEun/fYu4OKyXCuVZ+DEUT7z3Ff4ADcwN6vR9aZ1TN+3l8e0cZZufAUPPvxjLuzdwx8oNsWObq75iz9gajTI2LkSe08c4v0f305Nw68OMH5kOMn9x0okmcOInKUUHGbJ+DbmPENIdTm6zVZq7TpcnhJWpUpzYi0NjedxueZwpizibZvQ9QCJY2Ua1nvAOIiZH8XhakcaG0buvJILPz6I4ZZZfPNWlMDPxpIt2ezvrzA9naUv/xxGJE2yt5OjmSnk0nFyqsZkVKU9q9I3HkapqExoNsfqC5QcNg0BP/lJN6/IbqHP2Uig2UG4y0kVk4eff4YtsRZmIg3sHBwnmHEyMl1DtWaOuZKDjqiXGxd5ISeoVAWW7WFmTqImpPPjv/4iMbeXV334WhqXNWGbFkf+8Vme3H+MhroNpA+Ps6nPwH3bWp44XyXidbGwPsb8jIWwBUbWpDxeRZRtXEGFmoVutJCK0GT0qqBashm4MIywJRYsaaO9x8nEcJ5ndk5RKZssW11LrgzL1wZZvelnIubEl5/nwN8+g+EuYbf6OKLZrNqygre/75r/FVXrc5kSzzx0iunxDIGwh0pJ518vM26vg9bOGMJn8OyBI9THo7zipisI+H85141hmnzuh19mx5GnsCydjoYWXrb1peyOD/GR5regSBe9Ml87cz9Bp49rWzby/47ew8Hh07QUawnJLmoiGnfu+yaXhzbyl3/4UcL/Zvr3Ei8cl8TLC8Al8fLiQgjB0FvfhN6xhfDZEUqBJjI1rSRGy2THUtRcprIvV2K69ijtpzehRprxG35+PDnLS1cs5VUfaMLh+tUXBTudo3zfThzbV/PQ8eN8/8l+FG8rHdFW2trafm4gFwsOxrBoHM2z/K21zH79HE3vXorsUBC24My9aRJPDbPoja3E1/1ittjp+Rk+9dg/8RHzGoafGUHra8Yop9ilj/HGD7yTt/3ZB5F2Cu7wz3DCjLPtYx9k0zVNnD01w/e/fJqVPUtZermftiUXhYNlwb5jNl8/P0XW0klEToB/it7WIrfOvI69judorLVpcdfhnYkxV80gZIvaqpOKXiRR7SGSOUnFtQB/LkgkqtK9UUOafgBnzUqUvI41O4RhL0KUDI6IGWxJomvJJs5M6IwnLQTgd0ms63bSWqOye3qYg2f3cINxHldLH80Lbqc0s5dU8hzPLPDQpAiKkoOOiTo853XUisQAJo/GZnjeNUR3wMdVpRUsm1mEFw9qjcQT+iFulPx4Fi/iofFxfLrOld19PHZqhuOJEmPjXtw+mZuWuAnqMrGwxJ3v+QblJLzlH25nxaYo1fkyz3/0UR6YKNJTrAElTYtX4YlAC3XxAMt74tTUaEgFEz15cboo1OKkeaMfb83F+k56sYTmcf+CwPjX6cVVSzdxdl+RxKiOrEL3GjdPPDzKSH+eRctq0IXC0tUB1m4JI0kSybMzPHrrd5mpkaiPO0iMz5LV4Y4vvI4FG/7D2rS/dSzLZs8T5zhzbAJ/0MW2GxYTCrs58PhJjKqBJEsXy3CcH+H48SF8ziBdC9rYsH0hKza2oyg/s5lpmXztke9zz6Nf45rWdbz25W+hob0dSZI4lRrk8dPP84rmq2loifLlsz+i0RvnJe0/q6eV14t89ez9zORThFN+zniGWZRvZu+zT7F0cRsv3fpyVvb+1q6xvzcYukk2XSKbKVEu6ZSL+sXnkk6lZGCZNrYQCFtQqepMTSepGjq+gAuv34XX78QXcNHQFGX16u5fEtKXxMsLwCXx8uJi4JP/gJ4qUZswSdtR8poTT72XUw/qzK3VySyZZehUPysT19DZajA4FedU0EfMHeNPPrqQUPzXr9g5P6jzg6cGSB7vp6sBXvm6NTz5lW9yzt9LqOti+v6fzABh2QK34sCfcuI6UmB+eYi6kVnWvDbEkH+Yo4nDTM8m8HzDR1vjYpat3UjNQjfRHjeaW+bA8GH2Du7nXStey+T/e4KxUxncdSoPdmV439vexv/3yT/C9YMQWyKzZGP1SOvezNUva+H85EmEJYgbfUwOVHEvCrNvTOeCmqKlrcgeeRdLY0FiNTNcPvxannfuodYNZVOhoxxHax6lpeLDZ/mJ1CzG4QwwffhxhFZPeaIV52I3M8U0cuIRzplX0ZI/jWSoqOkQU/X1ZANBhkdGEQI2ruigr8lBc1RBliWEEOyaGuLh0TNsrm/nxrY+JCSyww9hjZ8k0PNS8lKF+fQBnmlX6XF6mZUEN0q3IFmQmB6idHKKmcw8T/mSBFfUUlJTvC36UvzpINNnixyZHWWtK0PNqiWMOi2OTUyworOTADIHZuYYS2j0X3BQlgSuxx+nNl7LOz+4idGMnwuH58l+9WGG7BAdDhmflsBsCqOv62FbTy3zF6rYJrhCCg2rffhqdcYOHCNxZoByJgtc9BJMFeYp5QvYOjhzMfyZKFLBRlUUouF6PB4/inzRW6BbAqPWSfubOnluf5ZTx9J0L4yAw0HfsgAbt0WwDZMHb/wGw9Pz+K9qoXFlHfs++Shxr4vLb1tH+9WL8S5qQPoVcSG/LaZG03zvq3vZftMSlqxpYfTMFLvuO8R8royjJUbJtBgaHWV0fIzGukaa6hqozpcoTM2Tm81TnK8gazKBWh+5uUnKs+fRJJtYqAXFH8bIlxHVKrZtU1DyOE0JW/OQDsh4wzFqHXFkTaZuaQuvfv1mmhsuelfyepGPHvgib+l8KR868/94afFyLpycpLZNx5bK/PErP4iivDC2q1Qv3iy4nPACdfmfwrJsEmMpRs5OMj2SJp3IkZ4rkJ8vYVsCIQSSJCFJXBQbioRu2ZQrOuWyDkJgC5uyXqZULmHZFyv1KIqMz+tFVVRM3cIyLSzLxjYFetXAqBhoLo3alhrWblnEqs09rNzYcUm8/KZcEi+//4hKEVHKguZAUp2gOakikzMt4q7/fPHL0Wf3on/1i4RFGxWfB3ndGpJzCqfvHuHMqhnKnXOESotom23lXM04yrk4PWtq2bF/jg/dEaXrlWt/Zd8Xxub5f3f3U1BPsW1dkGWN2zjx+GlaJscYXRBlSe4EyxvDSFe/Clw/K7Q3l62y72ya4VNZ7EMD7Oo7gX+yh6io4dqbeti+oQ5Fga988fN4jitsWNZHdrSEWbGR3B4e8Z4joEXYHNqKPpMhcf9OQlGJnSu8XHfTMu4/9m383yyiaRbRriDq5e9gKiEzWRqgu2sZMxUH+VwRI6bjXDLJSfskL2nuohA8yfITr+QMZ3EpOqWGWTa74sjVCcxsmP1FJ6heVtc0sXAyTSJRpRSrZ7J9FK2aQc2NEGncTtO5E9i5enTFR2ZVgKpsUrV1Dp84io5JW287FUunbFU4PT/FTE7ntoatvLpzwy9NzVXMJOmz3yGYDzIfiXHIfRp/eCkFygwYefzntuF1aCys89Edkjh3fD/HLwzS43ayq2Wc22pXEnAGyaFx71Sem8cFLjWOCDbT75hmtt7D5fE4Y6kMlqLyxBd2c+7pCfyvfRm9bgfus0mUZ49QamnA5ZCpnznPhXgHK1f10FDnoW6Zl/giN5nRMc49vIPCbBJX0E/rplXEF3ZxMjHB4/v24xuP0DVSjyut4xY6/oBObFOAgdosM8Us9sAkU+cHKCoCdUU3QSlG88Egrjkfii0ItlY4p3k5kdGoXxzC6w+yYJGfLVdFOXv3YZ7/qx1MRCRe+albeOrAWXb84BDrmmvYWB+luS6I4nEQWN2Gf1UbsvO3U8JECMEj3z9KKpHnpa9fyz1ffJYjO/sRLj/O2jbCwSCWrTObmuKyKxq44/a1v+Bh+VeqxRJfeOefcebkIPOBEl2LrqIxtggJkGQZh8dBrlLkXHGIicYp3th7PU8cfhLH4RmUiQJW1cLwBSnaMVqX9xLoaWHL+k42rmknVcnyqWPfZu3CxRQnSpzccwFnwUtri58LiX386ev+8j89lVSp2pw+W2VkyEA3Qagy/GQ1m6qAJF9cpGiLizczsiJT1aoEJD+aqhAOQiwC8SgE/Rfb/FdJTmbYde9BirkymWSRmYl5FKeDYG2QxvYY9S0R6pvDuPxO+keSXBhMUChdFCkCiEe9uByCVD7JfCGP6pAJ+L2sWNTDkoUd+Lyen/62pXSJSraM9a/ixbCwDQsAxevk3GiCp546zLlDA6DD/fs/cUm8/KZcEi+/34hyDuPIQ8h1PVQqOnNZhVNJk6ytIssyZjiH11um2eumzu1ExSbesBZV/cVVF6mhMSbf/z7qlRYcGzvJO3oZO5Nl/9lTzAbzNC1dwEte8RIe+fAB9tYeoiu3iRvftJzP/cs53vzKXjb3JbEvnEW56nqkn1QLT+ZT3Hf4cXbtduPSNN5wSzOD4yEmUhUWtfi5ZlUtjmqV/s99m/nuOmrXdrLr4a8w5PZCXQuWbRNw+9jeu5oHRu9iNesJPNXL4bhBbVQlcjjFkGHgCJjEAyYZ7wSFA2luevlLaL2uB2bHYO/D/OXIc9x+8/vp7VhBtj/Bc6+/C6OtiXu9dQjOU6lUuHrgLKftBsLuFBs+/BHufrTAnJ7lxq0NHCtUyOfzjBTH6Y0EabjuMN0nb8LwpSh2nSPvnKIv78Iq6UxUutnU1MfqeDMDuXEmnj7EcMHi0eaT+FxxbvBo1LscKDXLqT22h0qiiakFHqqNbpyy4ycPjVPHTuJAY92q9Tw+1s9Idp6rmhbQEfHyTPogc3oap+xgU3g5a4OL0WQVy7Y4kxznwf7vEZ5O0edsYe+iQa4draca0EjUWGweaydZ0JkuC0oujbyzzPetCV5TimIXDRY5Y9TWObBVwTd8AfpKBosLKrZnJVMjefJejalWg9LJUXZ9/BnWvOUWZnGRH6jQNjmAK9JIdSxBpDhJ+iXXs2JrO5vXShiZOQ5/80eU53M465txLNnMnB5iKlHmVH8/wRmTjrQXd0WguHWCS5yIJc3kFTfl8sXz6sjoKADXbe9myQKVfGqKk/c9RqZ/lOZli+l4yRUMjyQY/eI8jgkbzZVnTOicqcoId5mQN0Bvb5Rrrq1l3988zdkLCWq3dfCyv7uRj//ZPUyMp+let4BFHXEuj/gwz0wjdBPF5ySwvhPfsmbkf5O191/P+b/JEuJUIs+3/3kXwaYwR/enmTt2gdali1mytBeHUBgfmSOZTBJzOYiEfRhCp6rrYBq4XbB0fYx4e4jnHn+Qkzt3ELxpMe46L+982R/j0Bw/3c5jZ/aya+AwzeE6pG6ZZfJiPr//AWJaHT3+blRZRpEk5scHOP/EI2R2ZNE1jcrV8xT6nNzhCaOqKg3eeg61SnxYX8+p8yd5fAIijb0M53bzhuvfRl/74l/aRyEEhdkcZ06WmJk1EYZBQMzj8pQoSwFKRhDbkrER2AgqTotkY5WyUyfJPGZVwln14DQ1ZFvGQmAhqEoWhu0joHroUSIsrvPQ3ACx8C8KGtuyyE0nMKs65w4Os+feY6THU5jIOGJ11MX8tDUE8bg1svkyUzM5srkyti0wKgLV5cLSNEq6iYmCLauYkgIeLwEhQ0VHz5d+5ja6eFRcFI0SCJcD2eVEdsiomoqsybh9DkIhjcawStBhUZnMYiQKSIbNS773hkvi5TflPyNebGFTpoJXeuFK0wtTh9QA1PQiyQpJc57zlVEG9Uk2e5fR4fyvrRjI5DM8d+xZfvjEA7iVGK2RxVTzUMroFOcNXE6NK65aztZtS/AH//1gTSEsSuYUXq35149d2NiWgSQryPLP7txsWzA/Y2DbICsSigqKKqFoEi6v/F8+AZqVColnHuKgvAELhVnZYF7L0+wrsiikUB9o4PTxERJKE1lNJ+XNYzkqvNqTo6V5A5rDB0ApmWLXq9/OGr8X99UbmByO8nDlPBfOnmaVsQVjVYiWLa2c+scpzi08zyp1O2u2t/C1H46zYUWc1727lZHUGCf7D3Fmz8OUGurA66M020vYXsUbXtrIngsJhqaL3HF5E221PwsozJRyfOCbn2TthKCruZ22l11H28wY0pn90L6I58vj/NXZ++nxLKEuWM/NLctxP5RmZlZmT4uDBinCKluBrhhzNSFOzM5z7qndLMnGkLe0ImJx7HKRxw8/yLZYF4GeJTS4Tfib79Dy/iu4M7OHiKcEsx6WfH8vT7IZuzDMqrd8DK1qcmxap6FHZdAeJqYGwZnAPduDCJmcXv4Q3XV5emwXZX0hS31riPkcyM4S3zh7L9f3N+Psqie8cJYGzxXkhx9gyPbzZMZm89Bp3OUFNF6/npran630EEJQMg0efPZpduWniTc18sru5SwM/2IGYKuS48Cxb/Gtyd2csfIIw4U2X0Ot5eRmV4WOqM49ShrJVcOC1hDL9VqqshNbQE++DqsmjL+2F1+gmd2zY7z/1P0EPBp9DnjzxCoKkxp21c00BtMOJz0lE09NHfMVQXagwKGdO2jfsA2zQcM3nkMeOkUuEmZIN1lfmeXM1dtxu9w4pwdJP/s4ijdAy003owXDxHwSdbpO+uw4mZNjtOl+/K4q0TVuUlf0cDRpMpZIkJ4fYj43Qqk8jUOF7HyKoEsmEmkmkRQokoegL0B7i4I5OURx93lQZRwbOjBDbqwztayYWUmDx0tCFxyUcsySQs/ZxGVBrzFN+XiaacVmycImFq6IcNee8/jcGiuaw8gIWpsjxIMeymMZypNZhA2SywlNrdjxRmxbQyAjaTKy9pNnh4zslAl3OQl1uZDdzn93OqpSNfjS3+/g0I5J/K5ORHaMqFOht3U1rrDGeHqMqeFBNF1Hdjgx/FEUIZBUBVNTsVUVp09Dn5/EPHo/LSu7yDQZ2KagO7QKQ1iYwqZs6JwaP0VM2AhvK4rtYDYwSa1cizei8OqbbybYGeVk5jSf7P8CFbNCn9qJq9LE1I+qVPdfYGXtJKbTIlrr49HL5hHtLqLuMAuVWl47pXFmZp7j1U7G1QmKLh+XrbueO7pXYGamyZy+wLmJGPPCgXBnyPiLTNkORnWVjO6gyy7TLcpoCGYlB2cULxXLQajgQEbC9Mj4VQ9uWUZ4q1juKgLAAqsqcJYd+IUTSyikMMlg0aL4WZDJow7sw6NPozkk+gerTFxI41BB8qi0rWymbVkYo3+Gyak0g1mbCaWFihUj4HPidGrIigVumSnLSUV2Yrs0hG2BsECyUTDR3EEUtwvVpVETdrOu08fL1oTwOmVsW2BZAtOwSc+XSM8XSE7Pkzw+Te7ELOVkFaOqUK5KlL0eyiE//vYaPvaJlZfEy2/KqtWrxeFfIV6EEOyzj3BaXMDLxQv+NcpWotJ/LwpdGBUY3YM9fZzjWpnngjZWKQlIhEI9hEIrME030wxRocBtoSvodDb9yv52Hn2GfaeeQzd0pqazTI7oZC8IRKmEbRZxODWikQZisTpqHCEyM3mSiRzChmhtmNauRlZv66Vno0C4xwAJTQ4gSyq1ni0/3c7czFEsswz8q/iQkCSV9EyK9PhScgkV2xbkshaGBQIJ7Iv2s22BsMHpUAj4FJAgEFGp73TQ2OvEE5J/EusA2TTMjl98NuwiqdIxCs4QZduiopVxeEqYusFwJs5QuUpBztOoaWxjkGJXHCnbRNVWORsaYJM7SSboojw8Rf5vHmd7q5tcVw8Tg272ZI7RNtlAqNjG+c7zLHHHqcx18GTgaRobPVQtmbl8E0q1hvUvKyNLEq3RZhY1LGRBvBP92UN891QD669tI2vl2Xcuxa2bGlncGviF3+eR07t5buAoG92dBJxeNjZ0oO85gftl25CcMl97/jMUyxne1XAzSqVMIZfmW5PnKMbqefv61zBz/zxl2WaXv4w8V2azbRFJDqFXZrkz9ixXjV9Na0DQvq1ExizxV6ef5zORFahXv4nSpMmRt95F/Wdu5c7JI7iHQlQu5NjS/yg7AlejTO6n9NZ3ITUleL5yhta6AN1Lp2jYfSN5dYSJ6hwt55djzvuo8cdo6VKwozpj9gj65ARrHG6ORuupbd1LWGxisbSfaMd1KLKP0lM/xqKH6XWN3Dd2nDOZfhACSZKREHiETCmRpM8ZZO2qNdiaiuCioO8f2sFE4jyyJWhRe0jnFmMYHhpr0wy0jLC4fgWvaLwGRVKw9RL9Z/6ZTziOUT/l5JqOlVihCC4tzOojfgpTFYoiQsHfzfF0idO5aSzJoOwt0OzuYmPnHDVzadzpEj8WgojhxJx18OO7jyAvXE9PvIX26jzWeD9FtYak6WZJ5QLj27dRyRzDGNiHr6eXyIIrUOcE6pyNR5Xwl7NYI2fxqmV8i2vZ115L1ucmkx1gPvs8fleVpnicha2LaKnrJuhroFCx2bH7ACMpQbCmGQnorPfR1xRkeBjGJg28Hpm1CyxSzz5MZmQCucbPgK/C4WMzLCx30U0r3mIts5LJiL9KQrMo6VWi/adxT6epOBRWrF2GUevmkVMnaOmoZdnGXiYyReKKn75yHSJlY6aLSNMTWKk5TENg2TJCcWNpPiyHH1vzIiTt4jSILAMCybYQtoVpS5iWRMk0KZhVVMWB0yHIZafwRxoRLi+lQoWqpFBwqlRiPpxRLw6PguaTkf0mTtkkO1wmNZehcvpeHOUC8RtvZcfgjwh6aum9o5lbi0XcUzMMJKcZnxvHE2wiHwuyoFihLHKk3E7OBVy8Y+PbuffBezlzbhBVc/CKa27msusuw+G56LGx0mMcufvb3PXjKlqfj9PeQXw7Z9BdWZTXNKLVKEx4vLw130owOUUKQFMYnExz3YKrmc82My6aOesrMmNa2CY06RaLUhCZd+OXbDS3H0l2gCqjazazxhyqu8zooiwppUDdVBRvWWO0Zpa5YInaYjPBfCPC8OH2OMlHkvS7LqDJZVrOZdEfO4pZVZmvb8S/5jLMKY25+59BbfaSdeUJ90rUbHZw9twUg4NJtEKERcn1tAZNOtRxjGyGc1kHgwuvoOILIrwmVmieYH2RmMNB2AjgrQRxlLzkSiZHszMIW9ChxihZGknTpmJJWCkDl0jTUR3HSp8nYFTRnCZooHvLmFaOSEXBZQUo2BI4fAjNhyfUwJ995jW/P+JFkiRNCGH8tgbzQvHyv79KLF65kqZYF1s6r6Tb1wbAEfskh0v7WT/lp24gT9qq0KQoPN40S1m1uHqilnS+zBkzw7CVJ28bCGxMqYJpWyzUYtwYWETYXQ+VcaxqgtkaP4/Uu8n4vPQ6OqlUIiT16sU/fWYCVzHJOfKMqFCwLfJyFk02aJb8OJBZEgyxpqETn+bgnh/dTXdTJ02s4wt3f4/iYYFplAnXeqmVDczyFOVqBl0vYhpVUBUaowtodDQiudzYXg3cSZKjKsWMG5cjiKppxBujeAJZ/E4nISVAOTWGKOtgyNh6leJ8hcxMEcNyIqk+JKeKodYgHCGEM4Dp8SDFmlBdPmQhI9kS2BKWLiEsgRtBQIaQS8WpKJhCRnYquIIqii+LYVkULTcyFm6PoBrSGYsbuBUXRjGHECbl6gxxh0pU1tgvz1FRKmwpOfA43aQdJSS7Cds7RF16mvw3DrNoYYT7OM+JapXaTJBgopk51UYx3bjUehLtGcYmi1y2rQ9tOMiiBZ08+NQ8X/vAKAoVfrp2U5LYP1LL8ZlGtjecJDmZw776NWxa2vALx1S6mOXTT3+b9e1LuWnJZb+QpM4qlLjw9W/yWKyf9VtvY0PDL9dVGU1N8U877+HmJVtZ5V7E+A/7EakB0nmdYU8t/gUtrG118/ETH+RN86+DpJv6G1pINffzvSc+zV+Fl2Bveis7HsxQ/M7TNP/pLTxQqHAg/RzR/fdx/XiEB667hviJBxja0kzlGh+NYYulB27Hu3KM49oxls6105VxovZfTcfWIE89WCBYKWCKPE2uEO66WgwphcM5hqLOcdy1ELs8y7qxc8yFOjnWPcecOYU/W2Rj3oWmOrEQ2IqE5XQwMj2NbNu0RLyI+WHsIlhGiIjSx6S9iIGyl4DLx4J4BI8m/1Q3T1eSnCkM0eSqpcvbjCLJGJbOwfJO8hMp3JEQXTVLkDVBb6QZr7uMb+4EHmOarzSYnPPY5ESK5dXFJA50MZmsEPOXaTIKLGSah+85SO+6Rho3tBKO1ON4eor+MQezkslKEoy+tAP9eyfxqQtRvR0gS+hdCu3+JIkLOcZlBxecCuVYE7qtIOzz5AuPoMgmjbWLWNS1HY87jBCgqRJep4TXJeF1ygycO4FHs7hy61r8LonRRIn959NMpSoA+BwOpLIXW1fxemTavUnss7uozCXJFzX2ZwWj6ghLAtcQm2vGLtgkhUHCqmCbJqFkEk9uFkM1CYRCuFx+PBU3XtWL7lJJRDzYDi/gwFYUPHGbcG8RhyqQ8yWUZB41XUBJFjGLMmXdgWFYmIaNVwGXJChVdSZTCTS3i3AkQn56ArNcxa2FcJgmQpKRvBp6QOAya3HaroseWSFhWlUKssG8W6OoT6POD+Neupac0sVO6/usCDVzfd0E05Nl9swvYq7Rz2RlhDUrevjwy6+gVprn44MPc8Q8DscG2DIL/lwVNV7HNW/4axojnQw+P8CP736QTC6NWD+Ow5gn2LMFtxrnxJ0ptmxYSMPNtXzy8W+ROnOKxbMqxgKDyg2N/IF3EbUzDs5n3ewYy3BhbJieNe9iXEmxLjdDV6oT0/BQ8VgUuhJUW+cQUoVybgJLdVH01OPJWmyvthCYcZHKBCi5fTiiEtEuC0deoTgtmOie45R3lMHyFOO5MeIlQfTxDM7ZLNPdYXKXrWWZswfHvEXim+cxqkUutFUItLRDPI6R8aNk/WiWE5fXIuucoZItEUt48WbLBIplHEYeZeYMFbPKTMsCdMcSbNmLqjpwOFQcmoak2lSCabz5EIanRLZ2CE+mSuMFF9HZIrpDoqLJDHkGcExXkHJJJFSEolKNNFCtbSBXN0dXPMzLa9cRdJQwjQy7S7v5yLv+8vdKvCSAB4C7gR3iBXbTSJJ0LfA5QAG+KoT4u3/zufSTz68HSsAbhBBH/qN+R7bfLlRJRvFIVPwGyVCFmXqDuoKES4oy7fPi9YZwqA7mjTLL/U3kKxnOlE/ikaF33oNHN1AsCWwVW/gxNR9JT4C8Pw7uABXJT1nyg6yCpKGrCrYCQhVU/QblaJ68Ns8j+hht3iaCBYWM28ecdZ6qWiLrSGKaNi1mFEM3yTy7k+WLl/DYztPUHGjGIRQK7WUWnFXQrRqEsxbJ1MAjkJqySIpNoZJmXD+KsGy6i2upL3ixCxYIA0QVwyygSFVUVUPSvJiqwBQuTFxUdBe6LiMJJ241gIqEYVYxjRKyXUUTVTSh4VQUnIqKAwknEg5FQtVk8LgQNSHq6lfj8vmpliysqoVpCwy3gqteQo6a2CEJl2rSW7lARVUZKMQYydXTashgZsm6U/hrpnBpNnVmCI/TQFYMqiU/c1WNWecUKcVLQallwfQ8xSd+wPIru5k99ST3RGDjhV6GDZvcIjdLRxYS9Lfi2+zl/gMH0JeUaZjuwbOiwjM/NPnKp69lcdfPvF7Vqs13788TCtmMpvpZEtPZ5hlGDB5E7ui4OPHrq+WhgmB/OsV7t7+WiPdi0bydO3cihKDSUuLpsSe5onk7lw/FEcksji3LUJviv3RcCiH4/nPf5dSpJ3nP2iuJLHs5KE4qcwanDqY4/nwKqVRlpPo8m+UNuGaq2FUd6SYXe4Yu0FwbInS1xZIHFPY+mmD2Fdu44iabH5z9LPmvnKVxopmBtywhNXyc2JBB56Y/pmW7zZPFp4hJUW6VI6xYcAvj+6oM7CswvewsQd1ALTax/oYFxMIwfuEzOKuXUU42kTmXIDGlMOKpkvXIuK0a7FQVoTkIREME3So+xcJPEYeRJTMzhiRs1GA9Ka2eQklGyhtIkkVDRKMpoqFpAlUFpIvmddZoeBoduOsdHDbO8HTqAKYwWeLvJhhx4xMqj+78DM6wxublr8Kr1rCCVQDYts2ZZwf4+/1D6IpGtnmCz1x9HfoRJyeey1KIFDj14/sp5qu8/00d2EYd5x87R94d52BdlZsnDVRfnEymiP+aZRSucNE/ncA9Ioifj1N0hJhWdJKVPI2NHjrb0xyf/BH1dS2s63kd5YpGKmkxM2eSyZjoJRulLCPpEjYCIS7W5bERaE4VG4EsQBMCGQmhgKEIMlqVhFwmqxiYRQmrIIOQ0PQstXMHCKbGyWbOkpanyC9dglHXQ9yuB6eKZUu4ijHccxaewUHs+SQetwdfKEZtoAa/IZAlA9mtoDlUVKeCFpSw/DJ5hwfhUtCcNk7bwFvO4qzmcWTncaZmqKQTFEsmsuRHkusZzpmcy1Yxfd3UGGVq7QqRWATdkWOyZpJF83VknEkyfp0KNroSRCq1EiiHCSbyVNQK5cVrSCom5bNfZKtZoCpFeMa9hPP1UeZqi2Tmj9CTv46yZ5SqNYhtq0gRjdTaPPH9HYRcKko0wxJHgo7EIJKis2NllFBzA/WFMo4vu4luuJb6dfU4HAaDieM8+XdH6VjVyKLXQ392lgPyLIseVImem2HBlWs5UxvFnNuAy+ujVH6e6UPf5uamD5ENNHKq7zAru/wsVWupzhvoOQNhgyj72Rs6y4ZSgrDfRamxD5fmp7bfgZiaw4xEyVgLyc5CSk1yoryPC4O7SSZO0jMik1BKJJc7CMQjFPJuyhUVYyqLZ7+Kc40XWWli8ZYrKShehiYmEMxit81Qc9RN+JiCZboQikw6YlEOR8jWS2iyQnjaRzynUDN2Dk92FkfAi9IcoxxVmRd5bCFwS06q6GiqTLDRT317HYedJRLTRdxPHWU2c5RQaBna+i0Em9oZnxlldm4f+cI4wpKwzQCJ3Ai+koMVqV66Sk7iVYl3nfj475V4iQK3AbcD3cAPgbuFEPt/4w1LkgJcAK4CJoCDwB1CiDM/1+Z64I+4KF7WAZ8TQqz7j/p+YMPDQnUpuKwMmpKCoIUVdpBtcSLVVAg4i1heA6FW8U7CcSFjSbA4bZLxQ7nRQ3AujKsaxG3LOJU8ZsXEzAukQhGlaoBkY8s6ustHMtjCpKuFvKKCDCGPTI3XIq84SblUct4ys840VauC0wUuF5SrMC8fZ0AboXDfcYq+EG2HFhKa1SjUSsQHz1GjOlDbGtANCSUk4QjLuE0/sfkmatU4TlWlatn0p4cZNp9Dd1TxNMepz67Eo4egCnbFxiwb6EUDWRE4JRmyGmFbwoGMJavg8eBy+ZFVB4oiX6xZo9gorgpFyUYyXejVKsVSlnxhnkq1gKVXkI0yNci4kSg4dfT2Bvo2tuMUHrKpMLp+sU6JoQrSvQUGOzXCXkGTd5BHrQSrDcHCQiPayEJk4WG6fZZKk0RMaqFiFNjnvZfrD13HvFFkevwUuXPHSC6u4ebzh5jato6+J2WqIRclXcM630Cpw8FDvTswfCa+c2FmuiYoN5oE7nsJvTdOMCafw7YFK7ta0OdrmTzVTSG2G9ldYFl7AMkAq2ojF8pEUgbJcDNDiUm2BuNsrMlR0aBUu5CSr4bdR59jqDzImza/lStbr/pp7I+o6lR3H8eaTKIt7UJb1oUkSYjcFOL495B8taQ6ruRzu37IooZOXrny6l+KGzo9O8Bnnv88m8V70J+TCR8dYb4tw8n4Xq73l3lIfj+rdz+EVjOF+R6FY+c3cfZsjm17/pGJdAOZDy1hU2Edkz/6OsNbvOS6evjj6nKi6hIitV7CCxx8NvE1Nh1tpqF5JY0rVL537wTYI7xsrcBbtBksqwwNZPFs7WVb70bskSHso/uR+xogdYapomCi4mTaCjAtYpTkINVzJaI5F82xKJGQg6YlPhoW+1F+RQ4dYQsqcwblSZ3ylI5ZskH6Sd6e8Dj7AkcZbOuno9DBwdGnqFF16jtbUZNrEMdWEavU0BaQ6fDqfJGnMeUcJ8Qgnz3xJuQFUe767DOkU0Os/tvr8McHKf/DCBHPYhxpCFX6GRODpK5ZQG7JQmKjFTqz9chxjekNTg7nCxQPlqiX/PR2Vnh6z1NEHYtoDG5CqoKEAAk0FzTUarQ3OamvdeCPg8sHwhRkz5Q5+cQ5dKEQrGulYCmUHBoFRcYUIMo2VtGGIjiqoOoSiiIou0zSkQJHlDEG5+eRTTea5IFCDvPItwjMTuDxtGJ5Yri6N9EXXorbcJLVJebTeZTUOUThAtUiNATCeD0SkmxQ8gmEYhKsFmmtpqiVyphVKFcASSUnImRMHzmC6N4IUiCK7HFSSg6iDx9giValwa3hcRgE6twEVjbyWIOHe/xpvCeWUilW6CkKFudUSkqeE94DNFzIEh6XiNUuIRxqIMYEemEEu2kFsze/mi/ZD6HsDRIfGCaSrOB3CFzRMzTEfBjSZdQ0+tix8gk8yQIz4TqElkVzuRi9YKJPhPDMBHhF6RxRy+RMsIfnVkYIJYdxTMtkX9KCFshQLMyQ/4sinWvqcFy7kmTpOZZ4vcQHoxzbOYivGKDtuqu4pnKCI9Vaxs0AR6pf5fqblxJU/Dx3qp6heZVYuQNdkil5c8iqToOsoNgSasXCXTbQMn78TW1oYQf29DD1zgm+mDpMOjPGlrkl1E9MU1PbRPuVy3B0z2EFbZ42ZxAVmewnElRUiYEuJ6Nzs0g+Gaco4BAKHs1F91QjwXEnww1+JvtMii1FLJ+N0KsUzDNEpQDBGifxliCqJ4hTDqHpMcqTCTwnRqkdKxJXAwSCATwL2piZnKE0PUvVqJIoJ0mV0pRq3KRWN7O8djnGgM7cwDmSepmYu4GlgU3IRj2h2RyBmQxaJUmRM0wH55jw+Uj31vGjD73n90e8/EJDSWoAXs5FIRMH7hFC/Nl/e8OStAH4mBDimp+8/lMAIcQnfq7NncCzQoi7f/L6PHC5EGL61/X9oT/6uOg06rCmdBzzXjQRISApOKpZZLkIfgOjXqPY6qEad2E7bXJmgUSpiFUV9Gh9SKKGSsFNqWKiCwmfGgKvSbZrimqwwnjFS76q0ZAcZePcOXqSs8imwbzDw+HIIsoRLy3+Cj22C9lWGHX5yYQt5trPU5QFpWyQdFLm0DPfxVt/Ob57chiuIC3ZfbRabrRoO4ozglMRyB4F3SMzp6kkVCdpv0yx1qQ+ECWAD7dqY5gusvkU6eljlApjuOc0AhUfUSNMjVyHx+vA4xWotg+v4UI2cihaGVlA2ZSpqjK2rKIIGcuhMR82KYYs4q4ghaIX1bTwFQsohRIlS1DRVHwih6d6ivBUDrdh4rclPMJmVPFTXuKmccMq3N4QsxlBYdCPnDepRA3mm8oopsk5R5HpwBn8S/P4kh6WTi3BPdeLWVY52HiUaDJOcKXgwsMDuI/uYqJZ5jJflHLvZcTSEXzKOPoplchMG4PxHOPlC1y3fhH3HhpBXOPlXateyd/+9Qn0jaf40Qf+EEmSGJ6a48/vPEalVGWRW+aa1h4aAiEkQAupqEGJxyb38OzoLhaY0LR4NfNzAjIaTtOBUy8SdM2DnaauKcyqG16G5I3+0jEohMA4dALjwGGozCL7XEg9G5EDQSSvG8nt5OjwaXafPchLF2ym3hOGqoEcDWLGG3j00QnmyrNc9ap2nnXvYvlfNJOZLPJMdZyuxiC1rz1O7K+99FfakT64jef8+zh2bj+v/d5RBqd9zL2uk5Xr+rD/4QL6WJrA9S2MlGX83TnytRkur7Zh+ceIF2uJljwE6nJkin3cfXoBEf8pVjb42XDDdUhGGfHg58BOIzW2INUvg5Z1SJobYQtyF8rMn7hY5XfU7EfU6Wy9Yusv2eO/ghACY96iNKkzMDXBzvo9XH/yev488QCRTJhIb4Hwglnmsi6i/iC3tV7F2ectfmjsp7BoAJ6KsfiHMZLTB7nlozdSs2QB+z/6DK3RGqpkmJjbh2KprLhpG16lhFwxEf4Yz8aczKZNlmVr6ZdmGOgpcWHv92kUfbQ134IzJLOy14fD4SRRsLH/zamzWKwyP16mnDWoWAZlr8msmQIJgqHQr9lhsE0V21SRbZmQLpGeGiBeiBFzNTGrZTAkE6+kUSKPakiYUxOETQfq5Bkc1ZPUeMtEW+I0BmoQpkKlYJCZmaeQK1DRZYqSRlnx4cCPaXmYl4JUZDceh0Wzr0pVVRk13ai6jmlZqIpBpVyiUqzg9PqIrVyE0hLHcivMVPOIioVTsWjODtE1N4zpBMvpoiR0clPDyLkq3kAtWtcCzOoFQjNlcuUCqdEqy6SNoPoZ1NzsuTxIVj5HqnyE1dINJH31uCWN0GCOejmNcFU46jpHU906Dl62k5lJBz3TLhYv6MQnUmjuLD1Zmdn5ItWURFcqh122OaLGGem30DeHecm2NTR4Hfzda+6juVfhmquX8D05gUhdzkrFT13hNMce/R6Wp4clKxo4nmhhetpixHEnfctuwrUwgGgqUIpN4fcp1IsolqWRr2oUqxfzpFhaHlMdpVItUykqTOxJUjmd4zXFFlzjZezmeqyOdVSqYbR8E17LjybB4OQxhi4co7SmAb3sxVNrEm72o3WU0GcE9r1T1FXKzK9WmY0Xmc/NUFF0PIqKpjipePy4/XHS0jB9NZfjNhxcsM5Q9uq4nQKHu8Ta1GqiVoyyz6RslFBG5yiHZOaDgglrDs3hIaXPMpEZwTecJ6h7uN65lYocIphRUUtBylUnQaVMn5ghUcmyb1UCf2Q55niOTOlZtidi3PLNT/1+ihcASZJ8wK3AnwD1Qoja/+Arv66v24BrhRBv+cnr1wLrhBDv+rk2DwF/J4TY/ZPXTwMfFEL82qVEH1xxo8DjwF5VR2L1IuqGbbRzJZRkFX/SiV9E8KheVKmKIsogiZ9M+UiU/RrTWpq0r0gpqOGp6SFQbUU1BE7FRlgydlIlVDGQVZuialNwVTDUCtgqWGUWGCepryZx2n7mvAsphGppCEoEfAbjrhAZj8RpjvHo6W/RPHs52rBCnyPOsvOzKE4Xus+D5dUoBxQSDTJ6rYtg2YXbzOEqFXHlbOS8fTEjIgIZFYSEsCV0SULCwIya4FawFYlKsUh0Lo636KHsMJiO5BiOJMlpFWzZQmgGOKq4PU40/AhfDW2uehpTbpxGFbdRpZqScJXK1OgjeOw8QnFSVSNYkpO5GMheLxfmLE6eSrPJmGGxs8yY6uYYNprbpCPewPnVMWb8bhacb8JSnFQuyyK0KJ7pMIVqhpQ5j6dhjnPtZ1l0YQXOp3MYR/aRjs0wsFJgdi/hvYeyZDzXUZov4JoN48y7SXkSaPECm9bexI8eOoIzbLJoWYmJgk6HHKS5bZqzsh8tdQO7hys01+n0rbapxhIM5yaZL+UvHjimijnjZaV7Aw2uRiiXUKcHCW9bhOJQkGSwDUF5ssrIoVGMgkQ4bqE5cng8JWqbCkSjc0jWxYu55ApAfCEiugBMBVGqIIoV7GIFUa4gaSqmInHf2eeoyDa3LruJwV0KZrJAT+MYZ/IH2HFFlg9G34NaU8MXPjyAnDjEzhV38ccnt2OlghzscFHND3H6DyIE0Wg83EPXzrs4PZCkf4nJS1+5mImBFmYeOEGHJ4W5rodgtIEl3jJtTbWcKB3ikfw4h8aiLO3p4CVz7YwrG1FDPm5ZNojyxD8hbX4rUs/FCsfCEuT6y2RPlbENm0Cvm9BSL7Iq/UIc0K9ECChkIZcCzQlOFzguPrKGydGJSY5NTpGrVhECRDbI4IRNxZWls0bjTORbvMwM0twI6XoPPflbufPZU2i9ORbXdPOjZ2dJ1Z2i+4Ow7OpeAh4nNce8NNYHODA+C+IZ+pwBPO9eRuAeN6nGOKWgRSlkY2k2JYeTb1cmaR0dx5yZ5KqVb+HgArhOr0fkXPgsN56wRm29QKTKjPUnmJjLYFgWmk8hvMJHR2+UBm8IW1fZ/dxhbEOju2splRJUK4BpopSLyHoFuVyGYhVRMRG6yUx+iqxdIB/zMy/rhIoSPcbF0hVpex5vOUlrbhqXmeC0eY4JUcDbdy0lRyPG4TOUxoeYW1LHsRubwOlENT1kqpP4T1RpPlgkl1ApCxndr2BrIGsSHtUi6FZoMBX0osVsRqcgqTjDbmprgjjWtFLyh6gLeOlSNCKTRSbT01RKeXxzWSqzWcr5CoZexutVWXH1BtrWduMySzglkyMNAb5yYSeDD+8hXvcKsqpJTUFj8/4y8fEEhsNkdoXKTFsDDUotOnVUmyIIQ2JvZh89UZt0aifBsx4C7hCKU+X6FT04wxPMTzqoFIoMZgNgVAnaefq66+mMuBAXDnDh7ASTKpxdGsWT7KI6mOOwP8zSBVvxuooM6zM0T6zhgjnLRP4pYuf20Lk5zsFXamTtEsknTxPQDa7dvIiu7u08kjiBqegENTeSJigrFWwEXuGlS+7g4JHdZM6cpqfoJpKScawLs6JpLY2pWnYtnaDg9HLyiMXkgxPU7hLUNy2hu+sKypbOZOMY9R4P01Ka6vQ87f2zpF/txLckxAJnkeJkMw7fxVxMxRkNe0rHnslizMxTzKaYr2RAldDcKppHxvYITK/KjCOH4nZR467F63QiFHDlbQrTc+jpCnZO4NY1IuEGCjGVrFwmXhfl1nqbqGowt3+WXF5nzCtxLBQlVLlAS0rDKWSEy0NBD5Gu2rzr63/4+yVeJElyATcBdwCbgMeAe4AnhBDWr/vuf9Dvy4Fr/o14WSuE+KOfa/Mw8Il/I14+IIQ4/O/09zbgbQDX3PTGVaa/gJwrEB/PoOg6qqKiKX7sSBxPbSua24d/SiWQcqIaEjIqsuLE9moYfon5aAlV5BGpKUqVLA6XD5e3Ed2nUO22KaywKLZVsSpV5owCEyUHpXyeymCKpuE2vJUgfUojqwtJGmfnUWwHGbkLy7sAYelMZgbxzkOonMZtGuhOmLvaR6pNRpYcyDgxNBnTpVCWNIpu8+LDYVORBaYMXtuiybZoMGScVhjJCCDroFQVHAkFdQ6keQ2HKbC7c8TaM9iFCgf0fh5SDmLLDlr8S2nxdeOUZCqFWSbL/TCdxDVZpka3qTcs2gyJmKyie71MNzVQaApTiLjIoiByMqWqn9n0GE1JJ5GEjjqrMzFZpaFSZH24QNrt5IdhF04xSbvDRlpajxJfSsPRtUhZL6HL/PTdGqFqjvCP+w/hvfcM2eO7KUYriJUxHNFtLNQWcs3As3ytdRlbD2Vx0kkOlSGtQK5jiNsXh3HpTnbsn+WKlfV8eacXzy1TLK546HEs5c4TM2yK6Fx7dQvNy1cjSRLlvGDmvCA5enH1lOqQqGmHmnYJl/8n00DpFNazT6FcdxOS+2fL6nfu3AkmLFSXUxzX0RpdVDWJ9JSKQMMVkGjsk4g0//p8Grk5wegRwdRUnkOzx2hZa/LyLZtxaU6+Zz7Ihd17ee3sGgZOehi6zKZRHiT7D/Xc/56ncE1dw03fvsDem1S0swU6L7uZiNAZeX6USvrLOEZD7F+S5dab34ydcKFm5tFPPIo5Y5DbfAuDa44yV/azqr6Zy6bqGDg7zPHeSa5euZn2s/M8uDvOLTd30rSglfnjRUpTOpIqEeh2E+hzozh+Nh2U1/N884mvkzKS1LbXkq6ksYrziOQ0lHI/beeRHAQ9UYLeGsKSC5elcSxZZSQPtYqL9T43C5wuDk83M1ytY9EiH5u2N/Gs8whhKUiv3crb9n+QNflu6ooFckvnuKrkR8ov4GvnzlLXpHDoI3kmmt3c5u5hgV6P1z1BeqLEWPphlvgW4+trRF5q0L+gjrqRAF0uL6ouyCXynC4P8WB+L9vWXcf48hW0XojQVPHzvD+HCAjqJiQOTJ2kP3GcssPG7XPTG+6iJ9hNt7OekGkjV3I4S3N4spOURs+hWgbhunpsZ5AyUapKGMkfApcTxa3gDKoM6ZN8a+Zp8jUqFalEITdFlzNIVISIT4zjSc7Q4qjF37aS4/FaqoF6fIofkgmee+pzXNOzneCmqzmbH8E4OQpH+nFHwsRevplYa4zJ4cc4JmbZZ5Vxjav0DYVxzJvMCQeFioQ8b6FKMq7eADe0OanzOnjO1smMn8IeSdObvBjrURY2A4E84Wg9nVobIUcN7mCE4WCVRm8USgHkjB+lKrBkiYJPcKFyhkOzj3P7y9/OHcEaTh55jDeURkglBrnauJVNRzvwJKpIzRWsSpnYTI6JmgmevGyK6etLpHZJrCy+mTXBLlT/FBe0fZgns9w4IqMFVLg6SKmjgCTAKBtkkvOkvTJFzcfseB3RM1kWzhiEPRbzSQvf5Bxlu4KvsQbhMMktmsbVUMNsl8yRYI7KQ2N0PFfAf/067MY6Hjx7nImxIzj0Mo0NC5mvq8PSQMv7YExQyc5RMeaoVsbZlIiwXvMQuaqDQmcrI6MaWYdOU4PBtnQjg1aKnTvHKV8QiI8Ics96cC6qEPfX0HlqNSLtIjg+gctXZrCvBq0SIC97KbsFwXyZ+hMgdAlqNHK1OuXWBJnwGRpsg6BHZk4uUpYknFocWfeiZGW6yw0YGZPh9DjdeguSLhNrrqGpu4n7S7tY37eMvqbFHOpPk03lMKbPM3P6GDVli3UxH82OCtaFIY7F8jzaWYDZOM2zt+LPNyNJDowQRD1ZXvqZrb8/4kWSpLuAK4FdXAzafVgIUfnJZ+1CiOH/9ob/B6eNNrz0LkG1glaaRTHK+J0awbCfvFoFyUIzBP6sibesIwsFy1bQhQa2RqgsCOo6nqqBIttIikC2LXAJUsEKjg4vwgJPporTvBgzUhUatllD0V3DXMDFLDPUuh14Kh6qKTCYx1ctsrpSpI1BDCOLabooyS3MWDDf3knb2s3UyhO4zQTn4yn21WfJOwLECnGaKl7KRReiWCY2rxPJW7j0Cg6jhGZkkK0CpmRgyQY2JiCjWEFUVUP4K5RdFgVyVKQ8MVkhZmiEDO1iOiJbXMzxIgRF1aCKgVtzoTkV8j4PAz4nU34Hw74ig8yRr86galV0zJ8ku5JRZUHAF6TqAEfewihC41lBx9EIzgsBNNNmVV2ST22ZY6YK4bMK7dMWTlMgIYg6+girnaSdsySKR6g2WBh9AY5Jy/FUOlhbDfAS53EK7hqUkwoDrgYUU1CYqpDrFUTWXM2YOkaq/yi3X+Xmxw808u4/Xs3uUxV2nZ/BsrLcIkG2VmOtuws7NweeMO7meup7ZKKtF3PX/CpEqYj16IMol1+JFI0B/IKXQQhBvr9C+nAB1a0QXecDj8bkGUF6QlxMPCVdTP90Mc8lF4P+bPDXSLSukPCGL27/5FQ/Pzr6NAVHgV5fK9tGtvBX40NoK54gqiYw4kFq1Tp8f95F8koDl/soDd+rRfMvI18zzGNX7ePY9BCLnl3H6/2jDJ8oc2qJiS9cYUlDCw8fW0W4M4Fz71GimVpecsutVKoywSXtdHRFOfrAKGcKj3Ch5hQKHgL5N1PnauTm29y4GmwqVoWyWSZTSXMkcZiJ/DgSEj7Ni3uoSEe2zKponLDsQYs1Qc8KqG0B6WKZgLJZZiI3w67hc+wbO49Fid5aPwE3TM8ZTJzuwLZkarsHaAxm6DTcbKqGCJsK3+2aYNtUnHS5ic8Wn+I25xW4FTgcOEzHI2E6alS+9f0p8s4Q8YWtpLoslBMTRGeizM4+ySs230BNuUjtzTpSECqqk8yChcQjC9h/uJ/vP/0duhUPr2+9GVst46hWMITMYDqDmnVQyBpUpAJ2xCBiO/DnEjiMeSSjgl3VKWMjNCc1kToamruxoi1cmNURtkZjxI9LK+LxFFGtAhRyCNtmODXJwdkLzKsVmrxRhO7E64jgllyorhiBSBN7fBKzEZVRZZhceZZAGZYWwnTJcZbHG3F0NPN3u+5mJjXLtVtfQ1NNmAcO3ccb+q6i+NjzJI48jsPhp6u7i+aAzKei/RyurfCP+dXUWS4eKB5lvzXPnBkmOGkSGS/itSQCkgdfQwNzbUF2NJnUO11MB8dZrHchVS0kS6chm0GZn8Ln7sVpNtKtdiIKeTRFhsZ6nj36DNNTE9wau4k9LePEKjWc9djUz84Rt6fxTJZJO1W60ytIzwQpMsvolhIll45nYIaa2RQNdTKFDV4mojU41CyDYwtIzStMColW4WfZgIl3rowZDjC6oJe8YxpbMglIOeq0DB3Cybmyn+q5Et4FHZjRJOlHS5w5/SxN19UytvI8C8dc3JoIEitmGdGn8Okgjc2SKFnMKD4GOuMcXu2gOtFPOJOjbNuUhYkzqxFMq8TLCp0eJ8rKGr7pMDBPN1JvxVh/DQSaqhQPV5l+3KbWF6E92sRUvMqhmTzlZh/Vmjx1S02atCLxH4NxVZi43ElI9+BwldFmxiicAj9zRPwJBBaG0BC6hmH5MWjCohYhS1iqTtVI4rN1PJSRhI4muyhrVcCmKFcJaJ0EjQjn8v3UK/V4bDfO+VHU1BSWJai6nOTCMRK+OiY8MZKmhjtbImS4aSw4UFSLcmyA0a7TFOqL1BhNBEpdvOkdb/y9Ei+vB+7l4jTRzzdUgNcJIdr/2xuWJJWLAbvbgUkuBuy+Sghx+ufa3AC8i58F7P6TEOJX53P/CUu/dI9wE0Ob9SOqJpaVwpov4Zh04CyAS6ngUCsXfbjlIkKvIrh4961IMqGIgd+jYKcULKdENlzFOVPCn5hGNUpIHhdqSzcFxSbrKKEKB9GQRrxiEyvZOL0m0/NVDMmmVqkj5g0R8Xt4ZsdRhko5whE/N7yuh8oz96G0y6z0LKNQDlGsujFsBUlYFx+SANXCchhIio0s28iKG6crgtPWsfIJclYbGXs5JSJYshNkFb8vh9F8GlMepz5bBU0mUW8TLMrM+lV21QjGmzI4fRVUVaJSNsmWCywaa0ArFng+exaX22ZDTxeSXzBhpJl1mfg9XmaTDmayEj47Sp2I0OyCGr/CUFYmqxQZky9w41ieiWgTx50BbN3gpicMWu6p0BYY43DIwxO3JJFMP4bTezGLo+aE5jI1JSc9JzqRTRXbsmksB/DqbvzFCmp6kMHJGub8fhTVSXFuBnlDFnPRagLJIj5jM7rlIj1epK+5zGi+ho4WN0t73ZyXBnBHLUae30djLM4Nt1+Dc/YCIjuLunj7f+p4FaaJ9dhDyIuWILd3/sopErNokTpQoDyj4wipRNf5cEZ+fe0kq2JTHKlSGK5g5CxKjjKPrHoC+4LG3fOH6Vpi0VGrMHPB4HZ7O+OHo5SjJeIP2QxtUak7Ms1wTxbPDpuSZvD8tmFuCDczuNfJteVx5Nkpvh1R6VcS/MV7P8uu+zJsr5OQTiXZs/s5XEu9zPdupa9yjnhdkYHiUhiQSd5s0V/aSyKTQwxvRI0k8DQNoSlOnJKbeiOKP2simzqKJGHqJoTiLFmzHo/DgVvT8DgcJItFTk3PUKhWCeQrNOWq9AmFFq8PCYnjcx4OzXiJuQ2ubMvjc1ysr1IxK6TLKUZyw1TMCjFXM48uTrB5Zz22UmFf7AKJsVoCk6vwvusA9ufnyJ9rIRZpp+0THvSvjjGSKDKZPkPmxg42HhJUP7QGxaNhFKcxckm8EzMEzk8iBkdY1rWKZc2LEFWDzOAMQ1Yet2KTtaucinjpqO2iy1XH9ISC7AgSrG9nXvWgyzLxkIbPbTE6naU/OUEilyDlzOAKQFMkwDUbt1Dj9qLmDaz+OYbHRzmcmiKrOXGqUXxaDFsCv+ag2aXR4JKAIj+YfRwkmZgSZ4G3nZ66JlxhL89UT1AaGGY6FMP2hlkUrKPFrXH3U1+nPdrEK+NtfOH5e2kLC7bUrSCQdNI/Ocsz+TGqtmC6nGLansOpOghrITRJwucJ0bagkza/zbddVcYqc9zoDeNyNGLM2+QNA6/qYjgoY+JCt6rkmGd1IIa7WiUyl0DN56lUveyfHKGcSbKudgnLapeS0AX5QgjLdOMXLrxBk7LLT1A2iIlJTpTHmJUUAgf60OfKlMOD2JskGs06nEIhN5JCm5uhvmoQ0wz0Tg+7+vwcqgHFG8epKixM6EQeSuJfFMFuasBOufFaZZ4Parjm3NQ66jGeK9LaF8dZSjI6fYzHntrP6vYWTr1hCKmgUBEq1aqbWaVEINdC3D9HS2aaxcfLxKZLyJaNIgkkUUWyQXU4kf7/9u47zo6rPPj478zc3sv23tV7r5Yly924YKox4BgwEFpCCCR5k5BAyPvmpeQFBwgB04yxjXE37pYlWbKsXlarsqvtfe/d2/udOe8fK1ywsIVtWRKe7+dzP9K9Mzvz3Gfv3nnmzJlzXAFirhJC5gAps4+Jos6R4gjpTAr/AGSjgpzThW1OOYquMddvpqLUiscjsZqL6BmF4gtmPPWVLPm7NVjSY0wMHWRg83MoB1LYHSpqhZ1oRR1D06uQ/WHcR9NYwiZU6SGfL5DTNHRRwCILWBRJyBxjwpXG4bKhKxKLyYzuUEnbimT1JOZQHm/BjKOoUpItMFqqk6iwUlkIwISLzokC0lVJ3GLD77SQKNeZlbNTE0ji9VhRBTCeJp+0Uig6iVjTrPn8ledO8fLiSkJ88WVPzcBa4JCU8stvaudTdxP9J1PF0G1Syn8TQnwSQEr5w5O3St8KXMrUrdI3vV5/F4DmH3xDXupegVWV7MttxpOvoDQzl2heUlAENrOCzSSY7ocVbWa8rgKJZJzJSJxYJIsIu4kOFImH0iTDCfLZPJqQWKwKbo+VYqyPE0cewyZVatoWEnMBWY2GQBV+RwBz3kU+kycynmBwNEx+EkZyUcZr+gm+y8f0bgXV7yTw3lV8YcF74dF/QhQr0HGS9k8nW3CQjltJT+jkwjHSBTvFgh2tYKYoVfSiiq4JFFXFYcvjdabw2WM4bDlMZp28HEa3RXGX1/P4YhdPZQ4wkZ1kaVUdjXmFi2OlKCjkVCvfiz2ISTPhLpnBkD1LWs+j6zr5rMJwOo7iztMs3DTEvKRUE0EUxoo6ER0yaHSnoySLJorFLMn4GM0OC4NWD0JxMdsu+aSplrDZQrKoIW7to/K5DsaE4Pm1aXytEkekhAMpFydKJOanGsEXxzktwfptF5B1uqisPcH89C4S4YWE8276BsYZtCSJLK/myEwXzSckWd2Gw2/Bba+istxNLFtgZdNOBvRVNFobqa2CJ0t+ybvda7nvmYeZN1BLbnEtl5dKRDGLqe3V47KcipQSfesmcHt4Lp4CXrt/Rz5SJPRCgkJCe2nY798PL6MKdE2CBNWm4Gyw4mqwYvaYuK1wF+a4n1/t72LZojEq81Z67p+OuWycPaEINe42Lur30pM4jK2nnuy7Myy/Ywe/brQzY7SeVtlC1YYio9lu7th3CEcyxvrhMN1qLe31o/zzFV9i97CXhRc1EjlW4Onb9jKTH1Gz4QJ2+VZycfYIgSvex6ZfTXLR++z45AiM9rL/UIrNvaVc0jjM9LIU1E+Dpjng8lLUNB56+mmyRY05CxaQzuUpDo1j6hnBl8pT5nJiMZlQyvyYGirJBYM89UKBoZEiC2ZbWTbfhqK8svVLSslde5/gUG8P/R0Z+oo9hL2DVK7xUPlkG9lBL63vzyH9MdY/t4E9t3ej1QuWfPYQW78/CeEc9ngp6ZvLuPxXCoPfXMvezCQfLFppO3acyMQRHh3uod9ZYMHqSzngETwaSZHTrcw0VfFJVzOTBzuYuXwBSipKrKGKZxJxVlbU0p0qkBcaVlXhsrJyYiOSkbECJpt4cYx3oRT47e5HUbLQoFaAVEgrGgPWDGFrFt0cp7mmDWfAyiJ/Gav8NaQ1jR2hMA9Fn+aJ8fv5cG4V16kzSQiFcdVMQjUhNEljNErOZaWQ7eTOzBbGPCrzVTfLim46JifY2nGEaU21zG6by6PZGHqjGbvTjBYGmYdZnmZabVXsCu8k4db5C8/lDA48wS7CBMNz+fCSqwg4PAwd38rfH/0WelkJ/9jwAR4cO8LqqJtivkh7coKKyips0sSWRIRwfoyhY/uwKCrz5i9GqG7CaZ2ColKq2nBJjXKpo9gKlCdqSOa8DFQm0DQ/FnK4sl2UDClYjjeRPFGOdByhUGaidLlOYyxG2lrBaNbOYLcFa28YazZNqFTQPs/CYp+DRNGOFrJQNzaOaB+nON/L8RYHpalmfGEX/qSJNlc3h58/iqnSzqrPXsAJR5qvffF2yhMVzLt0De6gj/q5Vjwz8vxo331ct+1K5ICCIjS8wSQWUxyLQ6eYl6TIkdJUlKEC6f5R0vEE6XyYvB4hpyTwuwUev47TYSI+WUSgUO61U+qxECqGqRJOEkN5pJCYS0yoqorVZKdgCTA2EEAt8+Gp8JCLOEilMsTCw+ixNPnqILLWR75aJ1szTK50Es1VQOoqStSMGrPgHfWgDLvIpmFURBnWU/iyAm8apFSoqPbTVaZhMoFbWrFLBYc1R6gwitdapNRmZdIp6HUU0XQny03lZDULmclyTIkSpGZFsZvxNrux+c1YLQrzZjrPveLlVT8khALsklIueutDevNaP/gl2XZNBaowsSZwCX67k4aAnZmVLio91jc0p0cuU6D76Ah7Nx3j6O4e0vEMyXyU0GAHpngOs24nYXWhWxyI4tTlGJNdoLiKRMqHiJX38F6xmFmNs9nwmZuxedwvbltqeeSW7yBmXYNIaVOze72MHplEG+5FT48ji6NMVpZin3kpvop56PFx9IFjaMNd6IkYSauGEqgjuPQ6hPmlM/5j6V6+1vdjqgJB4vYItbk6ioU8N3nWoyefo3qgiJ6ZhNqlHDANclCcoCGh0DZu579DRzloElyh1uOomM24BUwOL+PpQVK6m97kOGWKFbNewK6ozGurJYiZ1liOu4o9zPBO46qytVgVC4V4hn3XfwMxfphHsw34Nk4j8sFxrk77+W38MI6BBorhCxnqjbNm/ClcySLReD3DmTzDiRi2+jpK1izHVh9h69Z9nJiR5+YrLTgao1QPNPNMthRrbwlKxM10z3F+K50EIs2Ue6wcbfktMzQf729bitgyylN6lOmeCMtb23C1vm6D3ku/j4P7OLHzBUaap7H2wgvRdJ1jExPsHxwmkslgM5uwm8xYT/5b7nYxv7oK9eQU8lJKpAbKKS5V3ZF9kC3hI2Q6Wpm7cA8rRp1UbppDSYPgBznJZKKWusQxflT5BBdwAxt29DNwMMLz0zqZkddoWj6fwM4UasrKYLmfEbPOhbX1HN13HGVwM/noBL9YEOUjV3+CzInlXLpcIbfrCR7avJLVlXsI7XwQ9cL1HDLX8onGJM/vbaR1gZXpG6qhtBpNmHhiS5rewQIzWi0snWfDYVfQU1n23fMw9ok4DTW1IARqdSmm1lqUMj9CCFJpnRf2Z+nqzWM2Cy5a5aC26tStUuFUjK898FOCQ7PQJ+qxzNZZs6CEkl6F7SMHebRxM85kCk8xwLT2RlIPFZHrTVzxt/M5+PRTTN52gJCrDObkWL/PzI5rsySdgrXPjtDhcfE/ASeR3p28d1YdsnopVzqK9FlKmV4ZwHMiyV2WMLuS4/xo/Wcp7c2R6p8gok/irPLyoF1BmE1UOAKAiYSeR9PSNNuLzPTX4bd6KAxOEj86wYn+UTSnYNGVK+iUIX7Sv5X94+0sKlnCwmALF5c0EskVORiLkSoU0YshHk/eR/dQLx93XIe9dAYJUURTcrgLcZrCUVSRZ6jWRtrrxzXcjz08RM40yf16ghE1x/ycFUdkAEWrZvNIJ5opwwKTi7hSia9kLstmtmK3KYyE4hzu7mdk8DmkkmNYCtw2B3FTFL/041Vc9JlDlCheAqOdqHkrfksZh4WZwWyMa8vnkU/FSSdjFDWNmkA5Vy+8moFCmFhxnDKrjZiawaQLMtLEruIYS605Mnk7uxwjXJFyow7Opn/UzqAriq+5jYI7TWf1ZtZ2VWD75YU47OOghdBSZkytZtRaMz6bCZuaRy8WyA8kyHREyOZ1rA1+Qgt87HDnGdRSzN1kJ3hUoJctx1/nIZhNUSw1U/SbyUaTjGzfi9Vtx7rRydbOTZR315IfLODP+LBgBp+kf9ogrfYaIhNx0skc+VyBYq5ILpmjkM6jmhSw5PBVBChpLEXqWRJj0Gqqw6I4Kdg0qucHWHxtC3FbnPs7Hmfvnl3MfiEINkFinRnhUKjNmsgn4yQ2O7BFg+gVKZoyNjzFPKHcCHo+R3mdj8YaF2raTjbuR8NM2mejYLYgihJrIoxV6UNxpBEKmDUT5qIVfG5wWTiuhkjbdVa6KtESYeR4hKdrczzRFMWZFeQDArdqwzPho6zgoixnJZh04xlpYyBvwq56aK+cJFKdwRXUcVp0EFmEUkSRRT7W+sHzongJAr+QUl7x1of05lV9crHc/a1HqXKWvi37Gxge4Laff5/4tj6cmoucCJPOh9CFxGax4XcHWDxrOWs/cxMOv/eU25C6htz2XUT9SqiaPzXT8suXx4aQu3+KrFuPHIoQix8jY5EIxQwOD4qvHNUbxO6pwO2tO+U+inqR/9d3B3WOSrRghqLUEEKQLY4hATs+8vF+FiizmOtcQdHi4vaRRxjOhfhs/fuJZZLsOfwIwdFuEkEXBzMhLlMbmOGqQg3WoNbNRVjsxKO9/Dj8AGsqLmKJcxa7Y4d5IrSDoiyywjePdYHFRJ89ysi/fp9ibJyxvIXnrVXMuuFCZi5pQTz0CNZj7QyYp7NrXGGwZxKnyY330gtI2iE0OEIxn+O9X2wh3Zrhp8Mn+Ks2nXath8r++ezNWCBUSkPGhS8zSV+Zj0hfPb2mbiZKDhEZHOFKx8d5T3AUZ0ChY3QzIYuPtasuoSEQeM3fdUHTODYxwaZHHqZ5ZJBkbQOdlTXUBT08H9uC22abmhdE1yjqOkVdR2omSvU2VEy0lpRwUVsrFS8rXgGG8hPcFvoNA5kRbCNtLGzupE2fiXrk/dQvznJ3+3MMd9ZRUB6kfXqRttGVBO0aH5/oZ8uRPFXHrLidETzrVZyjBbYczBMMWMlkghzqL5JaeZjJfVlEscCl4/08Pz1Ef0mBxth7+cQF5RRsNTz4W8HSubXklefIFvPsqV/D6vmV+EJWBo9m2XBjELt7ar4bLZqgY/MAu/ZlyRQEpV6BJzgCFXYWLFtNPi/J5iS5vKSrt8BEuIjdrrBsvo2WBvMfPYGQUnLH489xz3PbaCteTPNyP+/dUM341hShoxmss6zsbk/w3lvKeDz7FH3/HiL8ZJz81SaGywe4rL6E1Dc6Mc2ejrIxxLOmIb4+8UGqK6KEunfxP7Ml8R37yacUvrbqPfgKBZKOIdSa9YSzQxCoIu4v5UeP/Y5Pl83k0cIgObeTG2ZfRmnUxMgLhxEixZBX5YCu0aGPkymkaLTaceLFP5xAFDQm/UUmq3XyE0l8rioOB3Wc6TzlsTRX+OajShNxJHmLhaDHg0VqPJR6jq2pQ9hSAd5TcRnW7Bj+4jg1moIrZcfhdOGqCKJMjiH7OpAyjxb0U3SrOBZ8BMXu4YVjd/Nw9GnKW6ZhsQSpS1SwzLeUE0PH2XzoXnoHjpErWEHxUupwU5NPUFM7jZ8pB1k1axarm2aiSDPPFY9xONHLEqWUelOOORNVHBsJ83fHHuKv534Ij6+e7dkof9O0EbejBCEUYlqGZ1NHGCiEOFTYQ4mqcrVtCfHQIb7Vd5DP1bjJl5bT74gRK6gciYfJJzKs8y1hQXo58lCQ55QOYlKhTQ9ic0XgUDXmdoHZk0DzRpAjKZQSneJiBwWfg7y0UlCtDMsJ4sd7ad2p4y8EMdXOJluoxp8PY+vYiaJIZl4ewGRS0DVIpVQSUZWRgRyDR0JIq4WwO8bS0iaa5uRRFI2OrggHQuMc8PazYrQGT8aMzSxweazUtPgpr/FMFS9AsmSUQ6YxNucm+GLmYmxuN8Jlo2NyjAMHehFdZiwJC26bi0AgSOncalRVIHMFZL5IeihF4kQcX2Me0RChwzFK394TqKEc4w0qetCJpdSGKaDg00aZURDMX/l+yitWUBgOE+k9RHpUJRPzITQfeqqIKZ9BLRaQVjMmXx9m+wQhU4GQlqaqKDiSsTKQDWF32dFnFamKuvCl/NgKfpJ5B1KYKfgkWksW4df4TaSH6/wNZDTJcD6DpgscBTe5ghmL1cHnF64694oXIcQhXurzIoAGIAwkACmlnHumAnwjztas0vFUnGf2PMGc5vk0VTX/yS08UkrofBIivchi7qUFWh5hccLim15V1LwRj01sY0/8CH9Z9z585qmDaE/8burd16IIM1JKHg9tZ/PkHm6svpKZrqZX/HymMEzo8G8xK9VITxBhMqOoFuyOMrKZMKpqwV8yk29P3MHV3rW0WKcmhdSkxvPRg2ye3ENeK7BbO8pHrZfT/M1xlD3PoBdT6IpGf6aMrnQNDosVb1kQd1Up0Tk2cqqkcVoZKy5sw+2bmpdqIN3Ntkgfvx0f4G/KBNtdXZhDixkcT1OSCmCJ+yiXESbkbG5cV863jz5F++ggpcUWRGgOM3PjNHlizGzsZZdw0qnbX/FBd1gsWFSVyXQaCZgUhWllpeQGB6h0OLigroZje5/i+5Ze/m79F6lyvbpg7kuM8KPD91LrKmeNbx6x/Y/iTo2SUVwoPj+bHSeQGY3RWhOVRScX5nQKrpmo4++lzzVIavIEx7q8dHkeZrw5wMyR2VQGHHxm/gweffZJliQguS+PdiKJKTfCg5+e5H2bHKRsS6i9ehFml8L9/9rBnKU1/Hb3E7yg7OXarkkc5SM8v7CFvr7l/MMCC3Vr38uTjyeZqVhwV0bp3fEbJlvm0eWvZO10Gz0PHKWeCSz2HEmLgGk1VM6eQVtFI9mkjdt/c5BCUTB7VitWi8BmFVgtgvpqM+Wlplfl5eVyGZ1dT4f47o5foYggF61Yw7uXVDGyNUm0N0fzxT46xzKMDma57sYqQjvj7PxVL5uffxLPl+xs3neUmto0835oY3ReBVnPJDP/vo66/3OUbGUv+oILeLY7QzLWR8ua5QRrPCjxIZASxVmGOTlCSdxBuZalWy2gVTTiLJuGVE3UTOrcfeRpDhfCNCpWNKeJOQkfM9QSzPmpz36nIgiZbOSqnJQBSjJNJj5JKhtH1zVEMUVUzbOw5ULqq1qpcjrIZfPsPXGEg91PofqKtOaq8OVVksmpu2EcjgBWxYLf62OhSeCMTYLJDG0LkM3zSEzuJJebRNgbSIzuYijbSYcvR8ZXQURPsrB0ATk9Q7IYRxUmfOYgqlDRUsNUjsSZ1ivJLFlLp2eA2axj+0An20cPYBIqQ3KQtSU6YXeBacU53NO3n0p3gC9WXMetj/8lFYE2Lpx3Cz9J9PGlpo0EzE6SMslD+uN0yONUaz6OxLqRmQI7RuHypnm4zFbC+W5sY5Lu3R0sL5vGikVruLfYzvWBS9gZ3cXg0V4um9hISU0b7XGF8EQGk62AkrRibs+i6GkmnSDHk5gTBdQSJ8ypRZc2CukCjpREjmt4+w8TTA8gbE5My2ZR0ItEdhzCM78Ne2UZIl5ARrOoUsPl1ckVoxw+cYznwrtZaV+I0+ZEsZtQrAqeai9PthxgVqCJjYVF6Nkihckcvx/oZ0KJ8ah/N4qu8B5tLelwjP0H9jIQHqLC4qe1qp761gpcXjMynQNNB3VqlPLQiSLxoQK+6V4Cs8pId6dI7u+iMBmh8qMrCWxsRagvHUeklISSYQ727ePAtp8zrqfB7kZ1VlDhqaDB7aMpreKO2CHpJ5uxo+UkWkGS1SQZmSEu02hSwW2yoprFVN9KoZNzmCmrT+JpcVLevJqtbKFPDiGkBYu0ky/CY70DXFxbR6u1nGK6k968nZjuI6CXcnPl4nOyeKl/reVSyr63LKK3wNkqXs4UKeWbmr7+VAayY9w/tolYMQlSUm6x02ZT8NoW8euRx9gYXM5FJa8ezDivxRlKPkqD53qmBkmeohVzZNLjKKoVh3NqaHxNavzb2E/5RPBaykx+BgpjdOYG6MoNEipGudyzkoWO6VPvUZd03naQ8N4hSpc34ZnmR/ObiGWyZNJ5Zs6vwWo/9SWGvlQnz4R7eXpynFtKc+w1h1EL8+gZiNBWsOEMVSDdPQyMr+P9M138Mng3h3eO8bnA35BwFzm6M0RtdARPxWEGK+cwb1YrC2o8KIogmcuRK2oEna+cffz3HXbDNRpHIt18yb4YpbMTUVWDqKxGVFQgzBb0YobM0LPIQpqhgS76R/vIljeyvGI5t08+xGghx4yJevbMC+EmyFJbmvi4HXe7IGhLk2Ehz0VTjJUmCVZYKA/X01qUzCLDSCJOqcONyxZGL8uz79kkiRciLHF4qfnsWuJ3PUh/yknjh9eQjHTwzJMTrCpv4Pntki32brz5GNOcu5jl9vIf6fmkZvUys3oOQz0a9WVWioM5Zo70IrpGsc+ch2l2GyV1s4n2uLnkxnLC+gTHxvo4Nt5LIpumu7eHgNXNl99zC2Xu127BmvrMSDr3pDm2O87TkWc5pB3j8tlXcpWnmeiRLBa3SvMGL65qC/f8fJiaehtNqkLkYIID4Sgdzz7FhZ9cwf72ECsb02z7ny28sCHL7GQl5X8/jcrvPEPEEuXOT9gYffw4Fmmj7sJZWMxWbLhQhQmkRObiFHNxcjLPUAIus9VSb3ZzfCBMPJpgzCrxef3MdlaySZ/AnTRzebaclLeUcp+J8WIGmczgy2UZl5JRYSYpVOpUNw2D/dyefoLVlevxOtvYnjzKgdFDTMZCuOwuKhc2Um8OsiIkGXdkqHPXsyipY5ISX1blhCPBU54QR8w5ioqCx+ahtbwJW24IIXSw2TClY2RzCVJuGyXSTsWkG2fGxYCeYnH1eupEGSIRQsbHkdkkutTpLdfZWt1NNhXFfkJnpCtORrNg1ZIcEiGcZjA7anC567BWq9TXlNFkqsBOmAYxm0TvML/Y9z1qPH42Byqoq9ZxOVTWjFlZPeFlVNf5VX6MB0iysWoxn2hbSmfyMM9v6cOsmPnkmhtwKxpaLkIxO8k96R10FZIs9q/l6ooNpMYLjO/PIC2C4bRKaCSLKGhQMGMK6YjJNFq2iJbMo0cT6MUCus2Gt8xJqVfD6lZwN5qRmRThJ9vJh1KIYDkZ3U4xl6d6WQnlayqwN3mw1rpRzCdbULJJ/umBb3DD8veyqH7+Kz6vD41voT3RxRcbbyRTzPHQtkcZ29aLJ2qh1VKH1+Vme3Qvx7V+LqxYyVLPvJfmvQUUq4riMKFrkqFnh8lF8wTbvLhrnAirgp6OkB0co+zdC3EvfM1D7ouKR7ci9QIFv42x+AQDqSR98RixdJRKm8p4XhIuSDzCSvVkmGp3C7UiQFlDM2pjDbg95DJhErFedL1AsHwBCe0Y8XwXlc71WFQ/gwzQQTs5cgSLZTzV28NYcQDN5MPhgBKXCasFvmT/xLlXvJxv/tyKlzNNSslAdozHx27HZm7iA5XvwqS8+kxZk3n64vdQ774OVbGd1razeo5bQ7/BhEqtpZxWax0t1hocp/nzp6s7dYxHJ3p4cvQEH53pojeaoMa2kOd7h2gxN+MayhKwHuRIZCnTNDvPz34KS8LJJam/oKwKgv4UR+7pIGM+znOmBQypTgJenXXTXaxu8eOwqK8oIJ9+9hnuCD3NRXPWM8O5hBOhNP3hNHo6jUzEIZXEpcSY4T1KaLKCUj1Ge7GBg6qX9pptTKqjuMbraSouxLt4hJKKMCtSEYbHvdgG6vCZMpQlS4g4siR0M34tRDJbi0U4CPiG6VEmWGUyUQx62W8LMW4xsaL6Qrz3Fwn/+AmqlvtxN/nIdo/Qn5HUXr+Koxkzui5ZvrqFH37wATRdo8IywFO+rfzHyot5YVeIY/MkTTEHpaF65iyt4ERvELXWx/iJBwjlBR3Na3jv6kZGt+XJZXQa5zmYvsyJenKQuol0lEFbkolEhPk107hy9hrslpd+17m0Ts/BND2HMuQLRXZat/D82BFWW1ZxsWUWZlWhbpWbinkOhBAk40Xu+K9+Fvss2CWUrPBw55Zu8pt2UrW8iqyiYu96HlexjvGcFefRDN+7+mluGhzGN9lI8mMXcqTnILsXjnP93BYWWC9iuphBF7tRUJjNWszCRiqX4R/u/XduqDPjsgkGbAX2+3Q83jq8tnK8aR9bI/uokxUUsjmqkyreaIG9xTSjeoxBW5aiJchseyV2bxrNnqckb+d32x/g6soPsaB1Oo/su59cEea46zhmH2HUOsGlKRe/s4wwy+TnXWkrAWHBoVjJq5I7Ksfw5SysydRS6m0DbzV9BY1fP/uPjOZ0vHnJnGmViHktNLtXUZYN0hvajckBZRY35lwtzx+6kwsr1hIINpNzeNg9cpwnTjzOQK6LMhqodFVRN60SSpKYKLA/MYE1GmVmYT7RmKRvcoB0PkNTSQOzFs5kv7WDnIgyJkeQWBA5lXDPOFq6jnpLCUcz48TyMTwWD8vLF7ImOINjhce47emHWGpfxl+v/zQl7leOSF3Qizww/ix9mWG+2PjhVyzLJzXi/XlSowXSSZgcLJJNFVF0iakgEYDM6WjJAqZMBnIphEniaXLjqLCjmAS+OW7c010k9/YS3XQUqSgkM5KsplC+qoGai9tQTC+diEkp+faTt1LlreQDy65/8bX4iTDtT+7lhWN7sJmszFs4j4UbltKnj/DApkfIRbNcOedSGv31SF0iNUkxWSDZlyQzlgZNIos6Qgjq39uEq8lD6vAwkWeOoCWyeFe14rug7U8+UdWGjqCPHEdtWYrwlCEU9WTMOqnECIm+HeiZOGpFKw5PDTZ7gFRiiGwmDAhsjhLcnjpMZvtL29RzjKSfQZcFpiowiUQSUpKMmYu4zPUomBhLZ+iOx0nlNf6l4X1G8fJmGcXLG6PpWfoTD+C2NBO0LWSqX/YUKXV6E/dQ7bwYi+o7e0G+hhPJI3QmY3y7ewfL6jVceSdt1hlsH4qwJLiYyIlhPPkh1OA8Bk/E0G0vMGNWGfOt19FzFGbMLmA62EEu18Vu0zKOZYKEtRThfJaipr+4n4LMsD19G83FjTQFp+N3mPHbzXjtJtSTd8yUyCOUFI5iiwkmPdPorXTTbt1BUPGyKr+ByKiDZKbIwJy76HbuQTlQYENkJtJiw6lV47OU0ePO09tvYaZlmB6XH6+zkh32vcwp6LSYFPZ7w6zSHSyou4iA+6UJJ7t+doToz5+kYUMJjhY/qe1d9E2YCc4oYVNc44IrZlHhzPEPn/4laxcvpdAvOZA7yC2XzWHyMDJyHgAALl1JREFUwH5KZ7v5gT3GQLiSH/7dZ8kOw/FHIuQzQ0x0P8xw7UzyMxbwrqUVKBMqx15IgYC0uRObW2fJkiVIKTk80cmTJ7aRSWjEQkV0TeKxuZjWXMF4Jsrze7tYI1ZxScts6pd5KJ/jQDEJ9KIk0Z3h0CMTDB1OMWuRh6arS1ECKt/79j487YfRyy00trno+t1TLL/qeg7edRBfyMbha8f5IJM8czDOztlxck3QNm0GlWUtPJjfxd/WTmfY4aJaqccvPYRkJ/m4mYefOc6XL/oL/Ll+dC2DzT+XYvuDPGsaZjP9WBuaaHDWslFdw75QJw/EdpMQRZZZaplVbCAQl0wbn+B5vZfnlCjDKBScOuFiBL2o4zaZCJqsWKWGyVRkhmpl1CywuMqY62qlwdmA2+QhqSXo0wbYrh5kjbaAoPSixUcQ2QQlmolsYhdWYWfE62V/tYqMmsgM5ZCapF61Mpmxo5hsSFIki8exmuq5p2sbJlQW+qcRrIdVzStY7Fj/ir9vgJ8O3k9RHmZx1Vom1CQFCi8ui6SiHB/pIh3L4bX4WRNYRVmZmYg6SLNYyOH+bvaO7eXdbdfT6G1kINPDpr4n2Nq1nYCs5mOrPs7Pw7/jitI1rPTPAyBWTPKr4d8xlgtzddk6FnpnvO7fuJbXSQwVsHpVbH71lAd6vagzummY0O4JbKV2at9Vj73spQNzMZkl9lwXiQP9pPqjJCM5bLOqKVnWAC/b3o7uXRw52kFw0kmpq4T6uU20rplLqjfL0KFB2vuOkMylCDp8zGmdhqfEi2JRUSwqwmJCMauoDhVnhQ2TXaCncmiJHIVQgviePmRBwzm7Gv+F0zG539zJnExF0EaOI+MTUwNIAZgsyHQctX4uatV0dL1IOjlKLjuJ01WF1R58S1v0hRBG8fJmGcXLm5PInyCc3YfDVE2JfSmKUBlIPEzAtgCnufpsh/eaTiSPMBHu4/uRKHHzUeY5yijXqjgRdXBxTSvDHRGsyX4qZ63moY5epo0Os3ZRiMb6FXSdmE46Aa2iC9PkISyrl3JwvIaxianvNClBsaW4PXwrl8ol+M1uFi5cQlEDTYOiBoW8RI0+hWVyjGLWxQ7/XDY7n6WqUM/CzFr8ThNjngN0KLvJuyMMu09waUcDTZNBegIQ6JiOWUxymAw7rT7GG/ZSlWuiIdvINsdubnA1UVdVSqOnHHWik7LKxVisnlfl4fA3nqewv4uadZV461LEtw3SfyKPs9bJg91xbrqwEmXuTD7++Z/zl7d+hMceeQLXAYWLVl/FvmSEmxb1MnDkMN+eGKX+kllcOH010x2z6Xo4xtC+rWTS7WRWrmHUW0ttqZ3LFlbwzG/2kE8LZsyc+VIgErxlKh6Xwq6nJ2jvGCOiRSmtcPCRGxZgVRXSwzkyIzmyoQJI0KSkvT9DyTw3F76nHCEE0WiOH3x7D5VD3SQcOk2BOO0HRpn3oQ2M/PMLeLxB/NepTJc93BFP0Fyo5dlFRb5y8c0EnG62D2/jm6O3IwtFlgBrW64nUFLNMyPbiRKiqtqOlxJ8lFOIn0Cx+kmbbexKHaY+rzJ9WKM5XOS79WnsgSo+5/0oXunj7tgLWISJS0yzGBmf4NjkUe7ruBc3LmzpENPNkgaXDxmYxpDVhM08ggyUcsxqockznRv8a7CIqVZOKSXP6NuZlFGuVS/BJExoUiOnZ0lmxhnseYhQiYX+oE6T3swiZQkinSCVGAAUsFeiq1byxTwFrUiumGMyd4hyv06vtcje9HHWmq9mtW/Ji7+ezlQ/j4W2MZEbpdma433VH8dmevVcXS83MDnIju7dHB09Tr6YJ8Io2HJ4rF5GIuMABOwlXFC/jgsaLsDr8L74/n45/AjhQpSslkcRgg9WXU6t7Q3PMvO6MuMZBh/qIzOewT8nQNVFNai2V7ayZLrGmXjkEKne8EuXeU4eFlWbibyuETo+QTKeIkuWXKCAJWhhZs103HY3QlFQndap4Q8KGvL3j5PHVtVmRnXbUJ1WVLcNs9+Ja34tiuW1+4G9WbKQBSHekn6Sp8MoXt4CRvHy1kgVBpjI7ESXOQK2Bfisr39mdC7oircTjw5wf97KzsyzzHVUEEiXMVGoZmFzGve+JvKJQ4iWOTzc38uqPo13LSvFbj+M4l3I0WPTsU2OURXdhufShagVDQBEs0m+vO1Wbmn4JB17hgGYM3smqsrUQ+Rwhe/CEc0hGlbyRCDEmD7OLaXXEspHuWf0ScL5GCv8cym3FvmJ/A0f2bUEu9tH8kQT0fEkR2o6GKutp6w4nbUNWfb3jVMMOzng38/ngpV4nc6pOYakRmnlYkymU5+xSSnZ/7H7sJd7CS5upOTaRjLbjtL1y11ocxrZHknx6f91CXv3HudfP/FjvvqLj/PjR24ndrCDm2f+A0PdsGJ9KfbMC3RvP4B5tmRLGUQdFrxmH9WjLcQ2HaQwPIR/1jpizjaG8pOYdEGZvQSROfnFrQgKWQ2LRVJXaaPBZ8N88g4NYRY4KqzYq6w4Ki1YA2ZOHE/z1EPjXHdjFWUVU1+6wyMpfv7dPTQmRuga7GFGdY6dEQdipokFv8hTtrwORd9GuC5OZOly1rxQSuvX301Gy/PPj/yQppJq5lW3MaeqhQ/1/SNfCr6f/X13ce+uXmpLy2mqKKHUUUJTbQUWX4FZyip6uh7laafkbyo/jkaeJyIPMh4/jEdq2LQCh715Loo0sNBxAU+lQnzv0J2EhruZI3zcWDmLNruPlLuCoZwdR36CVk+YA2UljJlg3Orm0uAFtDpqX/x95WWB27X7WKzMYa7yyr8zvZhhoPtHbKvJUMkMWic8mFQ7UhZxuWtxeWtf1YqiS400MSYZpVcepDznwJLPsS2hcyIbwak6SBQTVJiLrHSXUGGvI2hbjEmx80ZMpiJE85M0+Ztfd93ezDABsxePyfmG9vVGSCmJtkcYfnIQqUkcVQ6cdS6cdS4cVc4X+7xkJzLEjkaJHY1SSBSmWs0aPVSsq8RW+sZy805hFC9vAaN4eWtpeva0+7icKw4MPYbLVcuDiXH25jYjsh78uSBOZT7lre3M3bORXGIX7ZUejk1KVkbzbKxcRqCxHT0zBIHLOLYdKk88QWBjC9nGev7Xzu/zr0s/RcDmfdUIu/nxQ+QPP4rZVkt+wcX8V+xhVjvnU6uW8ePBe6m0lnJ9+UW4iwEeHb6LR507uHb/fCwhP0RqODqrn5q5Flq0C9nenyRi6yEdUyiNuems6uHrcy/Ebf7TzqB0XWfPVT+h8oY1EM5T9fGZ6LEkR//hPoZtLpJL6rjuI8v42v/+GZ2PD/KV//kg33vwJ2h9A1zs+wCRQB3rSwKkwkW69vSysOYowWCKfKWbg9Uexm0K8XSC0BO7SbQPMFJmx1JRQ5urDWfUjVJU0CXoliLZ0iTmWoWapgoaSutoKml48YwcIJfVefg3o1isCldcX/7igHVHj0V56La9VI4e4tCxPq767Hp+sqWDFdOaKfnvHmoutxBv30TP++by/g/+DemHj2JvKsWzuOHFbY8lwhwYPM7BoU5GtTBPeXZxwdB8PrS8kaZgM0H7QsbT4xwY38fBif10uvtImLJ8dNKNWnoJw2TZmzrOpf5ZeCMZJiYm2D66m4HFOQrpHHXPTHBRSQ3VJQHafQ4m7G4UYaFK9WAaytFZ5qcmAB5TKasr1mNJjZAL7QOhYq9cQ85q5+fFe3iP6UpKhP8Vv8NsIcJTk7eSdJu42v45koTp0faBFKAqJ3sjvJoiFBx48FBKNa0IoaDLAuPp5wnnh1BQcJlcBO2LcJgq/qTP1flO6pLseIZkf5JUf5L0cApZlEgpsQVteGf48U73YfFaznao5xWjeHkLGMWLoVjMcnh0E75AK/eF+uizbUWNl3I0nKPJPZvVdQqVhxahxp/nV54JipFmrq9y0DTUTNk8IPs4ZncDKW0B4QeeJpw5Rk1TFWXzZmGpa2PLc9sQusbKeje5rmcQdg+2ee+hwxzjt7Fn+HTJe+hM9PFk+Hm+UH4zQ8fMDKUneaHpB2jHFd413Eg23czh5gyTzXFq0WjvrWQ4JqioTFNRDKBGrMSbQ3yyeSEB8xsrHvMTCQ7cdBe1X7iE/L4QZe9rwVrloOffHmLbE93M+tfLmbGqkb/+u/9CPSH4zP+7hm/d80MCWo6WI0uwrZvPjTfNopjXufe7fZSrClVKFNvIHtRM6KV820s53hNnMpWmfGEd8z+2EW9d2Stiiaaj9IT66A31c2Kil3g2jpTQdyJDMebgqg0LmNNST6W3goDTz5NPD3Lop7/DNriPWLCelpsWsG33MRZE6whsOoJ71kHGhh2s/PVXqauqoxjLMHjr0zT8w5WvmZMfjN/D0+GdfKbyfTQpaaLpCUz6TMLJSe5LbyGfyRKcMNOb72Ag1UM2Z6cEPw67lQXTp2FJZGlwBGiqW0K3p4PttLMhUc4azw0kxBDZ4gRWJUjO1MTT3Vso1zTWVK/GG3hlq4ReSDE++hR3OvZyo/l9BD0z0YsZCvFu8vET7HX0MmZO0iB82DzTSRGjVNTSwDxM4rWnnHgtupwa7fUPW2sMhjfDKF7eAkbxYgAYG9pJyu1CqCZ+3ttDpuIFAulS9oXyREwa/155PXLIjxLewX+pR0mHpnPR9AzO4360nKSzfDv53CBxSwlfnfspitvCpMfDCNckyWwYiymBp9pEvuI9mBxlPC43Ec2nWB+9nAcSj9JbGMaZakKzZfFWdrN4QJIO+2kzudntsXKsNcZKRzP5fJz+4TaW1rgxuzMc6ZkgFlFZtNjBxeVvePqwFyWPDHP8a5uo+vg6ZE8ce7MH3wXVTO7s4e6b7+KiWxbSO8vL9udPkD4Y4aZvXMH/+c13aS3x4Xu6CceCZj7ypRUAbHkyRGgszzUfrHyxdURKiRwf5cCD92OJRai12RltP0o+mcZdWUqwuQGz14NSVoEoq5j6t6SEwwfTbHtmkrUbg5Q25jk21sng5DD9uw7Q84su7GNxLMuCjOCnr3KICpefyq0FFstezA6N47llJD7qwuafOpA3PZhiYJ2dgkeZmnQUXpwI8+UkkglTgoN6N1mrRp2rBKupgM1RxUbnUlZ45vFg7DlSeoYPli5jMr+FhBLDrwept62jPXOYIFlMYyHMugWlcSV32rZSZfIwS8xklpzD8fhuIqlulPEJZLqKVSvf+6o4JmWUu4oPcaNyNerEYYrJQYTZQWcQuh1x5jKH7txDBK2zmSZW4hav3RfFYDibjOLlLWAULwaAYiFDePwAWqCSaCHCj7t6Kak9TrZgRuQ9PBsf5ZvOW/ArTiIjW7kr2Y1HvZQbF7nwFm1M7iwSbFWxuQ6gZcMgNfQMFI9CJBIh4zRTNv8aNJuTXxUewpbzkphU2aQ/xvxCPettDTizSdSiJBsz01GwsrQkwwvTNK6qXYe36OWHe47R6q3k6lkBnhjo58jAOIWEi1s2NBCwvnXX2CPPHGHw/i78l87DaVfJdEYp/9A04uEEd13/My6/opZnQwOEGqeROTzCu7+ynm/c9W2WtDVSenQe/fuG+Nh3riBQH+TEsRRPPTTBktU+5i/1vljE/OGlNCklw/s7OPHMdnLhSSz5NLZCFqGZyU7m8Dg0/D4oZLJkNEirVrIFONqRp272dC749Dp+cevDWNQRLs7a2dbTzrgwUbv2GsLdNpbcvIC566bGCUrsHyDVPkjFh1b8SXkJ56P8aOBenCpc4FJ5MjZEtGjm47U3UO+oenG9nDZJd/JhRoqdoJux5SpwWlvAZEdNxXEqLjYHB4nmR1BJMSvbyCLTMvYf7EEJHmFWy1oCtnkvbm9UTvCA9gQfUa/HJqxIJD2cYB97mcVsXLrOwfz9rLF8HLdy5jq0GgxvFaN4eQsYxYvh98aGXiBYNoekzHA8cYS7+iaorxxmWI1jly72TRb4WPp9LG8sZ3v3ffROZmnPLORLqxppCdoJd2SJD+Rx11gItFpRrVNN7Vuf2oQlpTGztpmHujch0jZKTR5CpkFKPV6KJWZ8pkYC4Sp2j3VwtK6H5V5B2BJgTeWl7OjO05cc4ob5FZTavfzfw3spxAqU5aq4ZX39i7dcv5VGb3+e2EABa3M1VeuqGL+7E3uLj3itmc1ffJDlN8ykb/NOJop2xi02LvvSOr726/9gdn0FF7R8hOdufYElC0tY9ak1mB0W9u+MsX9njNJyKxdeXsKevduAV09WKaWkpzPNjs0R8tk8df4w5Z44zqAXe8CH3e/BbhIcf2gX23+5k4s+uoDSOhe/+NY9zCgpJZvJ8d30XmaZVnHdmnUMDiXwNnm55NNrp7Zf1Oj+p/tp+vq1COWNXQo5kR7grpEnuK5sJaWmDKniIKCjCjsFPYlV9VNiX4ZZcaJLjQGOMCK7MGGltNBEIhUjkR4Bt4eDjiGq1BLyShy5X1ASK2H2Ug+Z4ige52r2yQ66ZB83qtcxLAY5yhGKFKijnllyNvv1R0nnTrDCdgtmxfG6sRsM5wKjeHkLGMWL4feKhQyhsf1U1Kwgo6XZOr6ZLeECJfYY/Y5eCp4k9onZzOhbyfuWNrC171GKk2l+M9ZIbUDw5ZVzcJospEYKTHbm0PISe6nK5pHneDbTz3DdMDd4L6XR6+Jn0fu4On0pTRPNmISKuTzND4p3YipPUTpRiWesmaxnLuVuExWlfZQ5vTwenuTgeJhpiRKqLRVcs6L0jBQuv9f3zceQJZXki1Zab55G6mCYyFODHPXkSe/qJVpWYPZFMzj6k+2MjSe59K/X8b2O36HqY6ye8S6G9pUwPTNBoM7PzCtm4a32MT6SY9OjIY4f60E1QX39K0cHzed0mqY5WbbWj+1lt6kCTPaGOXjfAQ7uHEELePnUNy/hxLPH+Mnf/ZpgfZzJ0lH8DYvI7Q+ycVEjBSwMZSf58L9c8+I2hn/6HN7lTThnVPFWK+ppVGH7o/1DcjLNCfYSkxP4RBktLMaEhW36bo7KE+hdSWKuKPkKQUamQEvQZp5JQAkghaSeBqYzEwsW4jLMHv1BStKSma4PoQqjw6jh/GEUL28Bo3gxvNzkxGEsVi8uTw1Fvch9/Q8ypHlw5VS2FJ/F1hajLjofZ/siPr1uBodH9zHWe4yQfR3PjQ5THpzErJ48eElwJ+3YuopknDEuql7KEfU43blBPhC4nGClG2eFiUS+jy/te4JCtgx33sLVuFm4ZiU+u8rRxFG2Tg4RKnhwpiy4x51Ulfm4ZF7JGc+F1HS6//kBnOsWENoXY+YX5iAUQfiRXu78zS7mtfrYse8A1//nTdx1907su7q4ckEVB4c7aa+cJO4UeHLv4uZ3tdG3pZP4cAzVqtK4qpn+wgCKSXlVy8vv6bpOYjROpHeS4YNDxIZj6C4H7TknG5ZWUj2S5ImHH+Z3HQdo3Gjjg7d8Greplls//xuuXNKEp7KC5zoO8bnv3vji4Fq5oQjjv9lN7Rc2nvHcvZ6IHKVLTn3vtIql2PHxX8d/gr1g44ZZ78EjXFOjVCceQhEWHGopVjVA0WSiW3Sg6WlK09DofjeKUF9nbwbDucUoXt4CRvFieDkpJSMDWymrXIzJ7KCoadx54n6iJgeOTCkPZO+gfobKvMRquts93LCmFl/KwoEDm3A0bODwkIP6gJn5NSY66WBv5ii9fX3MsFQSa80RGc3w9YbPUtQUDgxn2TM0xNPRo9SXxHAHM3wqPJuKxcsQisLj4/vpy4xQaZlDIpwi229h9iw/S+t9b1s+isksff/2CCUfXkf3nT3M/uJczB4L+ViOb3/6tyy2ORjvHaTuf22kZzRCrn2AVZfPZbh9HxMHjrC9cJiJQiNXr7mY6z+wBqmo9GzrZsvdz4L+6paX33/HCCHwVHoINAZxuZ3c+6suRoePU6IeZVAdYjAaw5Jp5jt3f51A0M/EaJyvfeBnXLGonrq5rTy4dTtf+K+PYLW8dKdN9z8/QP2XL0N1nDutFAWZpZPdROUYk4dz2BNB1q+4+BWjmeqywLB2mC65G7MOlfkgNsVN5SlGvjUYzgdG8fIWMIoXwx/SijlGB7dTVb8OIQRj6QiPDGwlb9YgW8PD2q9Z2mLlqsinuKezk4Ylo8wUVWReGGKoxUFvXiMyXkKwWIPfaqOTZynErOT1Elb5FiCEwGYSBPxH+Fn2cVZaXOQo4cbwTEoXLiSqF/j54G6a7TniuRZsEY3YsMKKpUFmlLjf9nzkJxIM/OeTVH/+Eo7c2kHbx2fgrHWRTub4wb8/gacYo3Z3Dq2lDP9VzURGxlFUhbZLG/nhg7/hkpomNm3bxZ6ubmrdUO+xEcy7sKs2ysrLkApIRUGqgmQ8wfjEJBOxKIlCjqGsIC51ZjQ6WbhiAQOaZPyFJPMrpvGRv7sG1aQSj6T53xv+iw3XzqWxrYn7Nj3Hh//tWkqDvhffQ/jRQyhWE/715+bgiVJKHtt3L1lXhJqWilfc91QkR4mopZlFqEYri+HPwDuieBFC/F/gKiAPnABuklJGT7FeL5AANKB4uokxihfDqaSTo6STo5RUzAegfaSHJ9OH8cgi6aKfx00PsKrazLShC+iZCDJjhopwDuNpT+EIBHHWNbJTa8dedPH8M+OklEm+t/EvKag5+vTjHM5t4v7+GGuEF0QV1yVbCc6bx1OT/XQkR1noynE4Wk3FuIPJVJqLV1RR4zp7HTKzgxGG/2cLdX97GR3fPUzNZbUE5pcwOhjlN7c9z4R1gGtzjRzeO8KcpW3EEgn2dXRzzU3reHJiL9FMkrVzFhIJednTMYYmd+MRWRrcVcjkybFEdB2zy82YJUhYcxEs9bJhXRU11U4e2bGVzc/tJtjj5pqPbmD60iYAogNRvnfpD1j3vzZSmXPz7KEDLP/EYmZPa3ox9mIyy8B3nqTxH686S9k7PX94B5bB8OfqnVK8XAw8I6UsCiH+D4CU8sunWK8XWCylDP3hstdiFC+GPyY0dgCHsxyHa2pU0ee6DvG0OkhNQaCYBY/Ed1NVFaV0fBbxnIk5lQ28t2IJTw8+iGk0zt76EJNqEkfcTLnip7aumkJ+mGRM4fmRPIvtCs5iPZfKFrwzZ/LL4Q6qrHbMcoCjI9VURryETWNcvrCFcvvZH7U43TXO+F07qfvKZXT99DjWgI366xo5tLufhx94gXnraljkruaef3yE9X+znso5Fdz+T/ezevFMqqpL2H/iGN2jQ1QES+gbVpnUFSpa6lBe1jFXEYI1qytoaXLR0d/N84cP0jc6QsWYn3JbgGs/sxGLbepS0ODmLm777G9Z90+X4WnP01MZw9ri4PINr7wFuv9bj1Nx4wosZa+e1+lcYhQvhneKt7t4ObMzQ/0RUsonXvZ0B3D92YjD8M4TLJvLcP9mrDY/qsnKsoYZ5E4U2MQk1VkHHy1dQT5XScx7jIlBjc3hLfx68jFKUZjuDPC+nsWUVzaxe6Ab1dON6shy90iBMnSurWwjN6qyzjENV3MTtw0dYpYzSCTTxVBPIzOcbk44erlsZts5UbgAOFrKKHnXfAb/8yla//pixraOcug/9jPzc7MZGWjjofufY/U35nLzAzdz68fuYGV9GTd9/Tqee3Q/e3fsZe6aNi76zMUcG+zj8Tt+hpRgD4wCoCoqJV4f0WSCe3ZmUHerTK+upz5TDl0aF75vGW0LGwDIjCc5cttO7nnkIGs/uhZfp0bqYivh3jQf27DhFTFHn+vEWhs45wsXg8Fw5pz1Pi9CiIeAu6SUt59iWQ8QYWr6jv+WUv7oNbbzCeATAHV1dYv6+vrOUMSG812xkGFs+AUqalaiqhbCsSi7IifYHktRaSuh0jVBwOJndXA2D+7qZqL2CTKqpDORQtdhRcpD04SgTytiVcws8DUySAGbMDGrYgb22hp+NHCA+e4A3QPDEKlh2TQfzw52cmlbE1Ue7+sH+TaL7+whvruHmk+vJz2S5tgPDtP6F9O5/e7tdE328H///RYSyRzf+c6TXIEVe8BJ3btm0t07xt6nDlNSE8BSXcTmsrzYylDUikxEo9hMVk7s7KPj+S5MFpWFG2YxbfHUyMETL/Qz8NhRhNvKbS90scFfx6LL2yjOt3D3Q0/z5b/80Cs6uuaGIoz8fDsNf3/FWcnTn8poeTG8U/zZXDYSQjwFnGrGr3+QUj5wcp1/ABYD18lTBCKEqJJSDgshyoAngc9KKbe83r6Ny0aG15PLxoiEOpBS4gu0MBDOcNA6xv6hLG3+KkxKglpHkoXehXQcAZtVUlcRI5nu5UhmmC3jvSzSGlm9/FJ+Gt3KNZ6FtFjK0aXk+/37mVbw0N+fYVptBdOrnTxw5Dgb6qtpKDnzt0O/UZHNx0gfGaH6k+vQCzpHv38Yd6uHnz27A0sQvvzl9zEyHucnd+zg8+9eyvCTx0kNRjG7rNjmlHPvg8+gFXQaGqbuNvr9X7TUJfPXzWDmimZkXiPePcnEzn7i3WHKltbBnHK+/7EHWF5RxUVfX0XOI/nOj+7kq1+8GZPppctPerZAz78+SOM/vQvF9sbn9nk7GcWL4Z3iz6Z4ed0dC/ER4JPABill+jTW/yqQlFJ+8/XWNYoXw+nS9SKxyS7SqXFCiQLFYAl3DYwyz53GUzDh9xVxCivOdBkj4Uoqy920NrnZsmULx62T5Fvd/IV/LXbFgi4l3zt8iPKIi6QtwtWzZ6IKwb0dnawuDzC9uvpsv93XFd16nOShQao/dSFCCIYeGyC8P8SdR/YybU09H/nYRRzvHufeRw7yV7esw2oxkY9nGX66k/2/2wmqoOEPbpV++W02ilXF0xQkML8KV62fzbfuYeevD3PBZxax/MY5ZHN5/uVbt/H3n/sw7j/ozNz7jUeo+PBKbDWvnHn5XGYUL4Z3indE8SKEuBT4NnCBlHLij6zjBBQpZeLk/58E/lVK+djrbd8oXgxvxGRkiJHxAYS3ih8OHcNemsJdqOKTNY2MZPvQkMRjQQYGBZ3aYfyalY1Vq0lndNJagb2xMco9GQrBPO+vW0w4k+WRzm6WeJ3Ma3zzEyy+XaLbu0js6aPmM+sRQlDMFOm+o5P7fvEcrR+YwXWfXM3AcIQf/2oHH7thObVVU8XEqQ7ULx/j5fcK8TyDjw6w57FOdowP89c/uIaqugC6rvO17/yMj91wFdUVpa+IaezOnVirffjWtJ3pt/+WMooXwzvFO6LDLnArYAWePPmltkNK+UkhRBXwYynl5UA5cN/J5SbgjtMpXAyGNyrgr0YTDpKZDDeUz+ZnY0eor87zlcHNNDhcNNiclDj7qJum4Gz3IBSdnK+TMU+Y/myc0hInTrWOq6rm0ZNIsamnn0UuG3MbGs72W/uT+Fa2IBSFwf/3FDWfvwiT3UTbzTO45cpqvv+BX3PvriRXfPNC/v7zG/nhz7cxs62cjRdMP+W2fl+0pAZTjDwzRGY0jbCrPDMxSK8I8S+/+gBunx0pJd/5n7u57op1rypcEvv6KCaylJ9nhYvBYDhzznqH3TPBaHkxvBn9Y6OYTSb2R5Pcl+jm6zOW05vK0h6LUWmzc0FpCdt2P4Um4Tm/i4JmZpW/lgtLS3GbzbRHYuweHGauzcT8lhYUcebmKjqT4rt6iG49Tu1fvTQ6bGfPID//zuNMnyxj1qxqzBaVntEIw2qOpoUqigaza2eTGUmTGUuj53X0oo6jyol7WZAHdhzlwNZu6sq8/NU/XYbZYkLTNP7vD+7g4guWsnDOtFfEkA8lGPzeMzR+9V2vaL05XxgtL4Z3indKy4vBcM6qK6/g+EA/i0v8pIp1fKtrPzVOG0KBQ5kQz3X2E8kLhkWKzwTmsqG08sUD6wsTYTrHQsyxqsxrajpvCxcAz5JGhEmh9+sPU/fFi1EdVloba1h+1XRSsRz7+qNYrCYu+8JCRttD/Pa/t2JxqiSXuaidVUbThiZ8AQfDYzHuvn8fvd/ZRbXfxRe/uJHGaeUAZHN5/v17v+BD111Ca1PtK/afOjrC6O3PU/+Vy8/LwsVgMJw5RvFiMJxCa00th3u6WVFeii1kIi1NtHhczPK6GMwleWL8ed4jA1xYVoWUkt5kmr2hSYqZDDMsgjmNjajq+T/su3tBPdZqP73/NtVZ1jmtgis3ruKO+56EqjyXrV/Lw7/eA8Cij1ZidZqpb2ziRHeIHffuJhbLEBuMUel18fnPb3ixaAFIJNP8+62/5C8/et2rLhWFH28nfWSEpn+5BqEac/0YDIZXMi4bGQx/hKZptPd001RTx9FwhHAuT1woTPe5mTy4nzwC87SZjKfSmLUiVQ471kyS6XV12K3Wsx3+W0pqOkM/fBZLuYey66dahvceOsZDT2zji598P1oebv3f95DLFGlsbMBsMWGxTj3mLqmnaXr5K7Y3EY7y7R/dyZc+9UECvpcGm5NSMvzfm7GUeyi9duHb+h7PBOOykeGdwrhsZDCcI1RVZVpdPcf7+6j2+ZlVGqR9PMTgZJROkx2zgLZ0mrkeJ06pEUvEaayp/rMrXACEqlDzl+uJbD5G7789TO1fXczCOdOor67g3793Ox95z6WsvnzqFunXOlAXixoPP7WNA4e7+McvfBTHy0Ya1tJ5+v7jUUqvWYB7ft0Zf08Gg+H8ZRQvBsNrsFkszGluYTIep2eonxKrjenVFaRGhnFoGq0OM4lEFFdJCXVlLWc73DPOf8E0HNMq6P/W41grvZRdv5h//dLNfP9n95GIhVk2r/WUPxdPpLj7oWcYm5jkiotWcs2la19cVoxnGP/tHnL9k9R86kIs5caw/waD4bUZxYvB8DqEEAS9XoJeL6lMhoGxEdx6HgCfy019ReVZjvDtZa3w0viPV5EdjDDys21omQI3vWsFv9yxiQef2cWeYyPAVN5qKssYHgshgPdetZ6aqrIXt5M8OEjokYMoNjNl1y3EVh88S+/IYDCcb4zixWD4EzjtdqbXNzDa24cAvC7X2Q7prLHV+Kn9wkb0bIHQQweYtTPOLLOPppoqrNV+LFVeJs063jmzMUWy5HYOMTh4CC1TQOaLOGZUUvfXF6NYja8hg8HwpzG+NQyGN8C4cfclis1M2XsWc6QsBUDFwmXkhiLkhiLYBiPkEFDjxzmjksDGmajOP78+QQaD4e1lFC8Gg+EtZXLbME2vxDn9nXU5zWAwvH2MARQMBoPBYDCcV4zixWAwGAwGw3nFKF4MBoPBYDCcV4zixWAwGAwGw3nFKF4MBoPBYDCcV4zixWAwGAwGw3nlrBQvQoivCiGGhBD7Tz4u/yPrXSqEOCaE6BJCfOXtjtNgMBgMBsO552yO8/IdKeU3/9hCIYQK/BewERgEdgkhHpRSdrxdARoMBoPBYDj3nMuXjZYCXVLKbillHrgTuPosx2QwGAwGg+EsO5vFy2eEEAeFELcJIfynWF4NDLzs+eDJ1wwGg8FgMLyDnbHiRQjxlBCi/RSPq4EfAM3AfGAE+NapNnGK1+Rr7O8TQojdQojdExMTb8VbMBgMBoPBcA46Y31epJQXnc56Qoj/AR4+xaJBoPZlz2uA4dfY34+AHwEsXrz4jxY5BoPBYDAYzm9n626jl8/Ydi3QforVdgGtQohGIYQFeD/w4NsRn8FgMBgMhnPX2brb6D+EEPOZugzUC9wCIISoAn4spbxcSlkUQnwGeBxQgduklIfPUrwGg8FgMBjOEWeleJFS3vhHXh8GLn/Z898Bv3u74jIYDAaDwXDuO5dvlTYYDAaDwWB4FaN4MRgMBoPBcF4xiheDwWAwGAznFaN4MRgMBoPBcF4xiheDwWAwGAznFSHln994bkKICaDvbMdxnioBQmc7iPOYkb83x8jfm2Pk740zcvfm1EspS9+unf1ZFi+GN04IsVtKufhsx3G+MvL35hj5e3OM/L1xRu7OL8ZlI4PBYDAYDOcVo3gxGAwGg8FwXjGKF8Mf+tHZDuA8Z+TvzTHy9+YY+XvjjNydR4w+LwaDwWAwGM4rRsuLwWAwGAyG84pRvLxDCSEuFUIcE0J0CSG+corlQgjx3ZPLDwohFp6NOM9Vp5G/6UKI54UQOSHE35yNGM9Vp5G7G05+5g4KIbYLIeadjTjPVaeRv6tP5m6/EGK3EGL12YjzXPV6+XvZekuEEJoQ4vq3Mz7D6TEuG70DCSFU4DiwERgEdgEfkFJ2vGydy4HPMjXL9zLg/0kpl52FcM85p5m/MqAeuAaISCm/eRZCPeecZu5WAkeklBEhxGXAV43P3pTTzJ8LSEkppRBiLnC3lHL6WQn4HHM6+XvZek8CWeA2KeU9b3eshtdmtLy8My0FuqSU3VLKPHAncPUfrHM18As5ZQfgE0JUvt2BnqNeN39SynEp5S6gcDYCPIedTu62SykjJ5/uAGre5hjPZaeTv6R86azUCRhnqC85ne8+mDpx+y0w/nYGZzh9RvHyzlQNDLzs+eDJ1/7Udd6pjNy8cX9q7m4GHj2jEZ1fTit/QohrhRBHgUeAv3ibYjsfvG7+hBDVwLXAD9/GuAx/IqN4eWcSp3jtD8/OTmeddyojN2/caedOCHEhU8XLl89oROeX08qflPK+k5eKrgG+dqaDOo+cTv7+E/iylFI78+EY3ijT2Q7AcFYMArUve14DDL+Bdd6pjNy8caeVu5N9NX4MXCalDL9NsZ0P/qTPnpRyixCiWQhRIqU05u05vfwtBu4UQsDUfEeXCyGKUsr735YIDafFaHl5Z9oFtAohGoUQFuD9wIN/sM6DwIdP3nW0HIhJKUfe7kDPUaeTP8OpvW7uhBB1wL3AjVLK42chxnPZ6eSvRZw88p68S9ACGAXglNfNn5SyUUrZIKVsAO4BPm0ULuceo+XlHUhKWRRCfAZ4HFCZ6k1/WAjxyZPLfwj8jqk7jbqANHDT2Yr3XHM6+RNCVAC7AQ+gCyG+AMyUUsbPVtzngtP87P0TEAS+f/IYXDQmzJtymvl7N1MnHgUgA7zvZR1439FOM3+G84Bxq7TBYDAYDIbzinHZyGAwGAwGw3nFKF4MBoPBYDCcV4zixWAwGAwGw3nFKF4MBoPBYDCcV4zixWAwGAwGw3nFKF4MBoPBYDCcV4zixWAwvCFCiKAQYv/Jx6gQYujk/5NCiO+foX1+QQjx4ddYfqUQ4l/OxL4NBsO5wxjnxWAwvGlCiK8CSSnlN8/gPkzAXmChlLL4R9YRJ9dZJaVMn6lYDAbD2WW0vBgMhreUEGKdEOLhk///qhDi50KIJ4QQvUKI64QQ/yGEOCSEeEwIYT653iIhxGYhxB4hxONCiMpTbHo9sPf3hYsQ4nNCiA4hxEEhxJ0AJ0eSfRa48m15swaD4awwiheDwXCmNQNXAFcDtwObpJRzmBq6/oqTBcz3gOullIuA24B/O8V2VgF7Xvb8K8ACKeVc4JMve303sOYtfxcGg+GcYcxtZDAYzrRHpZQFIcQhpuaTeezk64eABmAaMBt48uRcRipwqklAK4EjL3t+EPiVEOJ+4P6XvT4OVL114RsMhnONUbwYDIYzLQcgpdSFEIWXTRKoM/UdJIDDUsoVr7OdDGB72fMrgLXAu4B/FELMOnlJyXZyXYPB8GfKuGxkMBjOtmNAqRBiBYAQwiyEmHWK9Y4ALSfXUYBaKeUm4G8BH+A6uV4b0H6mgzYYDGePUbwYDIazSkqZB64H/o8Q4gCwH1h5ilUfZaqlBaYuLd1+8lLUPuA7UsroyWUXAo+cyZgNBsPZZdwqbTAYzhtCiPuAv5VSdv6R5eXAHVLKDW9vZAaD4e1kFC8Gg+G8IYSYBpRLKbf8keVLgIKUcv/bGpjBYHhbGcWLwWAwGAyG84rR58VgMBgMBsN5xSheDAaDwWAwnFeM4sVgMBgMBsN5xSheDAaDwWAwnFeM4sVgMBgMBsN55f8Di1nGXu06hrkAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 576x302.4 with 7 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"raw_clean_blink_taa = model_blink.apply(raw, taa=True, copy=True)\n",
"epochs_clean_blink_taa = mne.Epochs(raw_clean_blink_taa, events, event_ids, tmin, tmax, baseline=(tmin, 0), preload=True)\n",
"epochs_clean_blink_taa.average().plot_joint(ts_args=ts_args);"
]
},
{
"cell_type": "markdown",
"id": "90bb7466",
"metadata": {},
"source": [
"Topography has now shifted ever so slightly, not really noticable."
]
},
{
"attachments": {
"image.png": {
"image/png": 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