From 803a86ede2f0cfdf53ede13bf7b36855e135fd08 Mon Sep 17 00:00:00 2001 From: Jan Fousek <jan.fousek@univ-amu.fr> Date: Mon, 7 Jun 2021 13:26:49 +0200 Subject: [PATCH] first two notebooks --- 1_TVB_First_steps.ipynb | 797 ++++++++++++++++++++++++++++++++++ 2_TVB_BOLD_and_Stimulus.ipynb | 177 ++++++++ dataset/seeg_588.txt | 588 +++++++++++++++++++++++++ styles/custom.css | 5 + 4 files changed, 1567 insertions(+) create mode 100644 1_TVB_First_steps.ipynb create mode 100644 2_TVB_BOLD_and_Stimulus.ipynb create mode 100644 dataset/seeg_588.txt create mode 100644 styles/custom.css diff --git a/1_TVB_First_steps.ipynb b/1_TVB_First_steps.ipynb new file mode 100644 index 0000000..44ba397 --- /dev/null +++ b/1_TVB_First_steps.ipynb @@ -0,0 +1,797 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "934aa15f-416d-4be3-a40c-54430d67e638", + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "markdown", + "id": "d5222ca6-7fc7-445e-bee9-c4d6655a326f", + "metadata": {}, + "source": [ + "# First steps using TVB\n", + "\n", + "**Summer School in Nonlinear Dynamics for the Life Sciences with Applications to Neuroscience and Psychology May 31-June 11, 2021**" + ] + }, + { + "cell_type": "markdown", + "id": "bb551ee9-2201-45e8-a618-466c17f0e1a8", + "metadata": {}, + "source": [ + "# Brain network modeling with TVB\n", + "\n", + "***\n", + "\n", + "Components to be covered\n", + "* node dynamics\n", + "* connectivity \n", + "* coupling functions\n", + "* monitors\n", + "* integrator\n", + "* stimulus" + ] + }, + { + "cell_type": "markdown", + "id": "5ff304cb-6a45-4702-ada7-f77cdbdd3ab5", + "metadata": {}, + "source": [ + "# Objectives\n", + "\n", + "Here we:\n", + "\n", + "* Build a brain network model using subject-specific structural connectivity,\n", + "* Simulate resting-state activity,\n", + "* Characterize the resting-state activity by calculating the functional connectivity (FC),\n", + "* Extract the resting-state networks (RSNs)." + ] + }, + { + "cell_type": "markdown", + "id": "19431254-3d08-4494-bcc8-334a85940038", + "metadata": {}, + "source": [ + "# How to do it with TVB?\n", + "\n", + "***\n", + "\n", + "In the first part of this tutorial, we presents the basic anatomy of a region simulation using The Virtual Brain's scripting interface.\n", + "\n", + "The first thing we want to do is to import the modules we will need for a simulation.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "0fdbb147-7308-4a04-aefb-5f213dbe722b", + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "import os\n", + "import time as tm\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from tvb.simulator.lab import *\n", + "from utils import plot_connectivity" + ] + }, + { + "cell_type": "markdown", + "id": "0ab97023-041b-4de4-abae-b9f48c923c2d", + "metadata": {}, + "source": [ + "A basic simulation of TVB consists of **5 main components**. Each of these components is an object within TVB:" + ] + }, + { + "cell_type": "markdown", + "id": "e9080251-e76e-40d5-9cb8-8e2eb85d5a1f", + "metadata": {}, + "source": [ + "### Connectivity\n", + "\n", + "\n", + "We start by loading and visualizing the structural connectivity matrix that represents the set of all existing connections between brain areas. Having loaded the default dataset, we can then alter the speed of signal propagation through the network:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "93eba2df-17d7-4569-843f-6f3cd2db8bcb", + "metadata": {}, + "outputs": [], + "source": [ + "# Import the anatomical structural connectivity.\n", + "conn = connectivity.Connectivity().from_file(\n", + " os.path.abspath('dataset/connectivity_76.zip')\n", + ")\n", + "nregions = len(conn.region_labels) # Number of regions\n", + "conn.speed = np.array(np.inf) # Set the conduction speed\n", + "conn.configure()" + ] + }, + { + "cell_type": "markdown", + "id": "ec9effa4-3e07-4d93-9de8-166eb3bcb076", + "metadata": {}, + "source": [ + "*Take a look at some of the properties of the `conn` object: `weights`, `delays`, `region_labels`, etc.*" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "9e875f3a-3dba-4fe6-bd91-a86c9be9bd8d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<table>\n", + "<h3>Connectivity</h3>\n", + "<thead><tr><th></th><th style=\"text-align:left;width:40%\">value</th></tr></thead>\n", + "<tbody>\n", + "<tr><td>Number of connections</td><td style=\"text-align:left;\"><pre>1560</pre></td>\n", + "<tr><td>Number of regions</td><td style=\"text-align:left;\"><pre>76</pre></td>\n", + "<tr><td>Undirected</td><td style=\"text-align:left;\"><pre>False</pre></td>\n", + "<tr><td>areas [min, median, max]</td><td style=\"text-align:left;\"><pre>[0, 2580.89, 10338.2]</pre></td>\n", + "<tr><td>areas dtype</td><td style=\"text-align:left;\"><pre>float64</pre></td>\n", + "<tr><td>areas shape</td><td style=\"text-align:left;\"><pre>(76,)</pre></td>\n", + "<tr><td>tract_lengths (connections) [min, median, max]</td><td style=\"text-align:left;\"><pre>[0, 55.8574, 138.454]</pre></td>\n", + "<tr><td>tract_lengths [min, median, max]</td><td style=\"text-align:left;\"><pre>[0, 71.6635, 153.486]</pre></td>\n", + "<tr><td>tract_lengths-non-zero [min, median, max]</td><td style=\"text-align:left;\"><pre>[4.93328, 74.0646, 153.486]</pre></td>\n", + "<tr><td>weights [min, median, max]</td><td style=\"text-align:left;\"><pre>[0, 0, 3]</pre></td>\n", + "<tr><td>weights dtype</td><td style=\"text-align:left;\"><pre>float64</pre></td>\n", + "<tr><td>weights shape</td><td style=\"text-align:left;\"><pre>(76, 76)</pre></td>\n", + "<tr><td>weights-non-zero [min, median, max]</td><td style=\"text-align:left;\"><pre>[0.00462632, 2, 3]</pre></td>\n", + "</tbody></table>" + ], + "text/plain": [ + "<tvb.datatypes.connectivity.Connectivity at 0x7f143a9d2d68>" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "conn" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "1ecd718c-a5d5-49b0-84b7-91a3a5490d19", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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d9syD/tw32PPVcMzO+DLMsznXZVEpYuugWBTgLxzqsl/yZ5e9ySYu+5rlXfYI/nMA4H72ctmkt/zjeclGx7tsBb4Oxxx81a0uG3PChi6LXke98c8vwDp84LKbOcJl0WMcHQfi848KWJ9lG5cdz9XhmG2Z47JtbI9gS80VGqPc71ioaXneO6V0HHA6cDDwENltGReYWfAdVkRERJYimi+IiIi0IE1yYSFPwdLjZvab3J9/ApwHvA18msu2JvtpxJ1k91F+ASyE4DK5iIiItHiaL4iIiCyZGlXeuKiCJeB/fPdNfxfglZTSB2Y2OrffLmRvSjwfuDSl9E5uzLIVSoqIiEjpab4gIiKyZGuKdyzkLVgCnjez/YDPIbtZKaV0HXAE8IeU0nxgjZTSO2a2ipldCsHNT2RNz7lJxmiY1QSnLSIiImVU8vlCnbnCnM9L+sGIiIjId5riwsJXwCCydZ1+D/zAzGpWhPwbcDG+hugj4MPcnz82sw1SSlNTSqcA60YHqdv0rHUhREREWpiSzxfqzBXaaVUIERGRcmmKtxHWFCztCt/eH3kwQErpGzPrk1KaZ+ab8nP+AFxoZnPJ7pl8bHEH7L/JZ4weWbdRv5g2/XyrRdRXaJM/gE3zDbnn9PUfc/WnBR0675iNWXGgmONE516M6OOsXq2wfYeOi1cqsWnVLkufFnae0ccIhKsgxKs1FHSYTIHPcaGPBxCv4tCYFRzy7JuODj72G7SKiog0ifLOF1YG6i0csPVu/3CbPRes/gBAP5/PvjbYdvVo33jI9173fZPLV/t3Vsw4bhW/89Q8j8sq/vvbkAevcNngPf3KCO2CpnSA6cHyBndxgMtGPLO/3/nfwYAPhIeB9X3U5qz/uWw0/V02fWrHcMjuyX9MR11yR0HntPqz74VjXvvVsT70ixNwaX+/3desEI4ZfUxRc35HprvsgDl3hWNu2c6v2H43g1z2+jN+iZG/D5zsB4wX3oB1bnfRpIuDJVd6B/sGL22APSc/5LIe3Sb6Dfv61/uEmT3DMScu08NlO73kVzc5ZeD5Lls7WO0A4E02dtmJXOWyO8cc6XceHwz41/AwsI6P2pzmPzfuZ2+XTaZrOGT3Ez50Wf9b3vYbPuqjze58Lhxz/II1XTZrxrIu+8tKh7ss3+oV0WM8lc4u2wB/7hvzZjjmXNqGuTStRl1YSCkNz/3x77Wymq8MV5tZZ+D83CRgmpltlDumkU0O2gInpJQGm9mzwDUppeCrv4iIiLRUmi+IiIgs2UpSfFSrpOkAYJNaRUttyVqdD0opzckVLy0ws+8DDwK7ApooiIiILAU0XxAREVkyNMlyk3mMBO6vmSQApJTmAgtSyt6nllKan1JKwOFk91VOMrO1o8FqFzJ9/kUJz1pERETKqcnmC3XKG/+n8kYREZFyKeWFha/IipbWqwlyP4FonfsdM1vGzDoA2wLVwBrAUdFgtQuZuvjbbERERKRlarL5Qp3yxhVV3igiIlIulv0AoIkHzd7aOBV4AbgImE1228UVQFvgFOBroA3wPDAvpXRnbt+/A3ullBbkG79qU0ujRxZwHvkKHYMivKgUMRwzTwlgoaWKxQhLBKPjF1hAmHf/6NiN/XiissFC5SslbOoCwzxjFvxaaGRhaKHPZd79G/n6KlTqGxx7nAodpaUZOiZbVUgqSSnnC7ZmVaJ6dJ1s+f38uxjmz28dntvsv3by4XHVwZY+2zw9E445NWiuOyEofjv1kqtddsip14djjmJzl7031JdEslew8+ggA7g2yIIiv5FDtnXZ5fzCZV0JigGBVfBvQY3K1w6fcLfL7um5ezjmcQv8yc+d7YvbZgz3F57uPmGPcMyfXvV3ly0/yL+W9u1wr8ueZIdwzLOD1dWjIr7HJu/ssrDUkLgM7x3zpYg8V+2izbby5XwT6BUe5/NbgnyQL0al+44u+sFnT4VjRud+KLf67C7/GP/mgHjOG5UAjrxxH3+aR/lSw0mj1grH5LQg+62PntxtS5fdzBEuW45Z4WGiz5l1gkLJw9/znxuv9tkgHHNPHnTZfPzXv0m3+4/9yYP9xwOw/TO+MHTrgf61sAf+dfh3fhKOORQ/x3yEXV12Owe5rB1zwzE3DIoeR9ob0dE1V2iEkrxjIaU0PKU0IqX0JTCEbHIwn2yCMBf4E7BCLtsGuM/M3jeza4A5QPtSnJeIiIhUDs0XRERElgwlKW+E4guZgLEppZ+b2RlkCxCNKdW5iYiISGXQfEFERKTlK9mFhZyRQNv6hUxmVqeQCcDMNjWzK4BvgLH1BzKzwcBggF6rlfisRUREpJyaZL5Qe65A5/ht3CIiItL0Sn1h4dtCppTSu1C3kCk3aaj5CcTrKaWT8g2UUhoGDIOsY6HE5y0iIiLl0yTzhdpzBVuzSnMFERGRMin1hQWA84GLzKx2IdN5wPVmVlPIlPeCQmTMG6tiqw1u+BlFBXmf+iguxwv2BSwoGmmsgo8fFBDatGA74Jy+hRUTRo9HUQWCjS1VbMYxm/W5LGr/8oiKGm9N41x2qPUtx+mIyJKraecLM4GX6kYz1g9Wing0z/6rR2F1QdnL70bbwVrrveWyf/Ijv+GVPnr21G3CMT8es74PB80Lt3X6tonzrYPskNkFDRmV8C1D3Mc9nt4um0w3l23b858ue591wjG/vMC/rXWnM31p3eO7+OK4d1nPZQDs4q9RzRjrX0uPbeWLFqMiPICHD/ZldKMWDHDZwgc6uGzW0cuFY06dUeCyaVN9NJd2Lvv89jzv+on+99DRFzUy6RMXvfhx/Do+cA1f1DiWfn7D4PN17AHBdsSvkS5H/ddlvZjgd/ZPBQCTdvDP5wa7veqy1sFrvltQyDiL+Lkcz5ou+4weLtu1zyMum0LXcMxP7uvjsgP3vcllf99rBZd9QfzaWmug/5o2nY4uG8v3XPbC5LgQ8tlu/jUygZ4um/S6fy7W2PTf4ZjROUnTK9lykyml4cCLwAVkLc/tyCYJy5CVMs3IZScBbwOfm9l9ueWkREREZCmg+YKIiEjLV5J3LDSiiOl0YB3g9VKcl4iIiFQOzRdERESWDKW8FaLYIqa/AJ2AC6PB6hQysVIJT1tERETKqMnmC3XmCsurvFFERKRcSnYrBLWKmGqC2kVMub8vY2ZGVsR0GPAGsG40WEppWEqpKqVURZ77kURERKTFabL5Qp25wrJBn4KIiIiUhKXU9KXJubc2TgVeAC4iu2eypoipLdk9k7WLmO5IKe1nZl2BP6WUDlnU+FWbWho9suHnVx0sV1kdlTdO849NWjkuPyy0XC8qQMwnOs+hJSgWLOac6sv3cUdjRh9PJHouij1+UyumuLLQx7OY57eo4sxm8vO0YphfY/8r85mIRIaOyS5MSyUp5XzBNqxK3Dq6TrZ7/3vcdiN+vH88QD8fbX7+My57+d2BfsP1q8Mhtwtegk8ds7vfcFCwc1DoCMDPfHTJnse7bGPedFk/v7o3AGPo77J1eddlA/mXyzoy3WXjHvt+eBx+G2S+7w/uDbJ8XZKjffSbM/330FFBO98zH/jyRYBhax/mssEf/MVlP13bZwtoHY55313+pXvgAb5Ir3PQtHjF2CHhmJ/3W95lXe1Ul7WZ+iuXHd35Bpddc4TfDgiLTTf73XMue/XjoAGx9xPhkAemz1x251VH+g2jnuix4ZCwrY+u3nSQy74XDND/q/guqydX8p/vmzPKZdHnRme+cNkzz+wSHifsiY0+N/7qo1arzwyHjIpAf3fsaS6LSjNHE3/7PD/4JP4Vf3LZ0fjX1xesEo55zbv+dffz9fyYyzHLZReP+79wzHm++5G2HaN5tOYKjVGSWyFyRUw1jg42Obze3/fL7TcFWORFBREREVkyaL4gIiKyZCj5cpNm1plsCam5ZK3Ol+aO+yuypue2wInAZbW2OTOlFCyGIyIiIksazRVERERatpJdWCiy6XkloGNKKXhD37fjfVvI1KvAt9SLiIhI5SrlXIHuKm8UEREpl1K/Y6HQpucvzOwhM7ue7CcRp6eU6tyYnVIaBgyDrGOhxOctIiIi5VGSuYJtWKW5goiISJmUclUIKKLpOaV0R0rpGOBZYO8Sn5eIiIhUBs0VREREWriSrAoBRTc9/x/ZvZUzgG7Ar1NKE/KNHa0KEa3gQN/qeIBxefJ6ohUgilkJoBQrRURjNmZVh2IUswpB2c4pet4jeV4LhT5vpVgVorGPZ6WtCpHfskH2TdnPQpZ2anquRKWcK1inqsT29ZYICNrs+/w5bn9/7/VNXbbWpm8t8uOp0ZuPwvwp80sWtJ/+C5ctmO/fUDpvdLzyDo8G2V5BNslHex5wZzhktILEdRznsqiV/eMN1ndZp3Hxck9btn7BZdEqCJsE53Pqk1eHYw7c3j8gzzwZNO/3DuYPj8YrfzE+yIKVKjb46FWXbcvT4ZBPB0sWvPPwZi7bfTe/ksk9M38ajnlHhwNddpT5VdzHpVtdttGdH7psxIHbhcfZ/yt/Tt9baazLNuRtl83Ps0rG8I/8SiaRR9f0qzLs/KVfrQXAgsURzu95istOv+FSv+Fa8fH/tt2PXbYt/3TZ22zoslWCVSEuIF7hox1zXXYQd7jsewtec9mKL80Lx3x9qz4ue4TdXHYHB7nszTs3D8f8+EC/rO8a733uNzwz2DnfpeFoMbF3gix6efrFRTJ+0RLsNq0K0dRK9o6FlNLwlNKIlNKXwESg5pXXCdgTaE82eXgdWA7oT1bG9OqiJgoiIiKyZKg9V0gpHQ18CaxMtrTk8sBHZPOHRLYixO+AgcB0wP8vSkRERJpFSTsWapUy7Q5snVIal8u3B35X6++9gSdSSn4xVREREVmiab4gIiLSspV8uUmyUqb3gf8zs2nAebm85u//InsL5A5mdi3wZErJvcdKq0KIiIgs0Ro9X6izKsRyWhVCRESkXMpxYeGr3O+1f+JQ/++9WcxPILQqhIiIyBKt0fOFOqtCdNKqECIiIuVSjgsL+dT8BOJ9wgqc/Ma8sSq22uB6aXXB+0eljJFiyvEaW/hXLqUolCz0OKUpNSzwuaR8RYmleI6b+3XTOCpqFJFGadh8oTMwqG7UaRdfIvjer31JI8Dy1b6A7ASuctk/+ZHLRhyzfzhm++lbumx2x8v9hp/81me7jArHZJcBLnpyoD/OBHq67PCJd8djBrPDc5c532W9Ov3HZcuP9o/bgvlxYd+I24LHKbpkdEOQnRUOyTO/9UWNNx7sy+im09Flp14bF0Le+uZ+Lju0o38pTl7QzWVftO4cjvlOG1/U2GaSb62LikDbR48HsN+J/pyO4gyXvc86Ltuojy9v/EPYuAerrORLCI/gZpe9y3ouu+Sy+IkbfqAvbzy+6yUu68h0lz3WaedwzM07+c+Z0z+61G/4XrBz3AfJPiuO9OFtPnrnUl/euCW+rPQzeoTHefz5PV02rOPJLttuoxEuO2wrX84J8Bj+cbp2gS9l3bC1L9185cC+4Zjfv3+cy17dewOXbXayb1+c3S8ckls7HOKyY0YHD7L/dAPfK5pZkCeXJlXSCwsppeG5P46ol1fX/NnMOgN/AOaZ2dXAYymlB0t5XiIiIlI5NF8QERFp2ZrtHQu1ipoOADZJKb2Ty5vzXRQiIiJSQTRfEBERqXzN/U15JNA2pfSOma1C9sa2WeDft1WnkImVyniKIiIi0swKmi/UmSt0UXmjiIhIubRq5uN/BXxsZhuklKamlE4B1o02TCkNSylVpZSqYLmynqSIiIg0q4LmC3XmCit1KftJioiILK0speYpTc69tXEq8DxwITAXWAi8mVK6ftH79kjfvnlBlhqVWIYpIi3F0DHZhWlpaRo6X7A2VYmOo+uGvtcPnsgzwHPB/OiBoDD4ymDfoGcMoM36vpxv3uy2fsPVLwiOXR0PGhxrp3t89cTjo3wZ3PJ9fdEiwIxJq7hs67X9A3U257rsOo512br4kkeAD1jbZW+ysctu4kiXXRy2PMJ9y/rit+pvhrhsFL70cg7BcwH8Jygh/OSkPn7D2cHOz4VDwrVB9kCQBa/Pvm++Eg457vnv+3Drahdtnnzh6KCgfPH454eHx2nf90uXzX6ik98w+tw6Lf5/x9Nrb+Gy6LVw0sO+ufKU3XyxKMAc2rksKsPcEF9WOJ41wzGj192f+JXLdp7zmMvebucLHUfTPzzOm2zisq9ZwWVXLTjBb9fabwew+hhfuvlkf1/0ei++rDT6XAd4gh1cFhXFrsJUl93A0eGYx3Kdy5Zllsuuxn/s0XMJsB7vuuxU6xpsqblCY5T9HQtmdq6Z9c0VNc0H9kwpDQamk92a0d/M/CtaRERElgo1c4XcXycBq6SUpgFTyOYubYFpzXV+IiIiUlfZOhZqlS/tDtxd7992Az5NKZ2V+3t8yVhERESWWJoriIiItEzlLm8cSbYOdc2a1D3JVhzdCHiqZqOU0tz6O6q8UUREZKnQNHOFVipvFBERKZdy3wrxVe7336WUjgOuyP39LfjuJqPopxAqbxQREVkqNM1coZXKG0VERMqluZebBCCl9LCZ/cHMrs5FTwL35dt+VT5jML7Ir77qT5voBGuPuVqcDx0XlNH0rXZRVECYb8zwOPiywmjMfGxaYWWdaeWgoCoaL0954jkFPD/55HvewnMfF2wYPO6MC7I8oo+9mJLI6GOPXh/n9PXHiZ5fID7/6OMUEVlCFTtXoBNwUL0sanCakWf/qf5r9CGn+q7IZ0/dxmUfH7h+OOS8QSv6cJdRPouKGvcKMoCOPt8ZXxy34QBfahYV9gEsWNtPDxfQ2mW78bDLPh8VvFNk9ajVEHiivc+CUsMf3DDWh76jMXOWj2YFP5DqwUSX3bjxieGQp7zpywEvff90v+GlPtrs+ri98dUVtvbhAz7a7s8jXPbk83uEYz631WYu2wa/7aHc6rKfT7nFZX/e6pfhcd772JcQ/nzfP7lswr6+xG/EhfuHY244xL8+7+IAlx2ym/8cnB+8NgE25g2X7cojLltjeFBi6nsOATjo1Ntd1uk2//q+8pCjgvN502W3clh4nBef386Hq89z0dw1/B1h0ccI8OP+f3NZR6a7LCq4HE/vcMxD3vNfgv/Rx7+2d/y3/zzYfv24OfdpfLnogRN8Ie0OPZ90WZdL8nxBn+mjU/PNuaXBynZhIVfWCDCiVvZorT+fUX8fERERWXporiAiItIylX1ViNpqtz6b2T5m9nJzno+IiIhUFs0VREREKl+zXFgws0Fmdhvwi1rxnsDtZvbDPPsMNrPRZjbar2QqIiIiS5LGzhX4Jnh7s4iIiJREc75jYSS5u9HMbDVgOnAbxDcb1S5kUnWjiIjIUqHBcwWWVXmjiIhIuTTnhYWvav15ENAL+D3wAzPTepIiIiKiuYKIiEgLUAmrQhiwVUppVwAz+wlwMHB1vh0+Y1WG5papXpTqPCsTRKswFLraQr4VC4auVr3Y8ymV6OMpZkWMQleAKEZ0/EIf93zPW2OU4mPMJ/rYG/v6CFeqUJutiCw9ip4rMAXf0h8V9HfMs/8qfjWfUWzuso/HBCtA/CzPmI8G2S4DfHZbsF2w+gMA033+Gt9z2R2T6y+RAfO7xW36qwSV+NHKCj/iny67e5nDXfaD1V4IjzPx8B4u+3h1/3gevtE1LrvluJ+HY/KSj6YHT3KUsUM85MPs6sNHfXM+F6/pold/Fqz+ANA3yH7ro6cu3t1lLw3cNBzyOo4LUj8pWY7gpuI5PurGlPA4U7p3c9mbbOyyyXT1O+8Xr07WZaJv89+5h1/dJFopYgBx7Uo3JrtsCv7c1+gU3DbVJxwyXLFgn74jXbYDfsWDaAWGbXg2PtBWPopWMjmW61zWj9fCIR8JXsftgif+m+BzfYsJr4djps4+68kEHwaLNUxn5XDMLQm+XgSrdHzR0x+8y255VoV4J46laTXLhYWa1mcz2xxIwMtmdgfZOygeTinlnyiIiIjIEq/2ChFmdi7wGzOrBtYlN19oplMTERGReiqpvPEPwKGAvzQrIiIiSx3NF0RERFqG5rwVYiTwfq2/DwHmApdHG5vZYKi5/0G3VYqIiCwlCp4v1J0r9CrDqYmIiAg074WFr+r9/cKU0rh8G6eUhgHDAMx6xDdoiYiIyJKm4PlC3blCleYKIiIiZWIplf/7rpkNAqYCVcC9wH7AvYu6sFB3/x6JAsob84lKGcPjrFaecrxCzyef6DxLMWZjleJxb+zHWSibFnye9K0uy7EBGBccq5zHF2nxho5JKVU191lIcRozX2j1vX6p3dNP1cmqVhrjttuDh8L9hzx4hQ/HBhsOmueiS9Y4ORzz1Gd8hdSTA7d02YUMcdnO+CI7iIsab7OgRXj8mS5q3/HrcMzZM4KFvU9s76JT7j/fZZeOOd1lm/WPWjPhYO5w2b7c67I1JvhyvZt6HhiO2ZoFLhu0wV1+w+k+GvbZoeGYg1e91WV9PvNldjdxpMtmsEI4Zr/gxfQX/PGXCT6eaF+Ar4Nj7WU/cNkpqZ3L9uDvBY0HsNeTwWsxKM1c48x/u+w0Lg7H/AJfxHfOxItcdl6PU10WFRgCjKe3yzb/5Zsuu/rPg1z2NhuGY946x690O2d2W5ddu5IvF32WbVw2OSiTBNg1qJA5YuYtLms/Otg5T/HkSz186ecP7hrrN7zSR+muuAS9Y+fPXHZLO1/guuedj/udB4ZDQrBpVGb5Xp/VXTYX/1wAbDThQ5dZr+j/G5orNEZZOxbM7FwzezBXyPQS8MvcPz0C/J+ZxV9tREREZKmh+YKIiEjLUpYLC/XKl2aa2epkxUsjAVJKL0NweV5ERESWGpoviIiItEzl7FioKV8aRTZJWBPw75HKQ+WNIiIiS4UGzxfqzBV6+rfJioiISGmU81aImvKlCUA/4OVidk4pDUspVWX3vQT3/omIiMiSoMHzhdpzBevs79kWERGR0miuVSEOBhYA5wCY2bq5P29kZoNzrc7Ficrt8rBpBW4bVUPlKcxrTDFhWAyYT3D8c/DHrl4t3n3ouEKP5Y/T2ALBgksZ8zyXaWVfHBM9doVul885fYOCmuC1UExxZMHnWabCUBGRFqLB84U0ZRlmX9mpTvbcczu67bqNnBzuP3jPy1w2rHdcyljfxviCOAAm+WgCPV32+Kg9XbbhgLfDIe+YfJAPxwcFZr1/76LZu1SHY3JekHX30UVfneGyd/uv57Lz+W14mPVmvueyue3b+A19dyJdz4iftxs42mUHvnOTy2axbJDl+cHVFj567z5fhDdw63+5bIU8BZlD2/nv90NuDApDO/po832fCcd8+bGoDa/aH4cLXdb9tvqLr8B7h8Tv+jlre/+837C9f9x7M95l2+AfI4BNr/OvBV7z0cbX+s+tLpfNCMfs0tVP3qKixp8/70sRX9rKP78AY9v5stSz253rsh1P8YWlh1fd7QfcLjwMzAmy54PskiDL87+7nq9McNl/DvBff24+4Ai/88bxmK+/uYnL1rjNl60SvWSDzysA7gyyoBy094WfuOyxleIHdKOvfHmjNL2yXFjIlS9hZpsDZ5C9U+Jh4A9knxIGzAROAQaZ2R0ppfirhIiIiCyRUkrDzexcYB3gLLK5wl1AZ+A4oC1wPTAIgiUFREREpFmU5cJCbrmoHYDdga2Bd4HbgBWBR1JKI3PbtSWbLIiIiMhSRHMFERGRlqs5yhuHAHOBy8ne4vjt4sIppblm8TqpKm8UERFZ4jXdXGGlXiU+VREREalRzgsLNTdvXZhSGgdgZv2A/sBjub8HNwVmcvdRDsu261FEKYGIiIi0EE03V1itSnMFERGRMmmu8sYa1wN/MrM9gNbAX5v5fCpeVBiYr6ixUYoow5SmExVxAgyNyjRFRJYODZortOo2n+VOqVsiNuOQjm67/owJ928XtaeNDjbs68sG+60xNhxzzwN8K9nhE32h24l9r3TZIG4Ox5zfrbXLbvjKF+mFRY2PBhnAJ0He0UdtrvPZ8b+5ymWbjguK+QCCuP3MeT681ke7b/VUOOQLA7dyWUemuew/+JLJk9+Lu0BP2cV/oDvt+2BwnOkuG8WAcMwjFvjn866jDnDZi8/4MrqXL4tKGiE4fOjd4GPvvpNffGUu8TW8XvgSwElj1vIb9vdRVNgJwPpB5vsP+YC14/0jwZuWouc9Kmr8PWeGQz53oy+Avfko/3js+E5w8tFLIfqaAjAlyIKH7u2xPttwzXjIqfiVcpZhgctaM9/vnOd/jE+yg8uOXD9oX2zno5fWjAsyt1jmdR9u76O/r/Rjl+WbR3/R9+Iwl6ZV1vJGYES9fC5wYr3N46pbERERWWJpriAiItJylfTCQq1m55pVIO7iu1Ug2pI1Og8imzBcSba4ShfgmpTSP0p5biIiItL8NFcQERFp+UpyYaERzc6n5rY5HagzWVB5o4iIyJKj1HMF67l6Sc9fREREvlPKdyw0pNn5QqA94G6EUXmjiIjIEqdkc4XWm/XTXEFERKRMSnlhoSHNzkNSSjNKeE4iIiJSOTRXEBERWQKUe1WI0q0C0be68G2DFQ/Syn5N7Gi1haGcU/BhbLXCt22MoeMK/6FM9HE2hhXxeEQrWkSPUb5ztGn+4yz44yni9RE9x+f09ccp5mM/h2D/8HmrjvcPjl/Ma1EWb430M5d9bFqoRqQZNMlcoXWrBXTsML1OtnGHN9124+kd7j89WgYhWJ2ArX00ZkBQhw9sjD9+NBObMWkVly1YO56yrcIXLps9Yzm/4XnBztHqDxCvDHVakHXyUbQywv828CtnAKzYKVgBwhfsQ58g82X2AExkVZdFLfdvs6Hf+ct4TLbwUW/Gu6wHE132Gv3CIdvO9h/7lh1ecNmLq//I7/xonrmPL+gPXcgQlz3R1S9PsCDPfxMm0NOHF/hoUj+/UsQLZ/4gHHPWwGVdtnt7v/LHVZzgskEnxyumvMCWLruX/Vw2miqXPXedX/0BgOP883Zn3yNddseuR7nswwO7u6znV5PCw7SJVoXYwEcbRjW2+4RDciuHuSx6zb4cLV/xm3jMiznNZctWzXJZtyr/AV3HseGYd506yGWPbudXQjmXs1027sbvh2Oee5TfFu4Jt5WGa1WKQVNKw1NKI3Ljn2FmfzWzQ2v+Ofd7a/j2f1u/TykNAtY0s9lmtnwpzktEREQqg+YKIiIiS45KKW9sb2bLkt1X+WgpzklEREQqh+YKIiIiS45KKW/8G3AQ0AGC99ChVSFERESWQCWbK7Tu1aOEpy0iIiK1leRWiJzahUxHpZSeB94iK2QC6hQyPU82EXgw32AppWEppaqUUhUE9w6KiIhIS1OyuUKrLkEBgIiIiJREJZU3bp1SmmdmhzTZ0aLyoTyiosbixvTFhIVq6kLFphgzejyqP23UkKGo0DHvto34mIo5TlQoGRVk5i2ZbMT+1XnOKXrshxb6mpWCxEWNmwXZq6U+FZGlXZPMFRbSilkL6v4gYkJrXzp3PFeH+9/FAT70vW9wyGwXrcu74ZiH8ReXnbvM+S7beu0nXLaA1uGYs6IftpzY3me+N46onxKIixov9lnyvZFcx3EuO7Z11HoJW0dfT32XHHTz0by4H5PdeMRlR868yWVRQeakAXneEbuyj96dtp7LBjDKZYdxazhk+6AoclYH/1z+eO37Xbbg/MJfC88F2x3PVS7bYaYvSpzeIX48fs0ffRh8bvQ94BWXhQWmxAWbUbfeeQPOdFmn4f5zEGD3vv5jOnCDji47u8O5Lrvh2OiFCHf3Ptxlaw14y2/4oY+iYtMpK8UXQFf7LHiBREWNXwWZ7+EE4OwF/uP8dWv/XI5e4MsseTwes/+BY1x24MTg2u8NPtru6BfjQS/00S7/9R/8uoP2dtm9R0VfpOFg7nDZ6pwUH18arCQXFlJKw3N/HGFm55rZGWTvjngY+BVwCVmf78HAcLL7K3c0s2+A+7WMlIiIyJKt9lwBwMzOBdbhu/nCXWTzhf3JbpOoArqb2Y7ADGB7FvHuBRERESmfkr1jochSpjuAI1NK/yvV+YiIiEjl0XxBRESk5Sv1rRCFljKdCfzezFYAbkwpPVt/IJU3ioiILLGaZL5Qe67QqpfuFxMRESmXUl9YqF3KNA7AzPqRlTI9lvt725TSu8BJZtYGuA9wFxZSSsOAYdk+PfwN6yIiItJSNcl8ofZcYZmqTTVXEBERKZNylzdCUMpkZlsAPYH2ZBOFokXlfJbnhxXnFFi0GBXmVdP0RYvFiIoB06dBCWCej73QAsZCtyumFDE8TglKIm1a4UWLkfhjil5f/rnIO2Zw/GL2r25EOag0RlTUuGyQfVPqExFZGjVqvtCJL9mv9V11sr3xRXiv0S/cf8Qz+7ts5JBtCzlvBvKvMF+OWS7r1ek/LruJI122Gw+HY/6If7rslPt9IeRFX53hsjbXhUNC0CcXFTW26hx8HzvxGBfddqXPAPitj9Y4/98u+/jt9f2GF8dDPvm7LV02Y2pHl3Vf+yOXrfrw9HDMq6cNctkD+OK4I9+70++cp0jvvANPddkv+bPL+tzzicve+Gk85ib9fGb456gbU1zW3vdO8uZ2G4fHuW2Ufz4fOGBnl/Vkgsu2wxcqApzHWS774OK1XXYAd7nstkH7hmNuyNsuu4afu2zHM33F5Y6jo9pLuGufQT4MnnZr5eeiP+ZvLht5xD7hcQhe8nue4Q/0yLG7ueywzr4kFuB8TnfZBHyhbc/W/nm7/ua4L/dP/Mplr/bYwGWbjX3H73xKOCQzH/KLFna4cqHL1jpmkss2v+HKcEz/2S6l0OgLC0HZUmvgp8B/gUeBPwCXWLYIdc39kX8kK8CfCRwKnAlclVKKqzxFRESkRdN8QUREZMnV4AsLiyhbGglcnVKqaXk+AV++NAw4LaU0NTeBaI53ToiIiEiJab4gIiKy5GvsN+iobKkPcLyZ7Q5cA2yEL19aLqU0Nff3BMzL5gv5qbxRRESkxSrLfKH2XGH5XiuX5iMRERERp7EXFqKypT7U/QnEW9QrXwJmmVnnlLI79nIlTIuk8kYREZEWqyzzhdpzha5VPTVXEBERKZNyvKXQlS+R3S95iZnNILuP8v+AXmZ2bW6fy1NKvnFlEYopwosUXGrYyFLEUsh3TpG4/LHpiwELLWUsxeNWTFFjoY9H9PE09nGLC0cb9zqWcoiKGqsLzERkEZp0vvD5jG5c83zdYrFHttrVbdeP1+Kz8R2CXD7wFy5bga9d1pHp4ZDjNvi+y5Yf/bnLrutwrMs+H9UrHPPuZQ4P8/re7b+ey47/zVXhttH5X8dxfsOgqJErq312SpABrU6Z6bL1eNdlPc6c6LIXh24XjvkEO/jwYn89atIWa/nt3g+H5Pjuw334ko+uOcE/F1V9xoRjjg1KQ0fT32XH7e8bNnf5/TPhmEQ9gL5Hjzm0jfevZwGt43+Y6qNbOdRl/Rjrsh745xJgneDBj8oXP6K3y6ryNGR2ZbLLbuBolx3SJ+iB7RMOyYeDurus2xxfhvnTdre4LHo8Rp7lS0AhLhfdObvmWjfr7LMteSEc82uWd9kslnPZ6x/71+FB3e8Ix3yznS/4XJsPwm2dvnHc4Rlf1Mj/gg37+WjbPfIcK2pvHJdnW2mwBl9YSCkNBzCzzYEzzKymjAm+e2vjo8AjQAKMbKJgZBOF2cBCYA4wHbgamFrzkwsRERFp+VJKw2sVN55lZnWKG81sGbK5wiW5XWqKG48gmyv8j2zucBJwIHCu5goiIiKVpbnKGweRlTHNMLOdgOP47m2SIiIisgTQXEFERGTp4BcKLc5I4FKyMqZrycqYIHvHwrVmtilZGdMrNTuklObWG+MVwL8/rx4zG2xmo81sNME60CIiIlKRmmeuMN3fYiAiIiKl0VzljbVtTngnY10qbxQREWmRmmeusH6V5goiIiJl0lzljQAXm9m83J9PI7tvsqab4cOU0kVlOLdvNbY0b2gRBYpNfmwat3+5CgMb8xiVU6GPRzk/HpU6VrpqH40LMoC+eXKRpVuTzxU6LP81m2z1VJ3sUP7itnuMneMBHvBR12N9GdwyLHDZuMd8SSNAp3G+sXjBfF+Qty7/8TuvPjsc8wer+aK2qJzvfH7rsk3HvReO+b8NfNnhsa2vddltVwbljVFR46VBBix8zudPjPDliwsf7eB37h0OyXLRu1q3DjacH2T7xWMO3ugyl73Qf8tgd18C2GXKjHDM3l3Hu2wP/u6yH375st85T3djoTcKDecIly3Yzv+X4H7iYkH8S4HWu/nPg+l0dNnjz+wZDnnmQP+8fc0KLtuBJ132Av65gLgQcgI9XTYv+DDbPB8OGRabTm7X1WV3H+OLPO8+MSha7RcfZ9LWvlz0nGfPddnnY3yp6+r948/rIVzosmc+CL7+jfcl6Pus8bdwzO15wmV/4TCXXX3yqX7nPP8LvW2rfV22604Pu6zTv4OviQ/FY0YlpipvbHqNLm8ERuTJa/4+Fzix3u7Rl8ThuV8iIiKyBNBcQUREZOnQoAsLtdqda1aC+Lbdme9WgriErMW5pt15EFm789xcXvOTh1NSSv1ya1O/D5ygtmcREZGWT/MFERGRpUNRFxZK1O78rpltCXQDXmyCj0lERESakeYLIiIiS5eGvGNhJNlPCoaQ/TThcqAP393zeA1Zu/NdNTuklOaa1blf5xVgL+Bl4F5gX2A54PF8BzWzwcDg7G8rNeC0RUREpIzKPl+oPVdo28vf9ywiIiKl0ZALC03d7vxN7vfJwMJ8B9WqECIiIi1K2ecLtecKy1etp7mCiIhImZRqVYhi2p0BfgMkCGpEA/03+YzRI4c2+OSqgzb/9Kkfz6b5OUla2TelQuGt/dFx8onOs7ErQESKOaf68n3c0ZjRxxPJ9zGGz1GZVkso5tjlejy1UkSFy7P6wyVpistONf1kVZZaJZsvJGABdVdciFZweOSL3eIB1vfRKnzhsvHR8gR+AQYAtnzNr+Aw4rb9XfbB4Wv7nZ9oH4458fAeLvsFl7tsvZlBU3xcHs+Knea5bGte9RsGH2erU2a6LFr9AYDRPl94XLBttLDCLvGQj7Cry358gG+0j563d8ZsFo65K4+4bBQDXPYu67psStfp4ZgPsYfLtuFZl/23UxeXrdHh83DMQt/Q+y7ruew/wbn/5atD4wF6+6hz8LkxEf/a5JR4yAWv+f+SPHXf7i5rt+9cl40ctU845loD3nJZ9Lkxt30rl7WZGf+sc+Uv/UoEnb6a5Ddcx0dtVv+fy+ZtsWJ4HJ67y0Wf731AvG09n/ysT5jfeoB/Pvdd+3aXTVzbP29PTPartQAc3+1ql90XLK/y1kC/ykVb/HMJcDGnuawdc1zWb/2xLuvT9ZNwTPzhpQSKurCwuHbnRZQ0HUi2cFPtkqYr+K6kaceU0slmNgZ4xcxWSSnF6/OIiIhIRVvUfMHMzjWzg/hurjCa7wodVya7laF2oeMPgG2Br1JKI8xsY7IF71Yp/UciIiIihWiSdyw0QUlTezNbFjiYrCVaREREliCaK4iIiCy5mvJWiMaUNP0NOAjoAEyPBq9dyNSrwLfUi4iISEUp21yhba9upfoYREREpB5/U1HD1S5pOiql9Hzu71enlI5LKb0O1JQ0AXVKmp4nmwg8mG/wlNKwlFJVSqmqS+cmPGsREREpl7LNFZbpohWkREREyqVU5Y355CtpAtg6pTTPzA5Z3CAT3yisCLD60+Ly+s7pGxQ15tn3HHy5XmOLFoeOCwqtg0K46Nj5PsbGFP4VWr6YT/TxRI9x9PHk05iixHwK/ThLcWxZ8qmoUWSxmmSuMJ82TKbuuxbeYGO33bwb4vK0Nmf5orWNedNl9Y8BQJ7+sM5M9aHvKePNw/15cm085ser+5bJfbe/12Vz27dxWfuZvqQRgAlBNtFHa5z/b5etx7sue2JEXPwWFjU+EGSnBdn0cEhefGY7lz0+cBuXReWNg/99azhmv/6v+f3n+P2HtzvCZb0ZH4753kmbuuyRK3zx5Nes4LI1etwXjskWcVxfVBK5PU+4bPZ0f2yA5S/w5ZEDGOWy0d9dH/xOnv95DOECl43Ywhdctg1K/DpVxZPeKka77OSJw/yGTwU7vxQOSfgtPFj89pDfX++yH/Ivl5374tnhcT45KShq9J9ucJaPth74j3DMqEzzbnx57JvB18lHusUlt3uO9h/821UbumxZZrnsizw1Oa2Z77J1g68r0XZBP2/Gd25KCRR8YWERxYz/JbvX8XFgZ+C43E8X7gD+CVSb2Q7A8sAZZOtQDyV7K+SeKaVBZlYNrGtmXwPvqbhRRESk5dFcQUREZOm02AsLjSxbGgacllKaamZrAf8H3Afck1K60sxq/xTiDymlcWZ2W5N9dCIiIlJymiuIiIgs3Qp9x0JDy5aWSylNzf39QzPrnvvnfXP7PVfrGEMsa2caF51A7UIm3TUpIiJScSpqrtC6l3/br4iIiJRGoeWNDS1bmmVmnXJ/7w1Mzv3zfcBuwPpm1q7W2IcAa5jZyvVPoHYh03JFfIAiIiJSFhU1V2jdxf2ziIiIlEhTljdGZUvVwCVm9hWwInA6sAFASmmBmd1F7icLwBlm9iXQlu8mJ6HPWJWh3+6WiYr08hUVFrztuGoXVRMUOlJ4UWN0nHxlhelTfyxrZCFkc0orF1aG2diSyFIo5pwKLQctZkybFhR5Ul34ANLipF2Dr1OPtNzPf5Gcss0VujPJFcLthy+9mzukncsgLp47fMLdLtu25z9ddtu9x4RjbhKUP3KDj27iSJf94Iax4ZiHb3SNy9aY4Mv1iHoJ8xRC0ifIgo7Kj9/2xZE9zvQtjwsf7RAfJ2rJiIoaLw6yaDtg2MBDXTYL/yOpjlH7Y3cfAawxyj+exw64zmUXTgjOyfcHAvDYFTu77Hx+67JO1/nWucuvisccFLyWIofxF5etdf8kl12y98nh/nfhiwUPn+I/N/bo+pDLrrz2N+GYPYPG0K1X8yWTf8Tvf2HrIeGYe/B3H74XbHhzsFlU6Aj0id4r9YWP7vqVf4y+19mXgH4yKvpkA/zTERa9cqmPpg/sGA55Lce57Jvgc2OF4BNzuaB8ESDo7GSHKl8Euta5/gNaa2b0QcLRF/oX8qb3BE/c8z668M5wyOwbipTcYi8spJSG5/44wszONbMz+K6UaRUze4TvSpl+BVxC1sl5MFkpkwHLAh2BTci+xB5kZpfmsvOA+cCJKaXoU0ZEREQqWO25AvgSx1wHQ+0Sx0fI5gv7k10kuAUYBMwhu2XiGuB2MxsGzMLPF04s/UclIiIihSroHQuNLGUaBJzKdz+F2BH4c0rpHTNbiWzycEbTfUgiIiLSHDRfEBERWToVcytEQ0uZAC4E2gMXA0NTSu/k/v0rM/MLKwdqFzKpvlFERKRiNdt8ofZcoVOvPG+/FxERkSZXzIWF2qVM4wDMrA91fwJRU8r0WO7vbXP7DKlZb9rM/mtm66WU3jWzFYF5hRw8pTSMbEkqzHpEN5yLiIhI82u2+ULtucIaVatoriAiIlImTVneCHEpU31/AC4ysxlk90xW5/IdzKymRujElNL8fAfpv8lnjB4ZFx42VFzoGGyYp5gvKmAstNAxX9lfoeV+hZYFQvxxNubYLUVcfgj0rXZR9BiV4vGInrehS9jjLg2nokZZwpV8vvDfeb04cXLdlrs7uh3stnt7wYbhCU6f2tFl9/Tc3WXvs47f2fftAXDqk1f78CwfXbxnUDl1SDzmLcf93GU/PNaX3nU9Y7LLdt8qT0PdAh/N812W2ftK6nlx6HY+7B0fhl2CbHqQFVroCNz+R/8cR8WAYRndDm+EY16WBrvsotv91+i5B7d12a49HwnHfO6WHV22/+H3uOzsY3/nsl/c+XI4JscG2UE+asscH06Jh4x8xJouG9HVP+8Lov9mrBJfH1zjI1+QediavmTyCzq7bOfs+qSzMf75nF3lt2vf3md9+oVDxp+HQYHhEZ19I2R/xrisy4D/hof5fFAvl/Xd+RWXtd3ZP5e/5cJwzAW0dtl0OrpsTFBcezx5GkO7+mjjmUHDpf8UjEtigZ9EpZvvFHbsn8ddvHwTvOSl6RV0YaF+KVOQ1/x9LlC/UOmZett8CRwdHKZfIeciIiIilUnzBRERkaVTo9+xUL/5mewnD1Hzs5E1Pz8IDEop7Z/b/yTgA+DIlNJ+jT0fERERqTyaL4iIiCy5GnxhoZHNzz8xs54ppQnATsCeECzaXPd43xYy9dLbxUVERFqEcs4X6hQ9r96zRB+RiIiI1NeqkfuPBC4la36+lqz5GbLm52vNbFOy5udvbwrKvf3xZmCQmfUHXkspLVzcgVJKw1JKVSmlqi7+9ioRERGpXGWZL9SeK9BplRJ8GCIiIhJp7K0QDWp+Tim9ZGZnAN2BPzbyHERERKSyab4gIiKyBLOUGrYaU+6tjVOBKuDeWhOFQcDUWhOFtsCfcru1Bv6aUnrGzH4FbJ9S2i233cvAq7ntLk8pvZ3v2FWbWho9st75BK3/aWWLz73AbRs7ZqErDhTDVgua4sf54+RV4DnlXUWhgPGKGbPQx73Y4zdKgY9nvtdCpCSPZ/RaEJE8ho5JKQV94FJqzTVfsK5ViQNG1w2jVQh2Dyrdge6pi8vmLvCV419eUPj9mQPPfNRlz9wenFRUWRmsHgHA+z4afvMBLrufvVy2YVi1DhNZ1WW74Vc36MwXLnuCHVwWrsAAPMKuLnvxGb+6wLCBh7rsdvzqDwDP2Esuezb5lvkX2NJl9xFXd+wafOzVtwTN+0EZfvT8APFKGdFXqPE+OuvMM8Iho8fzVXvCZdsFXwoP41aXDbrsrvA4a538VpjX9+F9G/lwRrzt2MPXddmf+aXLbnnYr4Ky024PhmOuwNcu+z/OLWi7ucTLC/yFw1w29Cu/csc3y7dx2eTW3Vz2NNuGx7mfvV32WtBbe3uwTEXraFkXYNvr/Ne6r472K5k83Nq/jtbhg3DMzkx12a3BYxSd0715Pt/68ZrLtuKFgvYfhF+NA2A5vnHZXvaDYEvNFRqjwe9YKKT5OU9R0wq5f34EWDG33S+AsUACxi7qooKIiIi0HJoviIiILPkavSpEZDFFTfW37Qv0SClbJDj3EwsRERFZwmm+ICIismQoyYWFnJFkbwAbAswlK2rqQ1bUtDvQEfg3sCHw7XsVc2VNjlaFEBERWSI12XyhzqoQy/cq8WmLiIhIjcauCrEotYuajkopPZ/7+9UppeOA6tzf3wY2q9kp308gtCqEiIjIEqnJ5gt1VoVY1nckiIiISGmU8h0LBUkpjTOzKWZ2HTAfeB0Ytqh9xryxKrba4LrjfBqUAOYrtwvKdeJtq/12xGOegz/+0GDbYsoXz+nrx4xK/KpXa1whZHXwDpDo8Qx9GsfRx1nocxQ9lhA/no0tw4zYtGp/nKhksojyxKJen4HoORJZtOoCM5GWodj5wrK9ZrLuFXWL/HbAF9ltmKem4ahL7nDZ8sd97rKdzvTFcf0YG4550ZP+6/6NBx/ksgkH93TZLJYLx5xOR5cN2sCX7h34zk0u68i0cMzWzHfZkTP9/jOm+mNzsS+tY+vwMPz4gL+57PGB27gs+th7MiEcMypq3Mb2CLasdsngdFk4ZvVlvqhxs5Ofc9nzM/25t58ZDsnHXf2Fr3fY0GUb4F+fa9zvX4cAv+t5vsuieevO2cIrdWzDv1z27Mn9w+Nsc90Yl7X/2ZcuO2rfK122KhPDMaPCvws43WV77/aAyzYMHiOAWSzrsn63/8dlYw/2xZEL8vwXKSoiPWalq102Af85HH2uvvpW/Mmx50Z3uuwJdgy3rW9OnuLJT471P5ld6dfBG8Uf8NF/3vMfD8Dh/MVlQ7jAZbuf+ZTLzupzSTgmHYJsJR8ds9JtPnwzHpKPojAqb5TGaPCFhTxFS6eklPoBt5O9rfEE4D9mdgVgQFvgDjMbDswG5ub+7TTgQGq1Q4uIiEjLtqi5gpm1AYaSzRX+AFxiZt/OFYBBuVsh5mZDWTtgOvB3zRVEREQqS9EXFhZTtPSumW0JdANezO1yDPBISmlkbv+2wCDgtJTSDDPbCTiO794KKSIiIi2Y5goiIiJLl4a+YyFf0dK9wL7AcsDjuW03Ar59T15KaW72A4lvvQLsBby8qAPWKWSK3g8jIiIilaRZ5wptenVvgg9BRERECtHQ8sZ8RUvf5H6fDCzM/fkt4NubtIKypc3J2p4XqU4hU577DEVERKRiNOtcYZkuHRt84iIiIlKcUpQ3/gZI8G0Ly/XAn8xsD7J7K/+ayy82s3m5P9d0LNQsLfVhSumiEpwbEJciRsWALUV1ngJFaZioqLG5Rc/xUBU6yiJVu6TwUjORkiv5XGEubZmwoG7h2PTWHd12o6mKB3jARzPa+8K9x3f5icvmrB2Xp9E7uSgqdBvFAJf1yFN6F+3PdB9FRXb/Yb1wzLeDEsEZk1ZxWfe1fSPapC3W8gP6LkgAxtO7oKxj8AFFJXoAL7BlkFYXlK2Qb1ocxN8EP+Sa0GF1l03v0DEeM/A1K7jsTTZ2WbedfBEewKwO7Qs6znCOcNl0VnbZXMKF2rL3HNUze2onl911ygEu27zDqHDID1jHZRsHTXyPsKvL+n+3Cm0dX+BfswwPooP949GWoNQQeILtXfbBHH/uPdr5z9d3Xt/MZXwSHoYPNvJjFvp14d08n9ehp4Psff8cPcbO4e7PPeMLJXsM9Oe0+8n+NftpV/+aAWjNApdFZZjR50tVVfxaWHHyPB/+IdxUGqHoCwsppeG5P35bnFSvnGllfDnTHmTlTI8DlwAzyMqZ7iO7h/KilNLJZjaG7O2OwVcCERERaQk0VxAREVm6NOodC01YztTezJYFDgYebcw5iYiISOXQXEFERGTJ1xS3QjRFOdPfgIPIVi6dHh1E5Y0iIiItVtnnCq166X4xERGRcmloeWNtTVHO9DzZRODBfAdReaOIiEiLVfa5gnXp3GQnLyIiIotWivLG2gotZwLYOqU0z8wOaciBbLXCyxeHjvPlSfStbshhvxuzBOWP4XmuFhRPRts1UlRwGSnm47Zp0XlWFzxm+nRowcdqjOrgh1zxY1xd8JjFvD7D/Qt87EQWRUWNUqFKMldYMKsNX46t+wX9of6+aHHunLigbvVn33PZn/iVy6KitP/74I/xST3qv7eeeu3VLtvuzREuu3HjE+Mxd/DRsM8Oddms4IcyJ783LB7zSx9NGuDfLbrqw9P9hu8H4+0XH+adMb7MbvC/b/UbRiuH7vBGOObmqZ8fM13msqio8RKLWybPSme47LzTffPbyef74xzEHeGYh17oGxC7D/nQZdFrrr3vGszyU2fH/1DPqzP7u6z9uX672y7cN9x/03+85LIL+K3L5tPaZT/n2nDMCY+s67LndvWvj7PxJxodB2CTL/3n8IU3VfsNvx/sPCMcEoYE+z/uo+vv8F+i9tr0AZcdsult4WFemOlLSB/r4AsUuzLZZb/kz+GYU+jmsvGvdHXZ0/zIZYe/d3c45onjbvRh9MbyM320WlXwhQayG9/q6X7uVz70p8686+IhPwp2l6bXqAsLUTlTvbxG7b/X/874TL19BzXmnERERKRyaK4gIiKy5GvwhYV67c4P49ud36duu7ORtTs/CAxKKe2fG+ck4APgyJRSnmvaIiIi0hJpviAiIrLkK/rCQhO1O//EzHqmlCYAOwF7Akcu5rgqbxQREWkhmmO+UGeu0L1X039QIiIiEmroOxYa2+58MzDIzB4BXkspLcw1PueVUhoGDAMw69H0pQIiIiLS1Mo6X6gzV9iwSnMFERGRMmnoqhCNandOKb1EVpVyJHBTA89BREREKpvmCyIiIksBS6m4C/q5tzZOBaqAe1NK4+rlI/mu3Xkq2U8i/pTbvTXw15TSM2b2K2D7lNJuuf1fBl7NbXd5Sunt/OfQI317V0QFi1YxiFYHKNdqB409fmNXNiiFxp57S/7YRUpr2SD7JshaiqFjsuWKpVyae75ga1cl/jC6bhisLnDKwPPD87/2q2NdNvu2Tn7DXfw8atjah/ntgMG/9ise3PpHXxdxOv6c9sOvIgDwMLu67L1VN/UbbhHsvEs4ZLzttj66etoglx0/ZrjLBvf3qyUA7MojLuvHay5bY9TnLrtsQDwPnE5Hl1VfdqHfMHjP7lkn+NUfAM6zYOWQl6pddOqA81zWmgXhmDvwhMt+jV9NpFvQ+r8zj4VjvsHGLrvF/P73pZddts+UkS57pWvf8Dj78DeXffJwH5dtuptfPSJa1QHi532tOye57JYDf+qyw0fFKxbQ00edu33islda+28NT0bLrRCvfjGAUS67fs4xLnuznX9+XqNfeJyNedNlW4991W/oP4Xy3jH+4Qn+C2C0Ssfjo/Z0WXoufqfYL0/1q6OcP9N/HrX3m8GB4ZCEC4f4h47ZwdpA73bwr0OATUf7FULs+9HcXnOFxij6VoimaHc2s+2A7wEfmtlRKaUbgdeArVJKwUtHREREWpLGzhfMbDszuxWYDtn/ZMzsOmDZlNJxTXu2IiIi0hiNWm6yWLWKnPYAtkgpvVPzbymlY80svhwvIiIiSwXNFURERFqehnYsNMZIYAPgaDO72cz2KWQnMxtsZqPNbDTMKu0ZioiISHNq/Fzhf/7t8yIiIlIaZX3HQs5XKaWJwKkAZjYSgpu16tGqECIisiQxs/bAv4B2ZN+P700pqdAl0/i5wtpaFUJERKRcmuPCAmZ2NFnHggH/zGW/B75nZtcCJ6eU5pTq+IWWKpZLY4sFq1cLsk8bd/xyFko2RqHPW0v5eEQqR0suamwx5gDbpZRmmFkb4DkzG5lbCWGp1+i5wofz4Wdf1M06dnabXXra6fH+QbHh8oP8uyBmjO3issH8JR4zuInj0I5B6DvruPT9POf56Ecu6pNed9l79/lCx532fTAcsjfjXfbutPVc9gB7+52DV+8L/bcMjzOKAS4bP6e3y44dcJ3LLro9z/f/+T7a7OTnXPYNy7nsvNOjhjnCj4ktql10yQU+Y7/4+tZFDwTnH93kc6WPhvQPyiiJH8/IrOBj/3b9llqu6np8uP/EyT1c1mc3/5qbFZQAnxB9QMBnU9Z22asHbuCy0d8tHPOt3gPGh2OuwNcuu5ITXLbW4/4Tbq1et4Vjzl+/tcuO/uoWl/1npbVc1jUo4nybDcPj/J2fuKxfv7EuO7jf7S7baMqH4ZjX4atpTuJyl3Ue8IXLaBcOyRD8a/GLDr7kdrWqL102qW/cMtntXP9itNF+u+kd/P6bvudLGgHIE0vTKuutECml4SmlEcCHwIrAAuALM1sPWJXsJzcflfKigoiISCVImRm5v7bJ/Vrqf8quuYKIiMh3zOwmM5tiZuNqZdVm9qmZjc392rXWv51uZu+b2btmtnO5zrNiyhvJ1qjGzBb7VkcREZFKso5Zqt/+8xm8BcyuFQ3LvVX/W2bWGhgDrANclVLy65YtZTRXEBGRJVWe+cJjKaV8CwBDtnrSleDeDvfnlNLFtQMz2xD4GbAR0AN4wszWTSnFa982oea4FWIk8BvgVDPrBPw9pVSzjNTPyNaxdsxsMJBbtDjPAq0iIiLNYDZwSr1sCMxe3HrYuW/0/cysI3C/mfVNKY1b1D5LiSaYK6xelhMVEREpVJ75wiqL2iel9C8z613gIfYE/pp7V99HZvY+sDnwYjHnaWZtUkrzitmnOVaF+CqlNDGldGpK6QjgGPh2orBGSunaaKeU0rCUUlU2SQvuDRMREWkmrYEV6v0qRkppOlmPwKJ+YrE0aYK5gu9TEBERaU555gur1KxolPs1uMDhTjSzN3K3Sqycy1YDJtTa5pNclpeZ/cLM9q319xuBb3K3UviCnTwqorzRzL4HXAyMMLM/pZR+taj9+2/yGaNHLr6Mz6blu1XV71tooWO+EsCoQLEUxYLhmOOq/flgjTpW+NhFP0Pr649dzHHCYxdRZlnoY9zocs7gMU4rx49xePzg8Tynb+H7R2WczVk4KiJ1tSYrAyiGmXUB5qWUppvZssCOEDRhLaUaO1eg+zIwqN7FBd/hBx3j3S/tf6zLXqOfyx7byt+++kOeDcd886ONXTZ5QTeXfXlcMKm4NBwSLl7TRTcFBXcDt/6XyzoyPRyyBxNdNgB/l86R793psmtOONxl+3FfeJx3Wddlw9sd4bILJ1S7bO7BbcMxL/21L7l8fuY2LpvQwb+j5eTzLwvH3JC3XRYWNf42yP4aZEDQowcvBXOvU/xc4ZFnd/XbAXeP8Y89+OPvysN+s+A9QD37TPAhcEs3f5wP8OWLb+Jf72vzQTgmZ/pos6PfcdljAz5z2cAJL8djzvbRZuP8mDwf7JunB3O99f/jsjZX+e02GhcUKAbfJK44Ykh4nA8HdHfZF8EPtTf6Q3Ac3+cKwHLX138DPux+zlM+O9ZnnBuP2b0qaP30nZuh8fSOx3zTF4ESPG2zdvLloJ/28eWaAKt96csjm0ue+cLUxb3DMXAN8DuybqbfAZeQu12wAX7Bd7ca/hD4KXAQsG9u3N0LGaSk71gws9XNbJiZ/dPMHgG2AN4EtiJ7ENoCtwArA08CC0t5PiIiIqVQM1Go/asAq5L9h/kN4BXgH7nSwqVO7fkC2YRmd+AfZG9RXAisC0wEDgOWBdqb2Z+a63xFREQaooHzBSelNDmltCCltBC4nux2B4BPgZ61Nl09ly3Kanx3SWoP4J6U0t1kVya3KPScSvaOhVrlS6OBF8iuxIwws+HAaSmlqWZmuXM4GdgrpZTMLL4ELSIiUqEMgoXVFi2l9AbZT+SXapoviIjI0qIh84VwHLNVU0o1b+HZm+/eW/4QcEfu4nsPoA+Q52093/of0JXsFoodgT/m8nlA+0LPqdS3QoxMKd2emzTUWC6lNBWypbZy94NMSCmlXDY3Gqh2IVOvRd4lIiIiUl4190xKgzXJfKFOeeOKvUp+0iIiIsVoyHzBzO4EtiXrYvgEOAfY1sz6kd0FMB44FiCl9JaZ3Q28DcwHTihgRYjHgevN7FWyVapG5vKNyHtzjVfqCwvBjTfMMrPOKaUvcn+fRq23a5hZ22iykFuiaxhA1aa21K/zLSIilaMhHQtSR5PMF2rPFWzVKs0VRESkojRkvpBSOjCIb1zE9r8Hfl/EIU7Ibd8L2C+lVFNKsRngy3TyaI7yxmrgEjObQdax8H/AFWZ2C/A1WdXKaYsaYMwbq2KrFVCWmWfBrsaU3hVTLDi0wHdWFDNmuF0xJYKFFlLmKWVs6uMUU5DZnMKixcXdrbQYxRQyVgeFoyJSOXRhoSSqacx8oR3Zz11q831oMCPe/evgZ0pPsoPLJt2+lssWHPxCOOa2PO2yL1r71Svufs6X4212fdQ8Ca/+bGuXzQjOfYWOX7tsVJ6Guqik8jBu9RuO9lFVnzEu6zIlfpCndJ3ust6ML+g4u/Z8JBzz0vd9eWP7mX676R06uuwg7gjHjEoI2S+4bhUVNY4NMqDT0ce47MvxwcTxgvdcdMmneV724Vop3n3s57K9TnjAZdHrHWAVvnDZE8G2z33gs8FrXx6fVNBHObuvz27lUL9rz6CMEvgmWEVuQGdfDGhb+X1f6RocHLiBo1223aBgFb+okzF4GeXTDv8G7uhrEsFrG9/nCsD97O2yc/pc5LLPeyzvsi5b5PlC6Yfk8z5+/6jc8/dRYydw08Cgf3Cgj/4Q7D+fuLxxwABfPttcKnG+kFL6H3BSkBf1n+aSXVhIKQ3P8+fxwKB6m08GnijVuYiIiJRSK4MV2tULg0Zy8TRfEBGRpUUlzhfMbAGwakppSr28MzAlpRRfsamnbO9YMLPVgbPJCiS+Af4LnE/2E4mZZMUQZwJXpZT8pVQREZEK1boVrNihXqgLCw2i+YKIiCypKnS+kO/t7+0gePtMHmW5sFBk43O+Mb4rZGKlEp+xiIhIEVqRffuVRmnsfKHOXKGTyhtFRKTCVNB8wcx+lftjAo7L3XpYozWwDfDvQscrZ8fCYhufgXnZfMGrU8hkPVTIJCIilaMVUP8nENJQDZ4v1Jkr9FZ5o4iIVJjKmi/U9CoYcDRQe/WIuWSrTRxX6GDlvLCw2MZnM2tTxvMRERFpGpU1UWjpNF8QEZElUwXNF1JKawKY2T+BfVJK0xozXnOsClFbNb7xebH6b/IZo0cuviXfplWHeaGrEzDO759vBYbGrDQRHSfT8JUAijmfxqzgkE+0f3VQdnxO8DHatPiHTMWsftHUohUc8okep3OiW5caOaaIVJAKmigsoaopdr7QGuhYL9si2O68ePfR9HfZ2ZzrsocP9nX29911SDjmBge86rJ32mzmNwzqKV9dwa/+AEBQXt9v+7EuG9rOfx85YsHN4ZBtZ89zWfsv/XbnHXiqy8YGK0r07jo+PM5D7OGy907a1GWPXbGzy567ZcdwTHr76OOuXeJt6zn0wnvD/PEh27jsogeC78vBz/Wi1R8Avlzmeh/eVu2iTZNfgWHsM+uGYz56va/O//EN27psc3xDfpd7fOv/Cvv7lUQgXjXkl/zZZdus/azLzn/Lfw4BXDfzFJfd1eGnLjuAu1w2hqpwzH6MdZk9Fmz4dx99f3a8tNwdQ47yYbCo37xgEZU2wZB3DtgzPE60+sRn9HDZab+/2GV7RB8QsDFv+jB4S367BXN8GKz+AMBwH3X8jX8tbTHWr8Zx/cD4cyP6GrLjI35VnBuq3CIGcFk4ZHi5+niaaW5dgfOFlNKPmmKcRl1YKKJg6Xjgldy9j8cBXXL3S04HZgG/AX4KfF9FTCIi0uK0BvwKW0JRc4W/A68APc3sVeA14JdmtgPZxYTjyeYKU1NKkyFYM09ERKSSVeh8wcwOALYHupJd/vhWSuknhYzR4AsLRRYs/TeldIKZHQT8ADgIODClNNfMBgInAlOi44iIiFS8CvwJRCXQXEFERKSWCpwvmNkfgVOAfwITycoci9bYWyEKLVjqaWaX5Y73G+CAlFLN0hUvA0eymMlC7abnXsFb6kVERJpNBbU8V6BmmSuwilaFEBGRClOZ84XDyC7kx/eDFaixFxYKLViakFI6uWYDM2ttZm1zE4Yq4O3FHah203PVpqamZxERqRwV+BOICtIscwVbW6tCiIhIhanM+UIrCEpJilSK8sZqFl+wdB5wvZlNI7u38ldk900eb2a7Ax+mlC7Kd4CJb/giwMaW68VlhcG+eYo+GlN2WIpCyOh88o0ZnntUoBj12PStbtRxItVR0WEejS2ZLFT0eOR73gr9OItRro9TRBqoMicKlayaEs8VmAJcWS972hfh8UDncPeeTHDZ/UGD2agFA1x24AE3hWPe+fCRLmsz6X8um3fein7nB8Ih4bc++guHumzIjVe47K6jDgiH3LLDCy6b1WE5l0WFfVHpZb4yuW3w5X6PXOHLMM8PPsj9D78nHPOpZXZ32Tts6LKvWcFl3Yd8GI75a/7ow+jnei/5ucKX4/O8zTYoauQQn73+tM8uuv7EcMghnwbnyQUuWWfOB36zj3y0F/eHx/mCVVz2T7Z12RS6uez0jc4OxyTosjy8690uu2mnA1125Lg74zFnBlnU8+i7LGGreMgRA7Zz2e77POWyNtFXpuCn1Pv1fTA8zjor+edoOWa5bKOrgtds0NEIsPO1QXNlcE4TW/uSyBWHfBwP6j9dafNIsN17Plphi7gcdMc7fVFj9H+QFJXx+j5ZACw6p6vibUuuMucLw4BDyL43N1iDLyyklIbn+fN4YFDN33OlTV/mlrGoXdq0MHf8ZYAVyEqdPiSrtHiooeclIiJSdmWYKJhZF4CU0ue5v28MHAC8lVLKM7NuXporiIiI1FIhFxbM7PJaf20FHGxmOwJvAHWWBkop/aKQMUu63GSRpU1VwI9TSgtLeU4iIiJNrjwtz3cDtwI3mdkqwL/ISpZOMrMeKaVLSn4GJaC5goiILDUqZ1WIjev9fWzu9/Xr5QXfVljSCws5hZY2/Rm4Njd5qE4p1bm5oXYh00plOGkREZGClecnEJsAL+X+vB/wfkrp+2a2J/BHoEVeWMhp8rkC7VTeKCIiFaZC3rGQUvpRU4/ZavGbNFre0qaav5hZm5TSoymlwcCNwNH1d0gpDUspVaWUqvxdfiIiIs3IyO5Vrf2r6S0LzMj9eQe+uxXgVaBnSY5YPk0+V6BNlxKeroiISAOUZ77QLMrxjoVINfVKm8zsD2Q1K6tA1JLznR6bQPXIulkx5Xo2zm9r06r9hkFRyDl984wZlR0W2H8R7wvpU3+sqLAv3/6xws6psc6hsELI6DnK+3hE25aiwHBcdUHHLkYxr08RaYFaU46fQLwH7GNm9wE78d33ym7A9JIfvfyqacRcgRXJLr/Utk5c1BjpGDykj03e2WULH/BPfOdjp4Zj7r6bLxzsHbTmXfnEb1y23Z9HhGM+dbEvK1yGBX7Djj568RlfRAfw4ur+B1k/XtsX+fW55xOXHbf/dS774Zcvh8f5byd/8ScqVex03WyXnX3s78IxnxrvH48NggVF3nTvAoY/8atwzOEc4cP6xaAApwTf1y8IWuuATZMvEo2KGrnBZ0P280Wc2fHjuL772/kS0r1P9s/vs/ww3L+K0S57DP+58d67m7rsd+udFp9UVJbY1Uc3B8/FfhvEK+RNbe0/39sx12U9zv7SZY91GhiO+QfOdFnVoDEu6/7T4FppMGSbqBgd2LDKv2antgu+fr3ko3xv7X6AvVx2SPv7XLaA1n7nPG8AS/v4bH6w+xcr+ZM6l7jI8+otggbGnXz0607+a8B4eodj7npI0N7oO27LozzzhaLk+o2i/4AlYDbwPnBLSunVRY1T6ncsPAH8JHeyPwV2N7M1gHPIfurSHrgdODKldFSuGCIBeapHRUREKlDNWxtr/2p6Q4ELgfHASymlmi7znYHXSnLEMsiVOo41s2HA4WSrPlxLNh+omei0Irvv8/2U0i9SSgcBp5lZp+Y4ZxERkQYpz3yhWO8AmwE9gE9yv1bNZVOAbYBRZrb9ogYp2TsWiixj+nVuny7AvJSSv3QoIiJSqcpwz2RK6W9m1ovsG//rtf7pCcD/2KmF0HxBRESWGhXSsVDPbGB4SumU2qGZXUJWc7SZmV1Gtgz0k/kGKfU7FkamlC6tl9UpY0opzQOeM7NtgMOAv0QDmdlgMxttZqM/D5ahFhERaTYN+AmEmfU0s3+a2dtm9paZnbyY7c8Gvk4pvVZvVYQ3yN4V2JI1yXyh9lyBmZ+X/KRFRESKUpnvWDgcuCrIr4Nv7z+6HthwUYOU+sJCQWVMwC1kk4SBwD+jgWoXMnUp/BZJERGR0qtZPqr2r8WbD5yaUtoQ2AI4wcwW9U37nDwjL5f7t5asSeYLdcobO6i8UUREKkwD5gtmdpOZTTGzcbWyTmb2DzN7L/f7yrnczOxyM3vfzN4ws80KOCsDNgryDXP/BjAXWORSz81R3lhNvTKmlNJnufskX8otKbVIY95YFVttcDBsPZ/6CIC+wbYFGppv7taIMfPtawXOE4spAYzGjAsQ43MqVPg4BR9n/DHmOXa+57OpRecZFH4W9ZwH5TzR454+9aWXIgIbpJ+E+Tv2UJiXXU3LcxFSSp8Bn+X+/LWZvQOsBkHT3HdHib5Hfg9YEm8JqKYR84Vuq07k8DPrfk2dxbJuu+99u3R3XQfMuctlw7v54rhZR/u1qq4YOyQcc3Yfn7W/wWdPv+nLE598fo9wzJcG+oK8Wfhz2nzfZ1z28mVxQR2P+nnFgvN9I9sbwftkdvm9Pw5BBLBGB/+ukjV6+Lt6Lg9+jvaLO+NCyLOePsOPeb8/TrednnJZ+6CjEeCzu3u4bEj/C132yLO7uuyST+OywrHPrOuyi64/0R8nKmrcpTockx2C/N8+6skEl33dzpdmHosv4gTY8iv/2N+70n4um7ueP/hZo/KsijslyHzXKVV3++LIFa+cFw654sBJLvuwX3eXPdzJl5hGJeQArz68tcvu3c1/7Gvfc6PLfjw/GPDO8DB06OD//9ahq38dV9/m9z04HpIDrvRf03jHRxv1/dBl6dZ4zPcvXd1lfUb5UtcFA/zXj+jrMRAXowY9j++ztssePOLAcMhRNw8I0tvj45daA+YLwHCyR6b2O/V+CzyZUrrAzH6b+/sQ4MdAn9yvAcA1ud8X5RbgRjPrA7ySy76fG2947u8DCf9H852SXVjIlTHV+XPuHslrUko/zv19D2Df3KShC9nbOUVERFqW+J7JVcys9ix4WEppWLS7mfUmu0AwKvi3r/muyPBDM6v9H+rWZEXI1zb01Jub5gsiIrLUaEDHQkrpX7l5Qm17Atvm/nwL8DTZhYA9gb/kLr6/ZGYdzWzV3A8z8jkNmAz8Eqi5+jaJbPWli3N/fwwY6Xf9TtnesVCrnOk5M9sqpfQ8cCDw85TSV2ZW6tsyRERESqMVJD9RmJpSqlrcrma2PFn54ikppf8Fm5xI9jOOm4AzqXvbwFxgfErpxYacdiXSfEFERJZY8XyhIbrVulgwiWzpacje+Vj7bUmf5LK8FxZSSguAC4ALzGzFXPa/etv8d3EnVO5bIUaSXU0528zeB75JKUX3VTpmNhjI3f+QZ4FWERGRZrCwNczqUP//u4u8FRH4tjfgPuD2lNLfom1SSrfktv0IeCFXYrika9B8ofZcYcVemiuIiEhlyTNfKPgdjpGUUqr3bsYGy/MDjoKU+8LCVymlT81sJeAEsrdtFCT34A4DMOvRJA+ciIhIU1horfimXf372mcscp/c2/1vBN5JKf1pccdIKT2T268H0JV6BcwppVeLOecK16D5Qu25QvcqzRVERKSy5JkvFPQOx3om19ziYGar8l1TyadAz1rbrc5imupy3UW/B7Ynnl+sWMgJNUd5I8DdwO9SSmcDmNnuZMtcfGNmM1JKTzfTeYmIiBQtYcxxbUyLvrAAbAUcCrxpZmNz2RkppUeijc3se8BtwPp819L83SlkfQtLGs0XRERkidHA+ULkIbLvhxfkfn+wVn6imf2VrLTxq8X0K0D2Q47vkV2Yn0hcFL1YZbuwUK+c6W/A32r9fQQwoqmPadPyPCZRn2WhDf/j4u2ilRni1RYKHzPUmNUnKHzVgerVChsv7yoZjTh2MRo7ZqHPUbjyRhGrVNi0aj9mcO75Hvfqcq2IIVKh8q3+EK0W0RwrRSykFd/ka7jOI6X0HP4CwaIMI7tv8hga8Y2/0jXVfOFLOnMHB9XJPnnLL8vw043iN0Ns2e4Fl63A1y6bOsOvgf15v3j9sL/jV3bY78R7XTbu+e+77Lmt4hXDruM4PyZ+zJcfC1aAmB4OmTVc1BOtNLFJv2DffYIs300s0d0qW/hoULByBsfGQz6CX5nhdz3Pd9msDu1d1v7U2eGYb7Cxy0YFJet3jznc75ynVvXR6/3zMeTTP/oNTwl2jlZ/AHgiT17Perzrsu5P+Sfp7e3ia5VfrOSfuM584bI5tHXZvPXjc2oTPU7B/1K6RstHzInHJLgjfK2ufqWItWb6bHqflcMh/7Cb/zzYm/td5tdFIF75wi84kukVZMHPjAtZR7BGW+b6MFpPaEGwWZ7P4T5jg4/0TR+tFhxoqwH+aywQP5+P+2i3Q/w1+Ddv3iQc8pf82WUn4Ve0KIeGzBfM7E6yosZVzOwTsiWmLwDuNrOjgI+BmnV6HgF2Bd4HZgF51rupY3tgx5SSK5AuRlnfsZB72+cj9VqeewJrkn26dASOTin579wiIiIVaiGtwv94NbENge+llP5T6gM1N80XRERkSdSQ+UJKKV5HM7sgUH/bRHYLYTGm0MC3TdRWMatC5Lb5JdAPeDbYX+WNIiJSkcp0YeFNsmWglugLC42ZL9SeK7Tule9HgSIiIs2jTPOFYp0JnGtmh6eUGnyBoWJWhTCz7kAVcHm0o8obRUSkUjXkrY2FyBUq1TgDuMjMziK7yFBndYiUUvSm1paqQfOF2nOFtlUba64gIiIVpVTzhUY6C+gNTDGzj/Hzi/gek3oqYlUIM1uN7D6RE3LraIqIiLQYJfwJxFTqdikY2d2m9bMlrbxR8wUREVniVOg7FnwxTwNYdhtG6eXe2jg1pTTCzPYha3neKPdvY8je2vkVcE1K6fVFj9UjfXtXhIiIyGINHdOApZwKtk7VSumi0VvVyfa1kY0+ppkFjXuxmuUoW7qmmi9oriAiIsUp7VwBSjdfqARlXxXCzDoDuwD/NLPrgUuBI4FfkfWQnmhmJ6SUgupSERGRypO9tbHpfwKxpFwsKIbmCyIisqQq1XyhscysPbA7sDZwXUppupmtDUwr9FbL5ihvPADYJKX0Ti5vC9wJHJRSmmNmyxAudCIiIlKZyvHWRjP7YZ5/SsBs4IMloWdB8wUREVlSVeKtEGa2DvAEsDzZqkv3kC1I/PPc348uZJzmKG9sWzNJAEgpzTWzBSmlObm/z4921KoQIiJSqbKJQsnLmJ7mu24Fy/1e++8Lzewh4NCU0sxSn0yJNWi+oLmCiIhUsjLNF4p1KVl/08/JLijUeAi4udBBWjXpKS3eV8DHZrZeTZD7CUTr3O+Y2TK59avrSCkNSylVZfefVNZVHhERWbrVvLWx9q8S2A14BzgEWCf36xDgLWDf3K9+ZOWGLV2D5guaK4iISCUr03yhWFsCFwelyP8FCl67udzvWAA4n2y5rNm5418BnAdcb2ZfA22AkwDdMylSpPTp0IK2s9XOKXj/fNsWeuxC9y9mzKY+TmMV87g19jlq7PGbWmOPfQ5+/+pP/XbN+fwWokxvbTwPODml9GSt7EMz+xy4MKXU38wWkH1fPanUJ1MGjZovdOnfigNG131OjmC42+5IbgoP/vozW/gwmjVN9VGbrf8Xjvla5++57H3WcdkfOMNlh3JrOOZyzHLZm2zssiFc6LJ3Wc9lABcyxGXHc5XLujHFZXNo67LhHBEeJzr+NjzrssP4i8vaMicc8xiud9nOPFbQOb06s3845iMdfuyy6PN9Vx522X3sF465OaNcts6cD1x2f7u9XdaTCeGY6/Guy1a1U8JtnWWqffazPNvuHmTTg+ylIDsuz5iXBtkhBe4fP8Rwg4/ajPefm/MuXtFl7X8b31W23PLfuKx1a39H1g484bI7HzvSZZvuHD1IsS/o7LLTuNhlZ808L9x/xildXNbnet9/+zUruGzSM2vFJ/V+kEVvmr80yFaJh2T1IIsul/fz0VHnXxkO+QQ7uOxj+2ueEyitSrwVIqdNkPUiu9BfkLK9YyFXxrQK2RWRq4E9gF+mlN4CVgW6AP9OKR2rIiYREWlJEsZc2tb5VQIbAsFlFz7N/RvAm0D3Uhy8XDRfEBGRJVWZ5gvFepysGLlGMrMVgaEQXDHNo9y3QtQ4DDgb2B8gpfQIcFEznYuIiEij1PwEovavEngbONPM2tUEuT+fkfs3gJ7ApFIcvJloviAiIkuMMs0XivUrYGszexdoD9wFjCf7QcVvCx2kOW6FgOwnEbeTtTv797cFVMgkIiKVqkxvbTwe+DvwqZmNy2V9gYV89+bktch+yr+kKGq+UHuusHyvjiU9MRERkWJV4q0QKaWJZtYPOBDYjOzNB8OA21NK/v6fPJrjwkJnsqsfVwLrmtm6KaX/LG6nlNIwsg8Qsx5pMZuLiIiUTVbGVNqW55TSKDNbk+zO45qb0+8A7kgpzchtU9DF+hai6PlC7blC16rVNVcQEZGKUo75QkPkLiDclPvVIM1xYeHPwGoppW/MbBPgKDN7gOwtGCub2Wcppfua4bxEWrzq1YIsuiM7j8YU5JWiELKxhX3FlD82RjHnGW0bnWcx5x49781Z6FiMYl6flaxcP4HILSN5XckPVBkaNV/owuccV++h2uihD912R/8kaHgD/j5wssumBuVpc2nnsqiAEGCjO/3xN+rjs4lVq7rs51NuCceMOgyf6jneZd1v8/1b3Xd6ORzyia6jXbbDzKdc1t73D4YWbBdPN//Dui7bPii9W+v+4O4e3xsJwGHH+pLLbfiXy6azssvanxuPuc+pI30Y1Zk97qO9TnggHLPLPTN8+JGP9j75fpd93c6X6wF0f6rAjrWoqHF+kB0dZMBmA59z2QdzfAnpV/183cvuA+4JxxyxzP4uW2kH/7x/dUhQIbN1OCT4lzEbdn7bZa8/6otaZx8XP8YbruT3nxiU5v+If7rsrn4HuGxv/PMLsGxQyjqBni6Liknv6uCPA/Diftu5rIoxLouKUW9ZPU/r5iS3kB8sH2w3Lsh2iYdstb5fLXnhox38hn191BpfpAkwYbJ/7JpLpbxjwcz2KXTblNLfCtmuOS4sHAZsYGb3A+unlIaY2W+Bz4B5ENTkioiIVLBSTRRy3/j/nlKat7hJQKHf+FsQzRdERGSJUikXFoB7C9wuAa0L2bC5OhZqlzH9JaV0AYCZ7Q38CPKsqSQiIlKBFtKqVM3O95LdDjCFRU8CCv7G38JoviAiIkuMEs4XipJSavJFHJprVYiaMqY9agIzWx74KfBAtIOZDTaz0WY2muDtQSIiIs2lVC3PKaVWKaUptf6c79eSeFEBipwv1J4rTPt8YdlOUkREpBAVuipEk6iI8kaypbGuAn6TUvo62knljSIiUqkWYsyqwDKmFq7o+ULtucJGVe00VxARkYqyJM8XKqK8EegDtCFbn/vulJJvCGqIcdVx3jdPLtLCDcWX8w0tsNgPSlPu15yFgZVYVhgpRUlluT52mxb83y0qaQLSyr7kqdAyy0qXaMU3Zfipg5n9GDiRbFnJnVJKE8zsaOCjlNKTJT+B8mrUfOEj1uJgbq6THfST2912Q4ZeEQ+wn4+6bPRfl31+ey+XjXvi++GQu978sMv+wJkue/F5X7L2561+GY7ZLWgxPI2LXfbeIau7LN/bcRcE08PpHfxS329ut3Gwr3/zzP3sHR7nL18d6rLZ031p3iV7nxzuHzn1Mr/a6rMn93dZ9LHfduG+4Zjr8a7Lrup6vMt69pngsifZIRxzhf39z9H2Cor8nuWHLjs2T3/r29sV+MalnwVZVNS4bZABr472eft1vvQbPuCjEdW+pBFgrZFvuezD/9vIb3hBsPO24ZDh/3IOwn8N6PHaRJflK2D9gLVdFn2+fYAvs9yhmy8mHcWA8DhPfOFfN/OuXdFlX5/pP18+onc4Jrs87c8p+XN699tFh77TfpVp4ZBHHDDcZdeM/5XfMOjcZHw4JAufCIoa/WFCG+LLNQH26+bvJLy7sCGbXLnmC82hrBcWUkrDqfXSSCm9AbxRznMQERFpauUoYzKzg4FrgRuA7cj+gw1Zt8JvgCXmwoLmCyIisiSqoPLGJtfojgUzG2Rmu5vZZmb2sZktm8uHm9lluT9vbGazzayXmd1tZq3MbB0zu8rM2prZ5WZ2Ze7vRzb2nERERMppYWrFrLnL1vm1OGZ2k5lNMbM87/FwfgMck1L6JTC/Vv4S0K/oky4zzRdERGRp15D5QkvRlO9YqNPcnMva5yYOBwOPAl8CNwG/BjYFjgOOAUamlEYCmFl4TmY2GBic/c2/HU9ERKS5LFzYirmz2xW723Cy/oC/LGa7Gn2AF4N8BuDfI1u5SjZfqD1XaNMreu+tiIhI82nIfMHMxgNfAwuA+SmlKjPrBNwF9Ca7seSnKaX4npXFj/8UsE9KaXq9fEXggZSSvz8v0JSrQrjmZuBvwEFAB2A6QErpUWAj4K8ppf/l/vxK7qcSl5JNspyU0rCUUlVKqYol9O0jIiLSMqWFrfhmxnJ1fi12n5T+RfYf6EJNBNYN8h8CHxQxTnMr2Xyh9lxhmS4dS/kxiIiIFK0h84WcH6WU+mX/Fwbgt8CTKaU+ZLdC/rYRp7UthKU77YFtCh2kqS4sRM3NAM+T/eTgwXrbf5j7BfAW8P2U0sKU0ilkEw4REZGWY4HBjHZ1f8EqNUsf5n4NbuRRhgGXm9lWub/3NLPDgYuAaxo5drloviAiIkuveL7QEHsCt+T+fAuwV7ED5G5N3Cz3101q/p779X2y78ufFjpeU90KETU319g6pTTPzA7Js+/1wMVmtjvZPaOjm+ic8q7+kI4OGtRvaBnt8SKL0tjVAQpt4y+myT9aNeCcvn51gOqCv2zFY5ZixYFCz70Y0cdZHazcERk6Ll49z6ZVuyx9Wth5hqs6QPj1M359FXSYTIHPcaGPBxCv/tMcK/8sJLshoa6ptX6y0GBm9iPg+ZTSRbm3Jf6D7KcI/wTmABenlK5q7HHKpGzzhW9mduD1UVvUydYZ8L7f8JA8nwPr+Pb4z4cHpxbNpPwCDADs/9U9LltlpS9c1r6vfyPLex9vGI45pXs3l+313GMuO2v7M1zWC7+KAcAEerrs1/zRZbeNOsbvPDUY8NrwMETl9ctf8LnL7uIAl33EmuGQa53sVxfY5roxfkNfEs+m/3gpHPMLOrts4uQeLrul2+EuWwX//AK8FtSifBFcK6sKXuZbfvVyOOYXK0W3Cu/ko919tNnA51wWrf6QnZTPZ18cbFvEV78PR/kVIJb/rX8tzNivi9+547yCjzPkYb8KzOG7+euy7ZgT7j81eC1Er88HHzvQ7xy16TwaHgb6Btlps130Jn5llm/mxD8B7zS/j8uOuuwOv+HTPup+/4c+BK6bfKwPg9fXjRsd5LLpdAzHjFbK6Bx8Hi3HLJcdRPDxAHvwkMvuJjj3cojnC6uYWe1P9mG55ZNrJOBxM0vAdbl/65ZS+iz375MA/81g8Ubnxk7A48G/fwOcVOhgjb6wkK+52cwGkbVW72hmBswFqszsI2AN4Dgzaw+cmVL6hZndBryVUooWkhEREalc8UShqTwJzDazF8kuJuxM9s2+FfB2Sql0R25Cmi+IiMhSr2E/iNg6pfSpmXUF/mFm/679jymllLvoUKw1ASN7Z+DmQO2reXOBKSmlBYUOVurlJtcEHqlVtNSW7K2cp6WUpuYmEMuY2arAZGBjM7OUUkMeGBERkeaxEPA/TGoqfcj+470t8HNgKDALeA540syeBsa08O+dmi+IiMiSrwHzhZTSp7nfp5jZ/WQXASab2aoppc9y3xunFHsqKaWPc39sknqEpixvjJwMvFLzl5TSXGC5lNLU3N9TSmkecDhwJ1nb9Y+igcxscM19qgRvfREREWk2NT+BqP1rMcys5vveemb2iZkdFW2XUvogpXR9SunglNJqZCWGvwG+Ak4DRkGe91u3HE0yX6gzV5ju30YtIiLSrIqcL5hZBzNboebPZPc3jQMeIvueSO73+h1FBTOz35vZcUF+nJn9rtBxSv2OhcuA/sBj8O1PIGaZWeeU0he5rA2wD9mddsuR3ZH1VP2BcveSDMv26aGfUIiISOVYQNG3QqSUgptwC9rv32b2JdmKEl8BPwOWb8hYFaRJ5gt15gobVGmuICIilaX4+UI34P7sjXssA9yRUnrUzF4B7s79UOJj4KeNOKtDyZaArm8McDrwf4UMUuoLCx8Be5jZHkBr4K9ANXCJmc0gW9biduD+lNL5AGZ2u5mt3NB1OAsRFTWmvkEp2TgVOkrLV1ShY1CEF5UihmPmKQEMSxXxxx9aRGFfVEwYH7+64DHzlhjWHzEoICymIHNoULQYFjpF8pUSBs9b4edU+JjZO/DrKub1VWiZZvhc5CvjLfD1VXKl7VjAzDqT3QrxI7LbItYi+4b/DNlkwjevtSxNP19IZBWPdQ7S223Wfe2Pwt0nXRwUNQ76h8867uiizabFT0c75rrsCG522eAnbnXZz/f9UzhmVN723EvdXXbD9ke7bNKYtcIxidor9vPRAwfs7LJbOdRlrXeLb9GNCtkGMMplh0+522UjusbLqp/M5S5r/zNfhjl7aieXXZBntbYfP/y0y/rs9rrLPmBtlz3BDuGYv+TPLvsn27rsMfxjfO9KwZNB/Hhmi6nUM91HH8xZx2Xt14lXww2LGk8Lso4+23Ra4QWZJwXP5ZDnfPniIScMD8ccQ3+XvXPlZi67ZZ2f+53zfV++NMiCp+PWk3149c7Hu6zHqRPDw6yKz9fjPy479qsbXfbISkFhJ3Dkgpt8uFdQfDm7jYt+z1nhmEf91Zcldj/ZFz2+jS+fjV7vAKdxscvuCx7kh7/a1WX3r7R3OGaP4PHMFiNqBkXOF1JKHwKbBvkXwPZNdFZdqduvUOMLiiiFLNmFhZTS8Fwh0+PAjmTXZw4G7gDOIZswzCS7QnKmmb1M9jbIFYBlgZJdWBAREWlSC4CvSzO0mb1B1rMwmuxCwslkq0QsafcFJrISqda532uaqiG7dfPfwB/NbHWgJ3BcKX8IISIi0uRKOF9ohP8C2/Dd8s41fgh8UuggpX7HAhRYyAT8N6V0gpkdBPwAuK8M5yYiItJ4C8kulZfGOmQX2z8i+6b/wRJ4UUFzBRERWfKVdr7QUNcBf8597625xXB74HzgwkIHKceFhZPJmiuBrJDJzOoUMgHzzKynmV2WO6ff1B/EzAYDg7O/Rev0ioiINJOFZAtAlsZKwACy2yAOAa4ysylk7154Gng691bJlqzp5wrdepXjvEVERApX2vlCg6SULjGzVYDLyW49hGy5yctSShcVOk45LiwUWsg0IaV0cr5BVN4oIiIVq4Q/gcithvBc7tfvzKwd2U/rtyVrgr7KzCanlHqX5gzKounnCuurvFFERCpMZb5jgZTS6WZ2HnxbiPFOSqmo9qhyXFgopJCpoKbJUoqKGm9NvrnlUOtbjtMRaZBiSgRDUUFewWWFwb6Upkiv4ONHpYZReSJwTl9fAhgKHo+iCjLzFTA2RpnGbNbnsqj9m0EDVoVohIW1ftX0EvQs29FLo+nnCgm3VviCYNoz6a48BYa9g6y7L2pkkr/99NWPB4RDHrXGdS57l/X8hk/4aMK+8VM8ma4uW+PMf7usN+P9zr7bDoBJ/fxj0veAV1zWkwku68dYl02nY3icifRw2ejgpPbo+pDLoucS4MP7NnLZUfte6bK7TjnAZfNpHY656W6+cHAWy7osLNL8IC5v3GbtZ102JehIe+9d19nG3PX88wsw59sfNNYWlDcG/Ylf9fOFnzwQHiZbj6W+oKiR6T57/YP4a3aftd9w2Qts6TcMDvP0CduGY34ypo/L2p8VFHlO8kWe4ec/hB/78kf7zrtVmOqyqECwK1PCw0xnZZc9yzYu22Ml/7kxIc+3gy/P8i3Ze55/pz/OaT90WVR8C4Tlj5Pe8l8/bt/oIL/dLfHX3gcO/8BlT8zxn0ezL/XP2/jj2oVjjg/Pv5nKG8s7XyhKSmkmtZZ+LlbJLizkihu/JCtuhGxScAcwnuzLwgygPXAm8HfgFTN7CPh5SimYuouIiFSoEq4KYWbLkN0m8KPcrx+QlRx/DPwTuDH3e0u3uPJGgF5mdhXZhRTNF0REpGUp8SpSDWVmPwIOBHpB3auUKaV4GZ56Sv2OhWLLmA4kuxaoiYKIiLQcpW15nk52IeEzsgsIJwFPpZTGl+yI5af5goiILPkqcFWI3BsCrgXuJ7vN8kFgXbLvzbcVOk6pLywUU8Y0DNgICBdfVXmjiIhUrNLeM/kr4J8ppfdKdoTm1yTzhTpzha4qbxQRkQpTmR0LpwEnppRuMLOvgdNTSh+a2ZUU8f6KVovfpFFqypiAumVMtbKaMqbBwJ1kzddOSmlYSqkqpVQFy5X4tEVERIqwkOx+/tq/mkju+9+SfFEBmmi+UGeu0LFLGU5bRESkCCWcLzTCWnzX7jMHWD735yuBQYUOUup3LBRbxnQ9cA/frZ/ZrKKixp+nFcNtr7H/lfp0RBYrKhEsRrXv9YkFpYhp5bj8sNByvWLOPTrPoVGxYBGlhtH+jX08I9GYhT7u1UW86btcpYbFFFcW+ngW/PwWefySWkjFvbWxhWny+YItu4Bl+tX93rwN/3Lbvf70FvEAq/joB5/5w734sS9Uo3fQvgjMT74c8JLLzvIbnuYXtBhx4f7hmOznt71i7WNcFn3s682Mr1e9cOYPXLYxb7psu+DhjwrqHn9mz/A4nBJkwcz0ymvdyqKwii+NA8Kfra0anNPmHUa57OdcGw55GX4hkhPwhZBr40vnBq99eTjm+W+d67LTNzrbZb9b7zSXnTXqknDMeev7rG30tfM4H+0+4B6XjajO85oLbDrNN0KGRY3rxN8HuqWtXPbgMQf6Df3DzidH+JJGAILezAv6n+6yniv5EtJt89TWvNDfF0pGnxtbB8WAyzLLZe895ss5gbjDeKyP7h5xuA/z/e+uvY825B2/e+sFLjvv4/h5u2KNn7vspHdvcNnO2YI/dXxzePyD4rvv8x/Tj/f9m8u6njPZZcPfOz4c8/M+y7usK6eG25ZcZc4XvgBWyP35U6Av8AbQGYKm2jxKdmEhpTQ890dfV+qvfOyX22cO8JNSnZOIiEhJVOZbG1sEzRdERGSpUZnzhWfJbi98E7gbuNzMdgS2B/5R6CAlfcdCvZUhjO9WhviI7FrcTL5bGeIXZOUJrYHLUkrxWjoiIiKVpoKXj6p0miuIiMhSozLnCyfy3XtazgfmA1uRXWQ4r9BBSn0rBBTe9FwF/DiltDAaROWNIiJSsSp0+agWpOnnCqvHa7mLiIg0mwqbL+SWtP4Z8ABA7vvrhQ0Zq9TljZA1Pb9S85eU0lygTtNzSmke8GfgWjO73szcHbYqbxQRkYqW6v2SYjT5XME6d67/zyIiIs2vguYLKaX5wB+BNo0dqxwXFgpqek4pPZprer4ROLoM5yUiItJEEjCv3i8pguYKIiKyFKjI+cJL1Poe3FDluBWioKZnM/sD2X2Uq5BdNalI+Vd/iAozvynlqYgUxKYFl0LzrZYQrPYwdJrfLFoBopiVAKJtoyzfKgLR6ghDg5UESrGqQ6SxqxAUs9pDwYLnMpTntdCcqy3kWwGisi2gEmueW5AmnytssMzb3N35e3Wyje780G238zW+rRxgz8m+S3KF4Dk+cI1b/c55fgI1/CPfWD78QJ8903Vzl2045O1wzC4T/Xtqh+JXUdj0umAFiGAVAYBZA/2cpjXzXXYefkWLdXjfZWcO9G34AAte89PQIVzgsp741v41Pvo8HPP1w/0KAbdymMs+YB2XTXhk3XDMD3ft7rLPpqztNzwz2HnXcEium3mKD68PNvSLJcCUeMw28aIW3qU+GrGMXwFirZFvhbt/OGojl32Bf4dQn7XfcFm0+gPAc+ZXUeATv+JK++X9a2l2907hmASLs5zyzHXBcXy078G3hUP2ZrzLotVEJk7u4bKFfTv4AcfGaw3+4MUXCjr2erzrsupn4nex/+Acv4rL+Xf51UmoCr6A3Rav/HXSdL8CBCN89J/31nPZAPzKLACb7utXGBn55D4u22n7B10Wrf4A8Bg7h3nzqMj5wvXAxWbWCxhDvXrJlNKrhQxS0gsLKaXhuVKmf5N9af0vsDLZvZRdyVbunJBSmmxm25K1Tk5IKb1WyvMSERFpWgsBLTvcEDWrQphZJ7K1s3cFDgQeBZ4Gfko2fxicUjrKzD4gmy/8DNB8QUREWpDKmS+Y2U1kC//ekYv+FGyWyC74L1Y53rFQ4+qU0gj4tgH627/nvJZSClbWFRERqXQLqJSJwhJA8wUREVlCVdR84XDgt2Q/9G+0cl5YON7Mdgeuqff3t1JKVwDfM7NrgbEpJfeeIq0KISIilasi39rYUjV4vlB7rrBqr3JOcURERApRUfMFA0gpfdwUgzXXOxa+R5E/gUgpDSNbegqzHurbFhGRClJRP4Fo6Ro8X6g9V9ioqp3mCiIiUmEqbr7QZN8rm/Nyfs1PIKallE5vxvNoIipqlOYXl+tVF7x/VMpY+HEK37Y5iwHzKfT4jS2ELKakspB980mfFvhcFlGU2NjnrRTPcXO/br6TaMj3ATPbhWxFhNbADSkl31wnDZovzKUdH9G7TrbRWr688WJ+He7fo9tElx2KL2ocSz+XXXKVLzUEuGPXo1x2fNdLXLYhvqjxLg4Ix9y5hy+fPGfiRX7DqI3iuXBIdm/vS964x0cfXOwLDKNz/5oVwuM8dd/uLhuxxR4u23q1Z1122Jp/Ccd8ni1ddgH+ZbMxb7rsuV03C8fc+k7fW/bqgRu4bLOj33HZ7L7hkNzV4acuO7zr3X7DrsHOwXMBFD6rP8RHK+0wyWUf/p8vaQRY/re+OPMkLnfZC8Fz8eAxB8bnFBQ1srr/cjj739V+u23jYlO23tBFT/7On9Pb+O1OnHhjOOS8oH/x4jn/57KOHT9z2dfj/L6tl1kQHufFy7bz2ZXBhtGXmupwSF48z4857OBD443rGfzXoKQWGPaO339we7/tBHq6LCqjBHh92S18ONpHq+K/RncZ7stsAX5yqC/jhTyfnCVX/HyhxHOFSWaLnjOmlCqjY6GmlCnIaoodvzSzy8k+qKuAMSmlm0p9XiIiIk2n+J9AmFlr4CpgR7Je8lfM7KGUUp5Z8pJN8wUREVnyFTdfKMNcYTAwvSkGqoQbENcERqaURgKYWSWck4iISBEadM/k5sD7KaUPAczsr8CeEPzIV0DzBRERafGKni+Ueq7w95RSnkVsi1MJ35RPBjY3s1ZkS1y0B9y9kypvFBGRytWgeyZXAybU+vsnwICmOqMl0GLnC7XnCl16tSv7CYqIiCxa0fOFUs4VmrSLqBIuLFwGfD/3E4hTzOzeaCOVN4qISOWa+BictUq9sL2Z1b4zdFjue5k0zGLnC7XnCn2qVtRcQUREKkxFzRcKK+QqdLCUmu/7bs09k8AOZGUU84HPFldIkV1YGFz6ExQRaQEqsQyz8gwdk1Kqau6zqM3MfgBUp5R2zv39dICU0vnNemIVqCHzhWWrNkjrjK5b8HcAd7nt/u/Bi+MB+gbzo9HBHOzRYN9B8ZAjB27rsn/xQ5ed//C5Ljtkt+vDMRfgO7WiAsWorPADfPkiwFWc4LLzONNlP8SXKtYvzAR4NvgYs9wX9rVljsv+yG9c9gWdwzF/8PBYlz2w284uu4ODXHY2/nEHGI3/0jGa/i7rgS/su5W4HC96Lfas80PJzM0c4bKqqMkO6Ip/N/MZFrzLd/VqnwWFjuT77BobZFERaHAYogJCoP0uX7ps9qROfsP1g0GvjA4EPO2j3e/xzZcj3trfZWts9O9wyAmTfQnhHt18MWD0/A4Pnsu1+SA8TvS5OXqBfx3e1PpIl92c5wvQg/Yzl52V/Of1O0GZZfR5DTCdlV324elB6Wf0o+w85bGcF2TR19knfLTpiy+FQ77+QfAD/nWi4mzNFRqjVbkOZGaDzOzEXLMzZrY+0Dul9BDwPtAGaAtMK9c5iYiINKNXgD5mtqaZtQV+BkTV1UsVzRdERES+1WLmCs1+K4SZ9QV6pJQG5/7etplPSUREpORSSvPN7ETgMbKfwt+UUnqrmU+rYmm+ICIiS5uWNFdojgsLNetRdwT+DWxIrdVJU0pzo51U3igiIkualNIjwCPNfR4Vquj5Qu25Qpte3ctzliIiIiXUUuYKZbsVoparU0rH8d2dV28Dm9X8Y76fQKSUhqWUqrL7XpYr/VmKiIhIcyp6vlB7rtC6S8eynKSIiIhUwK0QKaVxZjbFzK4jK2N6nVyjs4gU5xyiIhqv+tOmP3b1anE+dFxQgNa32kVRAWG+McPj4MsKozHzsWmFFdmmlQsr0M1XnljocxTJ97yF5z4u2DB43BkXZHlEH3sxJZHRxx69Ps7p648TPb9AfP7RxyktXrHzhW5M4Zf8uU525MQ73XZ37OlL/AAmzPQlbccfcLXLxh7Qz2WPX7ZnOObOGz/jssc6+WLBU3bznVzzg5JGgAG87I/DYy7rctmMcP/IoJNvdlmn4bNddtugfV0WFQu+wJbhcUaO2scfp8p/obuw9RCXRR8jwE67PeiyqMyyf3Ce+R7jw0fd7bLeA8a7bOAE/1zs2vPhcMwxQSHkkeP863O/DfxiaSteOS8cM+i95Izoa+d+wb5bB9m28WHo6I9/yAnDXfb0CX6AT47oEw45u3tQ1Litf97CosYTgwyI2iN/Etya3nGj6S77BZeHIy7o5l8jyzLLZfvjSyLf+2ATl3XqPTE8zpcjggnQtT7a6wb/eufE9uGYHO2j5fjGZf2Cds77tonaPeGUZ/3XqkufC8obgyLQNX4XF2R+bOv78FIf9XnxdZeNnfCDcMwRa2/nsj2C8lhpnLJdWEgpDa8XbQFMNbPdU0qXmtlmwP3AaeU6JxEREakstecLudUglue7WyD+BfwSWD+l5GfEIiIi0iya41aIfA4Dzgb8mi8iIiIimiuIiIhUpIq4sGBm7YFVgNuBPfJsM9jMRpvZaIK3HImIiMiSq9i5wozP/Vv3RUREpDQq4sICsC/QHbgSWNfM1q2/gcobRURElmpFzRWW75LnPmMRERFpcs1e3pizL7BHSukbM9sEOArwTT0iIiKytNJcQUREpEI124WFemWOI2rlbwBvlP2ERJYAeZvz66nOszJBtApDoast5FuxYOhq1QWdUylEH08xK2IUugJEMaLjF/q453veGqMUH2M+0cfe2NdHuFJFgZ8HUvkaM1cwEq1ZsNhjdOaLMJ+4TA+XvcnGLnufdfzO2+Y5p5k+27zTKJc9yw9dtnGeD7cbk102nt4u69I1WCqmVzhkuIrD7n2fclm02kLX4HzW4f3wOGsNeMtl0aoSe/B3l+V7PO7iAJfNYlmXfcEqLtvky/fCMfELhLACX/swuPvmmzzvso2a9wleH1Nbd3bZigMnhWPy3zh2bggy/7AX9b+EMfR32SdjghUgdsgzwBNBtvWGPns62rk6z6A+Hx2sxnHHZL8yTI9u8WoNywW3Y0dfZ9bhA5e9N3VTl/Ve+6PwOOzuoy+X8ZOFPVe732UP7nJgPOajPpoQvLgXRKujBF/mAB7Dr2rDc/5rAPd2c9HH84PVHyCr968vWBHjvXX84/mP3aLlTeAB9g7SqfHxpcGa7cJCrabn8WT3TO4HfAG8lVK6qLnOS0RERCqH5gsiIiKVr1I6FgCuTSkdDgxo7hMRERGRiqX5goiISIWplI4FgGPMbE/glugfzWwwMDj720rlOysRERGpJHnnC7XnCp17qehZRESkXCrpwsL1KaUR+f4xpTQMGAZg1iOV7axERESkkuSdL9SeK6xZ1UlzBRERkTKxlJrn+25wz+TURV1YqLtvj/TtmxdEpMlEpYwRW6085XiFnk8+0XmWYszGKsXj3tiPs1A2Lfge0re6LMcGYFxwrPD4Q8dkyxVLS9PQ+cKqVT3SEaOPrpPtjS86m07HcP+dnnnWh0EHYZejfGPeUM4Ox5zOyi47/aNLXXbRmie67ADuCsecgi9F2/yXb7rs6j8Pctl/WC8c8172c9n0mR1ddk2Hn7ssKn6MCuIAdgga+06eOMxvGHQqzs7z2fxuB18Y2O/2//gNh/so3RSX2Xbu8YnLrmx9gssOvP9BP+bAcEjssSAMPqZP+3Ry2RzahmOuNdGXOkbfN9pM/ZXLNuzsizgP4vbwOEMevsKHT/uo/VlfuuyClU4Pxzzlmetc9uRA/1r6M7902U94KBwzKmocZtP8huPPdFGr9nPDMRdO7eDD03z085F/ctk1o/zjvtmA58LjHMwdLtuXe122xkefu+xva/44HDP6WndUH3+cqNPw6mmDwjGP7zLcZZt97j+mv3B4cBhfoApQNcc3id7c7giXRaWsUWkmQFvmuGwP2ybYUnOFxihbx4KZDTKzE81sbC66Hfh17s//AvY2M/8ZIyIiIksNzRdERERanuYob3zXzLYkW0jlRYCU0ocppaOa4VxERESkMmm+ICIi0kI0R8fCvcC+wHLA44XupPJGERGRpUrR84Xac4UVe2muICIiUi7N8Y6Fb3K/TwYWFrpTSmlYSqkqu+9FTc8iIiJLuKLnC7XnCst10VxBRESkXJprVYjfAAk4DMDMOgO/B75nZqenlM5vpvMSWfJE5XZ52LQCtx0XZHkK+xpTTBgWA+YTHP8c/LGrV4t3Hzqu0GP54xReIBgruJQxz3OZVvaFY9FjV+h2+ZzTNyg2C14LxRRHFnyeZSoMlYrT4PlCNybzS/5cJ+ty5wy33b8PXCPc/5SBfui/DjzAZb2Y4LLvMTYcc4sbXvdhUEy44YW+SG+N4b6kDWCNTj6Pihp//rxfzfulrTYNx4xK787ucK7LdjzTl7Qd0uc+l83bOzwMc9sHP996KtjwZh+1bx+PucLDX7ts7MHrumz4wb4Mju/HY77yin881nrcFyXyvI9sq3hM/h5ko3zU42xfgPhwp+3CIdeaGZxTYN7FK7rs9Ue38Md+bWK4/+G7XeOyW9bxRZ6zJ/niyZ4r+c8XAHw/Jm+zoctGvLW/yzpuND0c8o7JB/lwfFB82fv3Llq4S3U4JmcFWV8fnYkfc+yAfi676Nv6mLqiEsIFtPYbBu/lan3sgnDMv2RfRuvY/b17/P7Md9kHrBOOybY+evWurV3Wd+u3XLZ8R/+5CnBeB/8gn3K7L/eM9Dk4+BoLvPdY9LWuuqAxpXDNcWHhOGB/4K2U0kVmdh6wa+7fhgB9zaxvSin6r4uIiIgsoWqtALEL8AWwYW6usA6wOVnfwhPAJOL/momIiEgzaI4LC9emlEaY2X1mthvwaUrpLAAza0t43U9ERESWIporiIiItCDNcWHhGDPbE7gF2Ihab3pLKc01i9cQVnmjiIjIUqPRc4XVe8XbiIiISNNrjgsL16eURgD8f3vnHWZXVb3hdxFCCAESUiG0UEINEiQCUgRpkd5BmvQOP0RQlCJDL4IivUrohGIAEQRRQUBEgoIEEEI1VCGQ0EMS1u+PfW7mzl3rJOfOnTszd2a9zzPPzHxzzt77nHvuPd/ss/e3RWQmsDowPvvdmfiUUNUrgCvSdkOrmHgdBEEQBEGDUbNXGDmqR3iFIAiCIGgnOiq8EQBV/b2InCEil2TSnzqyPUEQNC5eYGBeUGNNVBGGGbQdXhAnwMkRvtTlaa1XmEYvXmGZFtqgjWywVw/8oLNlnPC0d59Y2m64ppVWn+oHiOHszsNWep2lrDjZL5LhVvJC77ygxtM53i3y0cs3MdpVB9kgv03G2/BGrz09nVBDgJ6fOYt9/N1KE51Ax+Ej/TK/opfRZjp2dx6+sjvbbE8A/sTGRlt6iRvshs618ORgf9bOt750osScoMf7+69vtLzPwynDF3L1Sub9qQ2E/PLgBYy2Ho+4+/dimhW9ZLRhVtqAv7hl7rC7PZ+Hv3210c5d+Rij/R8XuGUOHWKv2XPfs/u7QY1/cDSANx29n5UWvcqe4yP2t+1cd+I//Xq88/mlo51npW0W91fnfWJze4F6QY3vMNRoZ0490S3zvA1s0OIOu9jXcn5sUONTTkgswJH/u8Jo9+8+2mj3PbW90Sae7QfSdux/vN2HupxmJ3ypPKhxJREphS+NAG4CdgSWI4U6/j6CG4MgCIKg6zM7vyAim5OWxX4Q+Aq4hOQXdsj01fDtdxAEQRAE7Uy9+2+qCV86A3gRuAG4vs7tCoIgCIKg8xB+IQiCIAgamHp3LFQTvnQs6YmEO54pwhuDIAiCoMvSJn6h3CssvETPerY3CIIgCIIy6t2xUE340tmzmwIR4Y1BEARB0GVpE79Q7hVWHDVfeIUgCIIgaCfaLcoighqDIAiCIJgT4ReCIAiCoPGoS8eCqo7J0Y+rkO7Ivkf4UjuxpH7faG/ILR3QkqDdGNFUfFtnxQNdyK4F7622cDInFa5GFi2+bS2cPKH4A0vvOGtBqjgf3ooW3jnKa6N8ZI+z8PFUcX14r/FJI2w91Rz7STj7u69bk7+/U38112LQsdTTL7zDImbVg5GD/1W4bc+yihVtoDzvbmyXevjTSTbJH+DzDecz2vYL3me0c52Kdjv6RrfMh/iu0a6f9gOjPd1rNaM9erVd/QGAg6cb6dZhexlt7PZ7G+3VvRc2Wj+muNUs9KGNuZfBdrvh3qu+h1sk12GPfT4+N9qDbGR3PrbJLfMsfmq0GSv0MNryK7xktKvY3y3zpmP3M9o9a25otDOclTv++ft13TLP2MJeX3C3Ueab/wujrdT3eaNVrqpS4gMGWPF8Z0Mn9P9vq6/tljmM1402vY/dbtJ7ixtt5hD7WoD/un/9gVOoXdjAX/0B/JWhDnc0u7ACvZyVSN4d7k/vXrjvVCvahSZgBUfL+e9uEvbcLeCs1jDeeeF6enUDjLTSItjVOIbwP6M9jf1MymMVnjXafQO3sht+mjMFbsvCVQU1ULcRC3NYGaI/zUnPI4DVVHUbERkIvAKsEytDBEEQBEHXJrxCEARBEHQN2mMqRJGk589EZDHScpO2654IbwyCIAiCLkybe4XeSwxsn5YHQRAEQcBc7VDHASJyJc1Jz0+W/qCqpTFB1wN7AisC//EKUdUrVHWUqo4Cb6hXEARBEAQNSpt7hXkGLVjnJgdBEARBUKI9OhauVNUDVPVu4DlS0jPQIul5EmmWzj/aoT1BEARBEHQuwisEQRAEQQPTbqtCwByTnncHZkKkbtUTP6jxm472z3o3JehIvPChHLygxurKtMGERWnrQMW2KNM7H01v1VSkixfomLttDcdUTT1eoKQXkJkbMlnD/k05bfLO/clFr9mgU9JWXmEI73EUv2qhfffDx812H/Wf193/cC62os3wY8Ut7P1yDZ6YU/OaucFKvxz1I6P1v8EGHQJsP8LOCtl9qcoVOuHnvU4x2jX7TXLLvHnEvkZbes3nnA2tNGSaDWl7r5eTyAj0n/quFR9wNpzsaDmn+OSdTjXaAX0vMdor05YtVjew5t62sv2nXmu0ns4ls+He9poD4HQrbbn9n402au+njHb7Fju6RW7HOKMtxhFG69FjptHedtIGj+Fct56x7GJFp0nz7/++0bwQPoBDuMxo50470WhbDbFhlL2dkEaAHtjj9AJYGeFo/dwi/aDGi6z28fk2RNA7b3nBpgvPcK4bmw2aEmoqWdEtkq2dIM+d3/it3dAJQHx1ZRvKCoCTxTnpHRsSubGzuI8XHAngZD8yz+BpRttmyduNNuXUhdwivSBPdz5dUBN1G7GQJT1/CgwTkXtE5FoR+UmW9FzKFt2ElPA8ELgGuACYFGFMQRAEQdD1UdUxqnoRMFBEDi/5BWCKqh5K8gsbAQuT8s/XBa4DBgBrdlS7gyAIgiBoSXuNWJhTKNMvgDNU9YV2ak8QBEEQBJ2P8AtBEARB0IC0R8YCzDmU6WxgfxG5RkS29woQkQNFZLyIjCdnyFMQBEEQBA1NTX6h3CtMeX96uzU6CIIgCLo77TVi4UpVvQdARGaSQpnGZ7/Po6pvA0dnv98HmAk/qnoFcEXaZqidlBsEQRAEQaNTk18o9wrLj5o/vEIQBEEQtBPtGt4IfiiTiCwErAYI8Jf2blPgBTX2drQv6t2QoA544XySE253UsGgRS8wr4m2D1qsBi8YUN9yQgBzjr1oAGPR7aoJRXTrqUNIpHxUPGjRwz8m7/oqnsHr1V/N/k01hIMGnZta/cLczGAAH7TQxOaH8exO33D3v/kpG2D4py1sUpkXELc+f3XLvJSDjfbC+SsZbbdpNxntoj32c8vcmAeNdhmHGG2THz5qtResBnDT5k5dr1pJ5rKfKTv3sqGGtx6wl1sPTn7iHqdfabSxP7Khd/sMuMYt8hczf2y0SdgwuaG9bELclTft4ZZ55bQDjPZS36WNtvIE5yQd6xbJ9Out1vMcqy2881SjLXPb1W6Zb/pVGbxr5rvO2+kV7wUC7rp/V6Ndf6RNbxxY8f4DWJfH3DLffs+GR/br947RvPfQTtzmlrksrxjtkPt+abTjnSTNRa/60GgATsalG9TYd+7j7IZ72PfBrTfkvDcOt9KSF9pVdt94bQW74RV+kXecurkVZ9h/BRdbeaLRlrnLvhYATe/YC/xutjLaNq85yahPu0Vy3HY2tHM09xvt1MfONNrHG/llLriW1STWC2hzaupYEJG9SXmk3yNl9j5HWgbq1OznJ1X1IhE5TUQ2J029eJA0R/Js4Kts3/OB76mqH3MbBEEQBEHDEn4hCIIgCLo2bTViYVbYEskojM1SnskJXzod+FUpfKlsjeogCIIgCLou4ReCIAiCoAvSVh0LB4jINqSwJYBdRGQEcCspfGnWwryq+pWILFme6Jxps61ARA4EDky/9W2jZgdBEARB0I7U1S+Ue4VFlmj32Z5BEARB0G1pq7tuedjSBrR8AtGbivAl4A0RWV5VXyzTZkuENwZBEARBw1NXv1DuFVYeNW94hSAIgiBoJ+rene+FLwFnAueIyJdZGy4E+ojIZdk2N6rqI/VuWzA7vKDGpoJa0JmoJgjPo3CoYY2hiPUgr00efvhj2wcDFg1lrMd5qyaosej58I6n1vPmB45GyFJXp639wgx6MIWFWorOgMdPmN9v0OtWumb1fYw2hPeMNoDJbpEDHX1t/ma053vZQMdVeNYtsx9TjPYI6xltr1G32p3XdIvk1V0XLlTPZnYRL0Y6iWy3Hu4H1PVc7GOjfccJvlxtwL+MtjpPuWW+12OI0abQz2gvPPNNo2276p1umc/2WsVog53XnQWdne2uAPSc4Ii9HG19K202wy+T/zmak5V48/02mHTsSBuQufEQG/IIgNP2S0YfarSh2IDM3jlLxn89oo/RPnHqGTPEvgcnvuIHsE78YFVXr+TpNUca7Yj9L3C37cVXRhuLPXdeUCM3NFltf0cD2N9Ky/Cy0YYcaa/Df/zauWiAB9nYimdZX/DmxsPtdt71CjTNe7YVn7bSlcfaYNRVlvI/015iOaM9xepGm7SOTUDd46o73DK99xFL+JsGrafVHQuVQUwishJlQUwisp+qXi0ipwH9aA5iWgXYAXiftPTAzzLt96WnFkEQBEEQdA3CLwRBEARB16ctRixUG8Q0AjhDVSeIyPLA8cDdbdCOIAiCIAg6L+EXgiAIgqCL0hYdC9UGMVH2+4siskiRSiK8MQiCIAgamrr7hXKvMGSJWEAiCIIgCNqLtuhYqDaIaRbZE4h3ilQS4Y1BEARB0NDU3S+Ue4XlR/UJrxAEQRAE7URdwxtzgpgAjhORD0hzJn9KmjNZenIxVVWPrWe7gtbSZKUJjgYwIkcPGo5aQ/NOriJAsc3rprb92yswsJZz1J4UPR/teTwR6tg1qIdf+IiFuJ0dWmgDN/3AbHcvW/gF3GKl+XawwXOfM5/RHn74e26RZ61vm/sOQ422LeOMdj0/cMtcD5td+R42wJANnZ3Hu0Wy+NR3jfa/vv2Ndt8+21vthO1sgSP9eqavZdMOT3n850Z78wkbJjdozf+6ZZ7O8Ub753Pr2g3ftNIeq97glum9Hs9jAzYv3Ke4fb15zW2MtuOIu4zmhjzenFOovZRcVh39d6Nt5xzjE3npnn9wqj7aBjUOdtIkJ96fE6j49JdG6jH3TKMtwytG6z/M1g0wbJnX/LoqOIcfG23dif90t313uB017QWb3nqDE97oBTVe5WgAj1r9z38Y7WzX02oD/SIX4BMrbuls6P13+H2/zF1X/o3Rnhhtr5tdZo412oKTp7tlLjLYvp57zrolNLOeE/TKvW6R8EKOHrQpre5YUNUxjvYQ8FCFdlzFZl5c50PgRBgHQRAEQdDQhF8IgiAIgq5P1R0LlenOwHOUpTsDT5alO/enOd15BLAcNt35FmCYqn4pIn8Dboq05yAIgiBobMIvBEEQBEH3oZapEG2V7vwwsL2IvAD449qI8MYgCIIgaFDazS+Ue4X5l+hX36MKgiAIgmAWtXQstFW68yPAusBqpFlji3uVRXhjEARBEDQk7eYXyr3C4FGLhVcIgiAIgnailo6Ftkx3fgNYEphKTsdCEARBEAQNSfiFIAiCIOji1GVViCrTnQF+AQgRyNR45Kz+cJ7aJOCjZXCdGxPoWyfXtH+Tk+bvlSkf2QeBupAYDYqn9lfTdq+dta4A4VHL+cw7bq9M73g88o7RfY3aabWEaupur/MZK0U0DvX0C1/Ri9dZqoX2GsPMduPY1i9gWSsN5j2jVdYBuIsoAfT6y1dGe+AxuzrAMuvY5PvHH/OWdQDWsdKeXGfFac6+9lYNQE9HX/SdD624gpUWdpL43113ab+iR21S/JtH7GK3s4tU8P7eS7hFjtvCrkqxzcp2GYVXVrYv8N8+W9st88Q+pxjtd2xttFfXXNhovbCvOcBV7G+0Zfva132lUc8brU+fr90y8U9JIXpjVzx5cPLG/sYjrLQINsl/CgvZDZv8Ir/9+N+M9viv7TX/ypHLGO3De3Juos6KB8f3ON1oyzorTeCtxgEs3Heq1WY8bjc83NnZvuTu6g8A/MfRD3a0Kc6+/qI0PMhGRttsm986RfYzWt7nz1bcbTRvNZHne9hVVPoNnuKW6b23vsGzRvNW1OnPq26Z9PHloG2Zq9odVHWMql5UevqQaQ8Bn4rI4SJyj4hcS7rUbyWZgU2ASaq6G/AxMB04nbQgykBgnKrOJL2NT8+GSAZBEARB0KB4fgHSf/YlryAiPwEeIHmFuYB+qtoEvEp6+DET+C6wAbCJqn4NLATcRcWqEkEQBEEQdBz1GLHQmpCmz0RkMWAn4L46tCkIgiAIgs5DeIUgCIIg6ELUo2OhNSFN1wN7AksB//EKjVUhgiAIgqDLUHev0HuJgXVrfBAEQRAELal6KkQBrlTVA1S1NOlmrKoerKp/Jq1bvXppw7KQpknASNJTCxdVvUJVR6nqKJivDs0OgiAIgqCdqLtXmGfQgnVqehAEQRAEldQlvDGP2YQ0AexOmksZqVtdgAhq7BiKhgA2vVWdXslJI5ygxpx9T8KG69UatHjyBGcVOSdI1Ks77xhrCfwret7z8I7HO8fe8eRRa5CnR9HjrEfdQfehrbxCL6axLC+30BZnktnu3ef8YMGex3xsNC/kzQsQ402/Tbtxk9Gu6Hek0T5hAbvzYtPdMoc6oXn7fHat3fAxZ+eJbpGwoqM9bKVtjrOhiKO532gnPWLDDwHe384JavTGohxjpRGjn3TL/BcjjfYgmxjNC5i7v89ot8x1n/6n0UaOfNpok7GjZNzXEv+6mc8JUPyg1wCj9Rn8vlsmBfvSJmPLnOQssjL9spwCj/nSSMvzktEe8TJWn/aLHMbrRnv8Irvd+MNHWfEyv8wP57Y3rR22uN1oM+lhd7aHmBXqaPbQWfJCeyEvU/F5BPDnP/jXnBvU+AdH+6Gj5fx398/fr2u0B7awr9F7DDHa41P88MbVnBf0f5/Z/wFu7LOb0YbkpMe+cZRNhX3wVzZIdBq9jLby8JzwxrV8OWhbCnUsiMjewPyknNHJpKcJ/wBOzX5+UlWvFpHTgJVEZEvgQZIZ2E1Ezgf6AaeR1pceBzwJbAPslX2dBfwXmK6qOVmsQRAEQRB0RsIrBEEQBEH3pdoRC9WGLZ0G/EpVXxCRvsClwHHAn1T1GBG5jObAhFLZN7TBcQVBEARB0DGEVwiCIAiCbka1HQvVhi0NU9UXst+nikjP7M/fFZHbgQ9VdUoWynSAiGwLfORVHOGNQRAEQdAQdAqvsMAS/dr8wIIgCIIg8Kk2vLHasKX/isjy2e8LAqUJgn9R1R0zfWBZ2fsDb4vIqpUVR3hjEARBEDQEncIr9B7Upz5HFwRBEASBoc3CG3PCls4AzhGRT0nzJpsqdrsI+CkwAThYREYDA4AL26pdQedGN7chb3Jv5He2Fi8U0QvSywsqLLzthCYjNeEEOua0ycOrJy+sUN+ydUkD577qQsXCMGsNiawH1bSpaDhoNWXKR06Qp7nVBJ2F9vQKg3mPI7ighbb0De+a7c7b41B3/3FsZ7S9Jt5qtM2H32u0q2853C1ztZn/MtqGK99jtItnHma0r5acx2gAB3G50eYd72x4npWef9otkpWcoEamWuneg7Yw2ugBNrzx/aeW8CvyOMHRzrfSPKOnubvfyB6FqvFCLwfznr+xfYnZfeSNRlv5DCc47jO/yGNOP9fuf7Gz/9+t1JQzEeibvmzrxtbthW5+crwfPPksqxjtoKlXG22rvncb7dZ79nLLXJ4XrehcC7/psa/Rtr3qLrfMbRYdZ7QlX3OCLx9wdnbeLwDYXMGULFPBG6/ZDYcc6Vxfj/a0GsAUR/OCGs93NC/4ETjvePtZ5wVXDvHeB/3cIllhwhtG222EDam98O1j7c5P+2WO/ZUNdf05NgB25XH2/TLWz4llq+hnbhcKdSyo6pgslGmYiNxDWSiTiDxCcyjTcVkoU39gE0BI2cjLkUZHrAmMBXqVhTRdoqr/EJEtVfWItjy4IAiCIAjaB1UdAynEUUQOpyzEUUQ2wA9x3IjkF/4AjAAGA6cAvweOE5ELSatA9AOeV9UtReT20kiGIAiCIAg6B60ZsVBtKNMI0tOIF4EbgAWAe1X1PhGZG7iDlPgcBEEQBEHXIfxCEARBEHQTWtOxUG0oE8CxwFfABaQ1qG/N/j5DRD4XEWcB2ZZEeGMQBEEQNBTt7hfKvcLQJaqNkQqCIAiCoLW0pmPhSlW9ByAb2lj+BKI3KZRpfPZ7aULg2aX1pkVktWyb+7MnEPOp6szMUOSiqleQ1rVGZKg3qTYIgiAIgs5Du/uFcq+wyqie4RWCIAiCoJ1os/BGyA1lquRK4DwR2Zw09ODMTF8tW6sa4CRVzUnQCboSEdTYtnjhi/UoU7xwvZxgPi+AsWigY17YX9Fwv6JhgVD83HXGAMVa8MMPgRFNRvLOUT3Oh/e6ndzFznt3pz38Qg9m0q8yAc3JxluAT9w2vsdgo/1z+IpG+5+z3VyL+Yl9C/59utF+sM71Rvukhw3N29xLEARGYgMhGe5s6Di+lZZyi4TtHc0JhPzBgOuMtjZ/M9piq090q3nz+7ah667/R6NNWb+f0X7K2W6ZPZhptGn0MtqLLG+0o/iVW6Y3UHbl/zkX02vOvjnneCt+Z8Vni9W9u19kYU747DSjje1jA/NeY5i7/xfT7Ops9/bd1GiTWNzunPOfR9PDzuvZZKVr9trbiofP65Z51/d2NdpvD7Lvtx4H2Wtmm8W9REf89tuPhax7syX/+PX6VhxoJSAl1BSp2wtqvMzRgHGX2kDal1nWaF6wKev6/5ZdpPsZ7YprjzTagL0mG230UBsYCjDh6m8Z7YD9rjTaydtZL7nLpo+6ZWIvBdjH3zRoPYU7FkqhTBUMA6gIdHyA5oCmfqraJCKniUh/UoDjn4ClVHWLbN+tRORQ4F+qenANxxIEQRAEQQcTfiEIgiAIuh9tNWKh2oCm5URkHVV9jNSHdAiwYRu1JQiCIAiCzkn4hSAIgiDogrRVstEBInIlLQOaLhORDUkBTU+WNlTVr4AxwA9EZAjwhao6qyO3REQOFJHxIjIePm+jZgdBEARB0I7U1S+Ue4XJ70fEQhAEQRC0F201YqGqgCZVfUtE+gKH0WwuZkuENwZBEARBw1NXv1DuFUaOmiu8QhAEQRC0E3Vfi0lVfw8sKSKXZCFNW2V/uhXYQVX/mv3eJ3tqcZmIrFfvdgVBEARB0HkIvxAEQRAEjYuoNl6HfhqxcGBHNyMIOh3uCg5O6r8u5C/XVnTbWsssuuJANciizkoTE2w9uRRsU+4qCgXKq6bMoue92vprouD5zLsWPOpyPr1rgZOfUtVRhRsWNDwLjhqu3xrfMuX/+4w12x14sU2JB1j4MJv6P7ez4sCbdzhLMHzgt+npg5Yz2tn81Gg3P7Wv0TZb/bdumd6qFt7qBoszyWgfMMAt83p+YLSfzzzFaNN62NUWPmF+o93LFjn17Om0ycbkX4bN6pxJD7fMzS5/yGhvHmSP83Z2NNqaPOGWORibiH+506b5nKm647BJ/ACrOEtAjMam5N/JtkbbxbmOAebhK6NtK9+2G+7fZDV7OuB7D7n19J/hLTti+fAEZzkffwEHvn3Sn432+I1OnMoezj1j/5x7jvM+vHrcbka7zrnevdVNwF/pYmvuNpq3OsmDbGy0vFVpHmQjo/3z9+sa7bwtDjVa3jX3qDxmtAfULsjjrZhyCbYe8FerOe/yE+yGrzs7v+wWibNQhb96xrtWOvoXdsUTgEewfdD/kL84W4ZXqIU2XW6yHBHZG5iftGBKKQH6H8AIVb1IROYlhTjtLSK7AKOBL0nBTafXq11BEARBEHQewi8EQRAEQeNTt46FMioToFsgIgOAzVV1r+z3edqhTUEQBEEQdC7CLwRBEARBg9IeHQsHiMg2tEyAHgGzxrAtA83jwbIUaIOIHMis+Q9969XWIAiCIAg6hpr9QrlX6LXEoPq2NgiCIAiCWdQ9vJGUAH2AqpYmII1V1YOBI7LfXwFGlDbOewKhqleo6qg072W++rY4CIIgCIL2pma/UO4V5hkUDyGCIAiCoL1ojxELs0VVJ4vIAyJyNWnO5JvAmR3crKBhaCqodQ+80Dp9ywkBdMPtgAnFyvTOseCXeRK2/pOdbasJXzxphC3TC/FrWrS2QMgmJ3fKO58ub/lyLa+Rdy7BP5+1hmF6yEdNth4vZDLv+nKo6vp08F6joGtSrV9YiI/YkdtbaLvMtKF3qx/2lLv/6tc+b7SF97KBjrvu8BujrYTdF/wQw8tm2hDA/Ve/ymj9mOKW2YtpRhsx9hWjvbSLDZ3zwigBhvK20X7c4xdG84LsPnce/jz8ymi3nh2WudFot7KT0b5wypxCP7fMqfvb51N9f+wMhn3ISq8/Odgt80CuNNoRXGC0LZ0AwpOGn+OWic29dLU95r3Dii/4RfKhJ9rwxuFXPmO0Udj3wcb6oFvNfr++yYrbTjfSNmfebLSVchp/5lgbDnrF7jbc87+722tuPr5wy/Suz/2G27ZvOfE2o/VghlumF7a48xtOsOoM51+ss5x7+JZuNWy2jS3zgS1sAKEXYvqym34IP3eCGjcVGxLpeby99FK3zPNOtEGNa5z6sNH+/uEGRhP/FPPuYNspPJ7VjbaUkwi58mP2MxqAPlbK861B66m6Y2E2IUu3AMNU9UsR+RtwUxa6dJqIbE4aHfEgMFBEbgLeB77K5ky+DfyrtJZ1EARBEASNTfiFIAiCIOg+1DJioTJk6WFgexF5AfgvgIhsQUptPiH7fR7SMMYzVHWCiCwPHA/OOi1BEARBEHQFwi8EQRAEQRenlo6FypClR4B1gdWAm4HFgZWBWePCVPUrkeZhQKr6oogsUqSyCG8MgiAIgoak3fxCuVfov4Qz9jUIgiAIgrpQS3hjZcgSwBukWSxTs9+fg+ZJMZVBS9kTiHeKVBbhjUEQBEHQkLSbXyj3CvMPmrf2lgdBEARBUIi2Dm/8BSDAegCq+nsROUNELsn+XkoNOU5EPgB6Az8FVqF5WampqnpsG7cr6LI0GeUR/Z3R1pOt2qEtjY8XiugFAzYKTTkBikHr8IIaOxrvNT45Ah0bgbr7hQ/pz03s3kKb2cPank9YwC/gD1Z6d+6ljfa7be3+X/VxF7jiRZY32ko9bNDj/diww2G85pbpBRviJFBcs8s+RssLqPsHaxpt/MxRRlu8xySjPfOGDVnjdf+z4+1lhhrtWVYx2gJ8arSnnDA3gNd6DLPinc6GLz9hpIf4rlvmA09sY7QBa0422pYH2fDG94fO75bZa6YN3Xy7hz0fXjjfyiNyAuq8LE6biehe8/M4IaDe9Qq4wZd82dNIjxzzHaPN3cMPDGWU+noFL7CS0UbytLutd+74wEre++Ad7GsBMB77PuBTe+yLrTzRaG9uPNzum/OfmBdO+h5DjDaE94zmha9C3uvZVEhbHCcAFfAyVHs7YZqf97HPsj/oNcAvsyCvMcxoi69lP5MA5vnShosGbU/VHQuqOqb894pwpm/RHM50gohcparHlYUz3SEiqwFTgHmA+0nLSK2mquuJyEDgFRG5XlWdfPogCIIgCBqBcr/gBDkeQ1mQY7bZBpQFOQL9gY+Bv5LyFn6jqtuIyHakpSfXaY/jCIIgCIJgzrTliIVawpk+E5HFgJ2A+9qwTUEQBEEQdB7CKwRBEARBF6QtOxZqCWe6HtgTWAr4j1d4hDcGQRAEQcPTbl6h1xKD63MEQRAEQRAYaglvrKSWcKZJwEjS0wuXCG8MgiAIgoan3bxCz0HxECIIgiAI2ou2Dm+spGg4E8DupNiZxk2KCzoFEdTYElm0+Fvq5AlOeNKIpprqr0f4o9vORZ3gSW+7GvECLj2qOW75yGtnU+Ey9a2TC9dVC01OKKJ/jpsKl1nN9enuX/DcBZ2auniF5WdM5K8fbtpCkzPsdjefa4P5AL5586NOQ39itMnYALIf8wu3zNdvXtFoT+46wmg/dxL3XneCygDWmvSM0U4ae47d0GYi5rtAe5jwgJWuvGYPo+228E1G237J37rVPPjexka7d8gWRpuPz412KBe7ZU5moNFemri40byAzL0m3uqWudejjt7L2dAJShy0lg2eBGA7Ky147BtWXMJKer1f5IdTfb2Sdx+2IaTXLnaw0eYd+JG7/8LjbHjk6ZxgNC9c77Q3cu5XN9h764G32AP95gv2fXnHevY6BGBZK13y0d5Ge8XZ8MypJ7pF9vzQaq+uvLDRlrnLWcTGS4/7vlsNjz+2odWmWM0LT2RdG+gIsKLatOO99FKjeUGNp4kfSHuI/tJol+76I6NtffNdRtuR290yDz19jBW/b+/15y1zmNG2PM4GqAKwvy8HbUurOhacEKbngE9F5F1gmKo+JJJu31kI08ZAfxG5jGQQ9lbVLbKyvgK+AzSp6o6EIwyCIAiCLoHjF+YTkU/JQhszv1AKeL5IRDbOOhTmotkv3AHcISJbkfzChplfCIIgCIKgk1DrVIjLVHUvmLUuUSmEaTVsCNOhqnowcBfwNxEppTnvCtxYYzuCIAiCIOi8hF8IgiAIgi5MrR0LB4jIldgQpt1IIUyQQpieLO2gql8BY4AfiMgQ4AtVnePgLRE5UETGi8h4nCFxQRAEQRB0WtrFL5R7hfcnt/ERBEEQBEGQS60dC60KYVLVt0hLOxxGs8mYLRHeGARBEAQNS7v4hXKvMMhGHwRBEARBUCfaclWIEr8Ajij9oqq/B5YUkUuyeZOlZL1bgR1U9a/Z731E5LLsa706tCsIgiAIgs5D+IUgCIIg6CKIatunptcbkaGaLVMdBDXS29G+aPdWdDe8VQy81QHaa7WDWuuvdWWDelBr2xv52H1OfiqNeAu6C8uO6qvnjV+rhbbN23ZpgyeH2lUZAL438w9G+/BRuzTK0us/Z7TTON4tc23+ZrQlx71vtBu228Foe0y8wy1TnZEZC/WxifTP9PqG0f6EXZUB4FyOMdrqPGW0X2LT319hGaP9Fb//Z3leMto2453lJ55wdh7sFsmrO9mE/r24zmiPPryJ0XSCv+rPUYfZ5USO5WyjLXyGM1NnJ7fINMmnkqWspNtb7eX+i7lFDn/6TaPJas5n9FVNVpvfSofsYhP/AS5/7yCjfX1LH7vhttONdOGSh7hlHnHUVUa74ld7Gu0sfmq0rbnbaOCv/PHCoG/aDTdwdvY0SAveVuJEyTa9c6zV7rfXzK6jf+NWs5VzTKvxtNFWmGBXErloxH5umd7KMuedaFfz8FaaOORo/1q4VD624vgmI52w+nHu/h7f5SGj/Ywzjdbb8evf5S9umW8z1GhXiLfqSXiFWqj3cpOGLCG6LynA6QPgTVU9R0ROJ338flNVc9bmCYIgCIKgqxNeIQiCIAgai3bvWMhYELheVe8rCap6vIg4q6QnRORAZg1T6Fvv9gVBEARB0LHU5BUGLTFv/VsYBEEQBAFQn4yFIjwDrCsiV4uIHU/lEOGNQRAEQdCtqMkrLDhonjo3LwiCIAiCEh3VsfC1qh6vqvsBW4tIR7UjCIIgCILOSXiFIAiCIGgQOmoqRD8RuRSYATyvql+LyI+AbwPni8jPVfXtDmpb0K2IoMZyioYqthe1Bgs2OQOmm96qrf72DJSshaKvW6McT9AtqckrCEoPZrQUna2vGbqPu//nn9pw33XX/6PRpjhJZz/CDzp7Z6INNvzndisabRKLG+2Pw9d1y1ycSUa7lr2MtuQNNiRy3xVudsvsPepzo+369l1G++dQ2/ZleMVo1/EDt547nNS750etZLSNRz1otFU+m+CWeb1T17GcZbSh6zsXQ85M2zM/s8Fzk/v0txva08H7w51URKDfT2xESM977XYzelht+BM2pBGAZ33ZsL+jOc289HUbzgnAllZa+MhXjfbuc0sb7YgXbUgjAPdY6cB5r/e3reD8R1f2//Doe0b6pj5qtH+Ote+tHXa5wS1yEedDZNI79v1696xFbcp42kpPjF7TrecJrP6/z2xi6W4jbjLaFdce6ZbJl1Za49SHjeaFIl66a861MN7RRjUZ6bTLbABqzx2d4EfgtDF2W25xNrzISsevebpb5lh2cfWgbemo3v8BpI9vBd4Xkf7AN4C/Ah9Hp0IQBEEQdHvCKwRBEARBg9BpwhuBvQFE5DYRmUtVv+6QlgVBEARB0BkIrxAEQRAEDUKnCm8UkfWA/3hGQUQOFJHxIjIe7BC9IAiCIAi6FDV5hanvf9WebQ2CIAiCbk2nCW8UkQ2AbYGfezvEqhBBEARB0K2oySv0jVUhgiAIgqDd6BThjcAgYCxwJ3CpiBylqpGqFwRVUjSITz7SnL/Y/YsGOubV7QUo1iNY0C1zQpNtD1JTXe658zLERti6q6nHrbuKMMui57jmcE7nHOtC/jl263fO50kjiu/vhXF2ZOBo0KbU5BUW/PoTNv7szy3FJ+x2i4+y4YcA1/W1AYivMcxoT7Oa0ZbhZb9Rx1vpm0e+YLSn1lndaJv8x4bOAWAzAFlh4htWtBlt0Msvcsio/1nRydz75tO27R6XHHm0qz+3vg336+2MSl36lHftzv7LRo8rZxpty+P/bLUjrea9PgDzjrTaoqM+9Deu4BVsYCfAWk8/Y8WJVprc1yZKzlzTSXQEFqVYmzjf0bz72ML+7levvJvRnseGbt7obDea+90yX5q4vNG8ENM3Txxud7bZnInbhxjpOtY22oh1nzPa/HziFjkE+97YmD8ZbZvXHjDalcfuYbRdZo5163m+h3M++9jzeeHbxxptwF6T3TLP/NkpRvv7hxsY7fM+9rnz1jfb8FaAtfmb0bygRg5uMtL0i6wGgCd7IZE/tNLtj9tAWICrnzi8YEVBLdR1xIKIHCIiL4vI3SLyiIhcRsqs/Q4wE5gXGEP66PoDyTz0yP4WBEEQBEE3oNIvAGsBL5A8gQD9gIHApiTvMBO4QERiWEIQBEEQdALqPWLhC1J/0qfACFW9SER+AfxKVV8AyEzBzcBuqjpNROYmOhaCIAiCoDsRfiEIgiAIGpiOyFhYsmQSAFT1K2Cmqk7Lfp+hqmZsbIQ3BkEQBEG3omq/UO4V3v+gnVsbBEEQBN2YjuhYeENEZk2kyp5A9CgNZxSRuUXETLCN8MYgCIIg6FZU7RfKvcKgge3c2iAIgiDoxnREeOOZwDki8mVW/4XAacCVIvIJ0BM4Aoh1ooKgSgqH1nkhTdXsX8W+XrDgyU6gY61luttVEyJYNJAyJ5SxreupJiCzI3GDFp1AxWqoJpCxyQkcDboMNfmFj+bqx+19NmqhbXzYg2a7+xntVr6AE972O7Y22t/es2FwBw253C2T7az05UirXcX+RttoBdt2gCksZLRvDnVCFdey0t+XWtUt83IOMtqG+z9uN/yhs/MIR8txm/M4L91kbI/Q0p854Y1Ohh/A7djwthOGn2e0twb3N1puIONOVnp3hA1VfN0J9zw9JxHyyvUPMNoCa9lr7hRnAZTP6e2Wuc6aNkjPxet0+56jve7vPoV+RvsLGxjt3WttOOcXe/kPB9d0klWHOQ24+VH7wi956n/cMt+YsYLRPnAOfv5+9rw/xSi3TC+s1fus4GkrrbLUs0ZbcPJ0t55+g6cYzQuO9OoZPdQPyDzzZRveKDPsdh/0GmC0HbndLfNthhqt544fG80NanTCnwEW22F3o715gvOGP+01I13xyv+5ZTLGl4O2pa4dC6o6pvSziKwoIi+Tkp0XAp4DrgSOJJmCr4BLgZOz4Y5BEARBEHQDSn5BRA4Bfigim9LsFa4BDgIOIa1jcA7JK/jx30EQBEEQtDvtOWKhaDBTEARBEATdk/AKQRAEQdCAdETGQjleMJNLhDcGQRAEQbekVV7h4/entU/rgiAIgiDo8I4FL5jJJcIbgyAIgqBb0iqvsOCgXu3TuiAIgiAIOiS8sRwvmCkIgiAIgqBEeIUgCIIg6ORIxRLQDYHIUIUDO7oZQdDpKLpqgHzkv++9VRTcNH4nyTdvBYZaVprISwwu2s6iqy1UQ61levs3FVwl4+QJNb5udaCalSq8Np3krOpQzaoQxTn5qTTiLegurDJqHv3t+CEttOE3v2m222rXW939h/K20XZhrNEeYT2jNb14tlumPmTfq1cetIfRejDT3d9jbexKACuMecNueLOzc97jpaMdzTmkz+62A1/7PPy10W7YdAe3mnM5xmg9sDH1+3OV0bbmd26Zx3Oa0cbcdqjR3t3Jruqw8GtT3TKxi0qgNmAfsaH/vL/+/G6RTzPSaJuMedRu6KzmwUVukeDM/pGrnM/Oh5qMNNcKnxnt66Y+bjU7X3qt0bZlnNHudJZBufWOvdwyV93h70Z7prdz8N7iKOu6Rbrn7tOHehjtql52FZYj/3dFTqEO9qOC40aeaLSXWM5oi3g7469A88ZRdpWLEb960mgTrv6WWyYvW+mdM/sZbRp2UNiw050VKYA/HW9XxdnoPGd1kmFWWmyHiW6Zb8qNVrysyUirHmSvmacf+7Zb5sPrrGG0DWQzZ8vwCrXQ6hELWXLz0dhVHg4irfDQCzgfOBd4BVgcOBGYCjRl3+cHjgNWIgtpam17giAIgiDofIRfCIIgCIKuTy1TIYomN3+mqoeLyNrAJsAqwDGq+oGILE0yD3fMqTIROZBZwxRsL3MQBEEQBJ2SdvML5V5h6BL2yWQQBEEQBPWhrcMbveTmPiJyPrAPcBMwn6p+kP39VWDhIgVHeGMQBEEQdBnq4hfKvUL/QR2dTx0EQRAE3Ye2Dm98Q0SWV9UXocUTiB+WNhCRz0Wkv6p+KCLDgPfauA1BEARBEHRuwi8EQRAEQReirTsWiiQ3NwHnichUYEHgZ8CKwC4iMgKYqqrHtnG7gqBb4IUAekF4eRQPQHT2xQ/XqyXssB6BkHlhg4WP3Qu+nOAUOKKppno8mvDPh0c9gis9vPOR97pVE/RYlPY6zqDNqbtfmJsZDJlZ0Rfh5I9t7KbBwQcMMNq9bG60SSxutEOW/6XfqEutdMD4G4x286htjLbrpLv8Mic72jqOZnPOYCO/yD9suL7Rvvffh43W5yIb1MjHVtp809+79fRy0gaX40WjrXqbE/L2gpUA1vm5ExznzKD1XreFT8kJb3RCAGW8s53XJnsqAdjkXieo0buXbOpoP/fL5AFHs7mXcJaVvv6DE9Q4xq9mgHPR3cGORntw2sZG22yH37pl3ven7a3oneNbHO18t0i4zErX9NrHaD+88XKj3b/7aLfIVbAJnfMMttfxaO432lOsbrQ9+ZNbzzeceh78lT2fP8emiB6w35VumY+ft6HRxjttcvm+Hx79M860ovcaOa/lmycM9+tygho52GrPjLfaaVd6ybNw9mfereJiv/6g1bS6Y0FVx5T9+lCmfQjMilbNAptGisjdtAxsmp7VPRMYCIzM/jYTcmJ+gyAIgiBoOMIvBEEQBEHXp61HLFRSNLDpHGBbVZ1e5/YEQRAEQdD5CL8QBEEQBA1MRyQbeYFNpwAXiMg1IrKyt5OIHCgi40VkPHzeXm0NgiAIgqBjqNovlHuFye/7Q3eDIAiCIGh7OqJj4Q0RWb70i4jMo6pPqOohpPmTx3g7xaoQQRAEQdCtqNovlHuFAYOKZ5IEQRAEQVAb9Z4K4WECm0RkL2BeoB9wYwe0KQi6BF5QYzXhejLBbisfNdkNnYCpk0bklOmFHeKUWXhf0LdsXV5gX97+PsXaVCsnUSwQ0nuNcs+Ht209AgwnNBWquxqquT6DbkdNfmEK/RjXY5MW2ugjbaDaI6zn7r8izxvtRnYz2rvPLG20o1c9zW+UzU6DIVa6hMOMtvHifsjb5MVtyGQPZhpt2NlvGu13fTdzyzzFSQdcbu/tjLb0Ae/anUdaqf9/vnTrGbnC00brwQy74WPOzoPdIrndCRE8oK8NyPyEBQqX+eUeVpvSxyZCfr5pb6OdwfFumVeNOsJo6oRE/rj/qUZ7mWXcMrfY414r7ulsONLRRrhFusznjBz+/VQbbPrl+f2NNvgkf3GXTTey4aSL8LbRrn3wEKMNf/wZt8yJy65qtM+xr5HHfU85YZLAfQO3Mto2S95utFMfs6GGk9a53mjr8Ve3nncYarRp9DLayuNeNdrJ2/n3/03ftR9AS/G60V5jmNHOW8Z+JgHczdZWvMjZ8IeOdtprbpmrqr1GvKBGrrLaiVue65ZJzkdy0LbUu2OhNymr9XlgoSzF+UqgFCPcI/u+QPYEAhE5T0Qmqaq9owdBEARB0BUJvxAEQRAEDUxnCW8cJCK9gRnAMmESgiAIgqBbEX4hCIIgCBqYjpgKYcKYROR2YEdSKuPd3k4iciBwYPrNWZA4CIIgCIKuRNV+odwrDFgi8piCIAiCoL3oFOGNwDhgG2AnYKy3U4Q3BkEQBEG3omq/UO4VFhhk5yMHQRAEQVAfRLV+yzGJyN7AB7Qc2tiftA71rDAmVX1ORM4HepXmTs6+3KE6a/BCEHQhVlQnBAd4QdyBPK1G37IBglCnwL8OJO84PRr52L3jbLfjcQIdGeFoNe5f+2t58lOpYzrojNTDLyw/qo9eMb5lIt3i/Nds9zpLufuvwrNG+xZPzvlggNcnrOj/wQshfNRKB11/vtEuP++HfplbWOm5FWygpBfI9jPOcouccPW3jHb2fjZscA2xKW0b2Gw7mOZW44cl2txJzr7Zaofk9Bv9/sttjLbrVTYY8ON9ehqt94DpbpnPTxlutFUnTjTaW8NtWOHxOalxY44/1Gh6tN1up/428O+OfZw0SWDpa54z2qtym9H204FG8wI/V3ICTAF24yajrcXfjfb6e8OMNvPj+d0y3x9u9UFjPjXayL0fN9rTk77tlvnHxdc1mhfa+VNs0OLEs23wI5A+oSpY/9Q/GO3ueW0w6oJXOeU5eZu52MuQsadYbZdN/d2Pud8GgZ772IlG+3gt+95Y8Dj/vXHy2T8x2tr8zWheqOoVr/yfW6a+a597n7aOfXOceJcT1Lhtk1smoxzdC4QMr1ATdZ0Koapjyn59KDMOvwSGquqXIrIK8AMReRhYjureXkEQBEEQdAHCLwRBEARBY9MRUyGOAnbIft4XuFpV7yU9lQiCIAiCIIDwC0EQBEHQMHREx8JkYLtsruSSqvpSkZ1E5EARGS8i43HWzw2CIAiCoEtRtV8o9wpT359R/xYGQRAEQQB0TMcCwDukJxF3Ft0hwhuDIAiCoNtRlV8o9wp9B3XEwldBEARB0D3pqLvuNcADwOIAIvJt4EfAQiLyjqre0UHtCoIgCIKg8xB+IQiCIAgagHbtWKgIZxpYpj8O+HH4QdCNyFv9wVstopaVIuSjnNVgJjha0YR/L90f0IXE1l90xYKcMl2qWYnAoeiqA02LFivvZIqvylDNigftVWbR18h7fXmrino+arJlOm3PO+9NVdQVNA5t4Rd68wWr8O8WWv/HvjTbvb3OUHf/r5jHaF5K/hT6GW364n6bejorQHirICzPi1b8zC+TF6y0cp9XrTbVapNHOKnqwCn7/dxouzsrAbzm7eyJOYtkYBevSGuAFNj9i5yVJubji0JtWvA9m3L/2lS/zFXH2xUgcKRFP/zQaGuu+YRfqFOXOJGkm+9hxSeuWdMt8ih+ZbQjWMxoD7Kx0Sa9Zy/aHYfc7tazFdZ/DOVto73urETirf4AcD+jjbb1nraeZ16xx37PMhu6Zd7JdkbblnFGm3i/swJE3n9IW1ppPmeK9oJrOfuu72jO+xeAPo7mlLmVt92ufpGPsF6heub50lkBYn+/zLexn59j2cVoVz9xuN15jF/mw5euYbSzPzvWbugtuOKt/gA5K0AEbU27dizkpDzvAXwELEUyD0eq6pvt2a4gCIIgCDoP4ReCIAiCoLHoiKkQpZTnG0kpz5eWAplEZDvgu4BZtFdEDgQOTL/1baemBkEQBEHQQVTtF8q9wmJLtGtbgyAIgqBb02lWhRCR+YGdyQloivDGIAiCIOhWVO0Xyr3CgEHONJ0gCIIgCOpCp1gVQkQWBC4FfqKqn3RQm4IgCIIg6FyEXwiCIAiCBkBUc0Lc6lFZmjP5AfA2Wcqzqn4hIr8FepIiv25V1T/PvpyhOmtWRBAEQRDMkZOfSiPegkagLfxCeIUgCIKgOsIr1EJHjFiYC9gHuAX4tYhsQHoa8QEwA9hNRIZ0QLuCIAiCIOg8hF8IgiAIggahI8IblwLuVdX7ALK5k1cAx6jqByIiHdSuIAiCIAg6D+EXgiAIgqBB6Igb8pHArAVKVfUrEZlPVT/IflfALKAaq0IEQRAEQbeiar8QXiEIgiAIOoaOmArxa2D10i/ZE4jPRWRAmdazcqdYFSIIgiAIuhVV+4XwCkEQBEHQMXREeOOHwKaZ1IM0d/INoAn4FJgHOFFV35tNOe9n+wwkzbWsxNNr0RqlzEZuez3KbOS2N0qZjdz2epTZyG1vlDJbW8+SqjrI2S/ohLSFXyjzCtCY12yU2fnqaZQyG7ntjVJmI7e9HmU2ctvL9fAKtaCqDfsFjC+q16I1SpmN3PY4H41ZZiO3Pc5HY5ZZaz3x1T2/GvmajTI7Tz2NUmYjt71Rymzktsf5KFZmfFX/1RFTIYIgCIIgCIIgCIIg6CJEx0IQBEEQBEEQBEEQBK2m0TsWrqhCr0VrlDIbue31KLOR294oZTZy2+tRZiO3vVHKrLWeoHvSyNdslNl56mmUMhu57Y1SZiO3vR5lNnLbZ6cHVdCu4Y1BEARBEARBEARBEHQtGn3EQhAEQRAEQRAEQRAEHUh0LARBEARBEARBEARB0GqiYyEIgiAIgiAIgiAIglbT7TsWJNFbRFYTEengtiwgIgd3ZBs8RGSFNi6vb45urse2rrteZbaiDf1q3H/u2f3eFohIXxFZWES2E5HebV1+V0BE1mmnega1R93VllmP67DW96eIDBKRHqX2eOcuCKql5A/CL8ye8AttTy1+ob28QvY9/MJsCL/QttdieIXOScN3LIjId0Skj4isU3bjXyX7vpWI9BCR00XkVhHZr2y/pUTkdOBO4Frge8CZZX/vXVbO8iJynYj0z36fX0T2FJFFs9+Pyb7vULa/qVtEti+9kUSkp4hsl/28nohcCfwNeDPT9hCRm0Xk27M59v1FZD7nayMR+bWILF+xvbftVtnf1hWRu0RkT6eq/3PqPkZENq/8mk09x2Xn8CfAmdnxVnJRXt0ickDFuds/p02m7iLHU1buT0TkdhE5MNPOzb7K6z5HRG7LXtdbSz/nlHmMiCyX/TxURE4UkVWBi0TkNyKygbdftn3utQ1cLJmxyj4YL3T23y6rc3cR6ZNpG4jI3tm1eWnW/p9U7PddEbmG9HpcBswLnFP290Wy67t3tu2dOceIiJyZfT+wbH9T/5xeXxFZVkTOFJEfZ+d7y7zzlm1/rIis5HyZ95W3XabvU3Ye75XsfV7B7k7dZ4rIoZVfs6urbN9Vcq7Zk/PqFpGfVZy7Y3PaNNu6Z3M8CzvbISK9cK7DIu+Nsuti7ez7SiJytYhsAuwvIr/NrhPXoOZd29mfT1fVmQCqOgM41Ssj6H7kfaZKca8ANfgFcbxC9nur/YL3mZZz7IX9Qs52RbwCVOEXvHqy7VvtF6SAVyhrU6v8guR4hdJ3aYVfkHyvALX5hTl6hexv7meqzMYvSEuvADX4BSnoFTK9zfyCZPdLqcEvSDGvAFX4Ba+eiv3yvALk+AUp6BXyjrPg8Ri/IMkrQA1+QVrpFbJ93Gub8Ap1oc17LuuNZP+8ln4FDgE+AZ4ADhaRwzLtUGC0qv5OROZT1Z0l3Ty/D2wOvAcsoarbiMjFqnqmiPy6rOzrgKckGYp/A0cDp2dlnwk8CvwC2A1YOttnI+CO7GdTN9BTVX8LoKrTJd3QfwrcABxLusjvyfbfHNgTuBR4PDv2WR/W2bFvBKwDaJmmwILAEcApwAFl+0wG7gOmlG37KfA7YF9gB+AS4Pqc01/O0sDhJHPzQFZWqR1ePdNU9Qcicl323b25zYaR2Ru/dO5WdbZZOqfufQvW8Wugl6ruKCK7iMiPgfmAryvqnhc4DPhQVWdkH9T9c8pcGjgy2/4k4DfAj1V1DxEZCPxARH4I/J10nZWY07U9XVW/zto0U0RmSPbPa9n+OwP/A24ErshuyjsDM1V1jIh8mV2b58OsG+wqWVtEVfcUkQtV9WYRWaOs7EuBW0iv+81Zmb+qPEZgD6D0tGlk2f6rO/UvWfn6ZjejnYGtgOGk98PRqrqTiFwOlN4rVNyMJKtv3orXQoEVqHhfka7he4H/0HzNnFLW5i1VdXMRuZhi9AW+A7yRnZ+Py/5m6pL0D0h/4CPgHWAE6dwVZdGKc7dYTpvyjrMFFWZFsm0OFJHzgMWA/6jqSaTX3FyHpGtgYtaWnqTXzmsPwK5Zu44GjgPOVtW9s/fU1sDVIvIR8FxFm/Ku7YeALyvq+sqpP+gGVOEXvi7iFbJy3q/BL0zJti/3ClCDXxCRm7CfabX6hbb0CpDvF/Lu14vX4BeKeIVSm1rrF/K8AsC8rfQLrlcA9qjRL3if0dTiFzyvkJUzqQa/ULpPjizb1/MK4LzGRf1Cjlc4G9ip4vWoxi8MyP5WrVeAfL/QkV7BrZ+CfkFEPsF6Bde3UtwvFPIKqnpYFdd2eIU60HAdC6Qb6tWkiwXSh/mbqnq+iAwh9Zz2yP72dfb9tOy7kC7uO0kX2EmZvmn2YTNSRBbJtP+p6lkiMkZVTwAQkWnZ33qp6lhp7sX8dnYTL33Pq9tb2/Ns0ptiaWBwma7AckCvsp7CJbLjL7EIMAb4W9mb8tukN+BUYFrpTa+qnwNrkDpC+gB3quqfReQqEZkf+DS76U0TkdtoaT4WdwzaEsCywJbApsC7qlr60PHquSE7Ds2+LyQiv6ioZy2v7uznymu1Z06bvLrdMkXkGeDFMn0k8NfsfI3NjOURwJ8r6l4QOE1VD8y2nSEip5Bu5l6bXi0JqvqEiOyW/fyBiPyDdPNaHdiM4tf2/CLSs+x1XwDYgnQ9lfbfFJisqneKyB9JN8e+pBsYwI+y76UyR5BuVo8DpWtujey9sUTZDXmSqt4iIt9V1UuycznTO0aa31vfLNv/Xad+8/qSXpsTSdfzRao6QUQGZud4SOlcq+q9wMeqOuuphYhcCkwA7i47R1sCy2PfV8uSbs4rAk+o6m8yfSFJT/E+Kh2acy3Nlxm4cm1lVV1HREaSrsX5SNeRW5eIXJSZ5yuyz5wLnHpGlmnl1wdAZU99b69NOXV7Zf4LeKxs37Wyn+dX1V0kPbE8N/ubdx0eqaoHZa/NdBE5XESec9oD0EPSk4tpqvqeiEwt6VlbepJu9kWvbbI29VfVDzMjtgBBd6WoX5ic/X1OXgFq8wvrV3oFVf0JtfkF4xVU9Xlq8AsU9ArZcbbaL4jIvyrryfZZoAa/8EzFOeuZtbPVfqEKr3AoMH9F/a5fEJG7nfa4XiH7vbV+YbrzGQ21+QXPK0BtfmGLgl4BavAL+F4BavALkkbXtPAKWdm1+IVCXiGnnjy/UDqfJfK8Qt5xFvULf3W8AtTmF54r6BWg+LU9ObxC29OIHQtXqeqsXnIR+QBYHyC72H4G3JX9eR4RWV5VX5Q0F6eXqn5HREYBJwDricguwEqqOr2szJ7A82XmofQhN1nS04HSDaF0A9k2+17eS/kzEVlOVV8q1Q38T0QOAp4ERgFTsycSvxWRocDeInKPqm4JvETqQX0l+67Aeapa+pBHRE4m9cg+nB3/9Ox45iXdVCRrkwL7quqz2T67AaeLyLrAH0k9xsdnxU4iDQeq7F3fjJZv9Nuyv78HfE4yAqIJr56J2XG8mn1/iTSktNw8XZS9FvdhmSAiZwDjSTfVF4BBTpu8un+TU+bjqjprjqqInEZ68kR2Pm8Rkf+QTM2dwH9JxuVCYLuKskrXT3mbAG4DhovIfaReW4A+kp48rU16kvVzVX1XRPas4tr+JXCzpB7fHiRDOlRV/1q2/7Sy/T8TkcOBa0hmbTTwpKQnC6Ue5D0lDWPbC1hd0lOJrbDXwu8c8/BS5TFmZS5bedIlPQ0sr38m/ut7BelpwaYkY9ALuD07x+MqzvXpFdUcTzJzd2TtmC4iG+G8rzKDe1tW1ybZPwdfk0zbwaQbFKQb6OPY3vXK13yCiMxDMoB9gNdVVbN2fFBZF7BkZnoGZ9+HqerW2bmaq9TDLyKHADeo6icVx3q/pOGoz5KeIj0AvF3Zppy6/1xZpoicVvrnKPv9qOzHebJjeDS7Fm7JXpvK67By6PEMkmlr0Z7s+4ukf95KnZJfisglwEDSa727qn4lIps51/Z3svaUX9sATcB5koZGfk7LfwqD7kVRvzC+iFdQ1bHU5he2zX6ufKI5T2v9Qvb3Sq9wCjX4BVXdt6BXAP9pfFG/YO7XmoYmt9oviMgRzr0EavALInJZQa8AcG1Bv1DIK2T11eIX9sV+RkP657tVfsHzCqp6NjX4hSq8AtTmFzyvALBRa/0CvlcA/2l8Ub9QyCtk7d0pO1+z9QsisnMRr5CVWYtf+EZWRrlXOATftxb1CyMp4BWyv3nXtucXmgiv0PaoasN+kXqXDna0Q7Kf+5Hmeo0lveH7AXOXbTsfqUfucmCuTOtB6s3qWVFuT5Kx7l+mDcq+H5x9/372/UekoVFfkd5QZwN9s79tDhwDbJb9vlLF14hMX7lMW9nZrvR1YUU7LyB9OPXJjq8P6UMb0of4pcAmZX//TulYs2NcD7iioszLsmP/P5LxODzb9l+koVs7kHoIN8+rp6K8ebIyliE9DRpLGt65bKbfRXrDL1Gx38rAjiQzUSqnsk3eMeaW6VxT+2TftyMNAzuGdCOYu+L7b0rXAunmeU32c2/SsL4x2fd5S/tlf5+b9KTpOxXaINKNaYGK9hxSqWX6ihWv24oVf18WONPRzsq2PzQ7b4eUlTMI6FHWprxrYbBzPOYYs5+Pz74fln0/nWQ+/g94mdQzv6X3+pbV2Ytk/G4nu86yr/JrbnPn6+KKci7Gf1/dSbr+Rpe0bPvtK87xdsDlFWVekr3+5wE3AecCC5Ge5txMMt2HAYdm25u6SOas/OsHpH8k7iS9P8aRnqxtmf1+JbBuRTv6Z/ssVPZ7ZZu8unPLdK65hSp+H4xzHZI+T5fPtOWysgeRPptuzb6XPju9/VdytLOAZSvqN1qmm8+0Wu4z8dU1vpiNX6CgV8h+brVfwPEK2fdW+wWcz7ScbQv7BQp6heznVvsFrx7ndavaL+DcS3La1Gq/gOMVyl7nOfoFCnqF7OdW+wXm4BUyvSq/gOMVZnMtFPILVOEV8l7jTJ+tX/C+sv1a7RdwvELps6KizMJ+Iace4xWycgv7BQp4hUz36i/kF3C8Qt61SEG/kLOv8QrZz4X8AuEV6vLViCMWEJH1SOZ7LeBneRrpDfpTzXrwsu0uF5FDMm0aac6hN+/notJ2kobfXEAKuzwkK6cHqefsELLeOdJFegvp4p0sImNJN5yPgXUkzZGDNNdnsIj8gHSzPAI4n+bhjxNI839KeokfYec8zepNJn1YCKknXytO274kswTpQ3fX7OevNOvZ09Sr+v3svJQznTQ/9HekXvo1SB9ApbaVzEhp2JGpR0Q+BIZmx7YCyRwcT+oE+lhEFgTOV9V9Sef+m8BPRGRJVd1KRE4qO6aVJGUTDXDatGBl3bMpcx9VvUZSKNYBpN7Y0tSL8rlyp2saxvh+diyn0tzTOR/wWfY72XkaS3pKMYrUQzu32mkTc5Wd9xlZmfcAl4nI58C1qvoo6alQpQbwQ205fOyIrKe4xRxD8ecd/hL4map+2vJlnnWcpTbtjn8teNNA5nK0g4FFs/1Kw+tKcwSn0hyU0z/n9R1fVu8Ukhkbhr22Id2wK+fvfljxxG8KyYgozdeq0vx0Ya0y7RRgY62Y44ydgzcDOIP0dHCipFCqs4Dvl5VFWX2mLk1PQBbM3gcDSMOXNwB2yD6P5iYZtn2Be0RkMHCYiFyqqqtkTyBmnZPs3H3ltMmtu7JM0nV2rqQQra2B51T1WGA/oIUO9Ku8DklGYT8RWRJ4HfgJ6Z+lM1T19Uw/k/SkwlzHJMNaqV0CHCoiS5AMz20k09NCU9VpwG7OZ9ojBN2Sgn6hqFe4gdr8Qul9OssrZOXU4hd6YL3CKfhzpIv6hdLn1Zy8wiPU5hf6OfXsK2n4dKv8Aum+0eJekn3OeW0q5BeA3xb0ClDcLxT1CgeTOrVa6xe8z9hDPW9Q1C+IiOcV8q6Fon6h9N6brVfI6q/FL/wEPxusFr+wsOMVxlGbXxhUWU+OV4DUETFHv0DL98bsvMJB3nEW9Quka79SOxb/WizqF2YW9AqH4niDHC28Qh1ouI4FEXkCG15ktGzzh4AbJAUqvZZplaZgOrCg2Hk/nzrmQRwN0j9GK5GGzK9E6oEEeJDUSz6Q9GZ+L9MPJ0vRVdXrRGRp0tC/j7PtUNWTHN2b89STdKPbivTm/RFpyFzlPErw51fuWHGKZ2LnKM9Pmpf2YLbNA5JSdm8m3fSWJw1Fu3w29eypqruJyL3AFqqqIrKxqn6cHe/Hks2ZkrTaxuakG3dpzuUt2feTaE68PdRpk1d3Xpkjs+/lxmABsXPlKm+WX5FM6D5Ypqtq6YPpUUnp3zMrt8He7L7Krlvzj2OOVtmmGfhzDF93tF+TzMctZHM6Nc3J9YJsvGuhskNiOpaSVhq6V/q+uKoeUrmxNCeSl7++GzvnqbLuEmb+blbu5qTQsudU9Yrs9aicRynA7yo0nLqFlO1RGjK9HOmp02eqOhFA01DmL0nBWieQ5jW/TfPwy2cr65I0xPBzaV4+7WLS1KVZacUi8nF2PN8mPanoC/w82/7grG0X0JzlcLbTJlN3TpnrZ2V8S1W3lGweJymMqVL3jNP+qnpoixMn8pmqvp615w1J4U7k7F/5fpmhqhOAH2XtPoo0b3dwpUZ68lV5PX5N0C0p6hckBYQW8QrgzxMu6hcG5XgFaKVfUNV7PQ9BbX5BHM3zCpCm9rXWL7zu1ANpxEZr/cK9WRnl9xKy/VrrF0Zm+83JK0BBvyAiRb0COPfmon4B+EvFviXf2mq/4LUn++5dC0X9wtJFvEKG5weL+gXXK6jqiTX4hSEVdZQ6IsqnY1frFwZU1pPjFSBNkyriF+6lmFeA2vyC5xWgNr9Q+f+q6xWyfYr6hbEV+4dXaAMarmOB5vCiZWgOL/I0VPUxEVmW9OZ7jfShM1eFKVgQf97PUY55wNNIN8mdSE8GSt9R1Wu9AxCRbVX1/jKp0lC4uvpznnYmPf34tao+npW/q9p5lH8FPH2m2CcYTdh5Rz+Vlumvc+M/ATgyp57hkpJa5wUOkdRTOl/Fh+78kubgTQbGqGppLiCq+mJ2bFPKfu7ptMnULWk+lSkTJ5yPZDT+TjJjkHpt1xEb8FKa4zYLTSGC/URkbm2eY7gQ8LVzs1WnTPcfx5x/JntJ85zc0g1rO9JTuE2AhSXN2zOaqr4sIv+meQ5r6Qm9F3p3knMtNBU4nlL+yK2knvfS99twyHl913K2c99T6szfJaUHr0V63Utm05tHOZf6Txu8Jxi/AI6T1Ov9BmkI68XSHOwkJENwJv5TAG8UxJeqeqiI3KqqO2fH3qPifdlD0nzqx4BTVPXtsmOflu0zo+znQU6bTN2SltVrUaaI7JjVXQp6Kt0nBjl6D8c4LS8tU5kB+pZdHwvRHLToGa+vK7XsWt6RNEf9HWC0p5VOScW580a4BN2DQn6hCq8AtfkF1ytkbajFLxitRr/Qo6BXgNr8Qq8cr1KTX8iOa9a9JKPVfkH8cL4xWK8A9p9r1y9Q3CtATiBtQb/wPccrQG1+IS8gt4nW+4VCXiF7rWryC5VeIeu4OobW+wXPK0DqvGytX5hZxCtkFPYL2fHPyStAbX6hb46H8O73Rf3C9CJeIWtTUb+wT3iFtqcROxbGkXrDbqc5vGirSi3rJbsCeFJVNyjtLCLfwJqC6aQbTMkALItvHtTRAB7MjMnQyjdwOWVv3n5Slt48m3+WWuiSAoE+JS3x9DvSEMEtSE8lLqV5OZzKHuGZs9GPxj7B+DZwYNn5WIv0hr2IlkPCpqt9ApBXT2no2oTS4ZDmdP1M0lCn/5KGQH0b+GN53ar6SHZTFpp7s8lp02dO3WO8MnGMgaZU6HuA70p6IvIO/jDGa0gmTmjJr4BbJKUez0W6Rj5y9tdKTdLTmUdo+aFttIzjgHdE5Lc037DWJhlMSDeHt0kmoYUmIn8CrlbVcyraXjrOclMwDHsteNuRo32kqneLyCqq+iw5eK9v3vsiZ/9/kUz67aSnKZuR0pZ3lJZLU3qjENxhwOo/wdieNBe0vBf/JVouVfUSaT6t9xTAq2sNSQnxS0vzqjJHk6YKbAU8n/2+NXBXed2qOk5SqjPAiLIbtNcm76nKmMoyScuVjQKeyI6/NP3G0/+DHcY4hvQ+L39v3EPL6730lMkbBrmUo71NespQuiYWIYXJVWr/yvTlSf8k/po05DXonhTyC6Trq4hXgNr8wvxFvEJWf2G/4Gk1+oXKJ3d5XgH8e0RRv5DnVVrtF0j/5FbeS+7NaVMhv0BxrwDF/UJRr+CWWdQviMhfsV4B0udlq/xC9o+yd78fRuv9wsgiXiGrv9V+Iccr3EsNfsHzCtnfNqT1fqHy/zPXK2haVaaQXyBNL4I5e4W8Yx/jlOn5goGOBv79fgzF/MIAZ1/PK0BxvxBeoQ40XMdC1rP4LdIcnmeAf3tatvmZqvpaRRGeKfDm/VzobEeOtjupF+8E0vyePHaheS7kTjQ/KS7Kv0nDIl8C1iydEuxyON48yjzde4LhzTsagx0y+H2xTwDy6nmeNMRuYVIv5qmkNN/ewEllvc5bl3qLy+p+hOYk3VvLfvbatKNTt1vmbIxB6elPqR5vGONE0vzyC2jJ/0gG6D5V/SLb9hJnf0/bgvQ0Z31pXkrHaKp6r9o5uWvTPCevxNE52p9IPeyzXjtNy5EOw5oC71oY62wnjvZf4HukVPRDmP17YynSub637OdquCr7Xv7Ps7fUlPdk4WtHQ/wnGN6Igz9jhwzuKP5TAK/+7bLjLQ1rhPS+XJ+W78sNVfX2irrH0ZygPKFsfzOMkvTErrJur8wnSfNaS20uvRZTHd0bxrgS/pJrzwI3qup7Zbq3/+mOdjTJfA8sq9vTIGdebtD9qMIvPFfQK0BtfqGoV4CO9QuFvEJGLX5hRo5XqcUv/APrFchpUyG/oKqHFfQKUNAvSFpVYY5eYTZlFvYLjle4lxr8Ar5X+C+1+YWiXgFq8wueV4Aa/EKOV4Da/MJrBb0CFPcLt1HMK+Qde1G/4HkFqMEvSFp5ZI5eIaOoXxDCK7Q5DdexkFFoKCDwV0nr/s6kuafxI8cUePPVPfOQFxRSylgofS/NWW+B+rkJhVHVn4vIUhX7z03qDTyfZvOR92TB06/FPsGonAc1E396g/cEIK+ei7FhLP1IxumUbPu8ukvft6TlB+dlTpt+WFH3UaSnSV6Z4BiDyp5vScMjK4cxngKcJSK7kj6YSk9FLiPdSM+heQ7bks7+RssMQIv2ZCbYMy/lbS9NlSnaY/8FcB/pRlF6X+yLbwq8+eredj0c7RFsxkLpPFXyaZG2zwZv/z+QDNAfycyH5jxZ8DSKPcEA3zy4TwG8+rPPhFNJ7+XppCc83pPFvM+LNUj/OIzRLF8mM6gt2qSqh2d1b1hWd6VBmd10E++p6P5ihzGeR0uDqqT35Dmk981BZX8b4exvNM3WPy9C0fdB0G0o4heKeoVDqc0vFPIKmd7RfqGIV4Da/MJBOXWfTuv9gvEKGV6bfkhxvzBHr5Dh3e+NXwAOpIBXyO6XtfoFb6pMLX4hL8izFr9Q1CtAbX4hb99W+wURucbxClCDX9AU1FjEK0Bxv1DIKwDjyo69VX4hB+9+X9QvFPYK4QE6lobsWPAumpwL6TDSPJr3getV9RVpDhEpMQN/vvoXznYzHA3Sh0LlzTrvyUJenkJRKv+Z9MxD3pMFb3SC9wQDpxffG7I4Bj94aTNVvUREvqGq/87K88JYppNustPKe8NznmBsTrEhnJuQhkS9kWmbzqbMoh+KvakYxqiqb1XcwEtMUtWbJa25nLt/jlbNtV3LP1BrkFKw+wB3qmopzNIzBd58dW+7yqGzpd/vJd2sZ/tkodYbQc4/vXs5mnmyMJunDUWeYEylOdl8VjXkBx+VViL5QlX/km1/AhVp5/hPFr26IS23NcchnGU34C9IQykPnU2ZRfmIimGMJfNeUfkoVX1cRHau+JPZP0cLglZR5DNVRKZQzCtAbX6hGq8AHeQXJKX8z9ErlDpFavALxitk1OIXPK9ATpsK+4Uq7lFF/UJRr5CrF/ULNd5fjV8QkQsrtind72vxC4W8AtR2PLPZ13Q4VOEXjFfI/tZqv1CFV9iX4n6hkFfIjrOz+YXwCg1CQ3YsFEVV7wbulpTs+kcRGY5vCn6KnYN2trPd146W92Qgr01t/g8U1nx8D//G6vVqvkKxJxjnOTfbvJDI0pC2g2ke0uaFsQjNTzAuZvZPMIoO4byE5qWESjevyuM5Kuf05uFOe8h5LdaQFCi1RPbd3V9E1vbKbA9U9VkROZlkFk4XkXU1JQp7psCbg7aps12lGSu9B2odidBqcjobvCcL3sgEKPgEQ0ROFTtk0HsqMQ74Fmm+7U40p3VPVZt2PiXb5pXse+7TE4oP4dyd9Pl2M8kQSGbqWzyVqOYck9aRrhzG6LFs9n6YX1KgnGoKn/L2L1pmELQJVXgF8PNtCvkFVf2/ol4ha1dH+YWiXuEUavMLgvUKUJtfGIPfAdKp/IKIHFrEK8xBrzueX8D3ClCbX+gwrwA1+wXjFbIya/ELc1HMK0DziIfZ+gUR+V1BrwCdzC/k7BteoRPSpTsWsp7FYaQ5jStpWvLJmAJVnSJ2DppnHno4Wolanyy0GueGNZqcG6uje50i3ogDzzzkDRk0Q9qwAT5NpA/gok8winSAHJV9tVhKKGvD67R8KpE3xM4jb9qDx1bAh9qc9Nwf6Fm5f5Vltiki8itS2vZvSUs09SK9Jp4pGICdg+ZtJ47WGYele/+E5z1t8J5gmKcIOTfwyiGDpR710tC98iF8Ju2cNKy0yBMMmH0HSAsDICIjSQZxPuAI76mEVjHtAH8Yo8cxwMSy4xk+m/2LlhkEbUJRrwCgfr5NNX6hw7wCFPMLFPcKUJtfWKbSK2SfvU200i+ISNEOkI72C4W8QrZvZ/MLeaF3Xr5NIb+gzcvEdyYK+QVyOkVq9AtFvQIUH/FQ2Cuo6jqdzC98x9k3vEInRFS77usgIveTboAlVFV3FpHraTYFqmmu2l4V212Xs53R2udoiiMip5BCm84nmxOX3TDz9BbHTlo14VBJc68OzcrcWlNib/kN/ALg9zT3dG6lqkdk5ZWCUUplvg48XvZBsRawu6oeXNbui0nXZIu6y/7e4tyX/6lUT/YafRvYIdvmJ6Tlw1o8lVDV66o8py2G1ef9wywiV6jqgWW/X6aqB3v7Fy2zrRGRa8qrzeret7I9ZO8DZ3+zHXYomrtvRyNpBYXKa1MqtbybZem6rHhvlG7g3y3dwEXkVOBNmt8bS6rq8SKyPvZ8PQP8jHTDfwM4gzS/+NCyei8iLXNl3hvO6wFp2CoVx3kVsD2wHvC6qv5CRB7DPpUwQxNrRUQu12y+efa7eX8HQUdRjVfItu/SfoH00GmOXiE7bu8zsZBfAMZjP3uvE5HvUINfyHktSv8Edgq/UI1XKFpmPfD8AlB5j8i934dfaJ1fIF1/c/QKmh6MVl7/rl8o6hWyzrp5CL8QtIIuPWJBVUeXfpY0H2n37NeiQTZFQyI7FZrzZGE2euUTjFJYYfmIA296Q17oU17Q4pyCAWf3BAPsuT+FCgMg/lJCy1LxVKLwycyo4iZeGew1PW//9jIGTr37lH6WNOR3v2ra01HtbiNqHW7pPUUYQcWQRc2ftuCFJ20PnKAt8xi8eY+mbs0JKvIMQPb7Q2RLP2VPG8xTiVpOzmz4quL3yvnnQdBhVOMVsu27tF/I/uGeo1fI8EYoFvULu+AHLRYJEp6dX/DOu5n20MF+obBXqKLMNsfzC9W0JfxC6/yCiPyYYl5hHFX4hcoG5ngFCL8QtJIu3bEAIGk+2F6kHu+fQW3/QDXQh2SeoSlidG7N/n4rzcnCnnmYW/1pC5tTbKUJLyTJqxtwO0Buwg5jLPUmz599qaahhu+RhlQuICKiWrehOn2keW5ofzrh/C8R6UUK7NqKNMRsz45tUfvRBu/fE0nX14ll2vcd8/CF+tMWvPAkb36lN+/Rq9slxwB8n4onINlTiRVITy1er+P7Yh5pOYSz9xz3CIJ2pBavkLdtg/uFop0irfYL2d+KrjRR2C/knHfTYdDBfqHTewUIv1BjEbX4haJeYRw1+IXZdBaEXwhaRZfuWBCRJ4AbgGOB07VzzuGqCzX2ensjDgR7A18LP3jJzM/Myqg0BT+i+BMM71iMAchpu/dUol5DUptIc0PnAz6jeTmgzsSLpJvNrsBFqjqhg9vTSHgjDrwb+C7Y4CXw52eam3PRJxh5eAZAUvr4GsC1ZW1/B/tUopo5k0W5HNhP0tJxr5OGHAdBp6A7ewWouVOkFr/gZTnkrTTR1fxCE53fK0D4hVqoxS8U8gpQm1+YTWdB+IWgVXTpjgXgbGBrYBlgcAe3pZHwniJ4N2AzZSIbhlh0pQkveCnvCYYhxwB4+59PxVOJ1p2WQvy0fOhgJ2U74AekpbYWFpF5VLXyCVHg4z1F8MzDqTnDEL30aLOEk/jBS17deZhhjNn+O1Xsb55K1In9NeZIBp2X8Aqtp9V+gepWmuhqfqERvAKEX6iFVvsFCnqFbP9a/II35eESwi8EraSrdyyMAxYj3Uj2FpF7VHXLDm5TI+CNOPBuwHnDEIuuNOHNw8x9guFwPtYAeG03JqeOlJsmoEVGRGdhEdIwV0irPrxNeh2DOeM9RfBu4HnDEM2czZynDZdQ4AnGbK4tzwBs5rR9ZSqeStSJcsME+PM9g6CDCK/QelrtF3K8AnQPv9AIXgHCL9RCLX5hWGVhnlfI/uQtY13UL+R1FnhtD78QzJEu3bGQDf/9FvA+KU3133PYJUh4TxGqvQFXzs/0hkF68zDznmB4eE9FlnX2X4GCTzXagN6kY653j24tDKr4/egOaUVj4j1FyLsBm2GI3vDinKcNXuiTu1Z2Dt4wxhHO/t5TiXrwETCBzv2+CLop4RVqola/4GU5eJ0IXc0vNIJXgPALtVCLXzCrLeR4BajNLxivMJv9wy8Ec6RLdyxkdPpU5s5GzlOEuaniBlz5D1TOMMhqnmB4mKciOfsvT/GnGrUyEeinqhfUqfyaaYNAou6MlxKddwMuOm3Be9pQ6AnGbPAMgNf2akZB1MJKdNJwsiDICK/QCmr1Czn3I68Toav5hU7vFSD8Qo20tV/wvALU5hfyOgvCLwStost3LMSHYqtpYbLa4AbsTZuo5gmGR94wyMr9q3mqUSunAGeJyK5k89866fDGoBXkjDjYy9m0mhuw97ShDwWeYMwGr36v7fNTfBRELZxHyydf8Y9b0KkIr1AT4ReqJ7xCF6cOfiFvCUmT20Bxv+DWHX4haC1dvmMhaB05JquWG7A3DPEmij/B8HDrz/lALPpUoyZU9S0RKZ2nyiGEQRekDW7A3tOGvasY8eBRdBhkret0F0JVL2uPeoIgaH/CL1RPeIXuSY1+IS+7qZoRkpVUM8Uy/EIwR6JjIShMjTdgL8ypmuAlrz3VDINst2Gu8eQroLobsJcSfUyNQw4L1R/XahAE9SD8QqE2xedvAMX9gjcyAWqbolDYq8T1GhQhOhaCWmn1METaZshhofrjAzFoT6q83rynDdU8Rai1/iAIgvYg/EIQVFDF9ZY3MqHVfiGu9aCtiY6FoCZqGYZY5ROEWusPgs6KlxLdLkMOgyAI2ovwC0FQE3kjE8IvBJ2G6FgI2oXZmIJI4g66O+ZpQ6zZHARBdyX8QhC4uCMTosMs6ExEx0LQnhhTEB+IQRBPG4IgCCoIvxAELQmvEHR6RDU6fYMgCIIgCIIgCIIgaB1zdXQDgiAIgiAIgiAIgiBoXKJjIQiCIAiCIAiCIAiCVhMdC0EQBEEQBEEQBEEQtJroWAiCIAiCIAiCIAiCoNVEx0IQBEEQBEEQBEEQBK3m/wG75IsVsLwCIwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 1080x504 with 4 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_connectivity(conn)" + ] + }, + { + "cell_type": "markdown", + "id": "17cc5bc9-1715-4b44-b75a-b9a158e486d4", + "metadata": {}, + "source": [ + "### Model" + ] + }, + { + "cell_type": "markdown", + "id": "4a172318-0901-4bee-b23f-b0f0c43aed85", + "metadata": {}, + "source": [ + "A set of differential equations describing the local neural dynamics. There are a number of predefined models available in TVB, as an example here we will use the **Generic 2-dimensional Oscillator** model:\n", + "\n", + "\\begin{align}\n", + "\\dot{V} &= d \\, \\tau (-f V^3 + e V^2 + g V + \\alpha W + \\gamma I), \\\\\n", + " \\dot{W} &= \\dfrac{d}{\\tau}\\,\\,(c V^2 + b V - \\beta W + a).\n", + "\\end{align}" + ] + }, + { + "cell_type": "markdown", + "id": "d598bf44-4a9a-44b5-bb6b-b34c5809170c", + "metadata": {}, + "source": [ + "TODO Phase plane" + ] + }, + { + "cell_type": "markdown", + "id": "1608d217-37ed-4329-a2f1-074acd342a9c", + "metadata": {}, + "source": [ + "For our simulation we set it to the limit-cycle regime." + ] + }, + { + "cell_type": "markdown", + "id": "a5fd0f5a-76d3-4b18-8b4c-80b173794284", + "metadata": {}, + "source": [ + "*Note that the parameters of the `Model` class has to be set as numpy arrays.*" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "b1bcbf62-11dd-4b6a-891c-e7b9cdfc659f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<table>\n", + "<h3>Generic2dOscillator</h3>\n", + "<thead><tr><th></th><th style=\"text-align:left;width:40%\">value</th></tr></thead>\n", + "<tbody>\n", + "<tr><td>I [min, median, max]</td><td style=\"text-align:left;\"><pre>[0, 0, 0]</pre></td>\n", + "<tr><td>I dtype</td><td style=\"text-align:left;\"><pre>float64</pre></td>\n", + "<tr><td>I shape</td><td style=\"text-align:left;\"><pre>(1,)</pre></td>\n", + "<tr><td>Type</td><td style=\"text-align:left;\"><pre>Generic2dOscillator</pre></td>\n", + "<tr><td>a [min, median, max]</td><td style=\"text-align:left;\"><pre>[1.7402, 1.7402, 1.7402]</pre></td>\n", + "<tr><td>a dtype</td><td style=\"text-align:left;\"><pre>float64</pre></td>\n", + "<tr><td>a shape</td><td style=\"text-align:left;\"><pre>()</pre></td>\n", + "<tr><td>alpha [min, median, max]</td><td style=\"text-align:left;\"><pre>[1, 1, 1]</pre></td>\n", + "<tr><td>alpha dtype</td><td style=\"text-align:left;\"><pre>float64</pre></td>\n", + "<tr><td>alpha shape</td><td style=\"text-align:left;\"><pre>(1,)</pre></td>\n", + "<tr><td>b [min, median, max]</td><td style=\"text-align:left;\"><pre>[-10, -10, -10]</pre></td>\n", + "<tr><td>b dtype</td><td style=\"text-align:left;\"><pre>float64</pre></td>\n", + "<tr><td>b shape</td><td style=\"text-align:left;\"><pre>(1,)</pre></td>\n", + "<tr><td>beta [min, median, max]</td><td style=\"text-align:left;\"><pre>[1, 1, 1]</pre></td>\n", + "<tr><td>beta dtype</td><td style=\"text-align:left;\"><pre>float64</pre></td>\n", + "<tr><td>beta shape</td><td style=\"text-align:left;\"><pre>(1,)</pre></td>\n", + "<tr><td>c [min, median, max]</td><td style=\"text-align:left;\"><pre>[0, 0, 0]</pre></td>\n", + "<tr><td>c dtype</td><td style=\"text-align:left;\"><pre>float64</pre></td>\n", + "<tr><td>c shape</td><td style=\"text-align:left;\"><pre>(1,)</pre></td>\n", + "<tr><td>d [min, median, max]</td><td style=\"text-align:left;\"><pre>[0.02, 0.02, 0.02]</pre></td>\n", + "<tr><td>d dtype</td><td style=\"text-align:left;\"><pre>float64</pre></td>\n", + "<tr><td>d shape</td><td style=\"text-align:left;\"><pre>(1,)</pre></td>\n", + "<tr><td>e [min, median, max]</td><td style=\"text-align:left;\"><pre>[3, 3, 3]</pre></td>\n", + "<tr><td>e dtype</td><td style=\"text-align:left;\"><pre>float64</pre></td>\n", + "<tr><td>e shape</td><td style=\"text-align:left;\"><pre>(1,)</pre></td>\n", + "<tr><td>f [min, median, max]</td><td style=\"text-align:left;\"><pre>[1, 1, 1]</pre></td>\n", + "<tr><td>f dtype</td><td style=\"text-align:left;\"><pre>float64</pre></td>\n", + "<tr><td>f shape</td><td style=\"text-align:left;\"><pre>(1,)</pre></td>\n", + "<tr><td>g [min, median, max]</td><td style=\"text-align:left;\"><pre>[0, 0, 0]</pre></td>\n", + "<tr><td>g dtype</td><td style=\"text-align:left;\"><pre>float64</pre></td>\n", + "<tr><td>g shape</td><td style=\"text-align:left;\"><pre>(1,)</pre></td>\n", + "<tr><td>gamma [min, median, max]</td><td style=\"text-align:left;\"><pre>[1, 1, 1]</pre></td>\n", + "<tr><td>gamma dtype</td><td style=\"text-align:left;\"><pre>float64</pre></td>\n", + "<tr><td>gamma shape</td><td style=\"text-align:left;\"><pre>(1,)</pre></td>\n", + "<tr><td>gid</td><td style=\"text-align:left;\"><pre>UUID('31c983bc-3d3c-4f53-9258-c599c84cb580')</pre></td>\n", + "<tr><td>state_variable_range</td><td style=\"text-align:left;\"><pre>{'V': array([-2., 4.]), 'W': array([-6., 6.])}</pre></td>\n", + "<tr><td>tau [min, median, max]</td><td style=\"text-align:left;\"><pre>[1, 1, 1]</pre></td>\n", + "<tr><td>tau dtype</td><td style=\"text-align:left;\"><pre>float64</pre></td>\n", + "<tr><td>tau shape</td><td style=\"text-align:left;\"><pre>(1,)</pre></td>\n", + "<tr><td>title</td><td style=\"text-align:left;\"><pre>Generic2dOscillator gid: 31c983bc-3d3c-4f53-9258-c599c84cb580</pre></td>\n", + "<tr><td>variables_of_interest</td><td style=\"text-align:left;\"><pre>('V',)</pre></td>\n", + "</tbody></table>" + ], + "text/plain": [ + "<tvb.simulator.models.oscillator.Generic2dOscillator at 0x7f1431ededd8>" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Initialize the model\n", + "g2d = models.Generic2dOscillator(a=np.array(1.7402))\n", + "g2d" + ] + }, + { + "cell_type": "markdown", + "id": "1146058f-971e-40ee-8333-7c50aafd35a3", + "metadata": {}, + "source": [ + "### Coupling function\n", + "\n", + "It is a function that is used to join the local `Model` dynamics at distinct spatial locations over the connections described in `Connectivity`. Proper setting of the parameters for this function requires some knowledge of the properties of both the model being used and the structure through which it is connected. For our present purposes, we happen to know that for this configuration of parameters of TVB's `Generic2dOscillator` connected through TVB's default connectivity matrix, a linear function with a slope of 0.0075 is a reasonable thing to use." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "7e836369-940c-4063-bc4a-026e050e2813", + "metadata": {}, + "outputs": [], + "source": [ + "# Initialise a Coupling function.\n", + "G = np.array(0.0075)\n", + "con_coupling = coupling.Scaling(a=G)" + ] + }, + { + "cell_type": "markdown", + "id": "e30ee45b-a662-4bf2-a1f7-fb4f0e9c0bc5", + "metadata": {}, + "source": [ + "### Integrator\n", + "\n", + "Now that we have defined our structure and dynamics, we need to select an integration scheme. While TVB supports a number of schemes, for most purposes you should use either `HeunDeterministic` or `HeunStochastic`.\n", + "\n", + "Note that the most important thing here is to use a step size that is small enough for the integration to be numerically stable." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "3d655c0f-a259-4fcd-a704-3243e50e774e", + "metadata": {}, + "outputs": [], + "source": [ + "# Initialise an Integrator scheme.\n", + "dt = 0.1 # Integration step [ms]\n", + "\n", + "# We can use the deteministic integrator:\n", + "# heunint = integrators.HeunDeterministic(dt=dt)\n", + "\n", + "# Or stochastic integrator:\n", + "nsigma = 0.001 # Standard deviation of the noise\n", + "hiss = noise.Additive(nsig=np.array([nsigma, 0]))\n", + "heunint = integrators.HeunStochastic(dt=dt, noise=hiss)" + ] + }, + { + "cell_type": "markdown", + "id": "2bdb11c6-24f0-4a1b-ae8b-b6e1f8973a6f", + "metadata": {}, + "source": [ + "### Monitors\n", + " \n", + "The last component is `Monitor`: observer models. Although there are Monitors which apply a biophysical measurement process to the simulated neural activity, such as EEG, MEG, etc, here we will select two simple monitors to get the time series of the model state variables:\n", + "\n", + "* the `Raw` monitor takes no arguments and simply returns all the simulated data at the time resolution of the integration step,\n", + "* the `TemporalAverage` monitor averages over a time window of length period returning one time point every period (given in ms).\n", + "\n", + "*Note: as a general rule, the `Raw` monitor shouldn't be used for anything but very short simulations as the amount of data returned can become prohibitively large*" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f497b02b-4c77-49e3-ae74-81e5171df797", + "metadata": {}, + "outputs": [], + "source": [ + "# Initialise some Monitors with period in physical time.\n", + "mon_raw = monitors.Raw()\n", + "mon_tavg = monitors.TemporalAverage(period=1) # 1000 Hz\n", + "\n", + "#Bundle them\n", + "what_to_watch = (mon_raw, mon_tavg)" + ] + }, + { + "cell_type": "markdown", + "id": "760439df-e029-47e0-a22c-f67ccb619617", + "metadata": {}, + "source": [ + "*** " + ] + }, + { + "cell_type": "markdown", + "id": "b80997c4-f15c-4773-95bc-cd77ee497087", + "metadata": {}, + "source": [ + "### Go! Simulate\n", + "\n", + "The last step is to bring all these components together into a `Simulator` object. We then need to run the configure method, which basically just acts to calculate information necessary for the simulation that draws on specific combinations of the components." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "6d40308e-103c-4e09-ba47-e5bf1d69be42", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<table>\n", + "<h3>Simulator</h3>\n", + "<thead><tr><th></th><th style=\"text-align:left;width:40%\">value</th></tr></thead>\n", + "<tbody>\n", + "<tr><td>Type</td><td style=\"text-align:left;\"><pre>Simulator</pre></td>\n", + "<tr><td>conduction_speed</td><td style=\"text-align:left;\"><pre>inf</pre></td>\n", + "<tr><td>connectivity</td><td style=\"text-align:left;\"><pre>Connectivity gid: 31e02d46-7b62-4eda-9f4c-c6004f46f31f</pre></td>\n", + "<tr><td>coupling</td><td style=\"text-align:left;\"><pre>Scaling gid: a54d4e77-b0d2-4e2f-814b-3b745bf9e4c7</pre></td>\n", + "<tr><td>gid</td><td style=\"text-align:left;\"><pre>UUID('5ef2edb9-34e4-4d85-be2f-278ecd13df5f')</pre></td>\n", + "<tr><td>initial_conditions</td><td style=\"text-align:left;\"><pre>None</pre></td>\n", + "<tr><td>integrator</td><td style=\"text-align:left;\"><pre>HeunStochastic gid: 58151ae2-79a6-48cd-a6b9-b76f7d2b7592</pre></td>\n", + "<tr><td>model</td><td style=\"text-align:left;\"><pre>Generic2dOscillator gid: 31c983bc-3d3c-4f53-9258-c599c84cb580</pre></td>\n", + "<tr><td>monitors</td><td style=\"text-align:left;\"><pre>(<tvb.simulator.monitors.Raw object at 0x7f14326e7390>, <tvb.simulator.monitors.TemporalAverage object at 0x7f14326e7470>)</pre></td>\n", + "<tr><td>simulation_length</td><td style=\"text-align:left;\"><pre>1000.0</pre></td>\n", + "<tr><td>stimulus</td><td style=\"text-align:left;\"><pre>None</pre></td>\n", + "<tr><td>surface</td><td style=\"text-align:left;\"><pre>None</pre></td>\n", + "<tr><td>title</td><td style=\"text-align:left;\"><pre>Simulator gid: 5ef2edb9-34e4-4d85-be2f-278ecd13df5f</pre></td>\n", + "</tbody></table>" + ], + "text/plain": [ + "<tvb.simulator.simulator.Simulator at 0x7f14406ac128>" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Initialise the Simulator.\n", + "sim = simulator.Simulator(model=g2d,\n", + " connectivity=conn,\n", + " conduction_speed=np.float(conn.speed),\n", + " coupling=con_coupling,\n", + " integrator=heunint,\n", + " monitors=what_to_watch)\n", + "sim.configure()" + ] + }, + { + "cell_type": "markdown", + "id": "28a7ac11-9e38-4aef-90e5-9e63da3818e4", + "metadata": {}, + "source": [ + "Now, we can run the simulation. All we need to do is iterate for some length, which we provide in *ms*, and collect the output. \n", + "\n", + "The data returned by the simulator is in the form of a list of arrays. For most subsequent purposes it is much easier to deal with the data if it exists as a single contiguous array, hence the enumeration of the return values for the `sim.run`." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "81ea375c-6006-45e2-b10d-286cf11a7c4b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'simulation required 22.745 seconds.'" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Perform the simulation.\n", + "tic = tm.time()\n", + "\n", + "# this should take ~25s\n", + "(raw_time, raw_data), (tavg_time, tavg_data) = sim.run(simulation_length=10000.)\n", + "\n", + "'simulation required %0.3f seconds.' % (tm.time()-tic)" + ] + }, + { + "cell_type": "markdown", + "id": "5f3768a7-2b77-4e29-9af6-d282a804a2df", + "metadata": {}, + "source": [ + "For each monitor, the simulation returns the time points and the associated data array.\n", + "\n", + "The data arrays have shapes $n_\\text{timepoints} \\times n_\\text{variables of interest} \\times n_\\text{regions} \\times n_\\text{modes}$." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "3a0353cd-c1ee-49ac-811a-c745e3c9fa84", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'raw_time: (100000,) | raw_data: (100000, 1, 76, 1)'" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "f\"raw_time: {raw_time.shape} | raw_data: {raw_data.shape}\"" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "935fb17e-5ff6-4b4e-a1ef-b3735b26e4ff", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((100000, 76), (10000, 76))" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Remove the dimensions with one element for easier indexing\n", + "raw = np.squeeze(np.array(raw_data))\n", + "tavg = np.squeeze(np.array(tavg_data))\n", + "raw.shape, tavg.shape" + ] + }, + { + "cell_type": "markdown", + "id": "a2b1259b-0ed7-4cea-b776-aa0ee18ed31d", + "metadata": {}, + "source": [ + "***" + ] + }, + { + "cell_type": "markdown", + "id": "604257c3-26ed-4bb0-afda-df733c869974", + "metadata": {}, + "source": [ + "### Visualize our simulation" + ] + }, + { + "cell_type": "markdown", + "id": "09bb79ac-6fbd-48a7-8f24-5395a34b21c3", + "metadata": {}, + "source": [ + "And finally, we can look at the results of our simulation in terms of time series. " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "4a86b98c-911d-4428-bd57-43020987cec5", + "metadata": {}, + "outputs": [], + "source": [ + "# Normalize the time series for easier visualization\n", + "nraw = raw / (np.max(raw, 0) - np.min(raw, 0))\n", + "ntavg = tavg / (np.max(tavg, 0) - np.min(tavg, 0))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "a048b941-054d-4fc5-8488-a65aecc0ce71", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x576 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x576 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the raw time series \n", + "fig1 = plt.figure(figsize=(10,8))\n", + "plt.plot(raw_time[:], nraw[:, :10] + np.r_[:10])\n", + "plt.title('Raw Neuronal Activity', fontsize=20)\n", + "plt.xlabel('Time [ms]', fontsize=20)\n", + "plt.yticks(range(10), conn.region_labels[:10], fontsize=10)\n", + "\n", + "# Plot the temporally averaged time series\n", + "fig2 = plt.figure(figsize=(10,8))\n", + "plt.plot(tavg_time[:], ntavg[:, :10] + np.r_[:10])\n", + "plt.title('Temporally Averaged Neuronal Activity', fontsize=20)\n", + "plt.xlabel('Time [ms]', fontsize=20)\n", + "plt.yticks(range(10), conn.region_labels[:10], fontsize=10)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "24e4e7ec-5c3c-46b2-a886-e36286dcfa0e", + "metadata": {}, + "source": [ + "***" + ] + }, + { + "cell_type": "markdown", + "id": "0b44b79e-62ac-45a3-9d96-8808a0c24cda", + "metadata": {}, + "source": [ + "# Analysis example: Functional Connectivity (FC)" + ] + }, + { + "cell_type": "markdown", + "id": "8980c977-6371-4d01-bb37-5960b28cfe37", + "metadata": {}, + "source": [ + "**Functional Connectivity (FC)** describes the connectedness of two brain regions by means of the covariance between their time series. The classic and most widely used method to infer the strength of network interactions or functional connections consists in estimating the linear (Pearson) correlation coefficient between temporal signals. If two regions activate and deactivate at the same time, there is likely a functional connection. \n", + "\n", + "To calculate the FC, we ignore the first second of the simulation which might be affected by the initial conditions." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "3fbef8b7-0112-493b-a9d2-2c4a1c540871", + "metadata": {}, + "outputs": [], + "source": [ + "fc = np.corrcoef(tavg[1000:].T)" + ] + }, + { + "cell_type": "markdown", + "id": "60b35bf9-f4f4-4fc3-a232-0256a91b66ad", + "metadata": {}, + "source": [ + "And now we display the resulting FC matrix:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "0192afbd-8814-4efe-9623-3357277ff01e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x576 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize FC matrix\n", + "plt.figure(figsize=(8,8))\n", + "plt.imshow(fc, interpolation='nearest', cmap='jet')\n", + "plt.title('SIM FC', fontsize=20)\n", + "plt.xlabel('ROIs', fontsize=20); plt.ylabel('ROIs', fontsize=20)\n", + "plt.xticks([], fontsize=20); plt.yticks([], fontsize=20)\n", + "cb = plt.colorbar(shrink=0.7)\n", + "cb.set_label('PCC', fontsize=20)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "678ba22f-844e-4bdd-8103-e604ac2d4b3c", + "metadata": {}, + "source": [ + "# What is next?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b532c2e2-94bd-48f8-8223-c18d931371f8", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "4294476c-3336-4e41-8a46-8576ca866e05", + "metadata": { + "jupyter": { + "source_hidden": true + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "<style>\n", + "h1 {\n", + " font-family: arial;\n", + " color:#609BC4; \n", + "}\n", + "\n", + "p {\n", + " text-align:justify;\n", + "}\n", + "</style>" + ], + "text/plain": [ + "<IPython.core.display.HTML object>" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Styling notebook\n", + "from IPython.core.display import HTML\n", + "def css_styling():\n", + " styles = open(\"./styles/custom.css\", \"r\").read()\n", + " return HTML(styles)\n", + "css_styling()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.9" + }, + "toc-autonumbering": false, + "toc-showmarkdowntxt": false + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/2_TVB_BOLD_and_Stimulus.ipynb b/2_TVB_BOLD_and_Stimulus.ipynb new file mode 100644 index 0000000..5433b07 --- /dev/null +++ b/2_TVB_BOLD_and_Stimulus.ipynb @@ -0,0 +1,177 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "268e30ea-2934-4374-8aca-67ab3893ddc9", + "metadata": {}, + "source": [ + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "c42ef760-7b0e-4393-adb5-b49eca9d5b51", + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "\n", + "import os\n", + "\n", + "import numpy as np\n", + "import matplotlib.pylab as plt\n", + "\n", + "from tvb.simulator.lab import *" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "41ffd650-e078-4d89-8e4b-82ec8114f16a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING File 'hemispheres' not found in ZIP.\n", + "WARNING random_state supplied for non-stochastic integration\n", + " INFO step 1 time 0.0005 s\n", + " INFO step 10001 time 5.0005 s\n", + " INFO step 20001 time 10.0005 s\n", + " INFO step 30001 time 15.0005 s\n", + " INFO step 40001 time 20.0005 s\n", + " INFO step 50001 time 25.0005 s\n", + " INFO step 60001 time 30.0005 s\n", + " INFO step 70001 time 35.0005 s\n", + " INFO step 80001 time 40.0005 s\n", + " INFO step 90001 time 45.0005 s\n", + " INFO step 100001 time 50.0005 s\n", + " INFO step 110001 time 55.0005 s\n" + ] + } + ], + "source": [ + "conn = connectivity.Connectivity.from_file( os.path.abspath('dataset/connectivity_76.zip'))\n", + "\n", + "# configure stimulus spatial pattern\n", + "weighting = np.zeros((76, ))\n", + "weighting[[0, 7, 13, 33, 42]] = np.array([2.0 ** -2, 2.0 ** -3, 2.0 ** -4, 2.0 ** -5, 2.0 ** -6])\n", + "\n", + "# temporal profile\n", + "eqn_t = equations.Gaussian()\n", + "eqn_t.parameters[\"midpoint\"] = 25000.0\n", + "eqn_t.parameters[\"sigma\"] = 200.0\n", + "\n", + "stimulus = patterns.StimuliRegion(temporal=eqn_t,\n", + " connectivity=conn,\n", + " weight=weighting)\n", + "\n", + "sim = simulator.Simulator(\n", + " model=models.Generic2dOscillator(a=np.array([0.5])),\n", + " connectivity=conn,\n", + " coupling=coupling.Linear(a=np.array([0.0126])),\n", + " integrator=integrators.HeunDeterministic(dt=0.5),\n", + " monitors=(\n", + " monitors.TemporalAverage(period=1.0),\n", + " monitors.Bold(period=500),\n", + " monitors.ProgressLogger(period=5e3),\n", + " ),\n", + " stimulus=stimulus,\n", + " simulation_length=60e3, # 1 minute simulation\n", + ").configure()\n", + "\n", + "(tavg_time, tavg_data), (bold_time, bold_data), _ = sim.run()" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "69f2646b-510d-4d9b-ab59-7b5531cbe11b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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aQhVJGkeWEL5hu3YDzCZJM2x3SJoBbB74HULItPodzUMO2xpC1UkScC2w2vY/1K1aAtQedn4+cGuzYwvVVNWSwpBJIc+wrZKOl7QeeBdwjaRVIxl0CCPgjcCfAaeloYfvkXQ2cBVwhqSHgTen1yEMqsEP2WmqXDev5Ri2dTk7HxQdQuXYvhMG7DR+ejNjCa2hjPcg5BF3NIcQQoPZ0JXjATplFEkhhBBGQBmrhvKIpBBCCA1W5bGPIimEEMIIcEWTQjUrvfZAR0cHp5xySjyMJ4Qwolp2QLxWc+WVV3LnnXeycOHCokMJIbQou7r3KYya6qOJEyfS2dnZ+3rRokUsWrSI9vZ2XnrppQIjCyG0HtFd0d5H1Yx6N6xdu5bzzjuPSZOywcomTZrEe9/7Xh599NGCIwshtCJbuaayGTUlhRkzZjB58mQ6Oztpb2+ns7OTyZMnc8ABBxQdWgihxbT62EctY9OmTSxYsIC77rqLBQsWRGNzCGFkOGtXyDOVzagpKQDccsstvfNXX311gZGEEFpdGXsW5TGqkkIIITSDK9zQHEkhhBBGQBmrhvKIpBBCCCOgjD2L8oikEEIIDZY1IlczKVSz0qvFxNAbIbSeqt7RHEmhBGLojRBaT3RJDcMWQ2+E0JqM6Klo76NqRt0iYuiNEFqXc05lE0mhQDH0RnlIapf0K0n3Slol6e/T8tmS7pa0RtKNksYXHWuoADd27CNJZ0p6KJ2Hl/az/mRJv5bUJemdfdZ1S7onTUuGOlYkhYLF0BulsQ04zfbrgGOAMyWdCHwG+ILtw4CngYuKCzFUSoOKCpLagKuBs4CjgHMlHdVns98DFwDf7OctXrJ9TJrOGep40aZQsEYMvdHR0cG8efO48cYbo5Sxm2wbeCG9HJcmA6cB56Xl1wNXAIuaHV+ongZ2ST0BWGN7LYCkG4C5wAM7j+V1aV3Pnh4sSgotIHovNYakNkn3AJuBpcAjwDO2u9Im64EDCwovVIiBnh7lmoCpklbUTfP7vN2BwON1r4d7Hran971L0tuH2jhKChUWvZcay3Y3cIykfYHvAkfk3Td9kecDtDNpROILFWIgf0nhCdtzRjCaQ2xvkHQo8BNJv7X9yEAbR0mhwqL30siw/QxwB3ASsK+k2sXTTGDDAPsstj3H9pxxTGhOoKHUGnifwgbgoLrXA56H/cfhDennWuCnwLGDbR9JocKi91LjSJqWSghImgicAawmSw613hznA7cWEmConsb1SV0OHJ56wo0H5gFD9iICkLSfpAlpfirwRuraIvoTSaHiovdSw8wA7pB0H9mXcKnt7wMfBz4iaQ2wP3BtgTGGysjXHTVPY3Rq07oEuJ3sQuUm26skLZR0DoCk4yWtB94FXCNpVdr9SGCFpHvJLnCusr3nSSFHH9kJqQ/3mtSne1ae9x1MbTyge++9t/fniSeeyEknnbTLsvoxg+r3Gc62Q+3T389Gbjuc+Pv+vPzyy7n//vuZPn06f/u3f8uTTz7Z9Pib+f59t21UErR9n+1jbb/W9mtsL0zL19o+wfZhtt9le1tDDhhaXwPvXrN9m+0/tP0q259Oyz5pe0maX257pu29bO9v++i0/Be2/8j269LPIS9q5CEqtVIf2d+RFafXk11FnVufbSS9H3it7QWS5gHvsP2ewd53zpw5XrFixYDr3//+93PNNddw5JFHsnr1ao488khWrcqS39FHH927bPXq1Vx88cV8+ctf3mWf4Ww71Pv397OR2w4n/oF+XnzxxQAv+52aEX8z37/vtrXPrp/zduUIN94NaLKm+A06vYhDhya528t4zk8NeJk/YfZMz/j7S3K912PnX1bYudqfPEnhJOAK229Nry8DsP0/67a5PW3zy9QotxGY5kHefKCk0LdHTQh59O1xFUlhz7VNnkz3Cy9CT3fRoZROvqTwwVzv9dj5l5YqKeSpPsrTR7Z3m1T/9SxZ/esuJM2v9cXdsmVLvwer9aiZOHFijtAy7e3tzJo1i/b29oZu2yyNiKmtrY0xY0ZfE9HEiROjx9UI0X77MGb8uKLDqK6KDn7U1L8i9d32pk2b1u82tR4127Zto62tbcj3bGtrY/v27UyaNInt27cPus9wtm2WRsTU1tZGd3c3PT09pfidmqWtrY1t27ZFj6uRovKN9V8pFU0KeW5ey9NHtrbN+lR9tA/w5O4GVetR8+CDD7Jp0yY2bdrU++UHeO6555gwYQLTp09n+vTpHHHEEXz3u9/t3Wf58uW5tx3q/Tdt2vSyn43cdjjx9/f+tfeoXSnPnj2793dqRvzNfP++2x5//PEcccQRdHR07HL+bN26FWCGpH+y/d8kHQ68OvUmCjn52edxV9fQG4aXG97Na6WSJyn09pEl++M/j51jwdQsIevD/UuyPt0/Gaw9YSj14wHlNZxxg3Z3jKGRVMaYqurCCy8E6CG7+Qyy8/bbQCSFYeh+5plyPgWmIqr60Q2ZFGx3Sar1kW0Drqv1kQVWpC5R1wJfT325nyJLHINauXLlE5IeG2D1VOCJvL9Ek0RM+ZQhpiOB9loctrdKURcybFX9q1YWPdU85XKNfWT7NuC2Pss+WTffSXbTRG62+29UACStKFNrPERMeZUhJkm/AE4H/j29fhXZ0NghNI0qmlNjQLzQii4HfggcJOkbZLf2X1BoRGF0KWkjch6RFELLsb1U0q+BEwEBH7JddJVWGFVU2YbmsnZsX1x0AP2ImPIpPCZJ7wC6bP/f1OOoK8848iE0VEW7pJYyKdgu/A9LX82IKT0b+NS824/WzymHy20/W3uRhsK+vLhwwqjUk3Mqmag+aiJJL9S9nETW+FkbQ+Di2iBWYY/1d7ET53ponha/TyE0iO29a/OS1gHvs/3j4iJqWSsk/QPZw84BPgCsLDCeMApVtfdRqaqPhhqiu0kxHCTpDkkPpOqcD6XlUyQtlfRw+rnfCBx7naQ3p/krJH1b0r9Kel7SbyUdIek/JG2T9LikP0tDla+RdIukf5bUIWmDpE+lEW5HjKR9Jd0s6UFJqyWd1IzPKYcPAtuBG9O0jSwxhNA80aawZ9IfsKuBs4CjgHMlHVVAKF3AR20fRdZ75QMpjkuBZbYPB5al1yPt/wO+DuwH/Ias3/0W4MfAQmAR8AXbh5E9Yu+wNB0LvAV43wjH94/AD20fAbyO7AEgRXxOu7D9ou1La+Ns2b7M9ovNjiOEKipNUgBOANakh5psB24A5jY7CNsdtn+d5p8n+0N3YIrl+rTZ9cDbmxDOz23fnkae/QnZmFIfJbu+uAHYC1gqaXqKsTP9QdwMfIEcd5bvLkn7ACeTnkRme3tq0C3ic+ob2zRJn5N0m6Sf1KZmxxFGNznfVDZlSgp5huhuqvQEuWOBu4Hptmsjr20EpjchhE11838BbCYryUDWUA0wETiErH3oNEnPSHoGuAZ45QjGNpus1PLPkn4j6auS9qKYz6mvbwAPphj/HlhHNoZXCM1hsmEu8kwlU6akUCqS9ga+A3zY9nP169Jgf03L8ZL+BHiGrJ68P4+ndatt75umySPcm2kscBywyPaxwIv0qSpq9udUZ//02MEdtn9m+y+A0wqII4xm0aawx/IM0d0UksaRJYRv2K4N2bpJ0oy0fgbZVXuzvJFsxM+ZZNVGp5FVDwG0pSvzXwGvkDRZ0hhJr5J0ygjGtB5Yb/vu9PpmsiRR5OdUsyP97JD0NknHAlMKiCOMYlF9tOd6h+iWNJ6sPnxJs4NIo2leS3bV/Q91q2rDg5N+3tqsmGxfBpxL9od4Hln7wp+n1W9LP9cAjwEPAE+T/ZGeMYIxbQQel/TqtOj0dOzCPqc6n0ptHh8FPgZ8FfjveXaU1Jaqw76fXs+u6+F1Yzo3QxhaRUsKpblPYaAhugsI5Y3AnwG/lXRPWvY3wFXATZIuIvvj++49OYjtWYMts31Fn3U/BmbV7nhOn9ergBskfYSsd9IZtps5GugHgW+kP5RrgQvJLjQa9jntjrqH6TwL/PEwd/8QWeeCyen1Z8h6eN0g6SvARWS9vkIYXAn/4OdRmqQA/Q/RXUAMd5INotafwp/GbvunwE/T/FqyXltFxXIP0N8w2YV+TpIOJesuexLZQAK/BP57+rwG228mWcnr08BHUqnxNHY+VOp64AoiKYQhlLVqKI8yVR+F0CjfBG4CDgD+gOypa9/Ksd8Xgb9m54g0+wPPpC7BMEiPOEnzJa2QtGJHPLohQPQ+CqFEJtn+uu2uNP0r2ZPYBpR6eG22vVvDYdheXLtZbhwTductQoupakNzqaqPQmiQH6RhUm4gq9l9D3CbpCkAtp/qZ583AudIOpssgUwmq4LaV9LYVFoorEdcqKAS/sHPo7CkMHXqVM+aNauow4cWNn78eLZv394DzE+LamX0eWRf1UP77pN6eF0GkBrzP2b7vZK+DbyTLMEU1ZsqVE1JSwF5DJkUJF0H1IrWr+lnvciuqM4GtgIX1IaJGMysWbNYsWLF8CMOYQDLly/noIMO4oADDkDSb4D/DfxXsjuarxighDCUj5P18PoUWQ+vaxsWcMmNaW+nZ9s2cEX/uhWtoh9bnjaFrwFnDrL+LODwNM0nemaEglx88cWMH997G8HewP8k6zH0LMN4Ipztn9r+kzS/1vYJtg+z/a4md/ktlNonoLYRHWi3pakn31Q2QyYF2/8GDHaFNRf4F2fuIquDHbGbplrFms3P09VdwjOiwrq7u5kypffG5SnAYtvfsf13ZKPHhhCG0IjeR7kHsqvvtrdly5YGHLqa1j3xIm/+h3/jiz9+uOhQWkp3dzddXbXeo7yC7M7vmuhUMUw9L3Xi7u6hNwz9q+gdzU3tklrfbW/atGnNPHSpPL01G9fu5w+P3sQ4Es4991xOOeUU5s6dC9nX7ecAkg4jq0IKw+BoT9h9ObujlrExuhFXT6UZyK4qsrZ56CnhCVFln/jEJzj99NPp6OhgyZIlD6ZRWiG7+PlgkbGFUaii3+9GJIUlwCWSbgDeADxbN55+6MeY1EGyJ67CGu7EE0+szfY22Nj+XTHRhFGtol/vPF1SvwWcCkyVtB64HBgHYPsrZGMVnU02SudWskHRwiBquSByQgitSZSzZ1EeQyYF2+cOsd7EQ9GHpSvVG0VJIYQW1eD2Aklnkt0P1gZ81fZVfdafTDZ212uBebZvrlt3PvC36eWnbF/PIKJHRgG6ozEhhNbXoK+5pDbgauAMst6dyyUtsf1A3Wa/By4ge35I/b5TyGp35qSIVqZ9nx7oeDEgXgEiKYQwCjSuS+oJwJp0I+V2siFX5u5yKHud7fuoa0tL3gostf1USgRLGfxm5EgKRaglhVovpBBC6xlGl9Sptfu30jS/z1vlvhesH8PeN6qPCtCd2hIiJYTQwvJXCDxhu7+HVRUiSgoF6O7JSnhRUAihRbmhYx/tyb1gw943kkIBurpr1UcFBxJCGDmNa1NYDhwuaXZ6Hvo8svvD8rgdeIuk/STtB7wlLRtQJIUC9PRWH0VWCKFVNWqYi/SAp0vI/pivBm6yvUrSQknnAEg6Pt1H9i7gGkmr0r5PAVeSJZblwMKhhpCPNoUCdPVESSGEltfAToa2byO7Ubh+2Sfr5peTVQ31t+91wHV5jxVJoQC9vY8KjiOEMEJKOgJqHpEUCtB7n0IUFUJoSaKcI6DmEUmhAF1RUgih5UVSCLnFHc0hjAIV/ZpHUihALSmMiaJCCK0rkkLIK4a5KCdJ64DngW6gy/acNKDYjcAsYB3w7sEGEwsBaPgoqc0U9ykUIKqPSu2PbR9TN+zApcAy24cDy9LrEIYWz2gOeUX1UaXMBWrjz18PvL24UEKVNHCYi6aKpFCA7ni4TlkZ+JGklXUjVU6ve7zsRmB6fztKml8b5XIH25oRayi5Rt3R3GzRplCAqD4qrTfZ3iDplcBSSQ/Wr7Rtqf+vse3FwGKAyZoS/8GjXUmrhvKIkkIBHCWFUrK9If3cDHyX7OEmmyTNAEg/NxcXYaiUaFMIedUKCpEbykPSXpJeUZsnG03yfrLRKM9Pm50P3FpMhKFKanc0R/VRyKVWfVTC82E0mw58N3UTHgt80/YPJS0HbpJ0EfAY8O4CYwwVoopWE0dSKECt+iiqkcrD9lrgdf0sfxI4vfkRhUoradVQHpEUClC7gOiu6EkTQhhaGauG8oikUIBal9SeihYvQwg5VPTrHUmhALUnr0XX1BBaV5QUQm61EkJPtCmE0Loq+vWOpFCAWgEhkkIILcrlHMIij0gKBYjqoxBaWzx5LQzLzuqjggMJIYycitYERFIoQFQfhdD6oqQQcovqoxBaXNy8FoajJ+5TCKHlRUNzyK0nnSzxXIUQWlckhZDbzuqjggMJIYwMEw3NIb/uGBAvhJYXDc0ht1ouiOqjEFpYRb/euR6yI+lMSQ9JWiPp0n7WXyBpi6R70vS+xofaOqL3UQitraUfsiOpDbgaOANYDyyXtMT2A302vdH2JSMQY8upJYPofRRCi7Ir+5CdPCWFE4A1ttfa3g7cAMwd2bBaW63WqKLnTAghjxZ+RvOBwON1r9enZX39V0n3SbpZ0kH9vZGk+ZJWSFqxZcuW3Qi3NfRWH0WbQggtq6rVR7naFHL4P8As268FlgLX97eR7cW259ieM23atAYdunqi+iiEFmeyqoA8U8nkSQobgPor/5lpWS/bT9rell5+FXh9Y8JrTTsfx1m+E2I0k7RvKuk+KGm1pJMkTZG0VNLD6ed+RccZKqKFq4+WA4dLmi1pPDAPWFK/gaQZdS/PAVY3LsTW4977FOJehZL5R+CHto8AXkd2Hl8KLLN9OLAsvQ5hSI2sPsrRA3SCpBvT+rslzUrLZ0l6qa5n6FeGOtaQvY9sd0m6BLgdaAOus71K0kJghe0lwF9JOgfoAp4CLsj3q45O9SWEHkObCgwmACBpH+Bk0rmbOlVslzQXODVtdj3wU+DjzY8wVE2jeh/l7AF6EfC07cMkzQM+A7wnrXvE9jF5j5fr5jXbtwG39Vn2ybr5y4DL8h50tKs/V7p7TNuYyAolMBvYAvyzpNcBK4EPAdNtd6RtNgLT+9tZ0nxgPkA7k0Y+2lBuja0a6u0BCiCp1gO0PinMBa5I8zcDX5K0W39YGtXQHIahvoE5nqlQGmOB44BFto8FXqRPVZGzur5+/8PqO1GMY8KIBxvKLbt5zbkmYGqtV2aa5vd5uzw9QHu3sd0FPAvsn9bNlvQbST+T9J+Hij2GuShAjyMplNB6YL3tu9Prm8mSwiZJM2x3pLazzYVFGKol/4CXT9ieM0JRdAAH235S0uuB70k62vZzA+0QJYUC1CeCGOqiHGxvBB6X9Oq06HSy4vkS4Py07Hzg1gLCCxU0jJLCUIbsAVq/jaSxwD7Ak7a32X4SwPZK4BHgDwc7WJQUCtDT0/98KNwHgW+kXnZrgQvJLpxuknQR8Bjw7gLjC1XR2DaF3h6gZH/85wHn9dmmdvHyS+CdwE9sW9I04Cnb3ZIOBQ4nO7cHFEmhALuUFKL6qDRs3wP0V4w/vcmhhMpr3NhHOXuAXgt8XdIash6g89LuJwMLJe0gq9BaYPupwY4XSaEA0aYQwijQwO92jh6gncC7+tnvO8B3hnOsSAoF6K47V2KoixBakONxnGEYHNVHIbS+in63IykUIHofhTAKVPSrHUmhAN3R+yiElqeKfrkjKRTA0dAcQmszw7l5rVQiKRQguqSG0NpE7hvTSieSQgHq2xGi91EILSqSQsjLhrFjRFePo6QQQquq6Hc7kkIBepwNl93V42hoDqEVRZtCGI5um/FtY9jW1RMNzSG0qOh9FHLr6jbjx46BbXGfQgityVF9FPLr6klJgeh9FEJLMpEUQn7dPWbS+DZg13sWQggtpJq1R5EUitDV3cO4tlRSqOiJE0IYXNynEHLr7skammvzIYQWFEkh5FXfphC9j0JoQXZlqwEiKRSgO5JCCK2vot/tSApNZpuuHjNhbFQfhdDSIimEPGo5oNamECWFEFqQ2fllr5gxRQcw2nSluxx771OoZrVjy5H0akn31E3PSfqwpCmSlkp6OP3cr+hYQxUY3JNvKplICk1Wqy6KNoVysf2Q7WNsHwO8HtgKfBe4FFhm+3BgWXodwuBMdsWXZyqZSApN1pWSQu0+hRg6u5ROBx6x/RgwF7g+Lb8eeHtRQYWKsfNNJRNtCk3W3Z2dBLWG5q5ICmU0D/hWmp9uuyPNbwSm97eDpPnAfIB2Jo14gKECSvgHP48oKTRZLQnsNSHLx9u6yld8HM0kjQfOAb7dd52zMUn6/abbXmx7ju0545gwwlGG8stZSihh4oiSQpNtT3WIr0hJoXNHd5HhhJc7C/i17U3p9SZJM2x3SJoBbC4wtlAVhqo+LCVKCk22LSWBfSaNy15HSaFszmVn1RHAEuD8NH8+cGvTIwrVFCWFkEfnjiwJ7DNxXHodJYWykLQXcAZwcd3iq4CbJF0EPAa8u4jYQtXEMBchp21dWRKY3D4OaWfJIRTP9ovA/n2WPUnWGymE/Awu4T0IeURSaLJaSWHCuDFMGDuGzqg+CqE1VbRnYSSFJquVFCaMbaN9XFuUFEJoVSVsL8gjV0OzpDMlPSRpjaSX3dEpaYKkG9P6uyXNanikLeK5zi4A9pk4lvaxbbwUSSGE1mNnvY/yTCUzZFKQ1AZcTdZV7yjgXElH9dnsIuBp24cBXwA+0+hAW8XTL24HYL9J45n2iglsem5bwRGFEEZEC/c+OgFYY3stgKQbyG79f6Bum7nAFWn+ZuBLkuTdeADx/7n3P9j0XGfvZ+V0r9DO1/S+7ruO3nUD7zPYe9YW5N2+73petn7nfrVlP7x/IxPHtbHvpPHM3G8idz78BP/0b2uR+v04whDOe8PBTBoftaChbIy7q1kLkOfbdCDweN3r9cAbBtrGdpekZ8l6cTxRv1H9UAAHH3xwvwf7+i8f41frnsoT+4io/XFW72v1eV1bv+uGA62vf7/ae/35fzqEtjHivxw3kx+v3sSnb1vd8N9jtJh7zIGRFEL5VHjo7KZ+m2wvBhYDzJkzp99P7Gt/cXzvSKJD/UGuv7oe7I/xoO9V4CX6GUdN5/6/fyvbu3r6HzshDGnvSAihrFq4S+oG4KC61zPTsv62WS9pLLAP8OTuBDTarvomjG1jwti2osMIITSQATewpCDpTOAfgTbgq7av6rN+AvAvZMO+Pwm8x/a6tO4ysnbfbuCvbN8+2LHy9D5aDhwuaXYaLGwe2a3/9eqHAngn8JPdaU8IIYSW4MY9ZGdPOvuk7eYBRwNnAl9O7zegIZOC7S7gEuB2YDVwk+1VkhZKOidtdi2wv6Q1wEeIB5GEEEY5d3fnmnLo7exjeztQ6+xTr/65HzcDpyurG58L3GB7m+1HgTXp/QaUq67G9m3AbX2WfbJuvhN4V573qlm5cuUTkh4bYPVU+jRSV0TE3VyDxX1IMwOp9zxPv/Bj3/xQUcdvoKqeF/1p9O8y6Pn1PE/f/mPfPDXne7VLWlH3enFqf63Zk84+BwJ39dn3wMGCKawC3/a0gdZJWmF7TjPjaYSIu7lKHPdDJY1rWEr8+Q5bs38X22c261iNFkNnhxBCuQ2nsw99Ovvk2XcXkRRCCKHc9qSzzxJgXhqKaDZwOPCrwQ5W1v6fi4fepJQi7uYqa9xljWu4WuX3gAr/LqmNoNbZpw24rtbZB1hhewlZZ5+vp84+T5ElDtJ2N5GNQNEFfMD2oK3bip6jIYQQaqL6KIQQQq9ICiGEEHqVKikM9dyGJsVwkKQ7JD0gaZWkD6XlUyQtlfRw+rlfWi5J/yvFfJ+k4+re6/y0/cOSzq9b/npJv037/C81cAAmSW2SfiPp++n17PSMizXpmRfj0/IBn4Eh6bK0/CFJb61bPiL/P5L2lXSzpAclrZZ0UlU+7z6/R+Hn70AkrUufwT21PvFV+IwlXSdps6T765aNeNwDHWNUsF2KiawB5RHgUGA8cC9wVAFxzACOS/OvAH5Hdmv5Z4FL0/JLgc+k+bOBH5CNtXcicHdaPgVYm37ul+b3S+t+lbZV2vesBsb/EeCbwPfT65uAeWn+K8Bfpvn3A19J8/OAG9P8UemznwDMTv8nbSP5/0N2J+b70vx4YN+qfN5lO38HiW8dMLXPstJ/xsDJwHHA/c2Me6BjjIap8ADq/qNPAm6ve30ZcFkJ4roVOAN4CJiRls0gu0EJ4Brg3LrtH0rrzwWuqVt+TVo2A3iwbvku2+1hrDOBZcBpwPfTif4EMLbvZ0zWk+GkND82bae+n3ttu5H6/yHrT/0oqdND38+xzJ93Fc7funjW8fKkUInPGJjFrklhxOMe6BijYSpT9VF/t3IPejv2SEtVKscCdwPTbXekVRuB6Wl+oLgHW76+n+WN8EXgr4HaKFv7A884G7+q77F2uS0eqL8tfji/z56aDWwB/jlVe31V0l5U4/OuV7rztw8DP5K0UtlzTaB6n3FNM+Ie6Bgtr0xJoVQk7Q18B/iw7efq1zm7fChVX15JfwJstr2y6FiGaSxZ9cAi28cCL9JnQMUyft4V9Cbbx5GNtPkBSSfXr6zqZ9yMuKv62eyuMiWFYd+OPVIkjSNLCN+wfUtavEnSjLR+BrA5LR8o7sGWz+xn+Z56I3COpHVkoyieRjb++r7Kbnvve6zh3hY/Uv8/64H1tu9Or28mSxJl/7z7Ks352x/bG9LPzcB3yUbKrNpnXNOMuAc6Rusruv6qrj5vLFkD0Gx2NtQdXUAcIntYxRf7LP8cuzY8fTbNv41dG7d+lZZPIasr3y9NjwJT0rq+jVtnN/h3OJWdDc3fZteG5ven+Q+wa0PzTWn+aHZtaF5L1og6Yv8/wM+BV6f5K9JnXZnPu0zn7wCx7QW8om7+F2Rj61fiM+blbQojHvdAxxgNU+EB9PnPP5ust88jwCcKiuFNZEXF+4B70nQ2WX37MuBh4Md1J5XIHoDxCPBbYE7de/0F2fjla4AL65bPAe5P+3yJPo2sDfgdTmVnUjg0nfhryBLEhLS8Pb1ek9YfWrf/J1JsD1HXi2Sk/n+AY4AV6TP/XvriVubzLtP5O0Bch5IlqXuBVbXYqvAZA98COoAdZKXKi5oR90DHGA1TDHMRQgihV5naFEIIIRQskkIIIYRekRRCCCH0iqQQQgihVySFEEIIvSIphBB2IWn/NJrqPZI2StqQ5l+Q9OWi4wsjK7qkhhAGJOkK4AXbny86ltAcUVIIIeQi6VTtfE7HFZKul/RzSY9J+i+SPpueTfDDNFRM7XkFP0sD8d1eGzoilFckhRDC7noV2Rhb5wD/Ctxh+4+Al4C3pcTwv4F32n49cB3w6aKCDfmMHXqTEELo1w9s75D0W7LxsX6Ylv+WbLyiVwOvAZamB5q1kQ1ZEUoskkIIYXdtA7DdI2mHdzZQ9pD9bRGwyvZJRQUYhi+qj0III+UhYJqkkyAbkl7S0QXHFIYQSSGEMCJsbwfeCXxG0r1kIw7/p0KDCkOKLqkhhBB6RUkhhBBCr0gKIYQQekVSCCGE0CuSQgghhF6RFEIIIfSKpBBCCKFXJIUQQgi9/h8dLgK9j1MmrwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 432x288 with 4 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_pattern(sim.stimulus)" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "81632e8d-4d0f-4494-9c12-f7ba870066c5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x432 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(nrows=3, sharex=True, figsize=(8,6))\n", + "\n", + "t0=23000 # ms\n", + "t1=35000 # ms\n", + "\n", + "ax = axs[0]\n", + "ax.plot(sim.stimulus.time[0,], sim.stimulus.temporal_pattern[0])\n", + "ax.set(ylabel=\"Stimulus\")\n", + "\n", + "ax = axs[1]\n", + "ax.plot(tavg_time, tavg_data[:, 0, :, 0])\n", + "ax.set(ylabel=\"Temporal average\")\n", + "\n", + "ax = axs[2]\n", + "ax.plot(bold_time, bold_data[:, 0, :, 0])\n", + "ax.set(ylabel=\"BOLD\", xlabel='Time (ms)', xlim=[t0,t1])\n", + "\n", + "\n", + "for ax in axs:\n", + " ax.axvline(x=25000, c='k', ls=':')\n", + "\n", + "fig.tight_layout()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/dataset/seeg_588.txt b/dataset/seeg_588.txt new file mode 100644 index 0000000..9b6e341 --- /dev/null +++ b/dataset/seeg_588.txt @@ -0,0 +1,588 @@ +TP1 32.039555 -27.669507 -52.725906 +TP2 32.039555 -31.169507 -52.725906 +TP3 32.039555 -34.669507 -52.725906 +TP4 32.039555 -38.169507 -52.725906 +TP5 32.039555 -41.669507 -52.725906 +TP6 32.039555 -45.169507 -52.725906 +TP7 32.039555 -48.669507 -52.725906 +TP8 32.039555 -52.169507 -52.725906 +TP9 32.039555 -55.669507 -52.725906 +TB1 10.139555 -28.669507 -50.725906 +TB2 10.139555 -32.169507 -50.725906 +TB3 10.139555 -35.669507 -50.725906 +TB4 10.139555 -39.169507 -50.725906 +TB5 10.139555 -42.669507 -50.725906 +TB6 10.139555 -46.169507 -50.725906 +TB7 10.139555 -49.669507 -50.725906 +TB8 10.139555 -53.169507 -50.725906 +TB9 10.139555 -56.669507 -50.725906 +A1 14.539555 -26.469507 -40.925906 +A2 14.539555 -29.969507 -40.925906 +A3 14.539555 -33.469507 -40.925906 +A4 14.539555 -36.969507 -40.925906 +A5 14.539555 -40.469507 -40.925906 +A6 14.539555 -43.969507 -40.925906 +A7 14.539555 -47.469507 -40.925906 +A8 14.539555 -50.969507 -40.925906 +A9 14.539555 -54.469507 -40.925906 +B1 6.639555 -23.469507 -40.625906 +B2 6.639555 -26.969507 -40.625906 +B3 6.639555 -30.469507 -40.625906 +B4 6.639555 -33.969507 -40.625906 +B5 6.639555 -37.469507 -40.625906 +B6 6.639555 -40.969507 -40.625906 +B7 6.639555 -44.469507 -40.625906 +B8 6.639555 -47.969507 -40.625906 +B9 6.639555 -51.469507 -40.625906 +C1 -11.860445 -32.369507 -28.625906 +C2 -11.860445 -35.869507 -28.625906 +C3 -11.860445 -39.369507 -28.625906 +C4 -11.860445 -42.869507 -28.625906 +C5 -11.860445 -46.369507 -28.625906 +C6 -11.860445 -49.869507 -28.625906 +C7 -11.860445 -53.369507 -28.625906 +C8 -11.860445 -56.869507 -28.625906 +C9 -11.860445 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