{ "cells": [ { "cell_type": "markdown", "id": "9d9738dc-41e2-4f38-9c71-475dec2ab7b9", "metadata": {}, "source": [ "# Tutorial on the Visualization of Results" ] }, { "cell_type": "markdown", "id": "6bb356a8", "metadata": {}, "source": [ "Data visualization is a critical aspect of analyzing and interpreting simulation results. In this notebook, you'll learn how to leverage QuantumDNA's predefined plotting routines to effectively visualize the outcomes of your calculations.\n", "\n", "Examples Covered:\n", "\n", "* **Visualizing the Eigenspectrum**\n", "Gain insights into the electronic structure by plotting the eigenspectrum of your system. This visualization highlights energy levels and their distributions, essential for analyzing the quantum states of your model.\n", "\n", "* **Visualizing the Fourier Analysis**\n", "Explore frequency-domain characteristics using Fourier analysis. This technique is particularly useful for identifying periodicities and resonances in quantum systems.\n", "\n", "* **Visualizing Coherences and Populations**\n", "Delve into the dynamics of quantum states by visualizing coherences and populations of the DNA bases or basepairs. These plots reveal how quantum superpositions evolve over time, providing a window into processes such as energy transfer, decoherence, and relaxation.\n", "\n", "By the end of this notebook, you\u2019ll have a grasp of how to utilize qDNA's visualization capabilities to analyze and communicate your results effectively.\n", "\n", "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.png)](https://colab.research.google.com/github/dehe1011/QuantumDNA-notebooks/blob/main/tutorials/4_Visualization.ipynb)" ] }, { "cell_type": "code", "execution_count": 1, "id": "ebb6d48b-64bf-410a-91d4-f4bf3a502673", "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "\n", "# Save flag: Set to True to enable saving results (currently unused in this script)\n", "save = False\n", "\n", "# Verbose flag: Set to True to enable detailed logging\n", "verbose = False" ] }, { "cell_type": "markdown", "id": "3eb1b9e8-8b06-4fe1-92c8-860d8926601a", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 2, "id": "f1f56563-af71-4e3d-8c17-20d588e8422d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Package 'qDNA' is already installed.\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# --------------------------\n", "# Installation of QuantumDNA\n", "# --------------------------\n", "\n", "from importlib.util import find_spec\n", "\n", "qDNA_installed = find_spec('qDNA') is not None\n", "\n", "if not qDNA_installed:\n", " %pip install qDNA\n", " print(\"Successfully installed the 'qDNA' package.\")\n", "else:\n", " print(\"Package 'qDNA' is already installed.\")\n", "\n", "if verbose:\n", " %pip show qDNA \n", "\n", "from qDNA import *\n", "\n", "# ------------------------\n", "# Directory Setup\n", "# ------------------------\n", "\n", "import os\n", "\n", "# Use the current working directory as the root\n", "ROOT_DIR = os.getcwd()\n", "\n", "# Define directory to save figures\n", "SAVE_DIR = os.path.join(DATA_DIR, \"my_figures\")\n", "os.makedirs(SAVE_DIR, exist_ok=True)\n", "\n", "if verbose:\n", " print(f\"Save directory: '{SAVE_DIR}' is ready.\")" ] }, { "cell_type": "markdown", "id": "40165dde-d435-4e1e-9259-67209dc5fc5e", "metadata": {}, "source": [ "## Visualization of the Eigenspectrum" ] }, { "cell_type": "code", "execution_count": 4, "id": "1e2fb285-8d74-4a44-affe-3144b3c19494", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tb_sites = get_tb_sites('GCG')\n", "vis = Visualization(tb_sites, tb_model_name='ELM')\n", "fig, ax = vis.plot_eigv()" ] }, { "cell_type": "code", "execution_count": 6, "id": "6e5d7aa4-859b-46c2-893a-0f0add82e129", "metadata": {}, "outputs": [ { "data": { "image/png": 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7tWbNGh05ciRU1tDQIJ/PZ7qBOHr0qKqrq+lhCABAkiPuAwCQOYj7AABkhpimIQoEAmpoaJAktbW1SZLq6+slSY2NjRFzFYb/7PV69fLLL6uxsVGVlZXq6elRIBBQS0tLLFUCAABxQtwHACBzEPcBAMg8LiNNx1zdfPPNkqTTp09HfT0YDOrMmTOSpF27dsntdmxGJiQhrg8ASC2LxX0ASEXck2IhmXx9kO8jFlwfADA/vhEBAAAAAAAAAMhwNBYgqra2NtXU1ETMPQkASKzg5KTTVQAAICmRswArw2cHAJJDMub7Ma1ZgPRVVVWllpYWrVmzJq7v4/f75fV64/oeAJCqJgYG9IO6L2v1DTeoeNdOFe/Yoc0P1igrL8/pqgEA4DhyFmBl+OwAgPOSNd9nZAEWVFpaGrdjt7W1yefzxe34AJDqBs6ekzE1pYEPP1TXs8/pg//nP8uVleV0tQAASCrkLMDK8NkBAOcka77PyIIogoahgbFpp6uxJMX5WXK7XE5XY0W+973vqbKy0ulqAEDS6j971vTz6spKubMJ3QCQ6VIpX5HIWZBcUunzw2cHANJXsub7ztcgCQ2MTetL/9PvdDWW5Kmf98pTkHp/xmPHjunIkSNqamqK+nogEFBvb68tQxb9fr9KS0vl8XhiPhYAJNLA2XOmn0t27nCoJgCAZJJK+YpEzrIU5CyJk0qfHz47i+OzAyBVJWu+n3pRB7Y5duyYWlpaVFlZqfb2du3evVsHDhywZb+2tjYdPnxYXq9XZWVlkqTa2lp5vd7Q/pLU1NSk1tZWSVJjY6M8Ho98Pp8aGxvl8/nU0tKilpYWtbW1yev1mm422tra1NTUpMrKSvX09EiSDh06FLpJaGtrU0NDg3w+X2i/QCCgnp6e0L7MnwggmVl7GhTv3OlQTQAAcAY5CzkLVobPDp8dAMktWfN9Ggsy1Gwrf3t7e6ispqZGkha8gVjKfj6fT3V1dWptbQ0F55qamtCNQG1trWpra3X06FHV19dHvF91dbWqq6vlcrnU1NSkJ598Uk899ZTpxuHo0aOmGw9ppkfB9u3bQ+8bvmjT7HGqqqpC9WloaFBzc/OKzh8AxNtEf7/GurtNZSVJcvMAAEAikLOQs2Bl+Ozw2QGQ3JI532eB4wwUCATU0NCghoYGU3l9fX1E2Ur2q6ur04EDB0yt+DU1Naqrq1t2Xb1erzwejw4cOBC6UQgEAqqvr9ehQ4citq2urlZ9fX3U48zeOEhSVVWV2trall0fAEgUay8Dd16eVm3b6lBtAABILHIWchasDJ8dPjsAkl8y5/uMLIiiOD9LT/18agxXK85f/irZPp9PktTa2qojR46Eytvb2xUIBGLar62tTYFAQHv37jXte/DgwWXXU1LUBZFm6xFtSKHX6zXVLbwcAFKJdf7C4hsr5c5a/nc+ACD9pFK+IpGzWJGzOCuVPj98dsz47ABIF8mc79NYEIXb5UrJRYSWq76+3tT6LmneBYiWul9vb++K69PW1hZx3NLS0hUfDwBS2UCSzl8IAHBepuQrEjkL7Jcpnx8+OwCQvJI532caogw0G6BPnToV8Zrf749pv+rqaknS22+/vaxjBwKBqMeNZvY9oh3P7/dH3IAAQCqyDktMlvkLAQBIBHIWYGX47ABA8kvmfJ/Gggzk9XrV2NioxsZG0zDEQCCgxsZG07bhPQeWul9TU5OOHj1qCu7Rjl1VVRVaOMnn84VuCuZ7/1kej0eNjY06fPiwqbytrU0+n2/JixjF0isCAOJpvK9PY1eumsqKd+5wqDYAACQeOcv8xwYWwmdn/mMDQDJI9nw//cfeIaqDBw+qqqpKTzzxhLxer8rKyiTNDS9sa2tTU1OTAoGAmpqa1NPTo8bGxkX3kxRa7Ch8+GJZWVnEkMfm5mbV1dWpvr5eHo9HtbW1kmZuJGa3bWxsVGtrqxobG+XxeCLqX1dXF5qfMBAI6Pz586Htwn+HY8eOhY5XX18vn8+nQCCguro6HTp0iN4JAJKKdf7CrPx8FVVUOFQbAACcQc5CzoKV4bPDZwdA8kr2fN9lGIbhdCXi4eabb5YknT59OurrwWBQZ86ckSTt2rVLbjeDLDCH6wOAk9r/7r/r3H/769DPnk/drDu/823H6pMKFov7AJCKuCfFQjL5+iDfRyy4PgA4Kdnzfb4RAQBIMv1nknf+QgAAAAAAsDLJnu/TWAAAQJJJ5sWOAAAAAADAyiR7vk9jAQAASWS8t1fj166ZypJpsSMAAAAAALB8qZDv01gAAEAS6bcudlRQoFVbtjhUGwAAAAAAYIdUyPdpLAAAIIkMWIYkFt94o1xZWQ7VBgAAAAAA2CEV8n0aCwAASCLW+QuLk2z+QgAAAAAAsHypkO/TWAAAQBKx9jQo2ZV8Nw8AAAAAAGB5UiHfp7EAAIAkMXbtmsZ7ek1lybbYEQAAAAAAWJ5UyfdpLAAAIEkMWBc7KizUqs2bHaoNAAAAAACwQ6rk+zQWAACQJPrPmW8einfcKJebUA0AAAAAQCpLlXw/+WoEAECGGjhjmb8wCRc7AgAAAAAAy5Mq+T6NBQAAJAHDMNRvXewoSW8eAAAAAADA0qRSvk9jAQAASWD8Wo8m+vpMZcm42BEAAAAAAFi6VMr3aSzIQG1tbaqpqdGaNWt05MiRpD0mAGQSay+D7FWrVLhpk0O1AQDAWeQswMrw2QGA5JNK+T6NBRmoqqpKLS0tSX9MAMgkA5abh+IdO5JysSMAABKBnAVYGT47AJB8Uinfz3a6AsnICAY1OTDgdDWWJKe4OKkurtLSUqerAAApKVXmLwQAOC+V8hWJnAXJJZU+P3x2ACA9pFK+T2NBFJMDA3rl5+qcrsaS3P/3zcr1eJyuBgAgBoZhaODsOVNZ8a7kvXkAADgrlfIViZwFySWVPj98dgAg9aVavp88TdQAAGSosatXNREImMpKknSxIwAAAAAAsDSplu8zsgA6duyYent71d7erra2NjU1Ncnr9Zq2mS2vrKxUT0+PJOnQoUPyLKGXw7Fjx9TS0qLKykq1t7dr9+7dOnDgQDx+FQBISdb5C7OLilSwcaNDtQEAIPmQswArw2cHAJyVavk+jQUZ7nvf+56am5tDNws1NTVqaGhQc3NzaJujR4+qqalJra2toTK/36/t27ertbU14kYj3JEjR9TU1KT29vZQWU1NjSRxAwEA1/VbhiSW7Nwhl8vlUG0AAEgu5CzAyvDZAQDnpVq+T2NBFDnFxbr/75sX3zAJ5BQXx7S/1+s1Bf+qqiodO3Ys9HMgEFB9fb3pZmJ2v+rqatXX16ulpSXqsQOBgBoaGtTU1GQqr6+v1xNPPMHNAwBcZ+1pUJzEix0BAJyXSvmKRM6C5JJKnx8+OwCQ+lIt36exIAqX250xiwgt1EtAknw+37zbeb1eHTlyZNF9W1tbTdu1t7crYJmrCwAylWEYUXoaJPfNAwDAWZmUr0jkLLBXJn1++OwAgLNSMd+nsQBxV19fr6qqKlOZtfcBAGSqsStXNNnfbyorTuLFjgAASEfkLMDK8NkBgPmlYr7vdroCSG7V1dWSZuYstPL7/RE3BeFmXzt16lTUfQEAUv8Z85DEnNWrVbBhg0O1AQAg9ZCzACvDZwcA4isV830aCxCht7c39G+Px6PGxkYdPnzYtE1bW5t8Pl/E3Ibh+3q9XjU2NqqxsdE0DDEQCKixsTE+lQeAFBM5f2FyL3YEAEAyIGcBVobPDgAkTirm+0xDlIHa2trU1NSkQCAQWtyosbFR9fX18vl8CgQCqqur06FDh1RVVaWDBw+qqqpKdXV1obkMA4GAzp8/L8/1uR7Dj9nU1KSenh41NjaG9n3iiSfk9XpVVlYmiWGJADCr33LzkOzzFwIAkAjkLMDK8NkBgOSRivm+yzAMw+lKxMPNN98sSTp9+nTU14PBoM6cOSNJ2rVrl9xuBllgDtcHgEQwDEOv/LOf0+TgYKjs03/w+9pw7z0O1io1LRb3ASAVcU+KhWTy9UG+j1hwfQBIhFTN9/lGBADAIaOXL5tuHCSpZFfy9zQAAAAAAADzS9V8n8YCAAAcYp2/MKekRPnl5Q7VBgAAAAAA2CFV830aCwAAcEj/2XOmn0tSYLEjAAAAAACwsFTN92ksAADAIdaeBsUpsNgRAAAAAABYWKrm+zQWAADgAMMwovY0AAAAAAAAqSuV830aCwAAcMDopUuaGhoylaVKTwMAAAAAABBdKuf7NBYAAOCA/jPmIYm5Ho/y161zqDYAAAAAAMAOqZzv01gAAIADBixDEotTZLEjAAAAAAAwv1TO92ksAADAAf2WxY5KUmRIIgAAAAAAmF8q5/s0FgAAkGBGMKiBc9aeBqlz8wAAAAAAACKler5PYwEAAAk2cvGipoaHTWWp1NMAAAAAAABESvV8n8YCAAASzDokMa+0VHlryxyqDQAAAAAAsEOq5/s0FiAhfD6f1qxZI5/P53RVAMBxEYsd7UidxY4AAEhX5CzAyvDZAYA5qZ7v01iAhAkEAlHL/X5/YisCAA6z9jQo3pU6QxIBAEhn5CzAyvDZAYAZqZ7v01iAhKiurpZhGKqurjaVt7W10fsAQEaZWezoQ1NZyY4dDtUGAADMImcBVobPDgDMSId8P9vpCiSjoBHU4MSI09VYktW5hXK7UrfN53vf+54qKyudrgYAJMzwhQuaHjHHmOKdqXXzAABwVirlKxI5C5JLKn1++OwAQGpJh3yfxoIoBidG9Msv/4HT1ViSv3ngGyrJK3K6Gity7NgxHTlyRE1NTTEfy+/3q7S0VB6PJ/aKAUAcDZyxLHZUVqb8tWsdqg0AIBWlUr4ikbPMImdJDqn0+eGzM4PPDoBUkQ75Po0FGezYsWNqaWlRZWWl2tvbtXv3bh04cECSdPToUTU3N8vn88nj8ai1tVVer1d1dXU6duyYvF6vGhoaQtu3tbXp8OHD8nq9KiubWeG7trZWXq9Xfr9f9fX1OnXqlA4dOqSDBw+G3luSmpqa1NraKklqbGw03QC0tbWpqalJlZWV6unpkSQdOnQotE1bW5saGhrk8/lCNyGBQEA9PT2hfb1eb9zPJQAsVb91saMU62UAAEAikbMAK8NnBwASLx3yfRoLMtRsC397e3uorKamRpJ04MCB0P/q6+vl8/lCAbimpkZ79+7VwYMHQ/v5fD7V1dWFbjBmt2tpaVFLS4u8Xq9aWlpMK3/X1taqtrZWR48eVX19fegmJNzRo0dNNxbSTI+C7du3h96rqqpKLS0tWrNmjZqamvTkk0+qqqoqVIeGhgY1NzfbeOYAIDYDlsWOSnam1mJHAAAkCjkLsDJ8dgDAGemQ76fu5HdYsUAgoIaGBjU0NJjK6+vrI8qamprk8XhUV1cnv9+vQCBgunGQpLq6Oh04cMDUol9TU6O6ujrTdstp8Q8EAqqvr9ehQ4cijlFdXa36+vqIfWZvJmZVVVWpra1tye8JAPFmTE9r4EPzYkfFKXjzAABAvJGzACvDZwcAnJEu+T4jC6JYnVuov3ngG05XY0lW5xYuex+fzydJam1t1ZEjR0Ll7e3tCgQCEdu//PLL2r59e6g3Qbi2tjYFAgHt3bvXVG69wVhpHaPdcHi9XlO9w8sBIJkNd3VpenTUVFaSgsMSAQDOSqV8RSJnsZbDWan0+eGzYy4HgGSWLvk+jQVRuF3ulF1EaDnq6+tNLfOSoi4+5PF4VF1drWPHjsnn86m6ujr0Wm9vr611amtri6gTAKSLAcv8hXlr1yqvtNSh2gAAUlWm5CsSOQvslymfHz47AJBY6ZLvMw1RBpoNzqdOnYp4ze/3R5TV19frySefVFNTk2pqakzbzN5IvP3220s61kICgUCoTrPHjXYMv9/PDQaAlNSfBvMXAgCQCOQswMrw2QEAZ6RLvk9jQQbyer1qbGxUY2OjaRhiIBBQY2Ojadv6+nrV1dXJ4/GEFkGqqakx7dfU1KSjR4+aAn20Y0XrlVBVVRVadCm8F4PH41FjY6MOHz5s2r6trU0+n2/JixjZ3RMCAGIRcfOwKzVvHgAAiDdyFmBl+OwAgDPSJd9nGqIMdfDgQVVVVemJJ56Q1+tVWVmZpLlhiUeOHFFTU5P8fn9oWKI008rv9/u1e/duVVdXq6mpKbTYUfgwx7KystCx2tra1NTUpEAgECqbneOwublZdXV1qq+vl8fjUW1tbUQd6+rqQvMTBgIBnT9/Xh6PJ+LYx44dkyQ1Njaqvr5ePp9PgUBAdXV1OnToEL0TADjKmJ7W4IftprLiHak3fyEAAIlCzgKsDJ8dAEisdMr3XYZhGE5XIh5uvvlmSdLp06ejvh4MBnXmzBlJ0q5du+R2M8gCc7g+ANht8KOP9Ma/fsJU9rljTylvzRqHapReFov7AJCKuCfFQjL5+iDfRyy4PgDYLZ3yfb4RAQBIAOtiR/nl61LyxgEAAAAAAMxJp3yfxgIAABIgXRY7AgAAAAAAc9Ip36exAACABBg4Y755KE7hmwcAAAAAADAjnfJ9WxY49vv9amhoCC1KI80sOrPUfZuamlRWVqaenh4FAgE1NjaGFrQBACDVBaenNdBuWexoZ2oudiQR9wEAyCTEfQAA5pdu+X7MjQWBQEC7d+82rVh/9OhR1dTUqKWlZcF9/X6/Ghsb1dTUZCp74IEH1NraGmvVAABICsMfdyg4Pm4qS9VhicR9AAAyB3EfAICFpVO+L9kwDVFDQ4Oqq6tNPQMOHDggn88nn8+34L5NTU2qq6szlXm9Xnm93kX3BQAgVVjnL8xfv165JSUO1SY2xH0AADIHcR8AgIWlU74v2dBY8NRTT2nv3r0R5V6vd9GeBrNDEKOVl5aWxlq1BblcrtC/g8FgXN8LqSf8mgi/VgBgJQbSaLGjVI37AJCKyFmwkETkLKka9/nsYCHk+wDslE75vhRjY0EgEFAgEIg63+BSegvU1dXJ5/Np9+7damtrkyQdO3ZMHo9HVVVVsVRtUS6XS7m5uZKk4eHhuL4XUs/sNZGbm8vNA4CYWXsalOxKzZuHVI77AJCKyFmwkHjnLKkc9/nsYCHk+wDslC75/qyY1izw+/0xvV5dXa2DBw/qyJEj2r17t6qrq1VTU6Pm5uYl1+Hmm2+OWt7e3q7KysoF9129erV6enrU3d0tSVq1apXc7pgHWyCFBYNBDQ8Ph66J1atXO1wjAKkuODWlwXZzPCzekZqLHaV63AeAVETOAqtE5SypHvf57MCKfB+A3dIp358V8wLHsaqvr1dbW5t6e3vl8/l06tQpVVVVqbq6Ou7vXVZWpuHhYY2NjenixYtxfz+klvz8fJWVlTldDQApbujjjxWcmDCVFe9M7ZuHWDgZ9wEgFZGzYCHJnrOQ7yNZJftnB0BqSMd839HGgra2Nj3xxBNqbm6W1+vVkSNH1NDQoJqaGrW2ti5paOLp06ejls/XAyFcVlaWtm7dqp6eHg0ODmrC8sdFZsrNzdXq1atVVlamrKwsp6sDIMUNnD1n+rlg4wblFhc7VBtnOR33ASAVkbMgmlTIWZyO+3x2EE0qfHYApI50zPdjaiyINndhuMUWLaqrq1NLS4u8Xq8k6eDBg6qtrVVNTY0aGhoWXTDJDllZWSovL1d5ebkMw5BhGHF/TyQvl8vFnIUAbBUxf2EKL3aUDnEfAFIROQvCJSpnSYe4z2cH4cj3AdgtnfL9WTE1Fni9Xnk8HrW3t0e85vf7Fxxa6Pf71dvbG7pxCD9mU1OT6uvrY6naihA4AAB2GzhjvnkoTuGbh3SL+wCQishZkCjpFvf57AAA7JZO+f6smFf3+dKXvhR1YSO/36+6urp597PeNFgxdzEAINUFJyc1aImRJSk+fyFxHwCAzEHcBwAgunTM9yUbGgsaGhrk8/lMNxBHjx5VdXW16QbA7/drzZo1OnLkSKjs0KFDUXsUNDU1qbGxMdaqAQDgqKGPPlZwctJUVrwjtW8eiPsAAGQO4j4AANGlY74v2bDAsdfr1csvv6zGxkZVVlaqp6dHgUBg3vkHw+c9PHjwoI4dO6b6+np5PB6VlZWpp6dHTz755KLzIwIAkOys8xcWbtqknNWrHaqNPYj7AABkDuI+AADRpWO+L0kuI01X+Ln55pslSadPn3a4JgCATHX6z7+tzmeeDf284bOf1ad/73cdrFH6Iu4DAJA5iPsAAKela74f8zREAAAguv5z50w/p8P8hQAAAAAAZLp0zfdpLAAAIA6CExMabDcvdlS8c6dDtQEAAAAAAHZI53yfxgIAAOJg8KOPZExNmcrSYbEjAAAAAAAyWTrn+zQWAAAQBwNnzUMSCzdvVk7RKodqAwAAAAAA7JDO+T6NBQAAxEH/2bOmn0t2pceQRAAAAAAAMlk65/s0FgAAEAfWngbpMiQRAAAAAIBMls75Po0FAADYbHpiQoPnz5vK0qmnAQAAAAAAmSjd830aCwAAsNmQ/7x5sSOXS8U33uhchQAAAAAAQMzSPd+nsQAAAJv1nzPPX7hqyxZlr0qPxY4AAAAAAMhU6Z7v01gAAIDNBs6Ybx6Kd6bPkEQAAAAAADJVuuf7NBYAAGCz/nPmxY5KdqbPYkcAAAAAAGSqdM/3aSwAAMBG0+PjGjr/kaks3XoaAAAAAACQaTIh36exAAAAGw36/TKmp+cKXC4V70ifxY4AAAAAAMhEmZDv01gAAICNBs6ahySuqqhQdkGBQ7UBAAAAAAB2yIR8n8YCAABs1H/WvNhRya70GpIIAAAAAEAmyoR8n8YCAABsZO1pULwjvRY7AgAAAAAgE2VCvk9jAQAANpkeG9PQRx+ZytKxpwEAAAAAAJkkU/J9GgsAALDJQLtfRjA4V+B2a3VlpXMVAgAAAAAAMcuUfJ/GAgAAbDJwzjx/YdHWrWm32BEAAAAAAJkmU/J9GgsAALBJ/xnzzUPxzvSbvxAAAAAAgEyTKfk+jQUAANhk4Jx5saOSnek3fyEAAAAAAJkmU/J9GgsAALDB1Oiohj7uMJUVp+nNAwAAAAAAmSKT8n0aCwAAsMFge7tkWeyouNLrXIUAAAAAAEDMMinfp7EAAAAb9J81D0ks2rZNWfn5DtUGAAAAAADYIZPyfRoLAACwwcBZ82JHJbvSc0giAAAAAACZJJPyfRoLAACwwYClp0Hxjh0O1QQAAAAAANglk/J9GgsAAIjR1OiohjrMix2lc08DAAAAAAAyQabl+zQWAAAQo8EP2yXDCP3scru12pueix0BAAAAAJApMi3fp7EAAIAY9VvmLyzafoOy8vIcqg0AAAAAALBDpuX7NBYAABCj/jOWxY52pu+QRAAAAAAAMkWm5fs0FgAAEKOBc+abh+I0v3kAAAAAACATZFq+T2MBAAAxmBoZ0XBnl6ks3XsaAAAAAACQ7jIx36exAACAGAx8+KF5saOsLBV5tztYIwAAAAAAEKtMzPdpLAAAIAbW+QtXb9+urNxch2oDAAAAAADskIn5Po0FAADEYOCsZf7CXek9JBEAAAAAgEyQifk+jQUAAMSg/+w508/FO3Y4VBMAAAAAAGCXTMz3aSwAAGCFJoeGNdJlWewoA3oaAAAAAACQzjI136exAACAFRr48EPTz67sbK2+4QZnKgMAAAAAAGyRqfk+jQUAAKyQdf7C1d7tcqf5YkcAAAAAAKS7TM33aSwAAGCF+s+Ybx5Kdqb/kEQAAAAAANJdpub7NBYAALBCA+fMNw/FGXLzAAAAAABAOsvUfJ/GAgAAVmByaEgjFy6ayjKlpwEAAAAAAOkqk/N9GgsAAFiBgXPnTD+7cnJUdMM2h2oDAAAAAADskMn5Po0FAACsgHX+wmKvV+6cHIdqAwAAAAAA7JDJ+T6NBQAArMDAWev8hTscqgkAAAAAALBLJuf7NBYAALAC/WfNwxIzZf5CAAAAAADSWSbn+zQWAACwTBMDAxq9dMlUVrwrc24eAAAAAABIR5me79NYAADAMg2c+9D0szsnR0XbMmOxIwAAAAAA0lWm5/s0FgAAsEzW+QtX31gpd3a2Q7UBAAAAAAB2yPR8n8YCAACWqf+M+eahZEfmLHYEAAAAAEC6yvR8n8YCAACWaeCcebGjTJq/EAAAAACAdJXp+T6NBQAALMNE/4BGL182lZXs3OVQbQAAAAAAgB3I92ksAABgWQbOmYckuvPytGrbVodqAwAAAAAA7EC+T2MBAADLYp2/sLiyUu6sLIdqAwAAAAAA7EC+T2MBAADLEjF/4c7MWuwIAAAAAIB0RL5PYwEAAMti7WlQsjOzFjsCAAAAACAdke/TWAAAwJJNBAIau3LFVFa8K/NuHgA4p6t/Qr0jU05XAwAAJABxH0gc8v0Z2U5XAACAVNF/1jwkMSs/X0UVFQ7VBkCm+e7xbj3zQb9ckr5613o9tKvE6SoBAIA4Ie4DiUW+P4ORBQAALNHAWfOQxNU3VsqVYYsdAXBGe8+4nvmgX5JkSGp666ompoLOVgoAAMQFcR9IPPL9GTQWAACwRNaeBiU7Mm+xIwDOON4xZPp5ZDKody6NOFQbAAAQT8R9IPHI92fQWAAAwBJZexpk4vyFAJxxwvLQQJKOfzzsQE0AAEC8EfeBxCPfn0FjAQAASzDe26exq1dNZSU7M/PmAUBiXR2e1Ic94xHlJzuHFDQMB2oEAADihbgPJB75/hwaCwAAWIKBc+ZeBln5+Vq1ZYtDtQGQSU50RO9J2Dc6rQ+ujiW4NgAAIJ6I+0Dike/PobEAAIAl6D9jGZK4Y0dGLnYEIPFORpmKYNaJj+d/DQAApB7iPpB45PtzaCwAAGAJBs6ZFzsq3pmZix0BSKzhiWn9eIEFDY/P0/sQAACkHuI+4Azy/Tk0FgAAsATWngaZOn8hgMRqvTCiqeD8r3f2T6izfyJxFQIAAHFD3AecQb4/h8YCAAAWMdbTo/GeHlNZJvc0AJA4JyxTEVRtKlRpgXlINFMSAACQHoj7QOKR75vRWAAAwCIGzpqHJGYVFGTsYkcAEmc6aOitTvN0A/u3FWnf1iJT2fEF5jYGAACpgbgPOIN834zGAgAAFtF/1rLY0c4dcrkJoQDi63T3qAYnzHMR3FmxKuKhwc+ujKlvdCqRVQMAADYj7gPOIN83y9zfHACAJbL2NCjZkblDEgEkzgnLIoY3luWpvChHn95UoIJsV6jckHSykwUPAQBIZcR9wBnk+2Y0FgAAsADDMDRg7WmwK3MXOwKQGIZhRMxbfGfFKklSbpZbe7esMr12nPmLAQBIWcR9wBnk+5Gy7TiI3+9XQ0ODvF5vqKyxsXFZ+zc1NamsrCxUdvDgQTuqBgBATMav9Wi8t9dUVrIjs28eiPtA/HUEJnRxcNJUtn/b3DQE+7YV6bWP5h4UvHNxRKOTQRXk0BcIgL2I+0D8EfcBZ5DvR4q5sSAQCGj37t06f/68PB6PJOno0aOqqalRS0vLovv7fD7V19ertbVVHo8ndLyqqipVV1fHWj0AAGIycM7cyyB7VaEKN29yqDbOI+4DiWGdimDtqmxVluaFfr59yyq5XVLQmPl5YtpQ64Vh3X3D6kRWE0CaI+4DiUHcB5xBvh8p5ibIhoYGVVdXh24cJOnAgQPy+Xzy+XwL7hsIBFRXV6fm5ubQ/n6/X729vSotLY21agAAxKz/jGVI4o6dGb3YEXEfSIyTnebpBfZVrJLLNTdf8eq8LN26ocC0jfVBAwDEirgPJAZxH3AG+X6kmH/7p556Snv37o0o93q9i/Y0OHz4sEpLS1VVVRUqq6qqUl9fn6kMAACnDJwzL3ZUvDOzFzsi7gPx1zc6pZ9dGTOV7dtaFLFd+PQE0syDhunZLocAYAPiPhB/xH3AOeT7kWJqLAgEAgoEAqZeBrO8Xu+iPQ2OHTsWuknw+Xw6duyYAoFALFUCAMA2hmFE9DQo2Zm58xcS94HEONk5rPDUvzDHrVs3FkRsZ32QMDge1Onu0TjXDkCmIO4DiUHcB5xBvh9dTGsW+P3+mF+vrq7WkSNHVFtbq9LSUtXV1amurk4HDhxYUh1uvvnmqOXt7e2qrKxc0jEAAIhm7OpVTViS2kzuaUDcBxLjZId5KoI9mwuVmxXZx2d9UY4qS/PU3jseKjveMaRbNxbGvY4A0h9xH0gM4j7gDPL96GJe4HilZm8snnrqKfX19YXKm5qaVFlZqT179jA0EQDgqIGz5iGJ2atWqXBTZi92tFLEfWBpxqaCarswYiq7M8pUBLP2bV1lemhwomNY9bcbpnmOASDRiPvA0hD3AeeQ70fnWGPBrOrqatPPXq9XHo9Hhw8fVnNz86L7nz59Omr5fD0QAABYqv6zliGJu3ZyIx4j4j6wsHcujmh8em4yArdLur1i1bzb37WtSH/3497Qz5cGJ/VR34S2l+bFtZ4AsBTEfWBhxH3AOeT70cW0ZkG0uQvDlZaWzvua1+udd5vS0lK1tbXFUjXbDY5P68Wz/frLN684XRUAQIJYexoU78jsIYmZFPcBp5ywTEVwy/oCFedlzbu9tzRP64vM/X+OW44BACtB3Afij7gPOId8P7qYGgtmewW0t7dHvDY7P+Fi+/f29s77WjLoGZnS11+6oC//z3b92evd+ofTAXUPTTpdLQBAnBmGEbWnQSbLhLgPOCloGDrZMWwqW2gqAklyuVwR21gfPADAShD3gfgi7gPOId+fX0yNBZL0pS99KerCRn6/X3V1dQvuW1tbG7VHgd/vV01NTaxVs0VxXpZ+dmVUU8G5sh+dH3SuQgCAhBi7clWT/f2msuId3Dyke9wHnPTB1TEFxqZNZfu2zj8Vwaz9locGZ6+N6+ownVsAxI64D8QPcR9wDvn+/GJuLGhoaJDP5zPdQBw9elTV1dWmngZ+v19r1qzRkSNHQmWHDh2SJPl8PtO+Xq9XBw8ejLVqtsjJcmn/NvMX8as0FgBA2us/e8b0c87q1SrYuMGh2iSPdI/7gJOsPQO3eXK1qTh30f1u2VCgolzzbf0JS09FAFgJ4j4QP8R9wDnk+/OLeYFjr9erl19+WY2NjaqsrFRPT48CgYBaWlqibh8+76HH41Fra6saGhpC2wcCgajDHJ10n3e1Xjw3EPr5zLVxXRqc1MbVOQ7WCgAQTwNnzEMSi3fuYLEjZUbcB5xinYpg3yJTEczKdrt0e8UqvdI+16HlRMeQHr/JY2f1AGQg4j4QP8R9wDnk+/OLubFAkqqqqtTU1LTgNl6vV319fRHlHo9n0X2d9umNhSrOc2tgfG4uoh+dH9SXbp1/QScAQGrrP2dZ7GgnQxJnpXvcB5xwYWBCHwcmTGVLmYpg1v6tRaaHBj+5NKLhiWmtyp1/kUQAWAriPmA/4j7gLPL9+cU8DVEmyHa7dNe21aayHzIVEQCkLcMwInoalHDzACCOrNMHrCnI0q51+Uvef8+WVcpxz/WGmgpKb3eN2FY/AABgH+I+4Bzy/YXRWLBEn/WaGws+7BnXhYGJebYGAKSy0e5uTQ6aG4WLd+5wqDYAMsFJy7zFd1asknsZQ6ELc9z69KYCU9nxj4fm2RoAADiJuA84h3x/YTQWLNGtGwpUkm8ezvUaowsAIC1ZexnkFBerYP16h2oDIN0NjE3rp92jprI7lzhvcTjrXMdvdQ1rctqIqW4AAMBexH3AWeT7C6OxYImy3C7dc4P5i/jV87TaAkA66j/LYkcAEuetrmEFw3L7vCyXPrOpcNnHsT40GJkM6t3LTEkAAEAyIe4DziLfXxiNBctw33bzVET+3nF19jMVEQCkm4Gz5sWOmL8QQDydsExFULW5UPnZy79NLyvM1q615vmOrccGAADOIu4DziLfXxiNBcvwqfUFKi0wT0X0KlMRAUBaMQxDA+csNw+7uHkAEB8T00Gd6jIvcmjtKbgc+7eZ9z3eMSzDYEoCAACSAXEfcBb5/uJoLFiGmamIzKMLWLcAANLL6KXLkYsd7eDmAUB8vHtpVKNTc0m9S9IdFatWfLz9W837Xhue0rme8RUfDwAA2Ie4DziLfH9xNBYs073bza22H/VN6OM+vogBIF1Y5y/M9XiUX77OodoASHfW6QJuKs/XmoLsFR9vqydXm4pzFnwPAADgDOI+4Czy/cXRWLBMN68vUFkhUxEBQLoaOGNZ7GgHix0BiA/DMHSi0zwVwZ0VK5+KQJJcLpf2W6YzOPExDw0AAHAacR9wHvn+4mgsWCa3y6V7rVMRfTTEnHAAkCb6z5lvHpi/EEC8fNgzrmvDU6ay/dtWPhVB6BiWhwb+vgldGpyM+bgAAGDliPuA88j3F0djwQrcu93cWNARmNBHfRMO1QYAYBfDMDRw1rzYUfFObh4AxId1moBNxTmqKMmN+bg3leerJN88EpYpCQAAcBZxH3AW+f7S0FiwAjeV52vdKvOcckxFBACpb+TiRU0Nm4cGl+zc4VBtAKS7Ex3m75t9FUW2DIPOcrt0p2WxRKYkAADAWcR9wFnk+0tDY8EKRJ2K6PwgUxEBQIqzzl+Yu2aN8taudag2ANLZlaFJtfeOm8r2bY19KoK5Y5mnJHive1QDY9O2HR8AACwdcR9wHvn+0tBYsEL3bjd/EXcNTMpv+eIHAKSW/rOW+Qt3stgRgPg4aelduDrPrZvXF9h2/KrNhcrLmvv+ChrSm5ZFFQEAQGIQ9wHnke8vDY0FK/SJdflaX2SdiohhXgCQypi/EECinOg03zfesWWVstz2JSv52W5VbS40vyfzFwMA4AjiPuA88v2lobFghVwuV8RCx0xFBACpywgG1X/OfPNQws0DgDgYnpjWTy6NmMrutEwfYIf9lmOeujCsiamg7e8DAADmR9wHnEe+v3Q0FsTgPktjwcXBSZ3rYSoiAEhFIxcuanrEfBNfzGJHAOLgVNeIwnP3HLdLe7bYN2/xrDsqVim80+LYlKF3LA8rAABAfBH3AeeR7y8djQUx2FGWp42rc0xlr50fdKg2AIBYWOcvzCsrVT6LHQGIA+tUBLdtLFBhjv235Z6CbH2y3Dwf8vGPmZIAAIBEIu4DziPfXzoaC2IwMxWReZjXq0xFBAApqf+M+eaheAdDEgHYbypo6C3LgoP74jAVwaz9W809F092DivIvSoAAAlB3AeSA/n+0tFYECPrVETdQ1M6c23ModoAAFZq4Jz55qFkFzcPAOz30+5RDU2Y5w++c6v9UxHM2rfN/ECib3RaH1zlXhUAgEQg7gPJgXx/6WgsiFFlaZ42F1unImKYFwCkEiMY1MC5D01lxSx2BCAOTnSY7xN3lOVp3aqcebaO3ebiXG3z5JrrwJQEAAAkBHEfcB75/vLQWBCjmamIzKMLXj0/yDAvAEghw11dmh4dNZWVsNgRAJsZhqETHyduKoL53uONDh4aAAAQb8R9IDmQ7y8PjQU2+KylseDq8BTDvAAghQxY5i/MW7tWeaWlDtUGQLr6ODChy0OTprJ9cZyKYNb+beb36OqfVGf/RNzfFwCATEbcB5ID+f7y0FhggxvW5KqixDzM69Xzgw7VBgCwXP3nzpl+ppcBgHiwTkVQvipb3tK8uL/vzrX5Ki3IMteFKQkAAIgr4j6QHMj3l4fGAhu4XC7dt908zOtH54eYiggAUoS1pwHzFwKIhxMdkVMRuFyuuL+v2+WKmJLgOFMSAAAQV8R9IDmQ7y8PjQU2sa5bcG1kSu93MxURACQ7Y3paAx+aFzuipwEAu/WORE5TeWcCpiKYZX1o8LMrY+obnUrY+wMAkEmI+0ByIN9fPhoLbHLDmryIFedf/YipiAAg2Q13dml6zHwjX7yDngYA7PVmp7l3YWGOW7duKEzY+396U4EKsud6MxqSTlp6PAIAAHsQ94HkQL6/fDQW2Og+y+iCH50f1HSQqYgAIJn1nzUPScwvX6e80jUO1QZAurIO/9+7pVA5WfGfimBWbpZbe7eYezQyJQEAAPFB3AeSA/n+8tFYYCPrVES9o9M63T3qUG0AAEsxYLl5oJcBALuNTgb1zsURU5l1eoBE2LfN/J7vXBzR6GQw4fUAACCdEfeB5EG+v3w0FthoqydX3jXmqYh+eJ6piAAgmVl7GpTsYv5CAPZ65+KIJqbnRpu6XYro7ZcIt29ZJXdYp8aJaUOtF5iSAAAAOxH3geRBvr98NBbY7D6veXTB6x8NMRURACSp4PS0Bj5sN5XR0wCA3U5Yhv3fsqFAq/OyEl6P1XlZus0yX/Jx5i8GAMBWxH0gOZDvrwyNBTa79wZzY0FgbFrvXmYqIgBIRsMdHQqOj5vKSnbS0wCAfaaDhk5aFjl0YiqC0HtvM/dsfLOTji0AANiFuA8kD/L9laGxwGabS3J1Y1meqexVpiICgKTUf8ay2NH69cr1eJypDIC09MHVMfWPTZvK9lUkfiqC0HtbHlgMjgdZYwsAAJsQ94HkQb6/MjQWxMF9261TEQ3ScgsASWjg3DnTz/QyAGC3k5apCG5Yk6uNxbnzbB1/64tyVFlq7thy3FJHAACwMsR9IHmQ768MjQVxcO8N5pbbgfGgfnxpxKHaAADmY+1pULyT+QsB2Ms6N/C+CuemIpi1f5u5Dsc/HpZhZFbHFsMwFPjZz9T9xnFNj405XR0AQJog7gPJg3x/ZWgsiIONxbnauZapiAAgmQWnpzXYbl7siJ4GAOzU1T+hzv4JU5l17mAn7N9qrsPloUl91Dcxz9bp6aOnmnXy3/+a3vn9P9CphkMKTk05XSUAQIoj7gPJg3x/5WgsiBPrVERvfDSkKaYiAoCkMfzRxwpOmG+Si3fQ0wCAfaxTEZQWZGnn2nyHajPHW5qn9UXZprJMmpJgcmhY5/7fvwn93PfTn6r79TccrBEAIB0Q94HkQb6/cjQWxMm9lsaCwYmg3rnIVEQAkCz6z5qHJBZs3KDckmKHagMgHZ3oNE9FcEdFkdwul0O1meNyuXSnZcHDExn00ODSK68oOD5uKut69lmHagMASBfEfSB5kO+vHI0FcbK+KEc3rTO3IDMVEQAkjwHLzUPxDoYkArBP/9i0TnePmsr2bXV+KoJZ+y0PDc5eG9fV4UmHapM4hmGoM0rDQE/bOxq5eNGBGgEA0gFxH0gu5PsrR2NBHFlHF7zx8ZAmp5mKCACSQf/Zc6afS1jsCICN3uocVvgMlHnZLn1mU6FzFbK4ZUOBinLNqcAJy6KM6Wjg7FkNftge9bXO555PcG0AAOmCuA8kF/L9laOxII7uucHccjs8EVTrBb6MAcBpwampiMWOirl5AGCjE53m4f27NxUqLzt5br2z3S7dXmHu8ZgJUxJ0Pjt/g8CF519QcJJelgCA5SPuA8mDfD82yfPNlYbKi3J0c7l5KqLXmIoIABw39NFHEQ+ESnYyLBGAPSamgjrVZe4gss8y/D8ZWKck+MmlEQ1PTDtUm/ibGh3VpVdemff1iUBAV06cTGCNAADpgLgPJBfy/djQWBBn1qmIjncMa2Iq6FBtAACS1H/GPH9h4aZNylm9ep6tAWB5fnxpVGNTc3MRuKSI3nzJYM+WVcpxzy28OBWU3upK31Gwl3/wQ02Phs0n7XaraNs20zbR1jMAAGAhxH0guZDvx4bGgji7d/tqucJ+HpkM6tSFEcfqAwCQBs6Z5y8sppcBABudtExF8MnyfK0pyHaoNvMrzHHr05sKTGUnPk7fhwadzz1n+nnd3r3a/vNfNpX1nGrVyKVLiawWACDFEfeB5EK+HxsaC+KsrDBbn9pg/jJ+lamIAMBR/WfNPQ1Y7AiIr+DUlNNVSBjDMCLmAE7GqQhmWev2VtewJqeNebZOXYP+8+r/2Qemsi2PPKwN996r7CLzOehioWMAwBIR94HkQ74fGxoLEuC+G8xDXU52DGmcqYgAwBHByUkN+s+byuhpAMSHMT2td//jEbU88piO/9t/p/HeXqerFHfnesbVM2Ke//fOFHpoMDIZ1LuX028UrHVUQV5ZqdbdeYey8vK0qaba9NqFF1/MqAYuAMDKEfeB5EK+HzsaCxLg7huKFDYtnEanDL3NvHAA4IjB8x/JsCx2VLyDmwcgHjqfe14XW1pkTE1p4MxZvf/d/9vpKsWdtXfh5uIcVZTkOFSbxZUVZusT6/JNZcc/Hppn69Q0PT6uiy0+U9nmL3xB7qwsSVLFww+bXhvv6dXVk28mrH4AgNRF3AeSC/l+7GgsSIDSwmzdEjEVEV/GAOCEAcuQxMLNm5VTlLy9f4BUZRiGOv73P5rKut94Q2NXrzpToQQ50WHuELJva5FcLtc8WycHay/DE53DMoz0mZKg+7UfaWrIfO+95aEvhP692rtdnk9+0vQ6Cx0DAJaCuA8kF/L92NFYkCD3bbdMRdQ5pNFJpiICgETrP8tiR0Ai9P7kXQ19/LG5MBhU5zPp+xC2e2hS/t5xU9m+rascqs3S7bfU8drwlM71jM+zderpfNY8BVHZ7ioVbtxoKtvyiHl0wbW3T2m0uzvudQMApC7iPpB8yPdjR2NBgty9zTwV0ThTEQGAI6w9DVjsCIiPjn/6p6jlnc8+p6BlaHC6sE5FUJzn1ifLC+bZOnls9eRqU7F5ygTr75Kqhjo61Pfee6ayCkvDgCRt/Ox9yl4V9vDEMFjoGACwIOI+kHzI92NHY0GCeAqyddvGQlPZq+cHHaoNAGSm4MSEBs9bFzvi5gGw29jVa7ry+htRX5vo61P3PK+lOutUBLdXFCnLndxTEUiSy+XSfsuUBOkyf7H1gX+ux6Py/fsjtsvKz9emB+437/v8CwpOT0dsCwCARNwHkg35vj1oLEig+7abv4zf6hxmKiIASKDB8+dlTE2Zykp23OhQbYD01fnsszKC89/jdHz/+wmsTWIMT0zr3UsjpjLrMP9kZn1ocL5vQpcGU3sESHBiQhdeajGVbXqwRu6c6AtPbnn0EdPP4z09uvbmW3GrHwAgdRH3geRDvm8PGgsS6O5tq81TEU0bOtlJ6y0AJEq/dbGjLVvM004AiFlwclJdljniCyzzw/e9+54G/eZeP6nu7a4RTYetDZjjdmn35tT5frmpPF8l+VmmslSfkqD7+AlN9vebyrY8/NC82xdXVqrkE58wlVnXOwAAQCLuA8mIfN8eNBYkUHF+lqo2macieu08X8YAkCgDlsWOSnYxJBGwW/frb2i8t9dU9unf+13lrlljKut4+ulEVivurAn2pzcVqCAndW61s9wu3VlhTqZOpPiUBNZGqzW33qKiiooF97GuZ3D1rbc0euWK7XUDAKQ24j6QfMj37ZE632Rp4t7tq00/v9U1rOEJ5kIFgESw9jRgsSPAfh3/ZJ5iaM0tt6hk166Ih7AXW3yaGjbP9ZuqpoKG3uoy/y77LMP7U4G1zu91j2pgLDXvU0cuXlJPW5uprOLhyIWNrTZ87rPKKgzr3BMM6sILL9pcOwBAKiPuA8mJfN8eNBYk2F3bipQddtYnpw2d7EyPRBkAktn0xISGzn9kKiveucOZygBpatB/Xn3vvWcq2/rFxyVJFY8+Ipd77iZoenRUF1p8Ca1fvLx3eVTDE+Y1Gqy99VJB1eZC5WXNzZkZNKQ3U/Q+tet588LGOatXa/299yy6X3ZBgTbd/znzsZ57XgYLHQMAriPuA8mHfN8+NBYk2Oq8LFVtMgeR184POlSb/z979x3f1nXej/9zsRc3CS4ApKhtWcPapKa1JWp829Rp07T5Nm2T/JrUiTPdJM52kq/TJB75po3dtN826UriJrH2oKYlitqyLFmbkjBIghMEQWzg/v6QRfJcEBQHgHsBPO/XK68WDzGOJQrPPfec8zyEEJI9+pqb2Zs9HIfcKdTsiJBEsr71FvNYXViI0uXLAACakhIY62qZn9t27gLP80h3TYJSBNOK1SjWD99EV8o0ChnmV7IlM9OxfnE0EoHjAHsaoGLdWsjV6lG93lTPNjr2d3Sg49z5hI2PEEJIeqO8T4j00Hw/cWixQASrBKWIztu98ARotxIhhCST+yZ7JFFvNkGh08V5NiFkrEKefrQ0HGZipvotkCkHJ8/m7duZn3sePEDPlSspGV+y8DyPRsHEemkaliJ4pE4w9vOOfgTC0TjPlqaOpjMIdLF9M0z1jy9B9EjetKkxO9GE/Q8IIYRkJ8r7hEgTzfcThxYLRFBr0UMpGzzqFYryOG2lo16EEJJMvcJmR1S/kJCEchw8iIjfP/CYk8lgFuzQLpr/FPSCBrPCHgfp5n5PEE5PmIkJJ97pZIlZjyGXqfCHeVxq8Yo3oHEQ3tjPmzkTOZMmjek9hL+7HU1N8Hd0TnhshBBC0hvlfUKkieb7iUOLBSIwqOVYIDjqdZxKERFCSFK5Bc2OcunigZCE4aPRmJv+xuXLoCkpZmIcx8G8bSsTc548BX9n+t6EFR7XLzUoMKlAJdJoJi5fq8ATRi0TS6eSBL72dnScO8fEhM21R6N8zdOQazQDj/loNKa0ESGEkOxDeZ8QaaL5fuLQYoFIVtWwpYguOPrRR6WICCEkKSKBADz37zMx2mlASOJ0XbwEr93OxCw7dgz73MqNGyAbUjuej0Rg37tv2OemA+Hp0KUWAziOi/Ps9FBnYftrNdn6EU2T3hKO/QeA6GD5BLlOh7LVq8b8PgqdDuVr1zAxGzU6JoSQrEd5nxDpofl+YtFigUiWmvVQDuk6H+GBxge0eksIIcnQd/cu+CE3jyCTIWfKZPEGREiGEZ4qMFRXo3DunGGfqzQYUCG8Cbt7D6Lh8LDPl7Iubxg3O/1MrNasj/Ps9FFbxZZT6PFFcKPDH+fZ0sFHIrDvYxeeKtY8DYVWG+cVIzNvYU8k+J1OdF64OO7xEUIISW+U9wmRJprvJxYtFohEr5JjEZUiIoSQlOgVHEk0mM3jvnlECGH5nO1ob2piYpbt20bcZWfZwTY6DnR1ob3xdFLGl0xNgmP6epUMc8rTv5FaZa4KVflsSYV02NTSef4C/O0dTGwsjY2FcqdPi5lo2vfsGff7EUIISW+U9wmRJprvJxYtFohIWIroYosXbj8dbSaEkERzC5odUf1CQhLHtmtXTNmXivXrRnxN7pQpyH/iCSZm3Zl+jY6bbGwpgkWVeihk6V2K4BFhs8bGNKhfbN/LNjbOnTJlQkfQOY6LaXTcfroJ/q6ucb8nIYSQ9EV5nxBpovl+YtFigYiWmg1QDylFFOWBU7R6SwghCSfcaZA3nS4eCEmEaDAI+779TKxy/ToodI/fZWfZvo153H3pMjwPHiR0fMnkC0VxscXLxGot6V+K4JHaKva/xd4bgq03KNJoHi/Q3Y320+wJl4mcKnikfM0attFxJALHgYMTfl9CCCHphfI+IdJF8/3EosUCEWmVMiwW1Lc7RqWICCEkoSJ+PzwPrEwsd9pUkUZDSGZpO34CQZeLiVm2bx/+yQJlq1ZCmZfHxKy7didqaEl3wdGPUGSw+Z+cAxaZMuemwbRiDQq1ciZ2WsKbWhwHDjLNh+UaDcrXrBnhFaOjNOhRtno1E7Pv3cvWxSWEEJLxKO8TIk003088WiwQ2apJbCmid1q9cPnSr8EfIYRIlfvuXaZECmQy5E6mZkeEJMIDQWPjwnnzYKiuGtVrZSoVTFs2M7GWgwcR9vkSNr5kEpYimFOmg0Etj/Ps9CPjONSmSUkCPhqFfS/b2Lhs9SooDYm5iWPeyp5Q8LW2oevipYS8NyGEkPRAeZ8QaaL5fuLRYoHIFpn0UCvYUkQnafWWEEISpvemoNlRlYUpKUEIGZ/eW7fRe/06ExM2Ln4c89Z6YEgj5HC/F62HjyRkfMkUifI4I7hpsDSDShE8UlfF3jS43u5HjwQ3tXS/8w68LS1MzLRl4iWIHsmbMQOGSZOYmI0aHRNCSNagvE+IdNF8P/FosUBkWqUMS83sF/JxKkVECCEJI2x2NJFml4SQQVbBqQJ1cTGMy+rG9B66sjKULF0S8748z8d5hTRcb/ej1x9hYksFu/EywdxyLXTKwekCD6DJ2h//BSKx7WEbGxuqq5H/xMyEvT/HcTGnC9pPNSLQ3ZOwzyCEECJdlPcJkS6a7yceLRZIwKpJbJJ5t82Hbi+t3hJCSCK4Bc2OcunigZAJC7rdaD3CngAwb62HTD724/jCHgd9zc1wXbs2ofEl22kbewp0UoEK5TlKkUaTPCq5DAsr2WbVUitJEOzthfPkKSZm2rIZ3JATK4lQsW4dZCrVwGM+EoHjIDU6JoSQbEB5nxDpovl+4tFigQQsMumhFZYiuk9fyIQQMlFhnw8em42J5VGzI0ImzLH/AKLB4MBjTqGAuX58ZV+KFy6ArqKCiVl37prQ+JLttGDiLKzxm0lqBSUJLrZ44QtJp7mv4+Ah8KHQwGOZUomK9esS/jlKgwFlq1cxMWp0TAgh2YHyPuU6Ik0030+OhCwWNDc345lnnsHzzz8/8L/xeuaZZ3Dx4sVEDCttqBWymCNsx+9TKSJCCJmovjtssyNOJkMONTuaMMr72Y2PRmHbtZuJla5YDnVh4bjej5PJYN62lYm1HT8h2RIvtt4g7L0hJpbJNw0Wm/SQD9mkH4rwuOCQRkkCnudh38uWICpduQKq3NykfJ55az3z2OtoQfc77yTlswiREsr7JJtR3pdO3idEiOb7yTHhxQKXy4UFCxbgn/7pn/DSSy/hpZdewuTJk7F+/foxv9ebb76JN998c6JDSkurJuUwj6+2+dBFpYgIIWRCegVHEg3V1ZCr1SKNJjNQ3ied587HNJOt+l87JvSelRs3siVewmHY9+2b0Hsmi3B3YaFWjqnFmfu9kqOWY06ZsCSBNG4auK5eQ7+V3U2WyMbGQvlPPAFDdTUTs+3eO/yTCckQlPdJtqO8L528T4gQzfeTY8KLBc8//zzWrVuH/Pz8gdjHP/5xNDQ0oKGhYdTv43K58Prrr090OGlrYaUuppHMCWp0TAghE0L1CxOP8j4RNjbOmVyD/FmzJvSeqrxclD+9monZdu8GH4kM+3wxCRv91VoMkCW4Pr7U1FbpmcdnbB5EouI3oRY2NtZVVqJw7pykfR7HcTBt2czEnCdPIuhyJe0zCREb5X2S7SjvSyfvEyJE8/3kmPBiwa9//WssWrQoJl5TU4NDhw6N+n2+//3v46WXXprocNKWSiFDnYX9QqbFAkIImRjhTgOqXzhxlPezm7e1FR1nzzIxy44dCWkmK2x07G/vQHvTmQm/byK5fGG81+5jYrWC67dMJCy30BeI4qrTF+fZqRHyeNB24gQTS0ZjY6GK9esgUw42teTDYTgOjv67j5B0Q3mfZDPK+w9JIe8TMhya7yfHhBYLXC4XXC4Xs8vgkZqamlHvNGhoaMD69euHfZ9sslJQiuhaux8d/aE4zyaEEDKSsNeLfpudieVOp50GE0F5n9h27gb4wZ1lCr0e5WueTsh7582Yjrzp05mYdefOOM8Wx1l7P4ZurFMrOMwr18V/QYYoNSgxpYg90t0oKMuQai0NhxENBAYec3I5KjdsSPrnqnJzUbZqJROz7dkLnqcdlyTzUN4n2Y7y/iCx8z4hQjTfT54JLRY0NzdP6OePHDp0COvWrRvXGGbNmjXs/+7evTuu9xPTgko99Cr2r+TEPfpCJoSQ8XDfucPc1OTkcuTU1Ig4ovRHeT+7RQKBmD4ClZs2QqHVJuwzzNu3MY+7zl9Av90e59mpd1pQimBhpR4qxYQP6qYF4S7D0w/6RbtBPlxjY+OyOqgLC1Ly+aZ6QaNjux09V66k5LMJSSXK+yTbUd4fJGbeJ2Q4NN9PHtG/5X7wgx/gy1/+stjDkASlnMOyKvYLmUoREULI+Lhv3WYeGyZVQz6kgSoRB+X99NV69ChCfex1iUVwc3+iyp9eDWUOe9LSunN3Qj9jvILhKM47hHWLM78UwSPCcpltnhDu9wRFGYv75i303WVvUprrk9fYWKhg9pPQW8xMTNg/gRDyEOV9kq4o70sn7xMyHJrvJ49CzA+/ePEiampqJnQc8dq1a8PGZ02w0Z5YVlbn4OBt98Dj6x1+OD0hlBqUI7yKEEKIUGz9QjqSKDbK++mL5/mYxsZFCxdAbzIl9HPkajUqN2/C/V//ZiDmOHAA0/7yLyDXaBL6WWN1udWLQHhw95KMAxabsuemQU2hGqUGBZye8EDslNWDSYXqEV6VHDbBqQJtWRmK5s9P2edzHAdzfT1u/OPPBmJtJ97GzE99Cqq83JSNgxCpo7xP0hnlfenkfUKGQ/P95JnQyYLHJf3CwsIRf/7666/jj/7ojyYyhIwzv1KHnJhSRHS6gBBCxqr3JnvxkEvNjiaM8n726r1xI2b3TtWO7XGePTGWbVuZx2GPB61HjyXls8ZCWIrgCaMW+VpR992kFMdxw5QkSH25zLDXi9bDR5iYafMmcLLUHpiuWL8O3NBGx6EQWsbQ7JWQdEB5n2QzyvvSyPuExEPz/eSZ0Dfdo10Cw9ULbG5uHrEu4RtvvIHm5mZ84hOfGIh1d3cDAL7//e+jsLAQL730UtY1QVLIOCyrNmD/rcHTBSfu9eGZ2SNfiBFCCBkU7u+HV1DnnHYaTBzl/ewlPFWgKS1FyZIlSfksXUUFihctQue5c8znV27aCI7jkvKZjxPleZwWNPZbmkWlCB6ptRjw+/dcA49vdwXQ0R9CiT51J2Bbjx5DxO8fDMhkqNy4MWWf/4gqLw9lK5aj9cjRgZhtzx5UfeAPRfs9JSTRKO+TbEV5/yEp5H1ChkPz/eSa8LLoBz/4wWEbGzU3N+OZZ56J+7qPf/zj+PjHP87EGhoa8Oabb+LLX/4y5qfwKLHUrJyUwywW3OwMoNUdRHku1d4ihJDR6L19h3nMKRTImTRJpNFkFsr72SfocqH12HEmZtm2FZxcnrTPtOzYziwWuG/fRu+NG8ifOTNpnzmS250BdPsiTKxOsNsuG8wu08KgksETjA7ETlv7sX1mfsrGYBf0BihZshiakuKUff5Qpvp6ZrGg32qD6+o1FMx+UpTxEJIMlPdJNqK8/5AU8j4hw6H5fnJN+Lzu888/j4aGBuYC4o033sC6deuYnQbNzc0oKCjAD37wg7jv5XK5JjqcjPBUuQ65akEpovt03IsQQkbLLahfmDNpEmTU7CghKO9nH/u+/eBDoYHHnFIJ0+ZNSf3MksWLoCktZWLWt3Yl9TNHItxdaMpTwpSXfd8pChmHxWZ2Z2VjCksSuO/eRe/Nm0zMvCV1jY2FCufOga6ykonZ9uwRaTSEJAflfZKNKO8/JHbeJyQemu8n14RPFtTU1ODw4cN46aWXMHnyZHR1dcHlcuFQnJqdwx0zdLlceP7553H+/HkAwMc+9jEsXLgwa48lymUcllfnYO/N3oHY8Xt9+OM5VIqIEEJGQ9jsKJeOJCYM5f3swkcisO7azcTKV6+CKsl/T5xcDsu2rbj1838eiLUdO4YZf/MJqPLykvrZwxHeNBDW8M0mdRYDjtwd7Kd1pc2L/mAEelXyTpo8IjxVoC4qQvGSxUn/3Hg4joN5az1uvv7GQKzt2HHM+OTfQJVLjY5JZqC8T7IR5f1BYuZ9QuKh+X5yJaQ7y/z58/H666+P+Jyamhr09PQM+7P8/PzHvj7brJrELhbc6QrA4Q6ikkoREULIYwl3GuRRs6OEoryfPTrOnIHf6WRiliQ1NhYybd6E2//2i4FTDdFQCPZ9+1HzJ3+cks9/pLUvhHs9QSZWa87emwYLTXooZRxCUR4AEI4CZ+39eLomuTfHI34/WhoOMzHT5k2QJbEc1mhUbliPW//8L+DDYQAPf09bGg6j+g//QNRxEZJIlPdJNqG8zxIr7xMyEprvJ9eEyxCR5JhTpkW+hp38nLjXF+fZhBBCHgl5PPA6WpgY7TQgZHweCBob506birwZM1Ly2ar8fJSvWsnEbLt3g49E4rwiOZoEuwvzNHLMNGpSOgYp0SllmFehZWKnH/Qn/XPbTryNcP+Qz+E4VCa5HNZoqPLzUbp8GROz79kLnudFGhEhhJCJoLzPEivvExIPzfeTjxYLJOphKSJ29fp4My0WEELI47hv32Yec0olciZVizMYQtJYv82OrvMXmJhlx3ZwHJeyMZi3s6cYfK1t6Hy/jEWqNFnZCfESsx5yWer+DKRIWI7hrL0foUhyb44LSxAVL1wAXVlZUj9ztMz1bN8Ez/37cL33nkijIYQQMhGU92OJkfcJiYfm+8lHiwUStnpSDvO4uScIqysY59mEEEIAwH2LvXjIqZkEmVIp0mgISV/WXWxDYWVODsqffjqlY8h/YiZyp0xhYlbBaYdk8gQiuNLmZWJLBY3+spHwpoE3FMU7gj+nRPI8eICeq1eZmEnExsZChfPmQVdRwcSEixuEEEKkj/L+8FKd9wkZCc33k48WCyRsVqkWhVpBKaL7dLqAEEJGImx2lEdHEgkZs7DPB8f+A0yscvMmyNXqlI6D4ziYt29jYh1nz8Hb0pqSzz9n78fQjXNKOYcFlXTToEinwIwStiTD6QeeOM+eOPvefcxjVX4+jLVLk/Z5Y8XJZDBt2czEWo8dR8iTvD8TQgghiUd5f3ipzvuEjITm+8lHiwUSJpdxWFHNni6gUkSEEDKy3pvsxUPuVGp2RMhYtR45GlMf3rJtW/wXJFH5mqeh0A+ZqPM8bLt3p+SzTwtKEcyv0EGrpMtnIHaX4Wlrf1Lq9EeDQTgOHmJilRs3SG4HWeXGjeCGNFuOBgIxDZkJIYRIG+X9+FKV9wl5HJrvJx9960ncKkEpogeuIO73BEQaDSGESFuorw++VnbHcd502mlAyFjwPA/rW28xsZLFi6GrKBdlPAqtFpUbNzAx+779iASTW5oxFOFxzsHeNKBSBIPqLOyfRac3jNtdib9GdZ48hZDbzcSEu/ilQF1YAOOyOiZm272HbqQQQkiaoLw/slTlfUJGQvP91KDFAol7olSDYp2CiZ24R6cLCCFkOL2C+oUypRKG6mpxBkNImnJdu4a+u81MzLJje5xnp4awFFHI7UbbseNJ/cx327zoD0aZ2FLBrrpsZslXoSKX3d3fmISSBLa9bO3/wrlzoTeZEv45iRDT6PjePfTeuCHSaAghhIwF5f2RpSrvEzISmu+nBi0WSJyM47BiEpugjt/z0C4lQggZhltQvzBn8mTIFIo4zyaEDEfYQFhXUYHiRQtFGs1DBrMZRfPnMzHrzuQ2Oj5tY3cXTi9Wo0hH3yePcByHupiSBIm9aeBtaUH3pctMzFQvncbGQkXz50NbVsbEqNExIYSkB8r7I0tF3ifkcWi+nxq0WJAGhKWIbL1B3O9J7tF7QghJR7HNjqh+ISFjEejuRtuJt5mYedtWcDLxLxktO9jTBb3Xb8T8m08UnufRJJgAC2v1EsTcNLjXE0SrO3HXqDZBY2NlTg5KVyxP2Psn2rCNjo8eY/t/EEIIkRzK+6OT7LxPyOPQfD81xJ/5kceaUaJBiZ5dKTtOpYgIISSGW3AsMXca1S8kZCxse/aCD4cHHstUKlRu2ijiiAaV1NZCU1LCxKxv7UrKZ93rCcLpCTMxumkQa6ZRgzyNnIk1WhNzYzwaDsOx/wATq1i/DnKVKiHvnyyVmzYyi2sRvx8tR46IOCJCCCGPQ3l/dJKZ9wkZDZrvpwYtFqQBGcfFnC44fq+PShERQsgQwV43fG1tTCyPLh4IGbVoJALb7j1MrHzNGqhyc0UaEUsml8O8tZ6JtR45glBf4jdQNAp2F5YaFKgukPZNajHIZVxM88dElSToaGpCsKeHiUm5BNEjmqIiGOtqmRg1OiaEEGmjvD86ycz7hDwOzfdThxYL0sRKQd8ChzuE5m7qPE8IIY+4b7NHEmUqFfTVVSKNhpD0036qEYHOTiYmdmNjIdOWzeCG1CWNBoOwC3afJ4KwFEGdxQCO4xL+OZmgroq9Rr3q9MHtj0z4fW2CWv/5s55ATpo0sDPVs4tafXfuxtTYJYQQIh2U90cvWXmfkMeh+X7q0GJBmpherEGpgS1FdIxKERFCyIBewZHEnMmTIZPL4zybECIkbGycN3Om5OqAqgsLY2rW23btAh+NJuwzOvtDuNXJbshYSqUI4nqqQge1fPCGSpQHztgmVpLA52xH57nzTMy0RfqnCh4pXjAfGqORiQkXPwghhEgD5f2xSUbeJ2Q0aL6fOrRYkCa4YUoRnbjnoSPNhBDyPuGuzbzpdCSRkNHy3H+A7suXmViVxE4VPGLZzo7L62hB18WLCXv/JsGEV6+SYXaZNmHvn2k0ChnmV+qYmLCcw1jZ9+8HhlzjKvQ6lK1aOaH3TCVOLo9tdHzkKMJer0gjIoQQEg/l/bFJRt4nZDRovp86tFiQRlYKFgta+0K43UWliAghBIjdaZA7VVo7ogmRMutO9lSBKj9fsjdnC2Y/CcOkaiYmPBUxEcLau4tNeihkVIpgJHWCHZjnHf0IhMd32oOPRODYt5+Jla9dC4U2vW7cmDZtAoY2Ovb50Hr0mHgDIoQQMizK+2OXyLxPyGjRfD91aLEgjUwtUqM8R8nEjlMpIkIIQdDlgt/pZGK004CQ0Ql7vXAcamBips2bIFNJs7Efx3ExvRTam87AJ/gOGA9fKIrLLT4mVkulCB5riVmPofdVAmEel1rGt4u+49x5+Ds6mJg5jUoQPaIpKYZx6RImZtuzJ86zCSGEiIHy/vgkMu8TMho0308tWixII8OXIuqjUkSEkKwn3GUgU6uht1hEGg0h6aXlUAMiQ8ujyGQwb9sm3oBGoWLtWsh1Q47AR6Ow7Z74jdgLjn6EooPXVXIOWGTSjfAKAgD5WgWeMLI7/4U7NUfLLqjtnzttKnKnThn32MQkbHTsvnkrJl8RQggRD+X98Ulk3idkNGi+n1q0WJBmVk1iV7mdnjBudvpFGg0hhEiD+zZbvzB3CjU7ImQ0eJ6PKeFjXLoU2lJjnFdIg0KnQ+X6dUzMvncfosHghN630crWLZ5TroNeRd8lo1Fn0TOPT1v7EYmObUOLv6sLHU1NTCydGhsLlSxaCE1JCROz76VGx4QQIhWU98cvEXmfkNGi+X5q0WJBmqkpVMOUKyhF1EwruISQ7NZ7k91pkDeNjiQSMhrd71yB58EDJiYs8SNV5u3s6Yegy4W2t0+O+/0iUR5nbew1Va1gIkziq61iN7S4/BHc6BjbhhbH/gPgo4M1j+UaDSrWPJ2Q8YmBk8tRuXkTE2s5fARhny/OKwghhKQK5f2JSUTeJ2S0aL6fWrRYkGY4jotpdHzifh+iVIqIEJLFYnYa0MUDIaNifest5rHOZELR/KdEGs3Y5FRXo3DuXCYmbNQ8Fu+1++AOsM35qG7x6FXmqlCVz/a5GEtJAj4ahX3fPiZWtno1FPr0vnET0+jY60XbseMijogQQghAeX+iJpr3CRkLmu+nFi0WpCFh34KO/jCut9MKLiEkOwW6e+BvZ5th0k4DQh7P39GJ9pOnmJhl+zZwsvS5PLTsYE8XuK5eg/vu3XG912lBKYKaQjVKDco4zybDqRPcZGkcw02DrkuX4WttY2Lm+s0JGZeYtKVGlCxaxMSo0TEhhIiP8v7ETSTvEzJaNN9PvfSZDZIB1QUqWAQruCfu9Yk0GkIIEZdwl4Fco4HebBJpNISkD9uePTElXyo3bhBxRGNnXLYM6qJCJmZ9a9eY34fn+ZjdcFSKYOxqq9g/M3tvCFbX6PpICGv5GyZNQt7MmQkbm5jMW9m+C73Xb4x7UYsQQsjEUd5PjInkfUJGi+b7qUeLBWmI4zisrGZXcKkUESEkW/XeYusX5k6ZAo6aHREyomgoBPse9uZsxbq1UBrS6/i9TKGAqb6eibUePoyQpz/OK4Zn6w3B4Q4xMSpFMHbTijUo1LLfv6MpSRB0ueAUnHIx128Bx3EJHZ9YipcsgbqoiIkJ//0RQghJHcr7iTHevE/IWNB8P/VosSBNCUsRdXkjuOakZmmEkOzjviWoXzidjiQS8jjOk6cQ6O5mYpYdO0QazcSYt2xhSidF/H60HDo0pvdoEkxsi3RyTC1SJ2R82UTGcagTNDwczU0Dx8FD4MPhwfdRqVCxbm3CxycWmVwOk7DRcUMDIn4qI0oIIWKgvJ8Y4837hIwFzfdTjxYL0lRVgRrVBcJSRPSlTAjJPsKdBnlTp4o0EkLSh/UtthFwwezZyKmZJNJoJkZTUgzjsmVMzLpzJ/gxnLiMLUVgyJhd7akm3Jl5vd2Pbm84zrMfloKw7xU0Nl65AsqcnDivSE+VmzcBQ36nwv1etFKjY0IIEQXl/cQZa94nZKxovp96tFiQxlYKThe8fb8PkSiVIiKEZA9/VxcCnZ1MjHYaEDKyvrvN6Hn3XSZm2bFdpNEkhnD8/VYbui9fHtVre3xhvNfO7vBeaqZSBOM1t1wLnXJwisEDaLLF39DS8+676LfZmJipfkucZ6cvXVkZihcuZGLCPg2EEEKSj/J+Yo017xMyFjTfFwctFqQxYSmibl8EV6kUESEki7gFuwzkWi30Jmp2RMhIHghOFagLC1G6fFmcZ6eHwnlzobeYmdhoGx2ftfVj6FYLjYLDvHJtAkeXXVRyGRZW6pjYaWv8HhLC2v16sxkFs2cnZWxiEzY6dl17D3337ok0GkIIyU6U9xNrrHmfkLGg+b44aLEgjZnzVKgpZOvqHb/XJ9JoCCEk9dy3Bc2Opk5hapcTQlghjwethw8zMVP9FsiUSpFGlBgcx8GynT1d0H7qFPwdHY99rbAUwUKTHioFfY9MhLB+8cUWL3yhaMzzQn19aDvxNhMzbdmcsaUgSpYuhbqwkIlRo2NCCEktyvuJN9q8T8hY0XxfHPQnnOZWTWK/lE/e91ApIkJI1ui9yTY7yptGRxIJGYnjwEGmqSonk8FcXy/iiBKnYv16yDWagcd8NArbY27EBsJRXGjxMrFaKkUwYYtNesiH3O8PRXhccMTuMmxpOIxoMDjwmFMoULlhfSqGKAqZQoHKTRuZmONQAyKBgEgjIoSQ7EJ5PzlGm/cJGSua74uDFgvSnLBvgcsfwZU2KkVECMkO7tvsxUMuXTwQEhcfjcK6ky3NY1y+DJqSYpFGlFhKgx4V69YyMfuevYiG4zfZu9TiRSA8uMlCxgGLzfqkjTFbGNRyzCljSxI0PmB3cvI8H7OYU7qsDqr8/GQPT1SmzZuZx2GPB20nTog0msQ5Z+/HLy914WaH//FPJoQQkVDeT47R5H2SWVKV92m+Lw5aLEhzlbkqTCmiUkSEkOzj7+xEoKubidFOA0Li67p4CV67nYlZduwQaTTJISxFFOjuhvPkqbjPF9bUnVWqRZ5GnpSxZZvaKvbmyxl7P3P6tffGDXgE9fpNWzKvsbGQrqIcRQvmMzH77vQuRbTnhgtfPejALy914XN7bLgk2LVLCCFSQXk/eR6X90nmSFXep/m+eGixIAMIGx2fvN+HMH0pE0IynPsWu8tArtNBV1kh0mgIkT6roLGxoboahXPniDSa5MiZXIOCJ59kYtadO4d9bpTnccbG7nqrpd2FCVNnYcs69AWiuOocPP0qrNWvLS9D0fynUjI2sQlLf/VcvQrPgwcijWZiWtxB/OzsYG+QUJTHyyedVKuaECI5lPeT63F5n2SGVOZ9mu+LhxYLMoCwFJE7EMXlVtrRQwjJbL232GZHeVOnUrMjQuLwOdvR3tTExCzbt2VkI1nzjm3M4553rqDv/v2Y593s8KPbF2FitRaqW5woRoMy5vRr4/tNJcNeL1qPHmN+Ztq8OWu+w411tTHllmx79okzmAmI8g9vEAwt6QEAbZ4QfnmpS6RREULI8CjvJ9dIeZ9khlTnfZrvi4f+lDNAeY4S04vZL+UTVIqIEJLhhDsNcqdNFWkkhEifbdcuIDq440eu06Fi/ToRR5Q8ZcuXx96IfSv2dEGToBSBOU+FyjxVMoeWdYQ3YRofeMDzPFqPHI1ptC1s/JvJZEplzH9vy8GDiAxp9pwO9tzoxTtxeqX99loPbndS/wJCiHRQ3k++eHmfZIZU532a74uHFgsyhLAU0an7HoQi9KVMCMlMPM/H7jSg+oWEDCsaDMK+bz8Tq1y/DgqdLs4r0ptMpYJpC9tE1nGoAWEve+rytKAUQZ2FShEkmvDP1OkJ415PELa9bAmikqVLoSkqSuXQRCf8HQ319cH59kmRRjN2Tk8IPz/XEffnUR54+ZST6lUTQiSD8n7yxcv7JP2lOu/TfF9ctFiQIVYIFgv6glFqLkYIyViBzk4Ee3qYWO50unggZDhtx08g6HIxMWEj4Exj3roVGHJMOeLzoaXh8MDjVncQ9wWT16VUiiDhagrVKDUomNiZxnfhvsnuFDPVZ35jYyF9ZSUKn5rHxGx79ogzmDHi3y9D4BOUIVgqqP19pyuA315jczUhhIiB8n5qDJf3qRRR+hMj79N8X1y0WJAhSg1KzCzRMLET96kUESEkM/UKbjQp9HroKqjZESHDeSAowVM4bx4M1VUijSY1tKVGGJcuZWLWt3YOHIU/bWNLEeRp5JghuI4iE8dxXExJgt6GA8xjTUkJShYtTOWwJCOm0fE7V+Cx2UQazejtv+3GRcGmpM3TcvG1NRWoymdLevziYhda+0KpHB4hhMSgvJ8aw+X90w9osSDdiZH3ab4vLlosyCCragSliB54EIwkviM5IYSIzX2bPZKYO21qRjZqJWSiem/dRu/160zMsiOzTxU8YhE0Ovbcv4+ed98FAJwW7HJbatZDLqPvkGQYetNAEQ6g/AbbaLty00ZwcnmqhyUJpcvqoMzLY2L2vdJudNzRH8LrZ9gyBMV6BT6+uARKOYfnlpVi6L+kQITHa41OqllNCBEV5f3UES4W3O4KoN1Di8bpSqy8T/N9cdFiQQZZUc1+KfcHo7jooFJEhJDMI9xpkDeVjiQSMhyr4FSBurgYxmV1Io0mtYrmz4euspKJWd/ahb5ABO8KmrMJJ7YkcWaXaWFQPZxyTHtwEerQkOZ3HAfT5k0ijUx8MpUKlRs3MDHHgYOISrTRMc/zePVUO7whdjPSc3VG6FUPF3xmlWqxdQa7AHLB4cXhu3TimRAiDsr7qTU07z8ibC5N0oOYeZ/m++KixYIMUqJXYpaRPUp3/B5dmBNCMgvP87E7Dah+ISExgm43Wo8cYWLmrfWQZckubk4mg2U7e7rA+fbbOHvNjqG911RyDk9VZGazZylQyDgseb+m7ew7jczPihcuhLa0VIxhSYZ5C9uvIdTbC+epxjjPFtfhu304a2dv+KybkovFZvam218uLEaxjq1Z/frZDvT6I0kfIyGECJ2z91PeT6Ghef8R6luQnsTK+zTfFx8tFmQYYSmi09Z+BMNUiogQkjn87R0xzVrzptHFAyFCjv0HmB3KnEIBc5Y1kq3cuAEytXrgMR+J4P7uvcxznqrQQaukS+JkqrUYUORqQWVnMxM31W8WaUTSoTebUDh3LhOTYqPjLm8Y/9jUzsQKtXL8f0tKYp6rV8nxt7VGJtbrj+D1M+0xzyWEkGQTliCivJ98wpMb77R64QnQgnE6ETPv03xffPQNmWFWVOcw9cK8oSjOUykiQkgGcd9mjyQqc3KgLS8TaTSESBMfjcK6cxcTK1u5AurCQpFGJA5lTg4q1jzNxPLOHQEXHZyw1lr0wpeRBFto0mPO3dNsMDcfxtpacQYkMSbBIl73pcvot9tFGk0snufxk0Yn+oLsBqRP15UiVz38SaW6KgOWC0qkNtztw3kHlaIghKROKMLjnJ29H0J5P/kWmvRQDukJEeEfnvAg6UHsvE/zffHRYkGGKdIp8GSZlolRKSJCSCYR1i/MnUrNjggR6jx3Dr7WViaWLY2Nhczb2f9ug9eFyY53Bx4vNVPd4mRT82E8ef8ME2t9cjlkCkWcV2SX0hXLocxhTwdLqdHx8XseNArqTT9dk4O6qpH/7XxqqRF6Qd3q1061wxeiU8+EkNS40uaNqbdOeT/5dEoZ5lWw96WEeYRIl9h5n+b74qPFggy0apKwFJEHASpFRAjJEL23BBcP06aKNBJCpEvY2Dhncg3yZ80SaTTiyps2FXkzZzCxubdOAABmlGhQqKMb1snmPHkSSj876TxathihCB/nFdlFrlKhYsMwjY5DIZFGNMjlC+OngjIEeRo5PrnUGOcVg4p0Cvz1wmIm1uYJ4ZeXuhI6RkIIiUfYWJfyfuoISxGds/dT3k8DUsj7NN8XHy0WZKAV1QYMOfEFf5inI1+EkIzA8zzct9hmR1S/kBCWt6UVHWfPMTHLjh1ZvSNHeKqiqu0mCnrbqBRBitj3sLvkraXT0KYtwjttVCrzEbOgf0PQ5UJ74+k4z06dnza1xzQofLbWiDzN6Bqlb56ehydL2d2lv73Wg9ud/oSNkRBChsPzfExjXcr7qSNcLPCGopT304DYeZ/m+9JAiwUZqECrwBwqRUQIyUA+pxMht5uJ5U6niwdChrLu2gXwgzu3FHo9ygV1+7NN2apVkAnKvMy9fRJLLVSKINn67XZ0X77MxN6dsgwAcPqBZ5hXZCdDVRUKZs9mYmI3Oj55vw/H77F/R8urDVgpOMU8EhnH4bllpUzt6igPvHzKiUiUdpgSQpKnuTuAjv4wE6O8nzpFOgVmlGiYGOV9aZNC3qf5vjTQYkGGEv5jbrL1U31QQkjaE+4yUObkQFtaKtJoCJGeSCAAx779TKxy00YotNo4r8gOcpUKngWrmdiT95pgUkeGfwFJGGHtfZ9ajzvmuQCA09Z+8DzdMH7ELGh03HXhIrwtrXGenVxufwQ/Oc2WIchVy/Bs7ePLEAhZ8lX40Fy2ufqdrgB+e61nQmMkhJCRnBaUICrPUaI6XyXSaLKT8HQB5X3pkkrep/m+NNBiQYZaXsWWIgpQKSJCSAaIqV84fVpWl1YhRKj16FGE+tjThJbt20QajbQ0VtWBx+D3hSroQ9vRY+INKAtEQyE4DhxkYu9NWoKIXAkA6PSGcbsrIMbQJKl05QooDOyNFfvevaKM5R/PtKPHxy6mfXKpEQXa8dX6/uM5hagS3KT7xcUutLqD4x4jIYSM5LSgBNFSi57mDSlWJyj7RHlfuqSS92m+Lw20WJCh8rUKzCvXMbFjVIqIEJLm3DfZi4e8qdTsiJBHeJ6PaWxctHAB9CaTSCOSjo7+EK6Ec3Gvgm3ybN25k3a4JVH76SYEXS4m5py3inncSCUJBsjValSuX8fE7PsPIBoOx3lFcjRZPTh8l503LDXr8XTN6MsQCCnlD8sSDJ3uByI8Xm1sp3+DhJCE6+gPxdyUFu5yJ8lnyVehMlfJxCjvS4+U8j7N96WBFgsy2CpBKaKzVIqIEJLGeJ6H+zZ7LJHqFxIyqPfGjZiju1WCxr7Zqun9UgTvTFvBxPvu3IXrvffEGFJWEO6Kz39yFp6cy076hDs/s51JUIoo2NODjqamlH2+JxDBq41OJmZQyfCZZaUT3tk3q1SLrTPymNjFFm/MDQpCCJmoJkEJohyVLKbpKkk+juOGKUVEeV9KpJT3ab4vHbRYkMGWVRkgH/JvOxjh0URfzISQNOVrbYspr5I3bbpIoyFEeoSnCjSlpShZskSk0UjLo4np/fIn4DIUMT+zvrVLjCFlPG9bGzrPX2Bi5i1bUCe4aXCvJ0ilaIbImTQJ+bOeYGK23akrRfT62Q50edkyBP/fkhIU6cZXhkDoLxcWo1jwXq+f7UCvn/qHEEISR3hDepFZD4WMSpmIgfK+tEkp79N8XzposSCD5WrkeKqCLUV0nEoREULSlPs2eyRRmZcHjbFEpNEQIi1Blwutx44zMcu2reDkcpFGJB3eUBTvtPoAALxMhitT2dMFbSdOINBDjVYTzbFvPzDkmLlCr0fZqpWYadQgT8P+XjZaqa/WUOb6euZx5/nz8La1Jf1zz9v7ceC2m4ktrNRh/ZTchH2GXiXH3wqaJfb6I3j9THucVxBCyNgMzfuP1JqpBJFYKO9Ll9TyPs33pYMWCzKcsBTROYcX/UHauUMIST+9wvqF06jZESGP2PftBx8KDTzmlEqYNm8ScUTScd7ej1B08Kb1jSm14JSD9XP5UAj2ffvFGFrGikYisO8/wMQq1q2FXKOBXMZhqZlteEglCVhlq1ZCoR/yZ8TzDxdfkqg/GMHLp9gyBDql7GG94QTn2roqA5ZXszfuGu724byDbh4RQiZOmPcVMmChSTfCK0gyUd6XJinmfZrvSwctFmS4uioDFEP+lkMRHqdpFZcQkoZ6b7EXD7nTqNkRIQDARyKw7trNxMpXr4IqP1+cAUmMsATj9ElGlK9ezcRsu3aDj9BmikTpPHsOgc5OJja0Fn9dFTthvOr0wU1laAbINRpUrFvLxOz79iGaxN/Rn5/rREc/20j5Y4uKYTQo47xiYj611Ai9ip2KvnaqnfqrEUImTJj355broFfRSUsxUd6XHinmfZrvSwctFmS4HLUcCyrZVdwTVIqIEJJmeJ6PadyaN42aHRECAB1nzsDvZHcGWaixMQAgEuVxxs5ukqg1G2D5X+yfj7+9HR1nzqZyaBlN2Ng4b/p05E6ePPD4qQod1EMaa0V5oMlGuwyHEjY6DnR1o6PpTFI+61KLF3tu9jKxp8p12DI9L84rJq5Ip8BfLyxmYm2eEH55qStpn0kIyXzx8j4RF+V9aZFi3qf5vrTQYkEWWFnNliK64PDCE6BVXEJI+vC2tCDcz174004DQh56IGhsnDttKvJmzBBpNNJyzelDX4DdqbzUon9481rwHWLdyf45kvHxd3bG3NQW3vjWKGSYX8mWhKCTr6zcyZORN5P9d2zfk/hGx75QFC+fZBcbNQoOzy1PfBkCoc3T8/BkqZaJ/fZaD253+pP6uYSQzBUv7xNxUd6XDqnmfZrvSwstFmSBuio9lLLBf/ShKI9GqhFHCEkjwl0Gqvx8aEqo2REh/TY7us5fYGKWHdupvuf7hBPRyYVqGA1KcBwHy3b2dEHnufPodzhSObyM5DhwAHx08EaNXKNB+dOrY563TFCS4LyjH4EwlaAZStjouOPcOficiW0E/C8XOtHmCTGxv1pYjPKc5JQhGErGcXhuWSkzT4nywMunnIgMqTdOCCGjFS/vE/FR3pcGqeZ9l6BfAc33xUWLBVlAr5LHNPQ5cY8WCwgh6UNYvzBvOjU7IgQArLt2MY+VOTkof/ppkUYjLTzPxzTQqx2yu7D86dVQ5rCnL22C3g9kbPhoFPa9bCPe8jVPQ6GLbSy5xGzAkLkiAmEel1q8yR5iWilbvQryoX920Sjs+xPX6PjdNi/ees/FxGaXabFtZn7CPuNxLPkqfGheIRO70xXAb6/1pGwMhJDM8Li8T8RFeV98Us77FxrfZWI03xcXLRZkiZWThKWI+uGmUkSEkDThFuw0yJ1KRxIJCft8cOw/wMRMmzdDrlaLNCJpsfUG0dLH7pyqtQzuapNrNKjcuIH5uWP/AUQCgZSMLxN1XbwIX1sbExOWIHokTyPHE0b2KDqdfGUptNqYRseOffsT0ujYH47iR4IyBGo5h88tL4UsxZPzP55diKp8FRP7xcUutLqDKR0HISS9PS7vE3FR3heX1PN++3s3mMc03xcXLRZkiVqLAcohDWUiPND4gL6YCSHSx0ejcN8RNDuaTs2OCGk9fISt7clxMG/fKt6AJKbxAVuKoFinwJQidiHFvI398wr19aH16NGkjy1T2QQ19XNqapA3fXrc59cJdnw2Wfup/IyAeQu72OLv6EDn2XMTft9fXOxCi5u9qfYXC4pRmauK84rkUco5fHZ5KYbeqghEeLza2A6ep98HQsjojCbvE3FR3hePpPM+H0VJt415Ds33xUWLBVlCp5RhsYn9Yj5xr0+k0RBCyOh5HS0I97NHVHOn0sUDyW48z8MqaGxcsngxdOXlIo1Iepps7KaIpRZ9zHFmvcmE4kULmZh1J1vaiYxOoKcH7Y2nmZipfvOIR8hrBfWLXf4IbnRQc9uhcqdOQa5gwmzbs2dC73m93RdT5ucJowb/64n8Cb3vRDxh1GLbzDwmdrHFi8N3ab5CCBmd0eR9Ii7K++KQet7P7+uAOsT+HtB8X1y0WJBFVglKEV1s8aLXT6WICCHS1nubLUGkLiyEurhIpNEQIg2uq9fQ19zMxCw7tsd5dvbp8YVxvZ2ddNTFKUVg2b6Neey+eQu9N24mbWyZquXgIfDh8MBjmUqFinXrRnxNZa4q5hi6sN40GabR8Zmz8Hd0juu9guEofvi2E0M3cirlHD63vAxymbg31T66oBjFOgUT+9mZdrh84TivIISQh8aS94l4KO+nXjrk/VLBqQJlQQHN90VGiwVZZIlZD7Wc7Tp+6gHt1iGESFtMv4Jp1OyIkAdvvcU81lVUxOyQz2ZnbP0Yeqhdq+Awp1w77HNLliyBxmhkYsI/XzIynudh27uPiZWtWgWl4fE3aoQ3c6hMZqzyp1dDrh3y+zuBRse/vNwFWy/bC+AjTxXBkp/6MgRCepUcf1vL/lt0B6J442yHSCMihKSLseR9Ii7K+6mVDnm/tOsBE+8qrqL5vshosSCLaJUyLDazpYiO36MvZkKItPXeEi4WULMjkt0C3d1wvn2SiZm3bQUno8u6R4S71Baa9FDJh//z4eRymLeyO7fbjh5DsNedtPFlmp4rV+C125mYOU5jY6HaKvba1O4OweqixrZDKXQ6lK9Zw8Tse/eBH2Oj41udfvzmXbYMwfRiNf7oyYIJjzFR6qoMWF7N3khquNuH847+OK8ghJCx5X0iLsr7qZMueX+a18HErmkqKO+LjL49s4ywFNE7rV700NHetBWK8DjW3Ieztn5qAEcyEh+Nwn37DhPLm0b1C0l2s+3ZG1PupXLTRhFHJC3+cBQXHWyfk9rHlCIwbdkMTjFY/iQaCsFx4EBSxpeJbHvYUwV6iwX5T84a1WunFWtQpJMzMSpJEMtcv5l57G9vR+f5C6N+fSjC40dvtzFlCBQy4HMrxC9DIPSppUboVew09bVT7fCFoiKNiBAiZePJ+0Q8lPdTI13yPh+NIr/DysTaCi2U90VGiwVZZrFZD7VCWIqIvpjTUV8ggk/vsuJ7x1rxwiEH/s/xNkRpwYBkmH67HRGfj4nRyQKSzaKRCGy72eam5WvWQJWbK9KIpOdSixeByGA+lHGIOVkppC4oQNmqlUzMunMX+ChNUh4n6HbDeeIEEzNtGbmx8VAyjou5qUM3DWLlTpuG3ClTmJhtz95Rv/6/3unCvR525+afzivCpAJ1QsaXSEU6Bf56YTETa/OE8MtLXSKNiBAiZePJ+0Q8lPdTI13yfr/djqhgvt9eZKG8LzJaLMgyGoUMS83sF/Pxe9S3IN0EwlF8o6EFd7sDA7GjzX34+bnxNbsjRKrct24zj9VFRdAUUbMjkr3aTzUi0Ml+11NjY1aTYML5ZKkWuWp5nGcPEjY69rW2ovPc+YSOLRO1NBxGNBQaeMwplajcsH5M7yG8aXC93Y9uL518HYrjOJi2sqWdOk6fhr/r8RPpu11+/Nc73UxscqEafzKnMKFjTKTN0/PwZClbb/y313pwu9Mf5xWEkGw13rxPxEN5P7nSKe8L5/sebR76tXkAKO+LiRYLstCqSewX87ttPvpiTiORKI/vHWvFVacv5mdvXu3BzvdcqR8UIUki7FeQN51KEJHsZn1rJ/M4b+ZM5NFpmwFRnkeTja1xunSUpQjyZ81CzuQaJmbduSthY8tEPM/DLtjdXrpsGVR5eWN6n7nlWuiUg9MSHkCTjXYZClWsWQO5RjPwmI9G4dg/crmscJTHj046MWTTLeQc8IUVpVBIqAyBkIzj8NyyUihl7Inol085EYnSSVpCyEMTyftEPJT3kyfd8r5wvt9eVDXw/1PeFw8tFmShRSY9tIJSRCfv0xdzOuB5Hq81OnHaGr/Zyz+caadjfCRjCHca5E6lm6Ike3nuP0D35ctMrIpOFTBudvjR42ObvtZaRleKgOM4WLazf54dZ87A29qasPFlGtd71+G5f5+JCWvrj4ZKLsMik46JjXStk60Uej3Kn17NxOx7941YLuvXV7pxpyvAxP5kbiEmF2nivEI6LPkqfGgeuwvyTlcAv73WE+cVhJBsM5G8T8RDeT950i3vC+f7pbOmM48p74uDFguykFohi1ltP0aliNLCv13swr5bbiY2tAcF8HDx53vHWnGLjmuRNMdHInDfZi8e6GQByWbWneypAlV+fkyd/WwnnGhW5atQmasa9evL166BQj9k8srzMT0iyCD7XvZUgba8HIXz5o3rvYQlCS62eKmx3TBMW+uZx762NnRdvDjsc+/3BPAfl9kyBFX5KnxorvTKEMTzx7MLUZXP/hv+xcUutLqDcV5BCMkmE837RDyU9xMv3fL+cPP9uhVzKe9LAC0WZKnVNTnM42tOHzr7Q3GeTaRg53su/Keg7pxSzuF7GyrxZ4JdV4Ewj68dcqCtj/5OSfrqt9kR8bOLXrlTabGAZKew1wvHoQYmZtq8CTIVTYiHEp6sWzrG3YUKrRaVGzYwMfu+/YgEaYIiFO7vR9ux40zMtGUzONn4pheLTXrIh+x/CEV4nHfQLkOhvOnTkVPDlsuy7Y5tdByJ8vjR220IRdmmn19YUQaVPH2mgEo5h88uL8XQrTGBCI9XG9vB81SWgJBsN9G8T8RDeT+x0jHvDzffL5w+jfK+BCgS8SbNzc14/vnnUTPkwvWll14a1WsvXryIX/3qV3C5XGhubsb69evxpS99KRHDIiNYUKmDTimD9/2VWx7A2/c9+INZBeIOjAzrxL0+/LSpnYnJOOArq8sxu0yHJ0u1cHrCOHRn8NRBjy+Crx504JWtZuRQgyeShnpvs/ULNSUlUBfSd5QUUN5PvZZDDYh4vYMBmQzmbdvivyALOdxBPHCxN/WFu9ZGw7x9Gx787vcDj0O9vWg7fhyV68fWtDfTtRw5wkzwOJkMlRs3jPCKkRnUcswp0+FS6+Dv+ekHHqyozhnhVdmH4ziY6rfg+k/+70CsvbERge5uqAsHN4/8z9Ue3OxkyxA882QBppdIswzBSJ4warFtZh52Xu8diF1s8eLw3T6sm5Ir4siyB+V9IkWJyvtEHJT3Eysd8368+f4TAOV9kU14scDlcmHBggW4d+8e8vPzAQBvvPEG1q9fj0OHDo342kcXDo8uNB6916FDhx77WjIxKrkMdVUGNAy5uXz8Xh8tFkjQ5VYvXjreBuEa6rO1RiyrengxxL3fBK6jP4TLrYONj229QXzrcAu+t7FSsqvJhMTjvslePOROo1MFUkB5P/V4no9pbGxcuhTaUqNII5KmJkEpgnyNHDPGMUEyWCwofGoeui9dHohZ39pFiwUC9j37mMfGulpoioom9J51VXrmpsEZez8iUR5yCTbkE1PFurW4+cY/IRp4eFOAj0TgOHAQNR/6EwAPr//+7VIX8xpTnhJ//tTE/n7E9NEFxWh80I9Ob3gg9rMz7VhYqUO+NiH730gclPeJVCUq7xPxUN5PjHTN+yPN9ynvi2vCdw+ff/55rFu3buDCAQA+/vGPo6GhAQ0NDfFfCOD73/8+syMhPz8fL730EhoaGvDmm29OdGjkMVZNYlfd32v3o91DZWuk5E6XH99saGGOkgHAR54qQv2MfCamlHP4+pqKmPpuV9p8+NHbTkTpyBZJM73CfgXTqLmxFFDeT73ud67A8+ABE7NQY+MYTcOUIpBx45tsCv98e69fR6+gAVs26711O6bGrGnLlgm/r3BHaF8giqtOX5xnZy+lwYDy1auY2KNGxwNlCCKD130cgM8vL4NKkb4bR/QqOZ6tYxdI3YEoXj/bIdKIsgflfSJVicz7RByU9ycunfP+SPN9yvvimvBvzq9//WssWrQoJl5TU/PY3QJvvvkmnnnmGSa2bt06AKCdBikwv0IPg4r9FXj7vifOs0mqtbqD+OpBx0CpqEe2zsjDh+cN36DGoJbjuxsqUahlyw4dbe7Dv13oGvY1hEhRNBJB3527TIxOFkgD5f3Us771FvNYZzKhaP5TIo1GmtyBCN4VTC4nUorAWFcHtWCXvE3QYDqbCRsba4xGFC9cMOH3NRqUmFKkZmKND+jadDimerbRsbelBd2XL+Ot6y68187W//2DWfmYVapN5fCSotZiwIpq9t/14bt9OG+nGtfJRHmfSFGi8z4RB+X9iUvXvD+a+T7lffFMaLHA5XLB5XIxuwweqampeexOg/nz56OwcPibnt3d3cPGSeIo5dxAGZtHjt/rE2k0ZKgeXxhfPuhAjy/CxJdXG/CppUZwI+yYMBqUeHFDJTQK9jn/daUbe2+6kjFcQhKu32qNaXZEJwvER3k/9fwdHWg/eYqJWXZsH3cT2Ux11taPoYfw1HIOT1Xoxv1+Mrkc5q3szdiWI0cR6qPrpLDPh5bDR5iYafMmcPLE9EcS3uxptHqood0w8p+YCcOkaiZ26/e78f/OdzKxilwl/mJBcQpHllyfXGqEXrDZ6dVGJ3yCzTUkMSjvE6lKdN4n4qG8P34OdzBt8/5o5/uU98UxoUJPzc3NE/r5hQsXYmLnz58HgGF3Lwxn1qxZw8bv3r2LyZMnj+o9stnKSTk4cHuwb8GNDj/a+kIoy1GKOKrs5g1F8cJBB1rcbEmoOWVa/N3KslHV75tSpMELT5fj6w0tzEXUa43tKNErscikT/SwCUkot6Dch8ZohGqYiSpJLcr7qWfbvQd8dPBiWK7RoHLD+JvIZiphKYL5lTpoJnj02lS/BXf//T/ARx4u3EcDATgOHkL1B/5wQu+b7tqOH49ptl25aWPC3r/OYsAvh9TddXrCuNcTRE2heoRXZR+O42DasgU3fvoPA7Ge042QldUDmsHmkJ9bXjrhfwtSUqRT4K8XFuPVxvaBmNMTxi8vdeHji0tEHFlmorxPpCoZeZ+Ig/L++ER5Hi+fdCIQYRdW0iXvj3a+T3lfHJL7DXrppZdQU1ODL33pS2IPJSs8VaFDjpr9NThxn3bNiSUU4fGtwy243cV2sa8pVONb6yrGVHNusdmAv61la7xFeeDFIy242+WP8ypCpKH3FtvsiE4VZC7K+/FFQyHY9rDlXirWrYXSQAu+QwUjUZx3eJnY0gSUItAUFaF0xXImZn1rJ7N4k41su9nfyZJFC6E1Jq7Zdk2hCqUGdj9To5VKEgynYt1ayFSDvapk0QhmNTcNPN4+Mw9zyjJvp+3m6Xl4UlBe4bfXenC7k65v0wHlfTJRycr7RByU98dn941eXGljS3GlU94fy3yf8n7qSWqx4Ac/+AGam5uH3YEQz7Vr14b9H+0yGB2FjMNyQSmiE1SKSBRRnscP327DpRb2wqfUoMB3N1RCrxr78f6tM/Lxx7MLmJgvzOOFQw5qZk0kTbjTgPoVZCbK+yNzvn0SwZ4eJmbZsUOk0UjXlVYf09+HA7DUnJgFFcv2bcxjr8OBrouXEvLe6ajv3j30Xr/OxBLR2HgojuNiSxJQ/eJhqXJzUbZqJRObfacR4HmUGhT4q4WZueNOxnF4blkplENO20Z54OVTTkSiVLpCyijvk0RIZt4nqUd5f+za+kL4+Tm20W+65f2xzPcp76fehBYLhqtdOFS8+oTDaWhowK9+9StcuHDhse9LEmvlpBzm8a3OAFrdQZFGk514nsfrZztwtJldqMnTyPH9jSYU6cZfMeyjC4uxWvB33OWN4GuHHOgPRuK8ihDxRCMRuO/cYWJ502mxQAoo76eW9S22oW7B7NnIqZkk0mik67Rg99mMEg0KtBOqtDmgYM4cGKqrmZh1566EvHc6sgtOuqgLC1GydEnCP0d40+BOV4A2OcQhXKwp6GuHqf02Pre8DFqlpPaFJZQlX4UPzWNzzp2uAH57rSfOK8h4UN4nUpTMvE/EQXl/9Hiex8unnPCHheWH0ifvj2e+T3k/tSb0m1RTU4P8/HzcvXs35mfNzc1Yt27dqN7n4sWLeP3115kLh8fVPySJM69chzwNu2v9+D1ayU2l37zbg99dczExjYLDi+srYcpTDf+iUZJxHL6wsjTm2Na9niC+c6QVYVqJJRLTf/8BokF2wTJ3Ki0WSAHl/dTpu9uMnqtXmZhlx3aRRiNdPM/jtK2fiQknnBPBcVzM6YL206fha2+P84rMFQkG0dJwmIlVbtwAmSLxN2hml2lhEDSza7L2x3l2djujMqMrt4yJbXSezYpGn388uxBV+ex18i8udtGmpwSivE+kJtl5n4iD8v7o7b/ljqlGsWV6Xlrl/fHO9ynvp86El50++MEPDpvom5ub8cwzzzz29Y8uHH7zm98w8ddff32iQyOjJB+uFBH1LUiZg7d78XNBB3s5B3x9bQWml2gS8hkquQzfXFcBUx7buPpiixevnnKC52nBgEhH7222fqG2rAyqvFyRRkOEKO+nxgPBqQJ1YSFKly8TaTTSdbc7gM7+MBOrtSS2FEHFurWQa4csuEejsO3ek9DPSAfOE28j1MdeH5q2bE7KZylkHJYISkpQ/eJYHf0hvH6uE1emst8N+dfPI9jbK9KoUkcp5/DZ5aXghsQCER6vNrbTtW0CUd4nUpKKvE9Sj/L+6HT0h/D6Wbb8ULFegY8tKhZpROMz3vk+5f3UmfBiwfPPP4+GhgbmAuKNN97AunXrmJ0Gzc3NKCgowA9+8AMm9swzzyA/Px8/+MEP8IMf/ADPP/88nnnmGRQVFU10aGQMhKWI7nQF4Oil1blkO2Pz4McnnTHxL6wsw8LKxF705Krl+O76yphTJAduu/Ef73Qn9LMImQj3TfbiIXcqNTeWEsr7yRfyeNB6mN3BbarfAplSGecV2UtY07YiRwlL/sRO5Akp9HpUrGd3z9r37EU0lF3H42172RJERfPnQ1dRkbTPE+4UfafVC0+Ayic+wvM8XjnlhDcUxfVJixGWDZ7w4MMhOA4eEnF0qfOEUYttM/OY2MUWLw7fpY1PiUJ5n0hJKvI+EQfl/ZENzftDfXZZ6bj6W4ppIvN9yvupMeFzwzU1NTh8+DBeeuklTJ48GV1dXXC5XDh0aPgL1KH1CdevX4/m5mbmguKRT3ziExMdGhmDOWVa5GvkcPkHv4yP3+vDn86ji7hkud7uw4tHWiGsAvSJxSVYOzk5u6jLc1X4zvoKfHGvHYHI4Af/4mIXygxKrJtCu7eJ+Hpvs82OqF+BtFDeTz7HgYOI+P0DjzmZDOb6ehFHJF1NglIESy16cBwX59njZ9m+DbYhvQqCLhecb59E+ZqnE/5ZUtRvs6PnnStMzFSf2MbGQgtNeihlHELvXyhFeOCcvR9PJ+kaKd0cuuPGOfvDMgR+tQG3LfMw8/75gZ/b9+xF9R99ICn/HqTmowuK0figH53ewd3GPzvTjoWVOuRTHfMJo7xPpCRVeZ+kHuX9kQ3N+49smJqLRab0O1kz0fk+5f3kS8if4vz58x97jLCmpgY9PWzjieFqHxJxyGUcVlQbsOvG4JHlE7RYkDRWVwAvHHIwN+wB4JnZBfjAkwVJ/ewZJVp8eXU5vnW4BUM//ccn21CkU6RVrTuSeaLhMPrusLkhdxotFkgN5f3k4aPRmAa6xuXLoClJr+PFqdDuCeFOV4CJ1SWpbnHOpEkomDMbPVfeHYhZ39qZNYsF9r37mMfKvDyU1tUm9TN1ShnmVWiZiXGjlW4aAECXN4yfnWHLENyftZJZLOi32dDz7rsonDMn1cNLOb1KjmfrjPhGQ8tAzB2I4vWzHXh+VbmII8sclPeJFKQy75PUo7wf33B5v1ArxycWl4g0ovFLxHyf8n7ypUerbJISqwSliJp7grC6qBRRonX0h/DlAw70BdjjY+um5OKvFqbmZlBdlQH/3xI2sYSjwLePtOB+TyDOqwhJPs/9+zGlPXKnThFpNISkXtfFS/Da7UzMsmOHSKORNmHjuxyVDLNKtXGePXGW7WyD6Z6rV9F3N/MbdEZDITgOHmRilRvWQ6ZKftkH4U2gc/Z+BCPROM/ODjzP47VGJzxB9s/hjz+wHDqTiYnZ97ClozJZrcWAFdXs78vhu304b6cGmYRkilTnfZJ6lPdjxcv7n1lWihx1epUfAhI336e8n1y0WEAGzCrVolDLftmcuEd1vxKpLxDBVw440CFoyrTIpMPnlpdClsIjlH8wqwB/MCufifUHo3jhoANd3vDwLyIkydy32COJ2vJyqHJpNwnJHlZBY2NDdTUK52b+zuDxOG1j6xYvNushlyUvj5YuXwZ1YSETs+7aFefZmaO98TSCLhcTS1ZjY6GlgpsG3lAUV1p9KflsqTrW3IfTghtmT9fkoK4qB2ZBaai24ycQdLtTOTxRfXKpEXoVO719tdEJXyi7bzQRkilSnfdJ6lHejxUv7wt7PKSLRM73Ke8nDy0WkAFyGYcVgtMFx2mxIGEC4Si+0dCCB4LTGtOLNXjh6QooRLjQ+fiiEiyrYpNMe38YXzvkoC9YMm7+cBT/dK4Dn9tjw2/e7UZE2JhjBL232GZHedOouTHJHj5nO9qbmpiYZfs2qsU7jP5gBO+0snVbkz1pkimVMTfJWw41IOTJ7B1MwsbGBbNnw2CxpOSzi3QKzCjRMLFGqyfOszNfjy+Mnza1M7F8jRyfWmoEAFRu3ABuSCP0aCiElkMNKR2jmIp0CnxsEXtK1+kJ45eXukQaESEkUcTI+yT1KO+zHpf301Ei5/uU95OHFgsIY7VgseCBK0hlaRIgEuXxvWOtuOpkV8VNeUq8uKESWqU4/xTlMg7PryqLSch3ugL43rHWMd3kJQR4eEHzxb12/ObdHlx1+vBP5zrx7SMto158Eu40oH4FJJvYdu0CooP/VuQ6HSrWrxNxRNJ1weFFeMjXilLGYWEKGryZt9aDkw3m7Ijfj5aG4Zt8ZgJvayu6zl9gYqb61JwqeER4M6jJ2g+ez87rk/97uh1uQRnLZ+uMyNU8PBmsystD6bJlzM/te/Zm1Z/Xpml5mF3GliX57bUe3Or0x3kFISQdiJX3SepR3h/0uLyfjhI936e8nxy0WEAYM40aFOvYvtdUimhiHtWYEx4dK9LJ8f2NJuSJ/EWvUcjwrXUVKM9RMvEztn78tKk9axMzGTt7bxDP7bbhpiAxn7b24/N7bY8tbxUNheBuZut/502nxQKSHaLBIOz79jOxyvXroNBR0/nhCHeZzS3XQpeChXdNSQmMy+qYmPWtXRmbK4W/kwqDAWUrV6Z0DMuq2JtBnd4wbndl30aWE/f68PZ99vd+ZbUBK6rZjT7mrWwpIs+DB3Bdu5b08UmFjOPw3LJSKIec2I3ywCunnLQJhpA0JlbeJ6lHef+h0eb9dJKM+T7l/eSgb1fCkHEcVkxiV3KP3/Nk7CQ4Ff7tYhf23WLrxepVMnxvgwmlBmWcV6VWgVaB726oRI6a/UrYfaMXv3m3R6RRkXRyzenDZ3Zb0doXGvbnd7oCeHaXFXdHuNDz3H8APqbZEZUhItmh7fiJmLrwwoa65KFwlMdZG7sAL6xxm0yW7duYx/1WK7ovv5Oyz0+VaCQCx/4DTKxi3VrI1eqUjsOcp0JlLnu9dOpBdpUk6PVH8H9Ps2UIctUyfKo2tgxB4dy50FVWMDHb7uxpdAw8/J350Dy2v8idrgB+e42uaQlJR2LnfZJalPfHlvfTSbLm+5T3E48WC0gMYSkiW28Q93qCcZ5NRrLzPRf+851uJqaUc/j2ugpMKkztZPtxTHkqfGttJZRytjb2z8934lgznS4h8Z2414cv7bejLzByqaHO/jA+t8eKs7bhL/aE9Qt1lRVQGmgiQLLDA0Fj48J582CorhJpNNJ2zemDJ8h+39RaUleKoPCpp6A3m5mYdefOOM9OX51nziDQxdZ8NW/ZEufZycNxXExJgtNZVr/4H5ra4fJHmNinlhpRoFXEPJeTyWDaImx0fByhvuy6lvvj2YWoylcxsV9c7EKrm+Y0hKQbsfM+SS3K+2PL++kkmfN9yvuJRYsFJMaMEg2MevZLiBodj92Je30xzWhkHPCV1eWYXSbNshJPlmnxxRVlMfG/P9GGq22+YV5BshnP83jzag++e7QVoQh7+mhqkRo/2mJChWBXiC/M4+sNLXjrvdhV/t6b7MVD7lQqQUSyQ++tW+i9fp2JWf4XnSqIRzhhnFKkRok+dSf1OI6DedtWJtZ+8hT8nZ0pG0Mq2PbsYx7nzZyBnMk1ooylTnDT4H5PMGsmf6etHhwVbNqoteixuiZ+GYLKjRvAKQav5aPBIFoOH07aGKVIKefw2eWlGLoFJhDh8WojldgkJN2InfdJ6lHeH1veTxfJnO9T3k8sWiwgMTiOw0rB6YIT9/roH9gYXG714qXjbRD+iT1ba8SyKmnvlF5dk4O/Xsh2lA9FeXzjsAO23uxI0OTxIlEe/3imA2+c7Yj5PV9i1uOHW8yYXabDq1steLKUbTgU5YGfNnXgH5ramTqC7tvsxQP1KyDZwio4VaApKYGxri7Os7Mbz/MxPYCEu89SoXLjBsg1moHHfDQK257MKfXi7+hAx9mzTEyMUwWPzDRqYno8NQp+DzJRXyCCV085mZhBJcOn60rBcVycVwHqggKUCnpr2HZnV6NjAHjCqMW2mXlM7GKLF4fv0iYoQtKFVPI+SS3K+4NGk/fTRbLn+5T3E4cWC8iwVgkWCxzuEO52Z19TmfG40+XHNxtaEBI0U/nIU0Won5EvzqDG6JnZBdg6g/2S7QtE8cJBB3p8IzepJZnPH47iO0da8Pv3XDE/2zojD99cWwHt+w3H8jRy/J9NlVgzOXYnxO/fc+Gbh1vgC0URDQbR13yP+XnuNFosIJkv2OtG65GjTMy8tR4yuTzOK7LbA1cwpjeKGKUIlAYDyteuYWL2PXsQDWdGjrTvPwBEB0s+yLValD29WrTxyGUclprZv2dhs8tM9PrZDnT72DIE/9+SEhTpHl+GQFiKyHPvXswJpmzw0QXFKBb8ef3sTDtcdD1LSFqQSt4nqUV5f9Bo877UpWq+T3k/MWixgAxrWrEapQYqRTRWre4gvnrQAW+Iram4dUYePixouCJlHMfhU0uNWCJI0K19IXyjoQX+8Mi16UnmcvnC+NI++7A7O/5qYTGerTVCLmN3PajkMjy/sgx//lRRzGvO2PrxuT02WK/fAS+4yZY7ZUpiB0+IBDkOHEA0OHhqi1MoYm7ykUHC3YUlegUmi9QDSNjoONDVjfZTjaKMJZH4aBT2ffuZWPmaNVBotXFekRp1gpOZ15w+9Arq+WaSs7Z+HLztZmKLTDqsn5I7qtcXzX8K2nK2tGQmnX4ZLb1Kjmfr2IaQ7kAUr5/tEGlEhJCxkFLeJ6lFeX9seV/q+u7fT8l8n/J+YtBiARkWx3ExpwuON3uy7vjyWPT4wvjyQQd6BCvBy6sN+NRSY9odG5PLOHxldTmmFLEXYzc6/HjpeBtTPoZkB0dvEM/ttuFGh5+JK2UcvryqDH88pzDu7znHcfjzp4rw/KoyKAWLCXe7A/h/vz3DxHQmE5QG2jVEMhsfjcK6cxcTK1u5AurCApFGJH1Ngl1ltRa9aPk1d8oU5M96gokJS0qlo84LF+B3skfgzfWbRRrNoKcqdFDLB/+uozxwxpaZuwz7gxG80sj+HeiUMjy3bPRlCIZrdNx69BhCnswv4yBUazFgRTV70+nw3T6ct2ffnwUh6UZKeZ+kFuX9seV9qRP2K0jmfJ/y/sTRYgGJS7hY0OYJ4XYXlSIajjf0sERPi5s9IjmnTIu/W1kWs9M6XWiVMnxnfWVMw+tTDzx44xytzGaT99p9+MxuK1oEx4ANKhm+v7EST08e3Y6HtZNz8X82VSJXzaYfQ+t95nHetKkTGi8h6aDz3Dn4WluZmGUHNTaOp9sbjlmsXCpy3WLLdvbvq/udd+C5/0Ck0SSGXdDYOGfKZEmUhdMoZFhQqWNiwh2nmeKfznWis5/dffeJxSVjbuhp2rQR3JCSZtFAAK1HjiRkjOnmk0uN0KvYa49XG53whei0LCFSJcW8T1KH8v7Y876UuW8J+hUkeb5PeX9iaLGAxDWlSI2KHPbLiUoRxQpFeHz7cEvMQkpNoRrfWlcBlSK9/5kV6RR4cUNlzBft76658LtrPSKNiqTS2/f78KV9drgDbGItNSjwcr0Zc8p1cV45vNllOry6zYLK3MHvF2O3jXlOLi0WkCwg3IWeM7kG+bNmiTQa6Ttj62caquuUMswpE7c0TtnKFVDl5zMx665dwz85DQS6e9DeyJZSMm/ZIpldbcKSBOcd/QhkWGnESy1e7L3Zy8SeqtBh07SxlyFQFxbCWFfLxGy7d2flSeEinQIfW1TMxJyeMH55qUukERFCHkeKeZ+kFuX9zOG+dZt5nOyNKJT3Jya972KSpBquFNGJe31ZOcGIJ8rz+OHbbbjY4mXipQYFvruhEnpVZjSorC5Q4xtrKyBc9/jZmQ6cepCZRwHJQ7+91oMXj7QiGGH/3U8pUuOVrRZUFYyvZmhlrgqvbrVgdpkW8kgIxS4H8/PDoRIqdUUymrelFR1nzzExy44dkrkpK0WnBaUIFpl0UMnFvZSVqVQwbd7ExBwHDyHs84k0oolxHDgAPjJYTlGmVqN87VoRR8RaYjZg6GHNQJiPuQZLZ75QFD8+2cbENAoOn51AGQJTPVuKqO9uM9yCUgDZYtO0PMwW3Gj87bUe3Or0x3kFIURMUsz7JLUo72eGSDCIvntsc+NUVBKgvD9+9E1LRrRSsFjg9MQeBcxWPM/j9bMdONrMnrbI08jx/Y2mjOhYP9S8ch0+t5xtlMcD+D/HWnGjIz1vipD4IlEe/9jUjp+d6YDwlv1ikx4/2mKe8O94rkaO72+sxBZDL+T84A4RHhx+31eArzfENgsnJFNYd+0Chiy+K/R6lK95WsQRSZs/HI2ZHEqlFIF521ZgyIQu4vWipaFBxBGND8/zsO9jSxCVrVopqf4xeRo5njCykz7hzaR09s/nO+D0sGUI/npRCcpyxl+GoHjBAmhKS5mYbc+ecb9fOpNxHJ5bVgqloAb2K6ectEGBEImRct4nqUN5PzN4mu8xm1HAcUlpbixEeX/8aLGAjKimUAVTLvtFdeJe5nw5T8Rv3u3B7665mJhGweHF9ZUw5anEGVSSrZuSi4/ML2JigQiPrx1qQas7KNKoSKIFwlF892grfveeK+ZnW6bn4VvrKqBVJiZ9qOQybNd1MrHuXCOCSi3O2b343G4r2j2hOK8mJD1FAgE49u1nYpWbNkKhpaP18Vx0eJkTTjIOWGSSxk1sbWkpSpYuYWLWt3al3UnM7svvwOtoYWJmwa50KRCWJGiy9mfEhO9Kmxc7r7NlCOaWabF1Rt6E3peTyWDewjaobj1yFOH+zKz7/DjmPBX+dG4hE7vTFcD/UGlNQiRFynmfpBbl/fTXK+hXoDeboNCn5t8z5f3xocUCMiKO47Cqhj1dcPx+H6JpNgFOtIO3e/Hz8+wNTjkHfH1tBaaXaEQaVWp8eG4hNk5l6+f1+iP46iEH3IFInFeRdOHyhfGlfXacHKa81EcXFOMzdcaEN+wW1i9sL7QM/P/NPUF8epeVjgqSjNJ69ChCfeypNMv2bSKNJj0Id5HNLtUiVy2dUn/CxtSee/fgunpNpNGMj33vXuaxoapKkj006izs5NLlj6T9qVd/OIofv+1kYmo5h88uL4UsAWUIKjduBCcbnPZF/H60HDk64fdNVx+cXYjqAnZjzy8vdtHGF0IkROp5n6QO5f301ysof5g7Nbn9CoQo748dLRaQxxKWIursD+N6e3p/OU/EGZsHPz7pjIl/YWUZFlZm/m4HjuPwmWWlmF/BNrW194bwzYYWBDOs4VA2cbiDeG6PDdcFF18KGfD8qjJ8aG5hUmonum+zFw+9pdXM425fBJ/fa0Mj9ccgGYDn+ZjGxkULF0BvMok0IumLRHk02dhd0LVV0ipFULxgAXQVFUzswVtviTSasQv2utH29kkmZqqXTmPjoSpyVajKZyd8jWlekuBfL3SipY89RffRhcWoyE3MSVVNSTFKli5lYsLFoWyilL9fD3pILBDh8Wpje9qdCCIkE6VD3iepQ3k//Qnn+3nTU7tYQHl/7GixgDxWdb4KFsGX84l7fXGendmut/vw4pFWCE+9fWJxCdZOzqxu9SNRyDh8bU05JglWZ686ffjh286sP3mSjq63+/Dcbhta3OxFi14lw/c2mpL2+x0JBOC5d5+JfXj7Qpjy2PJngTCPbx1uwZtXeyihk7TWe+NGzGmaKsGudMK60eFHr589ubbULK3FeU4me9i7YAjn2ycR6O4WaURj09LQAD40+P3PKZWoWLdOxBGNrE5Qt/p0Gi8mX3P6YspaPmHUYMfM/IR+jnkrW1LKfet2TFmAbDLTqMV2wZ/xxRYvDt/NzjkOIVKSDnmfpBbl/fQ13Hw/d2rymxsLUd4fG1osII/FcRxWCU4XnMjCUkRWVwAvHHIgEGH/u5+ZXYAPPFkg0qjEo1fJ8eKGShTp2OOgx+714f9d6IzzKiJFJ+/34Yv77DEX5Ua9Ai/XmzGvXBfnlRPX19wMPjrkNArHYdLcmXh1qwVzy9n67TyAN8524Cen2zOiTiXJTsJTBZrSUpQsWRLn2QQAmgS7x6ryVZLceVW5aSNkqsFx8eFwTMNgKeJ5HvY97C7zshXLocqT7iYIYf1iuzsEqyv9jpIHwlH86GQbhmY0lZzD51eUJbzkX/HChdAYS5iY8O892/zFgiIU6xRM7Gdn2uHyheO8ghCSCumS90nqUN5PX8PN93OnJr+58XAo748eLRaQUVk1if1y7vJGcM3pE2k0qdfRH8KXDzjQF2BL7Kybkou/Wlgs0qjEV6JX4sX1ldAq2MT2qys92H3DJc6gyJj87loPvnOklWkgBgBTitR4dZsF1QXqpH6+sH6hwWKBQqtFjlqO720wxfTHAIDdN3rxtUMO9AepRwZJL0GXC63HjjMxy7at4ORUg3ckp4WlCCzSLEWgys1F+ZqnmZht1x5EI9L+rnK99x48Dx4wMdMW6TU2HmpqsTpms0I6lqr790tdsPeyJ/o+Mr8I5rzE3xTj5HKYNrONjlsOH0HYlz3X80J6lRzP1hmZmDsQxetnO0QaESEESJ+8T1KH8n76ijffFwPl/dGjxQIyKpZ8dUzJmeNZUoqoLxDBVw440NHPrjYuMunwuQxtQDMWk4s0+NqaCggXwv/v6XactaVfAs8WUZ7Hz8604x/PdEC4R39hpQ4/3GJGkWDVPRncghIIudMGjyQq5Rw+t7wUH10QuyB33uHFZ/fY4PSEYn5GiFTZ9+2PKfVi2rxJxBFJn6M3GLNzrNYi3VIEwkbV/o4OdJxuEmk0oyPcXa6rrEDhvLkijWZ0ZBwXc/NI2AxT6m52+PGbqz1MbHqxGh+YlbzTqpWbNgJDGx37fGjN4kbHwMObkCuq2d+lw3f7cN7eH+cVhJBkSre8T1KD8n76Gmm+LwbK+6NDiwVk1ISNjt++78n4UiCBcBTfaGjBA8EFy4wSDV54ugKKDD0qNlYLTXp8pq6UiUV54MWjrbjdmb3NsKUqEI7ixaOt+K2gViIAbJ6Wi2+vr4ROmZr00Cuo3Z47jW12xHEcPjS3EF9ZXQ6lnP33dr8niE/vsuJmB/2OEenjIxFYd+5iYuWrV0GVny/OgNKEcCJYoJVjeolGpNE8Xt706cibPp2JWXfujPNs8YU8npjTLqbNmyXZ2FhIeNPgRocf3d70OEYejETxw7fbmB5YSlnyyxBojUaULF7MxLK9FBEAfHKpEXoVe93zaqMTvlA0zisIIcmSbnmfpA7l/fT0uPm+GCjvPx4tFpBRE/Yt6PFFcDWDSxFFojy+d6w15r/RlKfEd9ZXQpuim6npYvP0PHxoTiET84d5fO2QA+20+1syev0RPL/fjpP3Y3difHRBEZ5bVpqyRbCI3x9T+iIvzk6D1TU5+PvNJuRp2OOnPb4IvrDXhpP3s+OkE0lf7U1n4G9vZ2IWamz8WMJSBEvNesmf6BP+vXZduIh+m12k0Yys9fARRAOBgcecXI7KjRtFHNHozS3XMgvbPICmNDnR+J+Xu2M2onx4XmHSS/8BgLmeLTHVe/Mm3HfuJP1zpaxIp8DHFrGnGJ2eMH55qUukERGSvdIx75PUoLyffsYy308lyvuPR3c7yaiZ8lSYXMh+mWVqKSKe5/FaoxOnrezFSpFOju9vjL1hSR76iwVFeLqGXVTq9kXw1YMOeALSrtmcDVrcQTy324r32tmd+AoZ8KWVZfjQ3KKU7iZ1320GhjY7ksmQM3ly3Oc/YdTitW0WWPLZkmiBCI/vHGnFr9/tBp9ljddJ+rC+9RbzOHf6NOTNmCHSaNKD2x/bHykd6haXrV4FZQ6bC627dsV5tnh4nodtL7ur3FhXC3VhehyHV8llWGTSMbHGB9I/Qn6ny4//vtLNxKYUqfFBwYaLZCleshjqYnaCTKcLgE3T8jC7jK2h/NtrPbhFJ2QJSZl0zfskNSjvp5+xzvdTifL+yGixgIxJtpQi+sWlLuy75WZiepUM39tgQqlBKdKopI/jOHx+RSnmCL50H7iC+PaRFoQimfe7ki6ut/vwmd02ONzsKQ+dUobvbjBh3ZTYRsLJJqxfaKh6fLOj8hwlXqk346ly9kKRB/Dzc5145VQ7whn4nUTSW7/Njq4LF5mYZfv2tCj1Iqaz9n7muLZazuGpCl38F0iEXK1GpaAXhWP/Ack1knXfuoW+O3eZmNQbGwsJbyJdavVK+gh5OMrjR287md9rOQd8fnlZyk71yeRymDaxp0daDh+W3O9nqsk4Ds8tK2VKHkZ54JVTzoyc6xAiRema90nqUN5PL+OZ76cK5f2R0WIBGZNVk9gv515/BFfaMmtysfM9F/7jMrvyq5Rz+Pa6CkwqzOxjYomgksvwjbUVMOexu78vt/rw8ikn7fwWwakHHnxpnx29fvZ0R4legZe3mkW7CO+9KWh2NHV0RxINajm+u7ESm6bFLnDsu9WLFw460B+kkyxEOoQ165U5OSh/erUoY0knjYK6xfMrdVAr0uPS1bJtKzBkMSjc3y+5RrK2PfuYx5rSUhQvmC/SaMZnsUmPoe1sQhEe5x3S3WX431e6cbc7wMQ+NLcQk4tSe31p2rJZ8PvpRdvx4yO8IjuY81T407nsTs87XQH8z7WeOK8ghCRSOud9khqU99PLeOf7qUJ5Pz765iVjUpGrwlTBF9ux5swpRXTiXh9+2sTWlJZxwFdWl2N2Ge1qGK0ctRwvbqhEgZYt19Rwx0114FLs9+/14NuHWxAQnOqYXKjGa9ssmCRinUT3bbbZUd700Tc7Usg4fHZZKf56YXHMzy62ePHcbhva+qhXBhFf2OeD48BBJmbavBlydXZMEsYrGI7ivJ2d/KVTKQJdRQWKFy1kYtadOyWzYB72+dB65AgTM23eBE6eXmUWDWo55ghOmp1+IM36xfe6A/jPy+w10KQCFT40tyjlY9GWlsb8ftp2UykiAPjg7EJUF7AbXn55sQut7mCcVxBCEiHd8z5JDcr76WUi8/1Uobw/PFosIGMmbHR86kFfRpT9uNzqxUvH2yD8L3m21ohlVXShMlblOQ8bQasV7PG6f7/cjYO3e0UaVfaI8jzeONuBf2jqiPmdXlipw4/qzSjSKUQZG/DwRpXHamViuVPHdvHAcRw+OKcQX1tTDpWc/T174Ari07usuN6eWSefSPppPXwE4f4hk1+Og3n7VvEGlCbeafPBHx789uIALDHrxRvQOFi2s42O++7cRe/16yKNhtV29BgiQ8vOyGQxpWnSRZ2F/b04Y+uX3HVpJMrjRyfbEB5atpcDPr+ijDn+nkrm+nrmce/16+hrvifKWKREKX+4GWHo30ogwuOVxnbJLPYRkokyIe+T1KC8nx4SMd9PBcr7w6PFAjJmwr4F7kAUl1u8Io0mMe52+fHNhhaEBEnmI08VoX5GvjiDygDTijX4yupyCMvxvXzSiYsSPi6Y7oLhKL53tBVvXo09Prdxai6+vb4SOqW4X/99d+8yzY44mQy5k2vG9V4rqnPw95tNyBc0Hnf5I/jiPjtOZGgjdiJ9PM/D+hZbgqhk8WLoystFGlH6OC0oRTDTqEGBVrwFzvEoWbwI2rIyJib8fRCLsLFxyeLF0JSUiDSaiRHuPO0LRnHVKa2F4jev9uBWJ1uG4JnZBZhWrBFpREDJ0iVQF7FH74W/F9lqplGL7TPzmdilFi8a7tD1BCHJkgl5n6QG5f30kMj5frJR3o9FiwVkzMpylJgu+JI7nsY341rdQXz1oANeQWOcrTPy8OF5md+hPtlqLQZ8comRiUV44NtHWnFPUL+PTJzbH8Hz++04cT/2OOZH5hfhc8tLJdFMSVi/0FBdDblm/BdPM41avLbNgqp89ghhMMLjxaOt+O93urN6ZwARh+vqNfQ1NzMxy47tcZ5NHuF5Hk3W9C9FwMnlMG9ld2+3Hj+BoMslzoDe19d8D73XbzAxc/1mkUYzcUaDElMEJTKlVJLA6griF4ISjJZ8Ff58nrhlCGQKBSo3sY24Ww41IOL3izQiafnowmIU69kbla+fbYfLFxZpRIRkrkzJ+yQ1KO+nh0TP95ON8j6LFgvIuAgbHTc+8CAUSb8bcT2+ML580IFuH9sMdXm1AZ9aagTHiX9TNRNsfyIff/RkARPzhqJ44ZADXd7s/PJNhlZ3EM/ttuJaOzvRl3PAF1eU4c/mFUnmd1pYvzB32sSbHZXlKPHKVjPmD9Ow+V8udOLlU07JHVElme3BW28xj4erY09i3e4KoFOQG2ot6VmKwLR5EzilcuAxHwrBvm+/iCOK3T2uLipC8ZIlIo0mMeoEN5UarR5JLBBHojx+9HYbc40s44DPLy+FSgJNO02b2cWCsMeDthNvizQaadEpZXi2lt3s4g5E8frZDpFGREjmyqS8T1KD8r70JWO+n0yU91nZ9dtKEkZYiqgvGMWllvQqK+MNRfHCQQda3GwT1DllWvzdyjLIJbD7OpP89aJirKhmk3pHfxgvDHOqg4zdjQ4fPr3bBrvg91mnlOF7G01YPzVXpJENT7jTIG9aYuoX6lUPm2tvmZ4X87P9t9z4ygE7PIHIMK8kJLEC3d1wvn2SiZm3bQUno0uvx2kSlCKozFXCnKeK82xpU+Xno3z1KiZm270HfESc76FIIICWQw1MrHLTRsjSrLGxkHAHqtMTRnO3+I3pfv+eC9c72AX8P5xVgJlGrUgjYunKy1G0cAETs+3ZI9JopKfWYsBKwbXr4bt9MU1YCSETk0l5n6QG5X3pS9Z8P5ko7w+iGSsZF6NBiSeMwlJE0jn69TihCI9vH27B7S62DE5NoRrfWleRdau+qSDjOHxpZVnM783d7gBePNKCCO34HrfTVg++uNeOXj9786lYr8DL9WY8NcxOezGFvV7022xMLJE7DRQyDp+pM+Lji4ohXPK73OrDZ3bb0OoW/2KSZDbbnr3gw4O75GQqFSrTtIFsqp0ephSBVE5FjYdl+zbmsa+tDR1nz4kylrYTJxD2sNdrwt3l6aimUIVSA3t0XFj/OtUc7iD+9UInE6vMVeJ/z5dWGQJho2PX1Wvou39fnMFI0N8sNUKvYucFrzY64aONLoQkTKblfZJ8lPelLdnz/WSivP8Q3REl4yY8XdBo9SAYkf4/oCjP44dvt+GioClzqUGB726ohF6V3rvrpEytkOFb6ypRkatk4ucdXvzkdHZ3mx+vne+58K3DLQgIyoDVFKjw2lYzJhWq47xSPO47d4Ehf9ecXI6cmsQ2O+I4Dn80uxBfW1MOtZydbNh6g/j0bhvea5dWIyySOaKRCGy72d255WvWQJUrrRM+UuT0hHBX0M9maZqXIsibORO5U6YwMetOcRod2/fsYx4XLZifEQ23OY6L2WXYKOJNgyjP48cnnUxu5gB8bnkp1BLbkGKsq4WqgC0Vad9DjY4fKdIp8LFFxUzM6Qnjl4J61ISQ8cnEvE+Sj/K+tKVivp8slPcfyr7fWpIwwuM5/cEoLji8cZ4tDTzP4/WzHTjazDZkztPI8f2NJhTpFHFeSRIlTyPHdzdUIlfNfv3svdmLX13pEWlU6SfK83jjbAf+b1M7hIcy5lfo8KN6M4r1yuFfLDL3LWGzoyrI1clZ1FhenYMfbjGjUMsuAvb6I/jiPjuONadvc3YiXe2nGhHoZHcWUWPj0RGWIshRyzArzY9ucxwHs+B0Qee58/C2tKR0HB6rFT3vvsvEzPVbUjqGZBLeNLjTFUC7JxTn2cm167oL77axC9Lbn8jH7DJpnfQDHjU6Zk89tRxqQCRIJ/Ae2TQtD7PL2O+h317rwa1OagZNyERlYt4nqUF5X7pSOd9PBsr7tFhAJqBYr8STpew/oBP3pH3j7Tfv9uB311xMTKPg8OL6SpioLmLKVOaq8K11lVAKdnz/y4VOHL3rFmlU6SMYjuL7x1rx5tXYxZWNU3PxosRPyPTeYpsdJbt+4fQSDV7bZsGkAvbfeCjC43vHWvFf73TRqRaSUNa32F3jeTNnIi9Njt6KTViKYInZkBE9hCrWroFCP2SnJM/Dumt3Ssdg38ueKlDl58NYV5fSMSTT7DItcgTHxsUoSdDaF8I/n2cXC8sMSvzlguI4rxCfectm5nGorw9OanQ8QMZxeG5ZKXPdGuWBV045qYwmIROUqXmfJB/lfelK9Xw/0Sjv02IBmaCVk9jV3NPWfgTD0ixFdPB2L34u+BKXc8DX11ZgeokmzqtIsswq1eL5lWUxNeV/+LYTV9qkfUJFTO5ABH93wDFsj5CPPFWEzy0vhULiF9jCnQa505N/8WA0KPHjejMWVsbu7vh/F7rwo5NOhCLZkfhJcnnuP0D35ctMrIpOFYxKfzAS8/1fmyGlCOQaTczubce+/YgEAnFekVjRYBCOg4eYWOWGDZAppXkCbTwUMg6LzezvS6M1tQ3peJ7HKyed8IfZfPLZ5aXQKqU77dJVVKBo/lNMjBods8x5Kvzp3EImdqcrgP+5RqdiCRmvTM77JPko70uXGPP9RMv2vJ+9v70kIVZU5zA3e72hKM5JsBTRGZsHPz7pjIl/YWUZFlbSBYlYVk7KiakHF4ry+FZDC6wuOv4u1NoXwnO7rbjqZI84yjngCytK8WdPFUm+GVi4vz+m2VHe1NRcPOhVcnxnfSW2zsiL+dnB22585YAd7kBkmFcSMnrCWvSq/HyUrVop0mjSyzm7F0P3GyhlHBZkUI62bGNLEYX6+tB27HhKPtvZeBqh3l4mZhLsJs8EwpIEV1q98KTwe33vzV5camWvg+un5+GpCumXITAJGh33XHkXHqtVpNFI0wdnF6JacErxlxe70Oqma1ZCxiPT8z5JPsr70iPmfD/Rsjnv02IBmZAinSKmlpfUShFdb/fhxSOtMXXdP7G4BGsnU7NJsX3gyQJsn8nevO0LRvHVg3b0+MIijUp6bnb48ZldVth72TqMOqUML26oxIapsTfApch95w7zmFMokFMzKWWfL5dxeLbWiE8sLok51fJOmw/P7bKiJQuSP0mOcH9/zO5t0+ZNkKmozN1oCI+Ozy3XQpdBu7L0ZhOKFsxnYsKSVckibFhbMHcO9GZTSj47lRaa9FAOOV0X4YFz9tTsMmz3hPBP59gTrCV6Bf56UXqUIShdVgdVfj4To0bHLKWcw2eXlTLXD4EIj1ca26mcISHjkOl5nyQf5X3pEXu+n0jZnPfpm5hM2KpJOczj01YP/BIpRWR1BfDCIQfTlR4AnpldgA88WSDSqMhQHMfhb5YYsVRwhNDpCePrhxzwhaTxuySm01YPvrDPBpef3SVRrFPgx/XmtNqB03uTPZKYU12d8hupHMfhA08W4BtrK6BWsEsGdncIn95lxTXB6Q1CRsNxqAER35DfHZkMZsFucjK8cJSPmdzVVRniPDt9WbazJal6b95E742bSf1Mb0srui5eZGLmLZnT2HgonVIWs5uvMQX1i3mexyunnPAKrlk+u6xU0j2EhpIplajcsIGJOQ4eQpQaHTNmGrXYPjOfiV1q8aLhjrQ2SxEiddmS90lyUd6XHinM9xMpW/M+LRaQCVtebcDQEun+cGziF0NHfwhfPuBAX4D9Al83JRd/tTC7V3ulRi7j8OXV5ZhWrGbiNzsD+D/HW7Omicxwdl134VuHWxAQ1EGcVKDCq9vMqClUx3mlNLlvs82OxKxfWFdlwI+2mFGoZS/o3IEovrTPTs22yZjwPB+zS9xYWwttqVGkEaWXd9t88ATZfL3EnD4LoaNVUrsUGmMJE7Pu2pXUz7TvYxsbK3NyULpyRVI/U0zCetfn7F4EI8ndeHDojhvnBWU4N07NxUJTev0OC0tThdxuOE+eEmk00vXRhcUo1iuY2Otn2+GiE7GEjFq25H2SfJT3pUVK8/1Eyca8T4sFZMIKtArMkVgpor5ABF854EBHP/uPd5FJh88tL4VM4nXds5FWKcO311Wi1MB+CZ+29uNnZzsy/piXUJTn8fNzHfjJ6faYElpPVejw43ozSvTp15hSuNMgb5q4Fw/TijV4bZsFNYJahKEoj+8fb8O/X+7Kut89Mj7dl99Bv6C+t4UaG49ak2AX2NQidVp+xz2OTC6HeStbG771yFEEe5OzOBkNh+E4cICJVaxbC3ka7/B6nKWC+sXeUBRXWpN3WqzLG8bPznQwsSKdHJ9YXBLnFdKlN5tQOG8eE7NRKaIYOqUMz9ayC8HuQBQ/O9sR5xWEEKFsyfsk+SjvS4vU5vuJkI15nxYLSEIISxE12fpFKx8TCEfxjYYWPBA0yJ1RosELT1dAIaOFAqkq1Cnw3Q2VMKjYr6a33nPht9dc4gxKBMFwFN8/1oZfv9sT87P1U3Lx4vrKtDzeGPL0w+twMLHcaVNFGs0go0GJH2+1YPEwO0F+cbELf3+iLem7U0j6E54q0JvNKJr/lEijSS88z+O0lT2RKGxYl0lMmzeDUwwujEeDwZgb+onS0XQGga5u9vPrM7ME0SNFOgVmlGiYWLJKEvA8j1dPOWN2x36mrhQGdfrlaQAw1bOnC7ovX0a/zS7SaKSr1mLAymr2e+rI3T6cl8DpakKkLtvyPkkuyvvSIdX5fiJkW96nxQKSEMuq2FJEgTCPs7bU/6OJRHl871grrgrqjZvylPjO+kpoqWGS5Fny1fjm2gqmUREAvHG2A2/fz+y6cADgDkTw5YMOHB/mdM6fzSvEF1aUQilPzwUv4ZFETqlETnW1OIMR0Cll+Na6CuwQ1CMEgIa7ffjyAQfcgp4RhDzi7+hA+ym2VId5+zZwdIptVO67gmjzsM3bM/mmgbqwEKUrljMx267d4KOJX5S072V3hefNnImcSenZZG4s6gS/P6etHkSTcErsSHMfmgTXu2sn58TsckwnpcuXQ5mby8Tse/fFeXZ2++RSY8wGl1cbndRvi5DHyLa8T5KP8r40SHm+nwjZlPfpzilJiHytAvPK2cYyx1N8Y5fnebzW6IzZpVCkk+P7G03I09BKb7qYU67D51eUMjEewEvH2/Bee+Y2nm3tC+Gzu214t439b5RzwOeXl+Ij84vT+uaj+5ag2dEkaTU7kss4fKrWiL9ZUgLhAaR323z4zG4rHL3U6JHEsu3ew9zolWs0MY1CSXynH7C7v4x6BWoKpfPdkAxVO3Ywj70tLeg8fyGhn+Frb0fHufNMzJzhpwoeqatiT4p1eSO43RlI6Gf0+ML4h6Z2JlagleNvlqZ3nxK5SoXKDeuZmP3AAWp0PIxCnQIfW8SWnXB6wvjlpS6RRkRIesjGvE+Si/K+NEh9vj9R2ZT3abGAJMyqGrYU0Vlbf0x3+GT6xaUu7LvF1vzVq2T43gYTSg1U/zDdrJmci48uKGJiwQiPbzS0wOHOvAnrrU4/nttthU1wM1qr4PCdDZXYOC1PpJElTu8tdqeBVOsX/sGsAnxzbQU0CnbFwOEO4dO7rXi3zRvnlSQbRUOhmJreFevWQmmgBmejNVwpgnReGB2N/CdnwSDY4W/duTPOs8fHsf8AMHQRS6dD2epVCf0MqTLnqVCZy177JbokwU9Ot6MvwF7nPltrRG4GlCEQlqoK9fbC2XhapNFI26ZpuTG92357rQe3Ov0ijYgQ6cvGvE+Si/K+NKTLfH8isiXv02IBSZhlVQYMrY4SjPA4k6RacUI7r7vwH5fZmrxKOYdvr6vApEJ1SsZAEu9P5hRi8zT2KHyvP4IXDjrQm0ElYZqsHnx+rw09Pva/qUgnx4/rzVhYmRk3HYU7DXIlfPGw1GLAj+vNKNKxF399gSie329Hw53kNCMl6cf59kkEe9j+IhbBrnESX5c3jJuCi+taS2Z8542E4zhYdmxjYh1NZ+Bta0vI+/ORCOz72NIxFWvXQKHVxnlFZuE4LqakxekEXpOeuNeHk/fZ91s1yYDl1TlxXpFeDBYLCubMZmJ2anQ8LI7j8NwytkRklAdeOeVEJJr4EhiEpLtszfskuSjvS0M6zffHK1vyPi0WkITJVcsxv5ItRXRsmLrriXbiXh9+epo9DibjgK+sLsfsMl2cV5F0wHEcnq0rxULB75XDHcI3GxwIhtO/NtzuGy5883ALAmE2sVQXqPDqVgsmF2nivDK9hPr64G1pYWJS32kwpUiDn2yzYLJgwTEcBX5wog2/uNgJPgm1MEl6ETY2Lpg9Gzk1mV8TPlHO2NiJl04py5rcXbF2LeS6If+tPA/b7j0Jee/O8xfgb+9gYqYt2VGC6JFlVexNg/s9QbQk4GSiyxfGTwTXnXkaOT6VYWUIzPX1zOOuixdj8jh5yJSnwp/OLWRid7oC+J9rPXFeQUj2yua8T5KL8r640nG+P17ZkPdpsYAk1KpJ7MrqebsX/cHk7QC/3OrFS8fbILxd92ytMSZZkPSkkHF4YU0FagQ3bK+1+/GDE21JaVyUClGexz+f78Brje0QLkA/Va7Dy/VmGDOofJaw2ZFMqYShukqk0YxesV6JH9ebscQcu+Pp3y9346UTbQhG0n/RioxP391m9Fy9ysQsO7aLNJr0JCxFsMikT9sm7mOl0Olia8Pv3ZeQ2vDCxsa5U6cib9rUCb9vOplRoonpV9Uo+H0bj3880xFzuvFTS43I1yom/N5SUrpyBZQ57HW9jRodx/XB2YWoLmDrMv/yYhdaM7B0JiETkc15nyQX5X1xpet8f7wyPe/TYgFJqFqLAYohv1WhKB9zQZAod7v8+GZDC0KCO60fmV+E+hn5SflMIg6dUoYX11egWM8m5BP3Pfjn850ijWr8gpEoXjrehl9diV15XjclFy9uqIRelVm1D3tvCpod1dRApkyPxRCtUoZvrq3AHzyRH/OzI3f78Hf7M6ssFhm9B4JTBerCQpQuXybSaNKPLxTFxRa2B0i2lSKwbGNLEYV6e9F24u0JvWeguxvtp5uYmKl+84TeMx3JZRyWChZ6J1qSoPGBB0eb2VOzdRY9Vk3KvA0qcpUKFevXMTHHvv2IhkIijUjalHIOn11WiqG3PAMRHq80ttMpRELeR3mfJBPlfXGl83x/PDI979NiAUmoHLUcCwT11Y8noRRRqzuIrx50xDRQ3jYjDx8WHAcimaFYr8SL6yuhU7JfW795twe7rrvEGdQ49AUi+MoBR8xFBwB8eF4hvriiNCN31wh3GuROT68jiXIZh79ZasTfLjVCJvjruer04TO7YptTk8wW8njQevgwEzPVb8noi+JEu9jiRSgyeDEt5x7uMMwmhuoqFM6dy8Qm2ujYceAg+MjgAqZco0HFmjUTes90VSc4ZXrN6Rv34q47EMFrjU4mlqOS4dN1pRnbmFPY6DjocsUsRJFBM41abJ+Zz8QutXjRcCf5ZVkJSQeU90myUd4XT7rP98cjk/M+LRaQhBOWIrrg6IcnkLhdtz2+ML580IFuQTPY5dUGfHKpkb64M1hNoRpfW1MO4b30nza1oylFzbQnoq0vhM/useFKm4+Jyzjgs8tL8b/nF2fs72+voNlRutYv3P5EPr69rgJaBfv31NIXwnO7rHin1RvnlSTTOA4cRMQ/2KCPk8lianyTkQl3e80u0yJHnVmnqkZDWLrKde09uO/cGdd78dEo7IJSMWWrV0Ghz86bMfMrdFAr2AZ0wnrZo/WzMx0x155/s9SIQl3mliHIqa5G/pOzmJhtT2L6amSqjy4sjjkJ+/rZdrh8YZFGRIh0UN4nyUZ5XzyZMt8fq0zN+7RYQBKu1qKHcsjW23AUaEzQjVxvKIoXDjrQ4maPQM8p0+LvVpZBLtzySzLOgko9nltWysSiPPDdY6241emP8yrx3er047ndVlhd7O5zrYLDi+srsXlankgjS75grxu+1jYmlpvGtbMXmw34cb0l5qKgLxjFlw/Ycei2W6SRkVTho1FYd+5iYsbly6ApKRZpROknEuVxxsaWKay1ZOeRbuOyOqiL2FORwt+v0eq+fDmmuVy2NTYeSq2QYUEF2ziz8cHYr0nP2jxouMN+ty8x67F2ck6cV2SOmEbHFy7C29oq0mikT6eU4dlatumlOxDFz852xHkFIdmB8j5JBcr74si0+f5YZGrep8UCknB6lRwLTewXdCJKEYUiPL59uAW3uwJMvKZQjW+tq4BKQb/O2WLjtDx8eB57YyUQ5vH1Qw609Umvlu5Zmwdf2GuL2ZlQqJXjR/VmLMzw47cxzY5UKhiq0rvZ0eQiNX6yzYIpRWzj7XAU+Pu32/CvFzozolYhGV7XxUvw2u1MzLJjh0ijSU83Ovwxx8KXZulNA5lCAZPghmzr4SMIecY+ubXtYU8VGKqrkf/EzAmNL90JSxJcaPEiEB59Y/r+YASvnGpnYjqlDJ+py47TrGWrVkJhGPJnyPOw79sv3oDSQK3FgJXV7O/dkbt9OG9PTh83QtIB5X2SKpT3Uy8T5/tjkYl5n+6ukqQQliK66PDCPYFSRFGexw/fbotpiFRqUOC7GdgMljzeR54qwjrByn63L4IXDjnQl8CyVxO154YLX29ogT/M3jiuylfhtW0WTCnSiDSy1BEeScyZXAOZIv2PbxbpFPjRFvOwjdn+851ufP9YG4JjuDAl6cMqaGxsqK5G4dw5Io0mPQlLEUwqUKE8J3v7PZjrt4CTDV6WR/x+OA4cHNN7BHt74Tx1iomZtmzO+ontErOB6TUTCPMx15MjeeNsBzq97FHyTywpQbE+O35f5Wo1KtatZWKO/fsRDaf38fpk++RSIwwqdqr9aqMTvhBdF5DsRHmfpArl/dTL1Pn+WGRa3qfFApIUSy0GqIYUlo/w4zv+BQA8z+P1sx0xDWHzNHJ8f6MJRVQzLitxHIfPLi/D3HItE7e6gvj24RYEI+J+KUd5Hv9yvhOvNrYjKthgPrdci5frzTAasuOCw32L3WmQSfULtUoZvr6mAh+YVRDzs2P3+vCl/fa0r1dIWD6nE+1NbINPy/ZtWX9DdqyE5QmzfXehprgYxuXLmJh1564xnVByHDwEPjR4uk6mVKJi/bqEjTFd5WnkmFXKXisIb1rFc8HRj3232DIECyp12DQ1N2HjSwfCUkSBrm50NJ0RaTTpoVCnwMcWlTAxpyeMX1zsEmlEhIiL8j5JFcr7qZfJ8/3RyrS8T4sFJCl0ShkWC0qrjLcU0W/e7cHvrrmYmOb9Ou+mPNV4h0gygFLO4RtrKlCVz/4evNPmw8snnaKVgQlGonjpeBv++0p3zM/WTs7B9zaYYMiiZl7CnQa5GXbxIJdx+MSSEjxba4Swbcp77X58ZrctplcFSV/WXbuB6OBipFynoxuyY2TrDcLey5aMG+6ETraxbGcbHXvtdnRfujSq1/I8D/vevUysdOVKqHJpcgvE1sU+be1HRLiSL+ANRfHySScT0yo4fHZZadYtDubUTELeTLacFTU6frxN03Ixp4y9YfW793ok3WOLkGSgvE9SjfJ+amX6fH+0Minv02IBSZqVglJEl1q8MXUKH+fg7V78/HwnE5NzwNfXVmB6SeaXbyGPZ1DL8eKGShRq2Zvvh+/24d9EWMX1BCL46gFHzEkYAPjQ3EJ8aWUZlPLsudgI9vbC72QvujJ1p8G2mfn4zvpK6JRsam3tC+G53VZcGsPxVyJNkWAQ9r1sTfjK9eug0OnivIIMp0mwu6tQK8e0YsrphfPmQm+xMDFhyat4XFevod9qY2Lm+s0JG1u6qxPclOr1R3CjY+SJ2z+f60B7P3sy7GOLS7LmVKCQeSvbKLvz3Hn4BPmdsDiOw3PLSpnrvigPvHLK+dibVoRkEsr7JNUo76dONs33HyeT8j4tFpCkWWLWQy34R3Ly/uhPF5yxefDjk7GTkC+sLMPCStqJQAaVGpT49vpKqBXsTfj/fKcb+2/1pmwcTk8In91jwzttPiYu44Dnlhnx0QXFWbcrQbjLQKZWQ19lifPs9LfIpH9YYkrPlkfzBKP4ygE7DqTw95GM39v3+/DikRb84mInjjX34V53AMFIFG3HjyPUy/4dWnZsj/MuJJ7TVrbZ11KLAbIs+24cDsdxsOzYxsScjafh7+h47Gtte9hTBTqTCQVzqI/GIxW5qphTiMKSGEO90+rFrhvsv/W5ZVpsmZ6XlPGlg7JVq6DQD1kYpUbHo2LKU+HDcwuZ2J2uAP7nWo9IIyLDiZf3SWJQ3iepRnk/dbJtvv84mZL3abGAJI1WKcMSM3tT/8S90dWKu97uw4tHWmNqvX9icQnWTqYj9STWtGINXni6PKYMzCunnDjvSH4X+tudfnxmlxUPBOVmNAoO315XiS3T85M+BilyC48kTp4MmTyzSzBNKlTjtW0WTCtWM/EID/zopBP/cr4TUZFKZJHRudrmw4n7Hvz75W5871grPvH7B9j+izs49i+/YZ6neXIO5BVmkUaZnnr9EbzXzi6oUimCQRXr1kOuGbLbMhqFbffI5V5CHg/aTpxgYmZqbByjrootSdD4wDNsuUJfKBqzWUWt4PC55aVZfXNLodWiYi3b6Ni+bz+ikbGdGs5Gz8wuRHUBe9Pqlxe70OqmEoVSES/vf/TNe/hGgwP/cr4TDXfcuNXpT9tmlWKhvE/EQnk/NbJxvv84mZD3abGAJJWwFNE7bV70PKbZp9UVwAuHHAhE2C/yZ2YX4ANPxjYRJeSRJWYD/rbWyMSiPPDikVbc7Qok7XPP2vrx+b02dPvYCXOhVo4fbTFjsTl7L4iFzY5yp2fHkcRCnQI/3GLGsqrY5m3/faUb3zvaikCYJptSZe2NvZAr7rSiqP0eE/t1wRLs+OUd/Pmvm/HVg3a8cbYD+2/14r12HzwBuoE2nDM2D7MRQK3gMK+cyjg9ojToY3pg2PbsRTQUivMKoKXhMKKBwRzHKRSo2LA+aWNMV3WC+sUOdwi2Yf6t/+uFTrT2sX/ef7mgGOW51CfLVM+WIgp0dqLzzFmRRpM+lPL3a14PiQUiPF5pbBetvxZhDZf3o/zD74nT1n7895Vu/OBEG/52p5Xy/hhR3idiobyfGtk63x9JJuR9xeOfQsj4LTbroVFw8Icf/oN4WIrIg20z84d9fkd/CF8+4EBfgL2Jtm5KLv5qYXGyh0sywNYZ+WjrC+HX7w4e8/KGovjaIQde3WZGiT6xNQf33nThtcb2mFMwVfkqvLihEqVZXuNQeCwxb+pUkUaSehqFDF9bU46fn+vEm1fZY4cn7nvQ0W/HN9dVoEBLqVhqhCeEAGDerePM4z5dPu6aZgMAnJ4wnJ4wztnZvhRFOjkseWpYCh4ehbbkqWDJVyE/i//OmwSlCBZU6KBW0N6VoSzbtsG2a/fA42BPD5wnT6H86dUxzx2usbGxrhbqAtpcITS1WI0inRxd3sEbeo0P+mHJHzwFds3pw+/fczGvm2XUYMcT+SkapbTlTpmCvOnT0Xvz5kDMtmcvjHW1Io4qPcw0arH9iXy8NeT361KLFw13+rB+6uCpaT4Sgb+rC742J/xOJzSlpSicM1uEEWeX4fL+SCjvjx7lfSIWyvupkc3z/ZGMNu9LVfZmLZISGoUMS80GHLs32KvgxL2+YRcL+gIRfOWAAx2CpjKLTDo6AkbG5C8XFsPpCeP4kN+7Tm8YXzvowI/qzdCrJn4sjud5/OvFLvzXO90xP5tbpsXX11YgR53dx+8CPT3wt7O1trNtp4GM4/DxxSWozFXiJ6fZRaXrHX58epcVL66vRFWBOv6bkJTieR5/Pq8ID1wBWF1BWF1BuLtdmPHgAvO8K1OWg5eN/G+8yxtBl9eLS63szYQ8jRyWITcRqvIf/t8inSKjS8cEw9GYsnDCI+IEyJlcg4Inn0TP1asDMevOncMuFrhv3kLf3WYmZhbs/iYPyTgOtRYDdg+pSXza6sGfvF9XNhCO4kdvt2Ho2r9KzuHzK8roGnQIU/0WZrGg4+xZ+NrboTUaR3gVAYCPLijG6eYeBDs6kNPfjdz+bpy71oOCwgAiXR3wO9vh7+gAP6S0U+WmjbRYkGTD5X1hk9PRorzPorxPxER5P/lovj+yjy4oxqkHHnQOySmvn23HIpNO8ovI0h4dyQiranIGFgvkkRAe3O7Egws9KCrKg8ZYAoVOh0A4im80tMTs6phRosELT1dAISxET8gIZByHL64oRZc3jKvOwRqZzT1BvHi0Fd9ZXzmh36lQhMePT7bh8N3Yht1P1+Tg8ytKoZLTjhnhkUS5RgODOTvru9fPyEdZjhLfOdIK75Bat05PGJ/ZbcPX15RjPjVulwSO47BZ0Mzs5n/9Cvcig8eTozI52uetBhcBxnOQtNcfwbttPrwraIauU8oGbiAM3kxQw2hQZMSk5XKrd+CkIQBwABab6Pd+OOYd25jFgp4r76Kv+R5yaiYxz7PtYfsZaMvKUDR/fkrGmI7qBDcNbnT40eUNo0inwC8udcHuZssQ/O/5RTDlURmCocrXPI0b//gzRHzvf39Fo3DsP4ApH/lzcQcmEWGfDz7nw1MBPmc7fE7nw/+1OeFvd+LPunsAQQmCzhHez9fmHOGnJBGGy/veUBS29xcOrK4AHrz//7f2hSjvP0Y0GIS/swuBnm7c6JMh4gsByoe9eCjvk1SjvJ9cNN8fmU4pw7O1RnyjoWUg5g5E8bOzHfi7VeUijuzxaLGAJAwfjT5cWewY3Bnja2+HxtmOD1+3Qd/fA4PfDQC4vnPwdQqDAb3afExR5qNUn48+XQH69IXQlBTjc2tmQ40IqL0GGSuVQoZvrq3Ac7utzEXABYcXrzU6H9aQG8dFuCcQwbeOtOCdVl/Mz/5kTiH+YkFR2l7cJ5rwSGLOlMngsrjZ0YJKPV7ZasbXDjng9AzuLvCGovjqQQc+XVcaM1kl4uOjUbQJbshWrl6J1//3XATCUdh7Q7C6ArD2BgduJjh6g4iM426CNxTF9Q4/rnf4mbhawcGcpxpyQ0GNqnwVynOUkKfRYvppQSmCJ4waye+qEUvZihW4kf+PCLpcAzHrrl2Y9ZlPDzwOe71oPXKUeZ1p8yZwMrpmimdOuRY6pWxg0ZYH0GT1oKZQjf8RlIubUaLBH86ick5CDxsdr2Eab9v37cPkD/9pxud4nucR6uuD39kOn7NtYDFg6MJAyO1O6Gf6nLRYIAadUobpJRpML9Ew8WzP+/Hm+/72DvjbHz4OdLOnrp8F4Fdp0acrAF9QDIfbgq6SEmiNRmiMJdAYjdAUF0OmzO7SrSQ5KO8nF833H6/WYsDKagNO3PcMxI7c7cO6yblYKOHFU5qhkVELefrfvwhoZy4KfB2PLg46wYeHP7JZOsL7hj0e6D0e1MAe87NLbwHgOKgLC6Apef+CosQIbakRmiEXGar8fJockxi5Gjle3FCJz+y2odc/eKR7/y03ygxK/Om8ojG9X7snhK8edMScgJFxwN/WGrF1Rn4ihp0xhDsN8qbRkcTqAjVe22bB1w+14Gbn4MQwwgMvn3LC4Q7iLxcW04KThHSeOwdfaysTs+zYDgBQK2SYXKTG5CK2jFQ4yqPF/fAmwgNXELZH/7c3iNA47iYEwjzudAVwR9CoXSnjUJmnHNiJaMlTwVKgQmWuUnKnm6I8jyabh4nVUimCuGRKJUz1W9D8H/85EGs51IDpf/1XUOgfTixajx5DxD/4PcLJZKjcuDHlY00nKrkMi0w6HL83+Lt44p4Hv3/PxZSJU8o4fH55aVotxqWSqX4Ls1jgb+9A5/nzKFmyRMRRTdzAjVDBqYChjwdOVCSZTKWCtrQUuspK8Dyf0aVq0kmm5/2JzPdHogn6oAn6AFcLbPeuxD6B5vskSSjvJxfN90fnk0uNuNjihSc4WGHg1UYn3viDamiV0vxeo8UCAuDRccFO+N7fIeBvb4dvyA4BX3s7Il7v498oGXgega5uBLq60XvjxrBP4ZRKaIqLB3colDzcpaB9tFuhxAilQbqrdiR5KnJV+Pa6Cnxxnx3BIRfr/3qxC6U5SqydPLrmMne7/PjqQQe6fREmrlFweOHpciw2000vIeFOg9xp1OwIAAq0Cvz9FhN+cKINJ++zN09//W4PWvpC+NLKMmio+ZskWN/ayTzOmVyD/FmzRnyNQsY9nMTnq7FiSDwS5eH0hAZ2Ij68ofCwvMHQ8jyjFYryuN8TxP2eIIDB3yUZB1TkKN8vaaCG+f3SBuZ8lWi/V3e6AkyDOeDhThsSn7m+Hs3/9d9A9OHEIuLzwXGoAVX/awcAwL6HbWxcsnQJNCXFKR9nuqm1GJibBsLa4gDwZ08VUi+ZEeRNm4bcqVPhvj14k8C2e6/kFwuikQgCnZ3wtQ13KqAN/vYOREOhx79RAvBaHTrVBXDrCwf+98QMC7YvnwpNqfHhjVFaIEgb6ZD3ab5PshXl/eSh+f7oFOoU+NiiErx8avC0oNMTxi8uduETS0pEHFl8tFiQBfhoFIHu7rgXBf72DgR7eh7/RgkUkiuhjCTuYpwPheBrbY3Z/TmUQq8T7FYoef/x+xcZxcWQqag+XSaaadTi71aV4TtHWpk6oz96uw3FOgXmlutGfP15ez++c6QFPsFFfYFWju+sr8S0Yk2cV2avQHc3Ap1sFV7aaTBIo5DhhafL8f8udOJXV9jv35P3Pejw2PGtdRUo1FGaFpO3pRUdZ88xMcuOHeO+gSOXcajIVaEiV4Vay2A8yvPo7A8P3EwYWh956A6U0YrygN0dgt0dQuOQ0j8cgFKDUlAb+eH/EtH4fSSND9iFMVOuEmaqCTsibakRxtpatJ86NRCz7dwFy47t6GtuZprMAoBpCzU2Ho3FJj3kHOKWDJlSpMYzswtTO6g0ZKrfgvdeeXXgcUdTE/wdnaIuWEWCwfdLBDmHPRUQ6OwEHx37d+p4qPLzoS0thabUCG1p6fv/M0Lz/v+v0OvxxX12XBlSw/4SBywptmBaAV1XZoqU5f1oFD1tHQg396Cjvwc3vT3I7e9BjrcHhf6H/1fVn9gSWY/DK1XgQsHHP3G070fzfTJOlPeTg+b7Y7NpWi4O33Uzef937/Xg6ck5kryfRHch0hzP8wj39z+8MH50PPDRgkDH+0cHO8d3XHC8OIUCmpLih0n5/RV/jbEEe9qVeNulhltfiKBKC0U4CIPXhRxvD3L6u5HrdWFVvh95PtfAjodEHvUN93vh6b8Pz/37cZ+jKihg6yeWlAzZrVACdWEhHX9MU8urc/CJJWH87EzHQCwcBb51uAWvbDXDkj/8ToJ9t3rx6iknc0wRACz5Kry4vhJlOVRfczi9wmZHWi30JpNIo5EmGcfhrxaWoCJXhddOOZkL2Judfnx6lxXf2VCJSbTLRTTWXbuYRpQKvR7la55O+OfIOA5GgxJGgxKLhtSu5HkePb7IkJIGgYGdiS5/ZIR3HB4PoM0TQpsnhLN2tn9AsU4xsHAwtMliniYxiwhNVnaxYCmdKhgVy/ZtzGKB58ED9Fy5grbjJ5jnqYuLUbx4UaqHl5YMajnmlOtwqSV2Z6FCBnxhRRkUVIbgsSrWPI2bP3t9oBQWH43CceAAJv/Zh5P2meH+fkF5oHb42h82D/Y5nanb/CSTQVNU9P5CQBm07y8IDCwMGI2Qax4/8X9uWSk+8fsHA2Vqojzw8kknfrLdQr+DGW5Meb8ngNb2XkS7OwfmzTlDFgNy+ntg8Lkgj479umC84s33te/v8NcYjXj2UAesHZ6B+f6aggCWGPyDmxZpvk9ShPJ+ctB8f2w4jkurvE+LBRIXCQYHTgT4298/CSB4nKramY+oCwsHjv0NXhSUQPN+XUF1QcGwCXaBzYPfHRrsAh5WqODKNcKVawQAfKbOiLVDar7zPI+wxxPz380shHR0gI8k7sIo2NODYE9PzG69RziFApri4sHdCo8uLB5dKJUaodDr6diwRP3hrAK09YXw+/dcAzFP8GFz2Ve3Wphd3DzP4xeXuvAfl7tj3mdOmRbfWFuBHDU174nHLTySOGUKNTuKY/O0PJQZlPj2kRb0D9lN1t4fxmd32/DCmnIsrKRj1akWCQTg2LefiVVu2giFVpuyMXAch0KdAoU6BZ6qYE9Auf2R9xcOHjZZfLQFz4KTAAAVl0lEQVSI0Nk/vs0Bnd4wOr1hXBRMpPI0cuYEQlW+GpZ8FQq18lHnura+EJp72N2FdbRYMCpF85+CrrISXodjIHbv12+i5913meeZNm2EjL5jR63Ooh/2psGH5hahppAWaEfj0eKpfe++gZht7z7U/OmHxnWjjed5hNzuhwsBbYJTAe0PFwZCfX2J/E+Ii1MoHs5vhpwK0BiN0JaVDdRRlykmPo025anw4bmF+NeLXQOxu90B/PZaDz5Iu1yzxnDzfWVHByra21HY3oEZIsz3A/o88PlFUJaUIKfUiCJTOQor318UG2G+/8hA3h8y35+7xYwpZew1FM33SapQ3k88mu+PXTrl/YQsFjQ3N+P5559HTU3NQOyll15K+mvTHR+JINDdI1gAEJQHcrlSOiaFXjdkhX3oirvx4ePionEf3XuqQg+DSjbs0cqPzC9CvaA5LMdxUObkQJmTg5zJNTGvAd7/M+zpSVmJJT4cfljntK0t7nPkWm1MLUVNScnA5EJjNEJOxx+Thud5REMhRAMBRIJBRANBRIKBh48DQfyRPIBQoA23W/ugiAShiISgiITxb1ei2FithYLjAYUSJ1uCuO6KYpZCibBchbBcibBChSdNefjwpDKg1QavSg2ZWgW5Wg25SgVOqaQLx/fF1i+kI4kjeapCh1fqzXjhkANOz+DNXm8oihcOOiTXQDsb8n7r0aMxN6Ys27eJNJpYuRo5nizT4knBxLs/GIFtyOKB9f3/tfWFMPbqyECvP4IrbT7myCwA6FWywUWEvIenEKoKVCjRK2IadJ8WnCrIVcsw0yi947ZSxMlksOzYjhv/8I8DsY6mJsGTOJi2bE7xyNJbrcWAnzZ1MLGaAhX+ZI60JmpSZ66vZxYL/E4nOi9cQMmi2FMufDSKQFf3w5MAj04FDO0d0N7ONOxOJrlG8/7N/9LBxYCBUwGlUBelbmfxM7MLcexe3/s16B/65cUurKgyoDxXOvOFbMj7ySDF+X5AqUGfrhB9+ny4///27i1Gjiuv4/ivunou7die9sSOnfUmDm3tJiGgrBIb0CaLUDRmX+DNY4N4t4WEVrsP2LKQFiEejCNW4iWRxoTd1QoJlPEDBF7QOGiFVpsF1iaQmwnMeH0J60vG047tzPStDg/V1V090z3X/1R3u74fqdTdVdXVNWd+3adOnbpsGdW9R3bo3pYd9cdR3d8yopq/6MzpBemRaxntuzeoJz+t6MmRokm9T3sf67FSez8olxWUw+e1UklBuazCvXn9yvs3lK1V5Dmnqj+gka3DemnHHl2/EbXph+UPDSozOBQ+Dg3Jp73fEe399emXen/DnQXFYlEvvviiLl++rHw+L0k6e/asDh06pKmpqU17b69zzqly715Yqd2MVWb11/O3b4fXzTTsJV9JeLrgrtazARK8KdCA7+mlfVv1T//Ter3E335mRL/3/PoaZ57vhz3/O3dKzz7bdp6kb+ZUm5/X/StXdP/KlY7zDObzbY9WiDpphkZ3PBS9si0Veb2iDiv0qCJvVuiN6aVSy/hoI6BWKikolRVUms/DjYLYMsvhe+KXDWnn6fqw2NV3ms+/UB/a+ekPOkzwPPlDQ8oMhhsUmaGh2AbHUJuNj/pj/D2Dg/KHl9lQiW2wZAYHe3ZjZfGRBiMpudlR4AJVg1o4uKoq0fP66/bTqqq68PnhA2X93YezunG/JE+B5NUkL9Dr/1XT+Z8PauwX9uq3nnq5q39jGup959ySGxs/euDFvji19pFBX8/syumZXa2dCAvVQNfbdCJ88ll5yWXWVuNBOdCHtxb04a3WnXtDWU9PjkQ3VhzSvvyg/uVya6fLrz6xVX6PnWrby/b+5iF9/FffVVAqtZ2+88CLyu3enfBa2XDOqRJUW4ZqUFM5qMTGhb+TlaCqcq3S8roSVFVuvK91OZXaotdBTZXYcrfvKalcqyq8QFdGpS1D+uaPsvIzvrKer2zG10AmK9/LKJvJKpsJx0XTsl6bcZmsshuc3/d8DcTm9zO+fK83L4mx/ekva9v+gu5NzzTG/ezNSZVm74Tb29G9A27cDI8OTuiyqAPbtoU7/x8L7xOQ27On5SyBge3be2b7acD39K2Xduub/3it0aFbqjn9xY9v6c++vrcn1jMN9f569Hp7f3DnLpW3j+qzLaO6PTii6/6Ipt1WXSll+6rep73f23q1vd9OuxbUxz9e40Jo7zektb2/Uf1Q70uS59w6vmUxx48f1507dzQ5Odm6YM/T1NSUxsbGNuW9K3nuueckSR988MG6l7GcWqlUPy3uVqNHe+FW/L4BtxM7OiYyNDraqIBaOgHqnQOD+XzXr7/30a35li/Fy09t1R/9xuNd32lQuf+gfqpj+6MVkmzgSOFG0dCjj7a5nmLz9cC2bWv6IXHO1XvZF1XUUeUbVdilUmul3DK+vOh99Qq9HKvIWzYC7G5qhfZaNzqGGhsq0YbGkg2VRRsffrTx0nbjZum8q/kNWfj0U/3w6O+2jHv5+9/V1ieeWNff6Jxr7ExfvNO9EtvRXq3vZKq6WmOH05Kd9EFNFdd+WuuyWnfiV2LLrrY8j3Zaha8Dt7k3TtzqPaE3xr6h3ED3fsvTUO8XP/pIP/mDb7SMe+FP/0SPffWrG152tzn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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tb_sites = get_tb_sites('GCG')\n", "vis = Visualization(tb_sites, tb_model_name='ELM')\n", "\n", "num_rows, num_cols = 3, 3\n", "fig, axes = plt.subplots(num_rows, num_cols, figsize=(3.4*num_cols, 3.4*num_rows) )\n", "for i, ax in enumerate(axes.flatten()[:num_rows*num_cols]):\n", " vis.plot_eigs(i, ax=ax, fig=fig)" ] }, { "cell_type": "markdown", "id": "daa50922-92f6-4031-84a4-afe8c3348dc4", "metadata": {}, "source": [ "## Fourier Analysis" ] }, { "cell_type": "code", "execution_count": 17, "id": "69c097e8-e20a-4e45-8182-118670e277ef", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tb_sites = get_tb_sites('GA')\n", "vis = Visualization(tb_sites, particles=['electron', 'hole'], tb_model_name = 'WM')\n", "tb_site = '(0, 1)'\n", "fig, ax = vis.plot_fourier( vis.init_states[0], tb_site, 'period')" ] }, { "cell_type": "code", "execution_count": 16, "id": "17d8dd3e-77a1-4a5f-b08a-9534a380c4d2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tb_sites = get_tb_sites('GA')\n", "vis = Visualization(tb_sites, particles=['electron', 'hole'], tb_model_name = 'WM', t_end=15, t_unit='fs')\n", "tb_site = '(0, 1)'\n", "fig, ax = vis.plot_pop_fourier(vis.init_states[0], tb_site, vis.times, vis.t_unit)" ] }, { "cell_type": "code", "execution_count": 23, "id": "5884318a-c107-432e-881a-7fcd33622236", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tb_sites = get_tb_sites('GA', tb_model_name='WM')\n", "vis = Visualization(tb_sites, tb_model_name = 'WM')\n", "J_list, J_unit = np.linspace(0,10,100), 'meV'\n", "\n", "vis.plot_average_pop(J_list, J_unit=J_unit)" ] }, { "cell_type": "markdown", "id": "c140978d-265b-40c8-8fc5-d3602789c4ef", "metadata": {}, "source": [ "## Visualization of Populations and Coherences" ] }, { "cell_type": "code", "execution_count": 25, "id": "89a1c683-703a-4460-9ad8-d74388736d9c", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tb_sites = get_tb_sites('GCG')\n", "vis = Visualization(tb_sites, source=\"Hawke2010\", t_end=2)\n", "fig, ax = vis.plot_heatmap()" ] }, { "cell_type": "code", "execution_count": 26, "id": "b5659332-44eb-43ba-9605-7ed8909443cd", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tb_sites = get_tb_sites('GCG')\n", "vis = Visualization(tb_sites, source=\"Hawke2010\", t_end=2)\n", "fig, ax = vis.plot_pops()" ] }, { "cell_type": "code", "execution_count": 27, "id": "04449507-450c-44d0-bbd1-c89d8d5d15ac", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tb_sites = get_tb_sites('GCG')\n", "vis = Visualization(tb_sites, source=\"Hawke2010\", t_end=2)\n", "fig, ax = vis.plot_coh()" ] }, { "cell_type": "code", "execution_count": null, "id": "f729820d-e307-4c8c-9b90-d7c94b0c2235", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 5 }