{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/seap-udea/multimin/blob/master/examples/multimin_truncated_tutorial.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

\n", "\n", "# Truncated multivariate normals: a tutorial\n", "\n", "This notebook shows how to use **Composed Multivariate Normal** distributions (MoGs) when variables have **finite support** (e.g. $[0,1]$)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Theoretical background\n", "\n", "In real problems the domain of the variables is not infinite but bounded into a semi-finite region. \n", "\n", "If we start from the unbounded multivariate normal distribution:\n", "\n", "$$\n", "\\mathcal{N}_k(\\tilde U; \\tilde \\mu, \\Sigma) = \\frac{1}{\\sqrt{(2\\pi)^{k}\\det \\Sigma}} \\exp\\left[ -\\frac{1}{2}(\\tilde U - \\tilde \\mu)^{\\rm T}\\Sigma^{-1}(\\tilde U - \\tilde \\mu) \\right]\n", "$$\n", "\n", "Let $T\\subset\\{l,\\dots,m\\}$, where $l\\leq k$ and $m\\leq k$ be the set of indices of the truncated variables, and let $a_i\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
wmu_1sigma_1
component
10.50.20.01
20.50.80.03
\n", "" ], "text/plain": [ " w mu_1 sigma_1\n", "component \n", "1 0.5 0.2 0.01\n", "2 0.5 0.8 0.03" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "MoG_1d.tabulate()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The function is:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:18:12.822614Z", "iopub.status.busy": "2026-02-15T18:18:12.822518Z", "iopub.status.idle": "2026-02-15T18:18:12.837618Z", "shell.execute_reply": "2026-02-15T18:18:12.837108Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "import numpy as np\n", "from multimin import Util\n", "\n", "def mog(X):\n", "\n", " a = 0.0\n", " b = 1.0\n", "\n", " mu1_1 = 0.2\n", " sigma1_1 = 0.01\n", " n1 = Util.tnmd(X, mu1_1, sigma1_1, a, b)\n", "\n", " mu2_1 = 0.8\n", " sigma2_1 = 0.03\n", " n2 = Util.tnmd(X, mu2_1, sigma2_1, a, b)\n", "\n", " w1 = 0.5\n", " w2 = 0.5\n", "\n", " return (\n", " w1*n1\n", " + w2*n2\n", " )\n" ] } ], "source": [ "function, cmmd = MoG_1d.get_function()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sample and plot: all points lie in $[0, 1]$." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:18:12.838993Z", "iopub.status.busy": "2026-02-15T18:18:12.838791Z", "iopub.status.idle": "2026-02-15T18:18:13.768478Z", "shell.execute_reply": "2026-02-15T18:18:13.767875Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MixtureOfGaussians.rvs executed in 0.7458367347717285 seconds\n" ] }, { "data": { "image/png": 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Auq8T89OluatPf7+4PEf6BwaloqFLFpTn6vsouXX7mmVGcaZsqmrTNGpGSqIsmZgpx0/O1wef/f/26Sqpae2RtGQWY5waxrg4kXcuK5cHbvmRbHv877q/6SecJ8tOPEkmFWWr0jnQ0i2dvQPyow+eI/91+5Py2HPrJHXyErlv5Ra55C2TpSojQ966sFQVGfvnj2Pm+DCyFU1dcn5ptjy3o14WtPVIUVaKLCjL0c9bu/pkR227dPcPSHycyKYDrVLb1qO/x+hizE6dXii76tr1e0huerJ+xv7MQKEo/uexbfLKvmb9DsaP93PTkvS68RtTdLxGuwf8zu9zPwfG734dirjrw2977nve4+Bc+fNu7++r9wevV1rS6zpGrjOOFtews7df5o3PCW/Heyze/3v3u6GyRaYUZOiasvtnn2O0bn52l97nDfubdX+2drk25XlpsmJng1S3dEl6cqJ8/MxpQ/ZpBs62t6aiSbfFWmK7rCPWsR2b3WM7BtYUx9fa2atGlN/evbZS6tt7dN+sWdZ5SmLCQWuAY1cJBMLHwzGfPqNQPnHWDN0mDqh7/fUevbQveI+cz+yVz1fvbZKmjt7XnICxLKcfN/T/ff0idY0iNQ0iCQlvnprfT3/6U7nssssipidNJk+erOEtgJVon3kLnj09Pfpn0tbWJmNVTPmw6CcWZPgqGD/l4yoKxFUarvLl33wXJYaxa+zsk4GQgXtmW516zZcuGi89/QNS09YjZ8wqkvPnjZP05ISwweHBnlWaJekpCZpGyklPlrTEBN3uU2u2yO2336b7ysrKkh9/56vyWEW/dPT0yxVLyoYojL9+4XJ5R/1eeb4hWRKLJsuzq9bJqaedrgqBfcwpzZJJzjXAaG080CI3PdgoB5q7dZunzSiSZ7bXq2LITktSxbJyV6NGonPLsuWc2SX6exQWCmR3fYcq3+nFmaqUTBHub+qSioYOqe/oVccDxbxoQm7YGXGvN8f2s8e3q3F8z4mT1DuPJJGMXCQHJpKxHMk27X2Oj+vB/fVu37uPBzdUHXQcfkYHpwal2YwyH4HTFUnca+g6HH7XJGh096nhufa0qQcdt67XGYVy6oyiIWvdjh8DhXDcrBF3/6znLVWtUtfWreuBSN+ifXOMbF9sl/0/saVWHlh/QDZXt+lv23sG9LpcfcJreso9Rs6PY5xWmKHH9MKuellb0SwLy3MlMyVR17l7HZ/eWiu3vrhXMyNeR8s9dr97z/WcW5oV1hnedcR7yyflaeTHczLmJS5OnQNpaBapaRTp6hYpzheZN10kJfnNYfy++93vyo4dO+Txxx+XN0puuukmufHGG+VoEnfxepWRn4J0FQfiKhFvCs9VEniRGk3NLVHDZErppT1NQc+6MEO++pa58t/3b3otmpiYJ/sau6SurUdau/qluy8gF84fJ/ubOuXhTbWSPucMBd384Ac/kPjMQllbsUUaO3qlvadf/vuKBbqN21fuVaV01vkXyYaf/UzqOgelLW+8NOzbIc3zxqnibursk9NmpOvxcg6dPf1B77ylW5IS4qSrL3i8GGu+j6LBIJKKxZhfsbhMI0IM37zxwVqx67EjKBk750c2VauCw/N+34mTD1Iwdt1QvBg+9qUPYBSJZOReT/Tkt03upUU671w2QZWmKs+0pCH7HS6acrdj2+d7KHgzlGx7NMbPu0/7rTfC9B4LBopIqa27T3/vrmXuI/fdL53sRnc4S/FxceokufvnXBIT4uU8UudxcbK7vl2jfZyeyQUZup44btu2Rf6sudKcVHWe1u1rCSrhCML+cKjuXndAatq6ZXpRpmSnJklGcoIabdYdx2HHheF7NmSk7Tlx7xPnZevcvfcI6xdH9tTQ8+KnM64/d2bYOXL3O2Zlf43IvmqRmZNFCkdevz8ixo9U55133imPPfaYpKcfDN6gcPnoo4+G/79nzx6t0xHZRfvMKzfccIN87nOfC/+/srJS5s6dK2NNIkVv0dKc9hsURV56klQ0dmqNzBQDgrKw35vCsd+RPtm9vV4fvM+cG6yjWEqUbVjkwyvKvjAzRffFA8xjOq0oQ8py06SqpUvW7W2QgeQMSSmdIVPf+gG57F3/oTl6IqPHNtdo5Pazx7bpMZBGQ7ElxsfJRZdeIX/6253StXuNrKrZIv3ZZTKxMFP3xYNq5/DYllo5d3axeuGr9jRqWvP2VRVy/Tkz9DsoJyJWFNKiUCoUhUYaF4OHwpxdmh1+4LkGCKlTjmljZYukJMRLWU5aVOXOdSXic+uO0b7rvo4mwvOKG9m59xfhfQwWStl936vovGvJexyRthPtXIY7ZjOmKG43beqNYLzHQqahuqVbI3BL0XrvZ6Trg3HBuUqIi5Mt1W0yJ3Tf3ecFI0akNHtcltz6YrdGtUsm5um6sxSiRfX8js9nlWRpmnVmSZYcPyVYI48UifNvMgkHmrskJz1J3n3CRK1Dci1wIOxZs3tBxIfw6nV+LdNw5qwirSfynLvG2b03RJA/emSrliJEpg6JYM3wj7Rs8qaWkoLg694DIlW1IiWFQSN4mNvbRm38fvKTn8jtt9+uhi83198qX3jhhfKJT3xCtmzZorW9X/7yl4oSHe4zr6SkpOifSWsr6MOxJ26aZ2phxkGpGj+l43q5m6va9I+6hEV2LHRTEryaInTrCCgCFAoGBsNi+3IfZIwD3jO/wWgBhiHmyctIVmVwoKlLesi7D/QryGXy8rPVM+Y4Ll9Spg/rk01d8syOelU4pIue3l4nGytbpbIvTfIWnCktu16Rrv2bZH9NvXqxbJ9zaWjv0Qd/ycRcjUDMgK+raNb3LSqwB5uUUlZaknz7vo2yvaZdCjKT1TFwH3iuzfce2Kx1kPeeMFGuO3O6lOWnS1leur5GUmiIRkJRUp3e70ZSMNH2EWl9cA4YPu823XSiW4v0Kjr3e7YWbNu8h4InzW3gD+9xRnK+Ip0Dn6HwWWNkGSxqQTgur0Ek8jangvVKmtqMAo7TrvoONWQT89IOSom61wfjwvNDShSHx5w4v+eF9UzqE8PH98hK9A0M6vHiXHE8GNKHXq2WU6YXSHpKojpWtg6jGRO2xzlgrElzcqx2rZ/fUa/r0hy8M2YV65/fNbRMAxmUzU4t3BsN892/rNyradnS3LTwtv3WyuupK78pJDlJZMK44F97p0h1vcieSpGcLJFZk/89xm///v3y+c9/XqZOnSpnnXWWvodxWrlypXzjG9+Q8ePHy0c/+lGtCd18881y+eWXay1v/vz58sc//lG/H+2zo1XcwvrUokytvw1XY3GVGQaTqMdVaKYMSF3aQ6q1oEBAt4+S40G2tGg0Ze3uiwcRw4GFGp+TKtv37JOefRtloKdD8ifPl+SMLE35GFKQh7csL02VAHVCjBgKZUtVm8wrzZaB3h5Z0VQmgz2dUrPiTjntqo/J9rpO2dvQIS/tadRaxWkzCjVK4zw45o+cPnXI+brH+K9XKuXl0PFlpCRodOqCK7g2K3c3quLbUhOsEXMtUMQo6q/etUFTYNGu/euV0QCX3HOLBBCJZuzs1e97iFv7ZL1Eqk+6QB8zOBih57bXKcoXIIdby7M1TfqR9DoZBRwhhPXHOnSP4w/P75b69l5ZtbtRjp9aoEaJCBBl/sx2DGecXDx/nBpHoiq2S2SJUWFfrG2eGZCZnA9ZEDe9ytpNTYzXY8SQ4ey4x8z54MydNK1A19Zvn96pKfSF5cFtcH1AFOuzRvp+VYXkpSXpubBuKA+4qXXWK7U2zt01RJQU7n3lgD5H7N+bAo6UaWDdP7+9TtesRX+cPyl7nrGCzBRZPCFXnVMiP87Lu+1DyTq86WTlev/38Zgxgv8u40d7QaS2wG9/+9tD/n/ppZfqn59E++xoFCuse9Od0Wos0WooPGwoAHvoVDl09sqqXQ2yrbZdIx57EEn1gIrjYfWrGbgpJR4+PNDc9CQFxbxlQanc/su7pLOuTuKziiR10ekacTV39snexk6tk+BJz8jLlNklQcg53jWCYunpH5TzF06UTXuqpbl/orTv3yhSt1MWlc+W46fka1Q6pTBd0XFEBqSkqDGiDFAqKI+Doo6AaEoVQ3v54rJwetLOCUUFUpVz4Jjca4kCQ5FYuu1wintdR+uB+6UovcYzkrHzit++XRCK33f5/KePheDyJ0xUB8aM2ws7GzQaIbWNgXCPCUcOJU9djfNHadM6c90Z0/S+uKCO4uxUNS44Vtx70q84g5259HAm6z0xJCbPCulAokmOOy0pQdca++d7rFFX+bNvnDy23drdp+djETzrnrXV6kS+/D85MV6js1njshQ5zHrZ2xAEXNy2cq/cva5SCjKS5eNnTtfSAWuVP+rhrFfWNsfX2Teg65VjMYAWx6iI4ri4EWca+B5Gf1tNu+yp79ToT8uOgTjJz0gOp8Pfd9LkISUU79ob07U+ZOEsOVIyphhexrL4waaHU46RFjXGbPWeJvUALbJD0WyqapWmziDk2SDS9e3B+hcpFArjZmTeuXyCPnimaFEEj22qUeWRkZIkF8wrkYSaTVKzb7c2sxcUFUtaSrL0DgTUwFDA5xVFQ2tEW3e/1nGSEuI19XnytAJVbni0V584SX76h5ckZfISeak2IAty8exbFXzT3TcoXX2DqkB6BwY10thZF6wj4Wh998qFevxEmdQT8er7BwNhOD3XxY12UNiAdaj3UPd06ydunXO0SmI4JKYXsPB6PHC/9eFn7IZrIbBjQfwikCFAn/0tQaBPCOhhRsiyDm4U5d4PnBUcHe5nTlqSrgEMjQvmYI0QNYG2JVWJkTs7tA3W6vzxwffccyD9uWLHoGYHMHygjkEhA44iyuR6s6Z5Fnjd3dCh/agci4vkteeAtcWaxPjxZwjjO17eL5VNXdLdN6DPBJ/RWkOktWxinp470R5RV2JCnGyraVPDBqiG/9c19OiaJeWvrQ7lQSPudXTdNLDX6eS68jnPy6LyYE2b7/EZzqtFnN51EF57pJ1DpZQxH/mlvVbmeqMlZvz+DTLS9ESktJRB00khEYEhKKrjDPKcmhiGSDd0pKhi4n0M36v7mzVaMzSjKTMUwWBAJCkxQWtrPIB//e43lJ4pddIiyV2wTCYUZEhH74D2YPUPBPRBXT4lX255bre0dwdbCFBk/NYiA1KnD7QmSN6MZdLV3S0DgYD0d7VIed4EGRgc1GMBZn7u3BLt4Wvp6pfyvHRJSOjWdoiwhJQy6Sy8XxSnIfdcY2HRMEoDY+SiIv163UYifkhJq8ewHyICPH4vWOVIrg9rIfDWP23NELFY/chF/1qkqtmCUPO3exwu3N+9dqxBHC3EshpEftTPcDrc48Oxop7lbR/AYXtkU42mMhEzGqRbicQwOABKMKgqcbCotKvT1bi/RQ0YTiBriHSm1QitJm7nhoHGQPEcWB1Zo8vHtskLuxs1suL62DPB80PE514LPuM4J+SlK8KYZ293XYf0DQ5qrZDfsA4eerVKgTgGbrGULUa6KnQe7r3CYLKueE5AZrt9iNafybl466Du9eU6uZmgMS1tHcH6Xtdr90PlhKATfDglZvzexOIqdVex0c+D4iB9ZD1rPBCfPnem3L1mv7x6oFW92XX7MTJpsmxynswel60eOe/R6I6iQ4GbAsSYYl8wSNlpiZLc1y6Pba1XkEt6dp4kpGBMs6VvMKC1EOo21nDMQz1nXJamatgI6dN71lfJzJJMqW/rkbX7miU1M1uat78kAYmTvUkL5f71VdrTl5maqP1VKIh9TZ2SkZyoMPVz5pSoQrHIzW0QRryQfxf5Fu6nDDXBDwf/Hgm4w4uUNKTtObOLI0Lz3yiJhA71vrprBsXp9kNCggD4yNKc/A0X3brvc2/y0pP11W2x4Zp7jwOjCJEB682NxDl++jZX72lUwwHohbXMdSbdShbhI/OCQC2OHTRkTUuPRllA/916uAvkMQNKvYzlous6ENBMgbseWCekdCcXpms6n+Pjy0RRbn3UevN4D+PDmseZTIgXfSauOXWKtuFQH8SRW7WnSXr6Bl5rvQkE9Ps8d16HzUgaWF+AePzWkIsZMOPtXl+eXa6fXx1wzMmW3SITS0Wygvf1jZSY8fs3i1/qykXG+TFMNFe2qBfteom2HQrmj2+uleLsFOnpG5RNXX0anZw/N9hjl5wQH258N0YUvGLQnfPKsmV/Y6emU//v/hWSNus0SWqpkaIZi1QRYfhoQ0A+EqrHhZlrMlPU68cLZ1sYPUAtBRkpMnd8tpRmp8idD78qncULpK2nXwb6enWbkwrSZGpBpswcl6URJECVp7fVqSdPtICgmK0fC6VGLZOo0K+nysQUMsCFv7y4V50E0rzeBmxvCs+UdyR2Fr8U6nAKZ6Q1mZF+LxI61K8B2l4tKiDyA2jC/adu5SqYSJkGvxqkW9Nzj5v9YBzsuphRZC3geHGtLfozVphlk/KkobNX7llXqSnFT5w1XY2aZTjIJHCufg30ftfejOqKHQ3S1NWra5A6nUWodi52Dq4Bml8WOCiCd2vs5ghZetJo0h7eWBM2jilJezXtbvupbKZ3tlsm5KUNyUbYteVaeWuy3vYosiikjd0+RdfpQLw9jGNS4uNfa3V4gyVm/I6ARPOovek0DN9vQkg0xBSMW5/hAfIi90yBE7UhfX14osVaO/FSJhEBojSo41Dcx9PVaGBwUL15Huxf/eJ30glJdWudXPufn5G83ODD/nwIoacov4YOVZ6W3txS3aqpoANNnZKVmigdvf0yMT9NLl5Qqumtyee9X7ZXt4okJkv1gf0i6cWyt75LLl0YrFkWZ6Vo5Ec0RUsD0QJ9f4jStIXQfni5fGbIPb/mYPdciUzr2mpUAWNwD/puyABwPmzb+7lbv7J7MZoU6kjRn37MJyPtB/SKXzO0HS/1LGpnRFBuas91sNx1Ga0GyX5csAzRm7f3lO9y/9SZCWUcLAVL4z77+96DmzUSbeluUeMMipnn4DfP7FKnBRCNbZN9KrDKifhcwgczqpMK0yW+UeTEqfnhVh8MBE6T+0wZMCaS48H2ANu4BsoMsV0X1ibb5v23LS0Pf06Kll5YosDUpAQ5YUp+uF6JYxaJTchLbsEaxwDjQFjt0D3eSOQHY05ys0SaWkXyhh908HolZvyOgERSfsFeqRblIAzn6wMBNXwYIKPpcn8XESwTF6dRF1BoanZLJ+drk7j3QebhMOOpBjDErclDilLBDqQ075WqTat01Mppl/+HvO2kmeHjJeW6p6FTXtrbKL19g5KSFC+FmalKWUb9hdpfRmqCIjHhG0TBYrDwxDMKSiWuqkkGezpkf3WXlEwbp+wwf1u9LwiIyEyRA80tsmZfk9YUediJNOn7w9BhxDh+0qmgPrV1pDAjqiHA8IP+7OodVFQfUYbXQ7ZWCFNYftFkGLjQCRr2NWfCqzD9HJ2RApwipbdG0g/oip9T5YqXNcTEdbDcNG+0GqT2qjlgGTcidsWuMduj1nbP+gPqRP3onYt1G4OalszWzIT1r+KsUFfk1btPHD1AT49vrlESB5fwwQydez9dYIjrOHozLZHSjra9SNGwGR+MGmvWAGVfuXO97G/skvL8ND0ua4An6xKNTWg41K7XUXIN8JiO/uqbggwv9PoBAjCJ1fzGpkRSfq6yoyDOwsYYfdJRrqaU3cZlhAK9oeWou/A7Uns8yLQCAPP382TdB1n76spy1PME4Ub6k2L9v7Zv1u8weyx7wdm6HcSa50m5GhMLKU0YMfj9szvqJS05Qc6YWSwXzi9VhfTiroZws3F5YbbsS0+S2qr9MpiUKgXJvVI1GEQK1rb2KFqwsbNXGvf2KqITj53tw+kJmwZcpRurWjU6RLlYk3I0MfQeUam2PsTFKfqP99wUpwuK8WtuDtdXQuThJt7v+Tk6IwWweFtihltH0fhFI7G5RNuOayyIyOzzaDVTP7AMNHlEUpEEhwj0Js6IGp7QbzAG3GOiJI6J1DbtNhfMGzfkGBTEMq9E6cXo+bSID/H2tHIc5gjQ6uDHoOMSR/vdJ78eSpxFnE1e7TpQ23xgQ1WQHjAEBuIcCrNS5Iol5bq27LoYkhPDbgCxSOLX9uTqDruGGF56Gcd09Lcw1upwVEkk5ecqO1OqXq+eRc7Du7aiSW5bmaAPDN8lzQh7PXUbanQ0hoO0JG1H1EjE402hucpyCGtGKBrE485LS5S/r67V4aLJbZVyzXmLwmhBUHEAaUhJ0lyenpSgaE+MF78FIWceNA8koAUD5JhSLe2ukO/f8UMdOpqT3yKzzni3NqUT5eH90zhMpAgwAxRbVmqSRn60P9APRnTAfjl/UqkctwGAvAhHU9akMwE0ML3CBKXz9LZa+eea/Ro5uCnMaGk+FAxeO0oPgwzIwf1eJEdnpPW8aIbSm36NlFHwq1FG24eLPCS9h4PD9XQ/s324hhKHTY2eEzGRjiQqc5Gd3kgUZiAcNiMxJhqD55MIkjYGOzfWMusTY+ilbsOAUluGYMHqi16KP9uOOQIuKMbSpKynyQUAtYIGyQ8ha9t3a3+8j7EG2ILBYds4eazb1KT4MOKVc3VBQO615/qRCtbrGAJR2b5Gkion60HJgWvINTfU6+FAHP/bJNbqcPRKJDJrm8jgXbj28GLkaIAlOgKYgRFEWRRlJQR7gEKet6XkeHBJCWGYMEQ67aGzVw0GBpGHzPWC+Ywo6tXdByRp0hLJ7GyXiyaKdPQGwp4lkZ4x0/QHApIYFyfb69pla3Wbpm/oybPzw/OlvoZBdidaLD3uOEke7JaObSvksYat8vdPfU4OMH4mKUFOmlaoysLt3UMRf+SMaeFxL6YsqQvZaCKMvR/C0SDlblrOrhEKzMYboXRc4xfNAFn9h/37saZE+u1oWV8irRmXeQUDgIPgR9bstw8vEbqJt47lRreuwneNGMbE2gxwBsI1ylD9lH64a//4kkL+WZ/2G0sdGjkB2QscCOZI7mno0CjJe0wAnPQ8O3vD5+kaeNa6y8Di9lxGcgQsTUrqlftIqYFzZ1/WB8v1um/9Ad0mhNRu7c/ozfg3gCquAfsH6IUhJaPiplTZj3dkUhhsFGqsv39Dla5TUNucq+tYeQEwLtl5eFtRUrdjnuHlDUh/xmp+R1hGqwR5+FEaly0eLy/tblSFh4FADMp/EO1UKJKkJkI9EcXy95ca1Ggaswa/cfePQcB7pN1gcKBf4pJSZcop54XnveHJoxBsjhkP8/badslPh18zOdyTZ+fHg8v+6IcC7ZaVkqhIVAz4skvfL0//303S0NAgv3l4raypC7K2zCjJ8q2TeUFCZrzM6yVtZNGIV2kMoZAKedS2TasVeetT0cRrKEbiZRv7icv3OBrxojCDaM1ayQmBfoiQRpLq8iNC90uruY4Y+zaFz58ZMVXiPf3KcGI1Sr7P+iBVbb2l3kkGbtO3oY1R4GfPnqwOnlvvtKwH20qIE61Tuuhf2x6OAOToGCMcLqJHM9iRHAHuOYaK5nhKS8b6o8N9kUBA7xeE6LwibI92i5W7G3SfGHaif1qLOG5St6RWOT+MKJmF57bXS0lWikwpytT37BgRt32HrIo9R5yTtzbprgGuHVkVa53A+Ft5ZMwzvSyMpT2PWnF5Cl1v3Q/pZ7RNBuxw55t5JxeY2HZICzLCBW+atGI1nmNFkz6gbMtqfm6d56wZebLi4bulf2BA0vLHyUD2eLlwSoZGXPaghr3PJWXhmiOkvfa5RQoYGo798S21ms6EESMuINrXd8KyZfL0/wWPd+/ePZKYOTmcvopGthyp/mFRojUMW4rLvm9IutfLeu83IHYkwm9oA0EOpRfL6wgQTStNW3mOL0w+EpAjEhgl2jV21yvpaNZVEJjUpcYIR8M1lA9tDBqPRRNyNJWZn5Gkx2GOR3hUVWeQ5cdYgqwEwHft2bCsB2CpnaFXlzLMIjyiQraJQTZjxCvGxta2l52G7bBv0vgYPgOHuS0cfA9SBRw31g77w6DjyABRobkdVOoQisAd9coxCtXgyl0NGuVBpQZ/Ld/jusBAxL6tlm60aF++cLZvCt27BsxA17X3yCMbq8PUc5a2RsZszS/Np1ZcURXs/TvMEov8jrBYv5qX29MP6ccip67nh/z0Qx+GveHQdvBCraeP5nWdgN7aoxGcGVWLBHmt37VJAsnpEmitkwmFWRq17azr0IZzq3+4I2wQq8sgqiA6e4ekhogQifZ6BgYVDIOy/PDJS+TXX8yQjo4O2fnA7+T6H98qVyydoEbBr2bkB8pwnQCDrxuRtxctGalFgH3dt6FKI5j/DtGoRTN2h5q65PcG0DmUeow3enEVtJ8RtvYDKOhIk9s6G0l7hl9Nz1LNBrV/fmeD9s2Zk+OCMLhv9ptX9rXIS7ubZHtNR1hBW02b/dAWYVkIm0fJuoJLE6eJyIqokJotyGGeA+urs5S4ez/NmGD4dKhxiFzbNQqIZTPITJBFcenu3Gtt1xlj94snd2ikNaMkUzMqOALmRLiAGJwcEKo8dydMLZCO7n416kTrAHxW7WrUYblEnaCmAe64JAnRKOvc4+La4TxYFM72bbblmGZ6OVAncqBWZCBI56bS0ydSVSdSViJSHn3U2GgkZvz+DRIJUMHDhPLGK+RBIqoC+m3NtEr43NipSpv3SO888Gq1GjaXO1A96JB3yDaJ9Eg9mneIUiMihKZMp5vnBiOm3evWSF9DtSQVTJBZ06bIppZ+qWzp1pl+cCwan6YpFaNVYtZecFrCgCydmCvt3X3awsFDePHC8XJqKFVKJICnfce6Gjn+6s/IM3/9lTRVVUhC8z4pypo+pGUD790iY5179tg2eSk0r62hvVfee+IkVVxu7YMo2EAAXkSfH5iIFDJpW179xGvsRtqy4BU3+nTFJmN4GUpGsr3h+gVBQXI/aO0YzfG64Bdqegh8qty7voEUNQCku1lPEDBzrbnud6+tVCOFw8V+uU/Q6wFKAbTEmuG7bsbB717xb0BIQdLz4MBlZY4JTTJHXGfHeu1cYnQXqWopcjfyw+BAnO6dDBGpHk8/HrU4zhtkK4QRfqlFM/6GwHZJ1619A3Da8zsalK9U6+dxcQeBj7Smu6NeI3y/PlZvFG+1SI4RAA3XdcwyveyvEZkzVSQxiKJVeXW7yPwZIknOe4dBYsbvTSReMIWCPU6fOqSR1bxW/q2jXypbNGXozlRz+44wiDatmyiOugr9chgxFA9pE6KDkqxkueuJ+6S9vlLyZx4nn/nx9bJyT7NGbl39A9q8Dneo9VCxfZQQSmpzFfUd0nC56qGvJ93EHMD+wSHe/lfvXK9MGPTdpU04XrKWHZD+xkr519r9smRxMFLDCAA0gPIKg2dTqmHs13aHwYCmUam5oGBcSL9frcSvvcOuJ8oPhB6vrkSKFEfasjASMfCI0XgdTng6x2s8r1Dgjab+o3WtjGRV0hgJUt7wwZJCxHEBfETrAYYO48e64zyIeOgxXVPRrOlJIiQ+J+J16cFY4yh3vsO9hM/Sa3CoxQIAIb1qDpBFi+7wVxy/2tZu+cApU4bwcrrX0W15MEeDc4Ib1JuCjkQyQHTLGoEwYjhACc+Fa5RdxwtDzto2hDaE8CCVEXcYr1G+ab/gsnLfPla/xnscYyMSGLOSEC+SlX4w68sbgAKNGb8jKNFY2L3pO29qD6Wt3vT44MBPPkNRUUBne3iyxlxh06m9wA/E6wWTjiK12tXeJn3JWTLQ3ijnzymW0rwMmdjaqw89ni+NuhTj3UiFVChRZFdfvxpQIkGEadgwWdDrh9LkWHjoobCiKZ4m9bhAhuwYN10GOprlwPYNUp73jvB1YpoD0QPK2xQjEQyTIxiZk5wUr54zx2FevhcBOFyfFt+xFKmfEhxJM/nrEZcmi3l5dt8OBbDgF7GAGIzULxhNuBZhCrvTg9PCXy3LCY3uCRqCMHdqQYau2Rd3Nyp/LKk8HBQmf6CYjUDdO4IL5W7T1f2IHNwByzbYFSG6vJ/vxsdpSp6eVOprBnpijRF1uRkDuwZEhr99ZpemI99zwsTwTE2rnZuzgyPlzhJEMMSsRSKxSKlJngurNbINS7N6z91AQ9RObXyXbc8ibqN84zr4GVvv8+06B25bxZiUBTNG9t5hkJjxO4JiC9zShZbetKiFKEzBGnNKfJUxv2GWmaVQMCw0br+io12CpMFmOK2I7j6kriI3/kUbW3Pr3+6U+NRMZXW55JJLhuyTBxpUIV619RNhNPHMiVwo6F80v1TTW39dVaEKhsiScwgzWigsvEvZZ4xtpTgrWfbQNpE/VX7+4Fr5zlUn6X6JTHmweZB5yDGybCspMV6b5pMTElRxeqeSm2H2iutVg9bDQ2a7kRrBI4GSDqf4oVkPFZAzmsb6aAbWlCpKmXttx8i1J9XHPrifLhUYYul27hOOEjVU5kEunvbaeB+LUhCbrh7OIoR+H2kmYpi3tqpVugcGJSMhQSNa0MEWjVlLC46cDVV2U4ikBFk/WjcMfd/q7oghlCkDJMTHqwHkO6yVhzdW67R2W1tD2k3y09XxJBrluYCij1fWmTmadu5cR7cmD2BGkboOqcWQ/knP+jYDTdmDcwXFHDa+w7DUjBnZvT84uNYrs6cEpz1MHjky+7Aav+uvv17uuece2bt3r6xdu1YWL1580Hd+//vfy09/+tMh099PP/10ufPOO2XPnj0ybdo0WbAgCH1G/vnPf+p7x4K4PXUsektvDkdt5Re18R36izAUpFCYdbZqd4cqH5Bryh+4v1kbcBF3ezw8966vCtNLnTW7WL6ya5+kzThRpK9LLrzwQumOe42JwosmxMPmOE2hoAwptt+G4usLzj7zRqBEDCiWx7fWytaqNunuH5Ss4qkSn7lFEjLz5KVd9UMUqguLV8qoqjbJTAnW+0DnebkvMXzm2XtTiK4hZzv8WduH32w//k86768hJpjraN4/zOJC9V3E7aGMRfJGF6M1lKY8rRaM42L9lkMcghB9FtfazVy47DY4Slx/Gsft2np78hhXxKs5NfZ77+iecNtOKFPCugI0RQaCjIRLXcYrho30OBEYayYIBkuSJ0N9qqxzQ3X6ZQn4PmhVaxZnm79/freu82lFmbqGrV7J2qHM8OimGq1rEqmx9klXAmTBMXSfGzd1bsQWXvCWXQdzGDFmZhjdNWx9q6xRA5m55ZAxi/REsoMDqH0l8/ACeUZl/N7+9rfLl770JTn11FMjfueDH/yg/pnMnz9f3vOe94T/n5WVJevWrZNjWYjO/Arx1OCIwiKl7RBLOaGEqKs0dvRoGqk8l7pfn44bMtQchs8ai91aF+kq0kUoKiLAwc5m6c6ZKAP1FTJrwRI1fF7lbIbJivik6lAGjHKhleIXT+zQZvU4iZPKFljse/Tc7l1/QHsN+S77bensk/i4OCW+bu9OlbTJS2Sgs1U62/dLc9cJuu0hMHvmFu5pVIW0aEKBNkGzT1Jg1u+oTfVwisKJ6jOl3XUerDcQzzraGBi8eajWeH2jJmV7mVUONc3qjS4iiV86HDEydZworpGfA2Y1Z4uQAFvhvPF9d1o6KEiiIOqYFum5vZRGpN7d16+8rvQAur2drgOI2P68Y6Pc9ha7dtSHDQDFPnmfcwrW2OLCaUs7H6+DyTlYndNQpdQxs1OTFPFsRomMCs8p9WKj+OO64yiBwGTyfElOikaNLkrTjd782pTcY0FcsoEhazg0xsm9Pq8HTfymktKh9fchUpj37zN+RHCjkZUrV0ptba1ceumloz2uo1L8aklur5rftAavuCwbIOtIe6KgkxPi1OOEemxoc3wQDeZ6+3jNgFQwVqR3qip2SXxmvsQ1V0nu7OPDis+OFwCEkfUqFVoIVMKxk7pp7uzTVBYpoKrmblm/r0W+fe9GVRgYOpQhESmf47nzR90PRdGdmiYtm5+T9sZKeWTDmapAUCocN8oBL94UDGnVyqZGTfdC9wYCdfnk/PAwWUbh+Bkov95AL6OO18ABxOA9A2S8nv5Av+1Hq8OO5LeuDIdCHdIX50PsTMSHkQAkA5iFNB+K25vydffDGmRaAalkHAoznmzjkkXjw2lTvhdW4PB37m/RxvGizGBK29Lvdv5+3KbueXvBSG7UTETKMRDtsQ+MAuuJZ8VmWEZKY9tUFG2xOX6iRo4Y9/PmliiVHw4r6451ZghMIlEiPPZpI7HOmFmkqVeyGzp7MFSz9LLjROvH82N9irSGVY6GdKfJ1t3+aU83/TkWan633HKLvO9975OkpKBCRujtWr58uQwMDMjll18uX/3qVyUhwR/C2tPTo38mbW3B+W5jVaIpqZGkruwBwmCRmjLvlN4rWChsuKgbDfDAIgaGsc94CKkfqudc3yHxyTkS6O+TS5ZPV8WHMuOhUgXS2asGjDQqc/f2N3VKbVsQhINxoMYDAGV6UabsqG/X3i72DQKQpl6856SEOP0/aUuUxUlTC+SC+aVy112b5M7V/9Khud31lbIlI11W7GoYQnYMyAX6s3tDNae4uDg1oHxGA7L2m5XnRoWt+73vlxpFeJ+omGPl1aLd1+NVD1eXixaxRerp9FOWfiTU4VpzeY46MiA1zQi4NVZrtSF1+IJTO/PuB3Gh9hhPom7qXGwLsIrf93BmLl1Yqs4a6wbj4kZpGGeVEHLTr25JdGbzGS2FaeTVGCR67KjP7cns1JmTZBxwpjBShoZ2nR4zpDhZrV29SkzNWsJZg9qMdUrkSGZBnayZRXp8GD6uI9mV0pzXBvySjbBZhNme/dgEF23GbwlG4a4xHm2GIVLP8JiWbG/aMyDSPyBS2yjS3jk2jB9G7q9//au8+OKL4fdKS0ulsrJSiouLpbGxUa666ir58Y9/rKlUP7npppvkxhtvlGNB3NRVpNlihhDE8FnNyxs9WEEcbkX67bZWt2qzMVGbG3HgCRMF8AB39PRJX82rkle7VvqSPiK/e2KHIo7L89LDjP1407sbOuVlTUsFa4tTCjPV+yYCpd4GdBvPmakOGEyG1hId0Fi/sCxHPWObrnD50nI9nsH6pfLoi5cp6nPjvgYZN3mGnDy1QJUV5xKmJlPm+71qsEnznjmzWPY3d2mbBy0cGHkXKBApWosEZz/I+XB4Fw9Hi8Oh9ghGSoONhj/U0scoeBwGImlS0Na7aP1mXEMUNFRi/fHBuXsuctJF+roN86xXvzQ+4m2sxyBs2lijKUjrR8VQuATNSERlHghovYvzcDMUPBc56UnS1NmnMy2pORp4hH5F0pkYLv6PgTax1CmoaYY1MzUEYwyQhh5Q1tvafc06Y9KYaazh38oKLnE7x+IdMs3zyDnCuMS+QTL7GS2X+k25eLv6FAQXab6juzbGfLrTm/bEAWpsEaluEOnqFinKF5l3eGvvb5jx+8c//iHz5s2TuXPnht9LSUlRw4fk5+fLhz70IbntttsiGr8bbrhBPve5z4X/j+F0tzfWJFr6zEUY4t26PXtuqseF9vtFDxglDBEPG8NpwxLypm1bGA1FP8Z1yKZXn5BAT4dcfsZx4RljIDhnhlJFRFxEb1A0zSrJDE94MK5KlJ/L+4m3jTIADQeqk30RQfAe3jOK145/VUumZC25WHpqd0vtnq3StGSpfp99Ypip49h3+Te1RqvZgSgkJQUFFUqNlBqkAHa+fsTAlg721rW8dTOXdxEj4DcBfjQynAGN5vX7pcH8fhOt1QMlSxRLxIThcevAVssjMiQyYSYj4EZ4L10DEzZMIUCRXxTtpuR8G/jj4qSlu0/+9MIerQ+yb0vFsh3WLRM3XCS0ez0sCjd6MiO0NiaYv7bu07VKCYA1gcGnXkwdj+OuCkVqPGusU0udIpw3LTuAt7r6BrXVg2MkQjVCar96vbHs+KF17boFa9a5cuKUfM2seLMx7n1DB1ht0W+teu99tKh/TEp9s8iufcGBthNKRLIz35DdJL6RKc9rrrlmyHvU//Ly8jQNSjoTBOiSJUsibgNjyZ9Ja2uw/2isSrTUppvC8KNtIlrhQYjkAYYlNAx31rgsNVDUcMIs8o4BxnARXfVvXyUDLTWSPud0SZ9zknTo7xMkgcgnxE7PQ/viznptXL/21CnK04lxpr43KT89PG2BV943KitSQ0y1dqcIeNNusMPEJyZLYlaRtG54TBbndktaQaHWTTBmKFA31WdMKV7yZVCKpN3gPzU6riG0ayEvOkzK3Dsw5Dj8UHl2P2jTeKM5E0dSV/QaUO9voqU/va0VLo2cGRSuEbXbnPRkbR4nsg+jdrv6wmAQ71qy7Xqp4LzGEsEQAnpRpPEjW+WmKxcOWeukKLmXUJxxLN5Ur66BEyapQ3LDneu18Z60O/f9lBlFGlkawwoGkohuXE6qrmObpWecoO76weDhrJFih0Ae3lKOC95a/sJTRkJcpmzL2/JhfbquY8Ef19h6AOlhJaXMM0qNOlL62s75bJdP11u/dRzkw1GXftMIDix/3b3Bv8zBYKP7v9P4XXfddXL//fdLdXW1XHDBBYrc3LFjh1x77bUKajFgy9atWxXR+cADDwz5/XPPPSff+MY3tMbX398vZ599ttb8jhUZDpXn1/s1XBuE1/vHMz2pviOs4GeXvtaYa+kXt5H+M7/7rPQ1N8hga50MZI6TddsaNWJMTUrQGXh8B4Ozfn+zpsTwgjHA2oS+r1nrN6Sx8GxJpWJUjWMQYI0xa0D4i0fP1HiiP9hp2A79Xiu2VEpNc5X0VO+Q1o1Py9Wf+VJYeQFYUCUdmoztd87u9bEmXy9E3LxozgGFWN3SPST95xqWSKCKaKml14sIPZT0VaTfjKTvj3VAfYxX76xCwCLPd/eH0ZEGxjLFjyggZHsQ9EEEFqS36w8bq2CWIsjz6R4f2/vC+bPkew9ukY6eAU21usTjgKCMzGDWuGzdD+n2Z7fXhWn+2AapSSaQgMSk1cCAZF4+WJscYc+cN4K2a8X6xbkDoMX2jEQ+UlRmwr+J5IL0fwMK9jHyBLv+6lzEBdGmXG+eAT9UsnuNvCw15tCY0TMH2cocbNc79mnMSl62yHHzRNo6RGoagv19uVkiJQUiOVFaId5I4/eb3/zG9/2bb755yP9nzZrlC0658sor9e9YFa+yisQl6BW3N2g4ReelSLP9AQggmiItqINvy3Kkt7Ve9nclSeqkRVIw+3gpzE6X+eX9Ci6ZXJghfQNBdg62SWsCABQDMNicPjxqFBhgGCI1kqsoEWjOrI7zy6d2qmJE4ZBGIuI0Qw5AYNeBevnD7s2Sc8rVct/zr8g3vhH07hEebBWHCcPLkON3fSx9DJOGAWJQQjYihzYRztMvCndRud6IJpIM53kPZxwPpa7oZ7At2rD7HklwLlyAFGJrByMHWMS7HVfx42wwRohr9NyOHnWEcLRsmjhpSNcQuUIkRRSkkWEoHW/7waBCZJCblqZtO09tq1OHirUFdZdFkTZPj3VF2ps6uN9z5fbUWTRm52LTJjgHDHh330AwTZ+bdtC9cKMyDBm/Z03p+W+vU4cO44OzZkOc3QjZkNysQXPQRmqghiC85w4lwg72RgYjbFh2rGl+zEZ/e15zLFQSE4P1Pup/VfUiZyw7bLuKMbwcQaFWhtKwES5+4ItISjKScvQqKD/4vAECaALmgbXv3PbwC5Kx4FyR+ATJysnVgn9BRkqwsN/Vp6g6BM/8fSdODgMILIWDggsPqp1dHG6UhlQZz91qc0E+TpH8zBRNmcLOgdgssqnjCyUtr1gGkqfLru1dmt7Ozg5Gj+Y1s61bX9gj/1p3QCNLIOWWkvPWnUwh4M3nhkAQIPBQxqYMzYD6ReHR6q+RZDiDM5K0lN+9H2lE6d3+cEbbnQwR6Ry87EAcCxEGyn556B5ihBrae5RqjEwVSFHaUoaLQPz2r7Wz8ly9L3saO7Wnk35BojDLBNj3uWf0CEYChrnXwktth/ilZBHSrThoI0VYsm8ivwvmluj6sqnsXqNur+61VMfOqYm699q9/vb8GvuT+5mlVdkOjp71Xo5ZCUToc8jPCf4dRokZvyMo3mGi6unuqFdPkSgJI+MaRBTL89vrNLXIZ36pUj+jaEwc9lC5PX/uNna99Lj0NcRJcnEw/Ug7Auz91OF4iAEO4NGTQlV2+5V7FUwDGGbZ5HytmdESYdMa8PypMdKKYLRTGLdpxZlaQzrX8XpNQZGWAo2XlJ4rUEEmZBXKn+59UqYtPD6sBAzMksFEh44eefVAS5g9xA9kwPnOKc3S9guiPAwxSts8f29dJZqCcwejRpPhIrdoxjFSHQcZaS3Hz3CNtgbkngPXCkPAhAWIpm3kEDU5Ij6bZWffBSzCebB2mPjwyKbXarXaAE8bQ6gubOvSrz5JJAZSE+cKcWuS1vjuXjM/4+6XYfE29yvyuKo13M+IcL42TYLoNNK+3O1rq1ForBfXiDS/jWqyEoXf2vCribr3DPE2uLvRntv6YuhS3h8J2cGbWqYcPvqy4SRm/I6geIeJqqc7PjtIJBzyeNz6FcbysU01yjRCWsZF0rkPo8td+btnd2mtDgPFNtUb1SkJTWpgbRuDg4PyzMP3SltPQPLmnSZFxZfI45trpbmrV40evXgoIat9sA/IhJnLB5gGROgfXtgrPX0DauxgXUEJnDu3JMw/atEtkR/Gwx0hYx4zCoiROUWDDfKvFRslPj1HblnTImUNO7TNAcVgdE5nzSpSIw69VaSIF+HhJ9qjLnL85Pxw24I3yh6JMdHJFc4EgEOt7UXbn1uX9NKbRTKaw6XMhzO2lkZDImUUbLQQ69Dum99AXI0+lk8IDnDd3aAk6ExdMOPAqCFtpxDRdfn45pqwQfVL2w8EgoNiaZ1BMJ5eqj4/4x4JAenX3I8TRt8pqFDlkO3q033PGZd10LBfvwyNy0KEuGlVNwUfab24EVu0texGi957y/Pj1sMPpW78ppPqYDnjIBlXGESBFgbJ8w+HxIzfERS8QupmhjrzQrctTeTWKQAfQFxtZNaI98F3i/b0JA0MBBRVyTapwdy//oB09PYPqZultFdJQ0ODEllPWXCC7G3s1JoBnmNtS5cqHwRP3/bJPDOOh21jkHr7ByQlKUEb2Sn2QevkNvD+ccVuJbrmnDCAbg8j5wZIwKbLX3v+cfLP+x+RlKwiaeoVyQ1xFxIxAKSZU5odpjNDGUJvZjPTIgFVvOlDAz94QUN+Eqm9wHvtR2MMoylC67UbqVGNFtkNd0xuw3WkiJbfYaBcajIk0kBcrtE1p01VB4y1QXrdoiRtgwlFfs/tbJDVexsVqQnS00/xsyaCRA7BeXYYT5dv0/g1vY6CsbScMq1AnTS4ZHFcIjkVrvHht6Tk7Xq4KUnXIfWuHVsnZEBoM8IIXXfGtCERdCRELI6p9155gS6R7qtlYoYjBRhz0uxDZML5YfwAwMSM39iUSCg867NCTNG6/Wc7tbD/2mTjSJ4iiodIjJTRidMKNYV0470bdeLDglC9zzz+jJr1+puU8bMlY/y0cOM8RuWWZ3dJQmJAytKTNW1oFFSMgrE+vgVlzZpKZNDtTq0n5oaPE0WH0esKAQjomYCNIxwJhOa5ofABFwBaeHxHixROmC4NlRulR+LkwnPn6b5QKMDCSacqRH9VhfzyqR3S1tWndGfsywadukAVP8CCFxTjRsykn71p4WiUZIeSXoz0XXcNuDWoaBGan5cfCRDkFVeZR0uR+Rk6v/4997rTi2kTBsyZwyDw71tX7NEUeW5asu73fx7bpnU7b/rTF9wVovBy2364X0PuTyjCx1mE5OHkaQVhsJOXOMKMj4lNR7eMiw3ytfsRae3Y9iBv4L3Ht9QMIQX3pkj9+gAPdf341U3HvMyecsRSorHI7wiIX0TiiotA8z4IfvUL9yF061gIdTdTPtQLd9S06/BXlIDRmqE4XnjgKf1+X3O1zCwv0jSn/g6kcUaysmXMHpelKUxTkq6yMKV47R9fklV7mtTTxgBCewYTPqnaBeOzVem8/bjyIehLDB+1QD5734mTwpO/ny/KkKpX9krqxAWyYfseOW3ZIj0u+vfC0+2JkAJBZxCjuaWmTb17u0bUIa3o71XckfrkiCqMBs5NbfrV4LwymlRTtO/6feYCHex9InmLxvzqSF4iaD/hOhChg5bkukYTr5L3q1V5a1KR2EswWvTPLZ2YKxNgValrHzKwOBKFmxlPe4as8dto0RD2g1PG9emDDktEHSvYf1i7NkTXUpeI14i7jDPensZIa8fYWMpy0pRqD+J2Nzr0S5FGSmt7n20jC7c6qWUISHcS9blZj6NGqqOkPQ+zxIzfEZBoEUmk5lbvZ95tmfh5jZbeA7VWnJ0iOemZSimG4oCKbHAwIP/vxRc05Vmw9ALZ35Ugm9Yd0Kb2eaXZUpydKgeaOhVZSSoUeLVfhMF7sL7gZU8pyFBFBEy9rr1HWyoWlueqcrhrbaVSnJEuJXVFChTDh/GyiAtF1ps1XlInL5bBjibZXNkkbzk9WRU5JNY0RBPpgfJkfAzsIxhNlA6G1xC09A8a4fJIoziL/DAINiLG5iF6jchoPPWRtrL43WdrLOfaE7nYdrygKVe8RijasXC+GHwa/40EIVKK1IsixTAAwuKa+zljXE/vvMpgmnGCRmUQJZAa//nj2+WhjdXqbNGuALjIkMR2HmbwrHeObfiNBHIH8ZoBZZv8WVuCy5YSCfFJ9GfcuUbB5yeuw4pR5Vm75tQpaqi8U1Tce+xNfUa61np8oVop52LHyL/tuJV20CG+Piqk2Ul7wlDF/7MyYsZvrMpIooOR1o6ieY/eaAGjgkLnAQJ9R5TEtO2qhlaJW361pO/fJIVT58viCXmKooSQmgZcjBQPM2AAwDMMMo0EJcfgQfxLNIeh2lrVqv8el52qVFJ4r/0DASVoIA3a0tUbVuim0Ow1JT1TkounSNe2amna8JS0Xn6W9gTGx8fJrvogpymR3bbaduy0LJ+UJ01dfaosLX3HOaPMqfe4tGTRjBbRspfFw1szjHT9o233UBCX7m+tNwwjhSKkduYHODGJxvDiPRb7Pdc32jF6z5ftkWY2EJB7bBbx2Zgh6zW16Oh9J0+WLzg12AfWH9AaNQCYcTlpumZtEjoGxFK+NibJ2xjujgRie0REJdkpOk5oyYTgsGMlwl5ZIeVGah2i5ENABAOeMmPFceqQ2eTEYWvDLjHA41tqNYo2VHS0ocSR6vXea01mhJYReh3LnOnsHOvc0ix1GJ7aWqvGHv7dN2Lm5Jsi7dnbJ7K94g3ZVSzyOwIykkL0SBWl13u0Yr1bnEe8XjFIzUc31Sq9Unx/l6ROmC+DPR1y+oRkTStBOVWYmazN7ShEDJR64B6GDu9Dyn4wqBg2UjQAZ3R/exqVBzQDrsgeeEYDisB8ckudnDUrOKneBb+gRCsbO2XPmmek9pWHpTt3nNzzcoUkpyQr6rSKYwkE+SatX5HcJ0bduBpRgGyTiOPF3Y0aBbqN/tYC4k408EY19t1IDshoUJXRUtbRejq9v717zX49dq5vJMCJK36gHC/UP9yf2dodbj/xO0bEBtgapD7SsRkfqkuyzqs3nW/7IILDwFW2dGs63B1tFATltCrJNn2EeswO44z3WeH4qDPj+AQkoMZPjz9EhM367+4bVOOox9TVp03zxnRkaFsiS9o17lsfjGBN/FKSbh8r4By/Wvxw/KveNWfXB4eQ588MqgltPwxjxnBj+Jg8QhQe6d6NeUlOEukMnt/hlpjxe5OIa7RcpBliCxpvECOFoWGGnombvrHtYEzcehUP8sDgoELNe1qaJDCYInGJKXLl6YvDfXTMYkMZ8DuUiKHRAMHQkgDhNGkkjsutadCMjPLAY8YQMdy2u3dAOvsG5eKFpVLZ1KnpLPr0mKbtNkC7wJ5n6jvkuPJM2drZLPHjpktZXIOUTZgtayuapSAzRWuXUwoytRE6TDxNHexAq6bvjHrLjXxd8mEvqMQvqhktO8tofhPN64/GKIJyA/SjHKojOC6/6NSF+kdCGHoBNnz+08e2ybPb65Xw2Wp47m+UMJrjiosbsk0zrFx/Ije3V5Lv3friHl0vRHPtPQ1hY2wOEeuVP6K55M4+TZd7R0u5Dgd1OtYszwb0fFDpIaxn9kELD85TamibGK5ear37mxVMRbYD8JSxAPH8ELmSEfBeF33mXtqnryBGKSW4zdnefkk//lUv8QXnatfPzd4clEKNi9MaNa1Fly0erw6l0cO9nkzDm7LmxyVtbRdxRuIdTokZvzeJ2EPh0hWZMrcF/ez2Orl7XaWi5d6y8DXl7YVs62DNeUEaJHt4eEDXV7YoMrMjPlNkoFdSiibKC41pUpTVrzU64040I2oPvc7h6+iRzORENX5ujYS0D5EfyDoeQpQGURdpSVI2pKsuWVgqVy0P9iGZ4iNVBJTejf443o68BfLPO2ZL6pSlUrNjgwzmT1LjlpOWKFcuLVemFiMlthrI7vpgqgoFgrfMuRqIwY2SRmrsvOL2een8OsAxEQaIRgPLRPP6o+2bc1Ll7xj84dCj3uyAu59IPXIYOth5cILs9zhF3Eyibb/o0NaLRXcuYMX2g+EzTlXuufUQsjaKs1KUbs97bPyGiIr6rq1LxNocvNeb+4HR6+nrlwn5GZrONONLiw7RHy0QRE0PtVRrmpY1i5HByBFFGeestRVZathaQxLi4zXtDoE2TfIMhDYSbZwLcw7c6zPcnE6c2fs3VKlzmZkafN7d+3UQwnN2cbimzzp37/tIZoKOqZpfnIikpohMLX9DdhUzfm8yCQIDDiYEZkHj1eKBnzA1fwgd2hB0XAjujUfu1h8wLPRV/edfX5I19Z3Se2CLTCjJUzTctOKssAJyIw4MH2CT0txUTevgiWL8XCUIXH31nkaN+CCvppH9qmUT1FCjeKA1s2Ox8zPFR9sCBsuADHync1qODNTuEJKnGyuT5X0XvEMmFaTJskn5avhspIwZZ5Qt0wcwEFZjsmkObH8kU65dJKGbKnaNh0s8EIbB+3AohhGXPmAZr7EdifG1dC33FQVpbSfGEGTf8YpfLcndpvd9M3SdkBY437N5ju5YIq9CdsFa7sxBN5vBsZN65J7Q3gDKFyHqctlUvGl7e+X3MLAAkqL2a+lsxOq0p88oktUVTYr61NFZoXQuhptzo1bJe0TSfMfmPrIPCCCIArnH9J0ae42tMc6d+87/MZCsxb0NnfqHIfVOYbFrwPXwEky4xhEjDccq0anxk0ZDiEZD6g5HnD8mZPbhG1Y7nMSM35tMvP1HiBkxUp1vXTh+yFgjL0Sch9pNf7q1rqVZKTK+/4CsbquXnj1r5bQTLpfO+CAnoKV3zGAgKAIa143sF7Slm96xnjIYXujxI6LDC6Z5HU96XlmOXDw/GIW5DzzePx4vo2iI2lxS4rb+eJl3xiXyyuN3SZXMlpU76yQ7NVlH1Zh3bWAIt4mZh526E0rGPGZSU6S2QPBhMEgnwz1JNOHOCXSjDa9SNbCGO7DUCLuj1flMaR8Osf4zgEQ4DSg+DIg3ZWl1KIx9tOjBz+iaoTNiagN7sC2yCWzbDKCf8fSSAthgV1PmKGyuLbR3CClKIjscFps8YtsxdCe/4Z5huAB4YAAxEm46GzH2GJrsj98f7D9lHdq+Px1qpbDtugApuw42w9HbX2gpY2u34ZiJ6KmLu5yaIJof2VQt15z6WhQbrscjnufG7gc9gRhk73rxY6uxcghsN25a1r2H3vsSk8gSM35jRFx+TsSFkCPmcXvbKby1rtp1j0vbmh3Sc2CLyLj/HPIQmcFA8GZJq0BZBckw3uu6iiBjvEU8wYgoTyc4xMeJLA9RiWnzel6anDunWBV32s56+eca2h265QOnTNH06GkzitSTJ11pPJ0Ix5Ax53RJ2bxZj3FmYr2csOx4jfg4VrbN8dLOAFcoHr8qlkBADaHVtTg2UlOQMAOcwNA+s6NeX71zAiOBhPS6htJ57nWN5lW76evXM+XBxOo/1M1II4OsJfrxIhHde2f3J1p/mV8bhss44iIgI5FAj+T8zXkgVUjk5TK0eAe12r65Z/CH2ugpUpZnzizSmjF9pwBg3ONw17c7HNc1qHZMei1DAKmnt9aGW228TfAm7tqA9ehp6uF9wVmQNqAZw/fAq1U6AxOjSNRox+cSs1ud2w/k4l0vOBuGon2N8zd4H1jXrH2cP5c8/KhgeDmCEjN+Y0TclIa3YdcUB0IxH6olo/5yH7YlE3PlhRdeFEkplMzMTLnm3EWStXq/PrB4/Ch6Hiz9bcgLrmkLDqxFUVW3dkta4mtjgMyjJxqZUZKlXi8CnRre911rKmVrTZvOBoT4OJM0jQ+HqZum4f23LBgnK36xRQbaG6Vzw6Ny9afeMYSejGnYKDeLAPwauxWSn5+ulFWzizP1HLP3t2gfI+AZjs9lQfEzbJF6LyPJaMYKjRSc4EY3HC+RtP7fQa2GIfDjszWy8u7TTylGqxe6yjiIgAxGOGGD6MMgEwnV6PbBgda0Wij3SpvKt9SGAVB2TIwG4nPWlpJPN3XJhQtKNcWO40LU7/Ym+l1rv147M7gYDY7BJTcg1Tlc/ZT1RrozOGOwQ4+HSJD2iYKMYEbC24Li1/Tv1+/nGlklc4AODnGeF7sP9myyTZtHGZPRS8z4vQlkJFHAQaAFD9cgqDH6pTAGTDEwBJ6lQPm7Z8UG6SqeJ1mzTpapgWpZNDFfDrT06EMEh6fVy+xhUm83OVGVE0AZ+v6oObrGCs8ZA0fdAkVC3WR7TZu2NsRlpuhMwEBgQIvXk4oyfDlMrX5naburzlku30xMlLSF58vje7rC18cQcEQRliLC2DPvDW/epYBzm8QNJagExiHFjSKOxoIykt45r/jVwiLJaFNUbq3T9uNGYlwPl1B8OBlu/97PuTc/f2K7prNBGQ7X/O9eN6J/JpdQh4OnFWSlkRJ4xwPZPu0cuKcAqEhXvnVhiMVoXFY41W9RlVvX5ffBenXzkKkURvCOg8fx09KAcM1IvdoYK3Mk3XYGM9gWHcNMoyn0yfkamdEL610bfsxOfoAo1xC6NWPq8Ir+9qldH9UpzkBApK1TpCeYzpaUZJGs9DCe4XBJzPi9CcQLTvAzhN76Dh4otSd7OGgYhsOzMCtZpy4sYbAmXjepEzxGEfn9in2SVDRZIcQzZ80K789lOWF7RqEFtRhpp/SUBNla2y59/YPK+OI+cOadU4th0QYJrwclPj5eQTAor6lFGVKel65RCS0JRHDeNgRFuYbTdlO17leZNVs6AiKPrdsl5y6eGlZ2GFgMGDU6A5/QCuBSXblN4gYM8hoRe981apEcERfx6dZcXRmNQoqWonKVpstsEi2NOVqk33ApMotGMACkB6njQlaAMwO83q9maLVlIxewNDL3msibdCYISRwqc6D0dyGjY9sxijEyEESM1DoxZAiG7KFXq4JjtJq75PkdDfq+l0qNa4ZxW7ev47WpFKEoiu1ybN9/aIum4qlxkvZ3DTFi6xGUKFEiz4jdG2v0p2/W22zvNWTuUGR3Ejt/1kNpkbT33mLEcRyYa+ie41Gb4mxpE9myRyQpQSQlNACgp0ekb0Bk9uR/3yT366+/Xu655x7Zu3evrF27VhYvXnzQd5566im56KKLdJq7yQsvvCBpacFC9y233CLf+973dKTO2WefLb/85S8l6Q3q4xgr4i2Q65iSZeURJ2G7fVsoEYbO4vWDygRdySgYHk4eLARFQoTU0t4hfXV7pHvHSnnnNT8cAjAghaOppIl5aqAefLVaDSm+VllejjaZpyQkKk0afX/UPKgJYjBJLYICxdjOLMmUoqxk2VYdVD40qH/olClhQA3HwcPMvjhmO2+O1VKu/P/M+RPlt/c+qp9XbZ8ga/KC14hjQyGSGkOZ8Rte23r6FZRgyv+gSNlDMWfgnpGMyrHtRGL2NzlcCskF4Hi5Pf32Y03RwPERlPHhaHK2OiL3uqNvQO89ICbrK/Mqe6u9WXoao0VaEMNtKei5pdlqRFxqNO6fgZkQGFlgB0pPjlcEJ2uFtcT58W9ab6h7FgE6WT7hIPCR/dua1UEqc695Dmw+IEZl3b4mSU5IUGcqzJ0ZMsQ4SbZtWm2sNs7+bc4jzt2eho4h6yESY4sXBew6NjxH9p7reFmNEseSTIXXqfI23h8VDe7bK0TmTg1SmrnCRIete0SWzfv3GL+3v/3t8qUvfUlOPfXUqN/D8K1bt+6g93fv3i1f//rXZc2aNVJSUiKXXXaZ/Pa3v5VPfOITcizLEGUWamLlgXNrOq64DxXpTmoOoBovX1J+0MRr68EC4dZZsVECPR0SqN8l556yLLw9HkIeHEAq2lLRT6NwQFo6+5X1BYN45qxiNW7UX/BcW7v7pKatR5UBYBeAMdCO0S9I7WlPfadsq+nQc0HRYGBAovJ9KM4AbxA1mmKwKM2uw4VnnCQ/+e9v6r9XrD9VdqZM17oehgAACwqZCIRJEyhNhuwiFlEMx8Riit1G5bg1F78IypumfaPE0rUoSQX5MBl8mHSPRTojoeUaDQuI1pmWT1CSAkBNOGNesI+fsjfFbhyZQwBEXX3qwPA5mQuNgjz1WloTgo5RnDpxAE1sW9TryEgMBhI0lc6a8qJq7d5j8GBAeWlPk9alAc68KwQeYe2xFnkPQ2vXzI3+rLZG6hyDbcAYnieeTwwwnLZu/dUPzOJeG3ufY8MJxLAZitYLevEbQu0XWdp1dQEyY1YGBw82fAjv8dlhlFEZv9NPP/117eyOO+6QSy+9VMaNCxbtP/rRj8p3v/vdY974ueI2sY4kwiBSpAUCnkt67CzdZGkzBCXa2tYm97S2StqME6Vsxgx5fGtDmFYMZYJ3PBAIztxbUp4rGytb1AgkxscrJVRKYhCssnVzraQkxslJUws06sKzJprDCFMPxIAun5yn301KjNda4YHmbgXhcHw0HLNN+AojpfF4wNtyp0liVqH0t9XL9hcelg9fe60eL0AAKK8w5kS5Zuj9IgBXjEnDak3ub9xaigss8huD80almrzjiDAG7lTwaEjLaGhVr4yGBUQRoM5EBXcOpXffXmXvvXbhtDO1t/3NsmJngxoyb3+cTePA6Bloyz6z79H2YgTY3skOQyTE4gLCtzw/TdOxpOht8jpjtowa0G9OoKW6ifBsLJL10hrXKBGZS7rgF5W7LQvusbF8SZv63UcDFnn79iJFln4tFWNS0tNEduwTGV8UrPUh1P4O1IlkBLOHb+qa386dO2Xp0qWSkJAgH/zgB+XjH/+4vl9RUSGTJr2Wyps8ebK+F0l6enr0z6StzWfQ4RiU4eiyRhVhxMVpPQDKL0M+Wr+avfIwV+/dKQnZRdLXsE+mLp8f/p7VzIyYmAcPL/LjZ05XBUNLAQaO9BWgktSkeGnugkUjXQ2isXDQ64dSIeIrzGzV0TVEL7PGZcvKXQ1q9Kj5kf6CeoptuTRubioS5Yg3PuuUC2XjQ3+WjatXyEkT0uTBrc3K3whF24lTC8K9Waako11f7zQE72/8alfUu/xACW9EWimcFnOiIBfk47cW3Nog4taeIkmkuqRfo3+kpnZX/JS9AUXcaRRu2pn34dV0yQ8s6gEMA6jGG8G4+yACtbq0DrwNGQzv+ZDm1OG6lS2SnZIocRKnzhkRpEucTVrW5fe09CvfIXULsIXjDTsgZmBC5xgNDRzp2rnzA91r5BpdnhHjY/UDz7igIp4jS+mOaZkzRaSiWuTVHQ7gJUmkKP+wN8AfduOH0du/f7/k5OTo68UXXyyFhYXyzne+c9Tbuummm+TGG2+Uo028PTx++fuRiC76QEC341JfmQJzQSwPblstHRue0N65Sz92qRTPGT+kYdtNvVgKknQP6cX8jCSN3oB3nzGzWKequykgG3CLcWNyBNPeeWiJ0u4NGVlSWYbSZOzRzc/tlj31HUHOyJBS4fytfjkNhT9zomx8KOgdUzeWgnlq+NivpeAMsOIqbT+F4zcNwc9Iun2RLkuLd5uHQiI8UiJrP0Sf3z68zfl+s/C84gVOeY2T1RldYA+fk3b8y0r6MhOGNFZ7DR4GxwYQn1zfEY7KuD8YNtYTyEqAU6wZ7/nzOcbP+uIiXS+L0K1vU7loj584ZA1QG6xv71ZC647uPo20TMh4cJ5Edcr1SWYrtGa15h5yBnHuyKrgXNoxmuEi/Y4Dx2eR7rFfVsOulUuc4OVUtfryqTOShqREWZM8by7RuBfcNaYlISE4tPYwD649IsYvOzvoiSHl5eVy9dVXy7PPPqvGb+LEiRoVmuzZs0ffiyQ33HCDfO5znwv/v7KyUubODdIOjWlxPEfEjzg3kqJFXIXFVAMiAzN+RCwV2+vUq+bfljZZu+Ip6dy2QpKKp8q6vlKZHTKOhry01JTVm2z77T0Dsmp3k6Yaqb0AM59dGpygjZgSwBPHSDECiejvIzCudPUpmo75fulJCUrlZAg+KNGAnbqckbzOKAnWgUDylU9apjMH6fd77rnn5Povn6UAFZQd0SFG0B17YxEDStVbt3NJkxFj9vcbVjucITpUEuGRRFBe9OlI2iU0fb2/ecgsvNEgSd1tsSZoLsfYuWl3mru3Vgd7Nr3Gz22wZ9oAho/7ajyoFklzf/izaRuWzvP2R5LyjOTEeM8dw0UKlTQkx+5O8WAtMGJrU3Wrrr+69l51rKyXUHv+MlPUSCK0FvBMUssDPY3xxwH00rshoK3N8PJnz5HVOl3nwUtGgINHrZH94cRxv/kNNVtLy3uzP/ZqtT1jLuJ7o0EZv+mlp/e1dOdYM35VVVUKZgHqTpryvvvuk2uuuUY/e9vb3qZgmW9961v6nV//+tfyrne9K+K2UlJS9M+ktbVVjgbBY3NTJZHSW5buiGQYvQhE7wBMyK0xAuOyEuXlTTskfebJUnTcRXLfxnp5ameLTCpI10G09Pj950VzhqSBTLEwDDc3PVF21XVq/e57D26Wc+aUyFNb65RyikkREP4+va1WI76stCQdKcPDzGRrBuOilPDM8eoBvuBtQ1LtNuKbAoRGje/TNNwXKJCU8bM1Wn1kc51cjxErz1VyYpsiYIYPZYLSUoBIaM6gV7masbNICQUYCdwyXHrvUBTOcL/x3uuRsqkgnKvNwot2TJZ1YCac3QtDBRtIhPYWd3Ye1442h8yURM0CeIFYfI/6L+lsuDpPmxFM1fGdIeOCQjVWGyMUyZHgD2fq2e11eo/8zsd1FgzkZeAXF+zVNxhQ/s1zZxcrubplCKhpY/RIm9LKwFxIPuO3kK6TwidrAtiLFCTGzYyZoa2JFFlfOB3cM64dRpjnwo+5xow715bvWc8rzwqAot7+QETAlgmpUBDUlS1dWk4wsvCjpu3h1R0ix8198xm/6667Tu6//36prq6WCy64QLKysmTHjh1y7bXXKpCFv3/+85/yq1/9ShITE6W/v1/e8Y53aN0PmTp1qqYxTznlFP3/mWeeqds81sTr5fPQYXDcSMOthUQyjF4P0R2AiRHCePFw4JAklC/USQnZReOly0UPBuJ0PMrPHt+u0RhNu2yLdobfPrNTBgKiRoz0D3HqvqauMHIOpCTfZ+IDQKyC3BSpau5WhF1LZ5985Ixp8omzpofTryga6ofAw01BeqMQHu7CzFSlb0KpvVA+WRpSM2VfXLGs2lmnnxdkJusr6TPEhvWyHWqFC8oCvkTDLszc5syh5IhOvHWuN/K+R5LhanzRxButanrNmfMYPq9QtoHo6tQZRWGHwK1naQ05NDvPsgGgfonGGXjsBWIZmw7XEidnuCga8aasMSSKogzdCwwfRsgvleflMbWWIJvi4N7zkqwUnRyxfEr+EBYf1iPrlKwF+8dx0BRmWY6Sbk8pzAinyKn7WSRsNWGO1y01GLcske2p0wrC0avbEM+zeXyoKR60qaU7McItXX1y/JTXSOMjOi0gqRs69dnjMeZZ5NmJRM825uS4I5fZG5Xx+81vfuP7/s033xz+9yc/+Un9iyQf/vCH9e9YFm8kwoNk44u84qc8IilQlLih0DB+/DsxIU7W72+VlMlLpHv3Grnw9BmSOLlcU5CgODFGeP8Pb6xRzkIMGUpzS3WrdPQOSGpCvNZnynLSZEddu3T3DehMtLcsKFXEJgqIvqyEeJH89GRNL2GcTp1WGFYORIs0SRNhYkRLslKVBPjhjdVS29atnIiQZys9F2i/0AgbjiNr4fnS9NKj0tN4QCr37pZ/tQSneqOcSL9ZlEAKCIXiDuCNVjsz5auTCCIMW/Uqkkgw82hgGK+ijqaYhqvx+a2hSEjUIGjiYE5ON+vAb/Ta1bWHo1+/rARrlGurUxFCkbKXGABHy+2zjIhydMSAHRh7bXvYXq/30aJyo7Dz/Z2Hx9RbS7e1xzrj2F7a3aitQCZaaw8E9JxI5dN8/+TWOjVSPI8W5XGewXaeON0ORpBnht+Ha+QhdC77BImKk0BDvzlZL+1t0mi6rbtfjS1rHANrROs4hVDu2TZ9xZyWvCBNnBFqY8S5NzivPBfvOXHS2G51OIISY3g5guKFs1sk4ipfV5Ei5r27v4+ExLOp1TwE1CP4N+wsHf1xklw6U7q2PCvvOec4WbRoYXh+G5ES6Sy8W+p6GytbpaalR1OmRISNnb1y+eIyVQBMbqBRGbaNCXnp+pChPBeFiKNtbhoKCcNoBh5EKbUWnl8iXBTDfRuqJDs1SVM4pF5Jq1W3dMkzW+tkQXnQiwY8k56ZJYk5xZJUOFH+svqA5JWUybicIKeoGRZDh5KiQlCA/N6870gRl71vxtMdtupXa/JTrsPVpiIpaj8ZTSvFcDVHv9FYdr24NtwXzsE7BsflnTTkL+vUNdzBmZOvsd0YuASx7fgdnx8YxNL21NBoHOeeY/hoi+G+MiYLp86iVzW0DR0yuTBdm+7dSEnPq7NXKhs7w/vBYEHIzlrwHsN/X7kwfD60C/EMECVyPEZ8zjXAONGTxzniTOKwYSztOturgaXoOeW5oUbO9QENjZELjkHq0HO2a8VzQQngujOm6Tr87/s3hXsQ3ec8jOL0RPI4gBw/WRtSp1yDMS2VNSJlPojV9s4g+4vfZ4coMeN3BMUUgtWaqH24EYhXkSLewbZeii334SPtScM2UR1CeoTobsPW3TLQUiOJPa0yf/58/YyHmwndJDM5FhjzGQa6u75Tjp+SL5cvLVdgwtpQ7QMPnO+hCNivMcqjoHjwQG1OKUqXzQdapTwvVQED9A2CDuXhpyEZ4mvOVyd0N3XJorIcjVCZGpGcKApIoPby8t5m2VbTrvMLx+dlyZaWWkmdMF8quxKlNDlBMpITVTmgyOkfpE+R9KsqvuYujTBJmQG8QIYzKF4DELE25wCVvEYiEk/oSHoQD7UB3fcYQ6KtHB6GIDPEVhP2jr6KhCL1ph69tWYztCA9reHb3a7X6UOsJ85N25MCBFijNc9AQO5ZX6WAKd13AALpIIjroY3Bnjb4NFnzNuPQpsqzhuw5wZCcO7dEjanVVA2Q4qItIUvg+BGrIVprBseI4eK9rdWtilLm2th15tjNSaXuSCM9BtqAZDZSiWO/95VKZUMi8qPZH7AM+7PZmDiu9CICNHNZnsywWv3RPXauK1kTwGZcgzEt+6r9DRwoUHr9YsZvbIqL2KI+4jd00mUYIY/v9d69FFtutMB7sJ6cNiNYOyC9cqCmRu5uaxBJTJIpZ75d6jv6pCQ7IfygM4aIOX1wJGamJGgEROoG4QHDyGDoMHIoQpQAxguyYfWm4+KkCQaZlm7Z39wlta090tk3qDygpF95sLv7B1WJmKFXSrT4OKXKciHuM8dlyWMh9CrpofX7W6SqPUFS01JlsLtN+tOz1P5AB2UKBwM3szjYrnHv+gOankKoobigjZHcF3uNhLz0Swn6jZFyRX8XYgp5vdGc1ziOFuRghpjoACXp3Y63l8xtlfGek2u0zNAaHN/SrHaPDIVqNF7uPXH3j6EiFb6voTPoHJXnyOq9g/pqxsidMmEGk/fJPLC+DO3rIlnNsSGCJIIzQIo1yBthtTv4mW27zoF731/Z16IGzIRzJNpjLVLjJooLU7eFnCsXhGPXjJq1m0ZXxpiiDGnt6ZduSNo9zD58j/tBGnpLdZs+QzwrnAPXxci1x7T09Yus23rw+1yKziBRwuGSWOR3hMTbruA+WFb7wLBR+3CjEHfGGt+P1ABvE6eJKo0kGKVy1UMvSFLueOlvq5XUcePDXjLpF4wcBXgTJaeOi5NddR1aQ4ABA4Vk0So1nVV7GnVfNAqjHK3YDnH14GBAmjoAtmRJZkqSGiqQmC6jvXneTF/H4OEIcBw0xRdnpcqt156ox0IK6Nv3bdTrUDxtgdT3JUl/R4t0dATZY7gGbPvkaQVqnDHGQMVRINQoGcLrnX3oV4+LVpfyGiOvoTDgw3AKx72/XkLv0URzkXoN/RrT/cRt7I+WQjdjznXzQ81G2p/3+O9es19ueW63ZKYmyTlzig9qF/AKjhZpR7IItBhgHNyIyjUcJlxPRfr2Dajzw7pkP/acuMfKtgDzGCDF/Yz1RiQGiYO1G3gb8BG2bWQQtq44PvpPmS7CM2GtC/evr9LnBueP9Ct/7sgpP/ozjuGxLTWyKFT39t4rHNpHN1ZL/8CgOmPewb5jHvSSkCAyKYJTN/HwIlpjxu8IiR+c28Rb+3C9Y0OLkR6hmO0izOxzts2DRUM5Xi0eodWXWg/sloGuTOncvkoWLHt3GJJNVMWDabWEsGe7Yo+mXl7cGSyku9EqLQYYF5tbhuF7Zlu9SFxATp4WpFYbGMR5C0hbIFh7JJ0KqhABQUrdBOOEEvjrS/vUWyblZChMUygo2ysWl6mxbMmbIHHNbRIXGJDUnsZwFGBpORwGaokuipP0mnn7bp3OVQ4jqZu5r977aUAHJNq4I/f+RqPjitSAPlyvoTuB3rtN73b8RupEopnz8pyaETfCau/+vNEo0Rs8sbPystUY+V0nbxsAw5G5TspFG4p+SBUyrgtIv/f6sk5Om1Gkx+XlNnXT0rwaG4vR+jXvb9b3SJ8zg5JsDIAtaolDJsU7va92jl6DaJSERGa8VrV0admAiIU1YnVuQGE2g89Yaoy7k/d4jik1cE5+dX0yKbQPEQ1b6cOyR8MNUB4TEh8vkvdar/gbKTHjd4QkkiK1hz9SRMBnGD68W4t4eNB5mHTRh2aNEZVZ+wHRiBmSA2uflJaqJulvqZET531N0tPStPkcSLaixkJADgNB0D80EBiU5NDQWjcFyO9QQrvr2tUooRhPn1kYjrJ+9PAWGQwMalN7sAaYIRurWrXYzwR3ok0Isfk+x81U8qLshHDt0/vwYphvW1UhvZIicYEmGexqk459++Ts2ZeGvW/vNfPWUI3zkPPzIuJGUjcbjk9zOMCLbccvEokmftuM1GsYbZveKSF+bR+RmuqD9dwgUIPryneJOHbVdgQJp0NRTiSjzzU2Qmhqc4wQ2lvfIZMKM+TLF872BcbYdQpOkA/yatJHapB+P/q2SNfBa6ytncjGBGG+8zdUyc66Dh3DBfCLCE7T8rshYQiKdzSWjVwCoFMRcrbs+TWSAAjeT6B2HiodkPJlzRta1saQba4OUjbaeV2+pEyjO/deHlTXr3+tnuh3HcZ06vPEIAjpSEjM+B0hiaRI3VSTKVKvt09kZCgv/U1Fkz68RGIoNVNiPDR42/Yg3vlyhexuCQ7snLzkNFm9v0MuXZSjRsVl0TAQBA9+WnKCjMtOlYyUhINqkjzoRBgAUQDLoJjs2Ky5PD4+Tr1T0k/8Hvh4UnycGs53nzBJOUD5/+Nbgkaps2cgjOqj0G9NzeYUXHPqFFV6//zJjyUQnyQ7iov1eygoFAnAHL8owuU8pAGbFCtGGCVnwJXR1s0i1dxGonTc71tPVrR0Je9xzFZz81P67jYjcnqG6kYAgb5y53qlGHPRm1GjBas5hV4VndjZpzVdasscm0urZhGVtXUYqw7OFYp+dUWjDAyINHT0yvcf3CwXLyhVxwdnjbUF9J/fWVT0wIYqbeSeMS5L06B+bQ/udbDGeLaFEbGIG3Qyk08sAiQyg0movq1HI8zgUNs4ddj4DtmN2cXBWZmsTTe17baQkMEwblyEa8D2MLScO8Czu9ZWKgr6vSdMlP++YoF+z2ZXsh/Wu3tekQgW7Fl1WZtGkoqOSWSJGb9/swwXQbioPUuTkI4Mc3I6EHQe1E0ba4LzyeaUyMZNmyQwOCjpc06XqeWZ4eGZ7v60wT40toYZfluq2lRBLixPV0Vi7CwoOLxv+vmYxt3Q3qM1DpTqP9dUqlFZUJ4t43PSJCctWY0zsHCMKakkDCIPK3//75GtWqNh4C4pUc4LIwncnDTRmr1BBJtRt33+/Nnyyt1TZPue/dKaUS43P71N1ld1aAqJeqEfUta4Qo3RBUAOiFCiXZf8dzQIy0gRXjQjGq22Fi1dyXdJm0Eszj2IZNy8ys+rBHGYiHrvXndAKpo6dQYeURfinWLgPV6rb7lr9NKFpdqOMHtctvbH3f5ShfK0shaWTHzNGFja3eVrLctNl96+QU1109f5+xV71GEDdGWtEvY7jCiMQqwDfvvRM6cfdA2815Zn4/4NVZJHajE/Xc8N5C8jtzA0dn1YUyCEQUcuLM/V2mJbV5+iRJlIAtjKqNkwdDhPbmrWADfUIaFHo+2BWjjrlwiPCNNoyNg/kacLXjHgkT2/di+irUGLYnE43cyOl7XIby2NKdm1X2Tqa/2YYWltF2loFpni89khSsz4/RvFTaHYAM1IkHkEz5i6Aci260Pw6UieOg9R365V0rVrtQx2t8tFb7kuTNiMWI2CB5X0FA8SxgbFdMLUfDVY/H9tRZOmnS5ZNF7ThTywAE1ufXGvKhQUE4aPlGtqYoJSRTV09mp6prt/QOedWQqT84WbMys1UafNf/miOWGia2jU8MBBjv7vkzvUM6eJ1+pk6bNPE9lzu3RufkbmXLpcMqZNVIYOjG+kKdh+6TCvcqEOyaQI4Omg9KKJu92RGk0/gzmSdGUkMu5I2/dO8rD9mRGtaesORspLyoc4Cl6kqgvOIQXpRb3aBHOMC07Ry6EezvTxQbJzc8rca2V0XmfOKtJUN+0yzNijv5P3YRBSZqL0JI12dfBsZ68aDTIFXX2DmuYnmrPUI/cN52wwFMVznGwX48DED0tvEnXST4oBs/Pm+lAmcIW+PHpFNx4I8oMqU0xo2xwT9UDbj8sog3HD+PEsMHjXRjbxTLNPM6o6xWRVxWusNA7w6CBSa591ZRMmuGZcExvCTETsshaN6ZQnUtvgb/zg+6xtjBm/sSpehWkpFBQ+3qpfE7T7myCYJV6NiztuJ8ze4fHUV6xYoaTQcGNmTJoXppHi4YRizAaNGoXV25aUqeE08mmG1W6vblXlw0NrDyyKkNQOv1dWlZagsqD5HBg4dUcMXGNjr3r4KEqEh3x3Q6c+/Cgq+preurBUDTAKhv6tvLRk2VvfqV45KVUiQ457sLZAXvzlaj2f+ldPkAnnXKuKF3NPJOpF6HmvdaTIif3Wd/SocrXGaj8iY+/2Rgou8EuJDpeudPf11bdEp3syUIo1RvspQT6jDkVvmcHrI/Um8n+MCmsLh4ZUtZcA24iqUfRXLZ+ghuHDpwV7OL3nYwhToleEyBDnjfQpFHZcf7IApAv5zvM7gulwIqOPnzlNnRsMJDR7BmTh9c8v7tUewIKsoNPE/cCgko4F0cl+rVUHo89EEfe8eU1PqdQMhQJdQmTcRHIYcLsuls51r6kLGuK6gFBt6nxtrBjPtA1Jpl4KOQQpYm9UjOD8QsxtBO9e58PWYBBMFlBice4N10op1pzMz3DjrMaE9PaLrFzv/1n34W3gj0V+R1C8UQCLHSaVtSjcQFARe0mD3d9A+oxh2t/YpcYoWs+UjgFat0nJrLMKx8nq2oCML+1U44iHi+FyKZysqI/c+uIepRxjrJBObIeuaWeDKk5TsAYe4PiY4kCkRwR37uwSbVxfu4++pQEt+huHoU3jZr9fvWuD1g2Rm9+/XM/b4Odu3ciuRemlJ8uN14uez9Or1skfP1+mHjdtGfT0obyQMKzdw8biy3MZmg1nE+lR8mEF5VCC+RFOjxRccCj9eJHSq37RZni0j8Op6VWCfIZB4NUv4vNSsFGrIt26clejOi/af1aYGW6h4Toaa80XLpgdPi5bu97jtGNMTYzXbeDE6RigQLA2ZultjRxDzeQWQdFPd+H80iHGh1fqbY9uqtVa8j9f3q9N4WQdMKhGwMC2adfhWFhTtsZt3VqkSsqf6JXztkG3XipB95q6oCHSnDDKEN0tCNU4eaYxdqx3tm/G1hsV27XEgSOas3Pz9vK66ywIsDkwBO0ZbX2MOUlKFFk464jsKmb8joD4DaJEWKAofCIeoj9Io0lRuYvaT8lqg3po+rTb8+cq+OaqvdKVPk4yFpwrpRrxFev3n99ep8V/FISJdx//XLNfVu1u1BE2Rdmp2hANyIRUJ0rUVZz8Bs/+H6srVMHhqRcODEprV7+cNbtYa2w2O801uEQhCK/eupVroNwHeurx50pT1lTZtu156e7uVqWRlhQfpqRy2whcNhYUuzUhe40a+wNCb/UgU77u9fYjnI7UCH84JJJhjZRCtUjM6zhF2573/GzMDoKDVZSVqqlBDB/3jetCelkHvYauLalJt+5kx+Uepx5fqFWAdQvrEAaN+2DDe11SdwXIbK6RW57dJav3whyUrBkAGzCL4GiRln/7cWXSNxDQdCkkDThdPQODYQIG91jYv5FnW8sNaclgViJdEZ8LypN8EbDeHt3gjMvk8HSKP4eiZLbFH88LNIATc9P0Wrnr2q63W5O1EoQZO7eX1zuwmOyEoUG9hm80E0HetJKaLJL22iSfN1Jixu8IiNfbZqHaFHNqAYyXwRvG+/R6fN7IwWWi4KEJK3sPFVr16hWa7kweP0uyZp+n72GE6K3rDwSUPswMLYJSwEjwMGIMqE+gVIg2SYEaga5xDppwfDyQHFNCXK+m16gvuQpzWlGGpoEAGZjASWhNzDT2Ur/AuLiDVBG3x/GEacVy59PPSF9ztfzX3WukoiNBj8U1XkPYNEIpK641SFZ3dqDffUH8QBVcGzx8vybtSGmqSOLnnUciqQYIZKQENjjY21RvtFcus4pXvGvI+x2uEeuPe2TOk1+6z2U5MaoxF4ThV2t1x2QZuIOIjtFH3skbpPJwsIhuQBSDfqJeiNG0AbM4Wjg5j4UmPnzr0rlh0gWuD/RobId9MwKta/8m6TlQI3/c+qok97ZIS0KepCTGSaNky8qkPlmblilnzCwaMh3dm9K2dcJxkRIm20BaH8eAjM2E/DTZ19ilrTxEjhYRrtrdIH9YsUedM4yhiZfH19uo7tdg71LN+aX2/Ry0MSlL5hyxXcWM3xEQr1Jw6ZCoC1D/oLblFrtNojU7e5WTS/v09Z+/oPWxjk1Py9x3vUsVAkaG+sjkggwt8ANm0dpFZ+9BkZGli2zbGD2MlV+aBUoq6JbQBKRJGR9jxgslicLA8PLwoqRcOrY/r6xQQl4AL9traKIfCI+P4bhAgXLMRBnHH3+83Pn0GkkZN11qG5pl6azpavjcWpNrvKwZGcPqMvW792W4qMltZvc7d0MPRprf5mcsvdFbpDQnSj6sKCfm+R5H+Dy6+vRcvOcRcbSR8zn7oZ4EGtaiOj9nwNtjiLPEeoEwgZSfbdttBAc5CdgRw8FvjHcVOW1GUTijwH0H0EF9b2pRhtaEaTanlSXcq9nVp9vECXOBQG4Uvnpbhby4aYe88y//T7Y89ldN/+ed9zHJmH2qdO+tlP7WdTLY1ytpU5fJnleqJXGgW/bn9ci7LzpNsqdfcdD1xAGxyJV/44glJcTJtOxMTZGz3plwAocta3RBeXIwzb6lNljfpFGftojQNrlObuo1Ej2eN1vkonktKvVG2PY6ZlOeR1hixu8IyEF1n7i44LTrUI+Pi0T0mwrAArdeKtcwEg24yomo0KKFZ17dre+l5I+XgdRcNXyrlU0eLk4mrPdI+aRg+oQHleMBYckDai0VlkJh39YojfcenjQRCKhCRsHQ1pCalCgnTS0YYmQ4H0vZUFPxpt6Ixqj9VTR0yrb+AclNS1blh7JEUIhaz2OkTNo0TeN2bX9RBveulnMuP0VbLmDCN5YMVwzIAyLOb5zQSKKm4VKQRnzsOgrRmt6jpSC9+3DRntxrromNynHPVc8jLUmjMHg0rZ3DBVUhfudoEQPGxk1tDpc2szYS0n+kwonOTCmTlrSWHHciAuk6OyeAJVyjtu4+NSg0jEN0vifUIM694ztsS3s155WooYTFiDSoXXOuS1Fmstx+94Py/269W9aveEKScsdp1oN1iQx0tsrgQL8EJE4Sc0p0tFfPvvU63zI+KVVW7F4jD133Kcn51Kd0Nun1118fvp4YamuQ5/kKss6INq/j8BHtAQriGXab4Xk2cDiJihn+TCp5yNzEYZwvP8PIuXqRofZ6KLXlN6W8vFHkuHlD3tqyZYvMnh1sz/HKww8/rLNlD0Vixu/fIC4qMxIS0W2DIGpB3GkPkebPoXTuXrtfalKC09hn5CfJ2bNLtA+JOklRforO5LN0odUdOB4eQowkLC5mbIPkxq3hlBj7IZVDjRKFwMNJpIb3X5aXFoaBW1qXbXN+371yoW8UAuM9RhGADCkk+gJhn6H9AI/6tBmFqmBRMpWdIkldDdK4a7XsTEuTv71UoTD5bSFl4F5HtwbCcUbyhocDrkRSKtEUT7RtRmpijgRscdGeRE2k+3AGvGvGgBKGXoSgHAPB+15ydHc/3GcMFNG3l4c1GnjCzT6QxsRhAvCEkCK/b/0BNRRkELx1VIAfREms63UVjXq8TAChZkeEBSKY8VougTPlgZW7G7VVgmeCdcQcyRzplLWP3iH7KirUmGH4OretCB7j0qVywgknSOfEk2V9Z45MmXaGTMoclK7u46SyplF2tsZL60CipJTOlJTxs6Vx2wr5wQ9+ID//+c/lus98SSYuu0w21nSFG+S55qQzlUi7d2BIawyGyb0uOB/cA9af9Ry6Y7NM7Dtex8TPMHpTm0eNwXNlwUzxCvfxhz/8oXziE58Iv9fT0yOf//zndZYs9f9DkZjx+zfISBat67F/5PSgEnPbGBBvpBGcuJ0is7P75JVNT+tnpy1boIqH1gFSLzy8pCkxOPbAIjxoKBUedIxPdggVagwVRGhWsKeGwWfUKDkPfktJg4GdMLVgqJ7aWqc0fYi1SNg5YUipV1qEaFPAoUoLRpQim6pa5ZXKFlV8RKVBhGqutKY3y0N489njpa29U06dPlHTsW4vnEugTZoVhcPoI/PSzXC8HnRctHv4epVSpMgxWt+fUahhWDBGbhrWO9rI3Q+RHveDtDRGFWMbrffMojqOwRwvFPhup3VGASE0muelDSFpQIgO//D8bjW215w2VXr6A9I7MKhsRV29g2qoKQFw70CUQqe2cEKurkEiMOrG3MeiNJFteyulayBO+gsXilRUaA9oeVqfvO9HP5PJx50l5y2drvv/zVM7ZNNzu6U9LlkKyoo0HdmWWyBTShJlwfgsSemqk3XxO+WJxATprq+UuNxx8qvb/iUFW3tl1pITJTmx6KBxVziFbsbBe8+t1YJrZSlLl5kFwYBj4GGWIapXRiIHEOPNSngdLi8QZ8wjPZHkg4d6/+EPf5CPfexjcv/998vvf/97qaqqkne/+90yODgozz77rByqjMr4kQ645557ZO/evbJ27VpZvHjxQd954okn5D//8z+lvb1d4btvectb5Hvf+57Ex8fLnj17ZNq0abJgQZDmB/nnP/+p7x2LEk35msduDfBIJNCCLX6+hxHpq9mpdTH+5i8/RaHcoDBJTWJoSDPRW4SBwzBZ7Y2aSmluqhbnmcZeXdmq/YCgKkG2IXwXJWsz/szLfXp7nby0u0kjOIr/QcCCyKpdDeEoz86JKMFLQKzH70y2L8xK0ZokCkAJticG2TX6Ny6XFS3ZklI2RzL7GuV9J51+EHDE+q8MXcp7AHiIVjGkpny8RmakxvCNhJS7U9G93Jl+fXR+PXUugbdXXDJl6xEk8ptSmKHX2dCbboThXieiSzcDQa8mzCZLJuaGnRnqdEaf5xXew3miNxQjCaiKNCegL+pm9h3WshE4IwCpYJThmNdv3ydr7/+j9JXM04iN2vbklA75r29/SS655BJ5eGONHmNBQXB9gb60bRloKy8tSQcuBx262XJzfpmkn9AgtTvWy/pdBzRFGl82T7buq5XuA1tl+kVBHWVGDsNno5SsXo9YywjPi5UOvG0aYYmLU4IIjCKZDmUrCqFg3e+6QBjXEXGdXkOMImM6GnzmZZFZk0VKCsJvvfOd75ST58yTD153ncybN086OjrkAx/4gPz4xz+W9PShkfQbZvze/va3y5e+9CU59dRTI34nLy9P/vrXv8rUqVM1HD333HPlT3/6kx4skpWVJevWrTvkAz6aJFpt6KAZaRHqMG5hHIUBsvKW5+Il87hLJNDXLanlc2VTdZe0dfcrdRkGASWAATRwg6L90pPUG2/p7FPgA9BtHsy9DZ2KhrNeOav9WTrO9p+WGByGyys8hg9vqlYPe01FsxJKWx3KHdHkFu/N+BhhNWkxeEIh0SYVa6TMSRMXSUppQOISk6Vj32YpyX5XeHsbK1uU3op0qRIJh86P7dNMj2OAojdaL5etf7j7MdL79noMpEVcOCYYBCKxQ6GsihZ5ekE0bJ9X7qetteDMvNfaD1wlzHVjbZBhuG3lXjWGIIJdomWiQ97HeLvXwNLe1LrZDveUbVDXBYSFY6bDWkPEze9hYyFENK85KYny/DOPyzNPPCGBng7pq7hb8haeJRefslS++9svyPi8DF+j4ZYZOB5rqLdMBtc86Gilytc//A7Zve+A/P53v5JXd76kIK7Vq++Rtzz2O3XUcdy1HpmRrD2FHPOQ4dOh/kdLZ3LsXufV1gbgF7I6tBUR2XqZcaJhANzzY/vsi/piNPDWmJCUJJGKKpHBQZHSYLlHJTdberu7ZWBgQP9KS0slNfX1neOojN/pp58+7HeWLFkS/jcHR3RIxHcoQl6XP5O2tiAD+tEiw9WbvGNl/HgcUWakiGyWXWN7r7SnFMtgy05JPrBOzl/6Sal5YY9CsycVpGtkYMTKVtthG0yooSGdETRQKPX0DWgdBkAC0R9iUagNwkXMIC6akKMPM3U/jBzAi5fjggoQBB+pVK8BJ9WGYXPbBAwlSO9jTWuXNi9DSI3yYxvnzSmVnu3/K3GZRbKjdbd+l0gJQEUSEPbO4DT4eSEP2vaJ0aeXC/ShSwPmoiej3Q/v6J3h7ttwBjIS5ydKDOeEyIHraVHD4Yo2je2FV9LFfuft3YerhPk3KE3ODUerJCtVox/upREt20Ry9gMYxq6Bd+gr36flgXOkrusiZ0ndmgHBkUkM9MstD62WlsZuScjIlcTxs2Rhapt84uPXyrMVXfLK/lZJSHjN2EbiXnUHwhIB4pTx/FBL5PnBMJaUlMjffvs/8j9//pf86elN0p07TrZvW6H1Qxz5jFmnaC8hx+r23SHG2Wk9gJbNcNe+C2bBAbAokddo9V/EsgLeiSvWeuIF1Yw5SUwUWTBDZMM2EQjHJ4zTYIq052kLFsu2bds0ePrgBz+oYJdbb71VA61D2pW8gVJdXS133HGH3HfffeH3CFmXL1+u1vvyyy+Xr371q7po/eSmm26SG2+8UY5W8aYx/Pq+3FpBkDopOKKFBxXOzQNNndrD1tsf0Hrd3s4WGezvlq6dL8kZkxN1mzQV41nzYFrazO0jctF+KCf6/8pzU3Uae/B4evR4kFDruIox73MsNBt39AzIo5tqFKRApIXhC9KfdQ/xat3GY2+bAGLpUVKpRI7URJgEUd/eLdtrO2XihElSnTROcIX+tnKn5GVm6GfTijLlrdS4QjVGDJylDv0g46PhQvQas+GUi9egeME+kRrW7dVLWQWAyEiWQQ5Gal0YTly2F7861UgiWTfiYC3qaL9QlM13WA9EdxAYuH2hOE19g4OKKnZbaHBwaFK3NDVN6KwrUuczS7Jk5bYD8q+nX5KO5kbp3vuK9O57VT50/RflGx9/r5ZW8vJeSwPyfNBaQ02bNKLLtcl102kT47NlhdKNNepxw16ztbpVHUi+B+MMDtl7L79IZs+eI//ztaflFRHp6urSFNy3f/hTGT/lDAUXEQEbfZ+lnU3C47VCUacx6RjYxyWn9k5qsPSpjSzjWuMMsE/un1s7dPtCSX96QTVjSwLBut+iWSIbtot0dsk111wjP/raN+Vjb7lcpKhIzjvvPNmwYYNcd911GlzRz/mmMn4cEPl30qTLli3T9whVKysrpbi4WBobG+Wqq67SvC3f8ZMbbrhBPve5z4X/z2/nzo3OdTgWxNuc6m16tWGs9p77yoP9cgjiDbdhc1e/Nu0ay35H5TbZsv1FVRInv/tTB6V9vBGEedtWv2PECkU+DM6DG6olPSVBSkKk0wAN8NpV+YpoyopxMeX5acqGz8O6va5dvX5qSFZvswjGxD2n8VWtGiEY9yMSBknExcn6fS2aEgIUwYHx75wpc6W2oU/6O1tlwmCtlJcu0pRmfXuvXLV8Yng2IArFxu6gbLgGbnuIt37mdy/8Un8jicK8hsTbcuAXPUYFyoTor6w3k6b0Q/HwR3seBw1UPmFiuFmdewJ5ORkFqwlHih4R1k1GcqKOEiI1autvTmnWkDaYl/Y06hxI0rHFST3yPw8/JR0d7RIXnyBpiSKf+d7PZc7s2WFKMITtYUS4JrTO8Mcahm+WtUe9F9YaIiQ7foyFkUOz/ogAqUMaoTq/+8A5i+Rdpzysipaoj/aJb33rW3LGx26S1PI5B5Fee8XbsE5alOt28rSCcKuQzVZ0nUNj3IFwnc+I+DB8OA70P/qlN/1ANWNOEhJeiwAxgHsOyJo//k1mzZolMmPikPLa3//+d438DlXeEONHevLCCy+Uyy67bIjxSklJUcOH5Ofny4c+9CG57bbbIho/vs+fyaFa+DebRGpODUdEDuOEV3QeXkK8Gin69Ro6epTrk/oQbPu7D9RJUvFUBbucfPLJwxIyuw8MDxT0U5a6eXprnXrCGKf71gcjPGqDvMd2UVgpSfFKZXb3ukrZsL9VZpZkaJoKY2rnYylGG6fkjnJhHM66fU16bLC+uILRJgLAQ4fsOiUpTgozM2R8eYlsrdwsg2110rbpGbn8XRfr91FE3kgv2KpRr962lwjcxK4R37UUszcyc71r0nrWvDxS4+NtORgtItQcGNJjrT39MrnwYEDJaI2yuxb4jcvv6e05w/C1dPVqOpv7T5qZlhl4XZs6+vS4cCzc7XuPh+3SN2eDafk+ryB5SaXyHSLc3XUdCoo5syxOPn/te6Q9pVBZfcpmLpTPfOWr8tTeHtmwen+Y8sxdY6QEMXqQnetg2YbgthBj+LFj4V7MLwue79mh2h9p8ckF6ToZwjUwIA4nT54s3/72txVks2FXpSwc7JN3XfmeYN00dC9cQJFbXggDvpZP0EgUQ8sacmcrumvF6vI4DFxPrgvPPYaPzAxpV7/2CPd1TMpip58PuPjUcpnlN+UhJO973/vePMYPlCeGj7+vfe1rQz6rra1Vi52UlKS1vDvvvHNIjfBYkUhFbT+v2VVQCDUJWGFIZe6sq1OEHA+BKfkH9+wUyZskiUmJmhJ4fGvDkCZ5V8Ej/B+oO69h4mLHOG2tadO2A35DGpQH0hqWqXewT1Kvm6va1LveViPyHydNCQ8yxWOFgFojykAgHP2geEjRgEJNjo/XupFBvd30ILPnQGoy1BTDvL6yRc6aXiId638mPdU75LFdk+UEvh8IKFwegTHHmoMtAjSCYT/F4DXSEdF5pB9XVWg/2wTnGo5EvJD/0YqtE64naWUapxEXDTpSwI5LADCtMEPvoU3VQNz5iJbmhF5Ox+g0B0nVEWrEhZnJmg3wpq79uCY5RqPOAzCCsT2IkisuTmvN0tsnX/7qD6R27zYR2SYLFy6Uh/7+S4nPyJPikJHmNzS+s35J2xMpck9OnTF0mrv1Ilp/IGvbmvTdmi+ZCjtmYkrWOsaMXkW+8/HP3yA1mdPl9jvulu6KDbJye4f8vG+v/OZ/vq9OqdU7LRLkeLwOlIJsAgFN6eIEWJuEXTO75jayzFKjRNZW17N6o3dtHpV9f2+gjMr4EfrTa0Etj656kJs7duxQVoRLL71U/37605/KqlWrtLaHcUPe8Y53aG3vueeek2984xta4+vv75ezzz5b3z/WJFpR248RhAWvjCeBgHqkeIOkEt1Gea3dVTdJY22lJHR0yMzCNElODoIIUOo8+KRY+DcPNwqI2geePGAF4+6kxYFGc47HvGN69jp6mhTFCYSd9KdNX8DwsW2QoWXwlJYF++rsPGnMfmFXgxpC5rEZMwyRGGkcWD0wvKSfqPXQYE9qE2/dpVq7NT1Jm5w5vsbuQSkrypN93eOkIX+u/OLJHQq0QQlyfPPLg31TeMs0bnPOXK9IqaBIc//8FAkQ+fgQRP2NSC8NF71xDQ1g4TV2IwXsmKFE+XPNUNZzSrPD9US/bVPLqgnRdtESw3lbxOIFZSB8T+/vhNwh7/M71ll4KsLc4BpThGgoRX7BjEz55R//LnV7tkhCZr7MPuUi+ftvfyylpUGD787CgxrN0uyGQHb7OBHtZ42L0zWvFH4h467PVWh+oNVPLVXP+gF1y7bNqGM4t0q5zLnwfbLzlRe13eZvLz8i42+8UVOhwXrnQHg6u7fx3e2tJIOiYCAjYI9QVzbn1+UFdp/7mBwh4/eb3/zG93267E0wZpEM2pVXXql/MRldy4NSLYUg1IxyQVl5kZM8DKtW1SsEPHnKUkmYPEG9VqY4PLapRtsVwnPfevpV8bGds2YVKaiAqI4hspurWzWdxYNJ0R8PXanYaHIPecxEPqR2+IwWCprd8XxnjstSw4BRsJSPl4fRHlxNsYUiTyIiDOn96w+otz04GFDDHAYEdPYqUvNDp0wJK+bBlcWyY+Wj0ntgq3RPni4NbfFq6FQCgfBkcIakghIl8jMwgV9jcCRia6/QG4bx8ZJkHy4ZLnqLlCmIZjSjjWSyWqvOvXOMqt+8P7aL4cNYYIC8XJ5DJBDQNcR99BpI19mwXjgjaT9ufLrccuvfpCchQ9laJi4/S6ac915ZU90jsyYefK0MXEPkR++dAqyITh36PYReV9YqdXG7Ru5zFV6XoawDWQ0DFrlRKc/CydOnSbwMyv7OBEmdMF9uvPErMm7cOLni3cF2Lr6PMTdScvf8LfPC8bItIrpIU18sOsdJcJvqI6XtYwZxdBJjeDlCEo3NP9JgUROrFbgQ6jB6zEkRdmx9Xie3p05bLm1J+apYUGrA/xmoCVsK/+ePhwkFTo8WSDvY8IF706eH58q/UUpT542TT541fUjdwuaN8dk1p06RBzdWa92RmhDCto1+in2QwkFc0ATnARiBmgzng/JhKvfC8hxVDtecOlXfxxBwPJaqNUW7c/lyuePJl6XtlYdlzonzZdLUU7XmidHjWtn1Qllj/Fw0ohkXnUoQmvnnovRGQ03nnYU3nDc+UtqwkRjWSPU7N/XIfSC6310fbPq37bq/peXBJqMrgGN/iy/ZMkLUT3qb16jXaU7JEC5aP45al64Lpb6zpkW+8f2fSkfmBBmo2qZsLWAGHtjcpMbrM39dqzaNtYGTwnoAxUztmfr0E1trNcUO6hjhvhrCF3AWUW5BRvKQ1hbqsKTe4Uy1lhmEdUPWwjVeiAF+yAD839NbpGXfRn0f6i1aJK64IkiOjeGz+8GxGhI1iNQe0Do6jDWG4vYjuHZnUpKZcbcXvr9bajWlS93UvfcxGV5ixu8ICYsUBJcZA7dGE0nRmPhBqE3hwcxic9hscnvL87fLR66+PBxtWcsBDxCpKMSmHKjExWka0qa483AbjRVpKHuYjR2D7drAWdg8mJL9xX+sk+21HRIX16lQcY6R46JHj98SeWH4eI80adAw96vyMrb79504eYhR4aHG8KFoebjdNGPGpPmSPud0pbSqWvO4MgmR8lRxDJENyfUalbCXH/r+SMUXxWnRwwgJoaOxyhxq3cbPaBrClOuMAXAb0b37tWkLNG5H4/eEHo6IhW254A6/Ce6+LERdfb5gL8ipv/O5j8iuLc2SsbBUKcf+/Oc/y47OVLlwfooaJ9YSo19pL2B/rAfWFMhO0uEZyYnq4AFYwaBbKpPnhDri8VPyh5AssF/+T0QFZ+q5s4vDoCRqzE9urdX1Ci+tWyO0DMDXL18iLwy+LD9/np7sQbn66qvljvsflbasSZpJIaNimQ+uP4ZvT327IrQ5X2OGsbqlTaQPX29nJqXbn+neX3RKQ0eQ3GJstzhEF2jMyDzu3LlT2+fKysoU6TllypSopCvRJGb8jpQE6IPr14fVHjwUAWz2h8LKYCkRUG3UyPr7+2TN5p2StfwKyZ+6QCYWBxULCsIayFEIRioM5ZNrWE2Rke4xw0waCq5OiLIZtEv9g34+FESYdzC0naABDkhqYoJyOmLMFk/MVeQeSoMUKaAJ610idaoz/4oyhzTmchxEiA2dvRpNktLC8FmB3xTXstlTJKlqvbL3v5KeppGrGftojDiuUib6pHfKYPqHkj5yo/KRoC+9RsqlqHo9tRw/lCXKUOnkNPLrCCMsEW8a1OUNtfSw33BUl2LNKL4QL7Ix0vF5a1YWAT70l18pdJ0aX2KgT/72vzep4cOxwJgxUX5WSZZMCY07Yt+8gu4k7d7VO6ApbvhlaXmBHs+9R/ZqiFJ3SgnG9JzZxYpStr5EIk1YduihddHDdrxmCP/npht1cDSKGBDfh2+4SZZc/UXp6g86Q4YK5jkk0uvqGwy2XWQmh5/Lnz62Tds7IJbITA1yW3KtDHTG8/LS7kbZWduuhtJQ0YoKnZArT2+rVeT3mG5xiCIw64DqfM973qO0mkZ80tLSIt/97nflgQcekEORmPE7QmLgEVOS9gCRziPNZMp/OAXs8lcaDyaou127dktC+ULJXHSBxOeWKFcg3rxLj2WGjpoNHqOLZEMx3vHyfjVKN125MKww8LgxfNTy8jOTpaalJ8zw4g4wHZeTJjVtvWpgiQY5Rsi0q1q7dZoExtYFKnhJum12Gmi5lbuDjbwZyQk6sgjaJjxeBSKEUIkorpMnpMk/VzVK8461sjivf8j2vMbFrkEkAgFLTUX6rm3Le1+8Ubl7n/yMR8SIqLN3VEjNaGvEyyDiHouRFXhRlqY0WQcI1wTYvw2GdfdtaV63nmtpPVLiNqbLSyTgra/acT37ynZ5/sGVkj7zZOmt2iZ/vunzcv5pJ6iRoieusqVL18NVx0/Ua21GF4MODy11axwY+vNgDMLguOhT1/BiyLTZfmBQnQKeSWrfXCt+Z/cgKzVJI1yMKcQPrDdD67o1S3hEv/v//lfJlh977DGp27xS9j55u7zvuuulrWcwzMxko7WKspLlgQ01UpKTGgb5wG6Tl54s04oz9TxdwBiCA2DsRRXO8Gq7bzo9PgRUOhrlv/7rv+TXv/61/Md//IeyvZiccsop+tmhSsz4HSHxKkkvwtAFd1iR3k8Juuworif65OYq/bz9lYdlySVXyfJZRdpMTNrwoIciEJCWrj55Yksw7YcBRGFR80GhUB8h1cPv6EdCSY7j+JdPVAVhx+jCxIHe8zCTNjOPHsNe2dQlcydlayRoHrSLqETc2Wlse3F5rnq0/JYZhNkhRaR9XBnBSFMZO5ZcJJnb27TOGdi3VkqyTwxfU0vTNvuwaVi/n18q1H11jSHiZ5wiGSK3nmX79jt3L0XVSBSYX/3M2yfmviJE2DD4eB0EF4zB/bdBs6yHYPtLsIcPIdXNdHI4W/nMTZ2TooZhiLS61plhCQohizGIKQnxyrv6ruUTws4Rx792Z5Wsff4JSSqZJonZRfLBD31IU9gIBq1U10SftvfYGjKja2l4F/FMm4uNALPhvnbNbN3y7LA9jg1Ajj1HrF+rLfNd1hwGx8Z5eYVzDj6r4+Vvf/ubMlft2rVLNt37O3mmtFAmnXal3m+um9XulkzIUwL4+rZeva5KwDCjUFt6bG26gDFzNI+fnC+LyoMoUncdWAR6NNf6tm7d6kutmZOTI83NwbaSQ5GY8TtCEq22Y4wkkRrcI/FKuqm0vv0b9N+dm5+Wm27+lty7L15W7GrQ9I+rGNkWDxQ1EkiraSC3bc8Zly0dvQNqYMwQM0m9rq1b00qMQlIPO9Q+4DaUQyUFSW84VUMqtHdAegeDABsUgA0/BYCCIkCZoQBIX1EPYcAuE92hRiPqoH2BHkNSW6bozIBwbPsSyyVjwXky2N0uzz//vPL/IcGZhpUaxZLSgqTZQAWu0zAcvZfLq+oHW0ciRYvBlGOQHNrbR2jfdWU0tT6/+lm083AJyW0teOuWBizi2ljkRpoOg4YDhFPEezhUKUkJ2oriRpIG36dKBZqY62yclfyeRvj6jh6NXCxKTE8MyMvPPiZddfskbcpSKRtXLNe9523hdUqGgn1CtG4tCPwOh8IdmGwRnSEpjdIMwBXZhPnlubr2DDjFcRly2XUA2F9wknxmeB4fx46hNBJs93rSGmKAmpWVnfKjW/4mH7r+S9K2+xV55LbfyPsnTZeK8lzZUtMWZCgK1aIB03AdXONt2+UYWdusX8A37MNGmnmjfHd9Hs0ybtw4bamDZMAVWucOldcTiRm/IyTDQdj9jFqk33p/jyLauXmDDvNMjhvQsR/xBe2+s9+0vvJqtRoaZqWB0KTQbqnUC+eNUwSoGWIAOi/vHdR9UK+kmZ3xM8F/t2qaBmXkkkSjcL7/0BbZUdMmKQkJ0gIZdldfuFEeRfO3VRVyV2K81itf3JWmc9oCElBwBmwyGEsACCg+FBJ9gNpr1hoEvmCAl00fJ2vu+T+t+z3//IFw3RJjSiN4RX27RkZmvJRhJpR2Hgkq0x1Jg4My3H1z75XrjXuj/NebnvKrn9kx+yFPcXaoM1kU4XXE/NaeGXuXPN2YUpgLSQrQey58NyMleM247kZ0YFMTTphSECZWh6Lvz4+slK7UAm3PyZV2WbDwHF1HGCdlldnXrP2U1JCtTQAnCcfIbaj3IykgUrMaO1RwRG+QtLtpbretg3PEEWR/1MR5n2eHdclxUGsLr5lQFIjD5/bikbpc8PbPyNp//q+0r39E/n7r72Vv/HhJTc9QOjO7J5QANm0MgsIsG8Q2rA+XNCyOhO4jxPDiJ5a2py7P8Xsj4aNFPvzhD8unP/1p+b//+z9tqTpw4IC88MIL8oUvfEG+/vWvH/J2Y8bvCMlwEPZonr+BY9w0jqvkuptqpPrVFZLS2CgnTC9WEoFIs98MoEH6iv4/wAEYm/++YsGQ4zOjgQAlR3HsqGvXVoikxHg9Dvqm4Br0erA8iFCW9Q8EtFaomLVAQJUiBpc2CphjSGcybQJVkpacKG3d3UoyrDyhIgpAoGcL5cPxukS/KAlQc1NLcmR1e6PsaW+Uvzy3VZ7YGaTAu3j+OK3VMKbJlF14Vlpc3LDgEjdtGc1YRarhub/xRvkjleFqjiNFnqJAUcy8RmJe8YtEzSjYPEUz3hghQ3l6I0kX+GLbsajNPfbAlsek8un79d8pjTvkz1//udQHgvP6LJtgACmMNvcSDlCcIwio3WgnknOBESPqghxhT32HlGSlHMShyXogs4CRBDBDepH1YQ4MTtSqPU2SkrRXgSb6/AUC+gxZNGjbUzajggK58KKL5F/VOyR5wgLZ8ey98rUvfEouOW7ya84IE9pxRoxRKUIZZLiJHvYbS1dbm8doWnfGgjAfFjTtOeecI52dnZoChfYS4/epTwX5iw9FYsbvCMloIex+C16pwUKK21Vyza8GWxw6t62Q06/+5kG/d6dvo5z4Pb1SoNme3VEvp80IIjzNEzZQgnqjIUNDLaeKOWgpiXJc6JhgggEQgIIwZnv2i7cMY0hJZorsqOuQrt5+uWtdpXqzu+oYX8NIljTt8yMixAhur21TQndqMCkY2NDkAUs/sX94JEndudMZ0jaXydpH85VvsbO2QvLSi9TAEj2QLnKblEcDLokWiUcDnHiv40g88Gh1Q7+aY6Tt83/SZICCXOPg9txFMup+UaM7+88MGNu1kUVeYx7pPA4y0mvWyHe+8gXp6+tTdOcNv/yzTJw4UZY73LMK1gkpcNKR5oRBC0bNkWjHDK1f2o990uICOKq1q1fT/ESAbprT0NYYSOT4KcH0Zjj92NWnzwbfJRVv98Rb73YjcZ6D0uzZsqEhIO3JBdKy6Sl58BdflWvuuOO1g7P6YYgSLRLRgqFuQYNinGFY8s7DRBgLRX2S6Fb5eB2jejRIXFycEqd88Ytf1PQnFJoMOMjMzHxd240Zv7GSJnV6frzw+v/67QpVIhiAuceddNDvQWzet6FK6zUYLxQXXjVpG+o6Vofy7pNtK5ck3J75aVLb3qOeN8aQB45UGITWj2+p0R4rmyiNwSS6K8tJ0zRVY+eA1Ld3KnqT2mFrd59GIlBSnTGjSMmrKxq7FNWJ0fLW1wBqULuzHkRTOqok9h8vv7ljtmQsOFeequiRwYwurVOiyLxcmqMBl0RzVobr1RsuxT3svY4SRbo1RO/3VeHnp2vazG/kjXebXkPrjRpxlmxwLQbB0nLGquKXUh/uvFFcV33gI5I0ZbkMHtgi7/zYl2VfXHDEUySKNpdY4GePdej6wcB70504V6TlDZlpzwn1P4wHNH20BOBgDckghAA1avjox11ZoYaSnkGcBM7/pT1NunZZn14WFvfem9M4d8FiWbniWenY9LTcWbtL0YpWk9aJ7UTiaUnDXjNN/4b6Y81oes+b44HaLVizbAm3MR1tkpycfFin+sSM35tUNNVJeiTUA+h6717kKGAPDB9N3wnF08O/t9fgAMxkHVWE4dMHKRAY0tvl/Y091FuqWzWlAi3UKdMKZFtNu9YElWS5oUN6+wYVubZoTpC4GoOIQaV2wmBcIripheka4TGcmQeYVCjGkVaI8+eO06iC8yRi9NbXrBZiI4m8ctJJJ0lv1VZJHj9LOgqK5cRZ03RCwKEatpHeG/fVz2lwP/eKX83NTWtHSmuOhNbsUNPrXocK4T5wLV0gFilP1g9RGE6KF4zldx7ud/7z05+SAz0pulanTZsm3//SR+XVqo4h6c5ox4xRw4FzuTM5JlocaIlgX8yBNNYjnhOL5mhtsMHKF84rCdP9kdK1c4a8mzo42YopRZlaPwbsQz3QHcisAJmVe3WbSqfmuT8fPmu2nF3QKl9eO04GO5vls5/9rELzIeg2Y865EsGy7nlG/Xp9+Q51d643v3MpzzDEGPawjnCchLEuV46CBtM4pEcrMeP3JhXlHgw1khvVkvW6WSqTloRxmYmyYcc+CQQGZdKkSXLqnLKDFCKN6zxcUDJhuKiDWYTFg48YWg5YurHgk2Zlll9qYry2RlyxpEyNlSkqFExxdqpGARgwjglD2TfQranH6YWZctmiMt13Y0efbmOwu09rK7REuL1J78aYOylKL/VbpFRlbm6uzJ5UKls3PS3xcfFy/ReulONn+I/UGYkcyqy+4QyOd7teY6n32jN5PtoxRaM1Gy7t6l7X8JDXtCTtkSNqd9eYHxiG/RFd8WepbrdJ3/g0XSNho4Jue+QF+dsDz+i4rcEDm+S3v/u+TCjM1j+ddRei/8J5svPx1j1xjgyNyvq1cT+QUHf3D8rA4KBsrGzVflTrnVVnMZQutNQu5036FGSnCzoBWHX6jCJdixg1jpvjAeRjIBmXPYdUI1GjOSIYWRucWzBjiSy85EOy/t7/05IEjdqQ/tv9I1Ljj+2DvOZ6ettovCOfrBTBM2EsN7puQud6tLQ85OS88c36MeP3JhZ70PBqjbeQ5lsEI0XfVIr0S3LpTH24zpyeG3Fmn/JbQvRcmqWjf0BTWn+dTYanN6uyuVuh6sDDEdI+BUyrzksLpxxNUenctJJM/czqimxnYkG6GlgooEyBQVEGZRQPOD2BTCew2osBMGgNMGUd7mcMRXw20sXPwOBR73pyg8RnF8lTq18NGz+/lNJIG8Td3wwnfsAT7zbc9yKlM73vjeSY/H4X7ftuygzlj1PF/ef/IG+JcnTaQAQwjHcuoYk5J95WHfZHNqCxrUs2vLJLck65WofSXn36PGmKD9a0zMhCv0eEBcLXL6pmHxgcgC+kL+0YMTb9gwFZNCFH++gwbqT+3MjYasRGeYbB9FLbuYOd3XqitzfToi8yIUSbsBfZsUI3SGsQg3Op0d3wnvPkP1/4u+yVk2Xjri1y4403yqf/8xv63cpQOwnO4Jmzig+K5P3qs8O9Hi3y+9///g3fR8z4vUnFfQiInKjjTHcYIPgj/bRtzfOy5kBw9EvO/DP1d97+H14xesZ9qXPvjGmmoinE5BFksyDKo95BtDm5MF1rCkRsGC2MFGmgVQzSTE/SFKgeQ027vBRi2IeyzDxz92EmbUO0MKMkS+mYoHNithtpH1ov8KzdBzg8iik0hDZaIy/cfjf/5R/678ZteIzn+SqGSKwrkfooD/WeWbRqEbJ3u5HQlX7np4o21Kjvd0ze3w33fRdVSC2VFCGRUlluqqQmJSiwA8BRtLSpt5bq1lHNWJjwf9bWml07pbe9WeKSUmVqXpLMXXTcEOYUtkstDifNJkG4x+tOAmEtnTYjOIECIcqiLkf92D02935bO44RA7jOVJg1CUo9n1YIv/qo1QsBYbH+N1e3aUkOIBdZD5uCgpx37Vfkrw88qf/+/ve/L8VLz5et3Vna88pxY/hccI81xLto0kip8Nebwh9LwjxYGt4RJrvbYPRDlZjx+zdJpAjES1/mznDjPaJAIizSjJ8+d6Zc/tdf63eo+R1IGBduOnYfYl5J51Ar4YHt7uvXVgMeThfFRxrMiurQn3EsPKAoUqJOlE9maqL26kHVhGcbZMSv19+eNK1wiOFzo1CIdzNSQHHGaQsEBpS0LXsDwEDK1b0O1sMUbQitG/nFp+dq3e/Z9TuHkAO7CiwS0tGvZudOyxhpytTb4+eNwF2KrZGmYl10IRLpt64C96IRXfFruyBFmBAfr44Vhu9QlKmbynMnZXAf91bsk5qNLyj4o2DSLPn992+WdbXBnkOitnCtLy4uzLfpd7w0r5OaJY3voky9EyQOmilYHnTIWKOr9jRqrRnAl5vudKPWaGxL3pob65PtQq7NOn4rQKFzy4as/1ZJkxPmTJJHXuqU7NPfLz/9yQ/ls9/6oexq7FF0rjHX6PE7wDYXoKWIV89UFz+9MZoU/1iR1tZWnZoBtdnAQJArlXauq666Sv73f//3kFOkMeP3bxJjqyDyctkq7H1qMDxgbqTAAufhN2aNgcEB2TNYoIYvd6BJrjo5OHoIcYEHboQHS8uB5m6pbetVZce+zTC4kxCe3lqr9GIQCfMdG3lDShQjyuw+JbWOi1PS4aauPrWbVoMwD9uiIIw2x0Btg5mE/AYPHkXG9qg1eY0WYq/RxgbB/FBy8pUiE5bKrrrd8q+1leH9uwrMABlEk2wPpWM9Vd5UnU2ct1qKK8P1XUVLSY02FetuYyTpTD+GoGhihuNwNeCTyoMUmleks7VJNr66Qbp2r5U+UI+//Ynk5+eL1NSEATZe5KKtQe81CfKNBtlmyBr4oVldIXtB1qKzbyDY4pOerIbPAF9WA2Q9cN3CKdEQ9y0pfXsG3evs1tx0qO/sYpmUn66sLTiFRmbN9snagGL+9DWX6kSClpzp0rz5Gbnrwceks2iuHpc9M3Y/3DYIQw8bEpe2HzeCDTMeOc7y0RYJfvjDH1ZC6/vuu08BbghN7jS+M2Dd5ft8w4zf9ddfL/fcc4/s3btXD2bx4sW+37vlllvke9/7njYmMq39l7/8pSQlJQ372bEkZpBcAl7v+9TdvEAHN1K7/4UN0r59lTKcnHLROXLxgmB0gHgBFPyOFFB7d5+2HEwqzFBFouOGCjMO8nBREFAydXT3az2P1NLyyflal0GpPLqpRhtqQc0xKoZIjoeehx2FYY3CVrODqowoEsNns/pcxUbvmPKGhoATyq8I/2goAos0NsiU5MTifNnd1Sqd+zbJ3KzThuzfpTOzHkmACvQZUnOh1jiSupZJtFYDv/+70d5oa3SR2hT81pO9elGWfnWr0TTgu0aCWppfNGz7ogbWMzCozlB1S5d849bHJb5omuQcf4UsuOBSOfGsC/R7jL3CwSMVb1GUNdBDXE06EHo61znk+P+5Zr8iNsl+uHPt/JwHHUYroil2nDeAPZcsLNVzwPFh7RMZ4gTSExr+bWgCi6GRvQ6OToBv7NS6oTlj150ZRFlbPZzjJiq895UDui3O7wefvEo++J3fyUBHs7xw1+/lAzd8Pzh8V0E2rzm6iK73QGBIy4Yb+bF/WjLSUxKks2dALlk0flROz1gSjN7DDz88ZHTRBRdcIL/73e/kwgsvPOTtjsr4vf3tb5cvfelLUecn7d69WylnaGRluONll10mv/3tbzVsjfbZsSYscpvRZXO8TElZ6tCLcHTRajyAD716QBLzy0R2rdbUn4nbwOuOS9IoLwTrpnfvpgc3q3EpXD7xoMhnIBCsXxCh4QmDfKOWAUtGaW6aNgEzBBcDccLUAk1fMm8NJg0MDrVBJjL87aUKVWjUY1BWRJO87yp50p+wcHC8biQAIAPBwAIKAFjjfbjNcCyYVibrbvmNOgK9OxfL2ecsP4jFxQUqvAJEvLNXljgw92h1LVf8aomjAdGMBLQSac1EikL9WgS8/WC2/9GKRR4WbXijYbe2duLUAjVcrOFv/+6f0sj0mb4WSS6aKIEpE8PTzUk9Y3ioP2N4LIqyiQ2MGOI73ukMRHxG2BDp+ppgmBh1RY8e9Go0S5szRqqSbZMStZKCPSfeCSzee+AlmfDywQYp2FrUqWT79OnhMObmF8plpy+Vf63O0yn1j/zjT3LyvKny5PZGjQ4tze42wUea54nhJard39gpWWlJUWnQxroUFBT4pjZ5Ly8v78gYPz9mba8waPDSSy9VMlLkox/9qM5cwsBF++xYFKIoHQorot6nkT5TB+CB9CIcechJx+BJwo7fUbdfUiculP7GyiHGz1Iz0DbBIYjw8LjK82ePb5c9DTSeJ4Y5Ct0HGB5HACxEYxgdDBgKhN4nFBDpGsAtlm5hX6A/aTTmwcdrx3NmiCgKEW97zZ4mZd2/9cW9OvrIDDnnzYRthnu6aTidPYiX3dCh3rGNHTIj49ZfJsxZIjd/Z4umgB97/iX5whcOhvy7QAWOi/2YEnVTrsMZs5GgO0di3PzYPUYr0QycC27xpjRHWiOCL5WUNS0vOA0geP0cEKulGoq3srJS/v6Pf0jizNN0fU4/8VwZn5cR5krlupNCJ/JzgUFu76mXKg3xo+3zI3i284OFqH9wUF+J4lxUqpd43G2NwAjxvo0dcq+TG4m5x87nRgjOs6FzIuPiwsfLPs4840x5flOFtBQsla7udrn3vntlxvHnaM0QvlPKGpz7cP16PCfoDp4z2pdsJuXRKF/72tfkc5/7nM5MNNtRXV2tjC9vKm7PiooK7Tdz6zG8N9xnfsLQQhtciLS1BWmIjhaxB924MVHyGD/aAmzGmFsXItWRmECD+IA+VNWbXhKZfLJkzD1dEoteYzy3h4bvG7LTKxiplPg45dZMSwoO7LTf4VnzIOJZktJkBA1KgCgVg+g2ohvXKEYK1hbSXtCU9fZ3SnleqrR2DygUnBTX3LJs2dfYpZRRbsqJFCMjXbxISJt2wQOOYuU83DqpW385Zf58KZp9vPSXLZaX96zWwjjG1QVfuMYAMUXs1lzY9+upy/lJpJrUSNsqonF8RjNw0VKaI903a4E2G+4t69X7XTWOm6pVWbtcnyir5k3PSVp3txx/6ply7fnzlYwch0/BVZUtujYxfkacbfcVthLbNu/hePmlXSOhNN3JC0RepOsvX1wW5ub0joGKlor2cyrcSMwLavLWaHEcrH0ijC592/nyw3+tloHOFrn3j3+Rbx23LOw42pociTNE6laJnpuD5z7cQOGxKr/61a+U1gwKPP4Q7Ab8nnV1dTrh3YSs4lEBeLnpppu0L+ZoFa8Xq9yAIU/Yq8hY1LQENLT3KiJvoKtNDqx+RPLypknWpPly/6u1snhS4UG1JiJIP6WMt8hoGnr7ILbGCGEsH3y1SnbVdci8sixZlp2nSg1uQcAp5tGyPZugoAY8lKqkPljd2i2zS7PkquUT1eD97tldOpYIBQYTzOBgQLZWt2njLs3xwNqtjoGB9aIs3d4r0qX0pfGK8J6la1ECy6cWyuPrntHU54YNG0QCofN2jD+KEkUL1RsRqXttogFVlPbqxb2qTK8/d+YQ5XKocPORpjtdcJS3PjuSmp3JaFo67Ls4Zsbo4vfdW57dJfe/WiWFGSlKRM4xPPLIIzqVHclIjpfJx52p9xTDZ8qde0JNGRAVPe20Q1gN2mp8pNvvW39AuWPbu/sPSrtyfLe+uEeRqtwXl1kGFGl9e7dsqo7T7IaBUEbaZhLNqfD7nr16a7RWvzeDxvGVlo6XReMzZc2WOknILpLbfvQV+e/f3C5TirJGDDoyFDBZD2WpGQYQNZbl8ssvf0O2e9iNH5YZVJPJnj17wtY62md+csMNN6gHaUIq5XByu73ZJJois1RLkAg6Udq2vahk1h2bnpEJM+drjc2PoNgeCi/owZ0rZgg1FBGIUFoREuPiNU3EaCLG4bxlQWk4TcTvUVL/DE1+P2NmkcK861q7pXcgIFXNwVE7bFORoB292juIsaOJGYNLFGD7fX57nRIQ07xMLyBglOAUB+oeGKw+PXYUCb2IAFW8CoUaSM7CcyV+y216HZ555hnlkPSmjYkG9jZ2SHfv4JD2Ci9QxZsyNRAE9RsXoDQSGSnhcyRxlai39WM0EHdTjgYqivabMHp0RmGYLs4P5EKkHy9xyv2qUyDWVMjnP39D+Dtf+cjVUjQ/2GZAPxxZBpws6PKoc3Fvl0wM8oTaCCm7vqTboeVbVJaj6VaL/FwqNAwfABiyIQA/oBtjODOp/MT4eGnp7JMZxVkHAVSGu08mRFPRGt6jMeq4ADWO79o/vqTnvbOuQy49+yTZtW2zNDdXy4Ztu2TDA3+SS77yFV8Hxu8eK/AGAusQKMsPIX20yDe/GSTrf9Mbv7e97W0KiPnWt76loBYIXd/1rncN+5mfENby5/Z7HO0STVFaqoXvfPz27UEy69LpMpCcpUbr8iVD64JWtId1AoQnw2WNGZ7tnTKjSOrXVSqDy+ysFFUQp0wvUCXytuPKVUnS9MwoI0h9efgt3UQqkzoQfX4oLCZEUOjPSkyQxRNzdVuMQULJDoD+6+gN8jImJ2i6s6Y1GL2R5qWZHoMHYz/gFgzyM9tqpaGjV+uBF80PppP4LalXbyO2GbXqQEl4uO3TTz+t6GQ/FKc1dlvT/0haUaKBIIaTaB75SOnU/MYCjXbbhlTEEBF52zVxFb5F3qTUlFYuwsBc2zfkz6fOKNQ6MIbhJ3c8LVW9weM76ewLZdoJ5yooQ+fqpScpMwsZDCJ4MgkYPov0vDU+0u0YMW+/pTv54dRpBbp90rL7G1t02+yHzMa7jp+ov6f1AmcNB8yPPs7vWhqbDPV3jtVtlPdei+HS5Lz3vptflBd2NarDecXScr0H808+V6q3v6Lgl//68c9VP9K8PZL1o9ciLk6fdRxFRjGxRo+miC8SMTqdAq5kZwcd/zfU+NFTcf/992uxEahpVlaW5mKvvfZaBbLwx2RdUpUGwDjzzDP1d0i0z2ISlJHUm/j3+uak4Bifzc/I5Z/61BBy6jDCrLNXDQkPHMYnPl60yRfhQXFH1oACpc541bJgbcylHENhAdmu7+jV2hzoTLYPyhOjS1qqtq1b0pISVVngvVJrY3I30dvkwgzZ3dAptzy3S40odRQUCchPUl9MfyDlybZ4iK9fWq7pWhCpAGMMRBHsbYQ8u1XP103hYdRQWN+8/zfS11wtz1dkq4JBWdl1MxSnO8U7EnISpU9k4qbios1I82srsPvJewAsvITPke63n0SKEi0CcNGKkbZtSEUMnzX6u1PeMQw4ShA7nzGzWCMolRC62Lt9M6Z8juFqr6+S9Q//VeJTMyUpu0jO/8jX5EcPb5VJBemaGZiQlyYzQghO1gDi5RL1RuDGb2uRKt/FCcLAqbM2o0gNnA7s7ehVphXWsUZXoZr5V+9cr7yfgLj8HBf33hHpai9oaPCvga0s9Q4jEVNSbEByJEYf77Un60GNk2PHWLGGl00qkbjzzte6dedm0akPjz/+uKbwR8TYE8pGgIqGaSaaYR/Lsnv3bvnkJz8pTz31lHR3B502JBAI6LWyxvc31Pi5hUVXbr755oOaEvnzk2ifHc0SzcMfrhbjfZBmFiRJ1cp7tbY1b2q53HjlkiHbQcGfOiPYC0SPE7PMxoXm74HAtAfFi6xDeDi/etcGfeBmjcvWVwixoT070NSp/Xi769qlradfATHUzujnIsV0yrR8NVoYXYwgxgu+SNJWq/Y2ysOvVmt9h7SlGRgmXJPSenJbnU6CwJvl+mDwnggRJful/zDcrhdurQkPFg3I443jZKBssfz+iQ3SFR8Et4yEEsoLcqCdg7Std3K4n/gBJBCLUCIRV4+09hYNeeoaiOG2bTVUMzqm5C19huME8pBUop2zbR9x06VmTPksJz1Jfvblz0hve5tObHjr+WdLX1KWNHZWSWFWiiTGxel1gYNzW2271pupM1sd0Ev24HcO7jXG+YLM2sYDUf+CMxYjQwmAe2bAJpsEwTn7MfdYlM910Zrqtjo1grRgeIfLMuWEsgKrknRwJEYf97i5h0SiZDU4bgwzXiGK+4br3iMvf/hz0p2aKc+8tFpuu+02ec973jNkXUVi7LGGeCPS9iJPjxZ573vfq4aOSe5kDF3n4PXImxrwcqxEdF52hmiN0bz/h0dWS1xyMGXnbXGwh5HvoliItEgnxkmcGiSeWkYNEdFg2KyncEdtmwJfSGOh+GB2weslzUgD7TWnTpHndjZIbWu3TnLPS0iW2SVZ+lDftrJCH0Ciu31NQc8MxQF7C0aqtr1b1u9r0T5BFCFpywvnBwm3w4o5NKXd+AxdVgtrfWBbVtvU5uDmroMikuNOPUee3PuAdO9eI9lN0+S8s98y4jSlC3IAjUjkaHylw20jGkDC+2+/GXCjWTfRHKZo27YpAcZtijEyJW/fhzIPcIs7ENe27/adurVk1lvl+ue1ETmpeKqkDXbJZz9yvaSnp4eNDtET99gQn4ZwtvvqJXvwawOxlgbWAI4V68lNQ9s58Ny46E/7+9FDW+RPL+6VvLREbSmwSSTUuuGq9dZUbU0Z6hgDSaTF8GUXAOTWIN3fesdy4UwhPD/si2errnNQrn3/u+Vn966S5JJp8oVf3S3LTjtXZk0s8W3j8GYYXLqzoxXw8sorr8jLL7/smxJ+PRIzfkdIokV0KKBoaRMv6vDuLe2SufgiiUvJkNap5ygVmSkSe/j4/e76do2y6KFbMiFXvUN6++rau7XnjnFEJ4XokvY3BQl68fyJulAKKCkeWFCbj2+uUUPKb9gXCoiaDPtBYVDQx0BSy6NVwwwI9T1qJqQ305ISpDwvXY2JF+lqqchI8+VIPXI9UBg28ob94jS4EU/+zKWSOqVa08FbX3xcvvXpa0d8j1yFhUIhPcix+kUk0X7rMo/4fe6Fx0eTSJFhpMb5SNt+bbRQi0wuCA4HJsrxAkD4N9E7QCaMEhkBFz2MGPOOoQ1T4gfkm9/8hn5G/WrxqWdLQ7fI8TMO7sljG6wf0tm2X7fWZyhijo/0pXsexveKJCbEy3Fck1AU4BfxGlsMDh7H8Upli+6b9h5LZ2PMGMNFU/3xc/OH/N4lnrCImd+RgjT2GDfi8yNfd9OWrGX6XDFmRL1sTzMgcxbIhBc2SWVGngQGpsp//vDXctfPgyCPoGMazHTYdXIzDG6m4WgFvCxfvlz27dsXM35jVaLBqV2P1WvweDhoSLfp6zxA3Z1tMtDVKklFk2VLZ2aQtqxnINzPZr8nlaTgkoEeRcnppIYCQCspakTgLgS4gqKBuYUI69pTp2g/FEqIhw0PnaZ0tkVd8H0nTlKjaD1d3geOY8FoGJwd5ZIQJwpcKcpMUYCD38PpV5+yRmPE2HCIGklpqZdemHEQpdOVpy+Rb33zW5oSfrptd7guMFrx3ptDIQ+O5In7NWVH2n60Wp/7Otz71oiOMTenwU2leSNJl3rPBcVYCtRo4zCE3//7M9I54URJqKmRE+ZPkxPmTfdlnEG8vZfuOXIMpNUxehfMLdF9EIHS8gAAJziUOSk8gNaI3lmrbsuM7RseWwwbgvFjbSPTCjOkL1Q75lnA8L37hEn6W6I7okK7Ri7nqIGOMGbQs8Gzady4fkN87brzXbfXz80OWK/qNZefL9/4xte1r/m+3S/LyvdeKCeccEI4g8NzzDFxHWwIrzm8LgL1aIr43LIahCig/efPn38QHSYDgg9FYpHfv1G8i9U1eK7Scaevnz6jQFq3rBTJLpG0nka54rgJOglaqcZCZL2WFsGo6RSH/gG5c81+aWzv0Zob7DA8iEb6zHf2huDneORsw1g48Dj5HsrGEH1uSskb0aAwFcLe1afKCMQdaaXuvgGlEosURXmVNsdw0wObtdkehCrITJs64CIfEddglOVnarT6YvdsqT2wRbZv3y454yaOuvnXT5GMNq0UyRB5r+FwZOcjPT6/9931YK0qRPUoeNdAhdsgQr10lg7nO+4YKK9T8MQLa2THy89pujPvxLfJ5R+6TjY3dWnK2I9PFAeMffDqFY4Bhc79o2cQpU9dDyQxx2t0dzABuUTvGI8VO+q1fkx61Qbi0sd58tQCzTxgIHHq2L5lW4gMOa/j5xUcFN3x//YeUt4lYUpAZXupCPY+2veMro0J8NTzEJcaz3Uk3OZ1P7DMOy9/q/z2phu0hekjn/6ifPH//VFbOYjEdR5nIBBeO5yHm2mwdp/RTiIZC0IjOy1yH/zgB8Pv4dAeUcBLTN4Y8dY33AiQh4IIjVodxqRmzzZpeOEfivQ8eel0ZcOwgjoL39JRGDQUB4M1KY2QdizPTdWHyVJFRp9mdRc8YZfomm3w0GK0eOCt5hYpakGp8TnGmhSqedAYrTml2eEaiykMV/H7UYZh+GjqB7FKihVxYfuuF+4aDOD16xODzEFPPPGETDrlshEbrdEwuYyWBi18nUKUbH5Rmx/Zud9+RhqFeuvAVmN2U2luBG+tDS6Iwx0D5Z4TkPOvff6T0razRnLPeL+UHXeepGTkyKUTMw5qkbDjRVhzljb0nr+hR6nnGvcm65SIB2eOWh8RoMtXC00ahgcHiYQ464aUKOn7m9t7lNS6rbtf/vuKBUPu4dnOsN1fPlmpQ3QhXUdomeBYmHHI76y31c7JiOLtOrJ/ay/y3hvXWQundTOSZd3+liHXebB8qcw8+ULZ/MhtsqNpQH5x/8tSWkp/bXm4Lqv3yAfda+0+kSaRjGX50Ic+JEuWLJHbb789Bng52sQbUbgPKGmidRXNkpGSqDW0Rx9dK2lTl0lP9Q4pWvRhTQnh6XnTUTbs9uW9g1Kam6qN628/rlwjJ6+CQ1CC9jBjsFDOgFiIKmlKv3sdI43qtRaEEnLplFzQAl43rQ/UGuECxRAy0cHSpOwDZYQSu3hB6ZCCPe/xOYg9KKlQYNhpmuG9ij5cL51ZFCZAxvBzHc49cZHcfsfdCrl/8KkV8tt3fyB8PUd7L1zxM9CjBRhYmssPvedVlNH2430vEgWaGpSQsnTrdH6k0UPqes44LLt23uP92e/+KK80xEnqpEWSXjxJ0rLzwo6KG12yHViCMBBnzSzSyR4AX/z4VBGd+JCbJidOyR9CZ8b6X13RpATqoDx5n+eDyIgJKPb/9ftbwqlu1h3rijXG+ROVufeKf9O6QE8pkeX5czv1HrDGH9tco8hmjh0gkIuORvgOUWVKQryCwlQCAT0GG+GlcwQrg21H3AOMH9s9d05J2CExh+iMWUVy+mc+Jh9r7pakwomyc8UD8h9f/vRBdVk/dO9wk0jGsuzdu1enCU2fHpyccbgkFvkdIfF6g246Ck+WviXSMKYQwg9oIKCGDw+Yf79YE6eN3ExzqEgo0/qJS4LrKikeWPbB9kl7wsjy5YvmyFLqex7iXFfxupEgjeqwqoDcJB2FUrQowBQwx45i4xhnjcvSc8PQYiwZdXSgpUsVBcYSZUDtDqXCJG+2CfSd3+5r6tJGYOjPevoH9Q9FbXB4Oz/r9SICJSLgj5QPPYwwhrx96SRJTQiITDxOXqzYqqwyePXIcFDw0YAGDgVgEA2ZOZLacKT3XGOIuIbR6xi5UY/32N32BWvL8DPs9fX1ctNv/6ptDXBUThxXKJOKMzViw8hQDyOiQsgk2GQDpmkAVkHcVhU7fiZ74EAB1kJeWV8VbOKeUqAGREM7Cei2/EYSYQA1BbmvOWzsLl44XpvBMTzemhzCdyCACE5iDxI5EDXy3DzT0j2E1ceyFawjjQ47e2VPeqfu3667nYOdP0bV0sm0O3AP3MyHokFDDpGkT5Oy094hbb2D0r7hMXny5v+Sj1/wjyHH69aM3TXkBY0dLXL22Wcr4jNm/MaoeD11F7VltQyMnJdBwp1STZrpM+ufkIGMIklNT5fZ5YU66setEfoq9UBAG4ABomDUSJX6pePccUkYGwxMb/+ARmIYRi9xrilOHnKamEGDku6kN47zoEZIQzytFm6Uwftfu2uD1hlr2ro1NUuEet6cEkWNQmllLQ1En27azYt2U2ANSnJ/i/YdYiwnFWbK7IVLZd3aIMntrc9skvi4efrv4SK1SDUzv2t7KACDQ0F9+u0nUr04moH0nkOkfQ5n1Lkm137jZ9K0f4ek9IssPfFUefeps8IMOFCMYbyCfJ2tWp+6dGGpRoW8PzE3TdN+ZBhYu2QvMGY2B9I4ZPkOtTxr4gYk8/Gzpod7P8lCsDahQWMNEsFhyIgCaSi3KfE4RydNKwivQXPuzADxd8G8cXovrA5raGka9E8L0bsdVEN16AatJqjN+845sA+dThJlFqIbnXOsHzlnnvzwV3/Qyfd31O7SFhJIRdzWKFv7Lik773vBREeDXHLJJfLZz35W+XoXLFhwEOAFcpVDkVjkd4TETxEhNrrHHVTpjchMSa1fv17aq3ZL1vGLJauwVBtuq1q65PEtNdqfh7h1IkOJap/eaVMVOefOQXPFpUWDxxNjw4NM9AbC0wwfBhGP29Bm9uDSxExD+5kzi/QB5nOUyHevXBg2rHzPah4YYvYFlVpRVmqQfX9KvmypQWn1acQIzyeeMmlPq1Oa1+vuHzFWG1JgRIE9E5ZL3KZt+llb7QGZkL883MjvVerRDNwb2Tt1OKHpXmM4kqb+kW7LK7c9/IK8eKBP2xpoc5i6/Gxl/zHoPdGfKX6b2MC6QSHbnEpr3FaEZaif0+paNsyYdCHgrPB8O5xBZ6KDOYXcox88tEWPgWgNQIymAB2SATsWNbYr98p9G6q0VvjfVy70vRccL+n+vv5BNW7edDvbdOkGNcPS0KGGmjULuMiQmMMBULxEBZ+5aIHk1S6UD9z7E/38U5/6lCp+Nzq2yM9d09rAj/hMcRnL8tGPflRfv/3tbx/0WQzwMgbEj7rJj8Q62jTt3z20Wqm7OtY/Kue+42qJy0qRl/Y26SBZ6mNuERxj8+SWWo26MJIU8qmTgMIzkIPXk8WLxlgyhZsHn/QkCoi0I4YGJCLGFj7Pl0IpRhQAKSLz+nndqaOPBoZsm/oPNcDbVlVo3RGPOjkxXnkhUZR853sPbtY6ySQmUUwMKiG8ZSTc8J6WdBDaDWHSgnnFpMoS0zJVOYNC3NnUO2QMk1eiGbjDaaC88kZD00fKKjQaZGB/f7/c8oOvSWer6Fp89we/LstmjAunN10Hzvg6rZbsEpGb4SJacgcV2zUhYqNuBnKYbRJh2RpwZ1PiTBHxUS9jHxg/0unLJ+cpUMuARdbqgQGkyZw6HVyfrlhdlP3R3sM6I6X6ANFjea6uH7/1YOuHdh44aq3uGQm9G5Go2mmX+I//+A+F+L+wbpNUxhXJt3/4U+WqteMELGN1dxM3S3Q0yaCHy/NwSSzyGwN1QXt4n93bqQq9ff0j8vk/fE8V+y+e2C6NoTqcqxwwRNQdqK5AacZDb+lV12PGK4fZhd/A5YjR3FodrPWdN7dEphRmvDZYtKJJU5VMfIAsmDoJbQzUA23oLBB1FA5KiM+MRxLDx6gkWh4w1CgDjCqfsV2+jyKEJg2aM/hE8d4VxOB4tH6IS0vXoqAqttcpOnbWwlL5r9vXSkvNTunPL5Wntx6nBtbPuYhm4CIhNg/FcBzKGng934tm1A8lomWfN/7iT7KtolpSxk2Xyee8V/qK5yjow3rhWCc2nsqOzwXx+PHU4mgRyXt5Q1kXIJbJAMwtzdL3SR+6kH7W9WNbanXfP37nYvnC39cpIOal3Y16TKQ7z/YgaSFtKMtLl6zUpCGkEvb8UK+E2QdiCFCiGBpGNx0/tSA8LcWeT9YmziB1bzIUwaHPzUoRSMbECyyKdu0x5DifnBvP47d/+DN5+7dukaTi6fKrfz0uH3nfVXLRgklB58HhOnVbVN6INXm0Ssz4jYG6IEJzeM2q+9XbLlx8rpRMnqmTsTFMeJc7a9u1ncFSHjygEEfDqTmvNFvrJ0F6s4AaGgwPNQ0YWapbu2RzVatcd8Y0faie2lqnY4xoT7BWCh5yQCtXLZugRu3VAy36f/oGqes9tqlGadMQKK0AInAk9F6h2KjPtPfQ2xUn04ozNXJDORFd8sDTY3gl7QwcX6g2hCJBcdlEBRQfSFGEc1C4fFzcEKVlBp5xTOcsnSl/+tOfJPHMD8pDGw5IVtpr42mGA5mM5j4dThnptkcyniiaUff7bDiD+uiaHXLXmn2SMfcMSSmfK2Vz58uMkqxwT6BfTdbOw86F+p5bl8IhwXAY3R4ODCOubNQW0aRNmdCUqRMB2gBdxLhKMbQTC2okKT6YgdAhuSHD4wK6LP3Ks0PkSLqciSZmiK23j/XGMZNe+cPzu7V2jqNHZEem4plt9YqI5npRG9RhvHdt0DUNcQT1R87BW4v1NsUrElcpDgPhZ7g6vkBKFpwuza2t0tfbq3WvO++8c8h6tetnYK/h1s1YlY6ODp3UwhDb3t7eIZ9ZRDxaiRm/N5F4mT9cBdWwf5dUr35I0meeLKUnXiKv7G9V42ceLQ85hgblYd5sz8Cg7G3ASCTJ1po2SYiL0/FFGLqO3n6ZUpipBiorJUkNne0LpQRFGYrFaLHwwLt7+9WwgeTk++EJ9KBVM5JlVlaK9lph6Ii+oDMzxYiXXZjF/LZeJfZ9+3ET1FvHwCF42jZ4F4XD/l1CaRQdSo/fh8b8qadLdGg0aJy7KUtNqZ1zjhq/rt1rJfPEs+TU6csPi+GKZlReb1Q40jSr2/MVqeUhmlEfronfDJl7Hv/49Q+kdcNOdcCOXzhbls0uGwIacY/LanYHsZ5YPSr0ytogssPZYiwRDsz966uUgm97bZv8/OqlQzg2tRUjlF63YzPuTavF0ZfH/7fVMkUhSPjsPWfblrYebKnVVqDTZhQqwthS6tb2ccq0As1o1LcHQWMYZq4NjhZ162lFOXLFkrLw8QDoIiLFKJqh91LIHUR0Hhen09ypXRthNec5sbRIWravkq5dq+Wu9Y3y4IMPykUXXRTell0/0q2ULfxYZsa6rF27Vi6++GLp7OxUI5ifn69oY7hji4uLY8bvaJBo7Cl3Pv20vkLbdXL5a6NZ+I7r/brExe77GLCX9jTpZAdqajzgTFug185SObY9IkATlAiGFVqpqr4BbUMABGMPOPvgWHSsDFB0EWXWwHiB/Pz+g5v1oVw6MVeSE+Nkf2OXdPX2D4kUjDnG/g+EnIeZlJVrDDB0NoWAtCzXiv+TdjXUZ7j2KCLnnHOOviakpEt9bc0QgIwXvec1VoeK8hzOuB5KY7yfGNqWlK/bMD9Slhi/vkBrHzH0sHseDz30kI4zg1whLzVBrr36SnliR5D8GyPnriGECNsUPPfEolOrS7Gvr9y5Xg0E9V+iLogacGCImkil7msMGhlvrdxlULFzQelbKw4GjVecO8A39jwZ2MoMthlOBinjfJGS59z547s2wYTsBt9jnJf9Pti2M16PlesMe4xLRs97P3tsm65jPwCKdx1qr64ngrdrtTvvgHziXz8Og19effVVael9bVyWzcBk+oo1unuv0ViWz372s4r4ZP5rTk6OvPjii4r4ZNrDpz/96UPebizyexNJNMVMyI9AfXTFaYvCCx/lA7SchxzxsnGYh0vEh+FLTYrXBnRl0ogbOqLGK/yOqI6IcSAgwTFF1W3Kr2kcjAip0crGTmXML8pM1ocWD5m2hc3VwXl/1A5JlbK/s2YXD0mRobx5yO3c2Y9Fni4jjPtAo2SgdCOytZoT6R/SrbSMBD3qMpm1+HipHMyUA2selxn574/aqO5GO4caIUbi7fTu73DUaPwa5t3altdw+B2Hibd9xF2LXV1d8olPfEINH319Hzh3kZw+t1z645PDtF4AQ+weevlpvdEp73/+7+vUGUtOiNNsAa0GFm0xmogmd47HjWRcABXr3up+eh1CjESsSaJHm1ihKcxQrZE0JccKytMAUuyHiA+fiSklBiThGmLYSO1TO+cLFuHacVA3JIuBU+V3TaFa05qj4xR42ZyUloxWj1ArhN/3Lpz/bvnr738jzz77rNJ8/ehH/7+98wCTq6z+/9mW3c1mS3rvPYGExBBakC5YKII0EUFBEFFU/oId5KcCYsWCgCJFRJSqFKUTQgsJaUB679lkk+19d/7P58ycm3ffvTO7G0Mgm3ueJ89uZmfu3PK+p37P9/xCPnL6JUGky/3jvAPZSyN/PiyyYMECHaeXnp4uGRkZyn/KbNhbbrlFLrroIjnzzDP36LiR8fsQSTLFHJNYYPwYINxQOEiecnoELUpyay8+uS49cLQh6CDQvC5a66O+ETZmyWaeITTHk+6BlYPNzigianxrtlfJ+H7xeg+f+e/irQoO4PhWM+H3P81arQYMJFxRbhc9Z2N7MUNB9IbysvMgiiSVY4ND528oVZaOX5xzSKAEMd5EC9Rg3PQr7B6kjkzxjv7op6V0Z6YiZJfOny2jBn6qxT13lbyrvNoyYskkGW+nq7jbmpD+v6RIk7HE+OfgDki1/jS3fcRdi9dff72sKy6V3BGjZFBmpXzzwtOD1B0KnvuNAraanU82bjR6bpRJL2hWRprkJggczEC5Q5QRNzXo98ay7kERs56M1cidvecCx2j7AfgFwphzNYLtYb266veRpmf9sk4t+kP8lho7f3Pa3CHFYc/D3YsWTRJlGo0bjqtx93KdxtriO2Wf/fbP5c2Fp0pD+Xb56U9/KrM+fW6r+xw2TqszSFZWlho+hDQndb/x48drFMi0hz2VyPh9CMVXlEVNu2R7Zb10m/QxmXjQQTKsV76cNjkj3iOYqHFZL1EYmhEjhPcKzRieKu9xB3W6KDwQmw/O2aBKYkL/AmlqhmmlSRUAUQbKBu+5KRZT5gyrt4BG5jMokD+8vFKuPHaUfuY7Hx8fKCTr+TJOSTMUgHFcxorZq0v0J2OU+EnDMJGtRTIW8fAZRsS4/YZGM4UBx+MeP2GczJm1Ul977rnn5NCPntgi7egqed8Q+vyX/0vNzu0PC+D+HsuO//zbigqTpUhdqjKX0cYHo1jEyOth7SPIGwuWyG8eflm6jj9G8sYdJZ8780jtrbJxP0aWbRPhkWCwcJJRP7z/C0cOiw9hTdCUITZyyVpfiO7cCeZujyfpUtYHyEoDp7j3zCcMh+WnsRnGoN7xQckBgliCaehzJQ6WgjCZKQ8c1x29FPaMOfZf31yr0yNAdyI4E5YKdkU5QBPgLpcIG8PLW6mj217EONLPp+0XS4tldnGaHPOl6+WlO64TYC3fuvkP8o8/3BycW1jbVGeRKVOmyJw5c2T06NFyzDHHyHXXXac1v7/+9a865WGfGT9Y8gk1+XIs7z333CMTJ8bZM0zuvvtuufXWW4P/b9y4UT760Y8qUmnt2rUycuRI7dQ3eeSRR/S1zi57QkbMov7Tn55UPs/86WdKQ+8eLdjh3dlx7vwx8+jZcKQF2Yx8p7Fo+N6xDetkQGgarPixmMxes1O9c1KWZ00dqP15GFKUBcM8TWnxGoY1M10UYbdwfan2SWG0SMG6tSfQnQZkMSVCxIbyodkfg0CzPIqKaBUQDOTCKAbrY7TP8b2gVq1GZakvQ3wiA4eOkobHnlcu1P/8Z42ccul32uTutBoSKbFU6cO26MmSDZz135fs+YedY0fEP04LMMrG0uB+JqPL6pOfLVff+DvpMvpIpTDrP6C/DOg/oNX6bJFqc1JuyRyBsLqdEWjb/ER7nm5K151oQNZiUylRZ3aLyROWTnbXN79zLQjtCkqDlqin2b3AEJNdgDsUo5SXnRiw69RO3Zqh6zA9Mm9jvEWBKCUjvWVkmhh7hODkAZyhp/HNNTs14gUNiuXjWlnrthfNuSOdaVysjY1TpO+Ew/Vcl6UPk//3lxfkl188oVOBW8LkxhtvlIqKCv2dqJceyCuuuEKNIdPd95nxu/zyy+Wyyy6Tiy++WB5++GH9iVV2hdET7vgJrPMFF1wQ/J/UHXncA03ClFqYAvVTbi+99JL+jNXXyPj+Ra0Y3d1jU/ciZQg4hI3Ha6Qn2fw0/mLAeI0IDkViUHl3nAvRJAapEXe0OY6snLlsexxlmUYNp0Fh3fb9EBEv2liqRrJXXry2yPnDjmFjX1AAKCNSPi4CL35hMW3TQAnhcTPCyIAt/M1qIe7gWu6XMdj4c86MToqUEjWgniMOlto182XF8tdFqkraTGea4nVrRnvyPP2/pzJkYYbSHW68N5CjrsE1WizuJ2KpWp4BERzrJ2PdbJnzn39ora9XrsgPP3OtHDlmd/3KvS8G2HDPOdn1hTV7++fKumTunjk3OHm2L3B6oNIrZLbf6N7BwFeclZnLt6tzRZq+tqFZj8Nax5kjijSHzQBDfH+Lvr1EzyjHWuO1SmD47Hm6tT8iPta+O2OPNUh0Z84TYlMc+F5Sr25a1k0Lu8/fDLhxsR7V5XNyza/ukbQuufLq4nXyzKJN0rswjpLurEZw2rRpwe+kPQFf7Q3pkPErLi6WuXPnyrPPPqv/P+uss+SrX/2qrFy5Minp6OzZs/Vze8q/1pkkzBMOU6Bu3Yjm3hdemytSNFwalr4kJ3/5dGW+YEObR+mmSDFaGD+slKE9V2yr0E0Iu8p1n5oYTGygmE+KEYXHZtfBnEPinjK9Vg+9vVE2ldVoPx1R4PbKOlU8kwYWtiDhxpOFj3PGyF7aXoEColeQlglaI9y5Z3j2KCeb1g2yE4ALbRr2utUujQbLpmDz05SrMrlsKNXoUD33moYgeuR7eY951z13xuSBzUv1Xjz28lzZnj86mEwRpjTc55RKobT1PJNFPmESZijb4v5067MuhZYPqmjvuXNvMTZELMWllXLLr+4LEMZfvPVuOXJMv1ZpNhOXmSWMYNt+dyMzF5nMZ21wM4AUni+pejIWrDWMje0LzpG/nzKxX5xdKCEc+7cvrpSSyjplNjp9cnxmJd/B9HqlEUxxz1USbRTUMslcDKeWmXA2/akObgTs1lmN2YZjEdn5NcD2ZA/MMLu8vZxj7KDz5P7775eFbz2q7/1v32YpHHtE0jXSGaSmpkZT0bQ22JSHxx57TCZMmCAf+9jH9o3xo7jIfKnMzPjHyP0PGTJEC5DJjN9dd90lF154YQsyUno1GE3PEMIzzjhDvv/97yuKxxdQPfwzsdB3f5WwVFeyIrn9hNOvMqe3dB0+VSZ0q5FDhvSQl5fvCDxSxE1BzVxWrNRjsFgYOu0bD85Xz5c2A5RJnHG/XACxAQJgc8NSkZeTKYO7x4v9eKYon65ZmYoOzclqkKraBklnXllFndb1ON5hI+Iz0MyTJdWKUdIG51gsmHtmDPemOKjV0PROdEjfIR49E9/tfYrWs2nhHhek8RtSK6GRf21JlX7GokcMgXsPt4xolr/esFP//86770q/I0ZrbZOoMAx1mSx12Z6WB99wtuc47VkHrgQEx9X18rfZ64NBx8bqb/cLSdXn59bJzHBRWwU89eyzz0jTqGMlt6ZBpkwcK1u7DGhX+jcsguNeY1BoRSB1uKYEBLEo6AW2H3svxvDJRZu1LxWHiEiKaew4Km6620/Z22sYxTF9u8nq9DSZMqgooD9jzWMMcRr9MUBGKM37YI7hvtFvd8FhQ7SeqffSyTgEg2MTCE2rSfpgKVp8uL6LjxzWymGwEgNkEWRV1pRUtWpNSUYWgM694ze3yOTJk1V/Pr5xkdz2j/90OpCLK6effroiOuH4LC0tlenTp0uXLl209ParX/1KU6AfOsALRu7BBx/UvgwTjCfj6Alfd+7cKeeee6788pe/lGuvvbbV52+66Sa54YYbZH+X9irQMI/9/uefV88bOeWKCxQBSa/dtITSMKSe1WuotaHUScPQe4SwqfCeqdOhJPGEMXzQjWEwaH+AGJvRRa+vLNHWBHqaYFyBNHv51krJz8lMMK3EneM3Vu1QIuEXlxRrGhNqNFNgRGOAX2y4LuAE2iUwuHjfKLOqugbZUlorA4pydPgo/wA/oCCN8Z9Ups5Cq21sNfwVhQXTP2lUrh2ofJ4XZZqgKFh3KKNlS5fKFV/uJ1OH91JDCTPGog2lMqB7V71mt4aqhqSmIcG80T7POlktL6yloi10XlvHQvEaoTf32n3dRwKGiR/5WOp7XG6l/OzFZ6TrQSeq0/qr739NtjfH22facxz3nI2cACEVaZPWYSTKyEjTNWlrHmNH3Y2+0AuPiBsNm7xuBAgIUZUP7GDdYdwAqHzl2JFBe4E1gbNOSP27g3BdQmkDcoGAsUZzS0kiZiB9lhkbpeQa0lmz12mKMzdr9+BoV7jPjc0xzY6wr/i/Wx4IjlfToAaWveDeezAW3/jGN1Rv1uzcKo/c+kO5+IknpLPKvHnz5Ne//rX+TqmtX79+2vgOVgTwyz4xfoMHD5YtW7YouS3RH6EoUR/RX5g89NBD+qAIT02ys7PV8CF06jOl94EHHgg1ft/97nfl6quvDv6P0XSPtb9IRymr3PeBUKS3r3r56/LpU+6Svy6u0qkHGDMXqWf1Gn5aC4KJTVdA2MD8K6mu141H5DauX4GmNmGBwSBu3hUflcJrGCgUAshPanlrS6qlb0G29C/KldrGZo0EifQsCsXAoWSoxfB56kcoBQwTEQWWk1QnjcNMcQD5hhLAgMMIQ8qLdCVetzH+Y6CVvaairgWYh5pKdUOT1iBRkv50bRewcNwnzpCnV9UqH+qshcvk5EkDVfER+RLJopRp4bD75MLZwwxJR5lcfISg79Uj7WlO949lfW7J4PWpztmP0nREzq5qeej2P0r1yjnSVF0h3/z8GTJtYtyxSXY8S7lbStrYXYx1x4asqjODw8GMx6x0TbVDVgARNe/heXTLydLUuNu36N+3sH1kcyJZC2Q2qJHZ52gCf2FZsSKd4YzFyTKkrRtN+shpxDeQ1j9orELsw58+tTi+3xJUe7TgnDqpfwtQmCvcZ1p0GGuIEwv4J1ivznBhzjHZ4OMrrv6OPPjaMtn67uvy5JNPyhNPPKGN4J1RqqurFSeCUHIjCqT14fDDD9cU6J5Kh4wfRmvq1KmacwboguUdNGhQypTnJZdc0uI16n/du3dXj5KUJghQoKxhgqHkn0l5ebnsj+IrmWSK07w9Y6lYXVwmr779jv5t4MCBMnbsWDk/P34P6NUjTWN9VZb2AW1mIABjfHejDI7PrDMMCiknPm+8if0Lc9XDVkaWBHsIKSCUNLW/koo66ZmfrfRlhIBHQPQrokbLxqtwDhhDlBrpLhQB1GYupJ0UKxHXoKJc/dsFQMRjMTWU1rNoKDxrePcNGt4wbQ7WIG/30kbXEEUgplBGTD9RskoXSnNDrSxaWxzcf1ojnn53i2wvr4tHxgkxcIWx+f+viMywlgoXdckzCCNBTnWsMCL0VOKfs19b4jzSty6Vd1/+tzpcQ9J3ynXXxBk0DOno9r35qE9L5xHZsZ4gKL/smJEtkJ22Bof37qY1NYyASgKBDJMQ0RnfZxyfNsXB30c+YwtMQfTRuSAVPkdKvqquSc+LVDlOE84O65PvspR9MlaUsDFatm8xfNDxYXgPHdZD9xVIVAZJ+4xBZEEUyBWL6brDObQI0+Wc9Z2KML2xvKRBJn7qEqnK6a1z/752y19k0mFHy9A+RdLZZNSoUfL444/Lpz/9aZ1tCOOL2ZKCgjgt4z5Je9Jpj+EDfsoX09aAXHrppQpqMWDLsmXLFNH59NNPt/j8q6++qqEqNT4iSKb0UvPrzJKKVcSnbjJKKLzXecvXS6zHMJEdm+Wkk07SfL8atLQ0eXTeJt3MDPc0gIfVa+IRVzyKwJsFjcl7UTZQjwGiwXhihJjhN2lQoTKyMD7m2LG9dfOSfmKTYphQ0HB75mSmK5HxquIq9VqZ6oDywuBaUzfgFwaQvrpih9YymA34rZPH6cZFSaBwiNZI3a7dXqWN89ZziDJj3AytGb97cYV62SA/USQYYlhkSBcZItUUgwv0MAMJcMed4Xbhx4+S3/z611K3c7PsKDlEpvzgXP0M35XXJUOmT+rfAjyRrFndpCNgllTrwUVdJmtOTyb+OkrGVhMWRflpXZT7qq2l8uTf71PDh9x2221aW0G4jzw/HB/S1nYcm97BPXZ5Zon+ibL8Xje/buf+1D64jWXqnPFcIEtnYokBXvx9ZOhLsgU4fFyLDZF1DQbOJGvFKPj+vWiLDO6eKw/N26h1a/YUTl+yeqa7pvz7aqTtfAfXyh6iBu07MPz//tnrdXAzHKakpllvLnONHdOcCL9NyK8rDh40UNaN+4jQsVhV2Feu/+09cs9PviGdTa677jr57Gc/q0YPysIjjjgiiAKTBU7vi/Ej+njjjTdavc7sKf99YQAVQtY9paPZ3yWZR5dMOSx97T9a78vo1kP6HfrxwNOlYZfGc2ppbxGFBemleMMxgvFkwxIh2UghIrT5G3YpO0ufghw1fhU1DdIjr7emJXk/dTFSVht21UhlbaNGXrBejO2XL4cN7xEHV0gcCk4DPFHiQQPizbk6W23lDu0TJILDWG8uq1FwAGOS/jFng87mKsrLVq7Pif0LtYYIiwvGGKXXLSdT2yYYbURa1mompJwwwPzPKKP8VJA1prtT382AoYgmDyqQ+c3Nsm7ey7Jr81pZ21ikaVpqlsY64z+HjtbjOirJADId/az/M8zBco9vqExL67Levv1/f5Ody9/Wv9OadNxxxwVrduKAAnVoyqobZFICwcjxMFI0eLN+oLnzJyf47Rp2DqwVDKURm7PmeHba+zawUNcztV8iv2QDmO11jLFdi+0Be5bWfE9aFSeRtdglI10q6xp1NiW1blKPydpK+Dzrzlho7L4aUIqffD9rjpYcM77+8SyqhRwex8CN8PkODCPfgaNnToSfBXAzQziROKzHTTtI7vnXrZKe31v+OWu1/ODiTyXNxO2v8pnPfEZmzJihJTfq9yYYQqLBPZWI4WUfSmhzcIqU1sKFiyS9a5GOkFkR65ugRmrS4Z822oCaFU3hRySaaW3j8rv1LJmSoAVh+6YyqW+KaW1kaK+u0jUrIyAUxrAW5GYqghJACrRmGMulWypUubGpARWAnOuXSDG6yuLW55fLvPWlqtBKGpskJmnyzoYy2VFRr4aSlBBGbWdlnWSkF8q3Thkn3390kU7VHtM3ntOnt8t+ju1fENS0TDFynpY+VcRdTUOQPjLQgRlM3yhMOv4MWf72RukyYKw88NhT2qZjSsaP8PbUuHWkFtjWeztKgp2MrSbseL7Rffnll+XpO2/U1yCvgD8SceuTZA/4h7Nj5+PD/91zMPafsFqmRW2kC8kchBkuP+J2+/B43kRsRqOHEQ5NUXvN99aPyGcem79JXwatbBE40uK5p6WpseTYnBefw7HDcQQZCkALw0cESCqVMUyGunWPx/EzM9L1b7zX+hftO3AqiXrN2FnWwm0pcjNDgNT4zCGTh8hVF35aeS5tvA8E5DienUn69eun/1wB9fm/SGT89qF0JFX2yuKNsiVrgBq+HsMmSG52vC9N63QDCzWVOSCRpqTG5o7/QQCEQP+EMaC+hrEc0TtP6cdi9Y2Kxpw+tIf25dn0baKkhh3NGq0BZAERCgKU95rnS5oLNClTsn3jQM2M95bVNIqkxaR3t2w11ihOorWH394YoBMhx0aZ8fe8LpnSs1sXOWZ0b62JMIy0oUfXAHhgKESruSB4ywAlYILp1S0OStDRR127qLK1PkiX5uvU446Qf756l+SOOVIem/eu/DgFD+b7MUC2o+/dW0wvYcdzr5faOzByk5tvvjlQNC0AIfTJedMb3HFGyYxsPBVa3gLNyLPE8EEqzbozw6VtBM6wWp/IIZjl55Bou4Tc/rm40xJ857L3yh2B45Nsb/qfx2gpW1J+dtCGQ9qTayHqw4D79UlLvcLuYsOZ6UklsjV2GfYD5QYziG5Po9vqYMY3PydDsyA8jx/+8Ifyt7/9TQGBjDwiHXjyySfv2SI5gCQyfvtQ2oomXKVRuXaR1K6ZJ2nZeTKpR0xrGqAkDZRB2lEnOaSlaW3FQComeI0YKWoQpEl1gx3cX646flTAqYhQ73E3v6FI8aQXby6X8ppGNZowryBEWYAYMMAuGz3/55jGEjOkR542Fr+xukR65nWRPvk5Mqh7V8ntkqk/YZqxmhORbF1Dc6DQ1AtOIEjNa/YVAddNNAqAYfqwHi1Tfl7KyI24i/LzpC6nm2xP7ynvrFwvB48a0m7DYmTINoj1f3Vw2npvqr+7KfRkZOb+9IhkadG5j/9Za/QICDoYnExcY5FqAkgqo+2icO2Z4MQQ8fE8XcOlBi7BEer25Nl5G8rSvSfJUqzu+fv3zuURdVPO9MnaFHZrFXLFjXSJPFkTOKHLtlVKUdc4w43/vUpX5lK1JaIyUrqL39sm5TX10tAc03SoIbZdBC3GljQn+w2wDvua6Smsf/Zet27dlPYLLIYxQkXGr22JjN+HSFyl8dbM56S5tlKb26dNnqjFcYryKDOiPowaniTGByPlpqJscwIEoJaGAEwBzeaiyhDXq7V6AoqdDTd1cJFuUDbkdx9dpFHnwg1lWj+xNgRTrtRwMFh44fTcMR6Gnis2rykKX1FxXK7B0KaGODzv0MG6qV3oPACBTbuqtW6i4IrEvDg7dzci86M5i1hJ2Y4YNkQWrF4ukpYu9zz5ilz7xc8kjeb8SI8U647KWnlrTUmQeg1j52ivMXUNS1i0k+pYyZqgTdxn6qYd/bRoUVOpKk4EEJqNjtkTw+9/t0U9fJa6mDvRPAz4wj3AMSM7sHhrubIPcf7uvbb746JPzfhbfY86tfUFhhlqjoPhC6v1YhTfWI2zGG+fcfs8OR7fxWfYHxgiQF2wwNBcTw0uLPr07wfGm/vIugfRyigwpqwgNuHELY3YXkO4NptbODZRKuCYbp2voSE+0T2S1BIZvw+RuJvkKprbt+6UjMwMOf+kb+nrLHg2B54m9YWjR8fbBwyqbcqa6A1Fz+bdXFauqRhTsgEBcGKkinmhllKiLtd/aXGQwjlj6iC59N45is5kCG1dY0z7tOJItWypb2zSnwzSJGJDEZPipMmXSJCaDGK1Gs4TQ2jnQY3EUj+gBkHK4Y3zvabg2ez8jR5EwDcHDYrPBeRYpHeZ08bPi48aHsDi/akGRLIvLiuW7K6DpbF0gTRsWyXv1b8j8044ISlC0o9giHqpWVJnddl17O97KqminbbWSrJGefceGFoX42Nwfv6OIv3Yxz4fsCiBpps0Kd7n6Iodg7WBsxVmqJNNkNean9OreXzIe3fXBuP3gBS4oYFJkRv/qHuvrWYIIQPALI0ILaJKsPfYe/3z455h+Gh8940VGRS+G7o+v88z/pzirRyUA5B+ib0IippIzK3R2bPld/d+4LySIbG9y7pi/YM65ne/vSFO5dZXHUI+w94LmHwS7DPSkCZdxxypADlQ9JG0LZHx+wAlLHXFJnlz4VLZnI63u1Om9EqTEf17tlAORF6kQU152MZkk2D0UPQ0o7MpUHBmGC3Vw4RrlBmz7xCbiYYCwdtevKVcDk2kyTj+JTOGy12vrtFGd5QoNTlAL/xe19isLQ+kiIjYiBRBBiKAAjhnZqZBZ2ZDZhFDZVpj8K5EI3yPxEBa6ktsdDb40+9sUWWmtcfBcRZ8i2Yw8As3liqDzFOLNqs3bcrMNV5cH8a5uq5JtiwbJDvXLZSX/zNTvnH9LVpDQWn5xs41MNx/6lK0ZXDOrrFxHY9kEaQL1AjjErVG8PakS8OAJanex3kb36srf//73+X555/X3yGq+NGPfhR6DK6LqAbjxTGoteqzdAy13TsMD8w/1ntnqUrWFYArshG87tOvufcA5w6kL+TV1Jb9e03Uh7PD+QwszJWXlm8PSNGNXNuPJon8KROwnkBCY/gs5ek+H+ZV8jrrAWo1PmvPjONh+ACLkW4HLEbmwmZJUsfj+ug/NXHXk6KhV2zX9KilgPl+2n0gWuCn1VNNL3D+OAC0HLkRd5CKTqS0H1q9WgcNI5Hxa59Exu8DEOoK0JDBbgLrhJ+6uv+/rwUL+ROf+ESo9xdW34Hvks3Z2BSTQUU5OhGbzWyG0UbGkIJiSC2s+CA9jU/TiLKZjg4hr30H9TnqdABYumVnarRH/1VzLCaDuufIOdOGxAv5S4u1hoFiITpiCC8eck5WvMeQ1JClO/GUiQwxVigdrUPiAdc0yH/f2xb0h6GoahqaZcrgIjX4R43qpaki6/ebOri7jOzdTe8fk+Jt/p7PPIIyBEau1/f6v+Wp0q2SNfQj8pdn35Z1jQVaT7Tr98ER7lw6txHahevzeSNpDosgXaBGGCl0sgbrvYEg9UEbyK5du+Sb37tBo4WG0q1y6Y9+I5VNGbK7zT88I/H4vI3q8PTKjxMb2HdiVIjQUe5EYzhgrDOMIN/PvcKYochZW36rD+dqKMme3bL1s9xPG/Nje2N3arJEj3HhkcMUtGXAFdchwHDEQVGxgKzhvjfWxcFew3sE4BuLTt3nw2s4DPyzHkCbSlKU2DevrSzRa9EWitnr1Imih9Wn4rPfeQ/I5uPH9mnRlkRzPAAaDCmpW6aRAKBhXRlZgN8vaffMjGBNY5piBOKR357PuDuQJDJ++1BMMf1t9jqZs3aX1DY0yQWHDW2VulryylNSvXKbLuTDjv19i+nWYSkxt76DkWG2nvUbUZswyiUiLa1XkMJqbNYoaPrwnhr5cXzzfvHUrc5iio2am3rclXWq5ECnPbloi/7ks197YJ50zc7Q9Bb1RTxhtivzAbdXxBuVecF6/ojCOAd6xpixhiOAp01akwjAFCHHnjKkqIWienR+fEYhg0kHUid8h/pMfEoFNaAw5hHXA7/qzI8qIg4HY+PSBXLaWecFtZ9U99ePyly4vs0udGtP2lvGUNQkQI32yv+KIA27LqgDK7N76T0Y3qdANmclJ652P4/zZWk/1paBVGyWIgTqPEvaZWYlojuieOrBcHuy3qzG64vdN0gYSCVS17aJCnZt3D+/vYLjWz3RNf5kHqjd8X0nH9Rfnl60WVZtr9SeVT7rIlLJkBC1WtoyPqh3dzRuUVvf/BylgHt+yba4PYrF4ueXlqa1Ss4bA+obbAQCBz6D0+lma8hqsFaJII3liHQqa5oeRAxsGE2a+8wXbIunrhk/hRMTSdsSGb99JG69DePBgFZDlPE3UwaQgb/6/FNSX1+vXKrVXfvKyuKNgWINEx+R59JmEUlhkNhgxsRCGoy6nHEP8u+vb6yVP89apQbKIiAdHZQA2PD91OdQDjZyCIV/z2trFcaOd43hOnPqQNlRUadR38he3bRpHSPP9c5dt1NrLXjeNNHTqEjNgj5F5hC+vX6X9MzLVtYaq12awXZZSkDFkYYzX5h2D+DmRKUw02B4uce+0bKfDFbOry+RiiWvyIIdq+WZW68JuANT3V9fLJXKdRMJBClNr7dMI7s2QCKpZE8QpMmatlkj9//nNfnz3x7S/+fk5MjN1/1R6rLykx7fpRHTKM6mkCeikRbtEL3yNHLBweEZmLPF2gOVa2xEyXrqUPwlVfFBwkRcQU3LSyFaqtcGvxqS0j022QDS8xgjzptzwmkije/39fFdrCEbwoyjiePCtbNv+Rxp/hMTQ3DZx1wve0mN//Lter2M8Eo2KxJnjyXBTwMQYXQtCmbtdstmzRdqH21Ylsd9juasau/rqAL5N2jt8R+VnfQoRdKmRMZvH4lFMXiz5PaNtd7+ZhuxYc0cNXyW8vzI0B6SJnHeQxfBmCoNZshK3VwT+yZm5ZWpQjHmedojjh7dVWsnRGOvrSiW9btq1eCQgmSuGi0StCFwznweBYC+Y7IE6UcME717KIvC3Ew5dXJ/VX7U/CrqGmVk7zxVCoeN6KmGiXTq8N55MirBOkMajKgJjxmvGNSq1gtjsaT9W5xvr/xsOWFcH0WTGjUXvKQck5rj80uLVUmFATCQHVUNcujpF8vLL70kNfX18u9//7vFsOX2Cvc5PkmivAUZc9hg17bSlalkTxCkyQzMGyu2yu+feFMjBMjSr/viaXL81Hg6OExQ/iB9iXZ4Vj/99MFy1YljWqxFn66N2hq1OovWuU9Wm3IzCa6x1dFDG0tldJ9u6gzxXURiVts28Yflusfi2HyGBnAcINYFLTbj+xfo+YJUzkhP1+dFhsAdamwtMm77gxvdHzmipxopjDnzAvkuGJaMwNtmTuJkWruCv1etXQinE+AQQqrfTecuT6TOFyRQ1an6SS1Vi2SkZ0jd1pWKEM/LH9eutXKgS2T89pG4qUmDTvvM8vz89m0vBHWYgYd9Ul/3lRkSpthIGzHfDWMCigzBezTkZDAc1kGwseH+vXCTNDXFlMmC1CGUZxg+oisEFCVKnj5D0p4gL1EyeMbZGemycFOZnDV1oCqVJxZtDpB0j8zbJCWV9QqIIb3LsXt27aJ1TqvFWUSBElnYs0wjYTUeiVYHUyJGDPz0u1vVQwbxxj/jaxyRaCDGOGLAaSBOlirkXlT3nSx5kzJVWfzzn//cI+Pn06m11wB1VDo6QSJVtPjkg/dI6ab1ur6OPPJIZblJ9V08nw0l1ZKeniZrtsdT40Rvfl3TRRr70XrKnrfEd8JehOGgTYaJCI8v2KTrCQfHjfp/+/zyOADksCG6RmzYMedFCwqgE4RxVxgPxlTpcOaVOxSVTK0aA0fETj0PZ80cK0ufuuOMWLMYPs7DuDi5Bl7HmcTQsU+shqeUZzUN8R7LxBR5JdpOtJocPbp3MHYK8JT7fCyNS6ngpWXb4yTYKZ6vpdJ5378W7ZTsfqOkctGzkj45nA4ukpYSGb99JH5qEkPks20wIurFRWs1dRGrLJH1aXFqL0MeWh+eO8nB6hMYCWocHP+NNU2aQmLzU+9wvXTSoKSlrCWADQdAYd2O+Gw/ojsmOEwb1kMNID8NlHLi+D7y0tJiKalu0M2J0oCiDADPzf9ZqjWLvoXZqiTh98xKT1PUHrVFDCqb3cAh/PxXQsHxOQixrdYYhmQ0tCtGlZoNXrdOMRfREUgoXKslWdrWWkAQty+Me3j2EaNl6X/u1rrqf9dWSllZmdJ6dURcAxMG+e9IutIX9zh7wvQSFi0+88qb8ujbGySr52DJ7T1Y7rrr9lZDpH0WGJT8QYlaVjNzqBKpzqCJvqZB1zORFs4RmQKYSpIRgtuEBDc1qM5IfZOmDVmXfLZ7Xhz0YoNsDTiE4VN+2cQUCI6F8wNIirVL3n7a0B5aR7a1xNrh3Gy0FkTupENJsVpqOugRnLg7Y6C1tETvKj8N+OJGnVYScDMMVqPEMNK6gzPozpl0wT66hp1xTxhgrgfya6LCVGvDnL3/e/I92VHdoIQYSIT2bJ9Exu+DNIKJVJApknXr18vmRa9K9oAdMm38cDl+fL8WQzQRPF0XkeamB6mbcXzm7rFZaXz3axvA0CnWG6EwBuHSGcPVILERmayOUN9DMEpEZUR0u6oaFHkJGTCpzqcS8H/qJMu3xfk/BxRly4bSWkkXaoDZMq5/vvZN7appCM7Z2FqImjgPwBCkPG0waJig6Mb3z9f6GilbZgBSR8JgkpalHuPCzP2hqj6XJAroM1P6y29n7RQI0xit9YUvfGGPnqUrvqHa04jPesqIGHyF2VZEGNZCs3lnhXzlL69IVr/RUr9luXzt/E/KuHGt02OuwTblz2QONRKJVg03dWkpataerRccDAOJuCOHEBQ80RkRlovKpf5t18Hruu43lmodzjU6Nv7KOF9ZSxgM1gEkCEbm4Bpei5KMjQihJUgJ0sfFa+6cK8aQtDk9qtYHS7Q4Z+1OBaD47C3uHnbvv3Fw0m6E4ePaWO84eogL3oLQuqwmXuNkdib7AYfTQF/J1oatMaVb21imE1didVX6WmT82ieR8dsHEqakwkiIZz56bzC49qwrzw0domlKUOsbO+OMJ8Z5yeY8enR14IW7fWMWJdqcOxSSQa8xGtRxUCKkjvCuSS3i6C/enKkbkU1MXyBpTqY74NGiMEhXwc+I4qG2xwbHgEISQs2Pjc4GtZSOOxuNBnh38KmL1nNfRwmgNElTgQSEVQMlAapVo1IQslsqlM0GwIFPBuwz3gBO4W89PvtZ+cNf7tf6110PPNxh4xcm/0u0h7jXb/P9XAh/KtaVYExRIr3tttD8/sGnpK7bAEkrL5bBzdvky1++tcU9ctdoGDm2q9zd1KWl+rjnOD+kB41/1cYg4XAwa4/rCFJ5zuR5n+jdjAfRpptSNuBQ2HQUF+ziRp32XnoH2UdHje7doreVz7EP6F0FSIXTp8wuiXu4cVd8EvzmEO7QVLVYqyHy/PxBy242hxIFqFhGK4GipSUDY0sWKJnxc6NnnA2i44P758k7q+fq3yOGl/ZJZPz2gbSVtrJN9IOL4wg85IwzzpDsotYsHqQ52ETUtLQfDm+7R1eN6HifeaQuvROv3TFzldz7+lrpnhcHYtArhyEoyMmS1SWV8q1/LtANCiLvtRU7pLihSXvrPnFwf92EeKZ1DU2JJnNRAwkTB2lIFGy/wlwdd5OXnSETBuTL4O5d5avHj1ZlYRyJNhvN7yt0mWZMoWPkGHGEaGN84u+kMjFwNMJT18FAksrl/QzGXbWhtBUZsKFpgYxTbzVwSp/p02XYkZ+Syt4Hy8J3npM1a9bI8OHD/6dnnUohdoQYG6Xu07S1+rz1fnmpSCIyt78xp2qrvHj3LdLt8HMkvUuuXPC178m9b25o0ZfYgvkncUyee7LWD0vB2z12I3q79zZdnTXCczcHzq91+S0KRtxgEzpY82HMO77RDHM87L1EdWQYOB/6X1sAqdLSFIHJOC+335N1x+iwRyBkd9DDYUOE3edkqUxzNHkOYbR7vGYgGEUMd++qTiSjvzDGyVpP3FmT1PPZE2N6ZskfE3MYo8ivfRIZv30g7YkG1q9fLwuXr1WwCwsZxg2rHZAGMo8zDlDZrGhGK3hTwyOVSS2EgrrrvSMchx4llMjW8lpZvLlC3lhZIl85dqRCrR99e6OU1TZKdlaGeuhHje6lBu6So0e0YEuhh4v6IGlPFNrhI/rIxyb0k+KKWmVhgQQbqnmUEilXDBPnblyMRIkoNNoeMEKcD5ROCptPeOMYdYQNjbFye+PcRm3SZpaKI8oldUSrxImJxn5r9TDF5FNVISi7MdNPkPnr40rjvvvuk+uvv17eLwkjmw5je7GfriF1GXoMPIFxsuOEfRYZ3StHpk8/RWq3rJCG5/4on73qBzJkyGBN+xFVoZhdkuc4e87GpA35bmSmQ3gT73EzDC7SEVSu1bTc4bVhQBh/yryf+bC/tdXO4RpLi5KMdYh1i7Pk1h21hy4Wp+17w6GBCxrIiWQddhzfmXX7OuNTRXb36lEeMCMbRrvH3+LI6976N5DXvM+mqNizN4PKuYatkZqaGp37SRajNi2O9o4ktUTGbx9Ie6Dqjz/+uC5cwC5TDxmQNGJ0G3zNMGFYFOGYGOrpvt+O0xQTbRbHu6cu1tDcHCBBdSju2p2qEEgBQd9E+seUlEZX1fUKE8d7njiwQCPLY8bENyzcnyDeaC9CgcLzCbMG/XwoLjzgXzy7TNbuqJJhvfKU3YUG+bfX7dI0Dxudja3Ddyf2C5qL/R4n95qsCV4VWFqa3Pv6GuX+XNq9QifHuxPSfePgAhoKBwyTutdmSs3quXLvvSvksq9fozDzjiAr24vGDAAaCfJi/5pSrRVDlpJ+dlNnfrrQ/yxTsBctWqS/jx82QP503VektC4W3Bc7Ls8tiMQTTkUyZ80Yh1wmE/e7rZYHIpjsBM/TRh+ZkTOgjB/pmcNidGLUElmf9l3uvfbTvmFk3xzTaoy0aVhamFqisQFhLGESIo1OnY7nY0Ay3l+oasEAAF63SURBVINBpE5sdG52rpQXjD4NY8c+xGgCmiGCLC6v1aHRft+fDypyf7psPG4rlM/96jpFGMampibJHTFNcoZPlWqJo8kj2cvGb8WKFXLRRRfJjh07FB13zz33yMSJE1u8h8GYH//4x3WauwnT33Nzc/X3u+66S2eGMdX7+OOPl9tuu02ysuIF8wNRtPF45nsKP69e8op8/nt/SIqMC5ufZq+56U47rsHPh/fK0/rAZw8bIg/MXq/pyU07q1WB0HOI8sNgsYkBAqAATZGw+YkqAT4M7p6ryhJkKT1+AGBgeYEPFLABrQf5uVla/yGtynvh3oTuDOQnbQ+wf2jTdyym/YAoquzMNKmqb9RzGug0N7c11UApx6YP0ZoOwBvABUiYd8z9cKHyOkNuSC/ZXFAnr3G/svrLnU+8JmsbC1sMX23LuLUXjWnpKpwU/7m2tT4wCjgknDPOCMrXjEQymTlzpvz85z/X33O695Wv3HSnGj73frhz5uxYRGko/YMr6pJer9tY7t8fA+tAfOAiKt3n4qKd/UjPnjv3y9Cdlx8zslUTO+sHhDJRPudsBtnmU5qBVElLC4wsrwGSMicCZqFnF29VmjFYaBC+g3o638+zAkSGMbd7bhEegnFnz1h9lqxF5pqdavjcyM8kbF+ncmAUsJNwCP1o1wxjQ1OTdOk7UinOMorioLVI9rLxu/zyy3XeF7OjHn74Yf05Z86cVu/D8C1YsKDV69RVGL44b9486du3r5x++uly5513ypVXXikHivjKYua762Vtc0/JKuon/bvUSlXubtYXtzbhf86F75OOtN47U1hB/WxAgaIpQe7R8P7pKQO1H/CfmzboBjVP09KoVmgnPbRkS3ngSWPU4FGE0xPQCGnDv725TqHjZ04ZqFEhmx0DeOVxo4K2hhXbKhQAQ90QGDxMLwZFZ3Ya6SaEugtT4/GcK2sbNBXn1ztJC2HEAVZwXi645c8XHRrcYz9laFRSLlTe7u+Mk0+XuUvWaNQ9a9arctzp54bOA0TaS38WZjBdxc+zSNYOkMrY8P4gqk2SlkRo3fj85z+vwImsPiPksMt+IrO2iAxzol4Ddbg9dwhr6pF5GzVVfsYhAzU7YOcR1sLhRzJERPSq0U5giEr/ubhIyWT30QAhPDPWokVjbuqaiI1nZTVF/qbntD6eFbDv1mkUb63X30n5shYPH94jqF3Ch1uW4L8FGEXdlO+k7sw8Sn5SY8awWfTn7hemVbhALXNUwiZuuPtaxxXN3aD3mmcbRnyO+MhwhPPg+6h3wyn6VmEfaV63UGKJWmwke9H4FRcXy9y5c5UXETnrrLO0SXblypUt5kmlEgzmaaedFkyKZoL0jTfeGGr8GLVi41aQioo4AGJ/F38Bb33vTalaPFN7zg798rXyxMItyuqSSsm4Y10o4q/SdGa9gkEs7WQsEhgLIkI2GGhMUJ0U8Onjg53eQA4+BRd9UxAIU0cjzcr7SBfB3mG0VdQbdeICbQeJmocpfJQNKSd4RUf3zde6C9EiRhOlEe/vis9vG1CUIzOX75DSmnp5bVWJTpyHAg0S5fnrd8ltLzerweV8GDdz4oQ4aMEHtyS73ygYvH2o0DDARArGhDOh70i548bvaNT92iur5NbvfEnWO9ME2qrZhtVyUnFshil+X8L6Bd2+Tn/sjW9or7rqKq0jI2M/9rk4j2eXzBbn5gJj3DFFPFubTv7gnA0BYUKyFg4zeJAf4LCQ0tZU5ZjeQfSc7J619ZoNb7aWCne8ED85V3MAQVXy2q3PL9c2HJycG8+cpM4dTiBRKI6ajgQrrVHHibYGQwBzDNYGr2GIbIamj0hGNFWaSOkH6XcR+e+7W+SpRVvkvOlDQrM0YesJQ012BSOPMffvWao0KcaTMgYR71+WvKw6pCF3cNJ1FckeGr8NGzZI//79JTMz/rG0tDQFZrDJfOO3atUqmTp1qjbRAiH/yle+oq/z3qFDdzPYDxs2LNikvtx0001yww03yP4uYUg2xH4+8/g/tL0BueCUIyWjz274dio0m8L365u0xgaZMGlHNqMh96itkcYB3o2hwugA50bx88/qhMo4Y4hLZ+yORpRbyrXuYpGXbXg2He/DuyW6AK1m52apMJrf1++qlqOkp3z/kxNUcdM+gTKixkhUceHhwwJlhrGrqM3W6JEUqYFXUMT0CpJ6+tSkAWrMuSYXQOEbEt94GOycdCwAA4u67P5+4bwz5Re/+IX+/q8H75Pvfe97oc8ulaRSUq7YGkh1XJ8c258u4dd0XcOEgwl4B4Gz9FdfP1/e2tYcQPv9lLA7LstSjjedOSmIssOiM/96cJReWFosY/p003uMQ5PM8LVXuC5t2SEVmyB2YM2SLcBpMjHUqn0fBpMmcTOcljbEUcPosS9wEs1g2j5grcEEQ88odTyfmMKunfuFIwmNnpGa06bATyJenFCyMO1BhvI7z0XbjFaXtJq76N7ztnRC09q50lRVJY2Ne84mdCDJ+wJ4weht3LhRa4L8hKOyV69ecs4553ToODDPX3311cH/N23aJBMmTJD9TXzl5C7gnTt3BpH0oEGD5BPHHRU6STtMaaK82cCGZKRux+ZGGeDdsgHplVLgSlqaRlEYQIzj5rIabU04c+ogVSo68dsb60IqFaPDZxQJmCALhtWCNCppH5QCxgSFZyAOpXhK0EiRQiIdyqbnnEk5Pbdkm9YIUTgoLBQ9NUQmYlN/4j1z1u1SL5zo7FsfGxvU86xtAjGvOsy75h7xGdJ3IFgNZu7OenNrJ2d//lK57Yk3pG7TErn99tvl2muvVSfPN2i+wUrG6NIWyKnNOqFHjm3HdX+GvY6DSmnC5Pe//72cNG2cnOStI1+BHjWyp9LUGfkB9xSAiCuprod1iCGg/ssIrGRGPcyZSOZguKlFQ4uyNlhPbusBESdGg2iTNc65QGvmgnEwJvY97AsDwfA668BSp6xJn13FfVYIWQTGGkF7BkiGGjbrmQkMrF+3r9V/zv6x3Lo1Aq8p5QwjtnAd5rB75D5Lan5ZQz4i9dVrkz6nSPbQ+DFlYMuWLdpHgmLA4ydqI/pzpaAgDis2hX7++efLrFmz1PjxXqJCk7Vr17b6vEl2drb+MykvjzMk7G+SKgqAWcT6cs4999xWhi8MTBA2cNX4BEk1wTPI/+lPok8JhYayh4yaVBAoSzz1/OzMgFjXNpzr6aMkahqbZGx+dovvYTApnjc/IQ12QQbueXzusKEaDWCQAZrQSI/HjdAHaGNliDoM/m99Vxyf88RQa4PwRYe2SCumiiiMAGBXVZ0s3VKnSo3I00UjWnRs97FECmTkcefIqhf/IRuWvy73P/KE9J1weIsUY5jBak/7Qtjz5JmkAr2EzeDzjZbfmE5z87EfP08dKitLXHjhhUnPxT0utVxYelDc1FP96KSt6yKCAhFJWwDGjyyBS91lijzVPXRfcym8EDebQTrS5Q61Yb2k3zEeiN9T57Y+PPDW+njkmJYWgH5wFhVt3CuvVR+iD1Ahytuws0Zys9KViJo5lVw7x+PeuQ5astR5WDTNfcKoktp/b0t8AgWZEcA+fibAFbtXORNPkPRBk6RhS1GbzzySDhq/Pn36aFR3//33K9DlkUceUePmpzwxkIBZUOTU6Z588km55JJLgg05Y8YMnRrNe/CyzzvvvE79LFJ5bihZI7IeOuP0AE3mgjSMCNs1dq5X6/IJunUJ5pct21au3jLs+ERS8CcSS2DUpjAKJQFu0dpBIm1q58cms/SQnTsKGWAAQBmAKihLhtx+5+Nx5TBr9jr9DkMP0k5x20sr5fklxbqh+fxJE/pqm8Rdr65WZTl5cKEek7oLx9RJ8sN6aK+hTXVHMdAnaOwhbUVVpMtIsVpdyGR3v1x8goR7P88/crT88P6l+v/b/vEf+ciZQ1qkGF04vnnmXLPOOtxYqlF2e84t2cSKjjbLcx48WyIfDMAbj/xJXn89nj6ntACQjNJEss+7a9HGMxH5oGgtikdcw5QsjWdOgjk/XJ+RTLt9enoPEyATt6XBjIuN6jHCaBMjEDdyaXOE+AwI4W45mTJ9eHftIWW9um0QWvNLUMWxfkjlEzmypsyoErHNGN2yxSAMoIKQ3lTDt61CEa2HDuuuPX1rduyezu7eo7B2lLBnYD1/1Lv5ieMK4IzrDNopNpe3iAoRQzCnNTfqZIfMzYuTrr9I/oe05x133KGGD5AKEd7dd9+tr1966aUKZOEfRvGPf/yjRodENWeffXZAHTVixAit4x111FH6/2OPPbZFmqazioEuWkDot22TuWtLFGWYlxmTFzelSa8l29TohDVmp6o/hTUeY/DYtEbwbHyJ/LTBuKZEwiIRIiQ8YdKcRG+IGxWu3VEplVWNqshQIni+CzbsktMm7/bK8ahpqwA59x6ggTSRw4f3VCMHxFxiAHuKdLMzB3B9SbXygGIgMYZ48tRCMORs/I846UUkTBlzfYBsMOYwaLjGZXdfW0GLmhQ/v33ByXL3j3vKihU7Zd5zj8jnPve5VpGX33jNswmj4komLnglrFbpShg3pl2DrQ2+k5Tf60s2yJzHX9S/0zb0j3/8Q3r06NHqmNru8cIKTR3Ck2npNo5/tDNxwOcStfXnR8w+2wrnbHVhIyJwIz+730QxKHSQwWboeA/AEtiIDDDjngNr1MihDfHKmn1+8Tats/EZIjB1kBz2G7fmC8LTIkeOQWoeIBDn6N5j16j7I5hYX9AAMp2kS2aa0vnZ8Gg3ujWGGpu55z5v/z7aPf7cYUO0BMDfMORkVjgWDmXcwFYFyFabGgEbDEjp9NwCycgukqacjhG0H6jSYeNHCwM9e778+c9/Dn4HAeqPSnHlS1/6kv47kMTdgAahB5hQv3OLZJVtk4mHHSoNTXG2FquP2ecQF5oelh7ya04aCcZicuSoXpruDONLdJUZRgo4N55/0CO1ZJvc9vJKoVXruLG9g5mCqhBqGjStuWpHpbyzsVzTNa+uLJHMtPg0h28+OF8NHTpoR2W9DOudp3PQdlbWy6ayWjXMjK+Js2eIzvoDLJCbnaHGD8MFAKHf0mJlbsEb5ryp34Uh4SztaJEyStEFtpgYZ6ZFg+5sOI51xdXfkauvuEQ5Vp+/5xdy1Zn/bvUckxmv9oBi3EigrTYHQ/P673WfMxD7wvQ6+fGPf61IP+SWW26Rww47LPSYXCOGT9s9zECEHNfeaylVl2EGJZ8MeWpREgbITc/hSBGNgUCmlqwk0iVVuuZg56FmjHHjNQwJSt/ts0SIcgGZINaQz2dwmlhDAKgM8Ym4aWitLSeGv9K6wWuKik7M8ONe2/m7BswidLcdhGsgqj14UKEcO7ZPC+OOGOcuxt0AOzgFXCuMSqQz/fto52k1SDITVqoAccr6jhvYgsBwc6/IjNDKBC3hd5//mzT0KZLGpnh2JJLUEjG87CMJ4/b7+9//rr19mYV95djpk6U+u6gVe4fbmH3q5AGtIO4uJ6PLDMEGemLRFk0nUpv9+oljWih+bUWYvU5mLt+uCFDg3jQMg2KDxgylgCFEqzD1hugRBWHpJ1MIvF5RCxFwg6aAmLywKuGN4vRi4OgrdNlnjkjUbfoWjEwgDTeoZ029kaZ3AAQg9YgCqM1wXDxbPHtrT0jGmmKRsm+cjAnDEH8aZWwsbUFLxfl94rCTNJUPUOuJJ55QdpS+w3YPb3XTVmE0XXsye88XO4ZLQu7/zY5fXV0td//gUimeNy/+3tNPl69//etJj91iMoJDnOwf16cbs4h5WM88TUNz76xHMBn60B/LRBoSJQ7zD8+HVCMUdkT1KHsASqS7WSuQpCOch6V3cbBOTLRi2D3n77WNzXoebq3NztvEnD/WmttOwE8iYRwmjHJTc3OLSRphTs7SbRU6pxLDa9Ml3PuGwWMv4Vpg7Kirsz5poSBFTTreGHXC6p2uo+w269M7aEhsnCEiZJyYcf0K1Gj+cPN8qVi7RHKr4wY3ktQSGb99KK6ShCnntddeUz4+gEQXnjBF6zOucQw89URjtoFTLFVJGpGNNqJ3nioQjBbiMsa/snKHfp7jIBgtjIox7BN5EXUdPapXMPHdKLRQcvB/WuqGlgMiRJQThgiFBNoNw8XrQONXFsd7MWkiHtwjV8b1zQ+apDkGI2NslqCvLDFO0GFhQAEvGIIVw0ejMc31FnlaOtAiDVJsrrJCULQoDVNQxrlI47UpFBVnNtzwPgVyzTXXBAaE9P5F3/91u0AaqV7viLipRIA6YX+ThGKllg5hhJUUKEO0Vedz+zn9SRBEE5CkY3hdR8vqnbSo3PPaGo02XHqzsDXuGlBDblKfW5hwajQ6nD6kVT2X9hybQ2npXdaTzZd0HaBkxjbM8eB1mFzowyP6umTGiPjsQBDLVTS6N8vw3q0nafgROmt6wfpS/RlkHhLOJwaRewPKmVQuqWTbs3wnPas4WqxdQEEYQ1KafnrdUNDWP2kDc12ELH8jYiZ1jGQ1Vkv18nmS6QAOI0kukfHbh+JuTmjhENJrl54yTaciIGHURlBxWQMyYhuupKpOPdDsrHRtW3Dh32wS0JVEZutKqoJankZJidQgRot/pMEApti4F7dh2NJOj8/bqAqInj8MLnU8jCgN59eeMk697j/NWi1rS2qkT0G2jO2brxEi3i6bkw3Pd6xZsV0VHelLUyooDmt3QEHsrMpWQIzPnGFesJF7u+kvv5bCdxvgImCw8ThDXUQl32GgBurXP/nJT2T79u065Z1UaFgNzP0Z9vqeRoH+scNS2yjZM350r/znxbf0/926dZN//etf0r17eOO7X3O2dWRpYqvzAWCCJB1xDa/VO5dvq5Rd1fX6E1LzVNfFMyP9h5LW9ReLaUqb6MrqY25bhZ2Psd/49+F1HLkNpUFmxMAxlr4NBtIe1C9oTndrjfzrmpWhRAqzV+/UdCmpcYgeAHCxfwCv0KRvLR9h99ImKbjPHqfxzplb5JAhRVLb0CyHDCoMJq24TEzx95br/zGQoKF9hh37PtaqRZE4pr5TTAbDZdAxishoqkP7JDJ++1DMaMFpak3IWQW9ZcBhn2zV12NidQDERbixYYj8tpfXyYyRvSQrMz1IB7mbFSWAMsFQURxnk5K6QtnZLDzegwIhlWX1Gj+asfFJUCkhGBd6qjCCKDe+Ew8WpCaNzi69k/YQJnqjqOXxnhueeE/G9M3X735i4WZNz+qIpLpGpUPjGuGWNFJtvsM8XJfc2480zPBp43ACcOHWU1xxP+sq2q5dc+Rb3/qWfPvb35b0vO7y7Vv/2iqVmAyNmSzy6UgU6B/bjyb5d8nvnpK3t4vkTz5ZatctlD/85Fo56KCDWnzGNXZ+zRlRIMWgQnWIiNx57jw3FL+bajUxQIYCVXLibDGpmrh59tS5+IdTgzNiLCtkFfxrtujfwCXufQhStM6MSkulYhxIZZKRaEik7jMz0oP0vHv/WQOYSqjX6FUlq0DaEENu7DDM04NkwRxAd8q7GT33+fA7WZBt5XWyraxWEdLGWcv6fWHJNjXa3IPcrAzpm58dtG2wj/17jUGHNhCjjCFnb9oQXvdZIFaH5/9GPhIZv/ZJZPz2odiCrVi7SGtKyOGfPE9mrauWNeVxBBfSHjJnS21OHBj3oF34twuMCRBq1fXBVAAG0ZIuYVPxPthZ2JxstrBUFhuMaI7jY2SJoFCALywpVgXBBGqMEzU7Uq0MvYVIWyWB9sPwUpyn3kGPH+k1DP7BCeW7pbRGFRGKo2d+dlCDgRkfwAx1SyJPYyBJhswjNWT3w09XuZGCz6HoG5yvfe1r8oc//EF25AySten95c7n35Gi3KkdMmKGsG0PCXVHjrNh+bvyyB9+IlkTTpDG6nI59DNXSO9x01t9xowd18x9szSx+3w10tpYFtDEhaVa3Xtk0zTcGpdrZH1SAGtS59mRumetEeGj3BE3BctnrW7rR8xuozoDclk/hw7vEaQYrUePSIjIalzCAbLrdY0ylGe2FsiCaDo+4aRRj4SqjzQoRO+WLcCovrCsWKrqmtQBwLFzkbik/3EE4dgEoczsS2Zh4rhxDjAwEaAS6cFcRL3T37fB9cZieq8gg8coIy7ht90Pl/UHiYxfxyQyfvtQbMF+9qb/F7z2hdOOlX4Twwvrvrjenm0WP0JAEeHFE4W5w0YVMZeWppsdxYGysOkCQLUxMmxw22yAYVBSKAG83eVbK9SzJb162PA4GIFGPAOhUI95ZXmTetSkkp5+d6u8tXaXKhI2LYpRvf1YTGnKfvfiCk0PcbzRffKlV362vs57UULW74TRpRZDPZM5gmY0oaEinQugBsXN9Vj7BhJGAk66lXuMA5CKFBopb0iTC77zc/nFj74rVYueky0li2XyFcd2+Hn77Sd7Iu5xaspK5Duf+4Q0dB8tWc1NMmXsELn2vOND1w3GwO4564JIyFKebgM6x1b+SmcGYjJD7Y8R8iNKN4JWg5Uwbne8vFKdn7H982XRhjLNGhj3rInbSuDW0VxWHnpDn1scz0Jsq6jT1gaMpSE7w9LkCu56a31w3qQJ7fqJYF2SBYzpoO5dFQBWpvMp42ly7s3Ly7Zrgzuv+Uhc2nL4HC02ZFo4N4SIjfX2iUkDAj5ZM5iBs5pIPdv1YlhptHejXPf+hN0zN/Ijs8S/ZExRkcQlMn77WGDfeOyxx/T3nj17ygVnfkq6dImnNNrD8I+QSnEb3/2C/isrtsu0hiY1Lq7SpcdPUaOT+ivKzvqr8MqpeSjJNSCRJdvk/tnrVXlgeEg3DizKkcKuWVq3sA1H9IcxUkqyxduCc8Ig5mRmaBQIatOMsClCuBm3V9SrN/zpqYOC9CufB3wDCIcUaU5W3Aun34lxR9CskX6lloICpPbEa0DA/R47P1WIsiK6hYGD8yI1hoJMds/5/M78ETJu2gx55+n7ZNkikUfun6IRYUckWW2wo8Lnd5WWyvcvP19rkRk1TTJ+wgS596ZfyNA+4fRuhsbks6QFiYioiWIQfS5PxJ2BmNRQe2OE+IwbYSVLBwN0ohePVhcMSNcu6a1SeT6Xpo09snYDa5xnTTIXEio1rgljYWTu5hDivBmSl2iV82UNsQfcgb2kFQFY2SR1f+iuPTcgRKRCAdxgDG3Nsh8wYJyDAcPyc+J1cTOcLgrb1puL1CbVrAQBievld4uwAcWElUP8e4aY8bPUp+mVSMIlMn77UFjwP7r9YWnIBHxSq03UYQs0GVDCFLrVaQzE4k56pqCBUeKn2xzPRqP9gGiKSIniPulJfmKU2MSWLqXmgoGorW9Uxng2IOnNkb27KVDBzsnqifztqhNG68YGzbeprEYKc7KkoTkmFbUNQa+T1dxIj4LepDdJa40JWjWMLK/TPGw1QLzhIT276v/pceIzKBoMLN+djEvSNzrGPQk/qII6lhZrijVsVJT7uU/1v1ROffq+gGv2k5/8pKIqUz0nV9ri+GyvdGmqkZ9f9VlZu2Sh/n/C8IHy/N0/l6KiwjZTpYhSxCWULRGhpfPaA+JxhXvff2mxps7dMULJaNcCtqDpQ7SWyHOg19TSjW6U6dO12fQLN/IjW2Gju6xJned66NDu8uaanbsBPQ43KsfEyWO9roFwOi1N63cY3/jYroogkg3jjMW4cc7ulAozZPyNFo2MNJG8nEzZuLNGW5J8ijRf2K+QE4CIpt2IrAd9ij6VnjuYt611FBm/jklk/PahkBr873vbdeJyc22lnHNReKN/Mq5DG9apTCob4wAZ46lkIxElkXahV4o+Out7IuVjzbAg3JZsrdCiPymjgwYUtBiGa0I6kbqgMmgsKZaRvfJkbP84HVgYP6WluLQFY0u5KtmtZbUyvHeeRmhqkBPXgdKxtI6RaaN8vnrcKD3WNQ8tkBXFVRq5FuRkaY3EhvS6VFAYSQxfMuCJKRGOicHDSMMqg5dv/WLJ7vduo9VfrrjiCmUsqk3LlvO+dbP86y+/kf5FcaBBRwEte4IA3bVrl5x00knBfEy4cP/73/9KUVFR0uOG9bW5fabJogj3noVFHLxmbCZhNcRk99Mf72O1KndOHYaaDILLgmR/C6vjsvYhLuf9pFFxoLTGmXAENepzZglaiwzvwQhzbvTK8b1qjJNIGLjE7gmv7ayqkzU7qhVJCs0axpn9hxiVnntNKmlpul+rauGwLRW6AnFMQb3addvx2yqHmLgDwSPQS9sSGb99KBuXzpfSzaskLTtPhh1+ipRltqafSuaBu8S2PkSfzUykpqkXxkltj09zCNhLGGiakR5ETe78M59hwpq9aWnAIyZK+MXZkwN2DvtJ+nFoz67B8E/aKhAMNHPz2MiAXuobmtUrpj5nChpkXMCykhil5LZxQOQL3NyP6vi8zZ0j7eS3H7jippX4rjjYJ0PTvigd0l3G6pFqsjbys5/9TJ5++mnZnj1Q1jT3lJ/e8Xf5/bcv2aOUpl8za0+a/GMf+5i8/fbbAb/uM888IwMGxIe2mrTVLO0SJ6Q8v8Q6A9VL1O9SdJGK82t6yYBHPiWfb0zdex70843pHTwrO18fQOMaHzIS3bIzdb0xz3IyU05G927RvuG2iPA7a46Ze395bY1GjZC7F3lTHPzrsUg0DL3LNbGEu2VnKHirqSkma0qq9Tkbutr6Zt0WDfYQziitFUSzZEvYj/aeMDKFMHHP0Y/8IkktkfHbh3L/488om0tTValMHz+yRdrSVxCtlJSTxkkG0TdgB5uOzfXEwvhEbowIdQ2iL7xlQ/OFcTXa8UC/MVUB4Aqfox0BUIzVBonm+hZkKyrNbaI3pXP06N7anEttDk5C0k4B24dSSsUndFj00CKtO7gogINTh0HJWWTgNqrbVAgX+m73wZwCM7KWNqP2wz3kJ8g7vXdDuqckmWYm3l133SUnnxEfyfWnl++Sc48cI2Mm754c325xOCfbUmb1ZdvllFNOkcWLFysZQu/xh8k/b7tZug8Y1mq6RZghdlmFfCcnKXdoYp0BcpoxuquuAzIHZAGsfuynOHen3OPoYTcNGk8LrlVniJqZrTOXLNo9dyMkCKNP8w0hACZS3726ddF6Hj2ELr+o9bOaWD2Nz3AsmIg+O32Iptepe/v333cowu4xv585ZaDWNMlOQAQB0pR7EeeQbRkhc3zaKWat2KHOGP8uOXpEsC7bE0Un+3tk/DomkfHbR7JmzRp588kHpEv/sdJzwBDJ7jEgULbtye+HjbgJqylxTDbdjq5x1graBRCa4anxkZIB7GJKBs80PS0t6NWz46FAnoR2KlGPI7Kcu65Zfyp5cIJxBiMEqMVF6hmZMIoLpek2zSNEkzolflWJGk+QnVabwvDRF0UdkDQSSthIpOPjmgZpjYQ6IscgNcpnSe25RtylcsPgW4rY6o5Ejpyb/b2tCO6EE06Qb1z+BfnNHXdL9oBx8pnPXSI/v+cReWPTbkRte4ToKWyKu8+0sm79evnJ5WfpDEsMX99jPitHnvxpqczu3UaatnUK1I1aXASlGQ/EjJ8P0CDStuG0YedsKXdAKNDkUUN2EaN8BgeMdYiT4RsQ9xxb0aHN3aBRHdkKHCCXYJq/s6ZYLwZ8sTS27QHWFu83p4ffMTYYYtKT04f30L5T1hppccoEvoG1n66DasbeyBJYozr9fUBB0Gqjg593VAWOhZUVuF84lQiOpM0RtPXtO8FhCG+/tm213ebseA8uwnirSFJLZPz2kfzqV7+SxooSaax4Xb5x4ekyY8rAVorAXfRhNZz2KFgl+q1kOkKVZGSkq8JBOTBFgY0OEhTgC6g3PNXhvWBC2anePWK1Nc4DUAn9S6A53RlvcCHCp/jOpnKN6ojybEP60H4/LeYSaWNEqb+hXGmrAEoOyhMCbK6D2iUKifeinAwq/pTCw+n9i4N62PwoP9KrZsTdyMJQjMlqUG6tM5XcfPPN8tr6allZXyiVS16RW679svzwN38Jnl/YlO5ktTP//W7qr1fVWrn2/31DKorjadmhU4+VaR8/SyYN69Mq6gjLGiRLgSLcH9KupDXNeLhN1v46M2MdVu8y0MboPt30mVFLzs7K0LS7IUZ5L2w+NhXev25LZ3Ms1ig9cjAa8b1kDlgTrNljGMlV3RCwofjG84wpu++ppd7j9GJZatyM+eVpiBC2V2h7Tc+8bE07ch/YMzOXFQd1dR+5as6DO6rJUvblic+4vaMuY5CSeieuD4KHCf0LZPqInrqeMcpkVpSQIRYLdYKTpVztedmeq83b/XqU9mxbIuO3DwRoOmkzpGvXrjo1gDYHE3eTuQizsMXeFmACI6FAk155qpQMFUd01bNbthTmdtEeJlKVMG8QSdFAjjcKrRWoSpBzfA4GFt7H/DM3csvKSFPPGXEnRECBBumvy1XoK3gzfHjLRr2m7RaFOeqpk9KE1Bhv3zxr7oVryGiUp9eQlB73iyiVaJG/ERFq/SYtrVXDfrLIrr11ONJKv/zRd+SC7/1Gykq3ynvLV8v/XXamHPPCCyIF/VoYHSRMkbm1W6uv2rnVNzTIf++/TW7/9c802mPO47je2XLf3bfKou1NQUoyTClDI2bP09hQ/BSotQAg3HsbHOyThbcnctRjJ0Ab+rwGFiatJfM9vM7n+V67N4hFoBhlekSZCmKpfdYA6UEANjSPu88zmTOoLR7Lt8vI3nnaBoMTRVREewbGlCG0GWnx/jfWO3/n+mmct95Xoje7t3YPXAfVmIMQF7Dl3jPXOMej2I16X1nfOJSIpTpJlVqWgjXBObGP3Rq0HwGGRYd/eTYexSOR8WtbIuO3D+Rnv71d0gZPkazSrfLJz10qjVkJ9hNPfA7HMHYQX1H7isq8eDYxm+qB2es0LWnT1vG+MVCksWjMNZAMiufN1TuVmQKDN2N0dTAhm/cDcDGFPXPZdk0d4cGi1IjmiBI5L5QUUZzB0dng9AzyfczW0ynzidSeMrskRiwFdacEmAVvHUPBObjeOOkkG+uC0rImYRQk50P7gjLobyhtwZmYMmoOqcMlm6VX1pQlR51yuswsXikbi1drPe7oo4/WGZZTh8VBP24KmKgAZWlKS4kDEuhX10itX/aOfPeii2T5hm1q9NJzusnYYz4tP7joFJk4YpCsr9oS2oPnRnQYP45rkWCYk+SmXc1Y+8dMFTlaL5qmt1H60+J9msqJ6qAZfVJrPqfECzUN6ugY2MX6L8f2y9cMgj0H1rWBoGavLlEuUQBbPoWa/38D0qzcXqmRFhHd8J55Srm3rYJ2h1ytPbJuQYjafqFdgnM0Z86nhwtzUN0B0ha12T3zkbPcJ85n4cZSNbp8BCAMr3M/dGhzr7xgpBGGmGiZVKpFlK4TotcIiCZxfvztvswMXTuMtoqMX9sSGb/3WZhkf9/Ts3RgbXPFdskdOyNAdPniRgVsglB2EE9Rm6JyPXIALcYiT1oKA0ZrAZuWDYUB/dSkAfKtk8fpZlKKs67xHjvALNOH99xdt9heqYZt7Y5qVdwYhUOHd1dKM9KpkFmzofsX5EhVfZP0yMvSXqelWyqU5YLUpYFijh5dvRvtVtOgRlWHiybmq7l1Ebx36M6YR0i6FkOGGFTdTWdiGF2jisJoCwnqpiet74uf5miknqU3Rq466udy9qcWyvr162XlypUyffp0TW1/+ctfDpg1eB5cB+di5wqKtnsCXajXXNQo3/n6FXLvvfdqBI7y6jbxWDn9sDFyxidOkiE98kLn5pm49TKd+5bgUaWRHIcgLE0WBpZyJdnrHJs1oLPqEgTU7rW53+VHPubs8Bl3ir3L02ptO88t3qpgJHoyWecaDCaek7vm7fv8iJtj52ZmKEkCpAkYNtb7hROHJU1DG7G2G7n5SNmwNWTZCetJdFPRth65R+xnjBgED/xtVN9uMqp3N3XuuKfFFbU6GZ7IHAeGtC3lCMi8EatVm1PM/TdaNzu/ypw+qmeQyPi9D8aPUTwXXXSR7NixQwoLC3U6wcSJE1u858UXX5TvfOc7UllZqeNVaAymXoJSWLt2rYwcOVIOPvjg4P14zbzWGYX7s3P525JdWSWnHD1NzjtiVHJghYPotJElKEs3/eEDJkiRkEpZtrVcFm4oCwynRYFsECPj5Zj8P69Lpv50h+byHUR77kggAw6wEYk0ieIMvQmLBe0ItFTA5lLfFFNPun9hrpwwvq8yqDC2BiVP6wJKzE2FwdJCSosIMhh5lFBsgHAS2S/ZuCue5uQ6Mdp4yIAqOBYUZ9wfkHqk2nIT94KfYeIrJRMbfgtowaIgVym74vb/vfLKKzo/b+HChVJXVydXXnml3H777fKjH/1ITjvttFAjwnmv31klaSVr5Qtf+JHOdOSzJmN6dpErLj1dTp8xKUj5unyuycQ1gnGIfblGyO53t1VH9qH97usYJQMosf5wCJJNe8eJM/Jru2bur5sSdQ2QORfWj1rb0KSRHlmIyrqmAN1rkaCfFXHbJiyFy+/U1TbtqlbgF1kSv3k9/Lkmn7/pip+BCUtF26QMd91j0Lku6tw2vR7njr3DXluwoUyPwXHRnUTFgV5wanyKqh7dS1s77Px6xsqkeslcjfwiwMv7YPwuv/xyueyyy+Tiiy/WSeT8nDNnTov3MFblwQcfVCaM2tpaOfHEE3WKAe816Lg17HZ2mTt3ro4tql7+unz7r7+W6UkUmKVQrI+PTWfMKIYKDav3URsgRYjCQFA6ttEwVqTCMH58DmMKoID5fygPv/fLGCss3YPiJw2EMWKz0vhOHQWlgzHCuB0xvIcef0tZjfZaoTCoLZL25HVL7fFdLi0bygphLIvrWRsaj1pS73xaN8pV+dEbaEJkZ/U9hHPD2+d9fAcCmAYJS+eZUvKNkgu7R4kCFvLrYa4MHTpU3nzzTbn22mvld7/7nb72zjvvyFlnnaV74OSTT5ZJkybJ1n79NKorLi6Wv737rrz88suK4nSFhvXvf//7Oj3CbVa2lGFbnJuuQF9GCs0n7w7LErhpQ3MKjOfS/h70kg4u0ugSo2bHDhuCS/aC1C4RLsdB/GkhobRyiX5U1gYDjPk+UvOWCrcUIk4PNV5LvfIdbqtKsu8IAyS5eymZc+BOUwnWSIqWFTPGnLNlWyDy5npYuxh0avBMt+AajFBC2W9Ka4Lr5dh83m3UtzVhP93n2y2jSfUMEkV+e9n4sXlR5s8++6z+n03+1a9+VdM+o0aNCt43ZUoCeiUiOTk5csghh2jEdyBKVVVV8Hv//sk9dyvUu2g2vL9yx8MNq8VYZIKXr71zidqDDR4l9QlghXQTURLKhdqKzTtzi/qKlKuu1xoEBs+OT5SoNYne3YL0kMLHMTQJxBvHp6YHOvOnTy1W+rATIBBeWqw1G4zucWN6K7oTw/jqqhIpSxhRi2xJqd78nyWyDgUzpLvMGNkz3luYn62GlBomtUMbPgt6D8CMRRQGFDAKLa4FBB+vcR0+qhYJq+XY82gPewvr+7e//a1GgBiv2bNnB6wsOID8SyVkT3AmyZT06NGa9MAlHkjJuZlkHYVOvYdJ5b2tQb3Iohjup6Fn/XFIiG8sXcYUu0+6bhNTP2zskfv9/npzp2y4yFI/NenWup5fvE2NRHp6mqYM+VyYg+Af30+P+jW9ZM/c7g9N6URpiDl1XCepStfRMCeP9o5LZwyXt1aXaJTX0LRT15hRyyH2rNzeW3UUN5YGKVPfOCcjY4j6/N5H47dhwwZV4HaTCcuhWqLu4Ro/V7Zu3aoR4pNPPtnCIBx66KHS1NQkZ5xxhiqNjIzWqSrSQW5KiPrZ/ibV1bvZGfLywoEuSFg/j9GFGUUVCpxUhzYeJzacQfYNEYmBMgXGSBQmIdCmYMbODBbH91M3VpsBmEC9DmOKEeL41Oxoj8ALNaVnoBqMpYvEMx5NxsNAH0VKh7ohTcjMUOPfUSN7qsLidc6Jf0yjX7+zRjLT4wYaiiiMnvVp0XKhjdTLt6shMG5RFCFKk+vE+KIkoDHjnKlPAcHnfDDcqWDjYUNjU7UxuMqZPsCJ046Uux5/UeY+85C89PTjUlYWdyB8AfE7Y8YMOf/88+Wcc87R/6eSVOfiG7hk9TokmHrfu1sLJhU/iuF5EkXTT2kgjLAImntL2wzOSQuFnGh4d9N1CM8Y4oW7X18jAwpzZXz/AiVPIJWKk2fpebf+y7PCqQGpybo8alQvXXcPzd0gW8trNaXJ+zFCD761XtOcNiiX8yTi4viIj4L1a3pJ713ivgAWM2J3c0r+Nnu9IqS5Npw/7jH8thg7DPNf30zX/UrkD9WfnUdQJ0xE4JYufndzua5n1rqfMm2rHziiN/sQAV7Ky8vl1FNP1bTQtGnT9DWMJykfaJqgbjr33HPll7/8pb7Hl5tuukluuOEG2Z/FNX6plJyP5kJsQ9om1WglLa0V4wbie+dEUURJKBSMiOuVKqN9QkEBAScyQ3Kz0lXpQUZNSjMjPV2jNIxK94SiM9qmx+Zv0naKnMx0pXOi9oAY+pIIk1FJnOe4frmaCoW9HoNFJJqfmyWXzBguj8zbJC8vK5ZNibQlESw1PJScRcAB+z3GTyRodDaxETh2z1ASGD6UHn1c8fpQQ5tKzvf8kyEgkTDjOX99qWzM6CeXffcm+ee9f5L58+fr3MYtW7ZovZs1P3jwYM2MuIrKF5c1xQAVbaEx3XVkitI3ju51Y+BwCDAsU4fGIy67jyhX0nJM10AZ++lWF2EKoIr3uoQNOFSWOrXpDDYMFoTjqyt2qNPCEiQVSF0LhhRqrnZNbk8o4B3WLZkE1g9rgzQ767ZfUY5mGvj+kqp6RVKyXzCWZBmsJm7tE+69wZnEiTPD7d5nMgYQVlOj8+vsroPE+c9cXqzrLS87HgWTsu0Na0z3rvp5c8R6du0SOG4uhZntG5e9yJ67P50iLEXPXud9yzOGaIsMZZYo7bmXjR8bl43MjSX6w5sh6iP684UoDWom0kFXX3118Hp2drYqAYQ0zxe/+EV54IEHQo0fLPruZzGaEyaED9r8sBs/omSuvS0JiwDdwjv9SKD4gG67yjuM6YWmYCiqEDsWKS8l8q2uV6AJESUKDFQcvXvzMbTbKpR9YltZtTw4p1qOHNlTFRzoSwwm3i8KbD2fyc5Uj7YFR+PoXmqg+A6M75JE2pV6B8qLWt3akmqllVq0sVQV4uDuuTKwqJsaWt7rKlPjRyQ6sJ4o1yi4HrTdQwaOWuQBeMJNrybrEUvWXuI/F2MLSYWSxLiBAOWfG60NTfwtlVhfGBKW6myLizQMpm/Xbcof46BgigTS0b2P1suGUvVrsq5ghKyn0r12TddX1yuBuWUYUOoYS4wBz5F0NezqNlHEV+guPZ2ut5U7NEvAgFnSjxgRWIueWrRF1+aUwUUyoCjOKZsmaVJSGWeAQbQBPVE3s3FdOIY9unbRFGp2RnqrNCuGj+9QI3zRocF9c+uiXDdOIYjmgYXUJkWZbmgbwlDZ7ERS8NTwQHa61+i3aEBBSFuSkWKzZ40QPsx4W/RIn+TsNTsVhAX7EHW/yPjtZeOH0Zo6darcf//9Cl4BpTlo0KBWKU9Qnhg+/v3gBz9oVTcEDIACIKX56KOPtqgRuoKxcA0GkeT+Jhg/vLGCEZMVLNIWYCFZBGjKB2VD2gdqJiSM8igMam7HKjAQQmLUC94vio4UDehLMjxbyuukoq5JRvbJk+q6pnhDNP2ATu2kORaTxuZmNZikeDAIblrJak8oaVgtUFTUIC+ZMSKoeRBpkhLN65KhaRwMItflpnv4SRoLRci1+8THrhgHqKaME9Dw3ejHeN8eAJZkzyDV8Fn3ufi1GP89YeJHa22lLsNGDpm47DVhwJFUMH07D1KIRC1E+BgEi2zc+merlhDvGAbh9++B23+KYHh4BpwPxpQZjqTQMQpcQ1jN1c9kkM4muiFTAZsMjhNO4OEjemqWoVdeHPRSW9+ka5h1hO9D6t8AX6wlItmymvp4Sjyvi84YXLipTFbtiNfm7Vww0lwDxOrcH6PPI/uAMeU4OA+GfmVPwvxikZs5HbpeEnU9f7KFn03AiB89Oj4hJUCMju7VYjxSWJsHWY1BRTmStX2dLNm8VP8WoT3fh7TnHXfcoYbvxhtvlIKCArn77rv19UsvvVTh3fy79dZb5a233tLaHsYNOfvss7W29+qrr8p1112nNT68k+OPP15f76yC8cMb6zruo0k96DBxN7+rhPwmZTxUuBOhkHI3FhuIaIe+oqNH9woihakJ9CLGiiiK/jgUGKkjFBNpRwRjhTcLXNyduIBwHCJDBOQoPYDJCLc5ByI5DBO1PpSdKUw2ODVJlNCUId2loqZBlQrK03rHUBpu5GuTul2FbAoBLxylhlf/9RPHBIg9d5adq+jDjGBbUVWqmlqYhE06cM85WerSNyqpjuX/PSylF3b+RBiGAnb7S90G/7AUanvugX99Bqwxo0cK3GD6yeqp/ncTOXV/Z4ty1NKofty4PjK2b76+TlqUIc3zN5TqSC3qiXZ97lBc1vgxY/poFoL0+uMLNml612UlQjC2ZCGsDkeKmL1hSGyOYwTvOIgcG0NokZvdK1tP7AOlEIzF4ueboDXzuUfDCL2Tpa59RyejtF5TnkgU+b0Pxm/s2LHyxhtvtHr9z3/+c/A7xiyZQTvzzDP134EiGL+6qqWSSdTcgdE3YX1DiKYX18cVIMfD8GFcUFa+t04DOqwta3dUaV8eKZkNu2p0groxq9g5+X1tpFJgxCASMk8Udn6+D/ozjBablfcbiIY6CShCqzMaDygghNysDPmIAySxa+GcoFZDadD0jjeNorCUkW1+l7TZF1MwpMXcKRMu6bMZUBQ9IAVt5mcqt9cOwLXgwQMKaU8/WFtiKUjutV1Tqqb1to6VqucvrNk7WXToXovxulqbjA77peaYmHjR3og1lYG2qBrDx72wFGDYeSerrfJ+ohxqgKwlDBhROM8MIgdqitrj6XUfYORwjFgfRIpuqwbXynfYTEql6Zu/SevSGD/WNWsSh8qiOSNNJ9oDZEOtkVQn/weoFbaeSMHi/CFWamCt0gPrco+yj61H077PrwEn60d8c9urweuR8WtbIoaX91mIfpsqKyVv5/J29Wj5EG2l90qw2ftM/Cx66g2g7cIGs+LNLttaIYN65EpZdaO8sbpEVm+v0sbxi44cHtTNEDclgzKEH9Rl8ue7d1U1BF63sdcjltJCKc1Zu1NrKdT2kHhdKU2NEwbOFbxdUp0ABF5Yuk1KKuq0fogSQZKx4FjNxqI7txmfqNGH2LsKm5oeSmf26p2yYH38PraIshIgIE3jOvcn1TPyDWiqFCTSnqb1ZMdyf7bn7/zuRnJhbCw2yQHHgPWFAaHOa2vKjYTbagFJZaCTpeL987a2BepkLrqZvQDptUuBx98x2hg/oj7WH6lK1oCtFVCp1L/pHZ02rLtmPGzAr+/0cV4YtG3ldbrPYBjSoc+DioJnbOuNn4Vds/QfCGXXmQwkFtNUKO1CGDfOC2OMccXxc/sEjec2PU1a0J25NWDqpbQvubR75sQseW7310bGr22JjN/7KACCDPDSFpzdFUPMIWxSPHijkXKZ+HkfGxTDaOzxriLhH/Uyawx+Y9UOaWyKKUgFZRdWM0Spo/hr6htV6ZCuNANDnQ/Fwn41gItNVGAj063CHD74NYne8JwvOHyo9jnNXR9XdhjFQCmmpUlhbpZ0zc7Q1Ck1nEmDivSaCnKzWjRi27nBjwjEvWFdcwv0phkYPG9X6aL4UejUthBN4cZiWn/EE+envp4wYCjY/kuL1SinSlO7z8ivD7riM4VwPy0N5jdOt7cebC0A/mf8qNR+J+VLNEPqjvS4H3EakIKonbXGcwDJG4+06ltEkMkMcEdSsvZ9dhz3ungPxgxQlFLgbS3XmhkOEeduw5jJJjDxAScIA8G6AlVZ19Cs+8BSoTg6rE0iRV4zAm5zRnSfOGQG/P+86UOCyA9Qjz9J3dabnmNtg3zq4P5BCtd/hqwrqxfa2td0f0a67ltLgQISMo7U9UbgkABsuTVgEK4vLSvW67rxzEktvivq8+uYRMbvfZT6+nppbm4OjF9bKSMTFAgjZ0gfhm0+U5imaGhHuB8GiUQ0xOsoPFByCBub9+AZg4pDuQEA4bV/L9oSfA7F/LP/LNF6RlZmuvbH4XFzHiiDkyb0VUXIZv3WQwvUiFJzGdazq6IHSf/gAcekVv7w8krlLqT3CWOzPDFt3kW6gQgEdNE9N0u5QmMSU8Z7QDDuIFIX+g54hjl/pF7de4KXTFoLWjWu37xiI07me+y+GzCH45AixfCaAeO+cn98ajBfDNVoPZMmYc/YNUr8jXtIuo2fqWY4JjteR8AzCI4Shg8HwB175B+TZ0Q6G+H9pGut38yvzfnfE68/r9X2GMgJ/Hvn89aGIRfd2i3RN9mAZVsqAko0HK1XZ6+TZxdvU8BLVd1uEnbuAw4FA2pZB1wnjo4hS1mHVhZgrZDWViSqd14IRsrqduYMEuVbJoB/7C2ctIkDC/RzqVLLrvNjI5eoebIO7fvpeyWDwrPiWonulOXFqwEbpyp1ct8BioxfxyQyfvuwx6+9rCFum4KPEHORoJZaIk1ptS42KdRPKHwUGIocL5UxRqQjmboA6fSybfHhotsramX26iY1LKRm3l6/K5iThyLk/fe+vlbn551xyEAFEhh0PeBR7N5VJg4sVKQdcG8AAJBbk3JFlZIyovUAL9eUAJv+wTkbtA+Q6PArx45Ujx+DTF0IBWWoTwwwEdyakqrAg3dTkhwThYjCIG2EmCfup7W0DzEBV8fzNhSrH9G4UxHsO3yDFjb+qK1n7B7fHBjfuUl2PDMWHQHP2GxDoqa25v3xjIis567bqSCQQ4ftbimxe5fse6z+TEpx2ZZyRRXzWatVuZD9ZPfKvTf0zOH8MGi5IDdT+hXkaKR91Kie8YG51fXykaE9tO5nn8NIEiFa+pHzNiIEokCNZGsadK1Yuwznw1pmfVl62GWs4RxJnVqjvD1znBciNLIwyQyf3X937bjoT72vifsB4hQHkz1LP6M5mX5WQIkf4IctqdK2D9do10iXYKpDhPZsWyLjtw/ZXdqLFEz1PqMgsz4zBYDEYjphAeoloik8fBQEr0E+TVrymDG95cQJfeP0VjU0MDfr++FfpGZIgzbDCPp06yI7KuOgAgwI3j81w4zStHjNLhZT5ha2bF6XeKM90RiKhwiQdM6npwxUZYfHTdRom10L+wlGGZ0Fl5muRtmG1GKAMXCkai0NibIwFg1Qq1bnc1N/loaiOX98v3w12Jy3KTB3RiKvKyPNmN6hNb2wVhOl+2rHvD/3mSWbvB1Gp+aymaRC9yWrp6VaL+5n7BhESD6i1aIL6lHbK+tUqZ9yUP+kqUpf+DvtAdSTa+oa47PqYrGgVoWSNsi+GQQ7D0sB8zeLZInMrPZLncxSoXB9XnjEsKRN/NrDWhtv32ANuXVEnj1R4dayGl0rHIM1AAIVxzEm69R5It1OJsNmAY7p2017Rdk3dp7JiM/9mnC8rl0VcOW6e9ett/JdILc1PZ+WFrA0+c6GD1JynYmtDbnRVIcOSGT89mHk116koCkalx3fjIFSkiWQYW7TrbFyHDyoi1x4+LBA0VkKD0UE6gwPlskLGDc2miE2f/bfpRotAnTQCQ8JfkzSM25z7l/fWKvHIEXZq1sXTT8CgOHYpEthcoEWi9YFDJU7HZ5ht9Zgf9ToOIAHo2njifC4h/WMp6SsZ4/3kC5FOXEeZvisdcGF0tv9MM/eV9JubXDG6DiKNUwsNWWUbRq9JCExDnt2ppzMYBo8PlW6O1n0FtY+4l9XqnUVZjzdkUJ+1EJEAw8rET5/TzbTLiwFyrNkbVFjAxiFs2S1qrAI0s7DUsB27dYj6hp5vo86sD2DZNdLfQ2wCCAVS2XzTwceLy3W86qoa5TDhvcIzp3oHwJ4UolkIsgg8F6uHxJqUKQfm9AvaJmw7w9zWlyScJw2HEwARDsqt+u+MZS1tQ+595Qao3tPOWdSoWFtNziM/M1So0ivXJHGsm3SULo1Ary0QyLj9yGgNgsTQ3jtqKoLplsTdRhDi5FVu2NT3BRJq9pCIlUJJJs6DtGPET7rpO2RPWXjzmqtCV5+7KhAeWNk3bQc30kqCiXXKz9b3lyzU2fyIaRsUJxMmCDaRInYoE0d0bSrRqM9fhZsKmtBoYYx1Jl8iVofGx9ACsbjqhPHBMhKUy46Eb4otwUbS8BSkiBHDjM4NvEgVZ3OVb5WI3TprdolDl9me9LdYYatrRFEqSRsPJGfcg27HotkcH4MkUh92AX/mPOhrycMI8KzYG2xRhl+jNPmkg24kbp7Hv75uD9dpGoyAgL/nGx6gnt9ZB1AMI/p101BX0Spti5ctOtr727V1CrPnigRUA3r1cZuuesgzAlzSQTIamD8SCFzLJwBjKtPPpBslJSRGVjK1gBTxqvrp0bLm7pIZmFfySrqFxm/dkhk/PbRRIcw49celg9qMBgUU6bG0GJk1e5nffaIFgo8wbKBcuAnx3O9fza3O/ePVBDGEoTo7TPLlDpKlVRJlbYUMIyT95Gi5JwAjRSX12mP1Zh++WpgtKl8abEqQ6Y4gCDlGMweJCXKecHAgaLku81D1wG6iZFEnKf1iLkE3+7wWlcZJmPI8e8J4hMG23v9RveO9vYhYQYzlfEM+462anmpWi3CaoW+ckVx+5PqXaJ0nosxlvgKH+cGyjkjDjBEI8+FtWZrKZmR8FO/pL39FCvHfWwBPXdx0AvOX1jDuNXyOD7r0YyxZQ6UbHpXtUZeAKo2l1ZpDyxZCr4/iNZnr9PPkVrFaHPegK/YM5y/OXIm3H/WE4QPtlbcNCs182PH9g5afHAGALBhzFynLdlzdo9lf8fZ4PcTx/VplRodXpAm1UteiSa5t1Mi4/cBRX5hCqGVpKXpRqR1gE3ueqnuWJ4wI+p617qp09JU0aEAaLDFc/SbkN2mesiqQd0xo490KpDurWV1gk1qljRZsbVCumRmqJEiigSd2rcwW4EuR4/qpWz740bE0633vrFO60hElQAvaD0gxTq0R1cFu2Ac8bqZAGGAFyKIc5j5lxjs66YsjRLLnZ7dnkjKTwFiTKntoJwsxckx3WnxycAMbSEsk7UdtPfz/vmGRaepWi3C0p3uHD+u0dof4PZ020msHjesV1d1ZnywUNzIFAR9g2Z4cIpsxp5rcC1Sd1PR7veQgYCezCW25m+kDakhZmWk6UQFi4R4P2l2EKG0pZDaJ8NhUz8Qt8ePOjTXzV+okG0vr1Pih7tmrZZfn7ebWpE9hhEno+Dy6to+da9HI63qel3niLUaGcCHY3C95lyYM2Zk324Em6xO7GczeN2MLMe177MaYu3KjGieXwckMn4fkPFzFUIYOMJnx/cVMekOalsYBFJ5bluAK7zPJUlmg9MQnEwsXQp4hTpbTUN8HNHAwmwZ069Azzc/O1MjOQzYU+9skbqmZkWnHjO6t54r7QbM88O45mSlKwUUPY89usWvA+AK30OEaP2GXCspXpTXtGE9gpE49J4RCVpDcjIWfrfPzNJA7r0I6zPj3uEIcD9Ir1rfoq+ow6S9yN3/5fNuO4A7fd4UZlutFnbcYI6f0z7itj+4KTi3Lkg0T+THPbc1RjrPVepW99LpDYnj2zN1WYn4DMeEbo+UI5Ecf+f4pNKpMZJ6t5l8nD+1XsBLPfPiXLSGclXi7d7dtOcN0nQQwO68PtYgtXKQzLX1jfo3nD16N3HA4PNctCGOHiaCtHqkGVf2laXciTbdVgW3NYKMB1EfbEGct/2Na+pXmKNGOVl/pD9/kNeTOcO+IwVKG7H3E23zHrfVIUJ7ti2R8fuAZvmFRSEusCCMHR+xDY63ZyTP1hbgKsF431UcPcY0BlKkhl4zpWlDb1USoASb8Ufd45BBhbKpWxdFuvXKz9EUEGklNiJpV3r56JXDOBI5WQoKDxwvG4Vz3xvr1IBCXk3fH99ZWdsga7ZXyR2vrFYjO3Vwd8nLzpDCXCbC12pd44lFmxX8ggdt6VNjknEdgQBgkFC8yfrmfGNj/VfcOxvvZETCxl6Tqhezvcjd//Xz7vP2I3UXeWr3gciZdCUgDUs94gARKfEax+GZ87oNJg6Ljs3AkP521xifdadu2LmoYVha3GKuox0Po8D305yNQWUd/eLsyfr3usYmPXdS4juq6uPRXyymBozUI+sIwvUnPIIE+26mkRgQyk1Xc56983PUgBoFHwbLMihkLCCaZ96fOVd23txDpSJL1JgBalH3U6crga5UIFpuVpxxJjGUlntLjRznj+/n/W7fqeuoWZrYpnaERcep1gPgHKNds/dH8/w6JpHx+4AiPx/F57PwJ+sjc5Wm20dlrxtrCJsPRCf1kmaJqadNusg2mKay0tJUuaFw2NJWa+OzzNfDoOC9kuqk1WB0n25BrYLj0WRM+mh7Zb189bhRQZSJAqCwT8/X4B5xMuFeeVkaMRIJrt9ZL80xkR0VdVKYkymbymq0rgnSlBQV35HbJVM5P6E7Q0G8taYkqDGGDfhE6aKcLY3Ge/yRMW4dz/7WYrBoCsLr9hIUtFfaW0c0+L79ngotigMFVZyOD3Lm45nCxomy9gN/eGzYeWlU5yFVk6Wa/Rqzna8xtiCDipgi3yCTnTobz9F689w0qrVnYKxAaBJduUOcrY7tDoN109VKZJBwamyyurEkcV8+MWmA/g3San+gLd9v8/N4nX5UokXWlhrSjaXKPAPPqDlKLtl8U8J4Y7nJgHAeNgTXIjZai4q6xssXCgYrqdL/k/5taz24BtpqlkjU5N4xiYzfhwTtaX1NZlyQtpStAkG6domnepxUk0U/KBk8a6KzI0b20mI7G49+KTYZyo/6Gt4j6tEQlAaoYYPNWbdL05CQQLOJNa2V2Oh87u11zdoHxXshpkbxohgAsoC6oxYzsKirsrigkIkAQMDRuExTfFNMZFzffD13zpn0KG0SnB9KZ/66UkWoMhzUZqT5YA73p6WCUFDmXSMoNJewOiwSTGWM/Pf/r2nP9hpW/xmnQoviQAFEAaBihsTui9WJSfP5xjEsPZwsfZys3SEsknWRj3BqYgCMrSVw0hxEMsJ3At+38y3dWKp1Ybdn0Gplfp2aWZRElax56plEXRiiUycNCCJe1jf7gzo1ThnRJPVENawJEI0RIFir0aHDu8vb6+IAMNYVaXIDAhmq2H5iIDPS0mTN9koZ3TdfThzfV4/vknVrxNc1Sx1LDDNOpxFdExkrtV8SR8ytA/qgovk7JBpm2wGJjN+HwPgpQ8l7WzVSY0Oo15hkWriv+P2mWcQUF4ql546qIF1GWmpzWY1GcS5820aqsJkYK8SwUAwlMnPFdoVqEylg/IiwbKNDGXX06N7y3qYyuXPWGjWgjDjCWCHAzTGupGeAfTc1xye1s/kbmmKqPGyywm+fXy5Lt1YE7PmkPvk/lGwVdQ06Fdv4TN0mbVMGxuHJ/cB4cq5uGsl69Ugjo+T4GTaQNpmEwfDdn2HS3mixLUPa1pilMBot7V8LYQZC4YcZR/9c2qJdCztvn3fUrW+RKsXwuUhc+w6LFl3mIrcGRnRls/gwJH6N04wUk0NIg0LswOdotWFIskWeOH2AeDAwsBnR24dgmHGMEEoClt41Y0tKnsnxLywplrH9CoLeReMJtWHL7F3WG/VvegmZoGJjoTBoRtbN9ViGgnXIubLuAV7ZcOC26Ot8Z42/v7qpUfKnnS4Vc/8VtTq0QyLj9wG2OrgAEzzRZdviHiEb3SXaTVUr9Aer2obg83i/OfTVJQwhtbzyGrzfHEVy0sdFtMDfUU41DfFpB5BNc16MPspKT9e0E99Fcf9KJ71pqaEH3lovlXVM0Bbd8Cg5oj4Eo4lHi6dMBInSAcSAd0zEZ4Yew4u3b9eNYoZrknrlR4Z0l2+fMi5oujYnwe1xcjk8zXgaVyL3xpB8KBbug3nu1mzclvjKpj1py/ZGh20Z0raG1/rnFMYW4/d9mnG09/p8sWG9gP5oHf+8k7U0+KlSt66YrL8PR41mdeNk5V6SMSB69JvJzUiRbidjwXuoLwJcYb1h9JiS7rZf4ozZ5HQcPav9GvglGJ2VlqZtErC0GFmEyz7EtWL4WPOGgOVYRk7hPoP4/mvQaBOnkGdKJsKdkGJRpKVz27uONLVfkCVZPQfr/NBoqkPbEhm/Dwjw4gM1iKhoabCaBUaAjY0SMLZ320hhjB9+uorjsuk5Big3wA5EdCgD6muvrSzRHsJ3N5XLR8f00k37y2eXSW1Ds6SnNaoxZEIDlFRMPliUiN4sVQWQ5ul3t+oE+OLyWoW5EyFOGlQox47tox6t1v8m9tVjWP0F+Dq1kKHA6NPSgmG8IAC5B6RZb31+uZw8sZ/C1GmyhmbNhn/iJBgFmhqyBFAIxQN60ZqXuReuwTADosrm0MEBkMNqPXu7puc/nzBJ1tzc1nHaOtcwZenX5MyQETHbjD2LwlrU/BzjSL3tlRXbpTA3Dtd3+/XsO9xo20+L+ulUPzpt4VDEYvFRQgMKQqnVXCBQGIsMURVp9YKCbDWKRhDv7o9V26t0cjrnYH2GyerBrDflBQV9nBiHZOdiUZy1HyBEei3o8xJ1V8oD1MLZL6SDDa3rR77tpa9z791p47rJ3b94PsHtubuFI5JwiYzfB9jq4AI1FMCSaJzFYBG1MVcM4AgRiqWgghSe432HoR0VtXjoYNm0s1p2JVKWeM68znR2vNknF22WplhzvPlJRC48Yqg8/PZGBZ5QTGeyA5+7ZMYIjayoqZBaxMDAB0qkVZdIcWLRiMiAYQPUcWtL5zvGi2nbvEb6DQVhk94ZoYNxhYUDCDvXbWNf8KADjshDBwek1QhGjAiB6BJliQdu98n9idIDIYdRJt3rUo65zwMJM0Qu00iq6MuVjtYR23uctj4XpiwtRW7wemMQsgi4PWlQWl9YLBaNmbiOlxvFuFEg4qdTbe26RtzuM84MkRlrhteUKzRhQFz6uWQzF3e3cjRppOUSxLvtGWakcbgAWBlxOnvJ7Ys0B8kQx0Gdb/2ugG3FaPrc1iL7HEbOxhYZMIc1ztr3+/38Z9CK7tA3rM77qpe/rr9Hkd/7YPxWrFghF110kezYsUMKCwvlnnvukYkTJ7Z631133SU333yzjvQ5/vjj5bbbbguguKn+dqAYP3ehu2kchFQmUQ+bw6DaLiO/u7kQBRUMKlTlDlrTJW02b5JaCYqHjc3m/+lTi3UjjembL1MGx6d1Y4Sf+NrRiWneJfLugs3S3LxJDdMhQ2DSZ75ahUaEpJbY8NOH99DX8GYxZMq/mGjGV8Jgaj11jTI3wTN63Nje2gqBp0wUR2oVA4qyIyokzdmjW3w4r0vpBDCAFJW/6Y2Xkb/hxbtIUDcFiCLDoPPPBRS0d7I6Cot7xLUkm93WliSbaZeMBDuZ+J/zo6kwo+sDZ3gvEZOl54hYwoy61Rt53kTN1nrjXo/1ILoRi6UEXeg+6XXAUKxVG7sFQMdIn7kGmyKP4SqprFdwCbU7q8lhRFw2Gfsufx8la+UIE96DYacfVTlkBxYGo8KUn9UZw2R1Vc6f8V8LNpbKieP6Bqli1inZDgy1ORo4tKxtnAaObRR71hrkr9lk58i+t77fMPBThPZ8n43f5ZdfLpdddplcfPHF8vDDD+vPOXPmtHjPmjVr5Ic//KHMmzdP+vbtK6effrrceeedcuWVV6b824Ha6hAWCSq59OjW6SFTWm57A6LK/b04qOMyB/4cgA5qGpSHEyWOovM5HGlBoHBvRXmMLtEZtTwUFL8TiTHMFm8aLk5Dm/F5DBib2yXs5ZwVVEDGU2IandGDVlXfpKAbFByRHkLECUIuMyNNSYc5R5ujRp1kScLA+ZGCC3d3jb2PyrRI2JrnLV1qzdttTVa3+4WXv6coz2QIU/+cfSMZxvFpgJA4zViGOhZtnZPvcKHQXeaRsM9aj6BNFQ/O1TFC7sy/ZN+FYMSMXQilD9y/uKJW6hvj0TrOFIaRYymxemlNACwJ+jEdVLKVBVyChzAQThglnBEomOFlnJNPIh82OcF9ZvQJ5mZmKGUa5wK6lBSyGWW7T0SuZTX1MnftTj0HnhXvcank/D7fsGcXOCuJjAmEATi1ZDL8Jvco8tvLxq+4uFjmzp0rzz77rP7/rLPOkq9+9auycuVKGTVqVPA+jOJpp50m/fr10/9/+ctflhtvvFENXKq/7Qu54IILdMjsvpDXXnut3a0OYcrCpUty634uWXArz9Zj/HBTJtYwbnUu23iPzt+kzeWQTjPLlI3J9xFJWtoKxgp6+jS9syue3jGUJUoYRQAVm5u+Ap2HF4yhnD68pzw2f6P2HaIIdlTWK0E2/VtEdiiNmKTpiCWOw/kyr8yiXwRPnDQR4nN5ht3HZPfVTV+hVA0Gb2wbYeKymRinajJJVpNLltZKVs+y60xWw4uDLXBGGrUm1VaEExYRtllPMsXvTBVHjAmHNaVIYG/iRdh3uWOAWNvUenkOZB8wdkR9rJVkaWUcN97n8rq6ZQP/evz98dsXVsjM5cVas8TYGUkEa9n2lCuuY4X4NcyLjxq+25lyQFTuvSTaJZrk+eD0cd4gRt31hqNLycAnEPfvp/GNKjp88TYtWzCj0zIZPZxn8OKLL8rZZ58t+0J69eolf/zjH6VTG78NGzZI//79Aw8jLS1NhgwZIuvXr29h/Pj/0KG7F9OwYcP0tbb+5ktdXZ3+Mykri/clbdmyRfZUML77yvi5UlpaKrW1CQRZEjm4u0hD+Q7ZWB7//8srS+Xv87ZLLE1kcv+usqW8QUpKiuTYUUXB359fXhq8dvSAOBm0ewz3fdOHdJPx3btK/6xa2bgxnjrtn9UgBVkx2dDUJF3SY1LVGJPZK7bqRPZhPbLly4f2kV7dsuLHeK9cSmsapV9eenCMv70arwViOHftKpWNGzP0uLz+3IpSOWl0kXxyVI6eW9/MXvLc8gwpqW6QjTurZGLfrjK6ME22ltTLwX2yZUBBgeRnp8v4wmZ5fW25ZKU1y8jumXLCsBwZ3yNdBhR0kc3lu7/bF+YQvru1Sg7ql9fiHvj3FfnkyFx5N69Zv4vPcH+aaiqCe9uR5+SL/1za81n3dZ7JUYOyg+v0/2/P7YThXRP3pF4O6peb8pw6ej12Lzn+WRMLZXxBU/DdvH9HVpM0De+qkci/5q2XxsZmWbRmq5x7SHy9hAl34qLJICYrpKG8Qj57cKH0zm6Wk8YUyoYtxbJiU6ksyGuWolhFq/N4ZXWZvLG2Qop3lsk1xw2WHVnN0jQoW59fr25Noc/bfQ7InFXF0tTYJKO6Z+jnxhfG10DYegpbS8n2G+89aSSAtjQ5clj8Odh5rNlUIbHGRsmWeimrb5TR3bNlYG6TPLNwQ7DeFqwslarqGhnWveUzDhM7hyHdu8iYXjkyvk+u7rtnFlbItD4tdTX/9oUMGDBAvv/97+/RZ02XUwLb1/KhBrzcdNNNcsMNN7R6ffr06bK/yejRozv8mYxuPSR3xDT9/fmtK3VUyf2bl0pT5c7g78Ca3deSHSfV+7L6jJC8CcdI3ZaVkt1/lKxaM19yh09R2PRvr39ei+gco+v4Y/Qcli98Rv5WvDr4bP7kk3WG2FU/nylXJo5vx1z0+5lyc+K9/ve9t3imPFhdqudW552bnfOLm5fKb1NcmytMse46/qPKbG+F//ZIe+/jB3W8D0Laey9tjXbpO1IWFPQO1ktH5OYU98zOI9ZQK10GjJO7//uM/Pbzj7XruO4xEdtLc1bPbXNNhV3/njxX+8xzpVt177DOEfc49h7+dnMbx7X3pud0k5zhU+XpxBQH9zr3tWzevFkGD46nevdUtm3bpoHUh9b4cYFYavLJRH+wcRC1+SfN/1etWhX8f+3atcF7Uv3Nl+9+97ty9dVXB//ne5csWaLnkc7Y8f1EKioqZMKECbJ48WLJz4/3G+0/8qWQ1773Ib++vZ9C//Bd4766viv3wnrZm/JJEpj78Bl+2LEIV+7Xa7S5uVkN35QpH0BrRqyDcswxx8Tuvvtu/f2hhx6KfeQjH2n1nlWrVsX69+8f27JlS6y5uTl26qmnxn73u9+1+bfOKmVlZSTj9WdnlM5+fQfCNXb26zsQrrGzX9/elg6HT3fccYf+GzNmjLYr3H333fr6pZdeKv/+97/19xEjRmi68qijjtJaYO/evRUl2tbfIokkkkgiiWRfSBoWcJ980wEs5eXl2hMJYKegoEA6m3T26zsQrrGzX9+BcI2d/fr2tuw/hbP9WLKzs+X666/Xn51ROvv1HQjX2Nmv70C4xs5+fXtbosgvkkgiiSSSA06iyC+SSCKJJJIDTiLjF0kkkUQSyQEnkfGLJJJIIonkgJPI+O1FYeLFkUceqW0ghx56qLz33nuh72OqBYwvI0eOlC996UvS0NAgneX64BSEgYdmW6Z9XHvttR8IddH7/QwRgNJMJSkqapsSbX+7vnfeeUeOPfZYGT9+vP579NFHpTNdI2sSAg3W6aRJk+S4445TjuL9Qa666iqlhYRecsGCBUnft7/qmX0me71z8ACW4447rgUBwLRp01q9Z/Xq1a2a/H//+9/HOsv1zZs3T4kMkJqamthRRx0VfKazXKPJL3/5y9ill14aKywsjHWm66uqqooNHz48NmvWLP1/Y2NjrLi4ONaZrvGxxx6LTZ8+PVZfX6////GPfxw7++yzY/uDzJw5M7Zhw4bY0KFDY/Pnzw99z/6sZ/aVRMZvL8m2bdti+fn5sYaGBv0/C65v376xFStWtHjfLbfcErv88suD/z/11FNqIDrL9fly5ZVXxq6//vrY/iAducZ33303dvTRR8dWrly53xi/9l7fn/70p9j5558f2x+lvdf4+OOPxyZPnhwrLy/X91xzzTWxb37zm7H9SVIZv/1Vz+xLidKee0lSTbxwpSNTLfbH63Nl69atOkXjU5/6lOwP0t5rJH1EGgmmo4yM+BSLznR9cEPSK8ZzO+SQQ+Tzn/+8bN8en5nXWa7x1FNP1bQuo9V4/wsvvCD/93//J51F9lc9sy8lMn6RvG9sEygYan7TpsXZ9DuLQM935plnai2sMwoE8s8//7wa9/nz58vAgQPliiuukM4kzCV99913ZdOmTTqV4IQTTtDZopEcOBIZv70k7sQLJNXEi3Xr1rVrqsX+eH3GLn/KKafI6aef3mIqR2e5xpkzZ8rvfvc79aZnzJihhp7fP+zRUUfWKAAQjB6R0+c+9zl58803ZX+Q9l7jfffdF4CVmBBz0UUXyUsvvSSdRfZXPbMvJTJ+e0n69OkjU6dOlfvvv1///8gjj8igQYNaDPlFzjrrLCUAJyXIxrz99tvlvPPOk85yfZWVlWr4+PeDH/xA9idp7zXOmjVLFQsK5dVXX1UeRX6HpL0zXN8555wjc+bMUaOOPP300zJ58mTZH6S91wjBPshkG2z95JNPykEHHSSdRfZXPbNPZZ9WGDu5LF26NHb44YfHRo8eraOeFi1apK9fcsklsX/961/B++68887YiBEj9N8Xv/jFAHHWGa7vJz/5SSwzM1PBBPaP1zrbMzRZs2bNfgN46cj13XfffbGJEyfGDj744Ngpp5wSW79+fawzXWNtba0idceNG6fXeNJJJwUo5Q+7XHbZZbGBAwfGMjIyYn369ImNHDmyU+mZfSURt2ckkUQSSSQHnERpz0giiSSSSA44iYxfJJFEEkkkB5xExi+SSCKJJJIDTiLjF0kkkUQSyQEnkfGLJJJIIonkgJPI+EUSSSSRRHLASWT8IokkkkgiOeAkMn6RRBJJJJEccBIZv0giiSSSSA44iYxfJJF8SARibEbs3HjjjcFrr7/+unTp0kVH7kQSSSR7TyJ6s0gi+RAJJNJnnHGGGr2xY8fqPD2mY/zqV7/6oE8tkkg6lUTGL5JIPmRy5ZVX6jw95iC+8847OmGB4bKRRBLJ3pPI+EUSyYdMampqdLwOU8nffvttOfjggz/oU4okkk4nUc0vkkg+ZLJq1SqdLt7c3KxzAiOJJJK9L1HkF0kkHyJhuOr06dO11kfN7ze/+Y2mPhnSGkkkkew9iYxfJJF8iOSaa66Rhx9+WBYuXCjdunWTY445RgoLC3XSeCSRRLL3JEp7RhLJh0RefvlljfT++te/SkFBgaSnp+vvs2bNkj/+8Y8f9OlFEkmnkijyiySSSCKJ5ICTKPKLJJJIIonkgJPI+EUSSSSRRHLASWT8IokkkkgiOeAkMn6RRBJJJJEccBIZv0giiSSSSA44iYxfJJFEEkkkB5xExi+SSCKJJJIDTiLjF0kkkUQSyQEnkfGLJJJIIonkgJPI+EUSSSSRRHLASWT8IokkkkgiOeAkMn6RRBJJJJHIgSb/H1Rms+H0JmzzAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# properties: list (e.g. [\"x\"]) or dict like MultiPlot (label and optional range per key)\n", "G = MoG_1d.plot_sample(\n", " properties=[\"x\"],\n", " sargs=dict(s=0.5, alpha=0.5),\n", " figsize=3,\n", ")\n", "plt.savefig(f\"gallery/{figprefix}_1d_sample.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The PDF is zero outside the domain:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:18:13.773670Z", "iopub.status.busy": "2026-02-15T18:18:13.773542Z", "iopub.status.idle": "2026-02-15T18:18:13.794085Z", "shell.execute_reply": "2026-02-15T18:18:13.793445Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PDF at 0.5 (inside): 0.3160530018742784\n", "PDF at -0.1 (outside): 0.0\n" ] } ], "source": [ "print(\"PDF at 0.5 (inside):\", MoG_1d.pdf(np.array([[0.5]])))\n", "print(\"PDF at -0.1 (outside):\", MoG_1d.pdf(np.array([[-0.1]])))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fitting 1D data on a finite domain\n", "\n", "Generate data from the same distribution and fit with **FitMoG(..., domain=[[0, 1]])**. The fitter uses the domain in the likelihood and (by default) bounds the means to the domain." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:18:13.795931Z", "iopub.status.busy": "2026-02-15T18:18:13.795820Z", "iopub.status.idle": "2026-02-15T18:18:14.293634Z", "shell.execute_reply": "2026-02-15T18:18:14.293225Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MixtureOfGaussians.rvs executed in 0.35561394691467285 seconds" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Loading a FitMoG object.\n", "Number of gaussians: 2\n", "Number of variables: 1\n", "Number of dimensions: 2\n", "Number of samples: 5000\n", "Domain: [[0, 1]]\n", "Log-likelihood per point (-log L/N): 0.004026885720446497\n", "Iterations:\n", "Iter 0:\n", "\tVars: [0.71, -0.71, 0.086, 0.92, -4.2, -4.2]\n", "\tLogL/N: 0.09798353864465152\n", "Iter 10:\n", "\tVars: [0.039, -0.037, 0.2, 0.78, -4.6, -4.1]\n", "\tLogL/N: -0.12867363221859465\n", "Iter 20:\n", "\tVars: [0.041, -0.038, 0.2, 0.79, -4.6, -4.1]\n", "\tLogL/N: -0.12932597694140233\n", "FitMoG.fit_data executed in 0.12979698181152344 seconds\n" ] } ], "source": [ "np.random.seed(42)\n", "data_1d = MoG_1d.rvs(5000)\n", "\n", "F_1d = mn.FitMoG(data=data_1d, ngauss=2, domain=[[0, 1]])\n", "F_1d.fit_data(advance=10)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:18:14.294717Z", "iopub.status.busy": "2026-02-15T18:18:14.294645Z", "iopub.status.idle": "2026-02-15T18:18:14.311816Z", "shell.execute_reply": "2026-02-15T18:18:14.310889Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " w mu_1 sigma_1\n", "component \n", "1 0.509835 0.199924 0.010318\n", "2 0.490165 0.788830 0.028471" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "F_1d.mog.tabulate(sort_by=\"weight\")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:18:14.312974Z", "iopub.status.busy": "2026-02-15T18:18:14.312880Z", "iopub.status.idle": "2026-02-15T18:18:14.471541Z", "shell.execute_reply": "2026-02-15T18:18:14.469744Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "F_1d.plot_fit(\n", " properties=[\"x\"],\n", " ranges=[[0, 1]],\n", " hargs=dict(bins=30, cmap=\"Spectral_r\"),\n", " sargs=dict(s=0.5, edgecolor=\"None\", color=\"r\"),\n", " figsize=3,\n", ")\n", "plt.savefig(f\"gallery/{figprefix}_1d_fit.png\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:18:14.473959Z", "iopub.status.busy": "2026-02-15T18:18:14.473782Z", "iopub.status.idle": "2026-02-15T18:18:14.485749Z", "shell.execute_reply": "2026-02-15T18:18:14.485389Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fitted parameters:\n" ] }, { "data": { "text/html": [ "
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10.5098350.1999240.010318
20.4901650.7888300.028471
\n", "
" ], "text/plain": [ " w mu_1 sigma_1\n", "component \n", "1 0.509835 0.199924 0.010318\n", "2 0.490165 0.788830 0.028471" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(\"Fitted parameters:\")\n", "F_1d.mog.tabulate(sort_by=\"weight\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the function:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:18:14.486954Z", "iopub.status.busy": "2026-02-15T18:18:14.486885Z", "iopub.status.idle": "2026-02-15T18:18:14.496387Z", "shell.execute_reply": "2026-02-15T18:18:14.495786Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "import numpy as np\n", "from multimin import Util\n", "\n", "def mog(X):\n", "\n", " a = 0.0\n", " b = 1.0\n", "\n", " mu1_1 = 0.199924\n", " sigma1_1 = 0.010318\n", " n1 = Util.tnmd(X, mu1_1, sigma1_1, a, b)\n", "\n", " mu2_1 = 0.78883\n", " sigma2_1 = 0.028471\n", " n2 = Util.tnmd(X, mu2_1, sigma2_1, a, b)\n", "\n", " w1 = 0.509835\n", " w2 = 0.490165\n", "\n", " return (\n", " w1*n1\n", " + w2*n2\n", " )\n" ] } ], "source": [ "function, mog = F_1d.mog.get_function()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3D distribution with one variable on a finite domain\n", "\n", "Use **domain=[None, [0, 1], None]**: variables 0 and 2 are unbounded; variable 1 is bounded to $[0, 1]$." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:18:14.497881Z", "iopub.status.busy": "2026-02-15T18:18:14.497774Z", "iopub.status.idle": "2026-02-15T18:18:14.508280Z", "shell.execute_reply": "2026-02-15T18:18:14.507575Z" } }, "outputs": [], "source": [ "weights = [0.5, 0.5]\n", "mus = [[0.0, 0.3, 0.0], [0.0, 0.7, 0.0]] # two bumps along the bounded variable (y)\n", "sigmas = [[0.6, 0.15, 0.6], [0.6, 0.15, 0.6]]\n", "Sigmas = [np.diag(s)**2 for s in sigmas]\n", "\n", "MoG_3d = mn.MixtureOfGaussians(\n", " mus=mus,\n", " weights=weights,\n", " Sigmas=Sigmas,\n", " domain=[None, [0, 1], None], # only variable 1 in [0, 1]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Samples: the first and third coordinates are unbounded; the second coordinate lies in $[0, 1]$." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:18:14.509762Z", "iopub.status.busy": "2026-02-15T18:18:14.509664Z", "iopub.status.idle": "2026-02-15T18:18:14.854994Z", "shell.execute_reply": "2026-02-15T18:18:14.854401Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MixtureOfGaussians.rvs executed in 0.33029699325561523 seconds\n", "Variable 1 (bounded) min/max: 2.0159534563357617e-06 0.9988410207612409\n", "All variable 1 in [0,1]: True\n" ] } ], "source": [ "sample_3d = MoG_3d.rvs(3000)\n", "print(\"Variable 1 (bounded) min/max:\", sample_3d[:, 1].min(), sample_3d[:, 1].max())\n", "print(\"All variable 1 in [0,1]:\", np.all((sample_3d[:, 1] >= 0) & (sample_3d[:, 1] <= 1)))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:18:14.866280Z", "iopub.status.busy": "2026-02-15T18:18:14.866159Z", "iopub.status.idle": "2026-02-15T18:18:15.383732Z", "shell.execute_reply": "2026-02-15T18:18:15.382834Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "G3 = MoG_3d.plot_sample(\n", " data=sample_3d,\n", " properties=[\"x\", \"y\", \"z\"],\n", " ranges=[[-3, 3], [0, 1], [-3, 3]],\n", " figsize=3,\n", " hargs=dict(bins=25, cmap=\"YlGn\"),\n", " sargs=dict(s=0.3, alpha=0.5),\n", " marginals=True,\n", ")\n", "plt.tight_layout()\n", "plt.savefig(f\"gallery/{figprefix}_3d_sample.png\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fitting 3D data with a finite domain on one variable\n", "\n", "Fit with `domain=[None, [0, 1], None]` so the likelihood and mean bounds respect the second variable\u2019s domain." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:18:15.387761Z", "iopub.status.busy": "2026-02-15T18:18:15.387621Z", "iopub.status.idle": "2026-02-15T18:18:19.074750Z", "shell.execute_reply": "2026-02-15T18:18:19.073710Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MixtureOfGaussians.rvs executed in 0.3601219654083252 seconds\n", "Loading a FitMoG object.\n", "Number of gaussians: 2\n", "Number of variables: 3\n", "Number of dimensions: 6\n", "Number of samples: 5000\n", "Domain: [None, [0, 1], None]\n", "Log-likelihood per point (-log L/N): 2.27007315804755\n", "Iterations:\n", "Iter 0:\n", "\tVars: [-0.025, 0.025, 0.05, 0.12, 0.029, 0.64, 0.87, 0.65, -2.2, -4.4, -2.2, -2.2, -4.4, -2.2, 0.65, 1.3, 0.64, 0.9, 1.2, 0.89]\n", "\tLogL/N: 3.0902091187997494\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Iter 30:\n", "\tVars: [0.08, -0.079, 0.033, 0.3, 0.0027, -0.0039, 0.71, 0.026, -2.7, -4.1, -2.8, -2.8, -4.2, -2.7, -0.018, 0.033, -0.018, 0.065, 0.025, -0.0022]\n", "\tLogL/N: 1.7362013544790753\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Iter 60:\n", "\tVars: [-0.025, 0.032, 0.043, 0.29, -0.0019, -0.0066, 0.7, 0.027, -2.7, -4.2, -2.8, -2.8, -4.2, -2.7, 0.04, 0.011, -0.022, 0.076, 0.039, -0.021]\n", "\tLogL/N: 1.7358856067279056\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Iter 75:\n", "\tVars: [-0.039, 0.046, 0.042, 0.29, -0.0027, -0.0056, 0.7, 0.027, -2.7, -4.2, -2.8, -2.8, -4.2, -2.7, 0.031, 0.012, -0.026, 0.068, 0.038, -0.022]\n", "\tLogL/N: 1.7358797044214596\n", "FitMoG.fit_data executed in 3.224281072616577 seconds\n" ] } ], "source": [ "np.random.seed(123)\n", "data_3d = MoG_3d.rvs(5000)\n", "\n", "F_3d = mn.FitMoG(data=data_3d, ngauss=2, domain=[None, [0, 1], None])\n", "F_3d.fit_data(advance=30)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:18:19.086428Z", "iopub.status.busy": "2026-02-15T18:18:19.086268Z", "iopub.status.idle": "2026-02-15T18:18:19.858363Z", "shell.execute_reply": "2026-02-15T18:18:19.857902Z" } }, "outputs": [ { "data": { "image/png": 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wmu_1mu_2mu_3sigma_1sigma_2sigma_3rho_12rho_13rho_23
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" ], "text/plain": [ " w mu_1 mu_2 mu_3 sigma_1 sigma_2 sigma_3 rho_12 rho_13 \\\n", "component \n", "1 0.5 0.0 0.3 0.0 0.6 0.15 0.6 0.0 0.0 \n", "2 0.5 0.0 0.7 0.0 0.6 0.15 0.6 0.0 0.0 \n", "\n", " rho_23 \n", "component \n", "1 0.0 \n", "2 0.0 " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "MoG_3d.tabulate(sort_by=\"distance\")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:18:19.910392Z", "iopub.status.busy": "2026-02-15T18:18:19.910172Z", "iopub.status.idle": "2026-02-15T18:18:19.932616Z", "shell.execute_reply": "2026-02-15T18:18:19.932162Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fitted parameters (note variable 2 = y in [0,1]):\n" ] }, { "data": { "text/html": [ "
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20.510545-0.0055890.6995130.0265770.5910690.1510540.6103390.0338210.018985-0.010914
\n", "
" ], "text/plain": [ " w mu_1 mu_2 mu_3 sigma_1 sigma_2 \\\n", "component \n", "1 0.489455 0.042126 0.291250 -0.002683 0.605644 0.150459 \n", "2 0.510545 -0.005589 0.699513 0.026577 0.591069 0.151054 \n", "\n", " sigma_3 rho_12 rho_13 rho_23 \n", "component \n", "1 0.595910 0.015416 0.005950 -0.013201 \n", "2 0.610339 0.033821 0.018985 -0.010914 " ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(\"Fitted parameters (note variable 2 = y in [0,1]):\")\n", "F_3d.mog.tabulate(sort_by=\"distance\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the function is:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:18:19.933773Z", "iopub.status.busy": "2026-02-15T18:18:19.933685Z", "iopub.status.idle": "2026-02-15T18:18:19.947348Z", "shell.execute_reply": "2026-02-15T18:18:19.946778Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "import numpy as np\n", "from multimin import Util\n", "\n", "def mog(X):\n", "\n", " a = [-np.inf, 0.0, -np.inf]\n", " b = [np.inf, 1.0, np.inf]\n", "\n", " mu1_1 = 0.042126\n", " mu1_2 = 0.29125\n", " mu1_3 = -0.002683\n", " mu1 = [mu1_1, mu1_2, mu1_3]\n", " Sigma1 = [[0.366805, 0.001405, 0.002147], [0.001405, 0.022638, -0.001184], [0.002147, -0.001184, 0.355108]]\n", " Z1 = 0.973549\n", " n1 = Util.tnmd(X, mu1, Sigma1, a, b, Z=Z1)\n", "\n", " mu2_1 = -0.005589\n", " mu2_2 = 0.699513\n", " mu2_3 = 0.026577\n", " mu2 = [mu2_1, mu2_2, mu2_3]\n", " Sigma2 = [[0.349362, 0.00302, 0.006849], [0.00302, 0.022817, -0.001006], [0.006849, -0.001006, 0.372513]]\n", " Z2 = 0.976663\n", " n2 = Util.tnmd(X, mu2, Sigma2, a, b, Z=Z2)\n", "\n", " w1 = 0.489455\n", " w2 = 0.510545\n", "\n", " return (\n", " w1*n1\n", " + w2*n2\n", " )\n" ] } ], "source": [ "function, mog = F_3d.mog.get_function()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:18:19.948618Z", "iopub.status.busy": "2026-02-15T18:18:19.948540Z", "iopub.status.idle": "2026-02-15T18:18:19.962404Z", "shell.execute_reply": "2026-02-15T18:18:19.961839Z" } }, "outputs": [ { "data": { "text/plain": [ "(0.07924013295046034, 0.07924082072895162)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X = np.array([[0.0, 0.3, 1.2]])\n", "mog(X), F_3d.mog.pdf(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And in LaTeX:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "execution": { "iopub.execute_input": "2026-02-15T18:18:19.963767Z", "iopub.status.busy": "2026-02-15T18:18:19.963660Z", "iopub.status.idle": "2026-02-15T18:18:19.975348Z", "shell.execute_reply": "2026-02-15T18:18:19.974852Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Finite domain. The following variables are truncated (the rest are unbounded):\n", "\n", "- Variable $x_{2}$ (index 2): domain $[0.0, 1.0]$.\n", "\n", "Truncation region: $A_T = \\{\\tilde{U} \\in \\mathbb{R}^k : a_i \\le \\tilde{U}_i \\le b_i \\;\\forall i \\in T\\}$, with $T$ the set of truncated indices.\n", "\n", "$$f(\\mathbf{x}) = w_1 \\, \\mathcal{TN}_T(\\mathbf{x}; \\boldsymbol{\\mu}_1, \\mathbf{\\Sigma}_1, \\mathbf{a}_T, \\mathbf{b}_T) + w_2 \\, \\mathcal{TN}_T(\\mathbf{x}; \\boldsymbol{\\mu}_2, \\mathbf{\\Sigma}_2, \\mathbf{a}_T, \\mathbf{b}_T)$$\n", "\n", "where\n", "\n", "Bounds (vectors): $\\mathbf{a}_T = (-\\infty, 0.0, -\\infty)^\\top$, $\\mathbf{b}_T = (\\infty, 1.0, \\infty)^\\top$.\n", "\n", "$$w_1 = 0.489455$$\n", "$$\\boldsymbol{\\mu}_1 = \\left( \\begin{array}{c} 0.042126 \\\\ 0.29125 \\\\ -0.002683 \\end{array}\\right)$$\n", "$$\\mathbf{\\Sigma}_1 = \\left( \\begin{array}{ccc} 0.366805 & 0.001405 & 0.002147 \\\\ 0.001405 & 0.022638 & -0.001184 \\\\ 0.002147 & -0.001184 & 0.355108 \\end{array}\\right)$$\n", "\n", "$$w_2 = 0.510545$$\n", "$$\\boldsymbol{\\mu}_2 = \\left( \\begin{array}{c} -0.005589 \\\\ 0.699513 \\\\ 0.026577 \\end{array}\\right)$$\n", "$$\\mathbf{\\Sigma}_2 = \\left( \\begin{array}{ccc} 0.349362 & 0.00302 & 0.006849 \\\\ 0.00302 & 0.022817 & -0.001006 \\\\ 0.006849 & -0.001006 & 0.372513 \\end{array}\\right)$$\n", "\n", "Truncated normal. The unbounded normal is\n", "\n", "$$\\mathcal{N}(\\mathbf{x}; \\boldsymbol{\\mu}, \\mathbf{\\Sigma}) = \\frac{1}{\\sqrt{(2\\pi)^{{k}} \\det \\mathbf{\\Sigma}}} \\exp\\left[-\\frac{1}{2}(\\mathbf{x}-\\boldsymbol{\\mu})^{\\top} \\mathbf{\\Sigma}^{{-1}} (\\mathbf{x}-\\boldsymbol{\\mu})\\right].$$\n", "\n", "The truncation region is $A_T = \\{\\tilde{U} \\in \\mathbb{R}^k : a_i \\le \\tilde{U}_i \\le b_i \\;\\forall i \\in T\\}$. The partially truncated normal is\n", "\n", "$$\\mathcal{TN}_T(\\tilde{U}; \\tilde{\\mu}, \\Sigma, \\mathbf{a}_T, \\mathbf{b}_T) = \\frac{\\mathcal{N}(\\tilde{U}; \\tilde{\\mu}, \\Sigma) \\, \\mathbf{1}_{A_T}(\\tilde{U})}{Z_T(\\tilde{\\mu}, \\Sigma, \\mathbf{a}_T, \\mathbf{b}_T)},$$\n", "\n", "where $\\mathbf{1}_{A_T}$ is the indicator of $A_T$ and the normalization constant is\n", "\n", "$$Z_T(\\tilde{\\mu}, \\Sigma, \\mathbf{a}_T, \\mathbf{b}_T) = \\int_{A_T} \\mathcal{N}(\\tilde{T}; \\tilde{\\mu}, \\Sigma) \\, d\\tilde{T} = \\mathbb{P}_{\\tilde{T} \\sim \\mathcal{N}(\\tilde{\\mu},\\Sigma)}(\\tilde{T} \\in A_T).$$\n" ] }, { "data": { "text/markdown": [ "Finite domain. The following variables are truncated (the rest are unbounded):\n", "\n", "- Variable $x_{2}$ (index 2): domain $[0.0, 1.0]$.\n", "\n", "Truncation region: $A_T = \\{\\tilde{U} \\in \\mathbb{R}^k : a_i \\le \\tilde{U}_i \\le b_i \\;\\forall i \\in T\\}$, with $T$ the set of truncated indices.\n", "\n", "$$f(\\mathbf{x}) = w_1 \\, \\mathcal{TN}_T(\\mathbf{x}; \\boldsymbol{\\mu}_1, \\mathbf{\\Sigma}_1, \\mathbf{a}_T, \\mathbf{b}_T) + w_2 \\, \\mathcal{TN}_T(\\mathbf{x}; \\boldsymbol{\\mu}_2, \\mathbf{\\Sigma}_2, \\mathbf{a}_T, \\mathbf{b}_T)$$\n", "\n", "where\n", "\n", "Bounds (vectors): $\\mathbf{a}_T = (-\\infty, 0.0, -\\infty)^\\top$, $\\mathbf{b}_T = (\\infty, 1.0, \\infty)^\\top$.\n", "\n", "$$w_1 = 0.489455$$\n", "$$\\boldsymbol{\\mu}_1 = \\left( \\begin{array}{c} 0.042126 \\\\ 0.29125 \\\\ -0.002683 \\end{array}\\right)$$\n", "$$\\mathbf{\\Sigma}_1 = \\left( \\begin{array}{ccc} 0.366805 & 0.001405 & 0.002147 \\\\ 0.001405 & 0.022638 & -0.001184 \\\\ 0.002147 & -0.001184 & 0.355108 \\end{array}\\right)$$\n", "\n", "$$w_2 = 0.510545$$\n", "$$\\boldsymbol{\\mu}_2 = \\left( \\begin{array}{c} -0.005589 \\\\ 0.699513 \\\\ 0.026577 \\end{array}\\right)$$\n", "$$\\mathbf{\\Sigma}_2 = \\left( \\begin{array}{ccc} 0.349362 & 0.00302 & 0.006849 \\\\ 0.00302 & 0.022817 & -0.001006 \\\\ 0.006849 & -0.001006 & 0.372513 \\end{array}\\right)$$\n", "\n", "Truncated normal. The unbounded normal is\n", "\n", "$$\\mathcal{N}(\\mathbf{x}; \\boldsymbol{\\mu}, \\mathbf{\\Sigma}) = \\frac{1}{\\sqrt{(2\\pi)^{{k}} \\det \\mathbf{\\Sigma}}} \\exp\\left[-\\frac{1}{2}(\\mathbf{x}-\\boldsymbol{\\mu})^{\\top} \\mathbf{\\Sigma}^{{-1}} (\\mathbf{x}-\\boldsymbol{\\mu})\\right].$$\n", "\n", "The truncation region is $A_T = \\{\\tilde{U} \\in \\mathbb{R}^k : a_i \\le \\tilde{U}_i \\le b_i \\;\\forall i \\in T\\}$. The partially truncated normal is\n", "\n", "$$\\mathcal{TN}_T(\\tilde{U}; \\tilde{\\mu}, \\Sigma, \\mathbf{a}_T, \\mathbf{b}_T) = \\frac{\\mathcal{N}(\\tilde{U}; \\tilde{\\mu}, \\Sigma) \\, \\mathbf{1}_{A_T}(\\tilde{U})}{Z_T(\\tilde{\\mu}, \\Sigma, \\mathbf{a}_T, \\mathbf{b}_T)},$$\n", "\n", "where $\\mathbf{1}_{A_T}$ is the indicator of $A_T$ and the normalization constant is\n", "\n", "$$Z_T(\\tilde{\\mu}, \\Sigma, \\mathbf{a}_T, \\mathbf{b}_T) = \\int_{A_T} \\mathcal{N}(\\tilde{T}; \\tilde{\\mu}, \\Sigma) \\, d\\tilde{T} = \\mathbb{P}_{\\tilde{T} \\sim \\mathcal{N}(\\tilde{\\mu},\\Sigma)}(\\tilde{T} \\in A_T).$$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "function, _ = F_3d.mog.get_function(type=\"latex\")\n", "display(Markdown(function))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finite domain. The following variables are truncated (the rest are unbounded):\n", "\n", "- Variable $x_2$ (index 2): domain $[0.0, 1.0]$.\n", "\n", "Truncation region: $A_T = \\{\\tilde{U} \\in \\mathbb{R}^k : a_i \\le \\tilde{U}_i \\le b_i \\;\\forall i \\in T\\}$, with $T$ the set of truncated indices.\n", "\n", "$$f(\\mathbf{x}) = w_1 \\, \\mathcal{TN}_T(\\mathbf{x}; \\boldsymbol{\\mu}_1, \\mathbf{\\Sigma}_1, \\mathbf{a}_T, \\mathbf{b}_T) + w_2 \\, \\mathcal{TN}_T(\\mathbf{x}; \\boldsymbol{\\mu}_2, \\mathbf{\\Sigma}_2, \\mathbf{a}_T, \\mathbf{b}_T)$$\n", "\n", "where\n", "\n", "Bounds (vectors): $\\mathbf{a}_T = (-\\infty, 0.0, -\\infty)^\\top$, $\\mathbf{b}_T = (\\infty, 1.0, \\infty)^\\top$.\n", "\n", "$$w_1 = 0.489088$$\n", "$$\\boldsymbol{\\mu}_1 = \\left( \\begin{array}{c} 0.042197 \\\\ 0.291123 \\\\ -0.00285 \\end{array}\\right)$$\n", "$$\\mathbf{\\Sigma}_1 = \\left( \\begin{array}{ccc} 0.366817 & 0.001419 & 0.00217 \\\\ 0.001419 & 0.022609 & -0.00123 \\\\ 0.00217 & -0.00123 & 0.355096 \\end{array}\\right)$$\n", "\n", "$$w_2 = 0.510912$$\n", "$$\\boldsymbol{\\mu}_2 = \\left( \\begin{array}{c} -0.005599 \\\\ 0.699398 \\\\ 0.026692 \\end{array}\\right)$$\n", "$$\\mathbf{\\Sigma}_2 = \\left( \\begin{array}{ccc} 0.349353 & 0.003032 & 0.006884 \\\\ 0.003032 & 0.022845 & -0.001046 \\\\ 0.006884 & -0.001046 & 0.37253 \\end{array}\\right)$$\n", "\n", "Truncated normal. The unbounded normal is\n", "\n", "$$\\mathcal{N}(\\mathbf{x}; \\boldsymbol{\\mu}, \\mathbf{\\Sigma}) = \\frac{1}{\\sqrt{(2\\pi)^{{k}} \\det \\mathbf{\\Sigma}}} \\exp\\left[-\\frac{1}{2}(\\mathbf{x}-\\boldsymbol{\\mu})^{\\top} \\mathbf{\\Sigma}^{{-1}} (\\mathbf{x}-\\boldsymbol{\\mu})\\right].$$\n", "\n", "The truncation region is $A_T = \\{\\tilde{U} \\in \\mathbb{R}^k : a_i \\le \\tilde{U}_i \\le b_i \\;\\forall i \\in T\\}$. The partially truncated normal is\n", "\n", "$$\\mathcal{TN}_T(\\tilde{U}; \\tilde{\\mu}, \\Sigma, \\mathbf{a}_T, \\mathbf{b}_T) = \\frac{\\mathcal{N}(\\tilde{U}; \\tilde{\\mu}, \\Sigma) \\, \\mathbf{1}_{A_T}(\\tilde{U})}{Z_T(\\tilde{\\mu}, \\Sigma, \\mathbf{a}_T, \\mathbf{b}_T)},$$\n", "\n", "where $\\mathbf{1}_{A_T}$ is the indicator of $A_T$ and the normalization constant is\n", "\n", "$$Z_T(\\tilde{\\mu}, \\Sigma, \\mathbf{a}_T, \\mathbf{b}_T) = \\int_{A_T} \\mathcal{N}(\\tilde{T}; \\tilde{\\mu}, \\Sigma) \\, d\\tilde{T} = \\mathbb{P}_{\\tilde{T} \\sim \\mathcal{N}(\\tilde{\\mu},\\Sigma)}(\\tilde{T} \\in A_T).$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "**MultiMin** \u2013 Multivariate Gaussian fitting with finite domains \n", "\u00a9 2026 Jorge I. Zuluaga" ] } ], "metadata": { "kernelspec": { "display_name": ".multimin", "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": "3.12.5" } }, "nbformat": 4, "nbformat_minor": 4 }