{ "cells": [ { "cell_type": "markdown", "id": "2a6f87e3-0d3c-4da4-90c6-eb9e00bd1e29", "metadata": {}, "source": [ "# `FaradayModel` Tutorial\n", "\n", "Trey V. Wenger (c) February 2025\n", "\n", "Here we demonstrate the basic features of the `FaradayModel` model. The `FaradayModel` predicts Stokes Q, U, and Faraday depth spectra by decomposing the Faraday depth spectrum into a series of Gaussian \"clouds\". Please review the `bayes_spec` documentation and tutorials for a more thorough description of the steps outlined in this tutorial: https://bayes-spec.readthedocs.io/en/stable/index.html" ] }, { "cell_type": "code", "execution_count": 2, "id": "ed4fe22b-ecee-424a-bcb9-c7b29cfa12f9", "metadata": { "ExecuteTime": { "end_time": "2024-06-22T01:55:45.529239Z", "start_time": "2024-06-22T01:55:43.485984Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pymc version: 5.20.0\n", "bayes_spec version: 1.7.2+4.gfef408d\n", "bayes_pol version: 0+untagged.1.gabd3ba0.dirty\n" ] } ], "source": [ "# General imports \n", "import os\n", "import pickle\n", "import time\n", "\n", "import matplotlib.pyplot as plt\n", "import arviz as az\n", "import pandas as pd\n", "import numpy as np\n", "import pymc as pm\n", "\n", "print(\"pymc version:\", pm.__version__)\n", "\n", "import bayes_spec\n", "print(\"bayes_spec version:\", bayes_spec.__version__)\n", "\n", "import bayes_pol\n", "print(\"bayes_pol version:\", bayes_pol.__version__)\n", "\n", "# Notebook configuration\n", "pd.options.display.max_rows = None" ] }, { "cell_type": "markdown", "id": "10a63f40", "metadata": {}, "source": [ "## Simulating Data\n", "\n", "To test the model, we must simulate some data. We can do this with `FaradayModel`, but we must pack a \"dummy\" data structure first." ] }, { "cell_type": "code", "execution_count": 30, "id": "2fe2541d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Faraday depth noise: 0.04805693313322127\n" ] }, { "data": { "image/png": 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EEeCDoDoo7Ybeq9BobDR6Ll++rORQdjPsHttmyZibN2/Kn//5n3tRzEhi6gnCRIU6G2qx8pTPdgktHRZh54mmAADY50uya2NjQ65fvy4jIyMSj8elu7tbUqmUDA4OSiKRkHg8LkePHpWRkRG5ffu2H0WCh2q1mrzyyiuBdFAaSRgROXAXTcVGo9m7fSqNbHDa+dyfjHE6ogsHcRcZYaBinY3gWRmR1S6hpcNIWF1GnwHwjkp9AEA3nia7VldX5fz583Ly5El55513ZHR0VO7fvy/r6+uyvb298299fV3m5+d33u/v75fx8XFZXV31snjwQKlUki9/+cty/fp13zsonZIw/+t//S8tG40qjWxwq/OpazKGBgfgHzr6+vKyrrQyIqtTQkv1kbA6jD4DoiCo9p+XfQDatIgEwyPFYtEYGhoy3njjDVt/Pzs7a2QyGePatWsulyw4jx8/NkTEePz4sSvb++yzz4y///u/Nz777DNXtufU2tqaEYvFDBFp+m9hYcHX747H48ba2pphGIZx+/Zto6ur60CZdn9GRZ1+l9/eeust14+tanHcyu3bt3eORSwWM27fvh10kaAIXWJYN6rVf2HnVhz7UVfevn3biMfjOzHR6TvW1taMhYUFLWPH6m+NMupieMHP9t/uGPbyGkibFl7yoy42m1fxZGTXlStX5PHjx3L//n351re+ZWsbo6Ojcu/ePTly5IhMT0+7XEJ4odWT9kS8vxPZbgRAYzSSYRgHyqTalIX9VBvZ0GqB+X/6p38K9Z0hplMB/tNhmhn28quutDoiS9fRxCLqjz6DGhil440g239e9QF0btMS57DK9WTXe++9J+Pj43L58mVXtnfhwgU5f/68vP/++65sD95plggR8aeD0m6of6sk3M9//nNXG41eVMCqTWHY3/ns6uoSwzBkfHx8z/DqsF2MVEs6hknYYkVFOu9jOvp68bOu1DmBZVWUfiusU2m5i7AJsv3nVR9A1zYtcQ47XE92nTp1Sk6dOuX6Nr/+9a+7uk24o9GJevfdd2VpaUny+fxOIiQWi+08cdDrDkq7EQCtLhZ/9Vd/5cp3e7kgv4ojGxqdz7t37+4ku0Q+vzN0/fr10F2MVEs6hoXqDRedk0QNqu9jM+jo64O6EmGk8rVA51E6OgiyTvOqD6BjPU2cwzbPJlI2cfbsWT+/TjlhW7Nr93zvxr9YLGbMzMx4tjbG2tqa8dZbb7Xcdqt1Obxa88KvtcBUXG+k1fpdVtcXCDqOzWLdFHepvh6TlfUsrMZwp3rMLarvY7fZ2a9+HQsduLlmV1TqSuJHLV60J1Rf28iLtVRVosI55med1iyGvegD6FZPhz3Ow0alNbt8TXZ1dXUpfzJ5KUzJrnaL0XvVmXLa4HD7YhHkgvwqaPb7W+2PdvtCl2SXYQSXdFShsec2lRsuVpNEVmLYz46TyvvYbXb2q+qdWL+5WRereIPGbcSPetxuT+hww0CHMtrl1jnmRhvKrzrNzzaxTvV0mOM8jFRKdnmyQH07y8vLcuXKFbl+/bpsbGz4/fVwSbvF6L2Y9+3G8FW3p8IEuSC/CpoNr3711Ve1GxptRRDTqcIwDa0ZlYfR+7kobDablbt379oait9pao3K+9hNdq4PTInwVtinnhI/0aDD2kYqLnfRipXpoG6dY261ocJYp+n0m3SKc6jF12TX7OysXL16VV599VW5cOGCvP766zI9PS1vvvmmn8WAC1otRi/iTWdKxQZHkAvyq2L/4tGvvPIKFyMXudHYU3WtEZUbLn4uCru9vX3gAQ9mmGnAq7yP3WTn+qDiNQX6MBM/qta96Kxx7L7whS9occNAhwd5WE06uVFHk5QOFx3iHArybGyZBdVq1bh27Zpx5coV47333gu6OJ4J0zRGw9g731t2DSn1Yii/qsNXd++DWCxmXL58OfAyqcDK0Oig41hlTqeh6TDNRtVh9FbWszAbw52mPput06zWhyrtYy+m5Nq5Prh5TQnLNGPqYvM6xY8OdW8YuRHD+4/dd7/7Xa3WNlJRUHW0jlP5qYcRBipNYww82fXgwQPjypUrRnd3t9HV1WX09/cbV65cMW7duuVaUkgVYUt2Gcbnnah33nnHk87U7k6Eqospmu1IhqVD5DYV4lhVThp7qiaIdWL23G7EcLVa7XiON7tJYLURrmMD3jC8TQDYuT64cU0JU1KDutiaVvHjd91L2+JzTmO41bHzqo0bFXavWU7raB3bQdTDaqF+tSeyya4rV67s/P9bt24Zp0+fNmKxmNHV1WXkcjmjUqnsvF+v141isWi88cYbfhbRU2FMdnmpWSdCpREKVoSpQ+S2sMexU3Ybe7omRHT02WefGd///vdNn+Nra2vG3bt3I5XI9KPMdq4PTq4pTpPRqjWgqYutaxY/btS9ZuODtsVeTmOY66Y3nNaVTtr9qt4ob4V6eK8gr5XUr/ZFNtnV3d1tnD17difBlclkjLm5ubZ/U6/XjWvXrvlUQm+R7DJfaenYmWslTL/FCzrGsd/sduK9iDsVO+lBq1arRldXl+V97aQRrlsDPoydSCejFVRsQFMXu8Np3Ws2PmhbHOTVyK4o79PdnFz/3bpm2SmDTjfKqYc/F+S1krrAGZWSXb4uUF+v12VlZUVeffVVefTokdy7d0/OnTvX9m+OHDniU+nglcZCn9evXze9OGWrhSl/9atfeV1c17EQMpyy88QcLxYn1/3JkF4tGL28vCyGYex5zcw57mSxVd0Wag3jkyHt/Ca/FkyO+uLoQf5+J3WvlfigbeG+qDzUww6n1383rll2y6DTUwfxRNAPF6B+DRHP0m1NDA0NWfr81NTUzhpeYRDFkV27s/L7/3VaULnZ36l0F9ws7g60p0Mc+8ntkVNu3dHUPY69vENod2RX1Fi5s6/LCEKroxX8GOFmN9bDUherMnLOTt1rJT50r5O94FYM6zQSyA8qxJoKZfBDWOphp4IeDR6VePNKZEd25XI5S58fHx+Xc+fOyfT0tEclgpf2Z+X3a5chb9xd23/XXMfHBnOnUG0qjYDwYuSUW3c0dbrLtf+Yen2HMJlMyqVLlzjHOzB7Z1+nEYRWRyt4PcIt6LvhQVPp99upe63EB20L7zASaC8Vrv8qlAH+CXo0OPVrePia7Lpw4YKlz586dUpeffVVOXz4sEclgpeaXZh261RpTUxMyM9//vMDr+t4cfNrypFKiRsduN2pdrL/VeqkNRN0w8OsZsfUj0ZyJpORpaUlbaYVBqVTJ1L186AZKx1jrxvQUe8Q6v77rcaHbtOZoScVrv8qlAH+USHZ5KR+pT+mDs+SXRcvXvRq09BEswtTg9lK65vf/GZoLm5e3ynUaTSECtzuVDvd/6p30lRoeHTS6ph+4Qtf8KUeYTSAc6qfB27wMkER9Q5hGH6/1fhQtd6hsxceKlz/VSgD/KVCMt9O/Up/TC1PebXhcrkspVJJuru7TX0+nU4zgitkGhemXC4nW1tbEo/H5erVq3LmzBnp7++3dBd89za4uB3UqpM/MjLCvmqhXafa6j5zY/83Omm7y6RaJ21iYkJGRkZkeXnZ9DlsV61Wk6WlJRkYGNjzPa1eF2l9TP/4xz9Sj3is3XGxQofzwA3JZNJx/DXb562umSIiCwsLTY9PYztf+cpXHJVHBWFpM7gRH0EqlUo718RYLCbFYpFRZ5rz8/qvchmssHNdrNVq8tvf/la+9rWvycmTJz0uofp0qwvpjynIq0XDurq6jFgsZupf47PT09NeFUcJUVyg3jDcWeiTxULbC3ohRyeCimM3F590a/+79Whu3bVaYLrTwtOdjqlX9YgudbFX3F4QnPOgMzPnQiPW2312/3vf//73QxHHtBmCE+TCzlGvi6EOO9dFVR6uAft07o+5SaUF6rsMY9/z0l3S09Mj+Xxeenp6On52fX1dlpeX5datW3Lt2rXQ3v3Z2NiQI0eOyOPHj10Zxba5uSm/+MUv5MUXX5RDhw65UELoqlarSW9v74HREKurq8rfSQgyjkul0oERAHbqHzf3f61W0+aupRda7ctf/epX8o1vfKPjPnbrmFoR5brYq7on6udBO1b2ebvPisiB92KxmCwvLzOiALYtLCzI8PBw09eff/55T787ynUx1GHnuqhzO96tkd1hoPNxdJMfdbHZvIpn0xjT6bTlBenz+bycP38+tMkuqCcsFXRYpm74za0h8W7uf92GbLut1VTE//k//6epaae6TXPQnZvTgXeL+nnQjpV93u6zhmEceG97e1tWVlZIdsE2r6Yiq9xeU7ls8J+d66JX11KvMWV5L/pj6vFsgXozI7qaOXPmjMslAZoL2wKCKizkqCO3Fvdl/7uj1QLT/+pf/SvTC0+bOaYsnuyOMCwIrhsr+7zdZ5u9F4vFpK+vz/1C78K5F25eLCSucntN1bJxngXHznXR7WupH8dfx6cn+4H+gGI8m0hpwePHj3fmW167di3QsuTzeWNyctLI5/NGNps1ZmdnXdt2VNfsUlGQa0pgL+IY+7Vas8mttZzcXhcj6jGs+hpba2trxltvvRWq+t3KPm/32f3veb1mF2vSRIdb66ZZaa/5VRc36pR33nlHybYk51nw7FwXVW3jtML6VGhFpTW7lEh29fX1GfF43HjjjTeMYrEYWDmy2ayRz+f3vJZOp41CoeDK9kl2qYMKWh3EMZpp1VFy2oHyItGtUwx7lfhRdUHwMHf6rOzzdp9tvFetVj2N47DfZLJyboUxAesVK+01P+ri3XVKV1eXcm1J3c6zMJ8Ldq6L1WrV+MlPfmJUq1Xb3+nX8Vc51sIcVzpQKdnl2TRGK86dOydf//rXZX193fI6X26pVCpSLBZlcnJyz+v5fF5yuVwgZYJ3mHoDqK3VVESn007brYsRdl5Ot3FrOrCbwj7Fwso+b/dZv46djuee2alAVs4tVae9qUql9tr+OsVo8oyvoNuSOp1nYT8X7NStyWRSvvrVr2rRxvFiyrIbwh5XsEaJZFc+n5f79+/L9773vcDKUCgUZHBw8MDrjdfm5ub8LhI8pFoF7ffaCqzl0Bz7xT5d9p1KHSc/hT3x04zTRr8uMa0LM+eeSvvcbIfJyrkVxfPQKZXaa83qFBHZieug25Ii+lzjOBe84ffxV219KuIK+ymR7Hr//fdlY2Mj0DLMz89LKpVq+l4ikZByuexzieA1VSpov+9AcMejOfaLfTrtO5U6Tn7S6W6/W5w0+nWKaV10OvdU2udWOkxWzq0onoduUKW91qpO+fWvfx142Rp0ucZxLngjiOOv0shu4goHeDaRsokHDx40nVdZr9eNYrFoXLlyxXjw4IGfRdohIkY2m236XiqVMgYHBx1/B2t2YT+/57urOL9ehThWcb/owo9958XaC26uMaVCDHcS1Ri3s+BvVPeVn4t77z/3VNvnVtaJslJ21X5n2Pi1ZpfKD+RoUHUdxQbOhebcimHVj79XiCs1qLRm11Me5dCaSqfT8uDBA0mlUpJOp+Xs2bPywgsvyJEjR3bW6rp+/bpcvnzZz2JJvV5v+34ikej4mWY+/fRT+fTTT3f+uzF6bXNzUzY3Ny1vb7/GNtzYFoLxu9/9rukdiN///vdy/Phx7b/PDBXiWMX9oguv992dO3fk4sWLsr29LbFYTG7evCkvvfSS4+0eP358p3xOY0+FGO7k+PHjcvPmTbl06ZJsbW1JPB6XGzduyPHjx5Uut1Pf+c53ZHh4WFZWVqSvr0+SyWTH3xvV+sBqHNdqNVleXpb+/n5Ld/SbnXuq7fOvfOUrEovF9pQpHo9Lb2/vgf1j5dwK+jzsdMysHlO7MeAVP+piO3VKENy8xnkh6HNBVW7FcNDHP6i6gbhSgx91sdltdxlGk9UVPTQ3Nyfz8/MyPz8v1WpVurq6JJVKydDQkJw8eVKq1aq8/vrrfhZJ6vW6dHd3SzablUKhcOD9oaEhqdfrsrKyYmm7P/rRj+THP/7xgdd/9rOfyTPPPGO7vAiPhw8fyoULF/YschqLxaRYLMqxY8csbecPf/iDfPGLX2z7d259X9iwX+zzct9xXNxntq6Isk5xxz4UKZfLcuPGDTEMQ7q6uuTSpUuSyWRsb0/Fc71cLsvNmzd3Eu0XL15s+xutxEUQMdTpmFk9pm7HAKKJ+jR8VKgbiKvw++STT+Tb3/62PH78WA4fPtzyc74nu3Z7/PixlMtleffdd+XWrVty9OhRmZ2dla9//eu+l6Wrq6tlsquvr09ExHKyq9nIrhMnTsjDhw/bHhSzNjc3pVwuSyaTkUOHDjneHtxj5Y7GnTt3DtyBsDJyxcrIl1qtJv/1v/5X+S//5b/Y/j63qRLHTo+DVardEXfCq3339ttvy9mzZw+8Xi6X5bnnnnO8/Qanx0KVGLYqTDHotlYx3am+1Xmfmo3jWq0m/f39B0Y9LS0t2frNjX22uLgof/3Xf63MtalRtt0jeHTV6ZhZPaZux4BbdK2LgQbdY1jVusEMr6/fOrcPrPIjjjc2NuTYsWMdk12+rtnVyczMjJJrdiUSCdbsihCn6wPdvn17Z754LBYzvUaMnbn1Vuam7y5XV1eXcfnyZSXmsDuNYzfXc/JrjQM7MaI6L/adH2svuHEsdKyLwxiDbtsf053iUfd9ajaOraxn1cn+fTYzMxPJdWa81umYWT2mbsaAm3Ssi4HddI9hVeuGTry+fuvePrBKpTW7lEp2GYZhXLt2LZDvTSQSxujoaNP32iXCrCDZpT6nlZHfCyOavaiovGCjkzjW8eKh8rFQkZeLAbt1LHSri4lBe9rVt2HYp2bj2K3fGoZ9potO+9rqsVD12OlWFwP7b9jqHsOq1g3teF3mdtv34gFMKlAp2bX3+bkee//993cWaVfN+fPnpVqttnyfdQjCz8qjxlvx+5G3rR6D3d/fv/PftVpN7t69G7pH8bpxvILQKkZmZ2eVL3sQvHzkfFQfUR3V3+1Uu/o2SvvUrUfbR2mfBa3TMbN6TN2KAcCpWq0mCwsLWrafSqWS9Pb2yvDwsPT29kqpVAq6SI7pWDd4fS1qtf3//J//c+iOv5I8S7c10dfXZ8RiMaO/v994+eWXjTfffPNANu7ll1/2s0g7yuWyISLGo0ePTL1uByO71ObG0Nsg7mi0G/mye+TT/n+q3GmxG8e6DpVuFiONf05Gp4X17pCXGNmlXn2gulb1rV/71I3zvNU2rMax06nLqsZhmOvSTsfM6jH1a+q/WbrVxSrT4TxoNbrfTtn3/43Xv79V/VetVkMRw6rVDe2OZxAju2KxmJLXP7eoNLLL92mM5XLZmJqaMoaGhoyuri4jFosZPT09xunTp41YLGZcuXLF7yLtGB0dNSYnJ/e8lk6njdnZWVe2T7JLbW5Vdl5Ou2ql2UWlXVLFTrm8uvDbjeOgO5dO9sfuGHEjCanjdE632T0ebpyvOtbFQdRTYdGqEe/1PnXjPG+3jSDiWLU4pC7Vm451sYp0OA9atQGvXbtmuez7f+93v/tdz39/qxu25XKZGHaZmXj24/q9e/uXL1/W8oa9WZFOdu1Wr9eNcrlsTE5O7kl+tRv55bV8Pm9MTk4a+XzeyGazriW6DINklw7cquxUuKPR6kL6n/7Tf1IqmeJ0za4gOpdu7I+1tTXjb//2b7UcTeiU24lTN9bac3K+NothHe6Kq1BPhY1X+9SN87zTNoJqU6gShzrWpU7pUE9ZQbvYOV3Og1ZtXKtlb3dj2OsbqWEe2aUKK/Hs9bVo9/atlsvNB3H5UeeT7GqhXq8bc3NzRi6XM/r6+naSX7/85S+DLporSHbpQZWGt1NuNVi8bvi48TRGPzuX77zzjmv7w419q9t0TrcTpyo0zPfHsA53xaEXM+d5p0Zsp21EvU2hW13qlN/1lB+drKjHsBvcPA+8POatpoZZLXur3+tHPdDshi0x7C6V63UzN+zdrKf9rPNJdplUr9eN+fl5o16vB10UV5DsMsfqxVHlO5NBl83qyKdm5fX6QuFXHFs9Fq1+txujsXZzOjpNhWSPWV6UVYWGzO4Y1ul4QB+d4spMI1bVkV3t+HkN9WPdFlXaKn7XU351slSMYd24uaSH18d8f/tpZmZGm5Fdu79/9w3bKMewF3Wk6m2ydjfs3Sy73/uBZFdEkew6aH/FZvXiqPIIClXKZnbkU7uFPlUe2WWGnWPhx8iu3d/lZHSaauvetOJFYkqFhszuGFYh+YZwcmNx/HZ1hWptiiCuoV7Vpaq0Bxr8rKf8rKNVi2GVtUss6HQTbn/7yU7Z9//Nd7/73cDaVKrFsF9Jei/rSF3ayPu5WU/73TYNdbKrWq26vsj8lStXjPfee8/VbQaBZNfn1tbWjMuXL++p2KzekTFzMQ3qTqoKHXArzIwa8OpC4XUcOzkWrX63ihdOHabfenVeBH08GNkVfm5cS9zaxv7z3GojtlVdoVKbIsjzyO26VMU6wc8y+dnJUimGVWZ2JKjd8yDomz52yr7/b4JqU6kUw24moNpd//yoj3RoI+/HyK72Ah3ZValUjLNnzxqrq6uOtvPgwQPj7NmzrNnVgkoVohW3b982urq6DlwErc6173Qx9eIugdnOStAXeqvMrgfjxYXCbBzb7Sg6PRatfreOF04VeJWYcut42ImzZmt2qZYMhX1OriWNeLLzhDAr3+FGI1alNoVu19B2VP0tftVTjOxSi1+JBdUSvLpw8oRyN2/uu3kMO11DVa0jVeBmPe1n2zT0yS7DMIxHjx4ZmUzGVrLql7/8pTE2NmacPXvWqFarHpXQfyS7Os+Nd2tklxcXWisdHhUu9FYufJ32pZej48zEsdPOZtDHAnupmii0G2etnsao4m+ENU5Hhra63rldB7nRiFWpTRGmelvl3+JXPdUsPr1oW6gUw6ryK7Gg8k2foGZ9mGEnhr24ue9WnJidhaNqHakCN+tpv+r8SCS7Gubn542xsTGju7vbOH36tHHlyhXj2rVrxq1bt4w33njDuHXrlnHt2jXjypUrxunTp41YLGacPn3amJub87poviPZ1f6pJ/F43Lh27Zqli2Ori6nbF3M7FXGQF3o7F75m5fVjnZFOcezGRVDlRlc7KjfIwsZJnOlYF8Mcu9eSTjd2vOhcOm3EqhbHutbbzYTpt9i1Oz69aluoFsMq8jOxoOJNH9XWz9vPagx7dTzd2q7Zayh1ZLhEKtm129zcnDE1NWWMjY0ZmUzG6OvrM4aGhoyxsTEjl8sZxWIxVCO59iPZ1boDsH+xXSsXx2afd6OS3p1ocNLh8ftC7+S37y6vXw2iTnHs5t0l1Rpd7ajeIAsbJ3GmY11sRZSTrnbrwU6Ps1fxrrWKcaxbvd1OmH6LE162LVSMYRVFNbGgwwgiqzHs5Ug9N+LEyj6njgwPlZJdT4mPzp07J+fOnfPzK6GYZDIpxWJRcrmcbG1tSSwWkx/84Afy7/7dv5NkMrnzmcb/N7vN/Z/f/z3xeFwKhYLp7ZZKJclms7K9vS2xWExeffVVicVisr29vfOZeDwu/f39lsvmtaWlpT3lFBHZ2tqS5eXljmXZXd6FhQXb23HTwMCArX2/n5VjUavVZGlpSQYGBlz5rVa3V6vVduJPRGR7e1tyuZyMjIz4Hk9OuL0fveRWnIVNs7rw9OnTMjAwICKizfG1y+61pFk8NVi9HkVZENdQr7T7LTrVlU45aaPAHRMTEzIyMiLLy8vS398fmf0extjzsu3iRpxYuYbqWt9Hqf7WkmfpNhzAyK7P+ZW9t/M9re5CWJ1iGRS37lypMrLLMPy9C2l1RFWnUS92RmiFYbFOHUem2Y0znevidtpNxevq6tp50Igux9cJO9eS/fE0MzOj9F1rJ3Ec5dF/TulYVzrRqm3xzjvvOI6hsNbFcEcYR3YZhh4j9cI6aitq9bdZKo3sItnlI5Jd6jI7ZVGXytrKha9dJ8WPC6iVpzF6ve+tNoQ6XeTsNqx0aJC1o3P57cRZWOviTlPxdDy+ftPlmmEY9uOYxr59OteVTuxvW3z3u989EEN2EqhhrYvhHtUTQ06exqjLtSYsolp/m6FSssvXaYyAiqxMWdRliK3Zocf7f3uxWJSJiQnL23FDrVaT1dXVlsOA/dj3Voa4m5lqaHfIvNNpuEHTeaqAiud4UEPk203F20+X4+s3FePJTWGZch0UnetKJ3a3Lf7sz/5MvvGNb+yJoQsXLkhXV1fLtokZu+tNEf2mXDM1yhtetmuDPGZhv9aoKKr1t25iQRcACFKzhvr09LTk83mJx+Miou76KrVaTRYWFqRWqzV9P5lMyvPPP992jZBmnZT92+u0HTeUy2Xp7++X4eFh6e3tlVKp5Nl3tdPo3O/Wau2Ddhc5O9vbb2JiQlZXV2VhYUFWV1ctN/SD5OR3Y69SqSS9vb2BnBuNpGujLmyH4xtNZupBtBblurLRtvjnf/7nAzFkGEbHtkk7d+7c2ak3v/zlL8uXv/zlwNsXVgRZ70eBF+1ajln0RLn+1gnJLkRaq4b66dOnlU40uHFRVaWTUqvV5MaNG44atm7Z37lvl+g0c5Gzsr1W5fE60egFp78bT5hNSDc+2y75bdfupOu1a9d2jmlXV9dO/HN8o6FZjNHYd4a6snkM7WembVKr1eTtt9+W//N//o9cvHhxp940nizZIiLBti/MslLvQw0cs2ii/taEZxMpcQBrdqlHx/nWqi5Ab3eB4nv37im3GLvZtQ/Mrv0Q1bUUovK7vaqLzT6owM81k3Yf06gc36hoF8ftYkz1NXB0EPVzaXcMxWKxnYdfmG2b7I5PM/9UfthLGB5QEzVuHjP6dvpxs/4Oy8NeVFqzi2SXj0h2qUm3hvrrr7/u2kXVrd/upLNdrVYtN2xVEvVOShTtb4x4VRebSUh78WQznRpbOpVVda3i2GwcUg/Cid0xZPUhO1YSXaq3L3S8CRtVjevPO++849oxo28XXWF62AvJrogi2aUuXRrqt2/fPpAYcmNElpPf7rRh9tlnnxnf//73tUo4RgFJhOaaNUa8rIs7dfpa3VG222DSqbFlt6zEdnOt4piRJgiC2bZJpzqwq6tr5//r0r7Q7SZsFO2//nz3u9915ZjRt4umsCW5VUp2dRnGnyayw3MbGxty5MgRefz4sRw+fNjx9jY3N+UXv/iFvPjii3Lo0CEXSgiV1Wo16e3tPbDOVmOOeFDrii0sLMjw8HDT159//vmOf9+I46997WvywQcfeP7UR3TW6SmdUdXsHIzH47K0tCS/+c1vPKuLa7VayydHtaoXdovH47K6utrxvGr1+8z8rd/slpXYbq1Vm0KnuIgCVZ/SF1S5WsXnr371K/njH/+4s36cH0+VdlO7eh/BMhNzdo8ZfbtoctqXUo0fcWw2r+L5AvWrq6syPj4uAwMDEo/HZWBgQMbHx3lKBWBRswXlRUR+/vOfB9pZc2uBYl0XY9eF2QXMWWi1tVYPdVhZWfH0e9udG/sXSG220LPZB0+o8tAKM+yUldi2h0V41aHqE9+CKFfjmiYiB+rAGzduyJkzZ3bqTR3bFzqWOSpaXX/++Mc/csxgCw978Y6nya433nhDUqmUzM7OimEYcurUKfnoo49kdnZWstms/Pmf/7n83d/9nZdFAEKjVUX4V3/1V65/l5Unu+nYEfLqyXWqatcR2b8vdEp4+K3VOdjX1xdQiZ7Y/cTEX//617YbTDo1tuyUldi2b3eMqfiE4ihQNVkbRLn2X9NEntxcL5fLUiwW5aWXXvLsuwGdrpXQg459KV14lux68OCBTE1NyezsrGxvb8vy8rLcv39f1tfXZWVlRa5evSpbW1syOjoqP/zhD3f+7r333pNr167J7du3ZWNjw6viAdrxqyK0c4dWp46QX3egVUmoteuINNsXNOJaU7kx0hgFcObMGdtlVPn37WenrMS2M4w0CZaqyVq/y9XqmiYi8txzz8mxY8c8+V6gQadrJfShU19KK14tGvbyyy8blUql4+fy+bzR1dVlTE9P73m9UqkYQ0NDxvXr170qou9YoF5fKi1o7OVi+kEskOhnHPv1+1Ra5LvV4r13795tuS9YHLe9/eeginWxk3pClwd2GIb1shLbrakYx/icqgsY+12udg9MIIbhJy+ulcQwwkClBeo9G9l15MgROXXqVMfPTU5Oyvr6uty9e3dn7r2IyKlTp+Tu3bvyyiuvyKVLl7wqJtCRamtkeHl3XdU7x27x4/epNtWk1WgWwzBa7gvuLrWnwwgXJ2XU4fc1WC0rsQ1dqTqaxO9yMUITqtDpWomDVJmBAW95luzq6uoy/dlEIiH379+XV199dc/rjaHIr7/+uqtlA8xSLXHhtbA3Iv34faolDFt1RL75zW+23Rc04hBWxHZrDx8+lLfffju01zjdqZqs9bNcqib9AOhDtYEM8I7nT2M0K5FIyKlTp2R6elquX78u58+fl5MnT4qIyOnTpwMuHaJKtcSF18LeiPTj96mYMGzWEQn7sUY4cSfWO3fu3JELFy7I2bNnafwrTNVkrZ/lUjXppzLqTuCJqA1kiDrPkl2PHj0y/dnHjx/LtWvXJJPJyMrKipw8eVLGx8elWCxKuVyWf/iHf/CqmEBbKiYuvBb2RqTXv0/VJFKzjkjYjzXM06EjxJ1Y79RqNbl48aIYhiEiNP6hPlWTfiqi7oSKgmp3RG0gQ9R5luzKZDJy+/ZtU5+dnZ2VV155RV544QVJpVJy7ty5nX8vvPCCV0UEOlI1ceE1NxuRKnaivW4k65REosMAHTpC3In1Fo1/IJyoO+E2N9r1QbY7ojiQIco8S3adO3dOXnvtNfnggw86fvaFF16QN998U0SsrfUF+EGnxIVqdOhEe4UkEnSgS0eIZIy3aPwD4UTdCTe50a4Put0R1YEMUeXpml3FYlEGBwflf//v/932cydPnpQjR47ItWvXpFKpeFkkwBYSF9YFfTEDwsjtkZK6dIRIxngrmUzKzZs3d/YxjX8gHKg74Ra32vUqtDsYyBAdnia7BgcH5erVqzI4OCg//OEP2372hRdekHQ6vbMoPaJHxelurehU1qAEeTHj+OiJ49aeFyMldekIcSfWey+99NLOWqk0/oFwoO6EW9xq16vS7mAgQzR4/jTGbDYrN2/elFdffVWOHj0qly5dkrfeeuvA5958801Jp9Ny5coVr4sEBek03U2nsgYpqIsZx0dPHLf2vBopqVNHiDux3jt27Jg899xzSh5/APb4VXdywyrc3GrX69TugP48T3aJPEl43b9/X77yla/Ia6+9JplMRuLxuBw9elSOHj0q8XhcxsbGpFgsyle+8hU/igSF6DTdTaeyBi2IixnHR08ct868HCmpUxKJO7Fwig45osjrupMbVuHnZrtep3bHflxD9OJLskvkyZTGxcVFuXfvnnzrW9+SkydPimEYcvLkSblw4YIsLy/LuXPn/CoOFKLC3G2zdCqrCvy+mHF81NWuccBx68zrkZIkkRAFdMgB93HDKjrcbNfr2O7gGqKfp/z+wnQ6Lel02u+vhcIanbjdnV0V14wR0ausqkgmk75dyDg+aiqVSjsN4VgsJsVicU8DSefjVqvV5He/+508fPjQ0+9p3FHN5XKytbXFsH/AolYd8pGREc4jwIF2N6w4t8LHz3a9SriG6Mm3kV1AKzrN3daprFHE8VGPmTu+uh63xh2+s2fPyoULF+TOnTuefp/Ow/4BL5mZVsIIUuhM5alTqiw4DniJa4ieSHZBCTp14nQqaxRxfNRitnGg23Hbn8QzDEMuXbrkeUdEx2H/gJfMTiuhQw5dqT51StcbVoAVql9DVE6IB4lkF5ShUydOp7Kqws9KmOOjDiuNA52OG3f4gOBZWSuIDjl0pMt6WLrdsAKsUvkaonpCPEgkuwB4jko4ulRuHDih+h0+IAqsJp3pkEM3Ot1Y0emGFWCHitcQXRLiQSHZBcBTVMJQsXHg1P4kXiwWkxs3btDIB3xkJ+lMhxw64cYKoBbVriE6JcSDQLILgKeohCESXOPAy+mzjSReuVyWYrEoL730kuvfAaC1sI4cBRqIcQDtkBBvj2QXAE9RCSMofkyfTSaT8txzz8mxY8dc3zaAzsI4chTYjRgH0AoJ8faeCroAAMKtUQnncjnZ2tqiEoYvWk2fHRkZIfbQVK1Wk6WlJRkYGCBGNJNMJjlmCDViHEArExMTMjIyIsvLy9Lf309dsQvJrj+p1+ty9epVqdfrUq1WZX19Xaanp2V0dDToogHaC7ISpgMbXu2Obbvps8QB9iuVSjvJ0VgsJsVikdETAABACyTEm2MaozxJdE1NTcn09LQUCgUpl8ty69YtGRsbk7GxsaCLB4RCEGs28RTI8Op0bJk+C7N4iAYAAED4kOwSkatXr0o+n5dEIrHz2uDgoOTzeZmbm5P5+fngCgfAFjqw4WXm2LKGAcziIRoAAADhQ7JLRObm5mRoaOjA6+l0WkREZmdn/S4SAIfowIaX2WPLor4wg1GAAAAA4UOyS0RSqZSsr68feL0x0qvZewDURgc2vKwc2yCmz0IvjAKEWbVaTRYWFhghDACABkh2iUi5XJZHjx4deL1SqYiIyJkzZ/wuEgCH6MCGF8cWbmMUIDphDUgAAPTC0xjbKBQKkkgkJJvN2vr7Tz/9VD799NOd/97Y2BARkc3NTdnc3HRcvsY23NgWEBQv4/g73/mODA8Py8rKivT19UkymeR8CQmVji11cTgcP35cjh8/LiLBHstarRbIk2uJ49ZarRM4PDxMkl0hxDB0RwwjDPyIY7Pb7jIMw/CsFBqbn5+XTCYjs7OzMjo6amsbP/rRj+THP/7xgdd/9rOfyTPPPOO0iAAAIETK5bLcuHFDDMOQrq4uuXTpkmQymaCLFXm//e1v5W/+5m8OvP6Tn/xEvvrVrwZQIgAAouuTTz6Rb3/72/L48WM5fPhwy8+R7Gqhu7tb8vm87VFdIs1Hdp04cUIePnzY9qCYtbm5KeVyWTKZjBw6dMjx9oAgEMfQHTEMN9RqNenv79/z8IV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vN6Y57tfss600klOtpklmMpmd/52cnNx5vbu7W7LZrBw9evTA69PT0zuv2SljI9FG0xQAADhFsgsAAEBBuVxOisWiJ8mfsbExOXPmzJ6E1f735+bmZGVlZc8IsEwmI/Pz801fX19fN/0EyWYaCbJHjx6xbhcAAHCEaYwAAACKqdfrO09jnJub82T77RJKPT09kkgkDkx1TKVSLV+v1+uOytQoz/r6uqPtAAAAkOwCAABQSLValbGxMZmdnZVUKmV6aqLV7+jp6Wn7mVbvd/o7p5wmzQAAAEh2AQAAKKKR6CoUCpJIJGR0dHRnoXc3JRKJjiOoWo388nqKYbOF8wEAAKwg2QUAAKCAarUqmUxGbt26tZPwaTz98O7du65+lxvTDt3WKA/rdQEAAKdIdgEAAASsWq3K0NCQ5PN5GRwc3Hk9lUrJ4OCg61MZe3p65KOPPnJ1m05Vq1USXQAAwBUkuwAAAAJUqVRkaGhIpqenZXR09MD7uVxOKpXKzoL1bhgaGpL5+fmW76+vrzcd+dXudafu378vp0+fdrwdAAAAkl0AAAABmpqakmw2K5OTk03fz2azkkqlJJ/Pu/ad6XRaKpXKgdcba4bNz8/b+v+ZTMb20yMXFxdlbGzM6U8DAACQLsMwjKALAQAAAH81pk2m0+mgiyIiIn19fbKyshJ0MQAAQAgwsgsAACCCpqenXV8LzK65ubk9a5UBAAA4QbILAAAggkZHR6Ver7u6FphdhULB1WmaAAAg2kh2AQAARFShUJBcLhdoGYrFomQyGUmlUoGWAwAAhAfJLgAAgIhKpVIyNTUlU1NTgXx/pVKRlZWVlovzAwAA2MEC9QAAABFXqVQCWTMrqO8FAADhRrILAAAAAAAAocE0RgAAAAAAAIQGyS4AAAAAAACEBskuAAAAAAAAhAbJLgAAAAAAAIQGyS4AAAAAAACEBskuAAAAAAAAhMZTQRcgSra3t+XDDz+UZ599Vrq6uoIuDgAAAAAAgDYMw5CPP/5YvvSlL0ks1nr8FskuH3344Ydy4sSJoIsBAAAAAACgrbW1NUkmky3fJ9nlo2effVZEnhyUw4cPB1waBGlzc1Pu3bsnZ8+elUOHDgVdHEBrnE+AezifAPdwPgHu4FzCbhsbG3LixImd/EorJLt81Ji6ePjwYZJdEbe5uSnPPPOMHD58mAobcIjzCXAP5xPgHs4nwB2cS2im09JQLFAPAAAAAACA0CDZBQAAAAAAgNAg2QUAAAAAALRQq9VkYWFBarVa0EWBwkh2AQAAAAAA5ZVKJent7ZXh4WHp7e2VUqkUdJGgKJJdAAAAAABAabVaTbLZrGxvb4uIyPb2tuRyOUZ4oSmSXQAAAAAAQGnLy8s7ia6Gra0tWV5eDqhEUBnJLgAAAAAAoLT+/n6JxfamMOLxuPT39wdUIqiMZBcAAAAAAFBaMpmUYrEo8XhcRJ4kugqFgiSTyYBLBhU9FXQBAAAAAAAAOpmYmJCRkRFZXl6W/v5+El1oiWQXAAAAAADQQjKZJMmFjpjGCAAAAAAAgNAg2QUAAAAAAIDQINkFAAAAAACA0CDZBQAAAAAAgNAg2QUAAAAAAIDQINkFAAAAAACA0CDZBQAAAAAAgNAg2QUAAAAAAIDQINkFAAAAAACA0CDZBQAAAAAAgNAg2QUAAAAAAIDQeCroApgxMzMjH330kRw9elRWVlYkk8nI6Oio5e3U63W5cOGCjI+Pt/z7TCYjg4ODMj4+LoODg1KtVqVQKEi9XpdCoeD0pwAAAAAAAMBDyie7crmc9PX1ST6f33ktk8nI+vq6ZLNZU9sYGxuTnp4eERGZm5uT8fHxlp9dX1+XmZkZmZmZ2XktnU5LuVy2+QsAAAAAAADgF6WTXZVKRYrFohiGsef1fD4vQ0NDppNds7OzIiJSrValWCy2/WwqlZLx8XF59913JZVKSSaTkXQ6be8HAAAAAAAAwFdKJ7sKhYIMDg4eeL3x2tzcnK3pjO309PTI5OSkq9sEAAAAAACAP5ReoH5+fl5SqVTT9xKJBFMLAQAAAAAAsIfSI7uq1WrLKYQ9PT1y//59z767UqnI/fv35fTp001Hl5nx6aefyqeffrrz3xsbGyIisrm5KZubm66UE3pqHH/iAHCO8wlwD+cT4B7OJ8AdnEvYzWwcKJvsqtfrbd9PJBIdP2PH+vq6TE1NSSaTkWw2K/Pz8zI0NCSzs7MtR5m1cvXqVfnxj3984PV79+7JM88841aRoTFGJwLu4XwC3MP5BLiH8wlwB+cSREQ++eQTU59TNtkVlEaSqyGdTsv4+LhkMhlZWVmxtK3p6Wn5wQ9+sPPfGxsbcuLECTl79qwcPnzYtTJDP5ubm1IulyWTycihQ4eCLg6gNc4nwD2cT4B7OJ8Ad3AuYbfGjLlOlE12JRKJtu97MapLRJo+4TGdTsvU1JTlBfGffvppefrppw+8fujQIU5SiAixALiJ8wlwD+cT4B7OJ8AdnEsQEdMxoPQC9e2sr693TIi5pTF9kWGTAAAAAAAAalM62ZVIJGR9fb3pe/V6XU6fPu3q942NjcnQ0FDL91uVBQAAAAAAAGpQOtl1/vx5qVarLd/PZDKufl+lUpGenp4DrzeSXGfOnHH1+wAAcFOtVpOFhQWp1WpBFwUAAAAIjNLJrrGxMalUKgfW55qfnxeRJ2tpuWl0dLTpVMW5uTkRab6eFwAAKiiVStLb2yvDw8PS29srpVIp6CIBAAAAgVA62ZVOp2V0dFSuXr265/V8Pi+zs7MH1uzq6+uTvr6+lttrJM1aTUecnp6WXC6357VKpSJXr15t+n0AAKigVqtJNpuV7e1tERHZ3t6WXC7HCC8AAABEkrJPY2yYnZ2VmZkZmZqakqNHj8rKyorkcrmmT0VMJBJNpyFOTU1JtVqVSqWy89/lcll6enqkUCjs+ft8Pi+5XE4SicTOFMpf/vKXMjg46NEvBADAmaWlpZ1EV8PW1pYsLy9LMpkMqFT6q9VqsrS0JAMDA+xHAAAAjSif7BIRmZycNPW5xcXFpq/n83nT35VIJPYkwAAAUN3AwIDEYrE9Ca94PC79/f0BlkpvpVJpZ7RcLBaTYrEoExMTQRcLAAAAJig9jREAAHSWTCalWCxKPB4XkSeJrkKhwGgkm8IwLZSHFQAAgCgj2QUAgMLMJi0mJiZkdXVVFhYWZHV1lVFIDrSbFqoDHlYAAACizrVk18bGhqyursr7778vGxsbbm0WAIDIspq0SCaT8vzzzzOiy6HGtNDddJkWGoZRaQAAAE7ZTnZtbGzI9evXZWRkROLxuHR3d0sqlZLBwUFJJBISj8fl6NGjMjIyIrdv33azzAAAhB5Ji+DoPC1U91FpAAAAbrCc7FpdXZXz58/LyZMn5Z133pHR0VG5f/++rK+vy/b29s6/9fV1mZ+f33m/v79fxsfHZXV11YOfAQBAuJC0CJau00J1HpUGAADgFktPY7x165YUCgX54Q9/KHfv3m372SNHjsipU6fk1KlTcuHCBRERmZubk2w2K2fPnpXLly/bLzUQQbVaTZaWlmRgYECL0QUAnInKExZVrtuSyaRyZeqkMSotl8vJ1taWVqPSAABAcyq3l1RlemTXlStX5PHjx3L//n351re+ZevLRkdH5d69e3LkyBGZnp62tQ0gilhsGIgenafSmUXd5g1dR6UBAICDaC/Z02UYhtHpQ++9956IiJw6dcq1L37vvfekq6tLvv71r7u2TdVtbGzIkSNH5PHjx3L48OGgi4MAbW5uyi9+8Qt58cUX5dChQ20/W6vVpLe398DojtXV1VB1egG7rJxPOqrVarK8vCz9/f2hOuep29QU9vMJ8BPnE+COKJ9LtJcOMptXMTWN0c0kl5fbBMKo3bo9Ua3ggCjRcSqdGdRtAAAA7dFess/20xgbRkZG3CgHgBZYbBhAGFG3AQAAtEd7yT7Hya5yucycUcBDUVi3B0D0ULcBAAC0R3vJPktPY2xleXlZrly5IseOHZNsNst6VIDLJiYmZGRkJJTr9gCILuo2AACA9uy0l3h6owvJrtnZWTl37pyIiDx+/Fhef/11qVarcubMGdtPbQRwUFjX7QEQbdRtAAAA7VlpL5VKJclms7K9vS2xWEyKxWIkn8zsONnVSHSJiBw5ckQuXLggIiIPHjyQ69evy0cffSTj4+OReuoiAAAAAACAn2q12k6iS0Rke3tbcrmcjIyMRO7moivTGPdbXV2VYrEohUJB6vW6zM3NyejoqPT19cn58+eZ5ggAAAAAAOAint74OcfJrunpabl69aqIiNy+fVsKhYJUKhUxDEOy2azkcjk5deqUiHw+zfHo0aNMcQQAAAAAAHBJ4+mNuxNeUX16o+OnMRYKBRkZGZF4PC7ZbFa6u7vl7t27sr29La+99tpOokvk82mOL7zwgly/ft3pVwMAAAAAAEB4euNujkd21et1WVlZkVdffVWy2awcOXKk49+Y+QwAAAAAAADM42nXTzhOdg0ODsr9+/dNf/7KlSvyxhtvyOjoqNOvBgDAFzy+GQAAIBrC0O7jadcuTGPM5XKWPj8+Pi7nzp2T6elpp18NAIDnSqWS9Pb2yvDwsPT29kqpVAq6SAAAAPAA7b7wcJzsunDhgqXPnzp1Sl599VWeyAgAUF6rxzfXarWASwYAAAA30e4LF0vJrosXL3pVDgCAi2q1miwsLHBxdqjd45uBqGpWv1DnAAB0R7svXCyt2VUul6VUKkl3d7epz6fTaUZwAYDPSqXSzl2pWCwmxWJRJiYmgi6Wlnh8M7BXs/pFREJR54RhjRYAgH20+8LFUrKrWq1KNps19VnDMKSrq0umpqbkpz/9qa3CAQCsaTX8emRkhM6bDY3HN+dyOdna2or045uBZvVLo12oe53DTQIAQSPhHjzafeFiKdmVSCQkn89LT09Px8+ur6/L8vKyvPbaa9LX10eDAQB80G74NRdqe3h8M/BEs/pl/3+L6FfncJMAQNBIuKuDdl94WEp2pdNpywvS5/N5OX/+PCcrAPggasOva7Wa/O53v5OHDx96+j08vhloXr/EYk+Wf9W5zuEmAYAgkXBXD+2+cLC0QL2ZEV3NnDlzxtbfAQCsaQy/jsfjIiKhHn7deDT02bNn5cKFC3Lnzp2giwSEWrP6pVgsal/nNJJ4u+mWsAOgLxZFB7xhaWTXa6+9ZvqzGxsbIiJy+PBh6erqslYqwCPMhUcURGH49f67oIZhyKVLl+TFF1/c+b2c74D7WtUvOtc5rNECIEgqjMqnzYQwsjSyy4rBwUHp6emRN998U44cOeLV1wCmNUaBDA8PS29vr5RKpaCLhF14bL27ksmkPP/886FtsHS6C8r5DninWf2ie50zMTEhq6ursrCwIKurqyy/AcA3QY/KV63NRJ8AbvEs2XXu3Dn5+te/Luvr65bX+QLc1mouPJWoGlS7yEJ9X/jCFw5MO4rFYvJP//RP8u6773K+A7BM94QdAH0FlXBXrY9EnwBu8izZlc/n5f79+/K9733Pq68Ammp2N4C58OpS7SIL9ZVKJfnGN76x55zu6uoSwzBkfHxc/uW//Jec7wAQQoz40BPHzZwgEu4q9ZHoE8BtniW73n///Z11uwC/tLobwOKz6lLpIgv17W8IicjOupCGYez5393CcL7TWQAQZYz4cCaoawjHzRmvj5tKfST6BHCb42TX6upq06TWyZMn5fXXX5fp6WlZXV11+jVAR+3uBgQ9Fx6tqXSRhfqaNYQMw2ia4GrEVRjOdzoLAKKMER/OBHUN4bg548dxU6mPRJ8AbnOc7Eqn09Ld3S0DAwNy8eJF+bu/+zvZ2NiQI0eOyIULF+Tq1asyNzfnRlmBtjrdDWDxWTWpdJGF+po1hGKx2IGn/sbjcfn1r38divOdzgJ0x6hEOMWID/uCvIZw3Ozz87ip0kdyq0/ANQcNTzndwPLysszNzcn8/LyUy2UpFArS1dUlqVRKhoaG5OTJk1KtVt0oK9CWmcf2JpNJkigKavUoe2C/RkMol8vJ1taWxONxuXHjhvzmN7+R1157bee1QqEgZ86cabkdnR6x3a6zoHrZgVKptNNhi8ViUiwWtU4+Ixhm2nhoLshrCMfNPr+Pmyp9JKd9Aq452M2VNbtGR0fltddek+XlZXn06JG8/vrr8q1vfUvu3bsnc3NzMj097cbXAG0xQkhvPAULZu2/A/nSSy9JJpORpaUlU3cldZsSyLB+6IpRiXALbTz7gryGcNzsi/K1326fgGsO9nN9gfojR47I6Oio5PN5WV9fl2w2K4lEwu2vAZpSZRguAG81awiZaRzp2BCiswBdMYUJbqKNZ0/Q1xCOmz1BHzcdcc3Bfo6nMXbyyiuvyPXr1+Xy5cu2tzEzMyMfffSRHD16VFZWViSTycjo6Kjl7dTrdblw4YKMj4+3/Xu3vg/BUGUYLgD1qDQl0MpUSh2m+uo0NRT+YApT+Pl93tPGs8fKNcStY7p/Oxw363S49quEaw72c5zsev/99yWVSsnhw4fdKM8BuVxO+vr6JJ/P77yWyWR2Ro2ZMTY2Jj09PSIiMjc3J+Pj455+HwBATao0hOysKaFyZ8GvNTJIqDWn6n5ptsYeIxP84UdMsDaOXsxcQ9w6psSGe1S+9quGaw4OMBzq6+szYrGY0d/fb7z88svGm2++aTx+/HjPZ15++WVb215cXDSaFbHV652srKwYImLMzs768n37PX782BCRA/sH0fPZZ58Zf//3f2989tlnQRcF0J7V8+n27dtGPB43RMSIx+PG7du3PS7hXmtra0YsFjNEZOdfPB431tbWfC2HW/z6Pbdv3975nlgs5slxW1tbM9566y2tjoXb+8WL69Pa2pqxsLCg1X7VmV/nSpjqMa/o1N5z65gSG/CClXOJa074mc2rOF6za3l5Wf7hH/5Bzp07J++++66cO3dOuru75ejRo3LmzBmJx+O21+wqFAoyODh44PXGa3Nzc06KHvj3IVp4DC6cIH7cE/T6IWFbU8KP3+PHWmu6PbhARJ816HgAiX/8igkr5z3XLz24VZeH7RqnIs6p9rjmoMGVBerT6bS8+uqrcv/+fXn06JH8wz/8g3zve98TwzDEMAyZmZmRgYEBuXjxovzd3/2dbGxsmNru/Py8pFKppu8lEgkpl8tuFD+w70N07O9E3blzJ+giQSM6dsJVF2RDKGxPWPLj93jdedIlabQfnUrs51dMmD3vuX7pw626PGzXONVE9Zyq1Wry29/+VvnrMtTi+gL1R44ckXQ6Lel0WkREHj9+LPPz81Iul+X/b+/+QuO68juA/zRKCAQajyWDyaKskxnlMaXVyA8plDXujAX72IzktNANwXgmTiiFokoytGyDac1IaZ/aODO2SP/QDbIUKKUE6hlb+7QpiqQsuw8bsDXWIkEeastjh02wVfv0IZ3JaOb+v+fc87vnfj+wtBmN7785v/Pnd889t16vU7VapYGBAarX63Ty5EnHbTWbzc52eg0NDdH6+rrUY5e9v4cPH9LDhw87/91O8u3v79P+/n7wA4VYsRpEvf3221StVgOVg93dXSxUmSB2g/CTJ0/i9/9/7TiKS7169OhRunTpEr399tudNSXef/99Onr0aGzOoVsU5/Piiy9arrV27NgxKfv41a9+ZZkg+OKLL+jo0aOht6+KiusSt3iCg1THSpuXuEf7Fa94klWXm9bGcZLUmPrwww/p3Llz9OTJE/rxj39Mly5dojfffFP3YYFGXusS5W9jPHToEL322mv02muvEdG3ya/19XXK5XKO/67Vajn+PZ1Ou37HDxX7u3jxIr377rt9n1+7do2effZZX9uC+PrlL39pOYj68ssvfc8WrNfr9P7775MQggYGBujtt9+mQqEg83CBGbvy82//9m/0yiuvaDoqnuI0+/bo0aNUrVbpyy+/pOeff56OHDlCn3zySefvd+7cOfA37tzOR4Zz587RpUuXOgsev/XWW/SLX/yCfvGLX4Te9p07d2hgYICEEJ3PUqkU/frXv5Z+HrKpui5xiic4SGWsdHOLe7Rf34lLPMmqy6NoE5LIhJjy27+5c+cOvfXWW532+cmTJ3Tu3DkaHByMRf8I1Pj66689fW9AdPfsGGm1WnT48GEqlUpUrVb7/p7L5ajVatHW1pbnbTabTcpms7S8vEzFYlH5/qxmdr3wwgt0584dZW+vBH52d3dpdHS07y5rtVqlP/qjP6Knn3461HZu3rzZuZuDWV/m8fK7J93+/j7V63UqFAqe44mz7juYqVQKdzC77O7u0tbWFmWzWenl/8MPP+ybiRCX6y7zuoSNJ7RDPKiMFT/HkPT2y7T2SRbUE8HEPaaC9G9++tOf0qlTp/o+r9fr9IMf/EDVoQJzDx48oCNHjtD9+/ed8ypeVrtvNptibm4u3JL5Pebm5sTnn3/u+B0iEqVSyfJvmUxGZDIZX/t0exuj7P31wtsYk6v37W/VatX323lu3Lhx4M027f+trq529qH67Uugh6y3B8bxTXNexOltV27wFiu98AancPGEdsifuNXJQY5X99tvVfJyPUxqn2RBPRFOXGMqaP8G/SKwIvVtjC+99BJNTU3RxMQE/frXv/aXduuxvb1NExMTVCgU6Hd+53cCb2dvby/wWx7jsD8wS+/b34LMFnBa8DOuiyuDNzLeHshhQVO8PcgdFhzXC29wCg7tkD8c6mQ/gh6v7rffqhK3348L1BPhxTWmgvZvRkZGqFar0eDgIBF993QM2mnwwvPbGH/3d3+XlpaW6OzZszQxMUE3btzwtaMbN27Q1NQUlctl+uCDD1wXpyf6dp2svb09y7+1Wi0aHx/3dQzc9gfJEnYQ5VTZY4BsvjDlh0PnEgMDb/y+xQoJRJ6S+LugHfKOQ53sR9jjNS2JHLffjxPUE3LEMabCvKXzzJkzdPPmTbpw4QLdvHkzNgk+0M/XAvXpdJquXbtG169fpw8++ICKxSJls1nK5/M0PDxM6XSahoaGaG9vj1qtFt29e5cajQZtbm7S2NgYzc3NdRaq92JqasrxDYiyF+aOen8Afp05c4YmJib61jloNyC9z/DjNc9A5Ny5jKKjZDcwmJiYiFVHzc3u7i7dvHmTXn755dBJ7XK53Fk7yu4O5uLiYue6plIpqtVq6AAykNTfBe2Qd7rrZL/idryq4XoEh3oiufz0b+z+/SuvvIIYA188z+zq9gd/8Ad09epV2tvbo7m5ORJC0NraGl29epVmZmbogw8+oLW1Nbp37x6VSiW6desWffbZZ74SXUREk5OTtLm52fcWxEajQURE+Xw+yOGz2R9AEFZ3czDFF5yEuZsmQ5zv5HqdoSNz5pqXRxQws4CnJP8uaIe8010n+xW341UN1yM4lfWE6hm1SZyxK1tcH8GEGItmCbHgisWimJmZOfBZPp+3XGTebRH5jY0NQUSiWq1K2Z9fWKAe2lQtWGra4sq9i7/GbTFfTnQuaKp6cVFV8eR1EV0di6e6vbAC9DDhdwkbT6a1Q6rEbZHpuB2val6vBxaotya7nlC96D0W1dcPsQTdvOZVBoQQIqrEWlDz8/N09+5dGh4epq2tLSoUClQsFvu+l8vlaGhoiOr1+oHPZ2dnqdls0ubmJjWbTUqn05TP52loaIiq1Wrg/fn14MEDOnTokPsrMsF4+/v79Mknn9APf/hDvIraRu+jQH/yJ39C//qv/5q4R4Nk0vmq78XFxb6p67J+PxXxtLu7S8eOHet71GJ7e7vv2q2urlquQ7m6ukonTpyQcjxhjg+iY8Lvwr19kvG4MBc66+Qg4nK8UZURL9eDezyZQHW9a0K9bgLEEnTzmlfxtWaXLjMzM56+t7GxYfl5pVJRsj8AUMPqUaB//ud/7vzd1DWfVBsZGdF2vezWm+PKz5osOtYgCbv2BaiB30Ut09ZD01knBxGH442yjMTheiSB6jXUsEYbQHwFWrMLAEAlq45Fr7is+QTfidPbg/ysyaJrrSKsfcETt9/FlHVmkrweGniDMpJMqtdQwxptAPGFZBcAsGPVsehlUkeD02CU07Ho5DeBpSvBEacEYpJw+V1kvjhBtzi/6AKigTKSTKpvOEVxQ0tX3wt9PjAdkl0AwI5Vx+KNN94w8i1fnAajnI6FA78JLC4JDgAi82a5JGV2BQafwSWljEA/1TecVG5fV98LfT61UJfzgGQXALDU27H4p3/6p8hmzkTVQHEajHI6Fk6QwIK4Mm2Wi67Hhb2Q1WZg8BkO5zIC6gVtr73Gr4r+gK6+F/p8aqEu5wPJLoAE437XobdjEUXiIcoGitNglNOxQDJxr4/ixsRZLtzWQyOS12YkbfCpKt45lhHgqzd+FxYWIm2HdPW9ZO4XbfdBSavLuUOyCyChcNehX9QNFKfBKKdjgeRBfSSfqbNcOM22lNlmJOmGg+p451RGgC+r+J2ZmYm0HdLV95K1X7Td/ZJUl8cBkl0ACYS7DtaibqA4DUY5HQskC+ojdXTPcjH9jr/MNiMpNxwQ78CF05u/oyqXuvpeMvaLWLamqy43vb0NCskugATCXQdrOhoo3YNRrscCyYH6SC1ds1yScMdfZpuRlBsOP/vZz6THOwZ5EITbm7/9lMswZVBX3yvsftF2W9NRlyehvQ0KyS4IJOqOBToyciXlDrJfOu+wcXnkgtOxQDIkuT4ytW1Lyh1/2W2G6TccFhcX6fXXX+/7vB3vQeIBgzwIqjd+e3lth2SUQV19rzD7TXLb7SbKujwp7W1QT3n50u3bt6lWq0nfeblcphdffFH6dkGtxcXFTlClUimq1WpKgzjq/SVBu4Evl8v0+PFjY+8gB3HmzBmamJigW7du0ejoKK4JgGJJrY9Mbtuc7vib9rvKbjNGRkaMu0ZE3w3IhBAHPm/H+3/913/5jge7Qd7ExISR1xAO2t3dpZs3b9LLL78cKsHcjt/19XWam5vz1Q4luQwmte32ym9dHrQ8J6m9DcJTsmtoaIjGx8el73xoaEj6NkGtqCv1JDciKu3u7lImk6FPP/2UfvOb3yCp08PUwQZAm4xBgkxJSzKb3ra17/h3d8BNvuOPNsOd3fpIH330Eb366qt07Ngx3/GAQV5yybxZ0I7fEydO0Ouvv+6rHUp6GUxa261KmPKctPbWL0/JrkOHDtFrr72m+lggBqKu1JPeiKhgVaGeOHFC92FFjttgHyAqXGcUJSlhwLFta9eJMmbc445/fETVFtoNyF599VXbePj000/pyJEjtseGQV4yqbxZ4LcdQhnk1XY71Wdc+/1hyzPaW2dYswt8ifr5bDwPLhee6/4W1viApEIdwAO3tq27ThwdHaV6vR56m6asP2XqumpE0baFTuubWcXDwMAAvf76647HlpRF/eEgTgujowzy4VSfea3rvNb3MtsFGeXZlPZWCQGRuX//viAicf/+fd2HEsqVK1fE4OCgICIxODgorly5YtT+ovDo0SPx7//+7+LRo0eR7vfGjRuCiPr+t7q6Gulx6LSzsyNSqdSB8x8cHBQ7Ozu6D03s7OyIGzdusDiWONEVT3GEOoAPLm2bVZ2YSqVEs9nUcjycXLlypXNtUqmUEf2PNl1t4c7OjlhdXe3bT3c8pFIpMTAw4PnY7LbJAdon+WSVXZl9Ls5l0BROseRUJryUl52dHTE9Pe2pvpfdLnAel3DmNa8ibWbXgwcPaHt7m37+85/TgwcPZG0WGIo6e4xstTzcZhPoEMUdQbxRSh2TZ1lEAXUAH1zaNqs68cmTJ7S1taXleLgwfRakrtkxdm9/646Hjz76qG8he6djw1uEk0XGbCrZfS6UwYOi7qs51Wdudd3i4iJ9//vfp/fee8+1vlfRLmB2oFqBk10PHjyg9957jyYmJmhwcJAOHz5MmUyGxsbGKJ1O0+DgIA0PD9PExARduXJF5jEDA1FX6mhE5DCpQg3akKoe7AfpQJk+qJIFCcHwTKoDTMChbbOqE1OpFGWzWU1HxAOnR6Vk293dpf/5n/9hl/hux8Pv/d7vsTu2qOCGjjdhbhagz6WWjr6aU9/e6W92b4klsq7vndYXDIPLzS8T+U52bW9v09TUFL300ku0trZGxWKR1tfXaW9vj548edL5397eHjUajc7fR0dH6fTp07S9va3gNEAXNMrxY0KFGqYhVTnYD9qBMnlQJUtcO6cc60gT6gCQx6pOPHfunBEJ0DDxZ+osyHb7efr0aRJCdM6RU+I7qUl53NDxJ+jNAll9Lo7te5Sszl9XX82pznD6m91bYtvfayfE2udp1S4QEb3++uuh1wHjcPPLSH6ejazVaiKXy4mPP/440LOVy8vLolAoiIWFhUD/Pu5MWbOrLQ5rWXBdAwlrOHzH728kc60G2esrBF0PCc/ru3O6tlzjKQ51JCSTVb3brhObzSbLePJLRvxxWVfND6c21W59tqtXr3a+z6nfZMI6SF7bJ/QDoiPjWkfRvnOKxV52569yXVAvseRUZ1j9zaosdNf3VufZ/ZlbGUI/UB2veRXPya7Z2VlpSaparSbm5uakbCtOTEp2xaFR5lzBcB2cRy3Ib8R5ge0wccFtUMWtk+V0bTnGE4c6UtZvyK0sQDhu9S7HePJLZvwFTbjoiBu339at/eTcb4orr/HEuW9jojB9rijad9WxGKZ+CrsYfFCq2qbel2NMT0+7nsvS0pJrvHLoB5pMarJrc3NTbG5uSjmw7m1+/vnnUrfJnUnJLu6NMvcKxoTBRK+oZmhx/23DdqA43MWW1cnyUib8lBu7a8sxnnTXkbJ+Qwx+zeKl/uQYT36ZEn9+eH3jmI5BapKpntmFmxHBBe1zqa5fVMdi2PrJS9Jcxc1blW2TVVlwOk8vv5Hudsh00md2QXgmJbu4d4q4VzB+KuygHZkoO0BRz9DiNguqF5ekVRCyYttLmQhSbqyuLcfBuc46UuajvpzrefDPS73LMZ78iqrs2j0OGlXcdO/fa5tq135y7zdx4vaoaPff/MST374NbkbooTrGVcaijGP3mliX3Q+Oum1yO0+3eOXYhzIpOa4l2XX79m1x/fp1I5I5KpiU7BKCd8JBV2fTK68VdtCOTJQdIF0ztOL0aEmcyOhkhZ1h4BfXwbmuOlJWRznsdvwMCCEaSZnZJYT6+NOxZo3T/ufn5z3XqVbtJ8eBGUdO/SurvznFk12y1EvfBr+XXirrF5W/raz6SUf/Rkfb5CWh5RSvnMbKpiXHI0123b9/XxQKBTEwMCAGBgZEKpUS586dk7Fpo5iW7BKC9wyWKCqYoBWH10UW4/CYX5xmaJlW0VsJm0SQUX68lAmZA0LOg3MddSSHmV1+B4RRSnqiza3e5RxPfqmKP92PA9rtY2FhIVSbymlgxlGQ393uhQ+qHyUD9VS276piUWb9FHX/RlfbFPY8OYyVTUyOR5rsmpycFLVaTbRaLdFsNsXy8rLI5XJifHzcqMROWCYmu7hTWcGEqTi8VNhBOzJRd4B0zdCK+jjjQOY6TWE6WZjZpT+hIqujHGQ7uhMBTmQm2nT/xmE41bt+4ynO1yEoXWvWeNm/CQMzrpyuu93f6vV6Xzx5bSOd4kp3XQrqqYrFuCa1Ofb12ri3gyYmx5Uku1ZWVsTt27cPfHb79m1Rq9Usv1+tVsXU1JSfXRjN5GSXiiDnWnG0j8vpTRxux27SzC4h4tFwmljRd5P9u4ftZHkpE7LKDbcOkO6ZS22yOsp+txNkQBhFHMpIzLfrdS6/sQp+1xgy9To48Zqs4HizDYKTNbNL1lsx49D3Ap6ivNEsayzHra/XFod20MQ2Q0myq9VqiZWVFTE/Py8WFhZErVYTc3NzjjuZn58X169f97MbY5ma7FIR5Fwrju7jaj+221txLCwsuB67nzW7gnRkdHSAuN8NjurREl0JWo7JPC9lQka58Zo8vnHjhlhbW1P6G5nYofCL68yusI9cu9X9pvzGVvFkVbclvazrTjTo3n9SOV13q7/ZxZOsOrK3DeV6oxiSR/ZYjmOyK07toGltRiSPMbZaLTE7Oyvm5ubEwsKCuHz5suUO5+bmwuzGGCYmu1QEeZgZTVEPYgcGBg5UHF4XiPX7NsagC7FzTj7poLKi152gtYsb1ckdDtziqfu3af9P1W/EMemog98BYRRkzpY1+Tdux1Oz2RQ3btywvYGDsq6/ndW9/6Ryuu69f7Nrn1S8FVN3PwSixym52X0sKsaHHJNdUbWDsn5nk9qMyNbsajab4uOPPxZC9M/8+vjjj8X9+/fFwsJC2N0YwcRkl4ogD7LNKBp4u+O6evXqgUcXvRw7twqbU2OpWpjkodOb5Tjc2entPL/xxhuJ6Pi6ve3KLlGh4jfiUhY48DMgjEqQRJtdvW7qb/zo0SPxzjvvuMYNyjqAO7f2SdZbMRGPycMpudl7LNPT09LHh9zGTkJEE3ecfmdOIl2g3m7mVrPZFLVaTRQKBTE3Nyc+/vjjvjW/ksTEZBeHmV1RNfBe1+iQPbNLNVSi7tyukco7O3aPDzkl3lZXV8Xa2lpiOr5O8eSWqFAxC0XXY8QmJ6zDnl/vHWc/iTYvs3r9/MacfiurY2k2m32PadrFjWmPRZiOU9lLiiD9PZlJ+STNtEwSTslNq2NJpVKJmNklhNp2UNbvbGLdH2mya35+Xly+fNnx70J824HqnvmVNCYmu4RQE+R+thllAy9j0e2dnR1x7dq1zloOOnFqLLmSmeT0yyrJ1rt20PT0tOV+VMQF18aS08yu7v1GNXNJR8I6yrIQ9vxkXB+rej3Ib8zp5oLdsVy7ds0x0RXlQuwm4FJvhil7XM4hjoIO0GUk5ZPSn0ti+XR7I2uU18PuWKanp6WOD7kmu4RQ1w7K6Mtz6nfIFGmySwghcrmceO+99ywPpFwuy9pNrJma7BJCTZB73WbUDbyX47L7Tm+iolqtKjlGr3An0J3XayQ76ev1Tpld4yU7Ljg3ll7W7Gr/Nt3XgtM5BOXnd5bVAY6yLIQtxzLjIGw7F+bxJBVvO7Y7FqeZXabETVS41Jth4oDLOcRVlAP0JM60TGr5tItpLy/JiupYgsykdsI52aUKpz4QN5Enu7a2tkQulxOjo6PirbfeEpcvXxZzc3NidHQ00Y8udjM52aVbmAY+qjsgHCscjscUlIzf0e6RQauk09raWt+/W1tbk9aoe1knyO13k9Xx5f5IpNe3MbYf7zRpFoqfZKyMDnDUdUbYhDynhD6n9SidjqW9Zlfvy1fiHjcyH4X1+n0u9WbQOOB0DnHl9e2msiRppmXSy2dvH8/rS7KiOBYVSbYkJruECHdtOfWBZIs82dVWqVRELpcThw8fFqdOnRLNZlP2LmIrqcmuKJNJnB8p4VrhmHAnUNZjSnbbsJoZZPVYocwy5Gdml1NZCtvxvXLliu0sD91lty2pHSAhon/MNsygOUg7YNJdTb/HovLYnbbd/TZGLoPmsP0ImY/COj0+3o1Tmx+0LHE6h7jqbZ/iPhOJ0yODKJ8H+3i6r4fqRGvS+3pBX67FpQ8km7ZkF9hLYrKLc6Ou4/FHrhVOnO8EyriuXrZhNbtJxQKc3awSkd0xpbosWV0XbmVXiGR3gIRwT1jL7AAHiTcZiQa/CfnuARmnhD6n9SjtjqXZbIoLFy6wuVkZtvyoSJjaHUt3uePW5geJA+6zeuOgu33iVib84tanj/v1lM3065H0vl5QnPpAMiHZxVDSkl3cO0k67oB0VzipVEr7ml0mkPE7etmGn8cKZZYhq0Tkzs6O9IU/rdidM4dObre4dYDsHpcN+4iVXcLaS13sZ/+99ZjTLBdZnW8/CXmrARmnhL7XY4li4NJ7LCYOZlU9Ctt7LHYvFOE0yAgaR93nq/scnMicdSRrW93tU9T9TtnXg2Of3i7Ges+d04w0lbjVOX45/U5hXvaQhN/eCac+kCxSk13NZlPMzc1JObC2ubk58fnnn0vdJndJSnbF4dEnXQ33zs6OqNfrLN7GaIKoZnZ5fawwys6f6sbL7py71yvjQHayS2XHyO0Nm7ITDF4GrEH23064uv07HYO7OJRZr6IcuHAczMooP6pmdnUfi9M+4jjIiGMcyaxHZW5L18wu2e2K7kfknLgl7d944w1WSXzV4ljnCOFeZoP09bjdwPECyTlvpM/s2tzcFKdOnRLb29uhDuz27dvi1KlT4vr166G2E0dJSXbF5dEnIfTdAYnbTBTuZPyOXrZh91hhnO+iuYnD+cmMJ5Udo6gTpl4GrEEHX17/XdQJlLjMRvSjPXBZW1tT2gHmOJiVVX7C1mNuj49zvHZhxO18ZNYzsussqzW7VLepKupdjslwK27Jaa7HzUnUyZadnR2xtLTkWr789vXiUma7Bb35mMTkmJLHGO/duycKhUKgZNX169fF5ORkoEXrK5WKmJmZEZVKRZRKJbG8vOzr3/vZRj6fFzMzM2JjY0MI8e1bJmdmZkSpVPK9z15JSXbFbbCh4w4Ikl3yyfgdvWzD7rHCON5F84r7+cmKJ78dI78djKWlJccOuOxBZZjHc9327+ff+R3chem4xelmSze3c47i7jTHgUF7BqGM5EDYeszpWDheuzDidj4yk3OyE329M7vs3twsc8CqKlnpVpdzGHR7XXIizLXgcJ6qRD0Tyu5GgtXv5Levl4SkfRxnrsmidM2uRqMhJicnxeHDh8X4+LiYm5sTCwsL4vLly+Ljjz8Wly9fFgsLC2Jubk6Mj4+LVColxsfHxcrKiu99lUolUalUDnyWz+d9rXXkZxtjY2N9QZHP530ft5WkJLviOP09aklPdvntKATtWJjcIYHvyIonvwkcP29ns3u0O+qZXbLe1BgkMegl0SD7zapx6OS6nXPUjz5xmckZ5A2IbSrrfruyzOnayRCn84nDzK5qtWob57IHrCrrDKfyz2HQrXpml87zVN2njTrJ7fZbJW1ml9/kXNzOT7bIFqhfWVkRs7OzYnJyUhQKBZHNZkUulxOTk5OiXC6LWq0W+I0+Gxsbgqj/EO0+l7GNYrEoKpWKKBaLYmZmRtTrdf8HbiMpyS4h4tVJ0iHJyS6/HYWgHQsuHS9QL+qZXXYdNLtyZvf9KB6FDfp4rqxt+2F3o2Rpacl3503XC1KCJPLdjjPqu9Mc3sYYphOvezDKeRasXzJmw0V1w0lmfSRzW48ePbJdO3FnR91bO5O83l/vub/xxhvSZofqOs8o6rWo2xq3l3/IWrOL+2zE7mPxM1kkbjPXZDPibYylUkmMjY1Z/o2IPD3O6HcbMh5XtJOkZJcQ5nX6ZEpqsivIbJAoZp1AvMles8utU+z17Wxu37969WrnOyrry6CP58ratldO1zVI5z7qmy5BBiNeOqtR12cc2qegnXjU/Xx4jQeZg02Z9ZGsbT169EhcuHDBtjyrHLBG1Q/nOOjuPfcwbVy7fOo6z6jqNQ4zu1KplLh69arlPsO8jZHzbMTeY2r3W9z6P3a/l+r1PbkwItmVyWREsVi0/Fs6nfaUmPK7DSS79OOUZVclDm+PU7FNvx2FKNYTgvhTEU9OnWK3qfe95QwDcG/8PtLgdZtRDPZUJ+btEncq6mkOya6g1xN1Pw9+yjW3waZsumZ2RcmEc7DSWz7n5+e1nGeU9VrUM6H83JSS2TZxLrNeZqa3f4eFhYW+WYym16ltXvMqT5EPP//5zymdTtOLL77o558F1mw2KZ/PW/5taGiI1tfXlW1jc3OT1tfXaXx8nMbGxrwfdJeHDx/Sw4cPO//94MEDIiLa39+n/f39QNs03Ycffkjnzp2jJ0+eUCqVokuXLtGbb76p+7Cka//+MsqBimvmdZu7u7t069YtGh0dpZGREdftvvjii5RKpejJkyedzwYHB+nYsWOW18LL962Owe9+IN5kxhMR0dGjR+no0aO22zx69ChdunSpEyPdrMpZ+/tvv/02PX78mAYHB+n999+no0ePojx26b1OvR4/fkxffPFF57fxUv+4/Zay/OpXv+orC73Ha3d8XsrGj370Izp58iRtbW1RNpulkZERqtVqvut+L9dMdjwFETRmONf9ftvLOPMSD7u7u1QqlTrfe/LkCZXLZTp58qRR12d/f5+OHDlC//AP/0B/+qd/2leeiSj27YOJbdxnn33WVz7Pnz9Pf/M3f0N/+Zd/Gel5Rlmvdbc1zz77LP3mN7+h27dv08jIiJLxhlXbZndOMtumoG12FFqtluOx9f4Of/u3f0u5XI6effZZ+v3f/33j69Q2r+VgQAghvG40lUrRwMAAFYtFymQyNDw8TNPT04EP0kmr1aLDhw9TqVSiarXa9/dcLketVou2trakbmNycpIymQwVCgXK5/PUaDRodnaWlpeXKZPJ+DqHv/7rv6Z333237/Of/OQn9Oyzz/raVhLcuXOHzp49S91FMpVKUa1WoyNHjnS+8+WXX9Lzzz/f+SzJvFwzVdus1+v0/vvvkxCCBgYG6O2336ZCoeC6/Xq9TpcuXepU0ufOnXP8d07fdzoGv/sB8OvOnTv0n//5n/Qf//EfnsoZ6i9v7ty5Q1988QX93d/9nW09FLT+sdtf2N8lbF3s9xiC7E/mNYtKkN+GY90fx2sfhpfy+ctf/pL+6q/+qu/fXrhwgV555ZXIjjVKTuXZhPbBhHMg+jZe//Ef/9HybxcuXKDnn38+8vOMul7rrbN+9KMf0b/8y79IHW/opGL8JIvTsRGR7d++/PLLRNWpX3/9Nf3xH/8x3b9/n5577jnb7/lOdm1tbdFLL70k5SCd6Ep21Wo1KpVKB743Pz9P1WrVcV9WrGZ2vfDCC3Tnzh3HHyXugt69/OlPf0qnTp3q+7xer9MPfvADo2Z97e/vU71ep0KhQE8//XTg7bhdM1Xb3N3dpdHR0b67TDdv3vT0m+/u7h64ixPk+16Owe9+IJ5kxVNQKGdqfPjhh30zBd58883Q9U/vPmS1K3bHq4Lfut/PNdMdTzJwikmZ5TVO3OIhbtclaN9WRjxxnhXI+diCsCqXbbrLZ5C+c5Dfxuoa9M4sawsz3vBLdtsUZZvtl92xObX92Ww2VnVqWA8ePKAjR464Jrt8rdmVy+X8fD00IrJdQyuTyYhMJhPJNtpvbvSyIL6TJKzZFWb9Bafnpzk/Wx1E1G+Pk71NDuuicDgG4IHDGkOghtWaW7JiX1X9yXGNMD/XLInxpHKt0LDlNc7rmLrFQ5Rr0Xlht98wfduw8cR5XTPOxxaUXbyGOb/echVF+Q7z29hdg4GBAa3jMBVtE+eXqVkdm1vbH/WLeXRSskD95ORkqIPyyylRlU6nbd+yKHsb9+7dc9yOV6Ynu2QMHOyC1LTERtRvj5O9zTCLMct865JJCVAILomDc85Ud+RlxX7c2xU/db+faxZVPHFJ4qgesHu59iqSLHHRO6DTdc52+w1b34SJJ85vWzO1D2b3hsC1tTXf22kvIN5drqJYQDzsb+P2shhdiRT09b7lZYzGNYEnk5Jk19TU1IH/brVaYn5+Xrz11lvi8uXL4vbt274P1Ek6nbZ9k6LX5JOfbRSLRcvkVzvZZbcdr0xPdsm82+43k+1lm7o7Bt2ifnucim36TbKp6MAm6Q5GXFjFmur4QweIj6gGqlax77ecyRys6ZyJ4rXu91pfRhFPXJI4UQ3Yna69qiRLHOk6Z6f9hu3bhoknp1lGVuUlyjoo6psFUZ5f2L6l1ds3nZJGss9Jxm/TfQ2syp/f5J8MJvX1wpbnpCS0nESS7Gq7d++eGBgYEKdOnRJzc3Pi888/97NZW6VSyXbmFZG3xwr9bCOTyYh8Pt/3va2tLUFEolKpeDxya6Ynu4J0UvwEe9DGh0unultvhc0tGeeVU2XbfU4qO7Co8PmwirUo4s+kDlCcRT1Q7Y79oOVMRsJcVRlX0S54qS9VxxOnJE6UA3a/N/LiPvMwCF3n7LTfsOW12WyKCxcuiGaz6fu4vM6w6Z09FEU/N8o41tGPD9q39PKbqS7fsn6bnZ0d8fd///ds6iFT+nocx6VxFGmySwghCoWCaLVafjbnql6vCyIS9+7d8/R52G3MzMxYbqNSqXjenxPTk11CeB847OzsiOnpad/B7rfx4dSp7tZdYZtY6fWe0/T0NJvGEtSwm/rvNf7CDOxN6QDFna6BqoyZv0ET5qraGJ3tgup44pTE0d1HUJlk6RaXG2p+zlnmObntV+fN1u592yVRdJXhKGbX645Rv+xi2ilZqSpBKOO34XT9Tejrcbqecack2TU+Pi62t7ct/6ZqPa9isdiXhMrn85azuuwWnPe6jXv37vU9GrmxsSHS6XToxemFSEaySwhvj7/1LnKoKtg5daq7tSvsZrNpXKUXNukB8eSng9cbf2EHBFF2gOIyaNRBVydOZz2vYt+6O8Mq42lnZ0csLS2xag90Pg6vKsnSLW431Lycs6xz6q7PZa+DIztZubq6KtbW1iz7Vzr7uapn1y8tLbHsx9txmtk1ODgo3njjjcjqG1m/DZclQ0xIdnEdl8aRkmTXwMCASKVSYmhoSJw+ffrAOl1vvfWW7b8L+1hjpVIRMzMzolKpiFKpZJt4Ghsbs3wM0c822gmvmZkZUSwWRbFYFBsbG6GOvy0pyS4nbtN7uU7lla1dYV+7ds24Ss+uIp+enmbRWHJiUuIkaJJTRoxG1QGK26BRBx2dYp31vIp96+4Mq4qn7vhp9ye5tAc6H4dXudgw1z6QG7clEvyck107a1WfyywHqpI0veVlfn5e6TIROvsoUd4cl8nqN+ouV3FcfoPDMZuQ7IprncyRkmRXNpsV5XJZZDIZMTAwcCD5NTQ0JK5cuWK5SL1TIixJkOyyb/xVBjuXOxLdTJ7ZZXXnsX1OHBpL3dqdR7c1NnR3MoOwijW3+JMxsI+iA4QOinc64lxnPS9737rLmqrXu1slw69evYoYEnJixqrNUJk41dVG+TknXYv/q0rStK/52tpa3xssZdd/um/u2N0c59KPd4P+rnwmJLuE4DkujSMlya7uRxVbrZZYXl4WpVJJZLPZvuTX6dOnO8mvU6dOBTsLwyQ92WXX+EcR7LoaHbvOYO+aXaZUelZvoIn7Ocnk9Iae3kdX4jqDyCrWZN6ltxJFB0j3bBtwp3NwIXvfOtsFFfGE+FEr6qSOzjbK6zk5fc9PefSb1FOVpHG75jLrIN0JdyHs64yrV69GdgzAiynJLiGQDJVBSbLL6U0iTsmvVCrlZzfGSnKyy67xby9ebmKwO3VMrN7GGPStLyre1hVkm3Z37nW8ntjq2OzOKaq7026P8LY72lF2MrnMHgs7sMfMLoiDIINmHZ3hqGZ2IX7kcLu2ps08FMLbOclY/D9IUs9uvz/5yU8Cn2/U15xDcppDOQNeTEp2QXhKkl1+tJNfxWIRya7/l+Rkl8o7NFwG7N3H4vQonxByKmwVd1bDbJND58iK0zlFeXfabQH3qF83z232WJiBfZRrdpkyC7Mt6vqTU30dJdnxpjKBr3LNLtPihwMvbYbMxCmXtt7tnMImAYMmW+xu/DlNGHAT9TXnkmiSUWcktc0xke5kl4yyhPIoj/ZkVzdVb2qMmyQnu0ycSu90LHaPa7Y7JmErbBXXM+w2uXSOvB5T1MfrNLOruxMXxXHJ+K05NdZRv43RlKnnUdefnOrrKMmOadUJfNVvYzQlfrjg0JbpbuvthFn8P0yCqXe/77zzTqh40nHNuSSnw9QZTo/3curDgDc6k10y2tak9oFUYZXsmp2djWI37CU52SWEmVPpnY7FbuaOEOErbBV3+WRsk0vnqM3pnHTcnXZ7Q4/d92Rfx7CdeG6Nte67fXHklghW8Xg0l/o6ajLrmigS+HGLJ1MHrn7OK+q2l1tb7yTMMhFhbwqtrq6KZrMpJZ50vek2rslpu9/P7eVAwJeutklG25rkPpAqrJJd8K2kJ7uEMHMqvdOx2L1a3cSZXd3b4dI54jSzq/uYvFwflddR9uMZS0tLyo7Ty2AvboNzDuzqrOnpaSUDAU71ddRk1jVRJPDjFE8ck+8yBDmvqNteTm29KjISTDLjKQnXXBa3fjkSDvGjq22S0bYmuQ+kCpJdDCHZJZfuLHn3QNzuWHpfD90ma80uFa+a1n23VvZdeqdz4nC+ugQ5d6d1x2QONHd2dnwlXeI0OOfCLnGpqk7VXV/rJquuwcyu75hapkw9r7gKm2CKSzxFJaqZmHZtHBIO8SUrlvyWQb91stX2Ua/Lh2QXQ0h2yacrWWF119XPscissGXf5evdZpSPiKi6S+90nZJ8p9Tvubs9ritrHT6rNe+cto3BRDC9ddb09LTl7yrrVe9JTi4LIa+uUZ3A1/moSPcNJLd2x9Q75aaeV1KhffqOjnUie5eOQMKBD7/jC50v9/LatrqtqZnkPpBsXvMqA0IIQS5u375NtVrN7Wu+lctlevHFF6Vvl6sHDx7QoUOH6P79+/Tcc8/pPhxj7O7u0q1bt2h0dJRGRkYi2d+xY8foyZMnnc8GBwdpe3ubiMjTsezv79Mnn3xCP/zhD+npp59WfciBLS4uUqlUoidPnlAqlaJarUZnzpxRsi+n6xrF7wreLC4uUrlcpsePH1v+fXV1lU6cOBFo21ZlwMu24xJPHHXXn0Rkef1lxn7U9XXc7O7u0s2bN+nll192vD5O1zHsNdYRT91tzcDAABERCSEcy56pbYap55VUaJ++patc99aH3X2YwcFBqlaryvq1YC/I+KIdS7/9279N29vbru1kr7Bl0K1t9bJ99IHk8ZpXecrLxoaGhmh8fFzawXVvFyCskZGRSCuMmzdv9g0GHz9+TLdu3aITJ04YU3nt7u52GiIioidPnlC5XKaJiQkl5+h0Xf3uz+uAEfw7c+YMTUxM0Keffkqvv/56X6PeTpoEYVUGZG07LqIuu731Z61WOxD3RHJjP+r6Ok78dP6drmPcrnFvW9N9D9ap7I2MjFCtVusbuMbp3K2YcF5Ja4OTdr5BOPXx2n9vXz+Z17O3Pmz3YZBwiFb3b0pEgccX9Xqd/vAP/zDQTfiw4wy3ttXL9uPWPhshgllm8P/wGKMZZDx3HYdp7VE/SiHreXauCxab+MawKN6w2v4dp6enjX+MkUvZXVpawmNUEeO0nkfU8eS0FqCXshfmbXuc6+S4PmLPpR6Litv5mtI+heXl7YgDAwNiYmIiUeUnCXpjxG7JBLc+RrPZ7Fvmwu8bUlW2s5za8STAml0MIdkVP3ad4bCD/Cg7P0E79Doq7bDXlWtDY3LnX/aArLsMpFIpTx1fEwYTnMoup2PxgnvSwgtO6zRFHU9RrAXYy+Q6Wae41R1heTlfE9onWbysoRVF/EN0ZL4M59q1a7btpNd+gOp1s7AuV3SQ7GIIya54cesMhxnkR9X5Cduh11Fph7munAaMbUnr/MvQLgNra2uerp0JgwluZTcuHTYdSQsVyTVO9YSOeOoubwMDA51roaLscbrWplFZj3FMans5Xw7tE6dr193H8zKrU3cfDsKx+42np6d99zHsZnZ1zw700g9QPWs2rrNy4wbJLoaQ7IoP1Z3hKDo/ss4hTpW27N9NRgeRWxIjTrxeOw6DibA4DsCtYp/boEnH7FNVyTUuCUadb2NslzeVjyZyqJM5xZFMqmKS60y8OMzs4nrthHCf1cmhHYRwnGLEbz3/6NEj8c477+ANmyCEQLKLJSS7nHHq/KlesyaKzg+HDr0OsgaMsjqIHJMYceH12ukeTMjCJdlhh9ugKa7rCrrtQ/fNhbjGk9fyqbtO5hZHskWxliOnNtTtfHXGE/drJ8TBeLBKdJkWH0kkq05ox1Kz2XSdHWj6WAeQ7GIJyS57nDp/V65c6Zsmm+SZXXEUdsAo+9pxT2Jw5uXaxXVwboVDssMKx/ok6mNKSqc6jvHktyzoqpM5xpEKMuuxOMSd0/nqjKc4XDshvr1+3Y+1ub2UBuJHRp1gFUtJqVOhn9e8ylMEoFnva8dlvuY+6LGIrlefE1EsX/1twuvLgwr7at+wryfuhVddB5e0a8f1tdSyY0KGqOu4l19+mVKp1IHrMDg4SKOjo0r2x1H36+N1l9PuY/FbPnXVKxzjSAWZ9Vgc4o5rvR2Ha0f07fVbWFigP/uzP0tMW580qmIkyWMd8Cal+wAAnDp/HI6FiOijjz6iM2fORHYcu7u7tLq6Sru7u6G2c+bMGdre3qbV1VXa3t6O9BzirN1B7Ba0g9j+LYmITpw4gQY4gJGREVw7zWTGhExR1nHtTvXg4CARxfMmSBiLi4t07NgxOnnyJB07dowWFxelbDdIe9d7LOvr677Lp456hWsccZb0uAtD1rWT1Sd1g7YegsBYBxxFM9EMhMBjjHZ0TUG1WiMsqmNxmtbO6ZFOO5zWV1PF7TEXL9cgDr+lCeL42FUc4XHcb/l9HCNu9WWUj4oEqSPtjmVhYSEW5RNxFAzXR7zdcGifnK6dW/0UNEbjVOdBPHCIJeADa3YxhGSXvag7f06NdxTH8ujRI3HlyhVx7do1Lcm2MJKUwLHrIHq5BnH4LU2BDlB04jrg1CWO9aVVPKlY+ydoHel0LHEpn3E5TgiPc/vkVj8FidE41nkmSEKCkXMsQfSQ7GIIyS5nUXX+vDTevcciuxGpVqudRfC7OwPcFxNFAsf7NeD8W5rWKQrbATLtegAPca0vo5rZFbSOjOt1hWTiOkD3Ekd+YxSxqYefBGPc+jvdx8s1lkAPr3kVrNkFbET1rL6XNcK6j0X2OiW7u7t07ty5ziL47QX5d3d32a/nEXR9tajWe4iC12vA9bdUte5OXHVfj+9///v0F3/xF0aUU3Cnul7itB5lWCrWTQpaR2INJ4DwvNRPfmPUpDovLuxe8mXVrsWt/9d7vB9++KHuQ4I4iib3BkJgZhcXfu486bibreoxShl3czCl3d814LY2i9Oxx+1uX7egd/usrocp5RScRVEvxXWWg1M8yZ6BHaaOxKOAEAdcZ6N4rZ/8xGhc67w48zL7bmdnRywtLcXqt7ErS1euXGEXS6AHHmNkCMkuecIOzL023rrWKVExoJA1sEPHx/814DI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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from bayes_spec import SpecData\n", "\n", "# spectral axis definition\n", "freq_axis = np.linspace(1.1e9, 1.4e9, 300) # Hz\n", "lam2_axis = (2.99792458e+08/freq_axis[::-1])**2.0 # m2\n", "\n", "# Uniform lam2 axis for Fourier transform\n", "lam2_chan = np.diff(lam2_axis).min()\n", "lam2_regular_axis = np.arange(lam2_axis.min(), lam2_axis.max()+lam2_chan, lam2_chan)\n", "lam2_window_width = np.ptp(lam2_axis)\n", "\n", "# data noise can either be a scalar (assumed constant noise across the spectrum)\n", "# or an array of the same length as the data\n", "rms = 1.0 # uJy\n", "\n", "# brightness data. In this case, we just throw in some random data for now\n", "# since we are only doing this in order to simulate some actual data.\n", "stokesQ = rms * np.random.randn(len(lam2_axis)) # uJy\n", "stokesU = rms * np.random.randn(len(lam2_axis)) # uJy\n", "\n", "# Faraday depth spectral axis, wraps at pi (rad/m2)\n", "faraday_depth_axis = np.fft.fftshift(np.fft.fftfreq(len(lam2_regular_axis), d=lam2_chan/np.pi))\n", "\n", "# Faraday depth spectrum (uJy)\n", "stokesQ_interp = rms * np.random.randn(len(lam2_regular_axis)) # uJy\n", "stokesU_interp = rms * np.random.randn(len(lam2_regular_axis)) # uJy\n", "complex_pol = stokesQ_interp + 1.0j*stokesU_interp\n", "faraday_depth = np.fft.fftshift(np.fft.fft(complex_pol, norm=\"backward\"))/len(lam2_regular_axis)\n", "\n", "obs_Q = SpecData(\n", " lam2_axis,\n", " stokesQ,\n", " rms * np.ones_like(stokesQ),\n", " xlabel=r\"$\\lambda^2$ (m$^2$)\",\n", " ylabel=r\"$Q$ ($\\mu$Jy)\",\n", ")\n", "obs_U = SpecData(\n", " lam2_axis,\n", " stokesU,\n", " rms * np.ones_like(stokesU),\n", " xlabel=r\"$\\lambda^2$ (m$^2$)\",\n", " ylabel=r\"$U$ ($\\mu$Jy)\",\n", ")\n", "obs_faraday_depth_abs = SpecData(\n", " faraday_depth_axis,\n", " np.abs(faraday_depth),\n", " rms / np.sqrt(len(lam2_regular_axis)),\n", " xlabel=r\"$\\phi$ (rad m$^{-2}$)\",\n", " ylabel=r\"$|F(\\phi)|$ ($\\mu$Jy)\",\n", ")\n", "print(\"Faraday depth noise: \", obs_faraday_depth_abs.noise[0])\n", "dummy_data = {\n", " \"Q\": obs_Q,\n", " \"U\": obs_U,\n", " \"faraday_depth_abs\": obs_faraday_depth_abs,\n", "}\n", "\n", "# Plot the simulated data\n", "fig, axes = plt.subplots(len(dummy_data), figsize=(12, 8), layout=\"constrained\", squeeze=False)\n", "for ax, dataset in zip(axes.ravel(), dummy_data.values()):\n", " ax.plot(dataset.spectral, dataset.brightness, \"k.\")\n", " ax.set_xlabel(dataset.xlabel)\n", " ax.set_ylabel(dataset.ylabel)" ] }, { "cell_type": "markdown", "id": "e80c3c09", "metadata": {}, "source": [ "Now that we have a dummy data format, we can generate a simulated observation by evaluating the model for a given set of parameters." ] }, { "cell_type": "code", "execution_count": 31, "id": "c3a3b7c2-c28a-401c-b1b2-cde940f4a2f7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from bayes_pol import FaradayModel\n", "\n", "# Initialize and define the model\n", "n_clouds = 3 # number of cloud components\n", "model = FaradayModel(\n", " dummy_data,\n", " lam2_window_width=lam2_window_width,\n", " n_clouds=n_clouds,\n", " seed=1234,\n", " verbose=True\n", ")\n", "model.add_priors(\n", " prior_polarized_intensity = 100.0,\n", " prior_faraday_depth_mean = [0.0, 1000.0],\n", " prior_faraday_depth_fwhm = 10.0,\n", ")\n", "model.add_likelihood()\n", "\n", "sim_params = {\n", " \"polarized_intensity\": [75.0, 150.0, 50.0],\n", " \"faraday_depth_mean\": [1000.0, -500.0, 2000.0],\n", " \"faraday_depth_fwhm\": [5.0, 20.0, 0.0],\n", " \"pol_angle0\": [-0.4, 0.2, 0.5],\n", "}\n", "sim_obs = {\n", " key: model.model[key].eval(sim_params, on_unused_input=\"ignore\")\n", " for key in dummy_data.keys()\n", "}\n", "\n", "# Save simulated data\n", "\n", "obs_Q = SpecData(\n", " lam2_axis,\n", " sim_obs[\"Q\"],\n", " rms * np.ones_like(stokesQ),\n", " xlabel=r\"$\\lambda^2$ (m$^2$)\",\n", " ylabel=r\"$Q$ ($\\mu$Jy)\",\n", ")\n", "obs_U = SpecData(\n", " lam2_axis,\n", " sim_obs[\"U\"],\n", " rms * np.ones_like(stokesU),\n", " xlabel=r\"$\\lambda^2$ (m$^2$)\",\n", " ylabel=r\"$U$ ($\\mu$Jy)\",\n", ")\n", "obs_faraday_depth_abs = SpecData(\n", " faraday_depth_axis,\n", " sim_obs[\"faraday_depth_abs\"],\n", " rms / np.sqrt(len(lam2_axis)),\n", " xlabel=r\"$\\phi$ (rad m$^{-2}$)\",\n", " ylabel=r\"$|F(\\phi)|$ ($\\mu$Jy)\",\n", ")\n", "data = {\n", " \"Q\": obs_Q,\n", " \"U\": obs_U,\n", " \"faraday_depth_abs\": obs_faraday_depth_abs,\n", "}\n", "\n", "# Plot the simulated data\n", "fig, axes = plt.subplots(len(data), figsize=(12, 8), layout=\"constrained\", squeeze=False)\n", "for ax, dataset in zip(axes.ravel(), data.values()):\n", " ax.plot(dataset.spectral, dataset.brightness, \"k.\")\n", " ax.set_xlabel(dataset.xlabel)\n", " ax.set_ylabel(dataset.ylabel)" ] }, { "cell_type": "markdown", "id": "4221bb69-9ae1-41c1-878c-719a255e837b", "metadata": {}, "source": [ "## Model Definition\n", "\n", "Finally, with our model definition and (simulated) data in hand, we can explore the capabilities of `FaradayModel`. Here we create a new model with the simulated data." ] }, { "cell_type": "code", "execution_count": 32, "id": "519f9cf7-31f3-410b-84cf-51f8e4f5a4ed", "metadata": { "ExecuteTime": { "end_time": "2024-06-22T01:55:45.831760Z", "start_time": "2024-06-22T01:55:45.788818Z" } }, "outputs": [], "source": [ "# Initialize and define the model\n", "model = FaradayModel(\n", " data,\n", " lam2_window_width=lam2_window_width,\n", " n_clouds=n_clouds,\n", " seed=1234,\n", " verbose=True\n", ")\n", "model.add_priors(\n", " prior_polarized_intensity = 100.0,\n", " prior_faraday_depth_mean = [0.0, 1000.0],\n", " prior_faraday_depth_fwhm = 10.0,\n", ")\n", "model.add_likelihood()" ] }, { "cell_type": "code", "execution_count": 33, "id": "89d44baa-5328-4b5b-9418-b76f53f5360d", "metadata": { "ExecuteTime": { "end_time": "2024-06-22T01:55:45.979648Z", "start_time": "2024-06-22T01:55:45.833211Z" }, "scrolled": true }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "clustercloud (3)\n", "\n", "cloud (3)\n", "\n", "\n", "cluster433\n", "\n", "433\n", "\n", "\n", "cluster300\n", "\n", "300\n", "\n", "\n", "\n", "faraday_depth_fwhm\n", "\n", "faraday_depth_fwhm\n", "~\n", "Deterministic\n", "\n", "\n", "\n", "U\n", "\n", "U\n", "~\n", "Normal\n", "\n", "\n", "\n", "faraday_depth_fwhm->U\n", "\n", "\n", "\n", "\n", "\n", "Q\n", "\n", "Q\n", "~\n", "Normal\n", "\n", "\n", "\n", "faraday_depth_fwhm->Q\n", "\n", "\n", "\n", "\n", "\n", "faraday_depth_mean_norm\n", "\n", "faraday_depth_mean_norm\n", "~\n", "Cauchy\n", "\n", "\n", "\n", "faraday_depth_mean\n", "\n", "faraday_depth_mean\n", "~\n", "Deterministic\n", "\n", "\n", "\n", "faraday_depth_mean_norm->faraday_depth_mean\n", "\n", "\n", "\n", "\n", "\n", "faraday_depth_fwhm_norm\n", "\n", "faraday_depth_fwhm_norm\n", "~\n", "HalfNormal\n", "\n", "\n", "\n", "faraday_depth_fwhm_norm->faraday_depth_fwhm\n", "\n", "\n", "\n", "\n", "\n", "faraday_depth_abs\n", "\n", "faraday_depth_abs\n", "~\n", "TruncatedNormal\n", "\n", "\n", "\n", "faraday_depth_mean->faraday_depth_abs\n", "\n", "\n", "\n", "\n", "\n", "faraday_depth_mean->U\n", "\n", "\n", "\n", "\n", "\n", "faraday_depth_mean->Q\n", "\n", "\n", "\n", "\n", "\n", "polarized_intensity\n", "\n", "polarized_intensity\n", "~\n", "Deterministic\n", "\n", "\n", "\n", "polarized_intensity->faraday_depth_abs\n", "\n", "\n", "\n", "\n", "\n", "polarized_intensity->U\n", "\n", "\n", "\n", "\n", "\n", "polarized_intensity->Q\n", "\n", "\n", "\n", "\n", "\n", "pol_angle0\n", "\n", "pol_angle0\n", "~\n", "Deterministic\n", "\n", "\n", "\n", "pol_angle0->U\n", "\n", "\n", "\n", "\n", "\n", "pol_angle0->Q\n", "\n", "\n", "\n", "\n", "\n", "polarized_intensity_norm\n", "\n", "polarized_intensity_norm\n", "~\n", "HalfNormal\n", "\n", "\n", "\n", "polarized_intensity_norm->polarized_intensity\n", "\n", "\n", "\n", "\n", "\n", "pol_angle0_norm\n", "\n", "pol_angle0_norm\n", "~\n", "Uniform\n", "\n", "\n", "\n", "pol_angle0_norm->pol_angle0\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Plot model graph\n", "model.graph().render('faraday_model', format='png')\n", "model.graph()" ] }, { "cell_type": "code", "execution_count": 34, "id": "e7f52d0c-7bda-4d61-ab5d-e06cebfec6e4", "metadata": { "ExecuteTime": { "end_time": "2024-06-22T01:55:45.983883Z", "start_time": "2024-06-22T01:55:45.981206Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "polarized_intensity_norm ~ HalfNormal(0, 1)\n", " faraday_depth_mean_norm ~ Cauchy(0, 1)\n", " faraday_depth_fwhm_norm ~ HalfNormal(0, 1)\n", " pol_angle0_norm ~ Uniform(-3.14, 3.14)\n", " polarized_intensity ~ Deterministic(f(polarized_intensity_norm))\n", " faraday_depth_mean ~ Deterministic(f(faraday_depth_mean_norm))\n", " faraday_depth_fwhm ~ Deterministic(f(faraday_depth_fwhm_norm))\n", " pol_angle0 ~ Deterministic(f(pol_angle0_norm))\n", " faraday_depth_abs ~ TruncatedNormal(f(polarized_intensity_norm, faraday_depth_mean_norm), , 0, inf)\n", " Q ~ Normal(f(polarized_intensity_norm, pol_angle0_norm, faraday_depth_mean_norm, faraday_depth_fwhm_norm), )\n", " U ~ Normal(f(polarized_intensity_norm, pol_angle0_norm, faraday_depth_mean_norm, faraday_depth_fwhm_norm), )\n" ] } ], "source": [ "# model string representation\n", "print(model.model.str_repr())" ] }, { "cell_type": "markdown", "id": "06e729e2-9ea6-4e0b-8337-fea9e85fc7dc", "metadata": {}, "source": [ "We check that our prior distributions are reasonable by drawing prior predictive checks. Each colored line is a simulated \"observation\" with parameters drawn from the prior distributions. You should check that these simulated observations at least somewhat overlap your actual observation (black line)." ] }, { "cell_type": "code", "execution_count": 35, "id": "e6d2bdaf-5a3d-43ac-94c3-2131ad69478c", "metadata": { "ExecuteTime": { "end_time": "2024-06-22T01:55:46.741109Z", "start_time": "2024-06-22T01:55:45.985108Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [Q, U, faraday_depth_abs, faraday_depth_fwhm_norm, faraday_depth_mean_norm, pol_angle0_norm, polarized_intensity_norm]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from bayes_spec.plots import plot_predictive\n", "\n", "# prior predictive check\n", "prior = model.sample_prior_predictive(\n", " samples=100, # prior predictive samples\n", ")\n", "_ = plot_predictive(model.data, prior.prior_predictive)" ] }, { "cell_type": "code", "execution_count": 36, "id": "a2390044-4da4-4d95-8ee0-6b068e7e2e01", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from bayes_spec.plots import plot_pair\n", "\n", "_ = plot_pair(\n", " prior.prior, # samples\n", " model.cloud_deterministics,\n", " labeller=model.labeller, # label manager\n", ")" ] }, { "cell_type": "markdown", "id": "63afb9dc", "metadata": {}, "source": [ "## Variational Inference\n", "\n", "We can approximate the posterior distribution using variational inference." ] }, { "cell_type": "code", "execution_count": 37, "id": "aed42112", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e035c6c96bb642878878fdfabcddddf5", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
faraday_depth_fwhm[0]6.4570.0506.3706.5470.0020.001982.01023.0NaN
faraday_depth_fwhm[1]20.4350.01620.40620.4660.0010.000954.0671.0NaN
faraday_depth_fwhm[2]4.2940.0954.1364.4870.0030.002862.0873.0NaN
faraday_depth_fwhm_norm[0]0.6460.0050.6370.6550.0000.000982.01023.0NaN
faraday_depth_fwhm_norm[1]2.0440.0022.0412.0470.0000.000954.0671.0NaN
faraday_depth_fwhm_norm[2]0.4290.0090.4140.4490.0000.000862.0873.0NaN
faraday_depth_mean[0]999.7340.005999.726999.7430.0000.000735.0734.0NaN
faraday_depth_mean[1]-499.8620.012-499.887-499.8410.0000.000881.0983.0NaN
faraday_depth_mean[2]2000.0640.0112000.0442000.0840.0000.0001073.0978.0NaN
faraday_depth_mean_norm[0]1.0000.0001.0001.0000.0000.000735.0734.0NaN
faraday_depth_mean_norm[1]-0.5000.000-0.500-0.5000.0000.000881.0983.0NaN
faraday_depth_mean_norm[2]2.0000.0002.0002.0000.0000.0001073.0978.0NaN
pol_angle0[0]-0.3800.001-0.381-0.3790.0000.0001045.01023.0NaN
pol_angle0[1]0.1790.0000.1790.1790.0000.000914.0838.0NaN
pol_angle0[2]0.5020.0010.5000.5040.0000.000973.0900.0NaN
pol_angle0_norm[0]-0.7590.001-0.761-0.7570.0000.0001045.01023.0NaN
pol_angle0_norm[1]0.3580.0000.3570.3590.0000.000914.0838.0NaN
pol_angle0_norm[2]1.0040.0021.0011.0070.0000.000973.0900.0NaN
polarized_intensity[0]74.8480.05274.75274.9410.0020.001755.0816.0NaN
polarized_intensity[1]149.4720.058149.362149.5730.0020.001961.0981.0NaN
polarized_intensity[2]49.9200.05749.80550.0200.0020.001972.0989.0NaN
polarized_intensity_norm[0]0.7480.0010.7480.7490.0000.000755.0816.0NaN
polarized_intensity_norm[1]1.4950.0011.4941.4960.0000.000961.0981.0NaN
polarized_intensity_norm[2]0.4990.0010.4980.5000.0000.000972.0989.0NaN
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean \\\n", "faraday_depth_fwhm[0] 6.457 0.050 6.370 6.547 0.002 \n", "faraday_depth_fwhm[1] 20.435 0.016 20.406 20.466 0.001 \n", "faraday_depth_fwhm[2] 4.294 0.095 4.136 4.487 0.003 \n", "faraday_depth_fwhm_norm[0] 0.646 0.005 0.637 0.655 0.000 \n", "faraday_depth_fwhm_norm[1] 2.044 0.002 2.041 2.047 0.000 \n", "faraday_depth_fwhm_norm[2] 0.429 0.009 0.414 0.449 0.000 \n", "faraday_depth_mean[0] 999.734 0.005 999.726 999.743 0.000 \n", "faraday_depth_mean[1] -499.862 0.012 -499.887 -499.841 0.000 \n", "faraday_depth_mean[2] 2000.064 0.011 2000.044 2000.084 0.000 \n", "faraday_depth_mean_norm[0] 1.000 0.000 1.000 1.000 0.000 \n", "faraday_depth_mean_norm[1] -0.500 0.000 -0.500 -0.500 0.000 \n", "faraday_depth_mean_norm[2] 2.000 0.000 2.000 2.000 0.000 \n", "pol_angle0[0] -0.380 0.001 -0.381 -0.379 0.000 \n", "pol_angle0[1] 0.179 0.000 0.179 0.179 0.000 \n", "pol_angle0[2] 0.502 0.001 0.500 0.504 0.000 \n", "pol_angle0_norm[0] -0.759 0.001 -0.761 -0.757 0.000 \n", "pol_angle0_norm[1] 0.358 0.000 0.357 0.359 0.000 \n", "pol_angle0_norm[2] 1.004 0.002 1.001 1.007 0.000 \n", "polarized_intensity[0] 74.848 0.052 74.752 74.941 0.002 \n", "polarized_intensity[1] 149.472 0.058 149.362 149.573 0.002 \n", "polarized_intensity[2] 49.920 0.057 49.805 50.020 0.002 \n", "polarized_intensity_norm[0] 0.748 0.001 0.748 0.749 0.000 \n", "polarized_intensity_norm[1] 1.495 0.001 1.494 1.496 0.000 \n", "polarized_intensity_norm[2] 0.499 0.001 0.498 0.500 0.000 \n", "\n", " mcse_sd ess_bulk ess_tail r_hat \n", "faraday_depth_fwhm[0] 0.001 982.0 1023.0 NaN \n", "faraday_depth_fwhm[1] 0.000 954.0 671.0 NaN \n", "faraday_depth_fwhm[2] 0.002 862.0 873.0 NaN \n", "faraday_depth_fwhm_norm[0] 0.000 982.0 1023.0 NaN \n", "faraday_depth_fwhm_norm[1] 0.000 954.0 671.0 NaN \n", "faraday_depth_fwhm_norm[2] 0.000 862.0 873.0 NaN \n", "faraday_depth_mean[0] 0.000 735.0 734.0 NaN \n", "faraday_depth_mean[1] 0.000 881.0 983.0 NaN \n", "faraday_depth_mean[2] 0.000 1073.0 978.0 NaN \n", "faraday_depth_mean_norm[0] 0.000 735.0 734.0 NaN \n", "faraday_depth_mean_norm[1] 0.000 881.0 983.0 NaN \n", "faraday_depth_mean_norm[2] 0.000 1073.0 978.0 NaN \n", "pol_angle0[0] 0.000 1045.0 1023.0 NaN \n", "pol_angle0[1] 0.000 914.0 838.0 NaN \n", "pol_angle0[2] 0.000 973.0 900.0 NaN \n", "pol_angle0_norm[0] 0.000 1045.0 1023.0 NaN \n", "pol_angle0_norm[1] 0.000 914.0 838.0 NaN \n", "pol_angle0_norm[2] 0.000 973.0 900.0 NaN \n", "polarized_intensity[0] 0.001 755.0 816.0 NaN \n", "polarized_intensity[1] 0.001 961.0 981.0 NaN \n", "polarized_intensity[2] 0.001 972.0 989.0 NaN \n", "polarized_intensity_norm[0] 0.000 755.0 816.0 NaN \n", "polarized_intensity_norm[1] 0.000 961.0 981.0 NaN \n", "polarized_intensity_norm[2] 0.000 972.0 989.0 NaN " ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ignore transition and state dependent parameters\n", "pm.summary(model.trace.posterior)" ] }, { "cell_type": "code", "execution_count": 39, "id": "e23f4df5", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [Q, U, faraday_depth_abs]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a88b9eaf916d4ba6b6b8298efd4011be", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "posterior = model.sample_posterior_predictive(\n", " thin=100, # keep one in {thin} posterior samples\n", ")\n", "_ = plot_predictive(model.data, posterior.posterior_predictive)" ] }, { "cell_type": "markdown", "id": "6fd097ea", "metadata": { "ExecuteTime": { "end_time": "2024-06-21T22:56:47.517699Z", "start_time": "2024-06-21T22:56:47.056468Z" } }, "source": [ "## Posterior Sampling: MCMC\n", "\n", "We can sample from the posterior distribution using MCMC." ] }, { "cell_type": "code", "execution_count": 40, "id": "489e3c3a", "metadata": { "ExecuteTime": { "end_time": "2024-06-22T01:56:00.044691Z", "start_time": "2024-06-22T01:55:47.522727Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initializing NUTS using custom advi+adapt_diag strategy\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1e818a3dbc694369a1e272f4b4e21cb7", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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     "metadata": {},
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
polarized_intensity[0]74.9720.05674.86975.0770.0010.0014901.04300.01.0
polarized_intensity[1]150.0300.058149.920150.1340.0010.0015168.04749.01.0
polarized_intensity[2]50.0750.04849.98650.1630.0010.0005572.04197.01.0
faraday_depth_mean[0]999.9840.035999.9181000.0500.0010.0012422.03416.01.0
faraday_depth_mean[1]-499.9580.021-499.995-499.9190.0000.0004687.03950.01.0
faraday_depth_mean[2]2000.0090.0501999.9172000.1050.0010.0013681.03756.01.0
faraday_depth_fwhm[0]5.0580.0804.9085.2100.0010.0014709.04314.01.0
faraday_depth_fwhm[1]19.9960.01519.96720.0230.0000.0004904.03829.01.0
faraday_depth_fwhm[2]0.7190.4430.0011.4540.0080.0062666.02226.01.0
pol_angle0[0]-0.4000.002-0.404-0.3960.0000.0002402.03198.01.0
pol_angle0[1]0.1970.0020.1930.2020.0000.0002432.03144.01.0
pol_angle0[2]0.5010.0030.4950.5070.0000.0003305.04054.01.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean \\\n", "polarized_intensity[0] 74.972 0.056 74.869 75.077 0.001 \n", "polarized_intensity[1] 150.030 0.058 149.920 150.134 0.001 \n", "polarized_intensity[2] 50.075 0.048 49.986 50.163 0.001 \n", "faraday_depth_mean[0] 999.984 0.035 999.918 1000.050 0.001 \n", "faraday_depth_mean[1] -499.958 0.021 -499.995 -499.919 0.000 \n", "faraday_depth_mean[2] 2000.009 0.050 1999.917 2000.105 0.001 \n", "faraday_depth_fwhm[0] 5.058 0.080 4.908 5.210 0.001 \n", "faraday_depth_fwhm[1] 19.996 0.015 19.967 20.023 0.000 \n", "faraday_depth_fwhm[2] 0.719 0.443 0.001 1.454 0.008 \n", "pol_angle0[0] -0.400 0.002 -0.404 -0.396 0.000 \n", "pol_angle0[1] 0.197 0.002 0.193 0.202 0.000 \n", "pol_angle0[2] 0.501 0.003 0.495 0.507 0.000 \n", "\n", " mcse_sd ess_bulk ess_tail r_hat \n", "polarized_intensity[0] 0.001 4901.0 4300.0 1.0 \n", "polarized_intensity[1] 0.001 5168.0 4749.0 1.0 \n", "polarized_intensity[2] 0.000 5572.0 4197.0 1.0 \n", "faraday_depth_mean[0] 0.001 2422.0 3416.0 1.0 \n", "faraday_depth_mean[1] 0.000 4687.0 3950.0 1.0 \n", "faraday_depth_mean[2] 0.001 3681.0 3756.0 1.0 \n", "faraday_depth_fwhm[0] 0.001 4709.0 4314.0 1.0 \n", "faraday_depth_fwhm[1] 0.000 4904.0 3829.0 1.0 \n", "faraday_depth_fwhm[2] 0.006 2666.0 2226.0 1.0 \n", "pol_angle0[0] 0.000 2402.0 3198.0 1.0 \n", "pol_angle0[1] 0.000 2432.0 3144.0 1.0 \n", "pol_angle0[2] 0.000 3305.0 4054.0 1.0 " ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(\"solutions:\", model.solutions)\n", "\n", "# ignore transition and state dependent parameters\n", "var_names = [\n", " param for param in model.cloud_deterministics\n", " if not set(model.model.named_vars_to_dims[param]).intersection(set([\"transition\", \"state\"]))\n", "]\n", "pm.summary(model.trace.posterior, var_names=var_names + model.hyper_deterministics + model.baseline_freeRVs)" ] }, { "cell_type": "markdown", "id": "ac86aa0c-33c4-4459-9249-e601440a6a27", "metadata": {}, "source": [ "We generate posterior predictive checks as well as a trace plot of the individual chains. In the posterior predictive plot, we show each chain as a different color. Each line is one posterior sample." ] }, { "cell_type": "code", "execution_count": 43, "id": "79385a2f-eebc-4a3c-a797-ef5b4107c34f", "metadata": { "ExecuteTime": { "end_time": "2024-06-22T01:56:26.913108Z", "start_time": "2024-06-22T01:56:25.201157Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [Q, U, faraday_depth_abs]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "aede7a2db04e41c2ad6e704707970bda", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "posterior = model.sample_posterior_predictive(\n", " thin=100, # keep one in {thin} posterior samples\n", ")\n", "_ = plot_predictive(model.data, posterior.posterior_predictive)" ] }, { "cell_type": "code", "execution_count": 44, "id": "52c1a48d-fba8-47c6-82a3-af6b32a74689", "metadata": { "ExecuteTime": { "end_time": "2024-06-22T01:56:28.035909Z", "start_time": "2024-06-22T01:56:26.914511Z" }, "scrolled": true }, "outputs": [ { "data": { "image/png": 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Mz1PNFakG+ohWlzBwyUaeI+gUiVRXMFwbK7OK36lhuHXK+Rq2uUSsukjQKlDzxyhlKwTsErgOjm+Bqu8WkdoSQbuEY8zjGiZ+q4zrW6a0lCZo5wnVVjGASqCXmj+O36mC61JdzuG3y4TqWUzXpu5P43Mq+O0a1cAKlhkiUkvjdyrY5jKllQx+u4bp1LDNIJVAglhtCb9TxjECuJj4nAqWL0rdN4fPrRKqZcEwscwVqv4efI4FhkvdF8Pn1Aha3vJaZhDDBXCxfGHq/mWi1SV8Tg3bDFALzOO3K9TMqHfM64sSrS+Rm1vENnwYgN+uYPtCVFcyhKwCASsPho+qrxfLFyVgF6j7e7DxYzh1eurL1MwYrs+Hz6rgc2uUVqsYrkW4nsHv1KgWqthmGONOuW0zgmP6CNVyBJwidV8MMPA5FRxjiVpggaBVIGDlcIwclWwJyxfBbxUxDKj7b2I4FrHaIo4RwDLD+OwyhmFQzRbx2RWCVt5bH+ll6r4er0Nv+nAxcMwAoVoWn2thryxhuhYuYPui2EaAcD2Nz61hGyHKwdydz00MHBx8BJwKPqeMi4lr+DHtOq7PR83XQ8QuUJqbxTXBNsJUA7exjQA+pwaGi2sECFgF/E4Fx/CeGXUNExcTcAnYFQzXAsOgHMjgmAFsM0ikvoJlhPC5NXAd/I4XU3Bx8XFnxROwS5iuhWVEqK2kcfBhujaGa+EYQYL2KqbrUvdHwTUI2HksM4KBi98u43Oq1P0xbPM2dTOKiYWBCy4ErRwY4Lp+XNPAcBxcA2wzhIlLqJbBMX1YvjlqvghgYJtBQnYexzEIuGWslSUMDAzXxm9XqAQW8Ll1gvU8JhZVfx+uYWLdWTbbDBOyCxQW5rEMP44ZxHRtfE4Vyxf1tlW7TMDOY5uLWGaUqr+XgF2iHOgnWl/GcF2CdolSIIHPtcF1MHCxVjKYrk3QWgUM6vkSALYR9LYtt0bAKuK3K9QDc9iGH9Ote9uQrwefaxGwSwTsIrVsBsfw49ypR5XZhTv76SqG61Jd8rZxn1PDNXzUzB78boWglcPApbKyjGMGcA0Txwzit4r43DqGa+MYs1hm2NuX2wVsI4Rr+vA5FQJWgbovhu0LU/MvYjgWrmESrq8CDj7Hourv8Tr3QLmY23C7pluRRUREnjGnTp1qXrEdGRnh+PHjzMzMbGoe3/3ud/nOd77TnG6MPOn7P/2IxOBg8+8hYO1QUsF75rPvnul7P4/eMx26Z/reYaoiD/h/47exNdM9j5j3oz7vu2f63rKuFbzn+/eOzxleJ+96vc7k5CTHjx8nes8gMg8b33O9cm9m7O97f39v2R5mvRg0Y+663tWhLlob00cNzHNv/Vnr3uWM3TO9mZit5975Pcy96/Zh5d6Ie9f/w6wXzycZZ/5h29DT9KTrazMeVVfWxjS2mcGjXJf+e7avJ60LD3Pv/vBej6pHTxLzdX/rOs3O7NoY53I5+H8NrveL+6hjKyIi8oxJpVLNUZBHRkZIpVKkUqlNXbUNhUKEQvcf2gSCQY3k2WaBQEAxbTPFtL0Uz/ZTTNtjMzHUqMgiIiLPkOnpaX7zN3/zvr/r3bMiIrKTqWMrIiKyxWSz2Zbp6elpUqkU4F2hPXv2bPOzqakpTpw4odGRRURkR9OtyCIiIlvA1NQUk5OTgDew07Fjx5qvAGpMv/322yQSCY4ePcq5c+dIJBLMzMwwMTHRzaKLiIh0nTq2IiIiW8DY2BhjY2MtV2Mb7u24jo6ONp+xFREREd2KLCIiIiIiIs84dWxFRERERETkmaaOrYiIiIiIiDzT1LEVERERERGRZ5o6tiIiIiIiIvJM63jH1nXdTmcpIiIiIiIi25iu2IqIiIiIiMgzrfNXbNEVWxEREREREWkf3YosIiIiIiIizzRdsRUREREREZFnmjq2IiIiIiIi8kzr/OBR6teKiIiIiIhIG3W8Y+u4TqezFBERERERkW2s4x1b27U7naWIiIiIiIhsY3qPrYiIiIiIiDzT1LEVERERERGRZ1rnb0V2dCuyiIiIiIiItI86tjvM//jDKxz9B1PdLoaIiIiIiEjbdLxjaxq6+7mb/reP5lguVLtdDBERERERkbbpeC/Twup0lrLGrz4/QDigkwsiIiIiIrJ9dLyHU7frnc5S1vjnH85SqetdwiIiIiIisn10/oqtrSu23TSf023IIiIiIiKyvXT+GVtTt8GKiIiIiIhI+3S8l+m4ug1WRGTHqZVg/Nfgo4lul0RERES2IT1ju0O5rtvtIojITmKVYe7n8Okfd7skIiIisg3pdT87lKN+rYh0UnHZSy/9b90th4iIiGxLesZ2h9IVWxHpqMZJzUC0u+UQERGRbanjvcxirdjpLGUdumIrIl1h+LpdAhEREdmGOt+xratjuxW4qGcrIp1keIld624xREREZFvqeMdWHaqtwdElWxHppMZJTavc3XKIiIjIttTxjm3ADHQ6S1mHHrEVkY7KzXW7BCIiIrKNdbxja7t2p7OUdfhMo9tFEJGdpLLa7RKIiIjINtb5IYp1pXBL0GoQkY7SaMgiIiLyFOk9tjtUrqIBXESkg1yn2yUQERGRbazzvUzdAbslVGo6yBSRDgpEul0CERER2cY63rEt1AqdzlLWYdt61llEOqiqfb+IiIg8PR3v2Jb1qoctwdGlcxHpJJ+/2yUQERGRbazjHdu6W+90lrKOal23IotIB5XS3S6BiIiIbGMd79gGzWCns5R1OBrIRUQ6Sbcii4iIyFPU+VuR67oVeSsIB3VboIh0kK19v4iIiDw9He/Y+vB1OktZh+PqTbYi0kH1SrdLICIiIttYxzu2fr+uFG4FK4Vqt4sgIjtJKdPtEoiIiMg21vkrtoau2G4F1bpe9yMiHRQf7nYJREREZBvreMd2sbzY6SxlHRWNiiwineQLdbsEIiIiso11vGNb0XNWW0LQ3/FVLyI7WTnb7RKIiIjINtbx3o1pqkO1FehWZBHpqNWb3S6BiIiIbGMd72XG/LFOZynriIY0iJeIdFCop9slEBERkW2s4x1bG10p3Aps2+h2EURkJ7Hr3S6BiIiIbGMd79hG/dFOZynrKFk6yBSRDtKI+CIiIvIUdbxjW7Nrnc5S1nF1udjtIojITuJa3S7BM2F6epo33njjkd9LpVKcO3eO8+fPc+7cObLZ7NMvnIiIyBbW8Qct/Yae7dwKLEuv+xGRDhp8udsl2PLOnz/PyMgI09PTj/zuyZMnuXjxIuB1ct98800mJiaedhFFRES2rI73MjO1TKezlHVEgjrBICIdpFGRH+nEiRMb+l4qlWqZHhkZYWpq6mkUSURE5JnR8VuRq3a101nKOhzX7XYRRGQn0eBRbTM1NUUymWz5WzKZ3NCVXhERke2q45ftKvVKp7OUdazk9ayziHRQJdvtEmwbD3qeNp1Ob2o+1WqVavXuyeZcLgdAvV6nXteJiHZoxFHxbB/FtL0Uz/ZTTNtrM3HseMc2FtB7bLeC/p5At4sgIjtJUO+xfdo2O4DUmTNn+P73v3/f33/4wx8SjeoNBu00OTnZ7SJsO4ppeyme7aeYtkepVNrwdzvesc1Ws53OUtaRiAa7XQQR2Unyt7tdgm0jkUjcd3U2nU6TSCQ2NZ/vfve7fOc732lO53I5Dhw4wDe/+U0GBgbaUdQdr16vMzk5yfHjxwkEdEK5HRTT9lI8208xba/G3UQb0fGObTSgs8BbgW1rVGQR6SBbr/tpl7GxMcbHx+/7+9GjRzc1n1AoRCgUuu/vgUBAB2Ntppi2n2LaXopn+ymm7bGZGHZ88KiQ7/5GVDpvIadnbEWkg6xyt0vwTLn3tuLp6enmaMgjIyMtn6VSKY4ePbrpK7YiIiLbScc7to6rK4VbQV1XbEWkkwZf6nYJtrypqSlOnz4NeM+/nj9/vvnZvdMTExOcPn2a8+fPMz4+rnfYiojIjtfxW5HnCnOdzlLWUanb3S6CiOwkldVul2DLGxsbY2xsjLNnz9732b0d15GRkeb3Nvr+WxERke2s41ds646Gvt4KesIdP6chIjtZOdPtEoiIiMg21vGObcDUQ9RbQb6iZ2xFpIMqGx/VUERERGSzOt6xTYQSnc5S1rE7Hul2EURkJ4nEu10CERER2cY63rG1XL3yYSvQ4FEi0lG6YisiIiJPUcc7tn2hvk5nKeuYX610uwgispMEYt0ugYiIiGxjHe/YFuvFTmcp67id1TslRaSDjG4XQERERLazjndsDUNHN1uBz9R6EJEO2vVKt0sgIiIi21jHO7bZSrbTWco6IkFft4sgIjvJwqfdLoGIiIhsYx3v2FataqezlHXULLfbRRAREREREWmLzndsHXVst4JcSe+xFZEOqpe6XQIRERHZxjresQ35Qp3OUtYx3Kf32IpIBwWi3S6BiIiIbGMd79iWdNZ+S4hHAt0ugojsJPnZbpdAREREtrGOd2yjOmu/JVQtu9tFEJGdxNVz/SIiIvL0dLxjGwvEOp2lrGM+p2edRURERERke+j8636q2U5nKeswdPFERDqpf6TbJRAREZFtTO+x3aEsx+l2EURkJykudLsEIiIiso11vGNru3q2cyvo1eBRItJJ1UK3SyAiIiLbWMc7tmF/uNNZyjrylXq3iyAiO4mjd2eLiIjI09Pxjm1fsK/TWco6BmJ6n7CIdJBf784WERGRp6fjHVuMjuco69DYUSLSUXXdiiwiIiJPT8c7tkEz2OksZR3XlovdLoKI7CSB3m6XQERERLaxjnds646e7dwKVvWMrYh0kl8nNUVEROTp6XjHtqYBRLaEoE/3hItIB8WGul0CERER2cb8nc6wWNctsFtBJOjrdhFEZCdZvdntEsgGvfVPLnJo7y4M4FamRDDg47W9CVwcLlzL0BcJcGSoB9OAD25kGBmM8frBfhZXK/zry0vs748QDfpZKVTJluu8ujdOOODnZrrIcqHGLx3ow+8zubpUZG61zO+9tpe+aIB/9dkiC7kKR3b14DcMbqTLmIbL6wf7cVyXi9czxEI+nh/qpWI5XJ7PkYwF+XdeHCJTqvGvPlukLxIgHg5Qrtss5Coc6I+wtz9Krlzji6UCRwZiJHtC3MqUWcxV+M0v7SYZC/EXlxa4mS5zcCBK0GdyM1PGNOCrBxOYhsHPb2QwTINfOtBP0DS4eCPN3kSENw4lSZdq/OlHc8TDAZI9ARwHZrNlXhruJR72c3EG/vG77/OVfQl6wgFupovcSJf59ZeG2NUb5t9cXmQhX+VgMoppGOQrdcqWzZf39BHwm3x4M4PPMHhxuBfHgQ9vZRnsDfLNl3ZTrtWZ/HSRSMBHbyRAuWaxlK9xeDDGcCLMSr7GF4t5jh7qx+czuZkusbBa4W997QCVusOf/mKOYqXOocEefKbB7WyJnqCfl/bEMTD49PYqfr/Bq3v7qNkOP5lZ4UAywtdHBplfLfOXV5YZ7AkSDPgolC1WyzW+NjKA3zD5fCHPSr7Cq/v6iAR8LOQqLBdq/O5re/CZBn/x+SKZcp3heBjXhfnVCn1RP6/u7aNUs/j41io9YT9HhnoA+PjWKvsSEd441MfkTTj/Dy8Qj4SIhf1U6hYLq1W+si9OoifEp7dXWchV+aX9fcQjQW5miizn6xx/ZReRoI9/9vNZKpbN3r4IoYDJjXSZSMDktQP92LbN+1czJKMBvrQnjuW6fHA1zfO7Ynxlfz8rxSp/+cUy8YifaCDAaqVKplDntQN9hAI+rizmWcpVGT2YJBb2c2OlyEqhxq+/tIu+aIC/uLRItlxnV08IvwkL+RrhgMmRoV4qlsVns3niYT8v74mzXKjxxUKeI0NRvn5kiJnFAh9cS9PfEyQe9rNaqrNcrPL8rl7i4QA30iXSxRov7I4RDwe4slSgULb4G7+0FwP4i0uLFKo2/dEAAZ/JaqVO1G9SScPH//JzfjFXYCAa4PnhXjKFGpcXCzw/1MPooX5ms2UuXE0TDfqIhvzULZd0qcpzAzF2xcPczpT4YjHP6/sTJHtC/OxGhkrd4fd+aS9Bv8m/+GiWcs3m0EAU14Vb2TJhv4+X9/Tiw+AnV5fZFQ+zLxElU6gys1LkqwcSfGlPH6nFPD+9nmGoJ0go4KNYsVgt13ltfwLDMJjPl8kWa7x+IIFpmly8liHgN/jdr+zBdeFPP56j7jjsikfwm3ArU6Y37Of5oR4qlsOl+RzxSJAjQz0s5at8sZjnK/vivDgc5/Jcno9vZxnuC9MbDpAr11nI3alrsRCX5nPkynVGhnroCfm5vJDDdSFZhZv/JsVHt3OUaw674iFc19s3xEI+XtnbR7Fq8cVCnqHeEAcHYsxlK1xfKXLsuQSHBnu4slhg+nqG/ckIIZ+fUr3OYr7KC0M9xCNBrq8UWcpX+erBBKWazeWFPImon185MgQY/OiLRSp1hz19YVzX5dpKiWRPkFf39FG3HS5eT/P8rh72JCLMZcpcXszz2oF+jgz1cHkux0e3Vjk8FMNnmizmyqyWLV7Z20syFuJ2psytbIlX9sQxDYPP51bpCQf46y/sIluq8f7VNFXLZlc8jOHCUqFKwG/yynAcx3X5+HaWfYkog70h5rJl5nMVXtjdy7FD/Xw2l+OvUiv0RwL0RYNYlY33HTvesS3Xy53OUtZRqjndLoKI7CSuhqx7VtzMlKkHCpiGwfxqmWjQR8hvUrccri4X6Y8G8PtMapbD9eUijuOSjIVYWC1zbaVErlInEvRTrdukSzVcYKgnyK1MmblcBdOE3nCAW5kymWKN6ytFIgXvoHylUKXueHVluVDFbxqEgz7qtsONdImg38Q0DFwXUstFSjXby7Nc52a6TD5qEQrUKFbrrJYtfAaU6g4rhRrXVoq4LiSKdRZWy9zOVhjuCzPQEyK1XGQxV6XuOPhMg1y5juW49IT8uLikVoqYhkHY76Nm23xyO89CrkosFKBUtZhdLbNcrLJS8jq2C7kK+YrN3kSIuaJBsVTGdV12x6PM58rMrVbIlGoUazazqxUWchUqdZug38dSvgK4xAJ+XOCLxSKRgElPOECxZnEz483r0kKe25kSn87l6IsESUQDlKo2K8Uqfp/BSrHGfK7Mwqo3HQ36uZUpkS3Vmb6eJRQw75TTou6C4Ros5Sv4TAPLhXrd5pO5PD1hH5W6g2ka3EiXMAyYWSqQKdaYWSqSKdaIhQLkK3Wy5ToBn9fxuZkukSnWiAR9xEJ+ri6VWC3X+Ph2lJDP5NJ8gUK1Tq7sPRq1lK8SDfqo1h0cFz6fzxMO+LBsF8vxlne1UiccMFksmdzMFIlHa0QDPqqWQ7ZUw+czCfpLzGXLrBRrBPwGveEAs9kyK4UaBwYiBH3echdrNjXLxXZclgte3i7gOC5XVwrMrXrztR2HmeUi+YpFyO9npVhtdoTCfhPLcclXLMJBP71hPzdWyqSLNfy+LMlokNvZCoVanZmlAr3hAJfm85RqNrlyHdt2yJYtekI+XNegWLO4tlIk7DdxgbJlM7taJhQw+WR2ldRSgZmVIolijWjQR6FqUahaxIJ+ssE611aKpAtVTCAa8jO/WiZbrvPhrSzxsJ/LiwWqdZtCbwgXWMxVCZgG/YZBfbHIjZUSSwUfVculYtlcXyli2w6RoI+ry0U+mcvRG/IRj3h1LVuuU6nb3M6WWcxXWSlU6Q0Xubpc4la2RKXu8MVCHtcwmFksULUdilULwzBYylcJ+k2CfpNq3eZmpsJq2cJ1DaqW5XU+Q358pskvbme5ulykXLMI+nysVmrkKxZBv4nfZzKbKd+pe97+4VamiO3AL5KrXt1ZzGPZLrmKhe3AUr5CJODFvFK3+GwuTzIWpGY55Mp1bqRL9EcDhAM+Li8WuJkpky7WiYZ8lGsO+Uq9uR+bv7Mt2y4ETINrK0Vvv+M3CK5W+Gw2hw2kSzX8hsFysdosp+PCpYUCuYpF4c62eyvj7XMrFnx8K8O1lSLLxRqRgEmhYlGu21i2S380wGymQrluc2khT9jnY3a1zNyqwb5ElGLV5tJcnrrjki55d8su5qpkSjVqdYe643J5oUCp5nBtxTshMr9aIRLwgwtXlgpcXSmSLtWIBP0Uqxa5Sh2/zyAS8PafpbpFLOTHtl1SKyV8hsFwItKMYdWyKdccDMPldqZMJOjDBAzD4Hq6RL5is69aZzFXZTFfxbhzM+nNlRLz2Qr5skWsVKeYX91w+9Xxjq1GRd4aapbd7SKIyE6iju0z40/+r3+NgYEBXNfFMO422nXLJuD3YTsuPvP+xrzxfcdxMdf5/JF+5+UnKTb/4N9/8Gf3LguAbTv4fN4TWY7jYhjc952Nzusf8JWWv9t3OueObfEnf/In/Lv/7q8RDAYee/7r/W2jnz/oM9d1cd0vPXRdbXZd2raDAwR8G3vS7WHlflDe9XqdP3Fn+Na3fp1AILDu/Nw7+5vGvOuWA4ZXrqplEzDNDS3X2vKt/X+jbPfms5Fl/C9+90uPzHe93230ew/73f/td19tmbZth1q9zp//2b/kW996oxlPr26AaRr3bRvrLfPabf9B29H/82+80rZlXO+zuu3gN437yuW68H1oru/14mU7Lv47dfZR+7cHaSx73XYwXIc/+ZM/4VvfegXT5193fhuxtp5tJE7rlXntsq33eWN7efB26GCa5iO//6h9xYO2pUeV3zAMcrkcff/FI78OdKNjK1vCYI/eYysiHeTqLpFnzb0HHgG/9wjLgw7SGt9/rE7tU7beQZRvzcHeZsr8oAOytX9vxMix785/owem633vUb992OcPK++jirTZdenzmWzmQaeHlftx6lFjfvfX3bvrOuTfeAnXzmft/xtl28g6fZwOyWZ+d+/3NpOfz2fid+7v9KytG/euh4fVz82usyfZJu79bL2TKevV8fXi5ffdv+1utqyNZQ/6fdTrd9u7x+3Urp3nk9Qh/0PG1HnQ9tJahrtxfdj3H7XuH7QtbfQ3G9XxwaNsR1cKt4LecODRXxIRaZdqrtslEBERkW2s4x3bsD/c6SxlHQW97kdEOukxzziLiIiIbETHO7Yxf6z5f1297Z5cxep2EURkJ/HpPbYiIiLy9HS8Y7tYXmz+30WDiXSL7eh5NxHpoHC82yUQERGRbazjHdti7e67iAwNkdw1PrPjq15EdrKKnrEVERGRp6ervRtvUHjphuAGh+IXEWkLvcNcREREnqLODx4VuDt4VLVe7XT2coejd0qKSCdp8CgRERF5ijrese0J9NzNXLfDds1m3uMmIvLEDO3vRURE5Onp+JGGuebgxtSBTte4ungiIp1kr3nFmO4YERERkTbrfMfWvZtlza51OvsdzV1zMDmb0fNuItJBvtDd/7saX0FERETaq+MdW4u7708tazCRjlrbsa3ZOrAUkQ6K9N39vzq2IiIi0mYd79jWnbu3o4X8oYd8U9pt7TPNAZ/uRRaRDnLsu/9Xx1ZERETarOMd20Kt0Py/z9AARp1Ut+4eWAb0uh8R6aRa/u7/1bEVERGRNut476bm3H2utmSVOp39jrZaunu1vFK3H/JNEZE2s3XFVkRERJ6ejnds116lLVt6xraTSms6swa6FVlEOsjnv/t/dWxFRESkzTp/xXbNSMgRf6TT2e9oNevuwWRP2P+Qb4qItJlVuft/dWxFRESkzTresTWMu1cK9YxtZxVrd0ek7gmpYysiHeTc3f+oYysiIiLt1vGObWjNuwyzlWyns9/Rqmuu2GZKeoewiHSJo46tiIiItFfHO7ZBM9j8f9Eqdjr7HS0WvHuF3LLdh3xTRKTN1pzU1BVbERERabeOd2yXy8vN//eF+jqd/Y5Wrt89mLR0xUREOmrtgHU6sSYiIiLt1fGObdWu3s3c0LtUO2mlcHfwlnBAzzeLSAetedUbth6FEBERkfbqas8yV8t1M/sd58bK3dcr1W1dsRWRDrKt9f8vIiIi0gYd79iufcVP3a53OvsdzTTv3goY9OtquYh00JoR8XG07xcREZH26vg7X2zXbv7f7O4F4x2nXLsbew0eJSKdtWafUy10rxhbXCqV4vz584yMjJBKpTh16hSJRGLd705PTwMwOjpKKpUim80yOjrawdKKiIhsHR3v2B7oPcB8aR6AxdJip7Pf0SrW3dv/1K0Vka5ZvQX7vtrtUmxJJ0+e5OLFi4DXyX3zzTeZmJhY97vj4+O88847AIyNjT3weyIiIjtBxzu2yXCy+X/H0HOenXQjffcZ20JFtwKKSAe5a06npa92rxxbWCqVapkeGRlhamrqgd9/4403yGQyAA+8qisiIrJTdLxj+/tv/D7Ti9MslZe4mb/Z6ex3tN94eRd//skCFcvB0jkFEekUx6HlPpFDX+9aUbayqakpkslky9+SySTT09MPvMX4STq01WqVavXumwpyOW9Ax//xZ/8jh3cfxsXlRv4G8UCcg30HMVyDzzKfkQglGI4O4+Dw8fLHvJB4gRf6X2C5vMz0wjQxf4yh6BD5ep7bhdt8aeBLRHwRZguzLJWWeL7/efymn5XSChWnwtd2f42AL8AnK5+wVF5iKDKE7drczN8k5o/xpeSXwIDP0p8RNIPs7dmL4RpcWb3Cofghnu9/nnQlzQfzH9Af7qc30EuxXmS+NM/h+GGSkSQrpRWu56/zSvIVQv4Qt/K3SFfS/Oq+XyXij/DzxZ9TqBfYFd2F7doslZcwMXll4BUAPl35FMd1eHXgVVxcLq1cIhlO8urQq9iOzZ9f/3Mi/gi7YrtwHS9uA5EB4oE4n5Y+5eKPL/J88nkGw4OUaiVmcjO8PvQ68VCcmcwMl7KXONBzAJ/pY7WyStEq8lLiJWzDZrG0SK6W40v9X8LB4dP0pyRDSY4OH6Vm1/jp/E8xMBgMD+I3/dws3KQv2Meh+CGqVpXP0p9xMH6Qwegg2UqWK6tXeLHvRfbH97NSXuHnSz9nX2wfAV+AfC3PSnmFLw9+Gb/Pz63cLVZrqxzpO4JpmlxbvYbjOnxt+GuE/CF+dOtHWK7Fwd6D4MJsaRYDg0O9h3BxuZ67zu7YboYiQ+QqOa7krjASH+G5vudYLi3zSfoTeoO9hM0wVbtKuprmSN8Rwv4wmUqGhfICr/a/imma3CrcYrW6yjd2f4Or1lX+8Od/SLqWZk90D0FfkIXSApZj8aXklwiYAS5lLhEwAxzuOwwOTC9NEw/GGd09Stkq83n6cwJmgN5QL6u1VTKlDHt79jIQGaBcL3Nl9Qov9b9ELBDjZu4mK9UVvrHnG/SF+vh4+WNWKivs69lH3a4zW/SW+4XEC7i4fJ75nL5QH8ORYap2lUuZSzyfeJ4jiSPkajl+tvAzkuEksWCMmlVjrjzHcHSYZChJuV7mev46Lw+8TMgfYjY/y0Jpga8Nf42eQA8fLX1EppZhb2wvASPAYmWRklXi9YHXcQ2XVDZFvp7nKwNfwXItLmUusTu6m9eGXqNqVfmr2b/Cb/qJh+IAzBfmWSmtYF2xqLt1LmUueWWJJHFshyvZK7w29Bq7YrtIZVPMrM6wv2c/uLBYXqRslfnq0FfxmT5mVmco1ou8mHwRn+EjlU3hN/x8eejL2I7NhYULxPwx/KYfx3XI1/Lsju1mIDxAzalxKeNtB32hPgrVAjcLNzk2fIxYIMb13HU+T3/u1TUDVmurlK0yL/a/iIlJKpciW8ny9T1fx2/6+TzzOXWrzq/s+xVc1+WjpY8oWkVvnTl1budvEw/GOdh7kJJVYmZ1hqHIEMOxYQr1Ap+lP+PVgVcZiY+wUFzgJws/YTg2TNAMUqqXyFQzvJp8lXAgzM3CTTLlDC/3v0zQHySVTvFZ8TN6rvfgD/i5MH+BolXkUO8hDNPgavYqUX+UI31HcHD4IvMFyUiSvbG91J06nyx/woH4AV7sf5FsNcvPF3/OYGSQiD9C1aqyWF7kub7n6A30slxeZrYwy3N9z9ET7OF67jqr1VWODh+lL9jHpyufkq1k6Qv1EQvGWCwtYjs2R/qPYGJyOXMZXHg+8Tw+08cvVn5BT7CHV5OvUqwX+cXKLwj5QuyK7CJXy7FYXmQ4NszB+EFylRxXc1fZ37OfZDjJrfwtFkuLvDr0Kntie7iavcrV1asMRgYJ+oMU60XSlTQjfSP0hfq4vnqdslXmub7nsGyLm8Wb9AR6+PLAl8GA6blpKnaFsB3ecLvW8Y7t/t79/C+/+7/wjz/9x/ydV/5Op7Pf0f7mV/fzf3h9H3/vf/opX9rX2+3iiMhOYZrwG/8PCCfgl/42BGPdLtGWlM1m1/17Op1+4PfPnz8PwIULF3jrrbcYGRnZcH5nzpzh+9///n1//2dX/hl9s9575gtugQABBn2DAMzZcwQJMuAbAGDWnqXP6ONQ4BCr9irX7etEiOA3/FiuRZkyF65dIGyEKdgFcuQYMoYImAHSdpoaNX7xxS/wmT4u1y5To0bM8OpH0S3iw8dPfD8BYN6eJ2gESZpJLMdi0V2k3+zngP8AWTvLDfsGUaL4DB91t06FCv1GPxEzQsEpkHNzXLx6kYAZIOtkKbklbty4gWEYXKldoUyZHqMHgJJbAuDHvh8DsGgvYmLyvu/9ZhyiRpQjgSPYrs0n9U8IEiRkhHBdlwIFeuml19dLza2xfHWZxLUEUTNK3s6TJ88HMx/QZ/Zxw7pB1skSI4ZpmFTdKjVqvG++j9/ws2KvYGFx0efdor5gL+A3/Hz0xUfYrs2n9U/x4SNiRJp5R4jQ7+un7tZZcpaIG3F6zB4qToW0m2bYHGaXfxdL1hJzztx9ef8k9RNCZoisnaVMmT2+PQAs2Utexy31OSYmn9c/x8UlYkTuqy8ODov2IhEjQp/Z18x7wBxgn38fK9YKt53bzXXWyLuxzvJOnryb56fmTzEMgxV7hRo1Prv6GUEjyMxnM5TcUss6c3G54LuAgcGS7Z2cGPAN4OIyb88TJcpnqc8oOkVSVoogQYJGENu1KVFqrrOyWybjZLhgXCBgBsjYGSpUuHTtEhEzwpXaFSpUWuqqgcGgbxAfPhbtRQIE6Pf147gO8848PzZ+zOHAYYpOkRlrhjBhAkaguZ30Gr30mr2UnTIZN8O/nfm3hMwQq84qRbfYzPta7Rp58sSIYRgGZbeMjc0F8wKG4S03wAepD+6rq1WnymXrMn78hI0wLi4Ft0CMGFcvXqXqVllxVpplKTklsm6WD65+wIBvgNvWbVaclWZ9qbgVLCw+uPoBPsPHkr2Ejc2wb/huXcXPR8GPsFyLz+uf48dPyAjh4FB0i0SNKAkzQc2psewukzC87aS5zc5cpN/fz6w1y7KzfF9d3WXuwm/4m+vokxufNPM2Mbl89TKu6/JZ/TNcXKJGFIC8mydMmKQviYPDvD1Pj9FD3IxTdaqsuCv87NrP2OPfQ9pKc8u51dy31dwaVapcvHaRoBFs5v1T86f4DT/L9jI2Nv/k/X+Cz/BxuX4ZC4sIEQzDoOAWmvtRB4cFe4GIESFhJrBci0Xn7r6tUV9ChAgawea+rbFNF+wCefIMmAPNslSp8um1T+kxe7hav0rRLRIhgmmYlN0yDg5D5hA+w8eyvYyDw6DpbbPLzjIRI8KH/g+pUCFVT2FiEjbCODiU3TIhI0S/2U/VrZJ20sSNODEzRtEtknNyfHz9Y/rMPm7Wb5JxMy1xq1G7r6wD5gABI8CSvYRhGBz2H8aPn8v1y9jYBMvBDbdrHe/YAuyK7eI/O/afdSPrHc8wDP7Rf/TL3S6GiOw0/472+Y/rQR3etQNLjYyMcPz4cWZmZjY83+9+97t85zvfaU7ncjkOHDjAf/Ur/xXDu7wDU9u28fv89AR7MAyDm7mbhHwhhmPD2I5NupLGNEz6w/348DFfmifkD2FgULEquK5LPBQnEohQqpco1UsMRAZIhBLczt8mU8lwpP+Id3V49QYRf4RoMIofPw4OpXqJSCDiHQTXivQEehiIDLBSWmGlukIylCQWiuE4DouFRaIh76C1alcJ+bwDwbA/TNkqU6gVSEaS+H3e1eKyVebFgRexbIuF4gK5Wo7BqHfVs1ArULfr9IZ6vY5wJUvQFyQW8DoTtwu36Q30siu6CweHucIcftOPz/QRNIIsVha9svli/MX//he88MsvMBgZxDAN0uU0JavEc4nniJgRcrUclXqFcCCM3/CTr+UpWAV2x3bTF+xjsbRIsVZkMDpI2B9mtbKK7dokI0kMDG7lbxHyhQj5Q1SsCoVaAb/PT3+oH8uxWKms0BfsIxqMUrfqZKoZBsIDJCNJ8tU8S5UlgkYQv99PvV6nYBW8q0OBCPlqHguL/bH91JwaS6UlbNfmYO9BLNciV81Rd+pggOu4FK0isUCMgdAAlmMxW5ol4ovQE+zBsR3S1TSDkUHCgTCFaoHlyjKDkUF8ho+KXaFiVegN9BILxcjX8mQrWXZFdhH0B1koLmCaJv3+fv7qL/+Kv//Nvw8+6An0UKwVqdgVHBz6Q/3U7BpVq4rruiQiCWzHJlfJEY/EGQgPULbKzGRn6A1669dxHQr1AolggnAgTN2pk6vmSAQSBPwBMtUMVbvKntgefKaPufwctmETNL0D7ppdI+aPeXXVdShZJWp2jYHIAH78LJeXsV2b5/qeo2JVmCvOEfKFsLExMKg7dfqCffSF+rx1Ul4iGowSNsNUnAqlWonDfYdxcMhX8+RreaKBaHMbcXEZigxhGiYLxQUCvgCD4UFvm83fJBaMMRgZxHIsbhVu0eProSfYQ92pM1+Y5/MPPue3v/nb1I062VKWRCRBPBgnW82yWltlV3QXYV+YUr3ErcItegO9BP1BHNuh5tboCfQQ9AXJVDK4rsuu2C5v/Rdn6fX3MtwzjOVaLBWXqDt14sE4GLBSWiEWiJGMJClbZZZKS/QEe+gL9lGsF1mqLLE7vJu+SB/lWplMNUPIF8Jv+inWi1SdKnuiewgHws117jN9uLhky1ki/gi7e3ZjuzZXs1cxDZOQP0TADLBaXSXsDxMPxgmaQW4VbpEIJugJ9+A6LquVVUL+kFcfbK8+BHwBLw5WCcd1SAQT+H1+MlXvkZBYIIbP8LFSXOH9H7/P7/3G7xEJR1goLFCsFwn5Q1iON95NyAwRD8cxMZktzBL0BekPe3U3X8sT8oeIh+K4rsv11esE/UGi/ii2a5Ov5omH48QDcW+/apUYigzh9/kp1AtYtsVgZBDTMFksL7JaWaUv3IfjOtTtOlW76tVN00+hWsAwDHoDvdTdOuV6mYAvwHBsmLpd51bhFq7jEvQHMQwD13WxHIueUA+2Y3v7aH/E+9w1yFayDPd4V7aXK8vka3kCZoCQL0ShVsA0TQYiAxgYFGtFylaZeDhOzB9jtbJKvp7nQO8BDMNgobiA7dgYVYNRNjYwYlc6tiIiItIqkUjcd3U2nU4/8HbjVCrVvEW5MYpyKpXa8FXbUChEKBS67+9H9x1lYGBg3d8c7j/cMj1Ca14Hkwc3lDdAf6y/ZXpf374N/3ag5/7yHezfeN735jXUO7Th3wIc6j/UMr0nvqdl+gVeAKBe9zosR/ccJRAIrDuv3ex+aF6DPYMPzWs4PryhMj9o3oc5/Ogv3nFv3Paw5wHf9DyqPrzESxvO+0DiAODFtMfs4fmB5x8Y00fpo29TcTvAgZbpe9fBo+zv398yvS/x4Lq+q3cXRzjywM8fFfN76+b+RGveBxOt62QkMUL2oyz7+vZ58Vyzaa1XN0cGHrx/ubcuHU62Tu+N731o2RvbzdOwu/fh29mB/gMP/fxh9tMa4709e7kZvMnu+G4CgQADsfX3pw0Pqw9wt+4/js3u2+61K77rsX872Dv46C+tsbevtX40ttHGYzIbofftiIiIbAFjY2Pr/v3o0aP3/W16eprf/M3fvO/v9z6jKyIislOoYysiIrIF3HulNZVKcfTo0eYV2+np6ebIySMjI5w9e7b53ampKU6cOKHRkUVEZMfSrcgiIiJbxMTEBKdPn+bYsWNcuHCh5d20Z86c4dixY7z99tskEgmOHj3KuXPnSCQSzMzM6D22IiKyo22oY+veef/gZu5xfhbV63VKpRK5XO6xn9vYSRSvzVPMNk8x25ydFK9Gm+SufUfuM27tldgTJ060fHZvx3V0dPSBrwF6HI045vP5bV93OmUnbY+dopi2l+LZfoppe22mrd9QxzafzwNw4MDjP7wsIiLyNOTzefr6+rpdjGfeysoKAIcPb3wwIRERkU7YSFtvuBvo/jqOw+zsLL29vRiG0bYCbjWNVx3cvHmTeDze7eJseYrX5ilmm6eYbc5OipfruuTzefbu3YtpasiIJ5XNZunv7+fGjRs6UdAmO2l77BTFtL0Uz/ZTTNtrM239hq7YmqbJ/v37H/3FbSIej6siboLitXmK2eYpZpuzU+KlDlj7NA4Y+vr6dkTd6aSdsj12kmLaXopn+ymm7bPRtl6nuEVEREREROSZpo6tiIiIiIiIPNPUsV0jFArxve99j1Ao1O2iPBMUr81TzDZPMdscxUsel+pO+ymm7aeYtpfi2X6KafdsaPAoERERERERka1KV2xlXVNTU0xNTXW7GCIiIvKUqK0Xke1EHVu5z8mTJ0kmk0xMTHDu3LmO5JnNZjl58mTHXyfVyXynpqZ44403OH78+FPPS0RE5GHU1j8dautFuke3IkuLVCrF8ePHmZmZIZVKkUwmSSQSHcvfMAy6USWfRr7nzp3j7bffbvnb+fPnOXPmDBcvXmxrXiIiIhultr591NaLbB26Yiststlss3EbGRnpaEO33UxOTt73N8VTRES6TW19+6itF9k61LGV+ySTyW4X4ZnXqdu6REREHofa+ientl5ka/F3uwCydUxPTzM+Ps4HH3zAuXPnGB0dZWxsjOnpadLpNKlUiosXL3Ly5EnGxsYA71mS06dPc/ToUY4fP84PfvADjh8/zqlTpx76u4bTp09z5MiRBzawD5pH4zafbDbL+Ph4829vvvkm3/72txkfH3/osj4q32w2y5kzZzh27BgXLlzg2LFjnDhxorm8yWSSkydPAjAzM8PAwEDzVqTz589z4cIFUqlUs9G79zalqakpstksFy5caPntetbmefbsWdLpNNPT0wCcOnWK9957D/DOGr/77rvNM8UPWoaHxfVB+U1OTj6ynJv57dqypdNpstls8/MH1amRkZHHioOIiNyltv4utfVq62WbcUXWuHjxojs6Otryt9HRUXd8fNx1XdfNZDJuIpFwM5lM8/Px8XF3ZGTEnZmZcScnJ92JiYkN/W5sbMydnJxsTs/MzLj3VsmHzWNyctIdGRlp+f7Zs2cfuYwbybexPGvL0ZiemJi4b1lOnDjhvv32283piYkJd2xs7L68Jycn3UQi0TJvoGVe65mYmLivTEAzNq7ruqdOnWpZ/octw6PWzYPye1Q5N/rbtWVxXS8uJ06caE4/qE49ThxERKSV2nqP2nq19bK96FZkeaSzZ882z/A1zoylUqnm58lkknQ6zcjICGNjY80zhQ/73dTUFB988EHLWd2RkZFN5b32rGMjbeT9IBvJ9/z58/f9vXGWuOHo0aMtZwnfeuutTd2StHbeiUSiJZ7rSSQSzRiv/du90zMzMxtahket0wfl96hybuS3Dytb46zsg+rUZuMgIiIbo7Zebf1Gy7mR36qtl27QrcjySEePHuWdd94hkUg88Haeo0ePbup3jVEYnzTv06dPN3fcqVTqvtuf7rWRfC9cuADQ0rgdO3aM0dHRB/6msbNNpVLrNtrrfXez1vvdg5blUcuwkXX6uOV81G8vXLiwbp6NBnFtGTc6bz0rJiLyZNTWq61vR1nXlk1tvXTajuvYplIpzp8/z8jICKlUilOnTj30/vypqamWHdijdqbb0aFDh/j2t7/Nb//2b5NKpZpD5a8dVbEhlUoxNTVFMpnk7/7dv8v4+Dh/5+/8HQDefPPN5u9GRkZIp9OPzPvw4cNMTEw04752HolEglOnTvHWW28xNTW1oZ3zRvI9duwY58+ff+QZ4bUaZyhHRkaYnp7m7bff5siRI83PstnsfY1loy7W63X+0T/6R20dmfJRy/CouD5NjbKtNT093awXD/PFF1+wsLDAuXPnuHDhAu++++7TLOqWNT09zZtvvrmpV0mcPn2a7373u3oeSda12bZRPNPT080riY190torYw+K6VaM9+O2Cw/73ZO09X/wB3/Af/lf/pccOnSo2da/+eab7Nmzh3Pnzj00ni+++OJTb+vX+2y9tv5p2mhb3yifZVm8//77zeONubk5FhYWOH/+fLMeNjxpHV2vrQc21NZvZWuPc1OpFCdOnGg54fEsbfPbUrfvhe60tc+UzMzMtNzrf6/JyUn31KlTze/e+4zHdjQ5OdkSo8nJyZZnUhrPqFy8eLH5rMPaZ0wazzs0fteIn+u69/1udHS05fmXixcvtjyfcW/e683Ddb3nLO59VuhhHpWv63rPrFy8eLFluRu/aTx3s9aJEyfcs2fPuhMTE835Nco0MTGx7rNCjc8TiYT7x3/8x4+si/fWv0Qi0VLGt99+uyXeD1qGjcR1I/k9SVnXPjszMTHhnj17tqVMD3pu6T/+j//j5rzPnj3rjo6OPjIO283aOrZR69VxkbU20zbKXWuf8WvskxoeFtNux/tRbb3r3t8urLdf3sjvHretB9z/7r/775p/GxwcbJZ5I/F8mm392uV/VFvfsJE29Gm09WuPZQF33759zXXz/PPPN/NrxK2R36Pq6Gbb+kaM1tahhz2jvNk4dMq9z/WuLcNW3uZ3ih3VsZ2ZmbmvA3TvTmutkZGRlh3g2o1zO7p48aI7NjbmJhIJ9+2333ZnZmbcmZkZd3Bw0D179mzzwf5oNOqeOHGiueNs/Obs2bPua6+91pzfqVOn3K997WvN301MTDR/57reQAZvv/22Oz4+3vwccE+cONGMdWNwgAfNo1Hu9QYQaDSMa/9tNN9MJtPMu/GdhomJCXd0dLT598a87s270QA2ytaIL+C+/fbb7muvvea+/fbbze/29PSsW+a1vzt79myz/I3fXbx4sTnQwsjISMtAEQ9ahofFdSP5PSi+G/3t2nUwPj7e/I7ruvfVqcY2+E//6T91/X5/c94/+9nPmvk+LA7b1WY6to24qGMr69ls2yieixcvtsSpceK30XY+KKbdjvd6bb3rPrxdeNB++VG/c93Ha+u/853vuLFYzP2jP/oj13W9mL388sstbX0jZuu1RYk7gyQ97bbedd2HtvUPagc72dYnk0n3j/7oj5qf/c7v/I47OTnp/vEf/7Hb29vbkl8oFHIB93d+53fcl19++YHxfZK2vuFBdepx49Ap9267ay+AbdVtfifZUR3b8fHx+84M3Xumq2FmZqZZ6S5evLhjDwg3EzPX9UYhbIyCt3aEu6dp7VnSTnjQGca1HtXp2Gxcd4KNdNTW1qedfhVyox3bRszUsZUH0f7o8T1on/SwmCreD7fePmt8fNz9yle+su7V1qcVz4209Vvdw45lVUcfz4OOcxXPrWFHjYqczWbX/ft6z2FMT0+TTCab98O/88476z4rsN1tJmZA81mOI0eOMDExsalnVzbj9OnTzZEJ0+l0x59T2MgzQw+z2biKZ219+sEPfsDY2JieUXmITjwzLc8+7Y8e34P2SQ+LqeL9YPfus773ve9x7tw5stks9Xr9vv3Z047ns75OHnYsqzr6eB50nKt4bg07qmP7IOtVuMYLrRuN1KlTp5ov6ZYHb8BTU1OcPXuW8fFx3nnnHd56662nkv/x48dJJBK88847LYMdPG1TU1OMj4+3vJC9nR4UV2mVzWY5f/58s4GR9b333ns7csA7aQ/tjzZuo/ukh8VU8b5/n/XNb36TRCLB+++/z/79++/7/tOK59Nu6zvlcY5lVUcfbrPHuYpnZ+2oUZEb78Va60FX+xojxjU+a6TT09MdHfGu2zYTs1QqxYULFzh79izgjSD9xhtvcPr06baPgNetg/WxsbG25L2ZuMr9Tp8+zeTkpOL1EFNTU3z729/udjHkGaD90ZO7d5/0sJgq3utbb5/167/+6824jI+Pt3z2NOPZrra+2x52LKs6unkPO85VPLeGHXXF9kE7qfXeofUsD0XeTpuJ2fT0NMeOHWtOj4yM8N3vfldnpNaxmbhKq3PnzjVPlmSzWdWvh3jvvfd45513eOedd0ilUpw5c4bp6eluF0u2GO2Pnsx6+6SHxVTxfrAH7bMUz8fzsGNZxXTzHnacq3huDTvqiu29G3gqleLo0aP3ncEaGRlhZGSEo0ePNp/3aLzLdiddrYXNxWx0dJTx8fGWZ45WVlZ2XMwa7n1W6N76tda9cd2pHhYz8F5CPzo62jyAfO+99zp6K/pW87B43duQvvXWW7z11ls6aSf30f7o8T1on3Rv7NbG9GGf7WSb2WcpnhuzmWNZxfTRNnOcq3h2h+G6rvuoLzmOw+zsLL29vRiG0YlyPTVXr17lf/6f/2dGR0eZnp7mO9/5TrNi/d2/+3cZHR3l93//9wHvoPF73/ser7/+Oj//+c/5/d//fQ4fPty9wnfJZmL2wx/+kA8//JC+vj7Au41oJ8Xshz/8IT/84Q/5gz/4A/7T//Q/ZXR0lL/5N/8mcH+sHhbXnWSjMbt69Sqvv/56y2/7+vq4ceNG5wvdRZupY+Dtx/7hP/yHfO973+Pv/b2/x3/4H/6H98XxWeW6Lvl8nr1792KaO+oGpLZLpVL84R/+Ic8//zyffvopf//v//0duT/ajEftkx62j9f+/8EetM9SPB/Pw45lFdPNe9hxruL5dGymrd9Qx/bWrVscOHCgbQUUERFpl5s3b647sIxsjtp6ERHZqjbS1m/oVuTe3t7mDOPx+BMVql6v8+d//uf81m/9FoFA4InmtVMoZpunmG2eYrZ5itnmtDteuVyOAwcONNsoeTKNOF69epVkMtnl0mwP2ke0n2LaXopn+ymm7bWZtn5DHdvG7cfxeLwtHdtoNEo8HtfK3iDFbPMUs81TzDZPMducpxWvZ/0RmccxPT3N1NQUABcuXODdd9994tvaGnHs7e194rZePNpHtJ9i2l6KZ/sppk/HRtr6HTV4lIiIyHYwNTXF22+/DXij8v7mb/4mFy9e7HKpREREukejbYiIiDxDpqenOXPmTHP6xIkTTE9Pk0qlulgqERGR7tIVWxERkWfI6Ogo7777bnO68S7ndj0X+6epP+W58nMALJeXCZgB9vd6A3ZcXb1K0Ayyr3efN529Sk+whyP9RwCYnp8mHAjTF/RGDF0oLpAIJRiMDmLbNldzV5vTdavO9fx19vXuY3dsN4VKgcvZy/QF+wgHwtSsGplqht2x3fQGe8nX8iwUF9gT20MsGGO1tspScYkX+1+kJ9TDQmGB24XbDEQG8Jt+CrUCxXqRw/HD+Hw+lkvLZKtZRhIjmIbJQnGBQq3AV4e/CkAqkyJXyzEUHQIgXUnj4vJc3IvFzfxNHMfhUN8hAG7kbhDwBXgp+RIAHy99jIFBf7gfgKXiEkFfkBv1G3y09BHX8teIB+Psiu3CcRxSqyl2RXexP76fqlXlk+VP6An0EAvGsGyLlcoKA9EB+kP9lOtlbhduMxQdoi/UR6leYrYwy+HEYfrD/SwXl7mRv0F/qJ+gP0ipViJfz3Og9wAhf4h0Oc1KeYVD8UME/cHm9Ou7X8dn+riRu8FyaZndsd0AZCoZLNtipN971c5sfpaKXWEk4U3fLtzGdmy+PPRlAD5d+hTLtRiIDHjLXloi5AvdrSf31JuZ7Ax9ob7m/C7OXSQWjNEb7MVxHBZLiyTDSQaiA9TtOtdWrzEQGSAZSVKsFrlQucDg3CB7+/ayWln15nen3lTqFVZrqwz3DNMT6CFbzbJcWmZf7z4i/gjZSpbl8jIvJ18mGowyl59jrjjHUGQI0zTJ1/KU6iWOJI5gGAYLxQXytfzdelNYoFgv8vrw6wBcTl+mbJUZjAwCsFJeAYNmvbmeu46BwcH4QQCurV4j4o/wQvIFAD5c+BC/z08ilGhuM/FQnF3RXQBcyVyhL9THUHSoWW92R3ezL76Pcr3MZyuf0RvsJRqINreZRj0p1ovMFeaa21ChVmC+OM9IYoREOMFycZlUNkWqkqLvdh9Vp0qhXuBg78FmPUlX0hzqPUTAH2ClvEKmkuH1Xa9jmiapbIrVyiq7Yrua9cZ2bA4nvFGCb+dvU3NqHO7zpm/mboIBrw6+CsAnS5/g4JAMJ5v1JuwLs7d3b3P/EvaF2dO7x6s3mRmS0SSH4oewLZsPlz8kFojRE+zBcixWyiskw0mSkSRVq8rN/E0GIgP0h+9uQ4d6DzEQG2jWm8Y206g3e3v2Eg1E76s3mXKGlcoKrw68SigQ4lbuFoulxeY2s1pbpVKvcCRxBNu2+bj6MbUvarww8AKGYTBfmKdiV3ht12sPrDemYTbryfXcdUzD5EDvgWa9ifqjPJ98vllvAv7Axva1dp3ruevs7dnLcM8wpXqJz1c+v6/e7IruIh6KN/e1jXqTq+VYLC4+cl/7XO9z+P1+VkorZKoZDicO4zN8LJWXWK2sMjrsvRYplU2Rq+QYig3drTeu3awnt/K3sByL5/q8bejz25+zUV3p2A4UPge+1Y2sRUREnnlr36P4gx/8gLGxsU0/Y1utVqlWq83pXC4HwB9+/Ifsuu0dqKYraXymjyN9Xsf1i8wX+H1+Dse9A5BLmUvEA3G+vufrAPzZ9T8j5AvRG+zFdV2WykskQgn29uylbtf5IvsFyVCS4Z5hqnaVmewMh+OHeTn5MkulJT5Y/IB4ME7YH6Zm18hWs+yL7aMv3EemkmGuOMf+nv3EQ3HS5TTzpXmO7jrKUHSIz9KfcS13jcHwIKZpUqgXKNVLvJh4Eb/Pz2xhltXqKi/1v4RpmtzK36JQL/Dbh34bgJ/M/YRcPcdA2OucZatZXNflhX6vAzKTncHF5fmEd2B5JXuFoBnkr+/76wBM3ZjCNEz6Qt6B5nJ5mWggSqQS4ecf/pxL2Uv0BnrZ37sfx3W4lLnEcGSY13e9TqFW4EezP6In2EPUH8VyLNKVNLsiuxiMDlKoFbiRv8Hu6G4GIgPkqjluFW7xSvIVDsUPkcqluJS+RCKcIGgGKVklCrUCh/sOE/FHWCwuslxZZqRvhLA/zHxxnnQlzW/s/w1C/hAXFy+yXF5uHmTnqjnqTr3Zab+eu07FrvBSvzd9bfUaNja/sf83APjXt/81dadOf8jr1K9UVgiaweaB6uXMZYK+YLOzdylzib5gH788/MsA/Mtr/5KwP+x1bF2H5fIyyXCS4dgwNbvGlewVBsID7I7tplQr8UXlC659dI2Xky8zV5zj50s/b9abilUhV8vdV08O9B6gN9jLcnmZxdIiv7z7l0lGknyy8gk38jcYjAxiGl7HtmJVeCn5EqZxt568mHgR0zS5mb9J2Spz/OBxAP5q7q8o1AvNepOpZjAwmvVkJjsDBne3oewXhM0wf23fX2vWG5/hIx6KN+tNT6DHqyeOw+eZz+kL9bGvZx+WY3E5c5l9Pft4bfA1spUsP57/cbPe1Jwa2UqW3bHdDIQHyNVy3MrfYjg2TDKcZLW6yu3CbV4beo19sX18kf2CK9krBOoB3v/Z+5TtMoVa4b568nzieYK+IHPFObKVLGOHxvAbfj5Y+ICVykqz3qxWV7EdmxeTLwLeCY26U+fFfm86terdVfLN/d8E4Ie3fojjOs1O/UplhZAvdLeepC8R8Ueanb3P058zGB7kjd1vULfrTN2cIhqI0hPowXEclivLzXpStspcXb3KUGSIoegQpXqJa7lrvNj/Ikf6jnArf4uPVz4mEUoQ9AWb9eZg70F6gj3NenIofohYIMZSaYml8hK/uvdXiQfjfLj0IbPFWYYiQxiGQb6Wp2pXeSn5Eq7j8kX5C/7swz/jpf6XMAyDG7kbVO0qYwe99zX/5exfUrbKzU59pprBxORI4u6+1mf6GOkbaU7HAjG+secbAPz5jT8nYASa9WaptEQ8FGdfzz5sx+ZS5hL9oX729OzBsi0uZy9zsPcgrw68ykplhZ/O/5TeYC8Rf6S5r90T20N/uL9ZT/bG9pIIJ0hX0swX5xkdGmV3bDeXMpdIraYYCA/gM30UrSLFWvFuPSnMkalmeKn/JXymj9uF2+RreY4fPI5pmLw//z7Zaral3jiu09zXplZT2K7NCwlv+tLcJTaq4x1b45P/lb/2xf8b65ND8Prf7nT2IiIi20Y2m+X8+fOP9XztmTNn+P73v3/f37/G1xis3engkMPv+hnIeQftSZL4HT+DucHmdMSOMDTnnXn/uvF1Am6AnloPABkzQ8yK0Zfrw3Zshswheqwe4rk4dafObnM3yVKSZDVJzI4RNINE7SghJ0TNrVE0iyQqCaK1KEWnyGHzMP3lfiLVCCWnRNbMsje9l+hqFJ/tY6+5l756H6ZhUnJLVM0qu/O78Zk+9jn7KJpFhgvDmJjsdfZSNsrNsh+1j1KiRF/N65jmyeMaLsO5YQB2sQsHh6Gc9/1BdxC/62/+/hvGNzAwiNViAKwaq4TsEMlQEgqQNJKE7TD9uX4c16Hf6CdRTTA0N0S/3c83zG80l91yLfJmnkQtQcyKUXEq7Df301ftI1aPUXbKHDQPsju3m95iLyE7xIA5QG+9F7/hp+JWKJtlBgoDhMwQB52D5MwcQ4UhAmaAA84B8maevQveeyG/an+VglFoLnuRIrZhN5d92BmmRq05vdvdjYvLrjnvBMgvu7+MjU285h1kZ8kScAN364mRJOAEWupRzIo1f/8N8xuE3TDRWhTHdciaWXrrvcRzcWzHZre5m5763XqzL7SPgeIAiaoXn5gZI2pHCTpBam6Nklmiv9xPuBqm5JRYNVcZKA0QrAQpOkVyZo6DywcJ+AO8Zr3GAfMA8Voc0zApu2WqZpXh3DCGYbDX2UvFqLA7vxvDMBh2hqlTv1tvrKNUqbbUGwOjWU+GGMJwjWYsBt1BAk6gZZvx4SNai3qxM7JE7Aj9Oe8kQdJMErEiJHIJHMdh0Bykv9zPwNwAcSuOYRrNZbdci4JZoK/SR6zm1ZuD5kESlQSRWoSKU+GQeYjh9DA9uR6CVpBd5i56wj34636qbpWyWWZ3wdtmDjgHKJgFduV3Nbehklli9+xuTNNk1BqlaBSby16g0FJvdru7sbDYndvdnAYYmhvCwODr7tdxcOiteaPdrrJK0AnerSdGkpATasYiYSTorfeya24Xlm3xK+avEHbCRGoRHNdh1VwlXo/Tm+ul5tTYY+6hr9ZHzIpRdarsNfeyK7+LvlIfUTtKr9lLzIoRtIPN/c1AaYBwJUzeyZMzcwwUBwiaQQ46B1k1Vzm44NWb163XOWQeor/ula3klqgZNfas7sEwDPaF91FxK+zOrV9vvmZ/jSrV5jaTJ48PX7OeDBgD+FxfMxYDDBCyQ3e3Gb6BH39zf9PY1yZyCWzHZsAcaO5rbcdm0BxkoDxAci5J3I7jN/3ePtcJUnfrFMwCiUqCWC1G0Sl6y1bpJ1KLUHbKZMwM+9L7iOQiBKwAu83dzf1N1a1SMksM54eb9aRgFtiT39PchspGmd3zu5vbTMkoNZe9QAEHp6Xe2NjNbajP7eNH/IiN6HzHNnOtJRUREZHHc/r0aSYnJx9rROTvfve7fOc732lON16pcPpbpxkYGGhjKXeuer3O5OQkx48f1+iobaKYtpfi2X6KaXvlcjn+W/7bDX1Xz9iKiIg8g86dO8fp06cZGRlpPme7mQ5uKBQiFArd9/dAIKCDsTZTTNtPMW0vxbP9FNP22EwMNSqyiIjIM+b8+fOMjo42O7XvvffeE7/HVkRE5FmmK7YiIiLPkFQqxcmTJ1v+lkgkOHXqVJdKJCIi0n3q2IqIiDxDRkZGcF2328UQERHZUnQrsoiIiIiIiDzT1LEVERERERGRZ1rnO7bVfGsqIiIiIiIi8gQ637EtZ1pTERERERERkSfQ+Y5tcaU1FREREREREXkCHe/YGgsft6QiIiIiIiIiT6LjHVs30t+SioiIiIiIiDyJzl+xzd1qSUVERERERESeROefsbWt1lRERERERETkCXS+Y+taramIiIiIiIjIE+h8x9YXbE1FREREREREnkAXrti6ramIiIiIiIjIE+h8x9Yfak1FREREREREnkAXBo+qtqYiIiIiIiIiT6DzHVvD35qKiIiIiIiIPIHOd2wdqzUVEREREREReQJduGJrtKYiIiIiIiIiT6ALz9jWW1MRERERERGRJ9D5jm10oDUVEREREREReQKd79iKiIiIiIiItJE6tiIiIiIiIvJM63zHtlZoTUVERERERESeQBdGRTZbUxEREREREZEn0IVRka3WVEREREREROQJdL5j61qtqYiIiIiIiMgT6ELH1m1NRURERERERJ5A5zu2/mBrKiIiIiIiIvIEunDF9p5URERERERE5AloVGQRERERERF5pnXhiq3dmoqIiIiIiIg8AV2xFRERERERkWda53uXjtOaioiIiIiIiDyBLtyK7LSmIiIiIiIiIk+gC7ci35OKiIiIiIiIPIHOd2wjydZURERERERE5Al04YqtrzUVEREREREReQKd79jW8q2piIiIiIiIyBPowuBR96QiIiIiIiIiT6ALr/upt6YiIiKyKdPT07zxxhvdLoaIiMiW0YUrtm5rKiIiIht2/vx5wOvcioiIiMff8Rx1xVZEROSxnThxottFEBER2XI637E1jNZUREREOq5arVKtVpvTuVwOgN//wc8Z2bsLgLlsGb/P4NW9fRgG/OxmlrDP5Et74wBMX8+SjAX41ecHAfj//fw2PSE/Az0hHMfherrM7niI5wZi1Cybn91cZU9fmIPJKJW6zYe3VnlluJeX98RZzFf4yysrDPaE6A37KVct5vNVjgzFGIiFWC5UmVku8tKuHhLRIEv5CqmVEr/2fJKB3gifza7y2UKBA/0R/KZJplQjW67zxoE+/D4fV1dKLOUrvHEwgc80mVkqkC7V+Zuv7wXgr2aWWc7XOJCMAjCfK+O48Pr+BAC/mF3FdeG1/X0AfHxrlVDAxzdfGgLgf/t4Dr9psCseBuD6Sol42IebhRt/McMHN7IMxII8v6sHx3H44HqW5wZifPVggmLV5s8+nScZC9AXCVKzbG5nKxxKRhjui7BarvH5fIHnBqLsjofJlOpcXshz7FA/B5JRri4V+NmtVfb1hQkGfOTLFsvFKl/e20cs5GM2U+ZmtsxX9vURDfq4sVJiLlfhd788TCjg4+L1DDfTJQ4NxgBYzFcp122OHeoH4NJ8nkLV5o1DXiw+m8th2S7/7peHAZj6bJGqZbM3EQHgZrpMJGjyyh6vnly8kSEa9PGlYW/6g2sZdveG+PqRAQD+vz+7TTziZyAWwnYcbqTL7O0LcyAZpVyz+ei2t2z7k1HypSp/8Sl85vucL+1NsJAr829n0uzqDREL+SlWLRbzVV7c1UN/LMhCvsK15RIvDfeQiASZXy1zLV3mN14cIhEL8ovbq1xeLHAoGcE0TNKlKqtli2OH+jENg9RygZVinTcOJjANg5nFAtlKnX/vl7x686PLS2TLFvv7vWWfWy1jAK/dqTcf314Fw+Ure73pD29liYUD/NoL3jbzLz6cJRgwGepp1JsiyZ4QRwZjOI7NhRur7OoNcXgghuU4XLyR5YWhHr6yv4/VUo1/dWmJoWiInojfqzerFUYGogz1hlkt17i0UGBkKMZQT4h0ocYXSwW+fjjJ3kSELxbyfHgri5ODD/75pxRqFulindf29REJ+riRLjO3Wuar+/sIBnxcXykxn6vw7/3SHvymyU9SK8znqhwa8LaZxVyFquXwxp168+l8jmrN5asHvW3mk9kcGC6/9SWv3vzZp/PYjsuePi92N1ZK9IT9vDzc69Wb6xl6wn5e2u1N//Ramv2JCMeeS2LZNv/so3kSkQD9sSB12+FWpsy+vgj7kxGKNZtf3F7lQCLC3v4IhWqdT2bzvH6gj5HBHm5ny7x/9W69yVcslgtVXh7uoS8SZD5X5vpKmVf29NIbDjCXLXMjU+b4l3bRGw7w81tZUktFr96YJiuFKoWKxdHn+nEclx9dhj9a+oCjh5OYhsHl+TzFms3feG0PAD/8fIlS3WpuM7PZMn7T4Mv7vFh9eHMVvw9e3etN/+xGlkQkwF+7U2/+2c9niQR9DPaGALi6XPTqyWAMy7a5eGOV4b4wB5MRanWHn93K8tJwL6/uibOcr/Jvriw397WVqs1cvsLIYIyh3hArhRpXlgq8sKuHZCzIUqFKaqnIrx4ZYHc8zOWFPL+YzXEgEcHvN8mWamRKdb56IEHQbzbrydGD/fh8BldXSiznqvx7v7QH0zT48UyaxXyVgwPess+vVrAdWupJ3Xb5pQN9GBhMX7nNRnW+Y2sGWlMRERHpuDNnzvD973//vr9PX1smtVwCIF8HnwFXb80DcLsEfgOu3JwD4FYRon5YmL0FwMVlCBje31wXVuvQE4CPQ2C7cLsIvQHoD4HlwGwJbs4t8ekXkK3ClZz326AJlguFOly9vURPEAo1WKnC9dklYgHI1yBdhfzKIn1BuFGAhbLBF0EwDahYULFhYX4Jnw9WKlC0YGFxCdOA5QqULRdyCwB8loWSZXDJWxQKd24suz23gOvCfAkc4PptLxZzJS82mQXvoOvny945+9idI6vVOoR9MBQ2+eKDL7hZhIgPPrvqxeZmEWZml7h6DSp1+EXW+37Yd3fZr9yCeNBbjsXy3elSHZarsLi4xK6IV7ZbRfg84K2fqgNlC27NLRH0QbYGuRrcnlsi4INMzYtfPetNX1n1ynv51hLgxcl2YX5+EYDFCtQcmJ33YrVQBseFUtqLxcdp7/s9d5Y9Z3nlmLnh1ZPbRbx8rt+tNz1+mL19s1lvggZE1tSbRj2p2zBXhstBSAShasNC2WTqw2t8dgUyFZjJ3603NQdKlldPIn5vOTO1u9O5mhePYnqR3gBcy8NSxeDKLW/9lS1vHotr6knJgvmFRUzDWw8128VZ9WLxaQbKjsHngbv1xgBuznmfzxYBA27cXmjGImi6ZOa8ZZ9eBp9pEG3Um5oXh8/D4DhePYkF4NMw2I4Xu+uzi8ykoFiHT7Peb4M+7/N8HVK3vfiVLViqQOr2Ej0B7/srVVheXGIw4pVttgQ9AZNrH9+gYnt1rVFvGvVkbs7bhtJVb/mcnBebL7Leur7sLUqz3szeqTcLZa8u35rz6sl86U6Mlrzpj1a8bapZb+pePfniOs16EvLB5Wve9M0ifBGAmzduYNvws/TdbcZxvd836knNhvn76g3MzS+xJwZLZbhe8LbXwNp6M7dExHe3ntyYWyLs89bLag1KmSWifriW87bBL2569aZkQd2F+UVvG1qqmFRXl1lYWm5uQ5YDtaxXDz7JeHn23ln2vOXttxr72tmSN526Od+sN2EfLM7datYb/519LXhljfnhF2EvFrfu1JuBNfvaG7PLXI5DvgqXVmnWG8u5s6+dXaY34P1/pQLX5paJ+b19b7oK2eVl+sNwq+Ctyy8CYJp397XzC8v4TEhXoGDBwuIyvjXbkJNbwjDhUsarK5fv7GuLda8e3L6zf5kvectw+842dDN9p+JsQBeu2JqtqYiIiHTcd7/7Xb7zne80p3O5HAcOHOBffefXGBgY6GLJto96vc7k5CTHjx8nENAJ/XZQTNtL8Ww/xbS9crkcg//Nxr7b+Y4tzj2piGwVV3LdLoGIdEooFCIUCt3390AgoIOxNlNM208xbS/Fs/0U0/bYTAy7cNnUuCcVka3gn380x//wiZ9//tFct4siIiIiIrIpXXjdj9OaisiWcCNdbklFZOvLZrPdLoKIiMiWoCu2IgJ4o16uTUVka5qamuL06dOANwBU4722IiIiO1kX3mNrtaYisiUs5CstqYhsTWNjY4yNjXH27NluF0VERGTL6PwVW1+gNRWRLWExV21JRURERESeFZ3v2IZ6WlMR2RK+9lx/SyoiIiIi8qzofMfWDLamIrIlmKbZkoqIiIiIPCs6fwRbTremIrIlfHQr25KKiIiIiDwr9IytiABwM1NuSUVEREREnhWd79ha1dZURLaEeNjfkoqIiIiIPCs637F170lFZEtw3NZURERERORZ0fmOrVNvTUVkS6jU7ZZURERERORZ0YVRkf2tqYhsCRXLaUlFRERERJ4Vne/YGvekIrIlhHxmSyoiIiIi8qzQe2xFBIBQwNeSioiIiIg8KzrfsbXrramIbAmO67akIiIiIiLPii5csfW1piKyJZRrdksqIiIiIvKs6MLrfqzWVES2BL/PaElFRERERJ4VXRg8yteaisiWoPfYioiIiMizqvMdW6vamorIluDc6dE66tmKiIiIyDOm8x3bUG9rKiJbggaPEhEREZFnVec7tj5/ayoiW0J/NNiSirRbvpbnHxf+MWWr3O2iiIiIyDbT+Y6tP9qaisiW0B8LtKQi7fa9n3yPy9Zl/sH7/6DbRREREZFtpvMd28J8ayoiW0KmWGtJRdotV8sBsFpb7XJJREREZLvRFVsRASBXsVpSkXZLV9IALJWXulwSERER2W66MCpyuTUVkS2hLxxoSUXaLWh6z2+HfKEul0RERES2m853bEVkS7LvjIZsa1RkecpcVMdERESkvTrfsXXqramIbAnFqtWSirRbtpr10kq2q+UQERGR7afzHds7t6I1UxHZEizHbUlF2q0xeFSmmulySURERGS76cKtyM49qYhsBaGA2ZKKtN2dcyaubncXERGRNuvCqMjh1lREtoSw39eSirRb+M5+PxaIdbkkIiIist10YVTkamsqIltCzXJaUpF2c1ynJRURERFply48Y+tvTUVkS6jZTksq0m5VxzuhWbb1ujcRERFpL42KLCIA+EyjJRVpNwOvbpl605yIiIi0WReu2PpaUxHZEhqDIWtQZHlawj7vGdtoINrlkoiIiMh204VnbGutqYhsCdadW5At3YosT0n9zp06dd2xIyIiIm3W+Y5tJNmaisiWYN65BdnUrcjylDSesS3VS10uiYiIiGw3etBJRAAYjAVbUpG2023uIiIi8pRoVGQRAaAvGmhJRdqt8f7a3mBvl0siIiIi203nO7aVbGsqIlvCrUy5JRVpt4AZaElFRERE2qULV2wDramIbAm27bakIu1WtryTJsV6scslERERke2m8/cD29XWVES2hJ6wn0LNpiesxwTk6TAN71yq31Ade1KpVIrz588zMjJCKpXi1KlTJBKJbhdLRESkazp/dOE6ramIbAn2nRfY2nqRrTwlg5FB8vU8Q9GhbhflmXfy5EkuXrwIeJ3cN998k4mJiS6XSkREpHs6fyuya7emIrIlrJbrLalIu2WrWQDSlXR3C/KMS6VSLdMjIyNMTU11qTQiIiJbQ+c7tr5QayoiW4JhGC2pSLs13l+rZ2yfzNTUFMlk67vgk8kk09PTXSqRiIhI93XhVmS3NRWRLSHsN6laDmG/Xm8tT4eBd9Kk8aytPJ5sNrvu39PpzV0Jr1arVKt3x7vI5XIA1Ot16nXdudEOjTgqnu2jmLaX4tl+iml7bSaOne/Y+gKtqYhsCaE7HdqQOrbylEQCESrVSvN9ttJeD+rwPsiZM2f4/ve/f9/ff/jDHxKNRttUKgGYnJzsdhG2HcW0vRTP9lNM26NUKm34u53v2Dq11lREtoRS3W5JRdqtbntnXWva/z+RRCJx39XZdDq96VGRv/vd7/Kd73ynOZ3L5Thw4ADf/OY3GRgYaEdRd7x6vc7k5CTHjx8nENAJ/XZQTNtL8Ww/xbS9GncTbUTnO7aGrzUVkS1BoyLL09bo0FYtve7tSYyNjTE+Pn7f348ePbqp+YRCIUKh+8e7CAQCOhhrM8W0/RTT9lI8208xbY/NxLDz9xw6TmsqIluCaRgtqUi7+e6c0PTpxOYTGRkZaZlOpVIcPXpU77EVEZEdrfNXbEVkS3LvSUXaLeQPUbbLRAN6fvNJTUxMcPr0aY4dO8aFCxf0DlsREdnxujAqstWaisiWYNlOSyrSblXbuwW5bJW7XJJn38jICGfPngXgxIkTXS6NiIhI93X+VuTIQGsqIltC8M5oyEGNiixPSWPwqIpd6XJJREREZLvp/BFs4/2Feo+hyJYyEAu2pCLt1nh/rZ6xFRERkXbrfO/SqrSmIrIlRAK+llSk3eLBOACJYKK7BREREZFtp/MdW7vWmorIlnArU25JRdrNcb3nt230rmQRERFpL90PLCIA+H1GSyrSbo3Bo/QeWxEREWm3LrzH1m5NRWRLCPl9LalIuwVM7yXrQZ+e4xYREZH26kLHtt6aisiWoNf9yNOWDCcBGNCo+CIiItJmXRgV2WhNRWRLyFWtllSk3ZbKSwDMF+e7XBIRERHZbjrfsW3cgqZb0US2lIBptKQi7Va7M2hgTYMHioiISJtp8CgRASDoN1tSkXbzmd7z241nbUVERETapQtHsMY9qYhsBX7TbElF2i3sCwMQ8Ue6XBIRERHZbjp/BHvnPYbNVES2hIplt6Qi7VaxKwCUrFKXSyIiIiLbTRcuzbj3pCKyFbhuayrSbvad17xZrgYoExERkfbqwqjIvtZURLYEnXKSp81v+gFwXRfH0V07IiIi0j5duGLr3JOKyFagp9/laWs8Y1uxK/zp1T/tcmlERERkO9EztiICgOW4LalIu629BXlmdaaLJREREZHtpvMd2/j+1lREtoSBWKAlFXma/Ia/20UQERGRbaTjRxbO6N/D/LPTXtrpzEXkgZ7f1cPsapXnd/V0uyiyA/SF+rpdBHmQP/4/w77nvf+v3gR/EIZ/yZu+/QH4QjD8FW/61k8hOggjv+ZNf/gehHsgOuSNRJeegfheGBgBqwY3fwp9+yH5HNTLcOsiDL8Gw69CfhlmJqF3GII9UC9BbhZ2vQSxIcgvwvJl2P0qRPuhsABLX8ALY97nC5/A3MeQPASGH8orUMrCga+BPwDLKSjMwcGvg+mD5RkoLsFrJ72yp/6NN5046E3nZ71l2P+GNz33oXe32d6v3onFzyAQhhd+y5v+9I+98UN6dnvTmasQSnB4yYb3r8PN971yDr3gzff6X0HyeThwFKoF+OxfQGwQwn3g1CBzEwaeg/g+KK/C/C9g4AjEh73lWvgEDv0K9B+ElZQX28R+8Iegmvfite91CMYgewsy12H/KAQikL4Oq7fgK/9H8AW9sqWvevMH77dWGQ7+sje98JlXxoPHvOn5T8GuwSu/501f+pdgVbyyAmRvQCAKe77sTd/4qbdOh1/xpq+/7y3Hc3/Nm/75/wKRBEQH7tSbFPTt8+pJrQK3L0LyIPQdgEqeozN/Bn/5Gex+xVtPM/8G4nu8POslyM3Brlcg1n+n3nzhlSXc5322koIXftv7fO5Db/mSh8EwobQC5Swc+gaYpvfbwtKdemPC0mUoZ+ArJ7yyz/zvUMrcrTert8FnwN7Ru/XEMGDv63empyHYC8//hjf9yf8KZuhuvUmnoGcQBl/0pq/+W4jvhoHnwbbgxvuw+2XY87pXzkv/0qtX4TjYFcjehsHnoXe39/n8J16d69kFhWVYugQj/463XS5dhtsX+FLahn/1vldviiuwbxSCEchc8+a3/xgEgrBy1Yv3aye9un79r7x61H/YK2th3tvOD37tzjbzC68eHbhTb+Y+9tKXf9dLP/8X3jLF996tN6Eeb7026k04Drte9qav/dir7we/AbYNH78H0QREBsC1vHqdOAj9B6BW8mKffM6rS9U8zH7klWXgeW+buPaju/WmVoD8Agx/GSJ9kJuHlRnY+xqEer31mr4GX/ob3vTsz2Dxc0iOeOu3tAyVVTj0q+A4fPnaFJx/z6tHhgGLn3llevXf95blypT3/b4Dd+rNLfAFYO+dfe2taTADsPfOvvbmBxBJwpFf96Y/mvC27Z5Bb3p5xluWgSPgWHD9J972OHAY6jVvXz38ZW/fXVqGy5NeHQn1ettu9hYMvuD9rbjilXfoS9CThPySt+898hve54ufwezPof8Q+Pze/qi04sXWH/LqSe62t834fN72lp+H1/6WF4trP/K2w/7nvLLn58CxvX1ho944Na8eAlz5KRvV8Y6t++UT/GVqlV/+8olOZy0iD/Gf/PoIswtL/Ce/PtLtosg29Qe/9gf8R5P/ETa23mW7hflu/xQq172J4qLX8SkuedMLv/AOtooL3vTcx16HpPH+65s/Bn/Y60C4rnegG01CJgV23euMrQxA+gDUq7D0mXcQVUl7Bzo3fwKhPu+g2qp6HYj8rDeP0rJ38FWY9/IsLHkHT4YJfXu9A62VK5C54h10V/NQK0It7x18ZW5AOe0dwJo+7yC1sup1sABSfwGVDKzs8qZLaW8ZKhlvevFzcBzvAA68zpAv6HUUAa79JWB4nW6A/AK+UC+77R58M3Mw/6EXl9Xr3nzmP/IOZu0yVPJe7EK93sGqVfc65plrXqemnPNiuHrd66CUspC95nUaBp+HxUuw8BEsD3gnIqolqK16ZQ1FYXXWW2eVtFfe7C0oLXkdyWAYrv2VF+fMVa/s5SzYVS92AMtXvBMRtdU70194B6LRhDd99V976zc24E0XlrwD3OK8Nz3/MfjCUJi9U28+uvNd9269CUS9Tozreict0oOQ3g/1Cix9Dukr0LcPX7XIQPESZip4J0a34NZPINLv5dmsN3Ne+QrLkLvllSXc53V087Ped3sGvZMrmatefA0DKjmvc2yVvOn0Va+e1ApePU9f9f7fe6cjmvrXXl1buXxnm1m509FJ36k3n3n1orR8p9586q0D/527o67+W69DE7kTy/w8hBNeJ69RTyIJry44thfL/JyXZyl9p97EIRi9W28a9aS86i1b7qZ30qSU9ubr1r1Oxfwn+JY+Zbcdxpe67W0v1bxX5wNhr34W73TYAkHvt6W01wn3+SH1I28fkb7zaEkp43UwazlveumydwKkeqfeLF7yBvII995Z9n/jnSyKJu/Wm0DEWz+NehKMeesPYPZDLy+n7tW3mz/2Pg/1gmt7v79TT6iVvM5YJuV1+KoFb/9QzXnzT1/1Tpg06k2t7JWzuODVw/yCF+fikneyLjfn1ctgzKtXN34Kqzfurzf1Ej4Xdhc+xVexoV70Pl+e8TqQjW0k9Rfe92N3OqbFZTD93nYJ3r7S8EHpzr52/hfecvru7Gtv/Fuv3OE7J4nzc17HN5PyThYsfAyRQW9/aNVg8RNv31nJeNvAzb+6s6+Nep+XV+6pJ9e9uMcGoLACuRtguN6JydmPvPre3Nfe2c9Ws16ZGvWknveWKX3dy7d32NuGUj/06kr6ypp6Y3u/B+/ki217+2uAG5+wUZ2/Fyzcx0rPy3dXhIhsCW8c7Of/8qrDGwf7u10U2aZeG3qN/zz+n/Pc157jlaFXul0ceQD7P/kpDAw83o+/9d+0tzDPknWW3a7X+cmf/Anf+ta3MAPb+DGPJ13vm/i9Xa/zZ3di6tsOMe3yNmPX6/xFt+roky777/33bSlGu9n1Ov/qUTHt4DbzzMvl4P++sX6jHnISEZGOiZgR3tj1BoHtcEAqIiIiW4YecxUREREREZFnmjq2IiIiIiIi8kzb0K3Irus93J/L5Z44w3q9TqlUIpfL6Va0DVLMNk8x2zzFbPMUs81pd7wabVKjjZIn04hjPp9XfW4T7SPaTzFtL8Wz/RTT9tpMW7+hjm0+742Kd+DAgScoloiISPvl83n6+jQg4ZNaWfFG+z18+HCXSyIiItJqI2294W6g++s4DrOzs/T29mIYxhMVKpfLceDAAW7evEk8Hn+iee0UitnmKWabp5htnmK2Oe2Ol+u65PN59u7di2nqyZonlc1m6e/v58aNGzpR0CbaR7SfYtpeimf7KabttZm2fkNXbE3TZP/+/W0pXEM8HtfK3iTFbPMUs81TzDZPMducdsZLHbD2aRww9PX1qT63mfYR7aeYtpfi2X6KaftstK3XKW4RERERERF5pqljKyIiIiIiIs+0jndsQ6EQ3/ve9wiFQp3O+pmlmG2eYrZ5itnmKWabo3htbVo/7aeYtp9i2l6KZ/sppt2zocGjRERERERERLYq3Yos95mammJqaqrbxZB7aL2IiEi7qE3ZmrReRB6fOrbS4uTJkySTSSYmJjh37lxH8sxms5w8efKJXyW1lfOdmprijTfe4Pjx44/1+8ddL0+ar4iIbD9q658OtfUi3aVbkaUplUpx/PhxZmZmSKVSJJNJEolEx/I3DINuVMenke+5c+d4++23W/52/vx5zpw5w8WLFzc1ryddL4+br4iIbD9q69tHbb3I1qIrttKUzWabO9GRkZGONnTbzeTk5H1/e9x4Pul60XoUEZEGtfXto7ZeZGtRx1ZaJJPJbhfhmfc0buvSehERkXZRm/Lk1NaLbD3+bhdAtobp6WnGx8f54IMPOHfuHKOjo4yNjTE9PU06nSaVSnHx4kVOnjzJ2NgY4D3Tcfr0aY4ePcrx48f5wQ9+wPHjxzl16tRDf9dw+vRpjhw58sAd+YPm0bjdJpvNMj4+3vzbm2++ybe//W3Gx8cfuqyPyjebzXLmzBmOHTvGhQsXOHbsGCdOnGgubzKZ5OTJkwDMzMwwMDDQvBXp/PnzXLhwgVQq1Wz07r1NaWpqimw2y4ULF1p+u9H1ks1mOX36NIlEgnfffZepqSnOnDnD2NgY7777Lh988EEzVhMTE4/Md+1ynT17lnQ6zfT0NACnTp3ivffeA7wz0+++++5DzwqvN6/Jycn7lnNtjNPpNNls9r7y3FuvRkZG2lZOEZGdSG39XWrr1dbLNuSK3HHx4kV3dHS05W+jo6Pu+Pi467qum8lk3EQi4WYymebn4+Pj7sjIiDszM+NOTk66ExMTG/rd2NiYOzk52ZyemZlx762OD5vH5OSkOzIy0vL9s2fPPnIZN5JvY3nWlqMxPTExcd+ynDhxwn377beb0xMTE+7Y2Nh9eU9OTrqJRKJl3kDLvNaz3noZHx9vyePEiRPNWLmu21KejeQ7MTFx33IDLfM8derUhmL8oHmtzW9tTBtlPHHiRMvyrVev2llOEZGdSG29R2393e+orZftQrciy0OdPXu2efa1cVYslUo1P08mk6TTaUZGRhgbG+PEiROP/N3U1BQffPBBy1ndkZGRTeW99kxyI23k/SAbyff8+fP3/b1xlrjh6NGjLWcI33rrrU3dkrR23olEoiWeG/Xtb3+7eVYWaI6i2HDs2LFN5ZtIJJrrce3f7p2emZl5ZNkeNK9Gfg+LceOs7IPqVTvLKSIiHrX1auvXTqutl2eVbkWWhzp69CjvvPMOiUTigbfzHD16dFO/a4z296R5nz59utkgplKp+25/utdG8r1w4QJAS+N27NgxRkdHH/ibxo42lUqt22iv990nlUgkGBsb47333uPo0aO89dZbnDx5kmw2y9TU1H2x2Ei+633ncZ/3eVh+Fy5cWHe+jQaxEev16lW7yykiImrrQW3941BbL1uNrtjKQx0+fJjR0VFOnTrVcpa0cfbwcX43MjJCOp1+4rxPnTrVfJH5Rnfmj8q3cfbzxIkTLf8eNv/G2cn1vpNKpZpnJtvtrbfeaj6TMzo6yokTJ3jnnXdIp9Nb+pmTY8eOrXvmulE3RESks9TWq61vN7X10g0d69g2HrA/f/48586de+jOcnp6urmDeJo7i61kM/HZzHc3496GoHH7y9ozgo28Gg/vr+dRvxsbG2NkZKR5axHQXMeN720k71Qqxde+9rXmABaPqlPJ/z97fx5k13Uf9r7fPZ/5nJ4HNKYG55kgKVGiZE2gbNO6LseBktzE5Tj3PtOvXuVWXEosluvVK9t59a4uVe/dJPc6lVDKje04Q0lk2bGcUANASyQ1EgQ4gAAxdQNo9Dycedjzfn+s7iOAGAiQ3WwC+H1UKqK7z9lnnbXXHn5r+O3eXsbHx/nzP//z7ue983PXLqrnt7nJyckLyvrqq69esO1nnnmGp59+uvvz2hSate2cfwJ/L/vqchfovXv3XlDOtYvfpXo01z730KFDPPTQQ5fc3vllm5ycxPM89u/f/57a2JVev1bH51/wnnvuOfbs2XPF3vKr2fZGuFKdvfN1N9t563IOHTrEV7/6Vb761a92RxcuZ6POZ+LayH54b67U1q9Up5tZ39fLtf7v/t2/e0Fw+7u/+7scOnToXevz0KFDbN++/Yqfe6Nf699p//79fO1rX+PQoUPMzc11f3+la/3VtNEb6Vp/tSYnJ/na177WrZfzv9+H9Zi/qXxQi3nPXxA/MTFxweLxd3ryyScTIAGSPXv2vOuC+xvBtdTPtbz2ah08eDDZs2dPUiqVki9/+cvdBftri/PXFvU/++yzyd69e5N9+/Yl+/bt677n6aefvmA/Xel9SaISRHz5y19Onnnmme7fgWTv3r1X9dlr9XDw4MHk6aefvqge1trPpf6/ffv25F/8i39x2c+tVCrdz157zZpnn3022b17d/f3a9/hnfbu3Zs8/fTT3cQGa/ULdOvqy1/+cvezDx48eMmyXm6/nF/P5//unW3h/M/9jd/4jeQHP/hBd9trn3upsg0NDXVf81d/9VfJo48+moyPjyfj4+Pd73ul8l7pe75z/z/zzDMXJcC4VLu6mm2vJZw4v5zvx7PPPtvdN+/mZjxvXc75CT2efvrpixKinG8jzmfi2sl+eG+u1NavVKebVd/Xy7X+c5/73AWJiA4ePJiMjo5eVGeXug5NTEwkv/qrv/qun3ujXuvf+bmf/OQnk1//9V9PDh48mDz22GNXfa3ftm1bkiQ3x7X+WrwzYdWTTz7Z/feH8Zi/2Xwgge3ExMRFNzalUumyr3/mmWeSSqVy09wYXkv9XGtd3qjW6uHZZ5/ttpMPok1dLgvi9eTdgjRpYxe7msD2ZjtvXc7BgwcvaC9r2UjfeaO29jdpa5tP9sN7c6W2fqU6lfp+d2uBy9r59I//+I+T++6774LXbGR93gjX+jXn12OSJN1zsbTR9+ad9bIW2Ep9fjh8IFOR9+/ff9GUid7e3itO1SuVSh/qtQPr6Vrq573U5Y3mqaee4vd+7/e62fTW2skH1aauZs3Q9Uza2Ht3M523Lmf37t18/etf7/58fjbPd5K29uEg++G9uVJbv1KdSn1f2XPPPcfevXtZWVnhX/2rfwXAT37yEwYHBy943UbX541wrZ+cnOzeJ60t2VqbMi1t9L3p7e3loYce6k5df/zxxwGpzw+LDySwvdw88sudNKrVKs899xzPPfccTz311HtKkX49uZb6uda6vBGtnUSmp6d58sknL/jbRrap/fv388wzz1zwQPYbkbSx9+ZmO29dyfkJYL7xjW+wZ8+eSwb80tY+HGQ/vHeXa+tXqlOp78urVqvdc0U6naZYLPK1r32N++6775Kv34j6vJGu9Wv5RZ577jnGx8e7a0Physe9tNHLW3vc0q5du3j22We75wCpzw+HTX3cz+V29JNPPtk9sY2Pj/P444/flM+qupaF5TfTIvQ9e/Zw6NAh6vX6RX/byDa1Z8+ed33MwI3sZmpj74Wcty62FuwfPHjwmt8nNp/sh6t3tW39SnUq9a2STq11WGcyGX7rt36LUql02QBzI+rzRrrWl8vl7iOSSqUSTz75JD09PSRJctn3SBu9sv379/P0008zOTnJ7/zO7wAqsdjlSH1+sN5XYPu1r33tijdujz/+ePdgemevxJXSlJ//fKvx8XEmJyev6rlh16trqZ9rrcsblbSpjSNt7L2RNnaxp556in379l227Uhb+3CQ/fD+vbOtX6lOpb4vbf/+/fydv/N3Lvk3qc/3Znx8/IIlMmv/PXTokNTpezA5OcmBAwe62bH37NnDQw89xFNPPSX1+WHxQSzkvdyi6UslWXlnMoZKpXJBZrwb0bXUz7W89kYmbeq9e7fDXtrYxd6tzqSNXWwtW3mSJJdNqiVt7cNB9sP7c6m2fqU6lfq+tH379nWz5z7zzDMJkHz5y19ODh48KPX5Hk1MTFyUpIjVrMZSp9fundmzk0Qd/1KfHx4fyBrbd45YTE5O8vDDD1/Qc3T+g6/Pf07Y/v372bt37w3dq3Gt9XOl194spE29P++c/iJt7N29W51JG/u55557jt27dzM+Pk61WuWb3/ymnM8+xGQ/vHeXa+tXqlOp70vbs2cPTz75ZPf/oJ7Zula/55P6vDrj4+M8/PDD3evX2iwiqdP3Zvfu3Rw4cOCC362srEh9fohoSXKFifar4jhmdnaWfD6Ppmnv6YNOnz7Nn/zJn7B7924OHTrEl770pe4O/c3f/E12797N7/7u7wLw+uuv84Mf/IBiscjp06f55//8n7+nz7yeXEv9XOm1NxNpU9fm+9//Pt///vf5V//qX/FP/sk/Yffu3fzar/0aIG3scq6lzqSNKadPn+aBBx644HfFYpGpqSlgfdtakiQ0Gg1GR0fR9Q+kn/aGNTk5yb/5N/+GW265haNHj/JP/+k/vSmP+Wvxbm39Sm1bzrGXV61W+dM//VP+4A/+gN/6rd/iH/2jf8QDDzwg9fkeVatV/uAP/oAHHniA119/nd/93d9l586dgLTR9+L73/8+b7zxBsViEYBPf/rTUp8b7Fqu9VcV2E5PT7N169Z1K6AQQgixXs6dO8fY2NhmF+O6J9d6IYQQH1ZXc62/quRR+Xy+u8FCofC+ChUEAd/73vf4/Oc/j2VZ72tbm0HKv7mk/JtLyr+5pPwXqtfrbN26tXuNEu/PWj2ePn36ks8dFtfuej9mP4ykTteX1Of6kzpdX9dyrb+qwHZt+nGhUFiXwDaTyVAoFK7LnS3l31xS/s0l5d9cUv5Le69LZK5nhw4dYv/+/QAcOHCAr3/96+97WttaPebz+fd9rRfK9X7MfhhJna4vqc/1J3W6Ma7mWr+pz7EVQgghxLXbv38/X/7ylwH46le/yuc+97lrfl6wEEIIcSORbBtCCCHEdeTQoUN85Stf6f68d+/eC7JNCyGEEDcjGbEVQgix8UIP/eCfQjK42SW57u3evZuvf/3r3Z/XHuVxretiPc/D87zuz/V6HYDwp/+OYOstoDvgVqAwBroB9VloLUJ+CNK9EIXQWoL+24AEymcg7EBuAPw2BC0wMpDtg04Fmgug67D1UWhXwF2G4hjEqPetTEJpByQBtJfV9ks71HbKp1bf+3GIfGjMglNQ7184CpXTkBuB0nbwG+DWoLAFIhcqZ0AzIF0CJw+1aUiVoGenem1jHuII7CyELqBBcRQ6VXCb0J6Hnl2QLkKnCWFb1UnYAq+uXpcbhiSCoA1WRpW1tUhUW2Tr4hzhcRNSefVZugU929S2G9OqbCSqLq00pHrUd488MG0oDEPgQdBR9dR3G7hlVYeRB6kieG3QNMgOgFeFdlVtK9sPmT617cBV+yLoADH4HXCral+ZFqT7VP34zdWyZFSdRh3QTTAs9d/GInTK6rM0wGtAbhQsG8pTENRBM6EwAkms6jP2wcqrsiWo39tZSBK1H4O2qgO/qfZ9zy613/NjUD0N+VG1L6OAsF1msDJJ9LNz0DOuyhC6UJ9T38GyVssdQNCARFd1g6Z+jgL1+ek+CJpq30cBGLZ6nZlW5U31gmGobbdWIPTAdCBO1L5Ml6C9Aq1lsNNgF1fbSFXVUxKp/ddcUu/VDFXvZgqcnPrM1pL6/qGrPktPqXbbXoLsoPqv2wArpfabbqrf6xp0auDVII7VNjRNvbdTVseIVwenRx2zcai2nxlQZQo6qh1GLmEYMlg9ptpoEqht+S11zEfB6nZyq22rAc1F1eacoiq/6ajjSdPUPuvU1L91Q7XLoAHF7Wo/tZbUvnbyap9aaVX/ug5eE+rzqg6tNLQW1DFSGIFUAarT6thzSqotFHeoeoh8VS+dyuox7KvjRLcg06t+bi+p1+iG2q9uVX2O7qh946+2C9NS7cRrgJ2B4raflyN0f15eK62+g26oYzMKVP3GEbg1QsOhv3aM6GAZnDQkGuT6VduJffU+pwBhoM4jaKpNtsuqntb2U6es6jBdUsd6Eqv/50dUm2wvQGmn2l9uTZWrtFWVqXJKHWtOXpUr9NT7DFvV49rPnbpqI7oJqZw6t7eWobGgzhearuo4269e31yA6jlVN3Zq9bzvQnGLOnfVptT7C8PQXFHHwdBdYOdg4S11buvZCZ1lcOuqPko71TFUn1V/z4+snodWIF0iMPuu+romga0QQoiN98N/ifGD/5Wx7b8DfGGzS3Pd27t3b/ff3/jGN9izZ881r7H9yle+wh/90R9d9PvkJ39M+3ABkgQnrOKaPXh2CcevkQ7LtK0efKuEHTRIBxUWc3eR6BY9rVPYUQPPUuUwwxaRnqJj95IKqqTCGr6eoe0MYMQeGb9MPTVKYObIevNk/SU8I0+im+ixh5FENJxhnLCBHdTRSGikv0kCZL0FAiNHJTNOwZ0h580RGGli3VbvjQOazhBGEpLyKxhJQMseINYdUn6ZRNMoZ28j6y+S8RbRSAjMLFoSoscBgZEFTccKmxixj29mce0+bL+GQUjdGcWKO2S8JYzYJzBzaCTosUekOwRmDjtsYIctbtdN6t95BTP2scImgZHBtXpIBVUy/hKhnlLljjwSw8A3cthRCzPqABptuxcNDT3y0EmoO8NkgxXssIFOTKCnMWOXQE+R6CYkMU7YJEEj1i08s4CR+AB4Rh47amPEHlbcIdQc9CQg1ixi3STQM2SDJUgg0XRa9gBO1CDSTBLNwDfzZPxlrLBNpKu1g1ocEpppAiNLKqiixz6aptExChhERJqFkfg07WHy/jxaHGIkPpFmYyQ+gZ4jMiysqI0RuWiaRqCniTUDX8+Qipt0zBJOWEdLIuy4w12aQzTj0TYKGITEaDhRixgDnYi20YumJ8SYGEkAJGhxhBW3SdDRCfFW35skYMdtIs3ESEJcI4+mga9ncaImkW6ixQlW3EJPYrTVOk80nVgzSIV1Qs3ETEI8PYeuxfh6BjPxcY0CmaCMHvvoRKv7xCTSUySaTiqoEuoOZuwR6GlYrbdUVMczijhRHT0OMJJAvVczCY00ehJgRqoTRifC19Nomk7NHqHozxJoDlbiESc6TtwkQgfNwLMKmFEHM3RB00g0jUQzuFMzaXz7u5iJB0mCEav2YsYeJBGxbtG2+0kFNcywTaLrRHoKjZgEnVB3CI0UehJhRS30OAQNzNgnTsCzekg0TbUPYkLdIUHvfn6oZ1QMFqrjPEHDijuQhLhWL4GRIeMtYyYeoZ7qvjfWTHwzjx572FEb0NGI0ZNAHcd6Bs8skooqmGGHWLfU/zEIjBRohvrcqKU6WQA9CTBin9BQ77XCBnbUAk0jMDJoSQxJsnp+8UkFNbQkItEMNGLMqEOkWdxm99Ke80gFVUC9V20/omP1kOgGZtjGjtrEmgGAFXVIiOnY/SSaQdZfgiQmNNKrJ+cE38wS6DlSYRU9CQj1NFbcPu980Q8aZN1FIs0kMtOq/SURbXsAz8iTCRaxozaeWUKP/dVzSUjb6ic0Ut26VmVOMCKftt1Hxxkk587jhNXVc7WBE9QwY5eWPURopMi5c2hEBEYOjQgz7NByhmikt1JqT2CHdTyjRKybZH117m3ZQ8S6QcZbQk9CwtV6NmIXzywwrW+76uuaBLZCCCE2XmsRACeobXJBbizVapXnnnvuPa2v/f3f/32+9KUvdX9eyzypf+T/RmbrrWqUoXqObCpPtrRVjdS0y+T6bgfLUT36rXlGxh4B3YbZg9BeITN4h7pJbC5BKk+69xY18lA+QypVJLU2MurW6OsdVyMjtVlozJA2UuBk1YiD5dDbM65G+aIQAo8eOw1mFlZO4mT7yQ3cAu0arBzHSBXVqGSnCmaKnr7x1ZGYEOqzFHpvUSMycQChx5bSOFTPqFGCOMLK9KhRHq+GY+fUKFRzATQD010hM3iXGj0JPdK9O9RoQ3MeIg/LUR0BhK4aUcqUoFMn7FQ5duQwdz32K5jtZfCqpK0MhXSveu3yccz8sBqh8eugWaRTefUdOmUwbIqpohrdiSKIXDKZXvW5fgfiECs7AEEb20qp9zl5NZJo2KDppOy0GjkHcpoOhqlGrd0qVs8OVT9+Q40EWhlYPAyGA04BO9OvRuCM1REmw1KjnH4bK/DUqIudwzEtNYLnt9UIn2Fj5YbUSE+6D0KXrFNQ39FtqhE1w4TmPLZuq5FGt6pGFiMfK1VUo67tZUgSMvkhNZoVBUTtMqeOn+TuW8fJ54fUiFIcQPVsd6SwWNwOJGpfeNXVEVtdbc9IQRxhW46qo6Ct9qGZAa+KlRlUo0earvZBqke1hfayKkMSY9nnjdwlCVYUQn0aK90HdppMug8il5yVVaN/caD2jZ1Ro4qaCWjQmMGyMuA31X+dEplUEdwyWTS1XwJXjcyme38+Wum31OiqpUZqLTsLmkYmvdo2DAeI1aicW8dycmCmSTl5NduhVVaLEa0MoVXkrcNvcM99uzHj1VFhv6nKnCSqjuw0qeyQale1c2r0zcmpEWZDV6Oidla9N1ydXRAHapTRLuJkSnRnJbhNrFw/+C6ETbWtdJ/aXruqvquZUmUIOljFMUj3qOPUb2Naav+pUdWsGt1zK2r7caL+G6rzgJUqkbWz0FwgSUJVtlSPKqe9OjvCMNX3iiPVLkMfkhAr3UvaSquRUL8Fdg4rVVD7LvRIp3tUHVdn1Ki1Fqv23y6j6zZvn61w7x27MFePEctMq7qKQlJrM1Pcump/SaK+s9eEzjJ2bhgyPbB0EgwDK9On6slvk84NqraTRKpN2nk1Uu7WIYko5kfUrIPaNKZTWB2FTqBdxS5sgeKImsXitXAsRx2jbh1Cl0J2QNV1uwJBGzOVV6OmbgV74E5KxS1q1km7iu3k1D4OOuDVKfSMq+OsMgVeHSs/rEaaq1OUendR6t0J1SmonsExU+r4rpwGYoo9O9R3WplQdW/Yqj6iECs3yJgzCk89f1XXNQlshRBCbLymCmxV77VYL0899RT79u17TxmRHcfBcZyLfm889o+x+q5+6lfX+Mev/T3v2S++4+fPvcftPPJ+C3JlQcD04vPcd8unr5/sqHe+s24/ZIKA6fLz3PfxJ66fOv0wCwJmZzI8cJ/U57oJAuYaz/Pgwx/SOh17cHM+d/Se9/Q2a3WZzNWQ5FFCCCE2XtABwAqbm1yQG8dXv/pVnnrqKcbHx6lWq921tkIIIcTNSAJbIYQQG29lAoC+1vFNLsiN4bnnnmP37t3doPab3/zm+36OrRBCCHE9k6nIQgghNp6VAiDUHS6e/CquxeTkJF/84hcv+F2pVOLJJ5/cpBIJIYQQm08CWyGEEBtvNetjgrHJBbn+jY+Pk6xm8BRCCCGEIlORhRBCbLw4AFh99IYQQgghxPqSwFYIIcTGCz0AzNjd5IIIIYQQ4kYkga0QQogPgLbZBRBCCCHEDUwCWyGEEBtP4lohhBBCbCAJbIUQQmw8pwhArEnOQiGEEEKsPwlshRBCbDx99XIj2XyFEEIIsQEksBVCCLHx6nMA2FFzkwsihBBCiBuRBLZCCCE2nltb/YcsthVCCCHE+pPAVgghxMbL9AIQ6s4mF0QIIYQQNyIJbIUQQmw83Vr9h6yxFUIIIcT6k8BWCCHExnMrABhJsMkFEUIIIcSNSAJbIYQQG8+wAZmKLIQQQoiNIYGtEEKIjaer59dqcbTJBRFCCCHEjUgCWyGEEBvPqwNgx51NLogQQgghbkQS2AohhNh4ob/6j3hTiyGEEEKIG5MEtkIIITaeodbWBnp2kwsihBBCiBuRBLZCCCE23mryKHnYjxBCCCE2ggS2QgghNl7kAmDF7iYXRAghhBA3IglshRBCbLxEZUPW5Tm2QgghhNgAEtgKIYTYeKkeACLN3uSCCCGEEOJGJIGtEEKIjZfpAyDRjE0uiBBCCCFuRBLYCiGE2HitJQCMxH+XFwohhBBCXDsJbIUQQmw8rwGAvrrWVgghhBBiPUlgK4QQYuOZam1tpMsaWyGEEEKsPwlshRBCbLxUEYBQkkcJIYQQYgNIYCuEEGLjeU0AzNjb5IIIIYQQ4kYkga0QQoiNF6mkUVoSb3JBhBBCCHEjksBWCCHExssOAOCbuU0uiBBCCCFuRBLYCiGE2HirI7Zm5G5yQYQQQghxI5LAVgghxMbrVAHQk2BzyyGEEEKIG5IEtkIIITbe6tpajWSTCyKEEEKIG5EEtkIIITae6QDgmflNLogQQgghbkQS2AohhNh4SQSAHkebXBAhhBBC3IgksBVCCLHxQvX8WiuR5FFCCCGEWH8S2AohhNh4ugGAloSbXBAhhBBC3IgksBVCCLHxCmMAxJq1yQURQgghxI1IAlshhBAbz1DJoxJJiiyEEEKIDSCBrRBCiI3XmAHAQKYiCyGEEGL9SWArhBBi460mj0KeYyuEEEKIDSCBrRBCiI1npgBZYyuEEEKIjSGBrRBCiA9MpJmbXQQhhBBC3IAksBVCCLHxQvX8WiMJNrkgQgghhLgRSWArhBBi43XTIcsaWyGEEEKsPwlshRBCbLxsHwCRntrkggghhBDiRiSBrRBCiI3nNQAwo84mF0QIIYQQNyIJbIUQQmw8vwWAJlORhRBCCLEBJLAVQgix8TR1uUnQNrkgQgghhLgRSWArhBBi4+nqMT+hkdnkggghhBDiRiSBrRBCiI0X+QDo8rgfIYQQQmwACWyFEEJsvCQCwIi9TS6IEEIIIW5EEtgKIYTYeLq9+g9JHrUeDh06xEMPPbTZxRBCCCE+NCSwFUIIsfHyI6v/MDa1GDeC5557DlDBrRBCCCEUc7MLIIQQ4iYQrj2/VkZs36+9e/dudhGEEEKIDx0JbIUQQmy8TgUAjXiTCyLWeJ6H5/18zXO9XgcgCAKCQJJ8rYe1epT6XD9Sp+tL6nP9SZ2ur2upRwlshRBCbLxEBbQyXvvh8ZWvfIU/+qM/uuj33//+98lk5LFM62nfvn2bXYQbjtTp+pL6XH9Sp+uj3W5f9WslsBVCCLHxTAcin0STNbYfFr//+7/Pl770pe7P9XqdrVu38pnPfIa+vr5NLNmNIwgC9u3bx+OPP45lWZtdnBuC1On6kvpcf1Kn62ttNtHVkMBWCCHExovUVKIk0Ta5IGKN4zg4jnPR7y3LkpuxdSZ1uv6kTteX1Of6kzpdH9dSh5IVWQghxMaLQwB0WWMrhBBCiA0gga0QQoiNp6sJQrLGdn1Vq9XNLoIQQgjxoSCBrRBCiI1nriYj0uSy837t37+fp556ClAJoNaeayuEEELczGSNrRBCiI0XtADQk1AmI79Pe/bsYc+ePTz99NObXRQhhBDiQ0O6zoUQQmy8yN/sEgghhBDiBiaBrRBCiI2nq8f8JEhWZCGEEEKsPwlshRBCfABUQBtr9iaXQwghhBA3IglshRBCbLzVx/1oSbDJBRFCCCHEjUgCWyGEEB8A9aAfeY6tEEIIITaCBLZCCCE2nuFsdgmEEEIIcQOTwFYIIcTGS/dudgmEEEIIcQOTwFYIIcTG8+ubXQIhhBBC3MAksBVCCLHx/M5ml0AIIYQQNzAJbIUQQmw8TZ5fK4QQQoiNI4GtEEKIjaebACRIgCuEEEKI9SeBrRBCiI0Xrz2/NtnUYgghhBDixiSBrRBCiI2XqIBWxmuFEEIIsREksBVCCLHxDGuzSyCEEEKIG5gEtkIIITaeZmx2CYQQQghxA5PAVgghxMaLvM0ugRBCCCFuYBLYCiGE2HhJvNklEEIIIcQNTAJbIYQQG0+Ty40QQgghNo7caQghhNh4q1mRE7nsCCGEEGIDyB2GEEKID8Da435kSrIQQggh1p8EtkIIIYQQ4qYSRD/vZGv7IdW2v4mlUZLVmS1CiPfG3OwCCCGEuAnoFsTBZpdCXIVXz5YZaGrcOVJA1zWSOMGxDGYqHRYbHv15i46fkLZ0MrZJQsLJhSaljEU+ZVLK2ERxwqGpCn1Zm04QMdaTod4J2TWYpdYO6Pghc3UX29BJ2yZjPWkWai6lrE1/zrmoTEmS8NpUBcPUaHVC7h8rYVvqEVJhlJAkCccXGpQyFmM9GSxDJwgjqp0Qy9CwDJ2MbeBHMacWmmQdg+FimpRlMFvt8MNTSxTSNncMZcnYFqah40cRgzmHBI3ZaoctpTS6rlFt+1TbAcPFFJahQ5LQ9CLiJKHWCUhbBhnHYGqlTW/awA2g5QaULAsvjPjxqWXu3VKi2vFZaXpomsZ8zWWslOb0SpPRUoaP7OzDCyKaXohpaOQcC1PXaAcRx+bqlFsen797hCCKefH4Ikdm63z69gEG8il6szZeGJF3LPwopuWF9OUc5modyk2Plq/2R8oy0ABNAz+IqHQCZiodHh3vQ9c1UpZxQf03vZCsbZKs/tzyIgppE03TiOMEN4yodwKKaZu0bRCGET86tcKdowWOzzcYLqbY0Z/FMnTcIOLEfIOx3gyltIWuaxfs744fkbbV58dxwuRyky3FFGnH4tRik8NljU92AmYX2wzmHRxLR0+g6YdkHZPTy21uH84RJ+D6MZBgGTpp28ANIo4vNHjjXJX7xkrcMZzne0cXqLsBn7t9kLHeDACnl1sMFlJkbYOWH+H6Ifm0hQb4UYKuQZxA2wvpzznUOwGnFhtkbJMYuHUwR7Xto2safTmbKAHL0FlueiQJeGFIMW2Tsgyq7QA/ivnJqWU+eVs/Q4U0dTdgpeFxaqnJR3b2ARCEEf35FADnym3CKGasJ0OcJHSCiIWaS0/O5senlgH42K5+BnIOK02f5WaHWwYLWKaqf0PXcP0IQ4s5UoZHWz4pB9KWzpnlFosNj629aRzTxNRZPSZiimkLQ9MwDZ0gitWxFsUkCdimznzNxQsjtvdlWW54NL2Q/rxDEMakLB3HNNA0ODJbo5CyKGZsCinVjoIwYqnpcWK+yYPbephYatJyA4ZLacZ60tQ6AXnHJG2b6LpGre3z44kV7h8rkrJNkiRB1zVem6qwtSfD1t5Mtx0HUUwYJQRxTCFlEUQxJ+frvDld5d6xHsYHsoCGpoGG2rcvn1xiMG9TSNts6UnjBur7T1favHGuyh0jBcb7sxyfr7OjP8fR2RpxklB0DGounFpssmOgQMrSabohjqWzVPeYqrTZ2ZelL2ej62vnkJBaJ6CYsUhbBm0vwjJ0dF0jbRskSUKl7ZO1DNwoIYji1XIm5ByDhhdRTFk4lsFy06OUtrrnxsWmRzGtzj/5lEXbC4mShJxjESUJecfk7bk6g3mHYtqi5oYYGmQcE8c0aHkhx+frzFZd7h0rMphP4Zg605UO+ZSBbRo0vICsZdLyQ4aLabwgIgF+NrnClp404/053pyusr03Q9oxWGn6DOYdvCjBNnTafkicJGQsk7obcGa5RZTEbO/LYoThVV+/JLAVQgix8aw0eBLYXg/+3//9GE46T0/GZrBgM7ncZtdgFtePmFxqMVRI4dg6s5UOmqYxkHNww4jRYgovjGl7EVnHYKnpU2n7uEFET8ZmIO+wqz/H4Zkqy00fTYPRYoq6F2IbOrVOgG3qfOHeESaXWtTdgE4Q0/RCDGC55TFcTJGyDNp+xFA+xUK9Q4JGKWNRbQe4QUQ7iNg1kEXXNM6utLBMg7xjsqWY4o3pGqapEccQxQmfurWfsZ4Mf/KjMxiGRhDFmLpOAhg6jPdnKWUszpU7LNQ9RoopcimThhdSSpucq3SI44RCyma55WHqGnnHouoGuH6IBiS+zp9OH+CO4QJ1N+D4fJP+vI0ONNyQ3pzNVKVDytBpuAH3jhX5zlvzHJ2rkyQJ5ZZPT8YmjBPqnZCMrWMaGt9+a17dnC80SVk6335rnpGiQ8uPieOYwZxD1Q3wgph8yqQdRKw0fbb1ZrDWApAgYqjgUG4FFNImHT/iz358mlzKpBPErDQ8dg5kOVfukFkNNNE0DA2CKKHa9rlzuMCxhTq9WYe2H9IOIraWMpxYqAMatw9nma/5ZB2ThhvQm3XUTXG1TcuPMDUNXde4aySPDqy0fKJY3ezeMpTHCyJ+MlnGj2JuGcwRJzFvT2ms/PdjuFHETNXFMnT8IKbhhRRSBoZuoGtgGBpuEJGxTOZqHfIpk4yt9lvWNpgut/k/X2hSaQfkUiZ/eXAaNMinTKrtkL68Tb0dMFRMsVDroGk6IwWHcjug7Ufcs6XAfM1ltuqScwzqboiuaeRSJkGU0PFCKm2fXMpktJSm7oa0PFUHtY7PrYN53CBiqtyhJ2tRdwO+9vIkfVkbU9eZqXawDY1tfRncIGZiqUkcw7a+NLah44UxlbaPoWkYhoapa3hhTMNVnRD/7uVJ4hhafkjGMRktpsjaJuW2x3zdI++YOIbG4WmdH//ZQX71gS28OVPjzEqTth+jJWAaGp3VIOWWgazq4NHANg1Or7RZaXhs68swV3WJkpiMbdIJIm4fyvGjiTJJnDA+kGWu5pJ1VOBjaBpZxyROEsZKaQbyKeZqHabLHWquT9oyKWYsqm0fS9dJ2QYtN8QNY8IoJmUZ3D6co9YJ8cJoNdiGnozD8YUGYZyQcQxuH8rRm3U4cLpMwwvJ2ga3D+dpuSHHFpos1F1MXcM2dUppm/68gxeETCy1yTsmfqw6WGzDwDE1HNPoBqAZ2yCIEkxdo94JGCykaPkhO/synF5u06zr/NflI2Qdg+lKBz9MuH9rkXLLZ6qsAkLLMLBNHUODpheRJAmappGxdfwoQQPqbshdI3lqnYD5uosXqkBU08AP1fmxlLZIWTpJArquqbbWCSi3fKJEdcJs78uyUHfxgpiUrTpTBnI2cQLDRYfDM3V1jCeqE0MDotVAM2XpnC23SJkmYRzz+buHSFkGL55YoumF1NsBuZTFYM6h6Qf0ZB1qbZ/bhgrM1TrM1Tps681QbgX4YQSodrW9L0vbC1hqquuEZRiUMhbb+9K8eGKFtKXjBTEDztUvYZLAVgghxMbzW5tdAnGV2n6EbsestDyafkCtHfD6VICpa4DGQN7GC9Xohx9HNJcD2kFMtRXghTFeGDFcVKNKWdvE0DWaXsh83WWp4dH2IsI4IZsyma97tP0Qy9DpBBGOafDdo4uEUUwYxyw1fDQglzJXg1GNsyttkgSmKx1MXd0gLzRccrZJkkC56dPyQsZ6MjimwXzdpWYYhFFMJ4hptyMKKZOGG/I3x5fYOZCl7gX0ZNT3ik2IooS+rM3kcgtd0/BXR6TaQcR0pY0bxqQtg4YXoqNueFVQbFDteFTaAcOFFOWWjxdAq+FBUsePE3Sd1dHYCNPQCOMEEtA19T1bXsSPTi6vjj4a1DoBQZzgGDpBHOEG4HYiEpp4QUytE+CGBnGcMF2JcYOIIEo4u9LG0jVyKYtOEFJth0RxwnLTw49iSKDeCfBC9fqWF+JHMfM1l2LGouNHRHHCVKWDbeoqOPYjDDQMXY1suUHE5EqTajskTqDWCfCCCNvQiWJAS5hc7qyO7KlR2ePzdXIpEzeI0XVwQ3XTOl3tUGkGRHFCJqX2V7kd4Jg6rdXRnMmlJn4YEwOnV1qU2yF+GOGYOjnHJIxiFhvqZ9tUHQBhmOAFMV4Uo3khdVeNgvfnHc6stJmvu0QxuEFMyw8Jopj5mhqV7fghYQyFtMVSwyde3U9LDY8gSjhwpkLaNCi3fYLIoLU6yuaFEXECtqHKFUQJDS+k1vFx/Zi0FdHxI04sNOnP2fhRRLmZ0PJDkhg1Ou+rACBG48hMDV3TiZOEKElYqLuEcULesdA08MKIkm3T9kM0TSOfUrf3dTfE1DQSIGcbnFlpd7dLoj6n6SWYmtpXPzixyJnlNroOjqHT9EJSlqE6DqKYmYrLsfkGGpBPWVRaAUEcs9TwiEgIo4SsbeAFaqaAoYGXJMxWOyw3fWxTJ4kTAhKqLR/N0Jipdjg8U6PtqzqLkwTbMOisnhfcIKba8dXoYhzjhjFxAm/N1vHCmJSpOoRafkwp7bLc9EmZOosNj/mqS9o2uqObLS9kpRXQ8kLiWE37zjomdTdE03yWWh6OoREnCV4UqWMijDG0CE1LGMynaLjhatvVaXnh6owWtW+SBI4vtmh7IZ0AooZHxjNJ0EhIOL7QpDdrkbI0TF2n7YXU2gmGoaFr4IcJCTENVychIeeo0cuZSoe5uoelqw4ML4xwTI1wdTr9fN0jbemq0y+I6AQRWcek3PJxwxjTUJ+32PBwTH21AzJkohOQdUx1DvFjdMDQdcIkIm0ZeH5MpdVB09SIt2OqtvbSiWXcMML1IzVTJ23h+hEL9Q51L2KlGZCQ0J/zqLsBdTfk9FKrG1DrGnhRzGLDZyBnq2M3TmgHIbTULBxDW+1QSWCx6V719UsCWyGEEBsviTa7BOIq/cNHt7FlqJ/pSocgSvj4Lf185615/ChiR1+WO0cK7N5a4ttH5unN2rzw9gJZW91O9GQthvMOpayjRqf8EFPXSBI4Nlcn45jcPVJgR3+WnqzFD44tcdtgjiBKKGVt5msu7SBkrJTm1GKTyaUmO/pyDBRsyu0A2zA4vlDj4e29rLQ8dg3kmam0+dnpMh/Z3sdYb4oTCw0ytsFgIdWdejxTcxkppPDCiKWGRyFt8vq5GqPFFLu39/LQthKZ1e9wcqHJ+ECWj+zsw9A1Tq+0aLkhtwzmOLXU5OxyA8MwKDcDHEvDNnR6sg5tL+BjuwYwDWh56ubSMRK++9IrVNK93LOlxEd2lKi56qa05UZkHBUcf2JXP7M1l04Q8srpMpWOT3/GwTJ10qZOrEFvxqbaCnAsnWPzDQopk5xjcbbcoidnkdINjs412FJK0Z93sAw1grOlJ0XKMllpeURRoqawkuC6EX4Us/ehMWodnzPlDssNj6XVaYy3Def53pEFejI2QRTRm3X45K39vHKmTNYy+OydQ/y3N+Z4eGeJeifkyFydasunP2/zsZ0D9GRNvn9skZYf05+zeXRXH0034IVjS5TSFtWOj466eX14R4nlpgpi3SCilLE5PF1jW2+aB7eVqLshbS9kpe0zX+nQmHqbhz+yi7dmm+g6jJbSzFY7PDreT73t860359jak+Yztw/w+rkqMdCftTk632C22mEon+KzdwziWAYLdZf5eof5qoth6KQtg3vGCrw1XePEQpO0ZfDPfvF2psttfjixxMPbe1msu7wxXaMdxDxx9zCtQI3Od7yItGNyy2COJEnoyznMVjq8fHKZBPCiiL6Mza89uIXJ5SavnqnQn7O5bbhAvRMwW+moTpwELEOj1g5JUNO+s7bOdM1lIOsQxjFBFPPYrQMsNz36sg4akLJ0Xjy+RDFjc/dogZlqm4W6i6Zp3DNa5K9enyWfMiilLO7aUmSp4XFqoc6pkzV+4ZEdRInGxFKTrb1pap2QO4fzJImaLWEZOpah8dOJMk0vZLCQ4sxyi0LaJOeY9GZsLFMjiKDc9rh3S4kgivnZ6RXyKYverEnbS7AMjc/fOUy57dFwA3KOxXzDZabSYbnlM1pMsa0nw567BvnhyRWOzTfIOTpDhQyfur2f185VmVhs0pe1ObbQWJ09EBPGCWnLJJ8yGR/MUWkFvHB0gVsGc+y5axANjZYf8tLJJRqdcLVN9mMaGicXGtwxVODkQoP+vFpKYeg6P51YIZ+2+MJ9I7xwbJF7t5TY1pfmjakqh2erLDcCbhnKMlpMYxo6B8+Wmal0+OiOHo4fPcItd2xlsJBlx0AaYp3FhstKyydt68RxwnIroOkG3DaUY7HpMd6X4/XpCm4QMd6fJZ8y+avX59jel0HXdYYLDh8b72e06PD2fJ1XTlfJpwzafsxtQ1lmKh06YYQbqI43XYflhuq82tmf5YGxAicXW5iGjqnDxHKb5UYHxzTpzTpkbZ3dO3qZLrcopG0Gcg7/7fAc94zkGSqmWG4GnF1poWswU2nT8EJ29Of4hVsHOHimzLnV9nvPlgJbetLEESw1Pd6eqzNXcxnMpVhodFSnm6kxUkzzf//UOC0/xgB+OLHMa1NVPnPbIDsGsvz41BI9GYtavc4Pr/L6pSVXsVK9Xq9TLBap1WoUCoX3cp3sCoKA559/nieeeALLst7XtjaDlH9zSfk3l5R/c13X5f/DEpCQAOH/c3ldyr+e1ybx8/pcXl6mr6+POE5Wp+SqkTY1SmBc9L616XObKYxiTOPa8mG2PLUe852iWK13K6Yv30aDKMYP4+77625AIXXx69/rMXu5Om24ASnLwNTVKPKl9sd6iuOku/51rUxqZFq7qHxRnBDGamT7/PW5l/PO7xjHiVrfuPq7pYZHnCQMFVIXvK/Zdvnud7/Lr37hCTTdQNfUqHdC0q2PWlt1AKyV4/w1uytNj3zKxD6v7qI4IYqT1e9Fd90wQKXt03feuu8kSai2A3KOga7r3ePj3ahgaX2OEz9UI+DrcdzVWy4v7PsuX/iVJ9ANNdXU0tUI7eX249q5oNZRo2/5d7T9y50rqm2fWidge1/2or8lScJy06c3a19TPZ3fRtt+iKFr73pcJKujq2vvW9s3K6trUdfOJe9sk+/khzGGrnXLG0QxC3WXgYzJd77z7Sse914YoWsauqZd9H2jWE0fXlt33AnjS55f3vmd1FT8C193fv1c7n1eePl9vd6SJOG1c2qtbd8l8ilcyrVc62XEVgghxMbTtO6zbMX14Z03Q5e7WdzsoBa45qAWuGRQCyqQv1JQC6yOXv38M9/tpvNaXa5Ozw8gNjqohQvbwFqZrMvUtbrBv/oyvfM7vrO9DeQvfdPrWAbmahHW9rv9jvcWMxfuj7WgFrjkzfT5wck7y/PO12uaRk/WvmTZrmS9glpQSZrWS9pW65Hhwn2YusK+XGt7lztOLtc2SxmbUubSdadp2mX3+ZWc327WZl28G01THRhrjMvs6ysFhHDxfrAMnbGeDEHw7vkkrnT8nt9WLNPAuopjXdO0S56H3u07aJr2gQW1a5+3e1vPhm1fHvcjhBBi4yXy/FohhBBCbBwJbIUQQgghhBBCXNcksBVCCLHxtA9uqpMQQgghbj4S2N6E/mZG4//1V0fwQslSKoT4oMj6WiGEEEJsHEkedRP6zrSONzWDput85dfv2+ziCCFuBrLGVgghhBAbSEZsbzJeGOPFKkPa4enaJpdGCCGEEEIIId4/CWxvMv9i34nuvyeXW5tYEiGEEEIIIYRYHxLY3mT+6xtz3X+3fVljK4QQQgghhLj+SWB7k+kEEswKIYQQQgghbiwS2N5kgkhlJrV0tc623gk2szhCiJuRJJISQgghxDqTwPYmE0YJkLCjPwPAz04vb26BhBA3B01dbjSAWGaOCCGEEGJ9SWB7k0lQN5bD+RQA3z2ysKnlEULcLM673CQS2AohhBBifUlgexPxQ3UzmbcT7hsrAHBaMiMLIT4ISXjev2UqshBCCCHWlwS2N5HTy00AhlLw6dv61e+WJLAVQnzAJLAVN5jpxjTLHVnaI4QQ62muOcdMY+aqXy+B7U3k3/5gAoAghq19WQDqbniltwghxPpLks0ugfgQSZKETthhtjnLbHN2s4tzTVpBCz/yOVk5yUzz4puvMA6JpSPnujDfmid5j+em07XTvDT90kW/bwdtal7tPW3Tj3yCeP0SfCZJQhiH7/k7Xq2aV7voM6pu9bo7tq8n7zzHNPwGB+YPEG1yPosgDmj6zfe1jdcWX+PI8pGrfr0EtjeRn05WABjLxPRmLADCWG4whRAfMDu32SUQ6+x4+TiHFg5R82r4kc+5+jmWO8t0ws4FrwuigBOVE9T9evd3R8tH+f7U9zk4f5DXF19/T5//XoNHP/L549f+mH/7xr+97A3/dGOa07XTl/zbi+de5KVzLzGaG2VbfttFf98/tZ+T4cn3VLa55hxu6F40Etz0m5cdHW76Td5aeou/OPkXvDL3CmW3DEAn7PD85PPMt+a7r11qL/Ha4mvduqv7dZ6ffJ6G37hiuep+nbP1s4AKYqbqU9f83Rp+Y0Nvupc7y5yonLjq1690Vji0cIjp5vQVXxdEwUVtGsCLPBZaC93g8WdzP6MdtPnBuR/wo5kfXfJYeDf7z+7nB+d+cMXXuKF72XqM4uiCv3XCDt878z1mW1cOMF9ffJ2Xp1/Gj3xeX3ydIHr34LodtJlpzNAKWrw8/TIvTb90wTH5o9kfcWD+wLtu54OQJAmvzr/KdEPt6ziJOVc/d8WAv+JWmKxNXvI8E8XRVdXRtZTvWmZ/vLX8Fl9/8+sX7OsjK0dYai9R899bpwrAz+Z+xtHlo7SDNguthWsKUNfq8tDCIV6afumyddsKWt1zaxAFl6zfj458lPHS+FV/tnnVrxTXP001rEcGQNO07q+TJLngZyGE2CgJyFTkD7kwVjN5kiRhvjVPX7qPfWf28ejoo/Sl+y75nonqBHESc6pyiqJTJEoiOmGHhAQ/8vm1W36NIA740cyPOLx8mAcHHuTxHY+jaRpe6BHGIbr28772tRuhhKT7+5pXI4xD+tJ9hHHIVGOKnYWdzLZmeWPxDT699dNkrAyTtUkKVoETlRPc0nMLjuFwePkwSZLwiS2fYKG9wExzhvsH7u+OqJ6pneHPjv4ZOSvH3tv2XvDd5lvz+JHPzuLOS373hfYCE7UJUkaKf3jPPwTUzfIbi28A4CYuAP/hyH9gW34bn972aUDdyP107qecrJxk9+BuHhh6oLvNIA54eeZl3NClL91HO2hz38B9jORG+OH0D6n7dR7b8hhJkuAYDuca59DQWGgvsNRe4mj5KD+Jf8Inxj7BeGmcTqCCqpnmDMPZYQAOLhwkTmIG0gOM5ceI4ghd1wnigCiOMHTjkt/3yPIRKm6F7YXt/GjmRwBszW+95H3EQmuBZtBkV2lX93c1t8azJ55lR3EH9w3cx2BmkJ/O/ZSm3+QTWz5Bykxd8nNrXg3HcDAwOBOeYa41RylTwtRMMlaGpt/EjVyKdpH51jyvLbxGkiSM5EZIG2ksw6Lu1zlePs4dvXeQt/OACvjSZpp7+++l1+nlyPIRRnOj5Owclm5dUIYfz/6YvJ1n99BuQAXoQRwwlBnipHGSY+Vj9Kf7ObRwiHbY7t5f/fu3/j3399/P57Z/jobfoCfVA6iOiLSZxtANal6NdtBmODvcrctLBUxHlo/w1spbfHToo+w/t5/R3ChP7HyCyeokFa/CQ0MPEcUR3zv7PUpOiYeHHyaIgu53OT9AWWwvYiQGnbjDXGuOlJ3qfq/DS4c5XjnOltwWBjIDNPwGDb/BQGYAS7cI4gBTM/Fjn7849RdM1ab4zNbP0AyanKicoOAUeHDwQQDydp6Vzgptv03GVk/liOKIQ4uHuKP3DlJGipdnXmb34G5KqdIF37fu10mShKJTvOD3Jysnydt5hrPDzLfmWWovMZAZYDg7zN9M/Q1u6PLE+BPd18dJjK7phHHIYnuRolNkubPMz+Z+RtNv8vEtH2drfiugAq4Xz73IR0Y+Qn+6n8X2IhPVCbbnt4Omzk9na2cZzY/yr1//1/SmevmHd6tj/3Kj7GuzO2abs4zlxy76Pmv1vtBa4ETlBHf33c1iZ5GclePOvjsvuc0gCvivp/4rAO2wTd7O0w7a3X2sqecQ8PL0y+ws7mQsP3bRNpp+k9x5nc1JknC2fpb51jyvNl5lvD5OQoKhG/zijl+8ZDnOd65xjoMLB3li5xOsdFYA1fFztn6WMA6pelVuKd3CYGaQ/Wf3Y+kW2/Lb2Hd2HwOZAR4ZfuSC7fWl+7B6rEt91CVJYHsTqbTUwbZNncsppEzqbsh0pc3W3uwmlkwIcVPxmuBc+uZVbL63lt9iaGCoe4NiYvLizIu0ozZfvO2LF7y2HbS7I2OdsMPR8lE6QYdfGPsFjpePs6O4gwPzB0iZKXqdXjUCFAccWjzEPQP3YOom//nt/8yW3BYGM4NUvSpVt8pfnPwLql6VjJXhU2Of4s6+O/mbs3+Dbdj8yq5f4UTlBGdqZ8iYGRzDwY1cfjz7Yz677bMcWznGsfIxTlZOUnJKfHT0o9S9Orqm85GRj3Bo4RBn62dp+k1uKd5C1avihi5zzTm1rdCl6lUZygxR9arsKu0iSiLiJCaKIzpRB0u3SJtpAIayQ5RXyiRJwmxjltH8KIeXDvOtiW/xQN8DgAooJ6uTTNWn+NTWT7HirjDTUL97cfpFfjL3E760+0ukrTSGZnBg4QBaopGQUPNqTFQneGv5LT468lF6072crJzke2e+h6EZZK0sby6/ScEucHff3RScAg8MPMDJykmiOOI7k9/B0A3u6L2ju98W24ucrJxkV2kXk7VJBjOD9KR6+KUdv0QraPHdM9/l/sH7GUwP8rP5n2HrNh8Z+QgAuwd3o+s6i+1F3lx+k7v77uat5bd4u/w2n9jyCUZzo93PWeoscbp6mpyVI2WmyFgZppvTLLYXWemsYOomg5lByp0yL517iXbY5ld3/aoKsjX9gmD5/zr8f1FySnx2y2dZjpZ5eeZlSukS041pBjIDzDXnGM4Os9JZoZgq4hgOZbfMRHUCUze5d+BevnXqW4xkRmj6TWJiPj32ab5x7BvU/Tr/y4P/C1WvyqnqKV6cfpFO0OE37/5NmkGTt1feppQqcaZ+hq25rd0yvTz9MgB9qT5eW3qN3nQvCQkVt8Jfn/pr+tP93NpzK0EYUHbL/NmRP6Pu1fl7d/w9BjODvDT9Em6kRl2zVpap+hSGbvAP7vwHhEmIqZscXDjISHaE0dwop2unOVs/y0RlAmJYbC1SdauMZEb49ulvs7O4k92Du5moTlD3VED43PHnKKVK3NZzG+2wzXJ7mdHcKHk7z6vzrxJGIQf9gxx56wgPDj7IaH6Uslfm0MIhbuu5rdvRsNBa4Fj5GHW/zi/v+GV+MvcTdhR30OP0kLNUYNQIGlS9Ku2wzd9M/Q2DmUE6QYcfTv+QmeYML0y9wP/2yf+NH8/+mHKnTM7O0ZfuI2NmmG/N8+dH/5zPbPsMU/UpBtODbC9uZ7I2iRu5bM9v50TlBJ8c+yTLnWVOVtRMiN1Du/nxzI95ffF1FRRpKui9o/cOztXPcXTlKHEcUw/q7L1tL81ABX09qR5OVE4w25yl7td5Zf4VOqE6tqdqU0RxxERlgqbf5MD8ATphh3ONc+wo7mDf2X385am/5GMjH6MTdJgJZgjjkLpf569O/hUDqQGm/Cm1Pcui4lb48eyPCaKAMAl5Y+kNfv3WX7+gE2eqPsWPZ39Mxa3QCBqsdFZwI5f7Bu7j+cnnuXfg3m7gveZE9QTzrXnylgpo20Gb7539HsfLx/n46MeJkgg/8mn4Dd5cepOx/BiTtUmKdpG55hxHykfImTnuH7yfdtimP93Pqeopvnv6u9iGTcWtcFffXd1A+duT38YyLB4eepi8ne92fv149scYmsHuod2crZ/ljcU3mGnMsKtnF3Ec0wk6TFQneHX+VUzdpObVuH/wfo4sH+H23tu7nQFL7aULvl+SJByvHKder3O1JLC9ibihGiXRV68T2/syHJ6p8+KJZX7jUQlshRAbTwOIvM0uhriCs/WzfOPYNzhbP0s7aBPEAXWvTtNvMtOcoWAXeGv5LVJmiobfYLG1yMGFgxiawXx7nsH0INHqI51aQYtdpV0cXTm6OlyvRmAyRoaV9gpvLr9Jw2+QtbL4kU8Yh7ww9QInqyc5XT3NSHaETtihHbZ5Y/kNbM3moyMf5eXpl+lJ9VD1qvSn+3lg8AFOVU6x78w+6l6dmcYMS50lthe2kzWzlDtlRvOj/HT2p7TDNmEc8vbK23znzHc4tnIMS7eoeBV6Uj38x6P/kbydJ05iik6R7YXtLLYXmW/Ns+KuoKExlh/jsdHHADUd9GT1JO2gzfHKce7ouYMoiXht8TXKnTJNv8mfHf0zztTPoKHxw+kfMlGbwI99OkGHrJklZaU4uHCQdtimFbaodqp0og4Fp8BQeoi55hyWYfGzuZ+xNb+VslcmjEMydgZDM9ASjZOVk/ihj6ZpTDenKdklDN1gsbNIxszQCTssd5Y5MHuAb574JmkzTUJC3a+TtbLkrBwJCV7gEcURB+YPMFWfYrmzTI/Tw0R1gppX457+e3hsy2McXjrM6dppUkaKqlflv038N6puld++77epuBXqfh1DM3j+9PO8ufQmpVSJklPqTo92DIfeVC+na6d5bfE1OmGHmcYMSZLw3TPf7e7be/vvRdd0ljpL3Tqdi+Zwag7D8TA/nv0xu0q7COOQlJni6MpRRnOjDGYGWe4s44YuWSvL85PPM92YZqY5w3JnmV/e+cv86ZE/5e2Vt7EMiz8/+ue8ufgmcRJ3A7Rm0GS+Pc9ia5Hbe29nubPMw4MPM5AZIG2mafgN8naeg4sHmW5MY2kWL517iapXRdM0al6Nn879lOn6NImWkDbSZO0s//XUfyVrZXEjlzAKWemssOwuM9+aZ2t+KzW/xtn6WcqdMpZuMZgZ5I7eO6h7dbzYIyZmrjXHzuJOik6R/VP7OVM/gx/7HFk5wuGlw5ysnuTe/ns5Vz9HykzxH478B6Zb02iJxuDpQf7ZI/+MKIlY6axQiSvEjZhbe25lpjHD28tv40c+L06/iGmYfGH8C4zlx3hh6gVmW7PUvTpLnSWePfEsJPD4jsfJ2lkmqhPMNmdZ6iyxs7ATN3Q5Vj7GwYWDREnEjsIOztTUaPt0fZrfuOs3GM4Ns9hapObVOF4+zvHKcT615VO8uPIiu1q7yFk5Xpl/ha8tfY1dPbsYy41xsnqSht8gjEMOLhxkpbPCdGMaN3JJWSmGM8M8Mf4Er8y9wv6z+1l2l/Ejn7pf52/d8rdY7izT8BrUvTpn6mdYaC4QJzEGBgvtBaquCs4t3ULXdGaaM9S8GjWvRpREDGeGyZpZphpT6KurOk9VTxElEQcWDjDTmEF3dW6bu42HRx7mZ3M/42TlJFkrSxiHjGZHaQZNvMjj4MJBdHTeWHqD15dexw1d8naeqdoU24vbOV4+TtbKcmzlGLONWeIkpifdw87iTl469xINv4Gpmbww9QKmbvL85PNomsZHRz5KGIe0gzZL7SVydo5vHPsGlm6RMlO8MvcKQ9khjIxBxasw3ZgmiRNePvcyNa9GzspxrnGOn839jIyZ4a7+u3hj6Q380MePfEZyIyy2F0kbaep+nR/O/JDnTz+Pozs0/Ab96X7aflstcTj9PHOtOWp+jayVZbI2iaEZVL0qFbfCyYranz+d+ynfP/d9vrDzC7TCFlO1KSzTYnJh8qqvXxLY3iTc4OI1GK6vAt2Xji/yG49u/6CLJIS4WQXtzS6BuILvT3+f4c4wXuSpQDUzyExzhlOVUwxnhzmyfISj5aOMZcfI23lO10+z3F7G1E1s3VbBWdBiubNM3a8zkh2h3CnTCltU3ApJkhDEAc6kw3BaTYtdC4Im65McXDxIHMdESUTNq3GmdoaSXWKiOsFCa4EVb4WKWyFtpSm7ZQbTgxTsAj+a/hHNsEnZLasplprBTHOGTtjhVPUUnaBDf6afPdv20Jvu7QYgzaBJGIc4vkPLb9HwVLDihi5Fp0jWyjKSG6Hu1Xl14VVaQYvx4jhvLb3FlsIWwiikP9XPpDepMni2ZoiiCC/0OFo+ihEbhLWQhfYCjuHwrYlvUXbLZO0sZbeMoRmMFcY4Wz/LirvCUmcJHV1Nc00C+lJ9LLWX0DWdlJnidO00fuxjaibtsI2pmbSCFmEcMpge5K2Vt6j5NR4efFitDaxM0gybHK8cZ7w4TifscLZ+lv50P/OteW7tuZXDy4d5aeolWqH6bhW3Qt7OM99WwXzeykMCfuJzcPEgxyvHMTSDwdQgc605ZpuzKjBtzvCvX/vXzLfnSUh4aPAhRnOjLHWWeGP5DXqcHgzNwDEc8naeVtDiuRPPcWjhELuKu/Ajn//j0P+h1ncuvc5IdkRNoyzsZLI2SRAFLLQWAIiJWWwtYukWp2tqVHggPcCZ+hnm2/NsL2zH1EzKbplHhh9hobXAQnuBvlQfy51ljpWPcbp2mjAO6U/388LUC93sq9vz29E1nROVE5TdMhoai+1FCnaBVxde5eDSQe7tv5c3Ft+gP93fncq50FmgE3RYaC3Qk+ph2VvGCzzQ4O2Vt+lN9TKSHWGqMUXVrbKtsI3BzCAxahq/pmk0ggZvLr7J4aXDFOwCd/bdyesLr/OtiW+Rt/M8MPAAVbdKIV+gHbXJJTmm6lOkzTRFu8ibi29yYOFAd1Q8jEMaQYOKV2GlrX4+Vz/Htye/jR/5LHeW8ROfKIr44fQPGcwMqmDXrVAP6qRmUvSl+uhJ9VB2y/iRz1RjirdX3ladKprG9858jyiJyFt5slaWtJHGjVyOl4/zo5kfUfWqZK0sxyvH+Y9H/yP9mX7cyOW/HPsvjBfGMQyDM/UzLHYWSZKEv5r4K7YVtnHk1BE+OvxRZho/P47//O0/p+bViJOYXqeXgl3gXOMcaGDpFp2gw47CDn4w9QMqXgVd14mTmGbQZP/Z/URxRNkt862Jb1H368zUZ6j5NV489yJe6HFg/gB9qT6qfpW+VB8hIW7g4oYuP5j6AaP5UZIkYaY5Q9VVnS9+7HO8fJyh7BBu6NIKWkRJxLHyMcIk7CbPGsoM0Qk75KwcM40Z/tPb/4mCXWC+PU8UR9TcGpZhYWpmd9r828tvs62wjayVZaY5w1BmiHsG7uHQ/CHONc4RJzEVr8KhhUPqe/pNoiTqjrg7GYfDK4fpBB2COCBrZXEMp7t0ZLG9yFxzDi/y+N6Z76np82hUvAphHHJo8RC2YYOmkoCtdbJVvSo/m/0Z55rnGEoPMdOawYs8TN1kID3A1vxW/nryr0kbaXRNxzEcVtwV/MjH1m0mqhMstZdYai/RCNQ098X2IovtRabqUwxnhznXOMfW3FasUKYii3c4Ma+SQZTSFqDWTz2ys8TJpSYnFt9fxjIhhLgmvjxm7MOsE3Z4u/w2g5nB7rrGVtBisjZJX7qP1xZfo+k3WWot0ZPqwYs8slaWOIlZ7Cyy0FEBhIaGF3nU/BrT9WkM3SBtpGmGTdBUQpa55hwNv8HbK2/jhi5BokaHO2GHtJWmFbZAU1lnm34TW7eZb83T9JsYnoGjO4SlkDAOmWnN0Ak6pMwUfuSTMlJMVCeopqt0wg41v0ZPukdNC65NqhsswyaMQwzdwDRMElTillbQohk0mahNcH///Uw1priz907SprphB5Wrou7WeWP5DdJ6mtnWLFEckTbTxEmMG7nYuo2XeDT8BiWnxIq7okbWVjPetvwWTb9JEicqkPdruKHbnYYbxmF3naUf+wxl1RRxgJSRQtd1LMMiCRPCJFQj5QndUZSJygT1oE4cx1TdKvPGPFk7273R7wRqVPhY5RgnqifoSfVwtn4WP/ZZ8VZYaa9010FbhkXRLhLFEWfqZwiigOnGNLqukzJStMM2p6qnWGgvMNucxdIt2n4bN3KZa83hxz6g1lamzBTz7Xl6Z3tZai8RE9MMm90b25iYVtBipjlDykgx15zDD31SpvocP/Epd8qcrp8mIsINXKIkouJWWHFXMDWTKI7YPbSbpc4Sby6+SStsdUfMUmaKt5ffpupX2Zrfihu6ah2nXVSdI16ZTthB13QKdqE7XXi6OU3KSLHcXGa5rdrJirui1innxnjh7AucqZ1R09UNi+nGNGEcUnJKbCts42z9LDVP7eOYmIyZYboxrabHaqqDhwbdEdMojlhxV1jsLNIKWujo/Gj2R/SmejF1k7ARUs/ViZKIqcYUs81ZdHRs06YTdjAwmG3PcrZ+lpSRoubXcHQHwzA4tHiIgfSA6vxJOlhYlFIlyp7qhFpyl0hIKLtlXp5+mf5MPxW3wpnaGdDANmw0NHJ2jrnWXHfafBRHDGWHSEhUO4kDSnaJTtTBj3xO108z01IdCBW3wovTL/IrO3+FIA4wNIOYmJpfU1Ppk4iJ2gQrnRU6UYeYmLdX3kbXdHRNJ2Nm+Pbpb6vOIE3H1E0afoN/efBf4hgOPU4PjuV0jyPHcHh14VW2F7arzo3KMSxNBZK5VI7T9dMUnSLtsP3zIJGIlJHCsAyaNLvrRBfbi+iajhu5aGi8cPYFLMPqrmeOiHhr5S3++vRfM14YJ9HUuaXpNzm6cpRX5l7hdP00BatANaiSMTLUgzp9Rh81X40OB3GArukMZYdUJ1/9DAvtBe7uv5u/Oaemet/eezvlTpmlzpIK+FFriSdrk/zJW3/CL+34JcIoxDEcUmaKmldjMVgETZ3rHxp8iKMrR6l6VTqBquO15R15S61d9EKPilvB0i0WOgtQBh29m3/gVO0UlqGWZ1i6mnr9wtQLNIIGKSNFykgxmBnEj1VHimM4zLXmMHWT0dwoBgbHy8eJoogkSTB1k7nmHHk7z4nqCYLW1SfnksD2JvGdI3MA3DdWAFQSiSc/uYv//Mo0C3V3E0smhLjphDIV+cOsHtSJtIiEhIyZUUGimVJBWNCk5JS6iZwafoOCUyBjZai6VVphC0d31DS70CNn5+gEKkDohB0cw1EBXdhirqWy/gIqKIsj+tJ9eKFHK2iRMTLYho2pmUw1p2iHbUpOiabfpOpVSVtpql6Vyeoky+1lKm4FL/LYmt9KlES4kctia5HlzjIZU22r3ClzZOUIbuhi6Ra2bqv/GjZJohJVdaIOGUtN8bV0i07U6QYFraBF3spTdssstBfUDXvYoRmr76tpGrZh0w7aoEGURFiaSo7SilpUvApBFOBFnkqsFfu4kcvpxmnSZlqNpBCjodHj9NAIGpD8POtzwSowlhtjubNMO2yTNtIMF4bphB3c0OWtlbeI4ojbe27vBl2dsINt2BSdIo2gwVx7Djdy6YQdNE3jWPkYRaeIbdhqlNouUrAKhEmIbdjYhgqSHF0FCDWv9vMR49Wp6pqmEScxCUk3iPcjn8PLh7tTupM4oepW0TWdrJWl6lY5tHhIrd9LVBKbY94xdHRGsiMsxovdYKQRNFRHgWHT9JvUohr1ep04iemEHfzYx9AMFtuLpIwUQRTgRi7tsE2P08PJ6klSRoq0lWahvYAf+SR6go6uAvT2NH6kpnG7oUs7aHcT5jiGg6EZ3ZH9klMiZabU8WFl0NAI4oD59jxLrSUM3cBKVICTrP4PwNAMglitte1J9VD36kzUJjAwsA0bA0NNbw4aHFk5ojo2kpC/Ofs3uJFqr+2wTc7O4UYu5+rnqPt1TlVPoSWamilBCw2NVJQiTmIWOgvUgzpe6OGGqqMFQEs0WoE6VrVEw0s8ltsq6LIMFeCmjBRe5LHYXmShtcBgZhCA2dYsBbtAySnhRm43+ZumqTKYusl8a56p+hSWbjHXmiMiImNm0DW9m6xord7ythrlrXk1Kl4FktVHE0Whmn4//zPiJGYsN6amifsNxvJjJEnS7ciIk5icpUauc3ZOBdGxj67rbHO2Md2ZxjRMwihksjZJ3a/zyNAj6Oj4kd8NmnVNx4s8vMgjSiLqgVqbf2//vby98jYaGlEccXDhIABpM40XenSiDo2ggaM7LHQWsHQLB4dO0CGKo+6IbMEpEMQBfuwzszJDSk9RTspEcUQ7UcnGar7qHOhN9bLYWVR1i0bKVPu04qonnHiRx3JnmXSQVgH4anbmMAnJWlkKVoGl9hLPvPEMWwtbWWgtUHSK3ZFYDa2bF6HqVbtt1NIt/MhXI8++GnnuT/cz15yjx+lRHZBxQNWvsuyqIDVjZoiSiB6nh4yZYa49R82rkTbShElIJ1Lrk0tOCQ0NUzdVewubpMwUs61ZUkaKVtLCMZ1uZ2rkR2qqdXL14eoHHti2gzavuq9SOVahmCqSs3NkTbW2oyfV0526AHBL6RYAXp1/lVt7bu0mLjhTP8OW7BZs0/6gi3/devZVldZ8Z1+6+7vt/WpdbSeIJTOyEGLj+Cp4SVhdY/uOrJfi2k1OTvLcc88xPj7O5OQkTz75JKVSaX02nkB/up+l9pLqgdfUNLBG0OD4ynG82KMdtNXNuGZgaAanq6dJWSkc3SFjZbiz904OLx/uTpMN4oCMlSGKo+5NUN2rkzWzxMQkcYKlW3iRR8bOEMYqcY4f+8y354njmIJdAOiOtKbNNGkzzbHysW4wGRNzvHK8O3rTl+qjmCp21yrWfBWU5awcURyRs3P0pnppBA0VTJsqoE0ZKTJmhsX2IhW3Qs7OMVmdZK41h2M63amWdb/ezTa7NlIbJzFD2SEmqhNohoad2FS9KgudBbzQI2NmCOKAmlej5JTwIg9bt8laWfWdI5+0mSaIA3JmrhvYNf0mNV+9Z6GzgB+rUWk0GMoMMZgZ5NjKMTRN40j5CKZmkjbVNEAdnXbQJkIlZdqa30oURyx1lqj6VQzNYDg7TLmjbrKrYZW6VydlpjB1k/50P0GkgjI/9tX0Ud0g5+Q4XTtN2kijodH0myqYtHvUCJ9XwcRka36rWq/ammc0N0oraKFpGvPteVUHntcd+c+YGZpBk+HMMJ2oQ1+6rzvyudxRU95NTIIw6E6pXNtnKTNF1sqqmQJejXP1c2wrbCNv5zF1k2bQpBWoDobhzDAxMV7sUfWqeKtr/x3DAcDAAE3dt5qGyWB6kJpfI2WkCKOQvKOmUluaRSfsUPWq7CjsQNM0ym6ZulcnZ+UYygwx25pltjXbTXJVdauAmtppGzYEqLao93KmfoaphgrQ5pvzNIMmjuGoNq2ZJEnS7QRa+z5rI/xJkqikY0lC1sp2E1KtrafOmllqfo1O3KHpNzlbP8tAaoA0aVq0VOZgdJbaSwxlhljxViBWU9CjJMI2VEeQYzgsthdVx4ytzu85M4erqc6HqlcliiOOV453y29apsq4noCpq0zWraDF1txWTtdOs9hexIs8NeKs26RMFVjHcYxlWPSl+qj7dZo0GUwPcrx6HD9SHSyduKNmIIQddF0nbahM02lTdX51og42NuhqpDFlpGgGTTXqnajR3LX/J1oCicoOr+s6JOpxUF7sUfbUVOy8ncfRHWZbsxi6anthHHbbYxRHREmEpmn0pfrUSLhbJm/lMTWTIAkwfVPNtiAhbaW7Sa2afrObdTpJEgzN4GT1JA8MPoCGSij3lyf/Ei9SHYBZK8tccw5N07rnzFScwjZtppvTNHzVKaRpGjGqA6DhN+hN9QJ0O4+afpNmrGbFpIwURafYnYava7pq04HqTMrbeVbaK6rdoTq1WmGL7eZ2tfbfzFDzaniRR87K0Qya6JrOueY5TM3sdmBESaQyVNtFvEhdV/zIp+pV6XF6us+Afmd28iv5wAPbP/zpH7Lf3Q+H3tv7DQwifr5eVEdNR7ir9y7+8YP/mHv671E9rZdJU3+zWmqqKUB/55FtnHr1DHDhI3+mqx229mQ2o2hCiBvd4tsX/iydku/bF7/4RQ4eVKMGk5OT/PZv/zbPPvvsumxb0zQyZoayW8aLPHpTvWqETjdZdpe7j5BISNTNU2OahIQ4UCNzg9lB6r6aHtmT6qE31aumD6KmdabMFNkwy+nqaaIkwjEcinZR3ZCaaWJfBYZe5BGGIZ1AjaDuKOzgTP0MWTvbzV6qJWq689rUOUu3aAUtSikVMGqJxrb8NppBk3q7rqbMrt48rU0jXBud6Un1dIPLMA7VDW8csNRZQkMjbaW703LXRm7c0GVbfhsj2REma5Pdm/aqVyVlpuhz+mh7bTWq6zdJW+lu4NYKWvSkeuhxeroZa1c6avTJDV2Gs8NsyW9hrjHXTShza8+t6tE2QZN5bV6N8uoOxWyROIlZbi9T9au0g7YaEUsCLMNCQ0PTNApmgbydZ1fPru6U4oWmGmFyQ1dNs9bUdGFNUzfRlm51R0ATLVFJprSkO+15vDhOw2vQidR31HVdjQolaspvSlfBd5zEtMM2UaKmG47mRplpzlDulNE1nZydUwGD6ZAk6jFR083p7hTVkeyIWrubJHSSDluzW0lQj/OpelWVpXV1/e7aNNG1td7b8tuIk5iaVyOfz6us1M0ZtuS2YGCws7CTml/rjlhGSUTBVqNrJOCYDrqud9eZtqIWZmiqBGZuFVu3MROzu8bQ1ExSZgotVCNtayO+Ojp39N7R7ewJ4qCbORig5tdIW+nuNNhW2MLQ1IjuWlKrYWuYgl1gobXQfRSWhkZvqhcv8rrJ1uIkZrw4jq7paj8aFn7i0+P0dBMXDWYGieMYD1VuN3LxEg8v9Cg5JXrsHhp+o9vptNaplLNzNIIGBbvQnbJtGzZREvHgwIO8vvQ6Fa9CzasxkB6gGTTZWdhJK2gx21LJpfJRvjt9+WTtJDo6eSvPnT138sriKxCqzMWGbhDHMRkrQ5AEFOMihxYPkSQJMbEaFYxCcmmV/GztcWW3lG7B0i1W3BVyVo4wVjMQdE2nETQ4UTmhZhkkCZ2oQ4/To6YQJ1F3in8YhbTDNo7hMJoZpRN0KDklMnaGulvvZjVeGxyqelUs3SJv5Vlyl6h4FeIkppSU6E310ok6lL2ymvpO0n3U1BpbtwmTEEMzyJgZMtkM1aCqHrXkNVTgr+k0g2Z3BoGhGRi6aiO9qd7uzJVO0KEnrfZ13a9TdIq0ghYFu0Bfuk9NdY4C0ma624nlRyoxVMEuULAL1LwahmZ0n8HsumrK/3RjujvCHSZhdzp3LajRCTrdRw85ukPBKdCqq3ZsaqYKwFcf0eXGanZEJ+x0O9Bmm7O0gzZjuTEafoOR7Aj1xoc4K/IdvXfwwrkXACjaRbVGxa9jaiZbclswdZNzjXNYhsVwdpgkSbprGvrSfVRdNfS9Jkb1jr658iZP7n+y+3tLs7ir/y4eGnyIBwYf4BfGfuGmDXYPnC53/33bYI5T5/2tJ21S6YT8u5cn+aNfveeDL5wQ4sbXUDNG1rrStJ/+a/jC/3fzynOdm5y8MEPk+Pg4+/fvX7ft31q8lflgHqA7stqX6sPU1RrU4fQwfek+jlWP0fAaZO0sWTPbDRbPVM/gmCo50GJ7kYyVYXthO62wxe09t3OqeookTkibapSvP9XP2cZZtWbOytCf7ucTWz6BgcH3zn6PjJlRo7Wael5qySnxyvwruKFLxa/gmA62YZO38uwo7iCIAxWURAFe4lFwCmzJbqHm1RjLj6mgB3VDtjZ1uD/dTxSrKXdVr0opVWJHYQdvLL2hsiF7K/RpfQykBig4Bbbmt5K1snx/6vtqRNgtM5odpTetsvyW22W0RE213GJsIZPLYBmWuslbHWVJmSmKdpGEpLsGdW2EZCAzwFB2iI+PfpwD8wdwTBX8b8ltYaGzwJbcFrJWlmbQpOAUcEyHmeYMQRyodb143ZGrIAoYyAyws7STrKkC94X2AkW7yEB6gCAKqLgVxkvj7CrtUtlf/ZqakuwU1EhPHDNmj1H11UiuoRtMVie5pXQLt/fdzkRlQj1LV9O6U1jXbt7TqXR3+2sjRYW82p9Nv0mVKlkzSxAHxEmMrdsU7AJTjSkG0gPouk7Da7C9uL2buXamPcNgZpBf3PGL/Jdj/wVTN7m953ZABYftQGW+HsoMsSW/hXbQ5pbSLcy35yl3ygxmBmkGTe7ouYPFziIVTyXLSptpCnaBh4Ye4pW5V6j4FXYUdtAKWiy1l3AjFz/yGc2M4lgOOwo7mKpNMVGb4O6+uzlTP6NGU1N9dMJONyP3LaVbeHvlbRISHhl+RE0bX36LMFHPVM1aWSzdIk5i/MhXI39aTNpMk7fzKqt1pIKgtZHYtWf3jpfG1RTb+iRD6SEqWoUojrrJufJOHh3VadTj9HRHEnN2jm35bUzVp1iJV8hrefKpPCkjhaVb3NZ7G4utRe4fvJ/J6iTHyse600S9yKNgFcg5OSqdCmiQsTLc2nMrURKRsTLdLMTtsM0Dgw9QsAv86q5f5V8c+hdq7XBnhYyVYcldggTuHbiX+/vv57Wl19g9sJv51nx3jaZuqucrL7WXsA0bL/LoSfWga7qawm2l2ZLbwnRjutt5EsYh9/Xfx2xrFqC7rnxrfiuWYXG2fhZQo4GO7nBbz20U7AIxMQutBZXMaXXafUzM9uJ2tuS3UHErLLTVMRg31Vpw27BVvbiqXPf138d369/FCz0M3aDiV34+eyVSCZzWZplszW/tdsg1/AZmaHanXq+4Klu2ZVjMt+cpOkWCOGAsN8ZMS3UKmZpJr9PLlvwW/MhX0/ODDksdtUZ6rW2tPZ/a0i20WOtmZ87aKplUO1QdfltyW9A0jbHcGLf13Mbh5cPYus3ZxtnuOvQwDrsj12uzXfJ2nlsKt1DxKyy2Fyk5JWLU8bw1t5VO2MGLPPJOXgXpsUfOzGEbarbKXGuOhwYf4p7+ezhbPUvKTDGWH8PQDOrJhziw/Z/u/p8YPjvME088gWVd/dDyOyWJ6uWZa81xYO4AhxYPcbZxlqn6FH7sEyQBbyy9wRtLb8AR9Z61bHydsMNdfXdxd9/dDOeG6XV6+eTYJy94QPGNYrrc4u997ScA7Llz8KK//5M9t/GHf32UP/vxWf72g2PcO1aUKclCiPU1+xrw86nIya7HN7U417v9+/fT29t7we96e3s5dOgQu3fvft/bd0yHyIvYkttCX6qPc41zbC9sp+JVGMmOUHJKJCT8/dv/Pj+c/SGWZnVHiNzIpT/dT2+6l4HMAEvtJSpuhZSppsa1whZu5NLj9HQD24JT4EzjDEmSqPVtocfHRj7GqeopDM0gStQ6q75UH4+OPcqRlSPk7BxD6SEafoPR7CgLLTU11zZsPrX1U5yuneb2ntvpS/dxdOUouqbz2OhjDGQGeGn6JXJWjpydo+yqqbfbC9s5WTlJ3s4zkhthMDOIpVuM5cbU8y7LJ8hZObJWFg2Nwcwgw9nh7qOQOkGHtJ2mL91Hzsox6o6qqaepAVJeit5cL/cO3MvxynG1NrBTwQs9bu+9nRPlE/ixz2h2lIyZISFhW15Nn727724mq5M0vAaf3fZZEi3h1p5bKbtlTtdOc7x8HC/y2FHcwc7CTqpuFQOVCKsVtLB1uztluS/Vx119d/HK3Cvd73mqcgo/9lWHRXaYdthG11QWWQ2Nvkwfd/XexdGVo3xu2+dwQ5eJ2gSnq6fpS/VxR+8d7B7cTdNTa4wbQaO7Vvhv3fK3OFE5wbHyMaIk4rGRxzhXP9edklnzavSketQoTUslPSo5JR4YeoDB9CCNMw16Uj2QQJAEbC9sxws93lx6kxiVDKsn1cPHRz+OH/vsHtrNicoJzI6pRjl1m750H78w9gu8PP0yhxYPERNzZ8+d3NJ7C28tvcX9g/czUZlgtj3L9vx23MhlJDtCf6afj45+lJPlkyy5SyoRk26QQk05XQuAG74qo17XmWpM0ZvuRU90thW2MZQZYqmzxF39d2FoBnOtOT428jEGs4MYGKTMFIvtRc7Wz5I1s4xkR8haWaIo4iMjH+FU9RQZM6MCDV3jzp472T+1n9HsqBox1kxydo5PbfkU+87uU1NIrRQf7fkoxVSRn87+lKbf5IkdTzBRmaAW1BjMDJJ38uwqqkdwTTemMTSDXq2X4fywmgZvpfnlHb/cbT+O4XBX313Mt+cJoxA3chnLjTFeGuds/SzjhfFuoJazcnixx/0D93cfP7OruIsn73sS21RruD+79bOcbZztPt5rbdppFEccWjpEykjx5H1P8hcn/4JXF15lODvcHY03igZe5PHI4CMsuovdRF139N5BwS4wmhul4lZwI5fR3Cj3DKhZnA2/odZu50bUlN8EmqkmK50VsmYWO2dj6Ab39N+j1mCHPp/f8Xm+cewbFJwCBUutKX5k+BEyZob/cvy/ULALjORGSJkpDswfYLmzzL399zKUG+Jc/RwD+gDb+7bzxdu/2E0W1QyapKwUo9lRgjhgNDvKx7d8nLnmHFtyWwD4wTmVzTltpckneQbCAUqpErOtWW4t3UrVq3K2cZY4jhnIDFCwCzww+AB1r45t2KRaqe5aZjQwNZOsmWXFUxmxe9O9RHHER0Y/wkhuhDO1M7TDNh8d/Sh5K49t2Pxw5ocYuoGGhq3b1PwaGSuDjup8dEO3O834E1s+QSfssNhepDfTi5/4PDj4IH2pPuZacwxmBsmZOY5VjmGgMsC/OP0iOwo7GMoOdZcXFJwCZbfM57Z/jvsH7ucbx9WjiXozvTy681H+Hf/uqq5f123yKE3T1DPRUiXu7LuT3+Q3L/h7za3xwtQL/MnRP+Fs7SwD6QFqfq27huLAwgEOLBy44D0lp8Rjo49xun6ab3zhGwD87wf/d05UTvBv9/zbD+aLraNnXz3H7z33JgC2ofHH/+NuIL7gNb/12E7+8rUZ3piu8av/+kcc/sPPk0+99w4HIYS4yEf/H/Dy/4/o8/8bR46+zV23fHazS3Rdq1arl/x9uVy+5O8vx/M8PO/nibzqddUr/mD/g4wkI4wXxxlID/DN49/k0eFHmWvNsdBeYFdhFw8PPcxQdogjy0fwI59b+m5hrq3Wef3Pd/3PLHQWmKhO8NjQYzimw7fPfJusme0+IqY/3c9tpdu4tedW3lp5i4yhlsIkJPQ4PZSsEp8a/RQD9gD//ui/Z9ldJk5iHhl8hF2FXaSMFHWvTilVYrm9TH+6H0u3eHjgYfrsPtI9aR4bfYy0mabX7mUkPULGyrCrtIvbS7d3H9Mx354nZaTI2TnGC+MAfGL0EwxlhjjbOMvW3Fb1bNHcVkbSI7y+9DqGbtDxO7i2S8EqkDfybMtvY/fgbsYL4xSdIucaKrHPVH2Kw8uH1bY12D2wmzAOeWXhFZIk4W/v+tuc6T/Dy3MvM5Aa4O/f8feZqE50M/cut5bZkd/Bp7d8upuR+bbSbWiaxkzPDEOpIRpBg9uKt3Fv/72YmGzJbyFn5VjuLPPyzMv4kc/O4k5uLd3KQnuBJEm4rXQbT+x8gpdmXlIBbKqPX9rxSxxZOULdr3NGO0PKTDFeHGcsP8YvbvtFDM3gJ3M/4ePDH2dHbgcvzbzEZ7Z8hjt67+D5iedJGSnu67+PsdwYxyvH+cyWz/DpLZ/mT478CYvtRWpujY8Nf4wHBx/EMRzeXH6T07XT9KZ6GUoPMVmbJG/mSaIEA4PPbv0sW3Nbuav3Lvaf289Ca4FdxV1UOhXsqs29/fdyd8/djGXH0DWdol1kd/9uphvTfPfsdwmjEFMzOVU+hY5OFKvkNp/f9nn82OfRwUc5tHiIvnQfjukwllPb+eSWT5K1spyonOBzY59jvjXPX0/+dTcJ12BmkIyZoS/dR0LC8fJxHhl8hLJX5pd2/BLLnWWOV46zJbuFz2//fDeI+dzY50ibaV6cfpGMlVHTfN0G9/XfxxM7nqAv3UcYhWrdaWErhxYP8ebSm/wPO/8H3lp5i+2F7fy92/4ey51lym4Z27B5bMtjas2k1+CWwi0YusG2wjY+NvwxHht+jLJXpupWGcmM8LHhj/Hfz/x3snaWPVv38PrC6+SsHDvyO1ioL/DLd/wyz556lqJT5K6eu9hW2MZiexHHcJhvzfNg/4McKR/h1p5bWe4sY2kW2/PbCaKAklMiSiKiOOLTWz9NxszwC6O/0M2UCxCGISYmv33Pb/Pa0mtMVifxIo+0kaY33ctMcwbHcIjiiKyR5Ze2/xIlp4SOSt604q7w+tLr9KZ6ua10G0fLR+lz+nBDlwcGH+CBgQdUR0HjLHPNOfpSfWiJxi+M/gKDqUFeX3qdR4ceZUdxB2frZ/np3E+Zbc12R7IbQYMH+h7AHrQ5vHKYu3vvZlt+G7Zh0/AbzDRmGEgNsKO4gy/s+EJ3hspiexEbm8Plw3zx1i8ymB6k2qnyreVv8fHtH+fe3nupdCo8OvIo3znzHbbktnBP3z1M1ibZe8tebu29lRenX+SO3jsYy42RNlRCqqGsCpCtIYvbe27n++e+z0BmgNnWLH7kq8f26A7toE1/qp9f2fErHFw4yGJrkTiO6XF6GC+Ok7fzLLWX0DSNKIkYy47x2a2fxTZUwBqEAcTwS9t+CU3TeHPpTfZs3dPNFL7YXuTu3rspOAVmmiqb9UJrgbt77+Yf3f2PuonOcsNqKcHW/FZemX8FgP5UPx8b+Ri6pnNbz23krBw/mv0Rv3H7b/Dg4IOkzBSHlw9zePkwRbvI4eXDTFYmKTpFHuh/AB21RCEOLoxdrkRLkiR5txfV63WKxSK1Wo1CoXDVG7+UIAh4/vnn3/eI7Xs1UZnguZPPsdxe5lzznJrLHba5ved27uy9k22Fbcy15njqI08B8J/f/s+ca5zr/rzZ5b8WJxca/K/Pv03WMfg//8fdaJp2yfL7YcSXvvEGhg7/n1+/j5zz4e3vuJ7q/1Kk/JtLyr+J4oggite1/Ot5bbqefPWrX2Xfvn3s27ev+7tdu3bx9NNPs3fv3qvezh/+4R/yR3/0Rxf9/s//058Tp2OKehGAhXCBgl5AR6cSVxgwBjA0tbSnHJWJkoheo7c7umpoBl7isRKt0Gf04WgOy9EynaRDr96Lj4+f+AzoA901Wo24QUpLkdbV+sK1tYMA1bDKVDRFn9HHFlONakRJhJ/4WFisxCsqgy0GvYYayfYTn7T+87VrayOQazOS1tbERUmEjk5MTDtpk9fzF9XH2ndqxS1MTKpxFQuLglEgJFQjolqqm0jrnYIkoJOoNWoJCUESqEQ82PSYPXTiDivxCjo6/UY/XuLhJi4lvYSBQTtpk9FURlkv8XA0p7vtSlxRaxO1/AV1tlYHlahCRMSoOQpAK24RJAGO5lxQP2v1EBFRjavY2N26OH8W1/n7JoiDblKX+XCeTtJhyBjC1my82CNrZLvvWwqX8PDIall6jB71aKh4UT2LVO8lImI+mkdHJUgyMMjoGUp6CVBZs/3YJ9ESQkLKUZlBY5Cs/vPPOF+SJKxEK7QS9WixkJBaXGPEGGHEHAFgIVqgnbQZ0UfUunENqnGVQX3woplrSZIQEak2tLqowk3UI3tSqMy2QRwwYo7QSlo04ga9Ri8pLXXJ8kVJxFK8RDtuk9NzDOgDF32mH/usxCsMGUO0E/W84rXs2PWkTkkvdbffiFRGXlu7OH+Bl3hYWN2R+ASVkKgZNVmMFynpJYp6EUMzaMdt3MSlR++54uw9P1EzI9NamkpcIaNlCAm7++1q+IlPO27ToYOf+Oq9WoasnsXRHJVYKF4kRYoeo+eS38vAoJk0KWiFbruMkohOoh51tLb2M05ifPwL9kcQB2o5IzGdpIObuIwYIxd870bcwMAgRK25v1S9+ImPG68mSNSS7nnzfI1YPXKzE6nkVnk9T5REpLV0N/u1qal7707cISEhpaWoxTWKehFd07t1VIkqWFhk9Wy3DWX1LMPmsFrHHrepxBUc3SGn5WgnbdKkmY1n6dV7iYkZMAa6dVWOy6S01EXnvjiJiYjUo7jiJiW9RJIkTEaTZJIMA+YAju5wKUGisjOntNQF9ZUkCbWk1j2u17Ri9SirelzHTdRafh2dfr2fRtKg3qrze7/5e1d1rf/wRjAbZFfPrm6QejX+/p1/fwNLs7FuHcrzJ//oI+/6Ots0+ON/8P6nrwkhxGXpBkRX3+sqLq9UKl00Olsul685K/Lv//7v86Uvfan7c71eZ+vWrez57B76+vrWo6g3vSAI2LdvH098/jrsjPqQWqvTxx9/XOp0HUh9rj+p0/VVr9f5PX7vql570wW2QgghxPVsz549PPPMMxf9/uGHH76m7TiOg+Nc3ONuWZbcjK0zqdP1J3W6vqQ+15/U6fq4ljrU3/0lQgghhPiwGB8fv+DnyclJHn744fV7jq0QQghxHZIRWyGEEOI68+yzz/LUU0/xyCOPcODAgXV7hq0QQghxvbqqwHYtv9RaxsT3IwgC2u029Xr9uhyel/JvLin/5pLyby4p/4XWrklXkQPxhjM+Ps7TTz8NcE0Jo65krR4bjcZ12b4+jK73Y/bDSOp0fUl9rj+p0/V1Ldf6qwpsGw2VzWvr1q3vo1hCCCHE+ms0GhSLF2eiFNdmZWUFgJ07d25ySYQQQogLXc21/qoe9xPHMbOzs+Tz+Sum/74aa1kXz507d10+nkHKv7mk/JtLyr+5pPwXSpKERqPB6Ogoui4pI96varVKT08PU1NT0lGwTq73Y/bDSOp0fUl9rj+p0/V1Ldf6qxqx1XWdsbGxdSncmkKhcF3vbCn/5pLyby4p/+aS8v+cBGDrZ+2GoVgsXtft68Poej9mP4ykTteX1Of6kzpdP1d7rZcubiGEEEIIIYQQ1zUJbIUQQgghhBBCXNc+8MDWcRz+4A/+4JIPhb8eSPk3l5R/c0n5N5eUX2wk2T/rT+p0/Umdri+pz/Undbp5rip5lBBCCCGEEEII8WElU5GFEEIIIYQQQlzXriorshDXm0OHDvHbv/3bABw8ePC6K8tXv/pVxsfHKZfLVKtVvvzlL29kEYUQQojrjlzrhRDnkxFbcUPavXs3Tz/99GYXA7j2sjz11FOMj4+zd+9ennzySQC+9rWvbVTxhBBCiOuSXOuFEOeTwFaID5mvfvWr7Nmzp/vznj17eOaZZzaxREIIIYRYT3KtF2L9SWArxAapVqvX/J5Dhw4BUCqVur8rlUocOnToPW1PCCGEEBtHrvVCfHjIGlvxobN//36eeuopent7+eIXvwjAxMQEfX19F6w/qVarfOUrX+GRRx55X+tTDh06RLlcZnJykoMHD/LFL36x24t6flmefvppyuUy+/btu6gshw4d4plnnuGhhx7i4MGD7Nq1i/HxcQ4cOHDJqUnnl/3AgQM88sgj7N27l8nJyYte29vbC0C5XL7gIni5OrtSOa9UZ2vbePjhh3n88cf5xje+weOPP874+PhF2167KD/55JN885vfBGDfvn18/etfv2wZhRBCiDVyrb+QXOuFWAeJEB9Czz77bFIqlZJKpdL93d69e5Mvf/nL3Z93796dTExMdH/et29fsnfv3gt+3r1797t+1u7du5NnnnkmSZIkqVQqF33us88+m4yPj1/wWcAFrxkfH0/27duXJEmSHDx4MBkfH7/gM95Zlndub+27PPPMM0mpVLrgvZVKJQGSgwcPXvF7XE05363Onnnmme429u3blzz77LNX3PZavSVJkjz55JPJ008/fcUyCiGEEGvkWv9zcq0X4v2TqcjiQ+vhhx++oEfwd37nd/jqV78KwHPPPQfA+Ph49+979uzhueee6/YwXq2nn36622u79nnn96aWSiXK5fIFn1UqlS54zeTk5AV/v1Rv7JorlX2tx/a9eLdyXk2d9fb2drexZ88e9u7de8Vtv/PniYmJ91x+IYQQNx+51l8budYLcXkyFVlcN9ZOrJOTkxw4cOCSF4a1k/vu3buversPP/wwX/va1yiVSpe92Jx/Ur+UL3/5yzzzzDP8/u//Pt/4xjeumBnxwIEDwM8vPgCPPPIIu3fvplqtXrS+plwuX1UZ3u01V1tnDz/88FVv+/1cnIUQQoh3kmu9XOuFeK/WLbCdnJzkueeeY3x8nMnJSZ588snLzr+/0muvZTvr6Vo+99ChQ+zfvx9QJ5Dz1xqs9Ybt3r2byclJqtXqNZ14P6jyX66MH5b6HxoauuRr1sp/1113ddd7nK9areJ5HgBzc3O02+13/eydO3fy7LPPdnty///t/XmQXFd+4Pd+75Z7ZmWtKBT2Anc2ySZAdFPT3RpLBNVyazyakdF68TwOx4vnEBgehyWHHEE8/jXuvzrYL+x5EZY9ASombI3nDzfBCavHY8ozqJZaY6m7JRJgN/etitgKqDX37eZdzvvjZGYtAApVxarKqqzfh8HIRNbNm7977rnL755zz20/h65QKKx72R3H4U//9E85c+YML7300n0POlNTU0xPT1OtVu9Z99v16nvf+x5/8Ad/QDabpVAoMD4+/qXXw5kzZ1YcYNvaZXb69GleeeWVNeexvO5Xq1XK5XLnb7Ozs51/72Tdbz878EHPDdyN9b4d13rif+ONN+5qbVg+D9j5/U77t++3P1xtN+77hSblvzlr1X+p75vTPtZfvHiRJ554onPcWl5mhUKB4eHhzndc1+08E/Z+5bkVx/qTJ09y9uxZJiYm1jzWw9Ixt90aei/Lf3s7j/UTExMUCgXm5+c79RXuroePPPLIXX/zPI8/+ZM/2ZLYekH7XG1gYICpqSnOnTu34mKMbPNdtlV9mpffUzA5ObmiL/9Gpt3IfLbSRn53+b0Fr7766orvnj9/XgEKUGfPnl1xz8N22kj8a8W4W8r/+eefv+v+k3PnzqlXX321E/vy/1999VV16dIldejQoc5nzz77rHrmmWfW/N3Lly+r1ZsBrXtc2veUXL58+a77aLLZbOc+mEuXLqkXXnjhrvms/p1Tp051lnN8fFz96Ec/6pTv5OSkeuihh5RSev380R/9UedvL7/88or7W9b6jbXibP/u8ntnLl26pJ566il15coVBahLly6ps2fP3nfey+t+PB5Xjz32WOffzzzzzI7X/UuXLnVif5DdWO83Ev/96r1S3dvvKLX2/nC13bjvF5qU/+asVf+lvj9Y+x7b5c6dO6d+//d/v3PfaPu41S6zS5cuqW984xudMrt8+bKKx+Od79+rPLfiWN+Oba39673usV3+/fY9rUrp/Xb73laltu9Yf/nyZXX27Fl19uxZNTk5qcbHxzvH+tX18Fvf+lZn3u2/ZbPZFecrL7/8sjp//vwD4+xVq+8vXl4Wss1335Yktst3OG2rd1TrmXYj89lKG/ndK1eurPjb5OSkAjo7kIsXL6p8Pr+jJ5YbLbf7xbibyj+RSKhTp06pS5cuqUuXLnV2+Pl8vnMgyOfz6uWXX1a/8zu/oy5evLhimp/85Cfq7NmzKpvNdnZC90oMlFoaCKE9gMKlS5fUuXPn1OXLl9WVK1fU2bNnO0lE+zcBde7cuc6B5OLFiwpQ2WxWAWp8fLxzgGrPI5PJqLGxsU7s58+fV7FYTF26dEn90R/90YoyePnll1U8HlcXL168ayd6r+VYb5ztzy9evNgps+XzXV5m7fqxfN6xWGzFvAH1ox/9SF26dEkNDQ2p48ePq3/6T//pVlSLDVlPYrjb6v1yD4p/eb1vW14vurHfUerB+8PlduO+X2hS/puzVv2X+r4+ly5duuexvj2IUXu/dv78eXX06NEVx612MveNb3xDWZa1a471y8872rG3L76v3o8vPx5v17F+aGhI/f7v/35nvv/iX/yLFecky4/1tm0rQL388svq6aefXjHvVCrVWS/Ll3u/Wb3tthNb2eZ3hy1JbC9evHhXK8/qq1TrmXYj89lKG/3d5TumdmtLe8fQjQ19o/HfL8bdVP4jIyPq61//+l3Trj5xv3Tp0oqT6G6U/5UrVzotZm35fF6dOnVqRdntxrq/3HqSw91W99vWm9je7/PdXva7sd4vj6VtdZ1YbrfX//1Myn/z7lf/pb6vz716CbXLtJ3YKrU79h/tY/1y9zrW7yaTk5OdBOrKlSsr9s27oUz3onZL9+oRpaU8d4ctucf2fg+Tbt8Iv95pNzKfrbTR311+v8QPf/hDzp49u+Ieifa9DW+99dYD78HYChuN/34x7oXyX34/QqFQuGv0vm6U/9tvv83p06fvivO5555bsQy7se5v1G6r+xux2+r9RuzGet+2Vp1Yrhfqf6+S8t+8+9V/qe/rt/o4uVv3H+s91u8mV69eZWBgoDNGw2uvvcb4+Djnzp3bFWW6F126dIkXXniBkydPcv78eS5evAjsjjoqtnlU5PutyI1Ou5H5bKUH/W77ZHL5oC/LbwYfHx/nxRdf7Nqw6PeLf6Mx7nT5T0xMUC6XqVar/OAHP7jvg9gvXLhw14iE3Sj/8+fP89prrwF6gJ9cLsfk5CQvvvhiZ5CKtezGuv8gu73u38tur/frtVvq/Wr3qhPr/d5m/ia2n5T/+q23/kt9XzIxMcHFixeZmprqHOtff/11zp8/v+557GR5to/1r732WudxORs51ndDLpdjamqqc8Hl/Pnz9Pf3o5S673ekjq5tYmKCV199lampKV566SWATnJ7L1KeO2tLEtts67lXy+VyuXtedVtr2o3MZytt9ncvXLjA5cuXV0y3fCj19shnq597ttU2Gv/9Ytwt5X/27Fmi0eiK0QtXKxQKTExM3BVbN8of9AHvpZdeWnP0w91Y9zdrt9T9jdht9X4zdlu9X+5edWK5Xqr/vUbK/8tbXf+lvj/Y2bNnVxzjJyYm+N3f/d17TrtbynMjSfdu0B7JeHm9BN2Su1vKdC9pP4KqfXH57NmznD59mgsXLkh57hLmVszkfsnHvZ6Rtda0G5nPVtrM7/7gBz/gwoULna6MhUKBq1ev8sILL9w17XY//2sj8a8V414q/7fffvuuHUK3yn+9dmPd34zdVPfXazfW+83YrfX+XnVitV6p/71Iyv/LuVf9l/q+Oa+//nqnVXRqaorvf//7XL16Vcpzk9a6uCllunFXr17lzJkznX+Pj4/zyiuvyDa/i2xJYrt6w5mamuK5555bcWWo/VyytaZ90Hy2y0biB93d9NSpU52D2Ouvv96Jf3kXwYmJCc6dO7er4l8rxr1S/u3PVp+4d6v8l1t9Qr/b6/5qa8UPu6/uL/egst9t9X61B5V9+7PdVu/vVyfa8e6l+r9fSflv3lr7xOWkvj/Y2bNnOX/+fOd/gJdeeqlTvstJea7P+Pg4zz33XOf40u7JI2W6OadOneKtt95a8dni4qKU5y5iqLU62m/A1NQUFy9e5MyZM7z11lu88sornRX23e9+lzNnznTulVxr2rX+tp3WG//U1BQnT55c8d1sNks+nweWHtaezWaZnJy86164bsf/oBh3e/m3/eAHP2BycvKu+xq6Uf4TExNcvny5c4/QmTNnOl2S90LdX2/8u7Hub6Tsd2O930j8sLvqPfDAOrEX6r/QpPw37kH1X+r75hQKBV577TUuXLjQuc3n1KlTUp6bVCgUuHDhAqdPn+bKlSud3gUgdXQzJiYmOl25QV+QkfLcPdaV2IZhyO3bt0mn0xiGsRNxCSGEEGtSSlEulxkbG8M0t6QD0r4mx3ohhBC7zUaO9esaPOr27dscOXJkS4ITQgghttLNmzc5fPhwt8PY8+RYL4QQYrdaz7F+XYltOp3uzDCTyXz5yDbI8zz+3b/7d/zGb/wGjuPs+O9vh15bJlme3a/XlkmWZ/fb7mUqlUocOXKkc4wSX067HL/44otdM/DbXteL23W3SZluLSnPrSdlurU2cqxfV2Lb7pKUyWS6ltgmEgkymUzPVJBeWyZZnt2v15ZJlmf326llkm6zW6Ndjul0uivH+l7Ui9t1t0mZbi0pz60nZbo91nOsl5uShBBCiD3m6tWrnD59utthCCGEELuGJLZCCCHEHvLGG28AOrkVQgghhLaursjb5X/48WeYpsF/+WsPdTMMIYQQYs9oPxJqu4QqpBk0cUwHwzCoNqs0wya5eo7jfcdRSjFTncEwDcaSY/ftHhaEAZZpEaoQFHyS/4RH+h/BNMzOd8pumagdJWJFyNVzOJZDxIoQtaIA5Oo5MCBiRlBKkXASWKZFvpHnVvkW49lxkk6SMAwpe2XidpzZ2iwDUX2PcKACmkGTml8j6SQZjA+uiNENXBzTQSm1Iq66X8fAIN/Ik46ksUwLAD/0CcKAbCyLF3o45spuhs2giUJ14gfwlU+5WWbAGSAIdTxFtwgGDMYG8ZXPBwsfkIlkeGTgEZpBExQsNBZIOkkArpeu0x/r51Dq0IpYq14V27SZq8wx787z1OBTNMMmYRh2ygrA9fVytkcUVUp1lrX9vubVmK/Nczh9mDuVOxxMHcQ0TOp+Hcu0iFpRgjDofC9QARYWFb9C2lkaSTsIA/zQpxk0SUfTK36r5tVYqC9wOHWY29XbjCZGCQkxMCh7ZWzTpuk3SUVSRK0oRbdII2gwmhzFDdwV5doubwDLsLBMC6UUjaBB3I6jlKLu14nZMUxjabkBrpWukbSTpKNpHNPh8/znpCNpYnYMy7BIRVIYGFimhRd6WIaFaZgopfBDH8u0Vsyz6lVJRVJ4gUfRLWKZFv2x/k6dsU2byfwknvI4mj6KaZg4psNUcYqDyYPE7XinTA3DWFGvqs0qXuhhYBC34wQERMwIoQpxrKXpQhVyo3SDmB1jOD7cWfdFt6inJ6Tm1eiP9aOU6ny34TcIwoCKV6HZbHIgeQAv9LANe8W27YUe0+VpjmWOAaxY3x8ufsjB1EEGYgMYGJ14Ps59jBu4PDrwKDErRjNsdpa16BZJOInOsrqBy7XCNUaTo/TF+nhv/j2G4kMMJYawDZvb1dtErShD8aEVdcoLPF3OgQ8GOJbDncodmmGTdCTNSGKkE2czbFJsFElH0ySdJH7od8qi6BYJVYhlWESsCDE7tqKueYGHbdp37e+8wOvUvfYrQNNvopTiVvkWSSdJ0kni+i4zlRlsy+ZE9gTVZpWQkFwjR92vczJ7kobf4HblNkfSR5itzpKNZYnbcWYqM4wkR6h4FWYqMzyUfYh6UCdUIRErQl+0D4CSWyJiRZivzzMYGyThJFbEG6qwU3fb72ers0xXpnli8An8wNfbgWmhUIQqJFQhdb9OoVFgJDFCzI7dVQ5Ft0jUihK1op1ytUwLX/ncLN8kakZZqC/w2MBjOJZDpVlBocsqYSeI2nr/opTCUx5hGLLYWNT7XyzWq6uJ7X93+VMASWyFEEKIHea6Lq7rdv5dKpUA+L03dJcAAEnuSURBVG9/+t9ixk1KfomknWSuNocbuIQq5LH+xxhLjvHOwjtErShjiTEmS5P0R/sxlEHNr/HVka8St+NcmbvCicwJPi18ShAGDCeGqTVr1P06/bF+GkGDml/DMiwe6X+E9+bfo+gVGYmNcHr0NCpUvLPwDn7gM5IcIeNkCFVIsVlkrjZHsVnENm2OpY8Rs2Lcqd7pnMQaGGBAzIpxs3KT6co0A7EBHs4+TDNsUm6WdSxBnYGYToLdwGUoPoRjOnxR+oJys0zEivCVga/ghi5lt0wqkuJI+gh3qneYqc1wKHmIglvANm0SdoL5+jxHU0dRKObr83xl8Cv8tPZT/vVP/jWpSIqqX6XQKBCqkJHECCknxVB8iPcW3sM2bH796K/z7vy7NMMmR9JH+OXCL2n4DQajg2SiGRYaC0SsCDY2w4lhbpZvUvEqWKaF67uMpcYIw5D5xjx90T6SdpKR+Aj5Zh4TnUzV/TrFZpGTfSfJNXKkIinSTpo71TudBLru1zmeOU5fpI+3597mUOoQx9LHyDfzjCXGeHvubRJ2gr5IHzfLN6n5NQIVMBAbIBPJUPNqFJoFTh84zbvz7+KHPs8OP8tMbYZcI0ctqBGEOkErNouMJccIVMBQbIiYHeOT/CeMJEaYKk4xGB8k42RIOkkMDAqNAnPlOX72Vz/Dx9fLb1gYGChDYSqTw+nDTFemKTVLOhlUAflGnqG4nv9MZQYfn4HoABEzQqGp14nruyQjSQajg1T8CgfiB2j4DQrNAkOJIZJ2knwjz2hylMXGIlWvimVYTFenGY2Pcjh1mJ/P/hzHdHSibMXwQ5+qV2W2PotpmMSsGLZpMxQfougWGYwNUnSLNMMmD/U9hG3aHEge4KPcRwxGB/ko9xFJJ8lAfICZ6gwxO0bCTmCbNm7gUnALHIgfoNQskXfzPDnwJJZlYRs2BbfQSSpiToyCW6A/2k/EijCWGuNO9Q5e4LFQXeB/u/y/4eNzKHkI27CZqc0Qd+I4hoNpmIz36YtIzaDJ+4vv60eweGVOjZzi/fn3CQnxQ5+x5Bg1X6//4fgwA9EBTMOkGTaZq81hmzZHM0ep+3USVoJis4hSikAFFJoF7lTvcCBxgFvlW2SjWb1eUTw78iyf5j/lQOIAB5MHybt5BmIDfLD4AV7okW/o50c/P/o810rXyLk5Hht4jJSTwvVcQiPkw8UPafgNjmaOMhIbYcFdYDg+zGJ9kZuVmwzGB6k1a6SjaQqNAiWvxMPZh4maUdzQ1WVgJXFDt7NOvcDrXFCrelWy0Sw5N0euluP1P3udr458Fdd3+bTwqa4PyqfQKJCOpInYEYaiQ5S9MqZhMhgb5FrpGjE7RtyOs1hfpD/WT6lZYqY6Q3+0H8u0Okl5rpGjL9KnE0o7yuHUYd5ffB8Dg2w0y43yDY6nj3cS2a+Nfo1P8p+glGIsPcaN8g1UqFh0FzsXBtJOmnpQJwgD0k6aXCPHofQhrpWuoVCdCzXfOfYdKl6Fm5Wb3KncwVMe2UiWgdgAn+Y/JWpHqft13MBlIDrA8b7jvL/wPn3RPiqeTmqH48MU3AJpJ002kqXYLBIQsNhYJGWncAOX45njzOZn131c62piK4QQQoju+P73v8/3vve9uz5/6/ZbJONJatTIGBnqqk7UiGJg8En9E94J3yFUIQEBn/IpNja3uIWFRZUqMwszJI0k0+E0kzOT+PjUVI0Zc4ZG2KBOnRQplKFQSpE200zPT+OHPmXKlMtlZhdmKYQFTEx8fD6e/5ghcwiFoqEaRIhQVEUASsUSgRHghi53zDtUwgoxI8aQOUQpLOHh0VANStUS1xevEzfjmJhUwyoKRckooUyFg8OcmqOmalRVlRgxPDzm8/N4eFhYBAQkjAQoKFHiUz7FxydlpGioBh4eH/MxLi4GBjMzM8z6s1QWKqSMFCkjxWK4iEJRLBcJjABHOXjoVqdL+Uu4uAyZQ9yZvUNVVamrOiWjRKACAgJCQkxM+s1+SmGJqBHFUx4KRa1Sw8SkpmrkyBEQkDSTODgEBKCgoio0aXJt/hoJM0FTNQkICFSAiYlbdqlRYyY/o5M9XHKFHO/zPnEzznvme8z4M6SMFA4OZVXurKeZ4gwxYmCApzwqhQplVdYtPoU6BVXAUx5m67+IEaFBg6nKFC4ut43bKENRDssUCgW9Liq6VcsyLKJGlHpYx8Vl8cYihmEwYAzg4lJSJWIqRoMGH5gfYIYmZcokDL2MESJQhrIqUw/rWIZFCX0xp6Iq+jewMDG5zW0Mw2CSSVAQEDBlTJEwElTRLaghIQA2Nk2aNIoNKmaFRX+RiBGhaBQJVKB7QNAkakTx8fGVj4vLQnGBGDGm1TQGBo7hMFeYI04cV7m4uNjYNGiQIMF14zoGBg3VwMQkbaZp0MAPfaaZ7kwfK8fIkcNVLhEiVFQFH5+EkSBiRLgR3sDB4UPjQ2xsTEOvu3qhDkC+mCdKlLzK6zIDHBwqcxVyKkc5LBOgW+s9PHIF/Vuq9d9iaZEoUYphkXKhzOd8TqsRl5qqAfD+zPsoFIPmIB4e+TBP2khjYFBSJcyaiatcCo0CrnIJCamUKlhY3F64zc/4mW6xNhzd6qcgMHQd/llFX/CoqiqlQglf+RimQcpIUQtrVFSFarXKlfAKCsUB6wCNsEFN1SgVW9NjEBJSp06xXNQtl4S8e+td3QPFgKgR7fx2ex+nUCwYC7qFUcF0YZpSsUTY+m/QGqQclsmHeXLkiBtxrnGNqBHFxuYz9RkN1SBtpvGU3icsGovUw3rnYllAQL/Zj2M4lIMyNaOGjY2hDK6b16mEFUzD5Ja6hYuLX/UJVEBJlXj/tr4AERBwxDzCglqgEuok08GhQYMRcwQfX7fmYlJWZa4vXgfAwqJBAweHPy3+KXVVp6maxIwYpbDENNOkzTT5UF9Ia6tUKlTyFXJhjrpRpxLq7c0reiyGi539h4VFykzh4VFURd3bpVhmsbq47uNaVxPbJw5mONwf72YIQgghxL70yiuv8Id/+Iedf7cfqXDu0XPE0rql6fnR54k6UYZjw4SEfFH4gs+LnzOW1K12Na/G3z3yd4laUT5c+JBCs0A2ksUxHWJ2jGbQZCg2xJX5KxiGQcSMcCR9hIHYAFW/ymB0sNPCOJIYodQskXEyTJWmmKnOMBIf4UT6BPONeSzTIhPJUPEqnB45zYf5D8lGsszV5wjDkHQ03en+eCxzjKSTRClFNprFDVymilMUm0W+cfAbNMMmhmEQBAF90T4SkQR1r87RzFHeuvMWNb+GaZgczxznWvEaP535KY/0PwIG9Nl9RJ0ok4VJBmOD1P06j2Uf4079Dh8sfMDjA49zvXydhJMgZaX47LPP+NpXvkYqmuJI5giVZoWfTP+ExwceZ7G2yFBsiON9x/mr6b+iGTaJWBG+fezb+Ep3552tzVJsFrlVuYVt2tSbdeJOnDMHzoChu2AWm0WOpo9yp3pHd8EN6jSCBjPVGeJWnJPZkyScBFEzykf5j/g8/zkjiREafoOoHaXqVTEwOJo6ytcOfo2/mf0b5mvzOKbuGg7waf5TxjPjHEodIhlJYmIyFBvil4u/5MmBJ3l/4X3emX8H0zTJRrIcTR+l7JX56vBXiVgR/NDni+IXfLT4EWVff344dZi4Heezwmfcrtwm6ST59aO/ThiG5Bt5olaUm5Wb3Kze5FjqGOlImmKjyPu/fJ/jjx8nEUkwmhylP9qvW1Vbdc0MTRbcBZ4aeoqR+Aglt8RMbYaH+h9itjbLgfgBRhOjVIIKn+U+429m/oaCW+AbY9/g0f5HGYwP6gsd9TmmSlM0ggamYdIX6aPYKDJVmsIyLG7XbnM4eZiR5AjPDD2Dbdk0vAbXy9fxQ92lc7oyjRd4/P3xv089qPPzOz9nsb7IsweexTIsPlj8gIgVoeAWqHk1Hs0+ys3KTUYTo7ihy4e5DzmUOkTKSbFYXyTv5jEweHLwSQIVELEiWFhMFid5ZOAR+qJ93Knc4Vb5FgAL9QWOZY4xlhrjoexD/GLuFyzW9cWVp4efJmNnePOv3+Trp75OI2yAobuMG4bB0fRR3cJdnWEkMcLP7vyMoltkIDrAUGKIj3IfYRomXx36KoOxQZ2+qZBG0CBmxfBCj8HYIB/l9XSjiVF+Mf8LbNMmDEOeGHgC0zSZuDGhu08bFgWvwNdHv85QbIiF+gKHEocwTIOoFeXHN39MM2ziBz6NoMF0ZZrnDz7PifQJZt1Z5qvzPJJ9hHQ0Tb6e5+rcVVKRFNlolmPpYzw68CgfLHzAZHGSufocCTuBQhGxIjw38hwxJ0bd062Vnxc+p+JXMDGZrc+SdtIU3ALz9XmGE8OczJwkG81yPHOcT/KfELNjZJwMpmGyUF1g6v0pDj5xkEbYIO2kUSjd4msnuVa5xmxlltnaLIZp8FDfQzw1+BSTpUlSdoqx9BgfLnzI7dpt7lTu8NTQUxxOHWamOsNiY5Fvjn2TklcCBfWgzoeLH5KOpLlWvsYzg8/oJHz+XZ4YeIInB5/ko/xHVNwKbugyEhvho/xHPDn4JP3Rfq7MX+FQ8hC+8nlv/r3OLQzfHPsmVa9Kw29ws3KTiBVhND7Klbkr2JbN0fRRDiYOEhJys3yT5w48x1x1DmXo8vws/xnNsEnSSVL1qjw5+CRe6JFxMvzl9F/ylcGvcCB+gL+d/Vtqvr5F4ezRs9imzVRxiobfoC/ax8nsST6+/TH/iH+0ruOaodqdwddQKpXo6+ujWCxu6SMAfvP/9+85MZTkn/2na4/s6Hkeb775Jt/5znd6ZtjsXlsmWZ7dr9eWSZZn99vuZdquY9NeYRgG6ziEr1u7PBcWFhgcHHzg9H7o6y6g63zckh/6ANjm3u8sppS+96x9H+P91Nwa//bP/i1/77f+3gO3gSAMVtznu1VxwtqPyah5tbvuw7uXhfoCBsZd9ylvlaJbJGbH7rqPdrXdsK9cfo/ngwRhQNWvkons7D7KCz1QUHALDCeG7z/dDpRnzauxWF9kLDW2YptZfr9n23rL1g3czj3h96KUwg3cu+6VXa3hNwhVuK5toM0LPHzld+4XvuvvW1imDyqPUIWd+5oV6q7y3Arte8uX39O9kW3gy9rIsb6rR5ePZ8p8PFPuZghCCCGE2ISNJqi9kNC2GYaBZTx4QBPHdNZ9ovmgJHkz1nPiud4T+qH40JcNZ03twW/2go2c0Ld7Guy09qBMayW1OyXhJO5Zz+61bay3bKNW9L5JbXs+D0pqgXVNs5pjOTjszEWVB5XH8jJsJ7jbEcPypHY9cXWLPO5HCCGE2KMKhUK3QxBCCCF2BUlshRBCiD1kYmKCCxcuAHoAqPZzbYUQQoj9rHf6BQkhhBD7wNmzZzl79iyvvvpqt0MRQgghdg1psRVCCCGEEEIIsadJYiuEEEIIIYQQYk+TxFYIIYQQQgghxJ62KxLbMNy65/AJIYQQQgghhNhfdkVi2/SDbocghBBCCCGEEGKP6lpi6wdh532+5nUrDCGEEEIIIYQQe1zXElsvWOp+vFh1uxWGEEIIIYQQQog9rmuJbTxidd5Li60QQgghhBBCiM3aFffYesu6JQshhBBCCCGEEBvRtcS24vqd95LYCiGEEEIIIYTYrO4lto2lxLa87L0QosdU5qFR6nYUQgghhBCih3UtsY3aSz+9WJHBo4ToWf/8N+D1/6zbUQghhBBCiB5md+uHQyWP+xFiX8hP6f+FEEIIIYTYJl1rsZ0u1Dvv486uGMNKCCGEEEIIIcQe1LWMcrbU6LyfzjfWmFII0RP8ZrcjEEIIIYQQPapria1tLj3Hdq4iia0QPc+OdDsCIYQQQgjRo7qW2A4knc5711PdCkMIIYQQQgghxB7XtcS25gad9zG5x1aI3lee7XYEQgghhBCiR3Uto7y2WO28r7jyHFshel7pTrcjEEIIIYQQPapriW2utvTs2kpDElshelJlbul9LNO9OIQQQgghRE/rWmLbn1gaSMYP5B5bIXpSc6lnBo1S9+IQQgghhBA9rWuJ7eTc0gmvZRndCkMIsZ36jy+9X/ika2EIIYQQQoje1sXn2C51RV6oumtMKYTYswJv6b0ktkIIIYQQYpt0cTjisPPO88M1phNC7FlTP1l6nxzpWhhCCCGEEKK3dS2xHR9Odd5bhnRFFqIn1RaW3mePdC8OIYQQQgjR07qW2OZrS10Ujw0muxWGEGJbLdvFzH7YvTCEEEIIIURP697jfqrNzvuaJ4/7EaInuctGQp6+0r04hBBCCCFET9sVg0cVlrXeCiF6SG5y6b0d714cQgghhBCip3UtsR1ILj3HttKQFlshetOyXYwKuheGEEIIIYToaV1LbKcL9c774XS0W2EIIbZTI7/0fnHy/tMJIYQQQgjxJXQtsW00l1pvlt9vK4ToIf6ybbtR7F4cQgghhBCip3UtsU1Erc77hifPsRWiJ5Wml94nBroXhxBi92mUIJAxNkSXKNXtCIRYEoa7p056DfDqKz9bHptSuyfWVexu/fDTh7O8N61HTA13aeEIIb4kY9m1s8GHuheHEGLdjPfegJFRqCzqe+OzRyCSAsOG/qNQvKWT0uocxPsBExL9YEWgPA0DJ6E8Azf/Fg6dhqGT0KyDEwe/AZ9NACFUF6BZhsQIlG6CW4a+w9B3FDJjupeH6YAdgfiAPpGqzsCtt/V09QIkR6BZgYOn4PCz+tnZhVtw7Fcgf02fLN55F/qPwMLnULwJ6YMQTYFX04m1WwLDgVgaHnpRD3pXnoHp1u8c/po+0avOQe4LCH0YfUqf+M29D8e+qcupugC1RUgO6d8oXMdQFgdzkzA9opfDrehpizehOA3JYVBA4IJpAQqGH4fEENx5R88zOaTj9Bt6Wb0GxLLgRHWvGL8B2aPQfxwCH67/FA48oX8n9wWYtp62dAf6DsGBr0Atp5enkgMj1Bcej38LFj7VsSkD+k+AbcONn8PRX4H5j6GehxPfgvlP9G+VpmH4MVChfl+e0csUeHDk6zreek7HZsf0Mno1vUy33oZ6EaJJvZ4eegFuvQUz7+l5j/+qjrn/GMQHIdanv1+4yVdu/C8Yf3EFjpzRdcBJ6tjsCNQKEDZ1GbgVuPk3uqxrOR27Yehyzl+HQ89B6RYceFIv+51fghWFg1/Vy5S7put2tA/cgi77aErHEe/X87zzS/3dwYf1/JtVyBzU684tQXoU5j7V28bQ4zquoAnX/gqOPa//Fvrw+N/TG+D1v9bbWHpE/17g6W1s8RNolGHghI5LBXDsG1C6DZEkJAfBr+uBGhODYEd1DL4Ls+/p9TL8mP6+aeuyX/wc+k+Sql6DD38EoQd9B/U6mPtY18P+47pOYOh5xjKQOQx+TZd1dU5vI6lB+OSyXvaBcb3tTF+B+iI8/BtQnYewVfcXJnU5Bk29j2gUdLmFAXhVvczRtN5nZI/pxwX6LlgOmKZeh/FBXTdj/boezL4PMx9AvE/X5fIdXR4jT+jtoDIHz/9jqM3DzLsw9Bh4Fb3+/Ib+naCp62J1Qcfj1eDEr+r1XZ3T+6NEP0z937oOxbMw+xFEE5A5osuVECM2wPjsv8f48RVID0PqIMy+Cw9/GxY+aW0nI3p/5Rb1vrVvTC9jowRHv673IfOf6W0zcHWd8F2IpHWcmTEdf72o4zMtXY8aRV03yzN6/5AehvwNGHgIRp/Q9btRgCDQy3fz55A6oPcpfkN/9+bP9bKOPavrVj0PM7+Eky/o37n2U10+0ST4Xmt/WtXbQPaoLofKjK7/h57T2+CdX8Kxb0H+C/07qRFd/4Yfg9GndbyRpP48/4WOI3dNn0fOfrHu41fXEtuphcpSEJbRrTCEENspM7b0fnnrrRBi1zL/+r+DdEaf/CT69QlkLadPpKMZfUIb+PqkU4X65NFoJSyGBekxfbIWuPD+v2qdcAU66TAsffI89BjMfahPdiMp/TffhYXP9Mlz4Ot5RNNw4ClY/BS8JpgGVBbAUPr3o306wfzgXy3N06vpE854P6RG4cZPAUPH3ijo34tnoXBTz7/vsD6RsiL6pPP2L/RJsWmBnYCr/7J14miCW9UnWjd/rk/eStMw875OaOsFfeJtx/TyqBDTMHkiN4P1o8s6ZjumTyx9V5ddo/UdJ6lPSi1Hl1E0rRPCoAl9R8BJwOJnrSTHAAM9H9PW5WlF9P+Bq+fzxQhYll6uZl0nOirUFxIyh/VJabOiy9qO6vlf+V/0+0ZJr5doWp/cejWY+guoLrbK+k8hEtcnu/0ndTnevtI60c3opCPw4Yuf6GlUa7lNU8+zOq8vXlTnlm5RiaTg6v8KtFqtvCpM/Tmg9IUSvwG1PDhxrEaRQ8U7mB9OwdRPdL1slPRyRxK6LP2GviDTTuxqOb0OZ36hk0W3pBPlj/61/lv/cV2fZj/Qv/nxv9FxeS4ksrr8SrdbrVStumdGdB31Xf357Ac6nnY9j2V0GdcWdILYKOn59p/UyV51Hj783/V3mxX49M/0d+c/BCsBQw9BZRbKc7rclK8v/sx/pMsraOp6MH1Vr6dYn46lWWolPXU9vQr138NAJ9WJAbjxs86TCqxmja/Va1ilUb0+Qr+VzBR1PAef1b+pAl22hGDFwInp7cRrwEf/h94PqFAn0GGo62KzohO0T/5M16N6Qb+CLkOvAe/+UNc71eq9GXj6t+yErjNhoLezaEZ/xy3pMjt8Wtft+U/goz/V9a7R2mfMfaiTJsvRddsttS7E3NLb1VyrDBODkJvS380c0ttxo6g/DwM97fW/1mU794GOIdYPlTu6rhl2q463yibwwa9jHP0Gh3JvYxYbOskPPF3fv/j3er6VGb3tRjO6nOIDMPyIXpbSNEz+eWs5PoLBk3r9zX+klyWS0Bds0gf1/nnhc72eoimo5vR66Dui60Lplt5Hhp7eb42dhvJtvc0mBnVimr+mk/pGSdfVeFbXndDX23V8QO+XM2N6X5e/put39ojedtyyrlMq1BdHhh7TSfr0ldZn/1rH0Sjpi0lhCLnPdVxOXNf70Wd0jDPv68S4WYF6CSxbr5fi+m9l61pimysv3XsXBNJiK0RPSo4svS/e6l4cQoh1C4//KowcgtKcbumLZ/UJbP6aPsmwHH1SGEnqE6xGQZ9g527o1p74MNTnwEnrE6DanD6pGjipE4H+E7rVaORxfYI9+hSc/DV98pQY0q0pTkq3UDkxeOw/arXGtFpZ4ll90lVb1Cf+dlKf9Ctfzzf09clm5ohuxRp5Qp+gHvwqYOjEu3hDJ4LHvgGHn4PPJ2DgETjwiG5BHXxEt/LW8vqk1EnqZWvWITO6dOLnN3UL1fwn+oQ1ObR0Yj30KOrmWxQbUeKDgzrZSg7D2DP6JM9r6FZQJ6FbJUef0Ynn7Xf0Z6Gny/fQ6daJc7R1QjumlzX0dQtJYlCfLN76uf7egadarTjoWBIj+qTZrUDhmj5x9N2l8jv563o9tU+cDUO3+qYP6pPqIIBYSsfx2Y/1SXQY6MEBn/iH+uQ1e1iX7bFvwOSP9fq2YrrVu/8oRLP6JDVo6han9EF9ch+4Oqkpz+oT9PSoLvd2y2itqGO/845OhkMP5TWZC4cYO/VtzPmPddJRmdXHmNSIPu4Y6JPm1OhSUm/HdNJnRuHOL3Q9PPA43H5Xr9OHfxPe+RO9bpyE/n0roqfz67r12GhdIEmP6vpamtbr/PF/AF/8pW7hDnydvPkeFK7rOv3Mf6KnrS/oiyNhq7VMha3y9HXLFqHexg6f0b0Opq/C/Oe6ZS57TPcmaJTgmd+FA0/revD+G7plb+QxXY6GoZNWv6HLpJ6DJ/+BXga3BtnjuiwaRTjwFcLFSRauXyf+8POYxZu63PqP6xZ1J6Fbzi0T0od1i/Stt3Tr2sjjuhXPLesyqS3A0KO6rroVfSEkmoInf1sv+533dYLpxPXve3X9vb5D+jXep5fDLehkKjHYujCQ14lk4Ok6VZ+H1CF46j/W+6DP/l3rYtaALutKq9dA4ZrebnNf6HpmRXS5OvHWfkLp3zh0Rm9byRG9XIXr8MhvwNRf6osP4y/o+pQcgeSAbv0c+6qu12Ggk8789aXlUgoVSTC/UCdzsB8zM6Z/v/84lGYg/zkc/4ZObJt1vY0dfFqXwfTbOtF2K3reoa/Xs23rRNKOtvZft3QPB6Xg4/8DRr8KjVxrGzig140T0/ulekFvd9njejkqB/X2lz4MB7+ilzeaae3jr+veDr6rL4ANntBJ6823dSt4owhf/N+63LNHdD1zC3rbTA7pMnv0N/V6jmZ1nWuW9bIfeAoGjuueAB/+qY5n4IRuZX/i7+sk+/MJ3StBhboep0b1fuNYP/C36zp+dS2xbQZL99WGSGIrRE+a+vNuRyCE2CD1m6/C4OA9/qBa3Ti3yfjf1a9f+Qd3/+3hs/f+jt9KjFbzGvrEbi3Ll+fR31wWx3+wZcsaPvuf8fabb/Kd73wHy3G+3Mye/y/06/K4lsfp/790krQigFC3en1Z7d956IV7//2RF5feP/rte8f3IL6rW8DaXU3v9ftKEfo+77z5Jgd/5Tv6hP9e81dKJwaGubHlP/Z1XWZ+Q7eMbcTJX737s2qu1Yp8j7rYrOpW4KGH7z/P4Ucf/Lvf+IO1/36vOvD073TeKs/j3Tff5PCvfgeW19Hl6+7Zf7T0+aPfbiV0S2PlrEt1USd/Gy3Xe8Wz3OHTm5jZ/1OXi2Hcv35+5XdW/vtr//m65648j48XjzH+nVVl+iBjTz9gxvcog+X7S6WWen4s/8wt6x4Ey21kHX71P12a9uu/t3R/7epYnvztpfdPndOvq/fRj3wbvvkHS7Gay7bhJ/9Baz9grlyGUgl4eV2hdm3wqP5lz7GVvFaIHhUue0b1g04yhRC723YmtZt1r6QW1re/WWt5duOy3uskfPm/Vye1sDVJ7erf2a7v2VHdffpe32l/ttbyr/7csje3/Ka5+eRrteTA/etiJLl2UrtVNlsH1lp3G01qQfee+DLlutXb5L0uoOx2D4rXMFYmhO3PVie1sLF1uHratS4IrHa/fXQ71tXzsaN3L8MGdC2xvbFY67yXvFaIHmUtO9Gq5e8/nehJ//Ljf8lfNf6q22EIIYQQYh/oWmK7oiuyZLZC9KbosquEfqN7cYiu+O+v/vf8X43/iyAMHjyxEEIIIcSX0LXE1jL3WPO/EGLj5j5cev8lupaIvafuLz0Dr+AWuheIEEIIIfaFriW2o5mlPteS4grRo8KlnhnE+roXh9hx+cZS1/NbFRkRWwghhBDbq2uJ7WLV67xPRjdxE7oQYvczlt1nUJ3vXhxix+XdpcS26lW7GIkQQggh9oOuJbaev9SS0/Dk/ishepK1bDTIoHn/6UTPcX238/6jxY+6GIkQQggh9oOuJbauDB4lRO9rlpfem117bLboAjdYSmw/zH24xpRCCCGEEF9e1xJbZ9ngUZLYCtGjlt9jq2RD30+ay1roPyt81sVIhBBCCLEfdK0JpdbqfmwAMkCyED1KLUtspSvyvrK8xdYyZBwFIYQQQmyvrrXYopZeAmnIEWIfkA19P6l5tc77QrPQvUCEEEIIsS90LbGN2N3LqYUQO2VZMiv32O4rOTfXed/wG12MRAghhBD7Qdeyy4PZ2IMnEkLsca37DEwHIunuhiJ21FxtrvPeNORCphBCCCG2V9fONu4U9BV8S26wFaJ3Oa0LWKEPbqm7sYgdtVBb6LzPRrPdC0QIIYQQ+0L3nmPbetyPkiGRhehdkTQYFqBWDiQlel6glp5PXvNra0wphBBCCPHldf+mNwMZU0aIXlWd7XYEokuWJ7OVZqWLkQghhBBiP+hai63R6oIsHZGF2A8MZGvfX26Vb3XeBwRrTCmEEEII8eV1LbFteq1uiYac7ArR+xQgXZH3E2mlFUIIIcRO6lpi2+59HMo9tkL0MKN1j63YbyxT1rsQQgghdk7X7rFt31prGKCUTnBNGSFZiB6jQAXIzfT7T6hCDAyUrPdtMTU1xRtvvMH4+DhTU1OcP3+ebDbb7bCEEEKIrulaYhu1TRp+SMQ2aXghoVKYcg+eED3IANOG0Ot2IGIHVb2qJLXb6Lvf/S5XrlwBdJL7e7/3e1y6dKnLUQkhhBDd0717bFuP+8nGIwDYVtdCEUJsJ8PUz7EV+4ov63zbTE1Nrfj3+Pg4ExMTXYpGCCGE2B26lk22b61t+jJaphA9zXKQbsj7T7u11mwdZpSSOrBVJiYmGBgYWPHZwMAAV69e7VJEQgghRPd1/Tm2DV+33JYbHumY0+VohBBbLmjqAaSUXMTaT0Kl9+0WFiEhzbBJ1Ip2OareUCgU7vl5Lpfb0Hxc18V13c6/S6USAJ7n4Xly68BWaJejlOfWkTLdWlKeW0/KdGttpBy7nthGLJMaATJulBA9Jmh1RTVMPUIc6Fd5xNe+0G6xbb86ply43G73S3jv5/vf/z7f+9737vr8L/7iL0gkElsUlQC4fPlyt0PoOVKmW0vKc+tJmW6NWq227mm7n9jaupuanOoK0WO8ZTuiVusdgQd2pDvxiK6wsfHxaQZNYnas2+H0hGw2e1frbC6X2/CoyK+88gp/+Id/2Pl3qVTiyJEj/Nqv/RqDg4NbEeq+53kely9f5sUXX8Rx5OLOVpAy3VpSnltPynRrtXsTrUfXE9u6p7snFutNElFZ+UL0jGZVv5o2hK1uyEFTEtt9JkRf1JgqTvHE4BNdjqY3nD17losXL971+XPPPbeh+USjUaLRu7uHO44jJ2NbTMp060mZbi0pz60nZbo1NlKGXR2K2DYNgtboyHNl6YcuRE/x6vo1DCCS1O+DZvfiETvONEzs1vXTmcpMl6PpHePj4yv+PTU1xXPPPSfPsRVCCLGvda3F1jYNMjEb2zSpeS61pjwaQoieYrVaZiMJGHwIpq/orshi31BKYRs2KDDk3uotdenSJS5cuMCZM2d466235Bm2Qggh9r2uJbZ+qCjUPY706wEqqpLYCtFbsof1aywLxVv6fSiJ7X5iYJA20pRUiXQk3e1wesr4+DivvvoqAOfOnetyNEIIIUT3dbUrslJLz7Et1+WEV4ie4jX0qx0Dt9z6zL3/9KJntJ9Z2xft64yK/N78e90MSQghhBA9rquJbcyxOo/+CELVzVCEEFtt8i/0a/kOWK3OIdJiuy80W/dSR6xIJ8n9OPdxN0MSQgghRI/ramJroIg7FgCFugwqI0RPaY+EHM1AvPXokHbLrehplWYFgIX6Qufe2sXGYjdDEkIIIUSP62piW/PCztX8hYoktkL0FL/V7TiSgHpBvy/Pdi0csXMKbgEAE5OMkQEgat39WBkhhBBCiK3S1cQWoOHrx/3kJLEVorfU5vWraYPR2tUEje7FI3ZMvpEHYLxvHMfQz5+7XbndzZCEEEII0eO6/hxbxzJa761uhiKE2GqLk/q1WYFEqyuytNrtCw1fX8AYjA8SIwZAuSnd0IUQQgixfbqa2Dq2yfFB/bifdEwSWyF6it/qhRFJQzSl3zcKXQtH7Jy6Vwfg0/yn9Fl9AHgycJgQQgghtlFXE9sgCBlJ66v52USkm6EIIbZaPKtfE4NQndPvFz/vWjhi59yu627HBgZ96MT2SPpIN0MSQgghRI/rSmIbBPq+2lApyg19FX+xJvfYCtFTvKp+jcSh/TgvX+6x3Q+my9MAjCZHSVm6tX6mNtPNkIQQQgjR47qS2LqtxNY2TQp1H4CbuVo3QhFCbJfZD/Sr14DkkH4v99juC0W3CEDSThI19DoPVdjNkIQQQgjR47qS2JaWtc6ODycBSEbkHlshekqzdbHKjgKtFtuaPMt0P7hd1V2Rc40cEVPfZlLxKt0MSQghhBA9riuJbbGuux+HStF6jG3nMyFEj2gPFpQYhIZuwSN/rWvhiJ1TbXVDTzpJbGxAP9NWCCGEEGK7dOce21YyG3Wszj22ebnHVoje0hoZl3g/JIb1e8vpXjxixzimXs/PDD/TeY5t3a93MyQhhBBC9LiuJLZNX99rdXwwQdAaVKbqBt0IRQixXYLWxSonCQef0u/bz7MVPS1i6e7Ho4nRTostRhcDEkIIIUTP60piW2noAaP6ExEeGtEjZjqWdFMToqckW0lscgiO/h393pDtfD9YqC8AUPSKnRZb1b7vRAghhBBiG3TlLDNXdQH4eKZMzNYhmIZczheip2QO69f+EzDzrn4//0n34hE7xmjtz4+njndabBNOopshCSGEEKLHdfVxP45lUvN0F+SG53cjFCHEdilc16+xLLRHxA3kXvr9wGj1O35u9DnMVit9e0ApIYQQQojt0JXEtnVbLYf7Y0RaXZCbgXRTE6KnLE7p13jfssGjIt2LR+yYSlNfyGgPIiWEEEIIsd26ktjOFhsA1JsBJ4b0c2xDuf9KiN5it5JYOw6ZQ/p9KD0z9oNis/V4p1W79SCUQQKFEEIIsT26ktgutu6xnS01OgOKlBtywitETzEs/Zocgsqcfl+Z7V48Yse0ux8nIokV/3YDt2sxCSGEEKK3dSWxbQ8sYppGpwuy37rvVgjRI1rdUYkmIaJ7ZmBa3YtH7JiYFQOWEtr2BUx5lq0QQgghtktXEtu4o09ux/ri9Cf0PViWKaMiC9FTQm/pffaIfo2kuhOL2FGWsfICRnswqcX6YjfCEUIIIcQ+0JXENl/TJ7x9iQiPH8wAkE3IoDJC9JTlz6w19CNfkBa7faFzj22Lber1336+rRBCCCHEVutKYluo6Ud+eH5I1NZX9h2rK6EIIbZLO5kF8PWAcdTy3YlF7Ci1atSodCQNwIHkgW6EI4QQQoh9oCvZZLWpR8Ys1Ju0OyCX6t79vyCE2HuWd0XuP6ZfDbnlYD/yAl0Xqk15lq0QQgghtkdXElundT/tWF+ceES36pRdGRVZiJ6ilj3aJTHUeiOJ7X6UbA0e9rezf9vlSIQQQgjRq7qS2N5pPcc2YpkkYzqxjdnSFVmInuXoUXIJmt2NQ3RFNpIFZPAoIYQQQmyfrmSTtWarddZQyz4L7jO1EGLPa4+GHErPjP0o6egW24WaDB4lhBBCiO3RlcQ2FtEDRg2nY53PvFDdb3IhxF7nxPWrIT0zel37mbX2ssHDGq3BwwrNQjdCEkIIIcQ+0JWzzAOthPbbT452PmufDAkhepDZ2tW0E1zRs5qh7m7uWE7ns+OZ4wBUmpVuhCSEEEKIfaArie2tfA2A4XR0KRAZLVWI3mMtez61YUIotxz0unby6i/rdn4yexKAiCXPKxdCCCHE9uhKYltq6BOeawtLV+9DabEVoscYkBxZ+qcKl55nK3pXa1fefnYtwEBsAIBALmwIIYQQYpt0JbFtjxnlWFbnM8lrheg1Cur5uz8TPW2xoUc+zkQync9qvu6ls1CXwaOEEEIIsT26kthGHP2zTx/Jdj6T010hetDyUZAN6/7TiZ7xy/lfAitbZx/JPgLAXG2uKzEJIYQQovd1JbGdr+jBReTRtUL0KL/1vNplAwgh99HvC+/MvQNAxVu61eRg8iAAIWFXYhJCCCFE7+tKahkE+uQmkHMcIXpTdV6/xgeWPpNn2O4Lg/FBAE5kTnQ+i1rR+00uhBBCCLElutNm2mq5SUbtB0wohNiTpnWrHc3ysg9buxu5ob6nhUpfsTzed7zzmdl6fnH7b0IIIYQQW60ria1j6cTWMvWrKT0UhegthZv6dXlLnaOfX41X2/l4xI75LP8ZAIdThzuftQeSUjKaghBCCCG2SVcSW9dbedV+ICnPNhSip7QHCYr1LX3WzmnmP9vxcMTO+Tj3MQC2sdQjx5D7q4UQQgixzXbF8E1m66THk5tuhegNsx/q10Nnlj5TrXtsc5/vfDxixwRKj4Z8sv/kis8d07nX5EIIIYQQW6Irie3qzmjt7mmTc+W7JxZC7D12qwuys6wrciyrX2u5HQ9H7Bw3cAE4nD684nPVure64lbu+o4QQgghxJfVtRbb5T3TYpZ+vuUXC9UuRSOE2FJB6xmmy++xTQ3r19zkzscjdkwz0I96GkmMrPg8YulbTn4x/4udDkkIIYQQ+0DXEltrWWZ7Zlw/EiRmW90KRwixlYrX9WsksfRZYki/3nl35+MROyJUYacHTtJJrvhbf7QfgPna/I7HJYQQQojet+OJbbXhAbB8KJFoa5Tkn38hXRSF6A2t++WPfXPpo/RB/Vq4vvPhiB3xi7lfdN6vHjCqL6oHEvuTD/5kJ0MSQgghxD6x44ntv/1gBoBUbGnEzJij31+5LomtED2hUdKvh55d+uyhs/rVju98PGLbhSrkv/6L/xpYerzPcqPJUQAmS9IVXQghhBBbz37wJFur7Op7784+fqDz2X/y9aP8zz+9RtOXUZGF2PO8BtQW9ft4dunz7FH9GkvveEhi+5mGScyOgQv/1bP/1V1//5WxX+HPb/45vz3+2yil5BFAu9jrb91kbLRBKmrxxME+vCDkozslpvN1DvUnOJCJ0hezmS03qbge790qcnwoiWlAECr8EFIRi2jEZGq+yqOjaeIRkyBQlBo+h7IJBtMRDAXXF+sYhJwYShKxLZIxh2vzFWpNn49nysQiNgf7YgRBwEMHMoRK4QUhtmlQbgR8MV/BbT1RwfUCYo5FJmajDEjHbMBgJB1joeIyU6wTcyyKtSbFus/hgThfOzHInUKdO4UGj46mCVDcWKhSbgSUXI9nj2Qp1n2uL1b5lZMDVNyAqG1Rqnv4gSJUIZm4Q7UZMJqJkYraRB2Lph9SbXh8fKfAJwW489dfkE1EScccTg7rbvo11+fz+QoDqSh/5+QQuUqDO4UGY/0Jml6IYShSMZu5chPHNPhstoxjW4xmY5QbPiiI2CYKxVAySqAUpbrHyaEUN/I1IraBZZjYloEC/CCk2gzw/JCIbeEHgZ63BbZlkoo4RB2TbMLmp5/rffjXx4co1V3qvmJ8KMF0vkGx3sQLFNl4hMcPpqk1fepeSLHuc7AvSrXp0/RDFqtN7hQaPHwgRdX1mSnUcWyTWMTmSDZBqBSDqQilusfNfI1f3izyW08fZCwb550bBZJRi3TUxgtCrlzPk4jYDGeilGouM1X4+eQCN0suBzNx0jGH96eLGIAfKMb6Y7heQMMP+ObDw4ym49zI17BNg1ozoFT3+PnUIr/x5AFijo3r+2RiDrfyDcIw5FahzqOjaWKORb7ikqt5jA8lydWaLFSaPHMky198PEfTD3h4JE0mbpNwbMpNn7hjMVdq0PRDbuRrDCajPHesn1LDwzZhpuQSd3RZX1uo8tBIiiMDcT68XUIpRTpmM5CIEAK5mkcYKhYqDR45kMEPFR/fKfL18UEGU3oZ37mRp+YGPHowzUyxzq1cnUTU5qkjfSxWmuQrLk8f6SdUioWyS8MPKDd8vlioMj6c5FBfhGtFePdmnkjEIRGxKdU9vlisErFMHhpJk4rZZOMOf/NFjpFMFJSBH4aUGh6OYdCfirJYaRKPmBRrTWIRGxWGJCI2J4aS/PXkAoWaR8SxeGI0Q63ptepLjGw8ghuE9MUdSg2PfNXFNk0itknTD0nFHaKWxWypwRfzFbwg5PhwknLdB8OgL2YRcyxqzZBk1CIVtXCDgLlik3TMxjThZq7OaF+ch4eT3Co28PwAL4CYY+CYJrGIRTYRod70mSnWOZhNUG74xCImFgaFepOp+QqjmTi2bTKajnGrUKPqBpw6muWDOyVs0+BQX5wP7pSouk1ulKFYa3K9UOaTmTK/9fRBZosNPp2r8NBwiqhjcH2hxpH+JCcPpJgvNbiZr3F8MMU7N3LcKdXpi0U4mI0DilTMYSQdo9LwuJGrcWIoiWEY3MrVGEpFCEL48E6JTNzhWw8NUm4E5OsulYZe38mYiWPqfVOx0SRmG6RjEQp1n3TUwjBMyo0mt4t1opbF8cEEUceiL+EwOVflyEACw4Br81XmKw0ODyQ41BfjdqHBaF+sVWYec6UGd4p1RjJx/CDkTqGBbRl85XAfScdGoXj7ep6buRqPjWYoNzziEZta0ycTt5nO1ziUTZKM6vV/u+CimrV1H792PLHtT0aIOybffnK089nDB9L89P/za5Qa/k6HI4TYSkrBj/4xeDWwYyv/1tcaJff2O/Cz/xF+5b/c+fjEtrIMPU7CmQNn7vrbP3zoH/LPfvnPiNgRSWp3uX/+0+sMD5Souh6GYXAoGyNX8ynWmwwkI9TdADcIGUpFSMccPp+rkIo5GChyVY+orZPJatOn1gwYSUWpeQFVV5/0HxqIU2n4NLyQQIWU6z4hkIrYJKIWhapHPGJimSaBUrheSMQ2ONIfZ7bUpNb0MQ3IVT0G0xFsw6Ds+p0LJqGCTMyh1GgStS2eHx/kRq7G9YUqgVKYpoEKFcmo/j2lYK7kMpCMEHNM6l6AYxpELIt/84vbTC5UcP0QxzJxLJNszGau4hKEOrEEGEpFyMYdKs0AP1AU6k08PyAZdZjNmaRmb9EXd6g1A4oNj8PZGGBwI1fn75wc5OeTOf7tBzNUmz4j6RhBGFKoeRzKxvFDRaHWRAHHBhLk6x4oOJSNcavQIFd1iTs2sYhFo6lP9kf7YvhBQMUNMIB6MyAdd8jGHUp1j7IbEKoQL1BEbZOIaWBaJqmITbXpsVj1GEw4/PCtW5Rdj6FUlCBUXFusYRiQTUTwg5BaM+BIf5wjAwk+mSkxW25ybCCBbRrMV1xSUZtAKabzddIxi5hjU3V1QuMFCgNw/RAvCAmV4mdTi0Qck/lig9mySybmYJkGxbpHXyLCYDJCrupSq5gM5z4nX/OwLZMnx/qYrzT4bKZMImIRjzqUak2aQcj/+d4s/QmHz+eq+EHAQDJKyfWYKTb468kFYo7N57Nl/DAkm3TwA0XNDTk2GOehkTQ/m1yk1gxIxywKdV33Hh1Ncytfp970GUpHqboBEcukP+EQi1jcztcpNTxMw8S2oOGFpGI2yYhFqeGTbNU711Mc7o8RKlisNqk2fXy/PVKBIuaYoKAZKMayMcquT67aZCARYTgdJVSKqfkqoVIMpaJUXZ+y63OkP8FAMsK1hSpO6wJHpeETsQ1SMQeFrvNRy8A24Xbe5IfT73IgE8exdPKdjto4lkGu5nFiOMl0rk6h7tEXdwiVouYGDCQd6p5OSk3DaCVMJgcycRYqTXJVl4ht4vohlmEw1hej1PBoBoowVPQnI3pf4AeMD6WwTfhsrqK3NdtkoeLqC14RfcGq1PAxDQOlFCEKyzCIORZBqOdnWSa5SpNAhTimiW2ZnBxJkau45GpNYo5J1G5NrxRR26JY82j4QWf7rDcDMnGHU0ezfDZXYa7kcmwwgesHzBQbDKdj2KbBdKGuL84kI7heQKHh88Ljw8yXmvzyZoEYJj9//ZfcyjewLZMffzTL5HyVejMgEbVwLJNS3ePhkRSPHcww8dEcQRgwlIySr3mUGx4nh1PU/ZDFsothGBwZiLX+5nN0MMHDQyn+8rN5IrbeNxXrPkqFHB1IUKh7+KHCMk1MQyfZI5kY44NJfnGriG2CZZnU3YCIY9IXs7ldaKCAeMTUdTZqM5iMkEk4TM1VcYMQ04BywyfhWAynI1SaATU3IJuw8QJo+iFxx2SsP06+6lFzfQLA8wPqzZCD2ShR2+LGYo1MwsHzQzAgFbWJRyzCULFY9Wj6ARHLoOGFJMzmuo9fO57Y/v1nxvitpw5imStPbMayCcZ2OhghxNY78jy8/6/gW//Nys/7DsHIE7D4OQw91p3YxLb6n174n7hdvX3XM2wBonaUH5/7MSHSM2e3e/pQhqHBPqbzNepeyNfGB3Esk3LdIx1zmM7XWai6HO6PMz6cpu75KAWNZsDncxUO98cZTEb5eLbEwWyMsUyC67kKjWaIZRscH0jy1vUcjmWxWHFJRfWJmmWapKM2I+kYJ4YSDKeifHC7hBeEPHogjWUZTOfrVFyfhh+SiDQ4lI0znIkRsQ2GU1Gafsi700WGU1Ecy9CtO0MJDAUoSEct+pMOrh9Sb4aUmz59UZtU1ME0FH1xh9FMjELdYzQTo+YFRB1LJ14o0hGHVMwmlavRDENMBc1QcWwwTtSyiTc88rUmj2ZSrZZrk4yfZ3A0w/HBJO/dKtKfcDjRav070Bfj1LF+3QIznMA2DA4PJAlarWH9sSg3CjW8IORwf5znxwe5la9jGwZ1P8A0DUbSUVSoODqUpOH53C40ODwQZ7boEgRwdCBOKuYwnI4StU1ytSa3cg2KtSa+UmRiNpVWy9NIOsq700WSERuUwgtDXF/hhyHHBhIMJXVLYjrm6NatUoMTQ0keOZCm0tAXLrIJh/5EhFTU5shAnHLD52AmxqGsTuA+vFPi8YNpTMMkV3FJxx3mKy4GS4OINpMh6ZjDgb4YCcfEC/XFiqFUhDvFGlc+LnGwL86xwSRxx+LkSApfpUlHbeKOTTbpkIpY3Co0iNoGj41maHgBrh9yZCCBH4bEbYvnjg2ggKhtMlOsk4k7PHogzdRCleODCU4MJ1FK90TI15tUXZ8DmRhDqSgxW7cODiSj/PyLRTIxh6+d6CcZtam5AW9fz5GI2vTHI9zK1UjGLB4+kOaL+Spj2QTNIGCx3MQNAobTUY4P6vVebni6Fa11IaBYb2JgMJCMkK83OdafIGKbhIpOQjaQchhOxri+qFvBnj6cJeaYPDSc5NpiDT9QGH2QTTicGE4Sty0+vlNituQy2hfFcEscGU2TSjgMxKOcHPZJxRwWKy4jrk8yapOK2HwyW2Z8KEHcsZkpNvj1x4aZXKiRr7pEHYtYxWSsL8aTh7K6tTJXo9LwSMUcsgmHoVSUW/m67pFgKkzTpOH5VN2Apw9neXg4yZ99MINSEHMsyq1xeepeyGgmxmAqQtQ2cH3F1EKFY/1JYraJG4QsVJvkKk2yCb3uq27AUDrC104M8O6tIvlqk5hjMZLWF9r8VnJ9bbFGvelzeCChL3oFCmXAYCrC9UWTdMzi2FCCA+koN3N1yg2feMTCDcLWhZIIrh8ykIpxuD/BVw/3gwq5MzPPwyNp4hGbUMHBbJyobXIzXycTsxnrjzNfcjnQF8OxdLlFHZNs3OE4BpWGx2hfFD+E6XwN0zRJxWyODSbJVz0O9cexLZOjAwmG01HiEYtCzaPuhaSiFoGCiGXQn4gQhAprOMlQKsrXTwzSn4roltu6xyezZUYzMb56JMsH00X8UG/3UctiIBnBsUzytSbHBhMMpaMkIrpHQqHmMZiMEhIyOVfFNEweP5jEal1YyyYcri/WsS24na9TqHnkak3iEYuHRzLEHavVywf6Uw6ZaATHNjjYF+NvpnJkEw4LFZdbhTp91uoHxd7fjie2wF1JrRCiRxgGfP08PPHbkBq5++//+Gc7H5PYMSeyJziRPXHfv9tWVw45YoP+v+eeZnBwcFt/4x89f4y6p1u5bMvED0Js697Dfmym63oY6pbZtqYfYpnGPc8/6s1At0xVdQtvX8JZ8fcgVFim0Xldrf35veL0PI8337zJb/7m09iOgx/oll+zNT/T0AOt+UGIYdw7vtWqrURDKUUQqvuW2+pyUEpRcX3SMafzb8MwKNY8MnF7zTJuzycM9QmmeY84//NvjT8wdgAvCDFXLetG1rHnefwb4xrf+Q+fJhqNPHD69rz/399cii8MFZWm7n68fDq4e+C7B6k3A8oN3aptrlqmhhcSj1id7vPrnff96tqDeH4AhoGzRp246zuex5tvXuc73zmF4yyVh+vrbvewVIZrbadw93Z3P1XXxw8ViYh1V6y/9cyhdcVddX1ijtUppyBUBKHuZr/a/+PM5vYjcO/vPWg5z50a48033+Q733lsRZm25wd317NSwyNimcSczT8hRimFH6oVZXqvuvQfPnWw877p61bY5eu14QUErV4ty+e9PObV/16+jzCMB29HSim8QHV6vSy3fFsFuDOf49Lvrzm7DjnLEEJsvfSBB08jhNi3DMMgEVk6BVnrZHkzJ6OrTzrvdfLUFo/oE8mRTOyef2+fFN4v0Wh/vlacZiuptsylk9bl81tr+Vdrn2wahoFtrV02y8vBMIxOUrs83tWJ/FrzWU/S8iD3Sro2uo5NY/2x3GvepmmsSGo3E0NbPGJ16tDq+bU/30iiCZtvAHK28LGZ0WXzapfNg+rpetfJ8oRps1bPY/X2tdpm1+/96s9m3S+O1fVxs/N2Vu0THlSX7rVvvFdyvTru1f/e6D7CMAwi9tbXl649x1YIIYQQQgghhNgKktgKIYQQQgghhNjTJLEVQgghhBBCCLGnravTcvtG51KptK3B3I/nedRqNUql0l03Ye9VvbZMsjy7X68tkyzP7rfdy9Q+JrWPUeLLaZdjuVzumTrYbb24XXeblOnWkvLcelKmW2sjx/p1JbblchmAI0eOfImwhBBCiK1XLpfp6+vrdhh73uLiIgAnTtx/ZGshhBCiG9ZzrDfUOtLfMAy5ffs26XR606OKfRmlUokjR45w8+ZNMpnMjv/+dui1ZZLl2f16bZlkeXa/7V4mpRTlcpmxsTFMU+6s+bIKhQL9/f3cuHFDLhRskV7crrtNynRrSXluPSnTrbWRY/26WmxN0+Tw4cNbEtyXkclkeq6C9NoyyfLsfr22TLI8u992LpMkYFunfcLQ19fXc3Ww23pxu+42KdOtJeW59aRMt856j/VyiVsIIYQQQgghxJ4mia0QQgghhBBCiD1tTyS20WiUf/JP/gnRaLTboWyZXlsmWZ7dr9eWSZZn9+vFZeplsr62npTp1pMy3VpSnltPyrR71jV4lBBCCCGEEEIIsVvtiRZbIYQQQgghhBDifiSxFUIIIYQQQgixp0liK4QQQgghhBBiT5PEVgghhBBCCCHEniaJrRBCCCGEEEKIPU0SWyGEEEIIIYQQe5oktkIIIYQQQggh9jRJbIUQQgghhBBC7GmS2AohhBBCCCGE2NPsbgew2tTUFG+88Qbj4+NMTU1x/vx5stnsPad94403OHv2LMBd01y9ehWAU6dOMTU1RaFQ4NSpU9sZ+j1tZHnWinkj89lOG12eiYkJAN566y3++I//uDNtt9bPRuJfa1pZH9tnP28ze2GfdvXqVX7v936PK1eurDndXth+xBJZJ5uz1n5VtoEv58KFC7zyyitSnltgYmKCqakpxsfHATrHGSnTjZuammJiYoKBgQGmpqY4d+5cp1ylPHcBtcucOnWq835yclKdO3fuvtMCd/3/6quvKqWUOn/+fOezs2fPqnw+v92h39NGlmetmDcyn+20kTja66L9fvl3u7V+NhL/WtPK+tg++3mb2e37tEuXLqkrV66o9Rw69sL2I5bIOtmctfarsg1sXns/s959upTn/V2+fFmdP39eKaXLZnx8vPM3KdONW77NK6U6ZauUlOdusKsS28nJyRUrXimlstnsPafN5/Pq0qVLKz5bXtkuXryo8vl8V0/QN7I8St0/5o3OZ7tsJI4rV66s+Nvk5KQC1OTkpFKqO+tnI/GvNa2sj+2zn7eZvbBPa3tQYrsXth+xRNbJ5qy1X5Vt4Mu5dOmSGh8f7+zvpDw3b3k5KqU6x30p081ZXS7LLxpIeXbfrrrHtt20v9zAwECnC95q586d67x/4403VvwbdFe+bjbzb3R54N4xb2Y+22EjcZw6dYo//uM/7vy7UCh0pm/b6fWzkfjXmlbWx/bZz9sM7P592nrthe1HLJF1sjlr7VdlG9i8e+37pDw3Z2pqilwuRzab5erVqxQKhU63WSnTzRkYGOD06dOdLskvvvgiIOW5W+yqe2zbB4XVcrncXZ8tP7krFArkcrnOxtr+7I033gD0fS8vvfTSir/vhI0sT3v6e8W80flsl43GsfzA9MMf/pCzZ8921ls31s9G4l9rWlkf22c/bzN7YZ+2Xnth+xFLZJ1s3v32q7INbE6hULjnxTspz825evUqAwMDnfEbXnvtNcbHxzl37pyU6SZdunSJF154gZMnT3L+/HkuXrwISB3dLXZVYns/96sQbRcuXODVV19d8dnym7LHx8d58cUXmZyc3KYIN+Z+y7PRmB9ULjvlQXG0T8iXDzazm9bPRspxrWllfWyf/bbN7LV92nrthe1HLJF1sn732q/eb7rN/G2/eP311zl//vy6p5fyXFsul2NqaqpzweX8+fP09/ejlLrvd6RM1zYxMcGrr77K1NQUL730EkAnub0XKc+dtSOJ7WuvvbbmCdiLL77Y2ehWX71od6G4n0KhwMTExF3TTE1NdUYMbY9AtnxEuC9ju5bnfjFvplw2YjvXD+iT9MuXL6+YbjvXz/1sJP61pt3u9bFee3193Mte2WbWa6/s07baXth+xBJZJ1/e6v2qbAMbNzExwe/+7u/e829SnpszPj6+4haW9uvVq1elTDdhamqKt956q3Ph+ezZs5w+fZoLFy5Iee4W3b7Jd7n73Vy91mAply9fvus7qwd0yOfzd42utxM2sjxrxbyZctkOm4nj1Vdf7QxU0B74plvrZyPxrzWtrI/tI9vM7t6ntT3o0LEXth+xRNbJl3Ov/apsAxt3+fJldfHixc7/gHr55ZfVlStXpDw3aXJy8q5BigAp0026dOnSPQd5lPLcPXbV4FGrWx6mpqZ47rnnVlxhmpqaWjFN+/6B1fNZ3o1vYmKCc+fO7fiVkY0sz1oxP2g+O2Wj6+eNN97g1KlTnXseX3/99c7ydGP9bHR93G9aWR/bZ79vM+3Pdus+bbnVXaj22vYjlsg62by19qvLyTbwYGfPnuX8+fOd/wFeeumlTvkuJ+W5PuPj4zz33HOd/XW7l4+U6eacOnWKt956a8Vni4uLUp67iKHUGh3tu2BqaoqLFy9y5swZ3nrrrRUP5/7ud7/LmTNnePnllzvT/+AHP2BycvKu/u3tUciy2SyTk5N33a+2UzayPGvFvNZ8duPyTE1NcfLkyRXfzWaz5PN5oHvrZyPrY61pZX1sn/26zbTt5n3axMQEly9f5gc/+AEvv/wyZ86c6Qyesxe3H7FE1snGPWi/KtvA5hQKBV577TUuXLjA+fPnO8mtlOfmFAoFLly4wOnTp7ly5QoXLlzoJFpSphs3MTHR6coN+oKMlOfusesSWyGEEEIIIYQQYiN2VVdkIYQQQgghhBBioySxFUIIIYQQQgixp0liK4QQQgghhBBiT5PEVgghhBBCCCHEniaJrRBCCCGEEEKIPU0SWyGEEEIIIYQQe5oktkIIIYQQQggh9jRJbIUQQgghhBBC7GmS2AohhBBCCCGE2NMksRVCCCGEEEIIsadJYiuEEEIIIYQQYk/7/wPIsVw/SlM0lgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from bayes_spec.plots import plot_traces\n", "\n", "_ = plot_traces(model.trace.solution_0, model.cloud_freeRVs)" ] }, { "cell_type": "markdown", "id": "f8522bd0-3de9-4031-adf8-edede633e4d7", "metadata": {}, "source": [ "We can inspect the posterior distribution pair plots. First, the normalized, free cloud parameters." ] }, { "cell_type": "code", "execution_count": 45, "id": "3dc7e509-8060-4753-a6ac-c827cc3e9601", "metadata": { "ExecuteTime": { "end_time": "2024-06-22T01:56:28.865018Z", "start_time": "2024-06-22T01:56:28.037261Z" }, "scrolled": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from bayes_spec.plots import plot_pair\n", "\n", "_ = plot_pair(\n", " model.trace.solution_0, # samples\n", " model.cloud_freeRVs, # var_names to plot\n", " labeller=model.labeller, # label manager\n", ")" ] }, { "cell_type": "markdown", "id": "e1737f7b-f8b9-48b8-b716-dc2aaf8374b6", "metadata": {}, "source": [ "Notice that there are three posterior modes. These correspond to the three clouds of the model. We can plot the posterior distributions of the deterministic quantities for a single cloud." ] }, { "cell_type": "code", "execution_count": 46, "id": "f71832ea-9737-4f9b-9184-db9e0c57f89a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_pair(\n", " model.trace.solution_0.sel(cloud=0), # samples\n", " model.cloud_deterministics, # var_names to plot\n", " labeller=model.labeller, # label manager\n", ")" ] }, { "cell_type": "code", "execution_count": 47, "id": "15093617-65a3-411c-82db-c6499e9aa7eb", "metadata": { "ExecuteTime": { "end_time": "2024-06-22T01:56:29.434189Z", "start_time": "2024-06-22T01:56:28.866128Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_pair(\n", " model.trace.solution_0.sel(cloud=1), # samples\n", " model.cloud_deterministics, # var_names to plot\n", " labeller=model.labeller, # label manager\n", ")" ] }, { "cell_type": "code", "execution_count": 48, "id": "37a46322-6d73-46c8-9807-b65c29f91454", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_pair(\n", " model.trace.solution_0.sel(cloud=2), # samples\n", " model.cloud_deterministics, # var_names to plot\n", " labeller=model.labeller, # label manager\n", ")" ] }, { "cell_type": "markdown", "id": "1d4c8c8a-2f3e-4dc3-ab1c-cae57adc508a", "metadata": {}, "source": [ "Finally, we can get the posterior statistics, Bayesian Information Criterion (BIC), etc." ] }, { "cell_type": "code", "execution_count": 49, "id": "f206b1be-e29d-473a-94c3-b497ba5bfecb", "metadata": { "ExecuteTime": { "end_time": "2024-06-22T01:56:29.805574Z", "start_time": "2024-06-22T01:56:29.435472Z" }, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "BIC: 410.7708015691719\n" ] }, { "data": { "text/html": [ "
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meansdhdi_16%hdi_84%
polarized_intensity[0]74.9720.05674.91775.027
polarized_intensity[1]150.0300.058149.972150.087
polarized_intensity[2]50.0750.04850.02650.120
faraday_depth_mean[0]999.9840.035999.9471000.016
faraday_depth_mean[1]-499.9580.021-499.980-499.939
faraday_depth_mean[2]2000.0090.0501999.9602000.061
faraday_depth_fwhm[0]5.0580.0804.9755.132
faraday_depth_fwhm[1]19.9960.01519.98020.010
faraday_depth_fwhm[2]0.7190.4430.0300.961
pol_angle0[0]-0.4000.002-0.402-0.397
pol_angle0[1]0.1970.0020.1950.200
pol_angle0[2]0.5010.0030.4980.504
\n", "
" ], "text/plain": [ " mean sd hdi_16% hdi_84%\n", "polarized_intensity[0] 74.972 0.056 74.917 75.027\n", "polarized_intensity[1] 150.030 0.058 149.972 150.087\n", "polarized_intensity[2] 50.075 0.048 50.026 50.120\n", "faraday_depth_mean[0] 999.984 0.035 999.947 1000.016\n", "faraday_depth_mean[1] -499.958 0.021 -499.980 -499.939\n", "faraday_depth_mean[2] 2000.009 0.050 1999.960 2000.061\n", "faraday_depth_fwhm[0] 5.058 0.080 4.975 5.132\n", "faraday_depth_fwhm[1] 19.996 0.015 19.980 20.010\n", "faraday_depth_fwhm[2] 0.719 0.443 0.030 0.961\n", "pol_angle0[0] -0.400 0.002 -0.402 -0.397\n", "pol_angle0[1] 0.197 0.002 0.195 0.200\n", "pol_angle0[2] 0.501 0.003 0.498 0.504" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "point_stats = az.summary(model.trace.solution_0, var_names=model.cloud_deterministics, kind='stats', hdi_prob=0.68)\n", "print(\"BIC:\", model.bic())\n", "display(point_stats)" ] }, { "cell_type": "code", "execution_count": null, "id": "f02a408f-4f9d-4056-87cc-6d8c566662fc", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.8" } }, "nbformat": 4, "nbformat_minor": 5 }