From 761b6d40a653583d968c8f3b6791948f83d3b9c5 Mon Sep 17 00:00:00 2001 From: Lukas Heinrich Date: Mon, 21 Dec 2020 17:01:22 +0100 Subject: [PATCH 01/10] learn nb --- docs/examples/notebooks/learn/Hessians.ipynb | 49 ++++++++++++++++++++ 1 file changed, 49 insertions(+) create mode 100644 docs/examples/notebooks/learn/Hessians.ipynb diff --git a/docs/examples/notebooks/learn/Hessians.ipynb b/docs/examples/notebooks/learn/Hessians.ipynb new file mode 100644 index 0000000000..fbb8be456e --- /dev/null +++ b/docs/examples/notebooks/learn/Hessians.ipynb @@ -0,0 +1,49 @@ +{ + "metadata": { + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.2-final" + }, + "orig_nbformat": 2, + "kernelspec": { + "name": "python3", + "display_name": "Python 3", + "language": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 2, + "cells": [ + { + "source": [ + "# Hessian/Covariance Calculation in Minuit (with internal transforms)\n", + "\n", + "This is a short notebook discussing how Minuit computes covariances and Hessians" + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ] +} \ No newline at end of file From 70d945f7e0f72ba9a184773ca175ee74cd14f793 Mon Sep 17 00:00:00 2001 From: Lukas Heinrich Date: Mon, 21 Dec 2020 21:16:29 +0100 Subject: [PATCH 02/10] learn nb --- docs/examples/notebooks/learn/Hessians.ipynb | 151 ++++++++++++++++++- 1 file changed, 148 insertions(+), 3 deletions(-) diff --git a/docs/examples/notebooks/learn/Hessians.ipynb b/docs/examples/notebooks/learn/Hessians.ipynb index fbb8be456e..6c29e4e31b 100644 --- a/docs/examples/notebooks/learn/Hessians.ipynb +++ b/docs/examples/notebooks/learn/Hessians.ipynb @@ -26,17 +26,162 @@ "source": [ "# Hessian/Covariance Calculation in Minuit (with internal transforms)\n", "\n", - "This is a short notebook discussing how Minuit computes covariances and Hessians" + "tldr: At the minimum hessians transform under change of variable covariantly\n", + "\n", + "This is a short notebook discussing how Minuit computes covariances and Hessians.\n", + "\n", + "Minuit uses a parameter transformation to map a bounded variable to an unbounded one: $x\\in[a,b]\\to n\\in[-\\infty, \\infty]$\n", + "\n", + "where the transform is from e$x$ternal variabels to i$n$ternal variables is given by \n", + "\n", + "$$n(x) = \\arcsin\\left(2\\frac{(x-a)}{b-a} - 1\\right)$$\n", + "\n", + "with the inverse being\n", + "\n", + "$$x(n) = a+ \\frac{(b-a)}{2}\\sin(n) + 1$$\n", + "\n", + "\n" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "import jax\n", + "import numpy as np\n", + "import jax.numpy as jnp\n", + "import matplotlib.pyplot as plt\n", + "\n", + "def to_bounded(n,bounds):\n", + " a,b = bounds\n", + " return a+0.5*(b-a)*(jnp.sin(n) + 1)\n", + "\n", + "def to_inf(x,bounds):\n", + " a,b = bounds\n", + " return jnp.arcsin(2*(x-a)/(b-a)-1)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": "
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7zRYK11Qye80WymtD5426J8VyYF53po7JYUzfbozOTadbUpzHFYuI+IMnAeWcWwJ0yZt/BoOOxRur+XhFOR+tKKeoeAt14Tsv9O2RyJGDMynI78GE/t0ZkJmiCQwiIl/B9+egzOwK4AqAvLw8j6vZs7UVdXy0opyPV5Qzc2X5juuNBvdM4czxuRyU34OC/O70Tk/0uFIRkc6j3QLKzP4DZO/hr/6fc+6lfX0f59x0YDpAQUGB+5qXd4iWQJDP127lnSWbeXvJZlaVbQNCtwM6ZmgvDh+cwWEDM+mVluBxpSIinVe7BZRz7rj2em8vNDQHeG9pKW8u2sy7S0vZWtdMbLRxyIAMph3SjyMPyGJAZnKXHLYUEfGC74f4vNQSCDJzZQUz5m3gzYWbqGlsoVtSLMcM6cmxw3px5AGZukediEg78Wqa+WnAX4As4FUzm+ucO96LWvZkXWUdT8xay9OFJZTXNpIaH8PxI7M5ZUwOhw3MICZai+qJiLQ3r2bxvQC84MW2v4pzjpkrK7j/o9W8u7QUA44Z2oszx+dy1JAsXYskItLBIn6IzznHB8vLueed5RQVbyErNZ4fHj2IcyfkkdNNs+5ERLwS0QG1pnwbN81YxAfLyujTLZFbTh3JWQW5xMfoaElExGsRGVDOOR75pJhbX1tCXHQUN00ZzgWH9CMuRueWRET8IuICKhh03Pj8Ap4qXMcxQ3ty2+mj6KnrlUREfCfiAur3ry3hqcJ1XH30QH4yaYhuNSQi4lMRFVCfr93CfR+tZtoh/fjpd4fooloRER+LqJMur87fSHxMFDecMFThJCLicxEVUIXFWxiT243k+Ig6cBQR6ZQi6jf1baePor454HUZIiKyDyIqoIb1TvO6BBER2UcRNcQnIiKdhznniyWW9omZlQHF3/JtMoHyNiinq9D+2JX2x660P3al/fFlbbFP+jnnsnZ/slMFVFsws0LnXIHXdfiF9seutD92pf2xK+2PL2vPfaIhPhER8SUFlIiI+FIkBtR0rwvwGe2PXWl/7Er7Y1faH1/Wbvsk4s5BiYhI5xCJR1AiItIJKKBERMSXIiagzGyymS01sxVmdoPX9XjNzB4ws1IzW+h1LX5gZn3N7F0zW2xmi8zsWq9r8pKZJZjZLDObF94fv/W6Jj8ws2gzm2Nmr3hdi9fMbI2ZLTCzuWZW2C7biIRzUGYWDSwDJgElwGzgPOfcYk8L85CZHQnUAo8450Z6XY/XzKw30Ns597mZpQJFwKmR+n/EQrf7T3bO1ZpZLPARcK1z7lOPS/OUmf0YKADSnHNTvK7HS2a2BihwzrXbhcuRcgQ1AVjhnFvlnGsCngSmelyTp5xzHwCVXtfhF865jc65z8Pf1wBLgD7eVuUdF1Ibfhgb/tP1P83uhZnlAicB93ldS6SIlIDqA6xr9biECP7lI3tnZvnAOOAzj0vxVHg4ay5QCrztnIvo/QHcBfwcCHpch1844C0zKzKzK9pjA5ESUCL7xMxSgOeA65xz1V7X4yXnXMA5NxbIBSaYWcQOBZvZFKDUOVfkdS0+crhz7kDgBODq8GmDNhUpAbUe6NvqcW74OZEdwudangMed84973U9fuGc2wq8C0z2uBQvTQROCZ93eRI4xswe87Ykbznn1oe/lgIvEDqV0qYiJaBmA4PNrL+ZxQHnAjM8rkl8JDwp4H5giXPuTq/r8ZqZZZlZt/D3iYQmGH3haVEecs7d6JzLdc7lE/r98V/n3AUel+UZM0sOTybCzJKB7wJtPiM4IgLKOdcCXAO8Sejk99POuUXeVuUtM3sC+AQYYmYlZnaZ1zV5bCIwjdAn47nhPyd6XZSHegPvmtl8Qh/w3nbORfzUatmhF/CRmc0DZgGvOufeaOuNRMQ0cxER6Xwi4ghKREQ6HwWUiIj4kgJKRER8SQElIiK+pIASERFfUkCJiIgvKaBERMSXFFAiPmJmB5nZ/PB6TMnhtZgi9h54Etl0oa6Iz5jZLUACkAiUOOf+4HFJIp5QQIn4TPh+kbOBBuAw51zA45JEPKEhPhH/yQBSgFRCR1IiEUlHUCI+Y2YzCC3p0J/QMvTXeFySiCdivC5ARHYyswuBZufcv80sGphpZsc45/7rdW0iHU1HUCIi4ks6ByUiIr6kgBIREV9SQImIiC8poERExJcUUCIi4ksKKBER8SUFlIiI+JICSkREfEkBJSIivqSAEhERX1JAiYiILymgRETElxRQIiLiSwooERHxJQWUiIj4kgJKpIOY2ffN7DUz+5uZlZvZBjOb9DU/Y7s9/qOZvdjq8R1m9o6ZxbVT2SKeUUCJdJwxwCHADKAn8E/gF1/1YjM7AnjdzBJbPX07cLSZjTOzK4HJwOnOuab2K1vEGwookY4zGrjNOfemcy4ILP6a138MbAZe2h5SzrkK4M/Aw8CNwInOuap2rFnEMwookQ4QHqobBbzc6umRwGIzm2xmbvc/QAC4EJgEXNnq5+aE3+tG59y6DvoniHQ4c855XYNIl2dm/YGFQGr46AkzmwG86Jx74Ct+Jgp4EOgNTHXO1ZvZKOBN4C0g1zl3XIf8A0Q8oCMokY4xGliwPZzCxgHz9vIzE4Fe7AynPoSOwK4ErgJGmdlR7VOuiPcUUCIdYzQwd/sDM8sEsgkdVe2Rc+5D4IRwOKUBrwF3OudmOOfqgDuAW9u1ahEPaYhPRER8SUdQIiLiSwooERHxJQWUiIj4kgJKRER8KcbrAvZHZmamy8/P97oMERFpQ0VFReXOuazdn+9UAZWfn09hYaHXZYiISBsys+I9Pd+pAkp2FQw6GluCNLYEiIuJIjE2mt1ufi0i+ykQdDQHgjS2BImOMpLj1FdeUUB1AqU1DcxfV8X8kq0s2VTD+i31bKiqZ2td8y6vizJITYglt3si/TKSGJiVwri8bozr253uyVqNQaS10poG5q2rYuH6KhZvrGb9lno2VTdQuW3XG8NHRxmpCTHkpCfSPzOZAVnJjO3bjfH9utMtSX3VnhRQPuScY866rby9eDPvLS1jycZqIBRA/TOTyeuRxIH9upGRHE9CbDRxMVE0B4LUNrRQVd/Mui11LNlYw5uLNhMIhi7EHpqdyneH92LS8GxG9knTJ0KJONv76q1Fm3l/2a59NSArhbweSYzL60ZmSqivYqONlqCjpqGZqvpmSrbUs2hDFW8s2rRLX00a3ovjR2QzIkd91dY61Z0kCgoKXFc+B7WpqoFnCtfx/Jz1rC7fRkyUUZDfnaOG9KSgX3eG56SRFLfvnynqmlqYX1JFUfEW3l9WRuGaSoIOBmQlc05BX04/MJes1Ph2/BeJeG9zdQNPzV7HC7v11XcO6MmE/t0Z1nv/+qq+KcC8kq0UFW/hg2VlzA73Vf/MZM45qC9njs8lM0V9tT/MrMg5V/Cl5xVQ3vtiUzXTP1jFjLkbaAk6Du7fgzPG5zJ5ZDZpCbFttp3KbU28vXgTzxSWUFi8hdho49SxfbjyqIEMzEpps+2I+MHiDdXc99EqXp63geaA45ABPTh9XC6TR7VtX1XUNvKfJZt5tqiE2WtCfTV1bB9+oL7aZwooH1q+uYbb31jKf5ZsJjE2mnMO6sslE/Ppl5Hc7tteUVrLo5+s4cnZ62gKBDlhZDY/njSEQT3VUNK5Ld9cwx/fXMrbi0N9dXZBLpce3r+D+qqGxz5dy5Oz19LYEuTEUb25/rjBDOqZ2u7b7swUUD6yqaqBO99eyrNFJSTHxfA/Rw7gwkP7eXLCtby2kQc/Xs3DM4upbw7wvYPzuPbYwWRoiEI6mc3VDfzpzaU893kJSXExXHHkAC46NJ/0pLY7WtpX5bWNPPDRah75ZGdfXXfcAfTQZKU9UkD5QEsgyMOfFHPnW0tpDjimHdqPq48e5Iv/tBW1jdz1n+X8e9ZakmKj+dnkIVxwcD+ionTSV/ytJRDk0U+L+b+3ltHUEvRvX8VF85NJB3Dhofnqq90ooDy2cH0VNzw/n4XrqzlqSBY3nzKSvIwkr8v6khWltfz25UV8uLyc8f26c9vpoxjcS8MT4k+t++o7B2Rx89QRHTKUt7+Wb67h5lcW7+ir288YpWG/VhRQHgkEHf94bwV3/Wc53ZPj+M3JIzhxVLavp6M653hhznpufmUx2xpb+PGkIXz/yAH61Ce+EQg67n1/JX9+exk9kuP4dSfrq7rGANdPOkB9FaaA8sC6yjquf2ouhcVbOHlMDrdMHenJePg3VVHbyC9fXMjrCzdx2MAM7jx7LNnpCV6XJRFubUUd1z89l6LiLUwZ3ZtbTh3ZqS6YLa9t5KaXFvLaAvXVdgqoDvb6go387Nn5GPC7U0dy6rg+Xpf0jTjneLpwHb+ZsZj42CjuOHMMk4b38rosiVBvLNzET5+ZhxnccupIThmT4+ujpq/inOOZwhJ+PWMRCbFR/DHC+0oB1UFaAkHueHMp//xgFWP6duOv542jbw//nWvaXyvLarn2yTksXF/Nj44ZxHXHHaChCekwLYEgf3prGfe+v5Ixuen87XsHktu9a/TVD/89h8Ubq7nm6EH8eFJk9pVvA8rMooFCYL1zbsreXuv3gKqobeSHT8xh5soKvndwHjedPJz4mGivy2ozDc0BfvXiQp4pKuGYoT358zljSU/sPEOW0jmV1zbyw3/P4ZNVXbOvGlsC3PTiIp4qXBexfeXngPoxUACkdeaA+mJTNZc9VEhZbSO3njqSswr6el1Su3DO8dinxfz25cX07ZHEvy4cr9lI0m6Wbqrh0odmU17byK2njeLM8blel9QuWvdVXo8kpkdYX31VQHm6oq6Z5QInAfd5Wce39cGyMs76xyc0B4I8d+VhXTacAMyMaYfm88QVh1DT0MLpf5/Jp6sqvC5LuqAPl5dx5j9m0hwI8uyVh3XZcIKdffXv/zmE6oZmTvv7TD5Zqb7yesn3u4CfA8GveoGZXWFmhWZWWFZW1mGF7asnZ63lkodm06d7Ii9ePZFRuelel9QhDsrvwQtXHUbPtAQuvH8WL81d73VJ0oU8OWstFz8YeX01oX8PXrx6Ir3SErjogVnMmLfB65I85VlAmdkUoNQ5V7S31znnpjvnCpxzBVlZX1oR2DPOOe548wtueH4BEwdl8syVh5LTLdHrsjpU3x5JPHflYYzL68a1T87lH++txOshY+ncWvfV4RHaV7ndQ301Nq8bP3piDve+H7l95eUR1ETgFDNbAzwJHGNmj3lYzz4LBB3/+8IC/vbuSs6b0Jf7LyogtQ3vjtyZpCfF8shlEzh5TA63v/EFv5mxiGAwMptJvp1A0PH/XlwY7qu8iO+rRy+bwJTRvbnt9cjtK88WLHTO3QjcCGBmRwE/dc5d4FU9+6qpJciPn57LK/M3cs3Rg/jJdw/olNdhtKX4mGjuPmcs2Wnx/OvD1dQ2Brj9jFHERHs9giydReu+uuqogfzs+CHqq5ho7jl3HL3TE/jXh6upaWzhj2eMjqi+0oq6+6G+KcBVjxfx7tIybjxhKN//zkCvS/KNqCjjf08cRmpCLHe+vYy6phbuPncccTGR00zyzdQ3BfjB40W8p776ku19lZYQy/+9vYz6pkBE9ZUvAso59x7wnsdl7FVNQzOXPVzI7DWV/P60UZx/cJ7XJfmOmfGjYweTHB/D715ZTN0jhdx7wXgS47rONSvStmoamrnsoUJmF1fyh9NHcd4E9dXuzIwfHjuYxLhobnl1CfWPhvoqIbbr91VkxPC3VNPQzIUPzOLz4i3cfe44hdPXuOzw/tx2+ig+WF7GRQ/OYltji9cliQ/VNDRz0QOz+HztFu45d5zC6WtcfsQA/nD6KN5fVsbFEdJXCqivsb2JFpRU8dfzD+SUMTlel9QpnDshj7vOGUtR8RYueWg2dU1dv5lk323vq/klVfz1/HGcrL7aJ+eF+2r2msjoKwXUXuzaRAcyeWS21yV1KlPH9uHP54ylcE0ll0ZAM8m+qWlo5uIHZ+8Ip8kje3tdUqcydWwf7mrVV/VNAa9LajcKqK9Q29iyWxMpnL6JU8bk8OdzxjJrdSWXPVTYpZtJvt72vpq3bit/OU/h9E2d3LqvHu66IaWA2oPaxhYuemAWc9VEbWLq2D7839lj+HR1BZc/MpuG5q7ZTLJ3u/fVCaPUV9/G9r76ZFUF//NIYZfsKwXUbuqaWrjkwVAT/VVN1GZOG5fLn84cw8yVXbeZ5KvVNwW49MHZ6qs2dtq4XO44cwwfryzvkn2lgGqlsSXA9x8toqh4C3efO1ZN1MbOGJ/L7WeM5sPl5Vzz789pDnzlLRilC2lqCXLlY0XMLq7krnPUV23tzHBffbSi6/WVAiqsJRDkuifn8uHycm47fTRTRmtWUXs4u6AvN08dwX+WlPLTZ+YRiMDbt0SSQNBx/VNzeX9ZGX84bZRm67WTswv6cvMpob76ydNdp698caGu14JBxw3PL+D1hZv41ZThnH1Q110uww8uPDSf2sYW/vjGUpLiYvj9aSMj/rY2XZFzjhufn8+rCzbyy5OGca6uc2pX0w7ND91m7I0vSI7vGn0V8QHlnOPmVxbzbFEJ1x03mMsO7+91SRHhqqMGUdvQwt/fW0lqQgw3njC00zeT7OSc45ZXl/B0YQk/OmYQlx8xwOuSIsIPjhpITUNzl+mriA+oP7+9jIdmruGyw/tz7bGDvS4novzs+CHUNrYw/YNVpMbH8EPt/y7j7neWc/9Hq7n4sHyun3SA1+VElK7UVxEdUP/6YBX3/HcFZxfk8suThnXqTxqdkZnxm5NHUNvQwv+9vYyUhBgumagj2M7u/o9Wc9d/lnPm+FxumjJcfdXBulJfRWxAPTlrLbe+toSTRvXmD6ePVhN5JCrK+OOZo9nW1MJvX15McnwMZxfoHGBn9fTsdfzulcWcMDKb204fRVSU+soLXaWvInIW38vzNnDjCwv4zgFZ/PmcsUSriTwVEx3FPeeN44jBmdzw3HxeW7DR65LkG3h1/kZueH4+RwzO5K5zx0bUukV+1BX6KuL+B737RSnXPzWXg/r14N4LxkfMuip+Fx8TzT+njefAvO5c++Qc3lta6nVJsh/eW1rKdU/N4cC87vxz2njiY7r+UhCdwfa+Ghfuq/eXlXld0n5pk9/OZjZ8D88d1Rbv3ZY+XVXBlY8VMbR3KvddXKB1inwmKS6G+y8+iME9U0MXdq6p9Lok2QezVldy5WNFHNArlQcuOYikuIg9c+BLSXExPBDuq+8/Wtip+qqtDh+eNrNfWEiimf0F+EMbvXebCAYdv5mxiL49knjk0oNJS4j1uiTZg/TEWB65bAI53RK59MHZLFxf5XVJshcL11dx2UOzyemWyMOXTlBf+dSOvkrvXH3VVgF1MNAXmAnMBjYAE9vovdtEVJTx4CUH8dhlB9MjOc7rcmQvMlPieeyyg0lLjOXCB2axorTW65JkD1aU1nDhA7NIS4zl8csPJjMl3uuSZC8yU+J57PLO1VdtFVDNQD2QCCQAq51zvrshVO/0RLLTE7wuQ/ZBTrdEHrv8YKLMuOC+z1hXWed1SdLKuso6LrhvFlFmPH75wfROT/S6JNkHna2v2iqgZhMKqIOAI4DzzOyZNnpviVD9M5N59LIJ1DW1cMH9n1Fa3eB1SQKUVjdwwf2fUd8c4LHLJ5Cfmex1SbIfWvfVtPs/o7TGv33VVgF1mXPuJudcs3Nuo3NuKjCjjd5bItiw3mk8dOkEymoamXb/LLbWNXldUkTbWtfEtPtnUVbTyIOXHMTQ7DSvS5JvYFjvNB68ZAKlNY1Mu8+/fdUmAeWcK9zDc4/u7WfMrK+ZvWtmi81skZld2xa1SNdzYF53/nVhAavLt3HRg7OpbdTS8V7YFl4Nd3X5Nv51YQEH5nX3uiT5Fsb36870aaG+utinfeXlRUAtwE+cc8OBQ4Cr9zRdXQRg4qBM/nr+OBaur+KKLrgwm981NAe44tFCFqyv4i/nj2PioEyvS5I2cPjgTP5y/jgW+LSvPAuo8FDg5+Hva4AlQB+v6hH/++6IbP501mhmrqzgmn/P6VILs/lZcyDID5+Yw8crKrjjzNEcPyLb65KkDR0/Ips7zvRnX/niNgpmlg+MAz7bw99dYWaFZlZYVta5roKWtnfauFx+N3UE/1mymZ89M49gF1mYza+CQcfPn53P24s389tTRnD6gblelyTt4PQDc8MLifqrrzy/5NvMUoDngOucc9W7/71zbjowHaCgoMAfe008Ne3QfKobWrjjzaWkJMTwu6mdf2E2PwoGHb98aSEvzFnPT797ABcdlu91SdKOLjw0nxqf9ZWnAWVmsYTC6XHn3PNe1iKdy9VHD6KmoYV7319JakIsv5g81OuSuhTnHL+esYh/f7aWHxw1kKuPHuR1SdIBrjpqINX1zfzzg1W+6CvPAspC0Xw/sMQ5d6dXdUjn9YvJQ6hpaOYf760kLjpKC+O1ke2rTD/6aTFXHDmAnx8/xPNP0tIxzIwbThhKdUOLL/rKyyOoicA0YIGZzQ0/97/Oude8K0k6EzPjd1NH0tQS5O53lgMopL4l5xy/f20JD368hksn9u/0S4bL/jMzbj11JC0B7/vKs4Byzn0E6H++fCtRUcbtZ4wGQsuMO+D64wbrl+o34Jzj9jeW8q8PV3PRof341RStMh2p/NJXnk+SEPm2tjeTGdyz/ROfQmq/OOf4v7eWce/7K/newXn85pQR2n8RrnVIedVXCijpEqKijNtOb9VMznH9pAP0S3YfOOe49dUl3PfRas6b0NcXs7fEH7z+8KeAki5je0gZxj3/XUFL0PEzneDfq2DQ8auXFvL4Z2u5+LB8bpoynKgo7S/ZafcPfy2BYIf1lQJKupSoKOMPp48iKsr4+3srqapv5uapI4nWL90vaQkE+fmz83l+znp+cNRAzdaTr7Q9pKKjovj7eyupaWjht6eMaPcPMwoo6XKioozfnzaS9MRY7n0/FFJ3nj2WuBhf3DjFF5paglz31BxeW7CJn0w6gGuOGaRwkr3a3ldpCTH884NV1DQ0c8dZY4iNbr++UkBJl7T9eo5uSbHc9voXoYt6LxhPYly016V5rqahmSsfK+LjFRX88qRhXH7EAK9Lkk5ie1+lJcZyx5tLqW1s4a/nH0hCbPv0lT5SSpd25XcGctvpo/hweRkX3P8ZW7b5c92bjrK5uoGz7v2Ez1ZV8qezxiicZL+ZGVcfPYjfnTqSd74o5dX5G9tvW851ntvbFRQUuMLCLy09JfK1XluwkeuemktOegIPXHwQA7JSvC6pwy3fXMPFD85ma10T/7hgPEcekOV1SdLJLVxfxYictG89PGxmRc65gt2f1xGURIQTR/Xmif85mOqGFk77+0w+XVXhdUkdaubKcs74x0yaAkGe+v6hCidpEyP7pLfruUsFlESM8f168OJVE8lMiWPa/Z/xbFGJ1yW1O+ccD328mmn3z6JnWgLP/+AwRvZJ97oskX2igJKIkpeRxPNXTWRC/x789Jl5/PblRTS1+GeBtrbU2BLgF8/N5zcvL+boIVm8cNVh9O2R5HVZIvtMASURJz0xlocumcClE/vz4MdrOHf6J2ysqve6rDa1YWs9503/lKcLS/jRMYOYPq2A1IRYr8sS2S8KKIlIsdFR3HTycP56/jiWbqphyj0f8dHycq/LahNvLtrECXd/yLLNtfz9ewfy4+8O0d0hpFNSQElEmzI6h5euOZweyXFMe+AzbnllMQ3NAa/L+kYamgPc9NJCvv9oEXk9knjlh4dz4qjeXpcl8o0poCTiDeqZwkvXTOR7B+dx30erOfkvH7FwfZXXZe2XouJKTrrnQx75pJjLD+/Pcz84jPzMZK/LEvlWFFAiQFJcDLecOoqHL51AdUMzp/7tY25/4wvqmlq8Lm2v6ppauPnlxZx57yc0NAd55NIJ/HLKcN3WSboEXagrsputdU387pUlPPd5CX26JfKrKcM5fkQvX92rzjnHS3M3cNvrX7CpuoELD+3HzycPJSVedy+TzuerLtRVQIl8hVmrK/nViwtZurmGQwb04GfHD2V8v+5el0VRcSW3vrqEz9duZVSfdH598nAK8nt4XZbIN6aAEvkGmgNBHv+0mL++u4Ly2iaOHdqTa44ZxLi8jg+qz1ZVcM9/l/PxigoyU+L5+eQhnHlgrmboSaengBL5FuqaWnjw4zX88/2VVDe0MC6vG5dO7M/kkdntutxAQ3OA1xZs5LFPi/l87VYyU+L5/pED+N4heSTFaThPugZfBpSZTQbuBqKB+5xzt+3t9Qoo8VptYwvPFq7jwZlrKK6oo3tSLCeO6s3UsX04MK8bMW0QVs2BIJ+uquD1hZt4bcFGttY1MyAzmQsP7ce5E/LabWkDEa/4LqDMLBpYBkwCSoDZwHnOucVf9TMKKPGLYNDx3rJSXpizgbcXb6KhOUhqQgyHDczgsIGZjMhJY2jvtH2atFBV38yK0hrmrN3KZ6srmbW6kqr6ZpLiojlmaE/On5DHoQMzfDVJQ6QtfVVAeTlGMAFY4ZxbBWBmTwJTga8MKBG/iIoyjhnai2OG9mJbYwvvLi3lw2XlfLSinDcXbd7xup6p8fRKSyArNZ7E2GiiogznHFX1zVTVN7NhawPltY07Xp+fkcTxI3px7LBefOeALB0tSUTzMqD6AOtaPS4BDt79RWZ2BXAFQF5eXsdUJrIfkuNjmDI6hymjc3DOsbGqgSUbq1m8oZp1W+oorWlkU1UDjS0BguEBi7TEWHokxzGkVyqDeqYwMCuFkX3SyU5P8PYfI+Ijvj/L6pybDkyH0BCfx+WI7JWZkdMtkZxuiRw7rJfX5Yh0al5ebr4e6NvqcW74OREREU8DajYw2Mz6m1kccC4ww8N6RETER7yeZn4icBehaeYPOOdu/ZrXlwHF33KzmUDXWFehbWh/7Er7Y1faH7vS/viyttgn/ZxzWbs/2aku1G0LZla4p+mMkUr7Y1faH7vS/tiV9seXtec+0S2PRUTElxRQIiLiS5EYUNO9LsBntD92pf2xK+2PXWl/fFm77ZOIOwclIiKdQyQeQYmISCeggBIREV+KmIAys8lmttTMVpjZDV7X4zUz62tm75rZYjNbZGbXel2TH5hZtJnNMbNXvK7Fa2bWzcyeNbMvzGyJmR3qdU1eMrPrw72y0MyeMLOIunGimT1gZqVmtrDVcz3M7G0zWx7+2qYreUZEQIWX9vgbcAIwHDjPzIZ7W5XnWoCfOOeGA4cAV2ufAHAtsMTrInzibuAN59xQYAwRvF/MrA/wI6DAOTeS0M0FzvW2qg73EDB5t+duAN5xzg0G3gk/bjMREVC0WtrDOdcEbF/aI2I55zY65z4Pf19D6JdPH2+r8paZ5QInAfd5XYvXzCwdOBK4H8A51+Sc2+ppUd6LARLNLAZIAjZ4XE+Hcs59AFTu9vRU4OHw9w8Dp7blNiMloPa0tEdE/zJuzczygXHAZx6X4rW7gJ8DQY/r8IP+QBnwYHjI8z4zS/a6KK8459YDfwLWAhuBKufcW95W5Qu9nHMbw99vAtr0Fv6RElDyFcwsBXgOuM45V+11PV4xsylAqXOuyOtafCIGOBD4h3NuHLCNNh6+6UzC51amEgruHCDZzC7wtip/caFrltr0uqVICSgt7bEHZhZLKJwed84973U9HpsInGJmawgNAR9jZo95W5KnSoAS59z2o+pnCQVWpDoOWO2cK3PONQPPA4d5XJMfbDaz3gDhr6Vt+eaRElBa2mM3ZmaEzi8scc7d6XU9XnPO3eicy3XO5RP6//Ff51zEfkJ2zm0C1pnZkPBTxwKLPSzJa2uBQ8wsKdw7xxLBk0ZamQFcFP7+IuCltnxz36+o2xaccy1mdg3wJjuX9ljkcVlemwhMAxaY2dzwc//rnHvNu5LEZ34IPB7+ULcKuMTjejzjnPvMzJ4FPic0A3YOEXbbIzN7AjgKyDSzEuDXwG3A02Z2GaGlkM5u023qVkciIuJHkTLEJyIinYwCSkREfEkBJSIivqSAEhERX1JAiYiILymgRETElxRQIiLiSwooER8xs/zw2kv/Cq899JaZJXpdl4gXFFAi/jMY+JtzbgSwFTjD23JEvKGAEvGf1c65ueHvi4B870oR8Y4CSsR/Glt9HyBC7pkpsjsFlIiI+JICSkREfEl3MxcREV/SEZSIiPiSAkpERHxJASUiIr6kgBIREV9SQImIiC8poERExJcUUCIi4kv/H6+deb0C0I6SAAAAAElFTkSuQmCC\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "def plot_trfs():\n", + " bounds = [0,5]\n", + "\n", + " f,axarr = plt.subplots(2,1)\n", + "\n", + " x = jnp.linspace(bounds[0],bounds[1],1001)\n", + " n = jax.vmap(to_inf,in_axes=(0,None))(x,bounds)\n", + " ax = axarr[0]\n", + " ax.plot(x,n)\n", + " ax.set_xlabel('x')\n", + " ax.set_ylabel('n')\n", + " ax.set_title(r'$x \\to n$')\n", + "\n", + " n = jnp.linspace(0,10,1001)\n", + " x = jax.vmap(to_bounded,in_axes=(0,None))(n,bounds)\n", + "\n", + " ax = axarr[1]\n", + " ax.plot(n,x)\n", + " ax.set_xlabel('n')\n", + " ax.set_ylabel('x')\n", + " ax.set_title(r'$n \\to x$')\n", + " f.set_tight_layout(True)\n", + "plot_trfs()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": "
", + "image/svg+xml": "\n\n\n\n \n \n \n \n 2020-12-21T18:23:29.159418\n image/svg+xml\n \n \n Matplotlib v3.3.0, https://matplotlib.org/\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n\n", + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "def func(external_pars):\n", + " x,y = external_pars\n", + " z = (x-1)**2 + (3*y+1)**2\n", + " return z\n", + "\n", + "def internal_func(internal_pars,bounds):\n", + " external_pars = to_bounded(internal_pars,bounds)\n", + " return func(external_pars)\n", + "\n", + "def plot_external_func():\n", + " grid = x,y = np.mgrid[-5:5:101j,-5:5:101j]\n", + " X = jnp.swapaxes(grid,0,-1).reshape(-1,2)\n", + " Z = jax.vmap(func)(X)\n", + " z = jnp.swapaxes(Z.reshape(101,101),0,-1)\n", + " f,ax = plt.subplots(1,1)\n", + " ax.contourf(x,y,z)\n", + " f.set_tight_layout(True)\n", + " ax.set_xlabel(r'$x_1$')\n", + " ax.set_xlabel(r'$x_2$')\n", + " f.set_size_inches(5,5)\n", + "\n", + "def plot_internal_func():\n", + " grid = x,y = np.mgrid[-5:5:101j,-5:5:101j]\n", + " X = jnp.swapaxes(grid,0,-1).reshape(-1,2)\n", + " Z = jax.vmap(func)(X)\n", + " z = jnp.swapaxes(Z.reshape(101,101),0,-1)\n", + " f,ax = plt.subplots(1,1)\n", + " ax.contourf(x,y,z)\n", + " f.set_tight_layout(True)\n", + " ax.set_xlabel(r'$x_1$')\n", + " ax.set_xlabel(r'$x_2$')\n", + " f.set_size_inches(5,5)\n", + "\n", + "plot_external_func()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "output_type": "error", + "ename": "NameError", + "evalue": "name 'X' is not defined", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mX\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mNameError\u001b[0m: name 'X' is not defined" + ] + } + ], + "source": [ + "jax." + ] }, { "cell_type": "code", From 9bc211de600171a190dd45854e9b67baa44d1661 Mon Sep 17 00:00:00 2001 From: Lukas Heinrich Date: Mon, 21 Dec 2020 23:03:26 +0100 Subject: [PATCH 03/10] learn nb --- docs/examples/notebooks/learn/Hessians.ipynb | 128 +++++++++++++------ 1 file changed, 92 insertions(+), 36 deletions(-) diff --git a/docs/examples/notebooks/learn/Hessians.ipynb b/docs/examples/notebooks/learn/Hessians.ipynb index 6c29e4e31b..652b0f9adf 100644 --- a/docs/examples/notebooks/learn/Hessians.ipynb +++ b/docs/examples/notebooks/learn/Hessians.ipynb @@ -47,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 144, "metadata": {}, "outputs": [], "source": [ @@ -55,6 +55,7 @@ "import numpy as np\n", "import jax.numpy as jnp\n", "import matplotlib.pyplot as plt\n", + "import matplotlib.patches as patches\n", "\n", "def to_bounded(n,bounds):\n", " a,b = bounds\n", @@ -67,14 +68,14 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 145, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { @@ -110,29 +111,17 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 238, "metadata": {}, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": "
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- }, - "metadata": { - "needs_background": "light" - } - } - ], + "outputs": [], "source": [ "def func(external_pars):\n", " x,y = external_pars\n", - " z = (x-1)**2 + (3*y+1)**2\n", + " z = (x-0)**2 + (y-0)**2\n", " return z\n", "\n", "def internal_func(internal_pars,bounds):\n", - " external_pars = to_bounded(internal_pars,bounds)\n", + " external_pars = jax.vmap(to_bounded)(internal_pars,bounds)\n", " return func(external_pars)\n", "\n", "def plot_external_func():\n", @@ -148,39 +137,106 @@ " f.set_size_inches(5,5)\n", "\n", "def plot_internal_func():\n", - " grid = x,y = np.mgrid[-5:5:101j,-5:5:101j]\n", + " bounds = jnp.array([[-5,5],[-5,5]])\n", + " grid = x,y = np.mgrid[-np.pi:np.pi:101j,-np.pi:np.pi:101j]\n", " X = jnp.swapaxes(grid,0,-1).reshape(-1,2)\n", - " Z = jax.vmap(func)(X)\n", + " Z = jax.vmap(internal_func,in_axes=(0,None))(X,bounds)\n", " z = jnp.swapaxes(Z.reshape(101,101),0,-1)\n", " f,ax = plt.subplots(1,1)\n", " ax.contourf(x,y,z)\n", " f.set_tight_layout(True)\n", - " ax.set_xlabel(r'$x_1$')\n", - " ax.set_xlabel(r'$x_2$')\n", - " f.set_size_inches(5,5)\n", - "\n", + " ax.set_xlabel(r'$n_1$')\n", + " ax.set_xlabel(r'$n_2$')\n", + " rect = patches.Rectangle([-np.pi/2,-np.pi/2],np.pi,np.pi, alpha = 0.2, facecolor = 'k')\n", + " ax.add_patch(rect)\n", + " f.set_size_inches(5,5)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 239, + "metadata": {}, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": "
", + "image/svg+xml": "\n\n\n\n \n \n \n \n 2020-12-21T22:57:31.975718\n image/svg+xml\n \n \n Matplotlib v3.3.0, https://matplotlib.org/\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n\n", + "image/png": 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+ }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ "plot_external_func()" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 240, + "metadata": {}, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "plot_internal_func()" + ] + }, + { + "cell_type": "code", + "execution_count": 257, "metadata": {}, "outputs": [ { - "output_type": "error", - "ename": "NameError", - "evalue": "name 'X' is not defined", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mX\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mNameError\u001b[0m: name 'X' is not defined" - ] + "output_type": "display_data", + "data": { + "text/plain": "
", + "image/svg+xml": "\n\n\n\n \n \n \n \n 2020-12-21T23:02:39.766766\n image/svg+xml\n \n \n Matplotlib v3.3.0, https://matplotlib.org/\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n 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\n" + }, + "metadata": { + "needs_background": "light" + } } ], "source": [ - "jax." + "def angle_and_lam(M):\n", + " lam,bases = jnp.linalg.eig(M)\n", + " angle = jnp.arccos(bases[0,0])*180/np.pi\n", + " return lam,angle\n", + "\n", + "def draw_ellipses():\n", + " grid = x,y = np.mgrid[-np.pi/2:np.pi/2:11j,-np.pi/2:np.pi/2:11j]\n", + " X = np.swapaxes(grid,0,-1).reshape(-1,2)\n", + "\n", + " bounds = jnp.array([[-5,5],[-5,5]])\n", + " covariance = lambda X,bounds: jnp.linalg.inv(jax.hessian(internal_func)(X,bounds))\n", + " lams,angles = jax.vmap(angle_and_lam)(jax.vmap(covariance,in_axes=(0,None))(X,bounds))\n", + " f,ax = plt.subplots(1,1)\n", + " for i,(lam,angle) in enumerate(zip(lams,angles)):\n", + " e = patches.Ellipse(\n", + " X[i],lam[0]*5,lam[1]*5,angle,\n", + " alpha = 0.5,\n", + " facecolor = 'none',\n", + " edgecolor = 'k'\n", + " )\n", + " ax.add_patch(e)\n", + " ax.set_xlim(-np.pi/2.,np.pi/2.)\n", + " ax.set_ylim(-np.pi/2.,np.pi/2.)\n", + " f.set_size_inches(5,5)\n", + "draw_ellipses()" ] }, { From 008c773f1465c36ec4acfe8122d41325a0410683 Mon Sep 17 00:00:00 2001 From: Lukas Heinrich Date: Tue, 22 Dec 2020 03:08:23 +0100 Subject: [PATCH 04/10] learn nb --- docs/examples/notebooks/learn/Hessians.ipynb | 185 ++++++++++++------- 1 file changed, 114 insertions(+), 71 deletions(-) diff --git a/docs/examples/notebooks/learn/Hessians.ipynb b/docs/examples/notebooks/learn/Hessians.ipynb index 652b0f9adf..6dd57fec7b 100644 --- a/docs/examples/notebooks/learn/Hessians.ipynb +++ b/docs/examples/notebooks/learn/Hessians.ipynb @@ -111,58 +111,78 @@ }, { "cell_type": "code", - "execution_count": 238, + "execution_count": 427, "metadata": {}, "outputs": [], "source": [ "def func(external_pars):\n", " x,y = external_pars\n", - " z = (x-0)**2 + (y-0)**2\n", + " z = x**2 + y**2\n", " return z\n", "\n", "def internal_func(internal_pars,bounds):\n", " external_pars = jax.vmap(to_bounded)(internal_pars,bounds)\n", " return func(external_pars)\n", "\n", - "def plot_external_func():\n", - " grid = x,y = np.mgrid[-5:5:101j,-5:5:101j]\n", + "def plot_func(ax,func,slices,bounds = None):\n", + " grid = x,y = np.mgrid[slices[0],slices[1]]\n", " X = jnp.swapaxes(grid,0,-1).reshape(-1,2)\n", - " Z = jax.vmap(func)(X)\n", - " z = jnp.swapaxes(Z.reshape(101,101),0,-1)\n", - " f,ax = plt.subplots(1,1)\n", - " ax.contourf(x,y,z)\n", - " f.set_tight_layout(True)\n", - " ax.set_xlabel(r'$x_1$')\n", - " ax.set_xlabel(r'$x_2$')\n", - " f.set_size_inches(5,5)\n", "\n", - "def plot_internal_func():\n", - " bounds = jnp.array([[-5,5],[-5,5]])\n", - " grid = x,y = np.mgrid[-np.pi:np.pi:101j,-np.pi:np.pi:101j]\n", - " X = jnp.swapaxes(grid,0,-1).reshape(-1,2)\n", - " Z = jax.vmap(internal_func,in_axes=(0,None))(X,bounds)\n", + " if bounds is not None:\n", + " Z = jax.vmap(func,in_axes=(0,None))(X,bounds)\n", + " else:\n", + " Z = jax.vmap(func)(X)\n", " z = jnp.swapaxes(Z.reshape(101,101),0,-1)\n", - " f,ax = plt.subplots(1,1)\n", - " ax.contourf(x,y,z)\n", - " f.set_tight_layout(True)\n", + " ax.contourf(x,y,z,levels = 100)\n", + " ax.contour(x,y,z,levels = 10, colors = 'w')\n", " ax.set_xlabel(r'$n_1$')\n", " ax.set_xlabel(r'$n_2$')\n", - " rect = patches.Rectangle([-np.pi/2,-np.pi/2],np.pi,np.pi, alpha = 0.2, facecolor = 'k')\n", - " ax.add_patch(rect)\n", - " f.set_size_inches(5,5)\n" + " if bounds is not None:\n", + " rect = patches.Rectangle([-np.pi/2,-np.pi/2],np.pi,np.pi, alpha = 0.2, facecolor = 'k')\n", + " ax.add_patch(rect)\n", + " f.set_size_inches(5,5)\n", + "\n", + "def angle_and_lam(M):\n", + " lam,bases = jnp.linalg.eig(M)\n", + " angle = -jnp.arccos(bases[0,0])*180/np.pi\n", + " return lam,angle\n", + "\n", + "def draw_covariances(ax,func,slices,bounds = None,scale = 1):\n", + " grid = x,y = np.mgrid[slices[0],slices[1]]\n", + " X = np.swapaxes(grid,0,-1).reshape(-1,2)\n", + "\n", + " if bounds is not None:\n", + " covariance = lambda X,bounds: jnp.linalg.inv(jax.hessian(func)(X,bounds))\n", + " args = (X,bounds)\n", + " axes = (0,None)\n", + " else:\n", + " covariance = lambda X: jnp.linalg.inv(jax.hessian(func)(X))\n", + " args = (X,)\n", + " axes = (0,)\n", + " lams,angles = jax.vmap(angle_and_lam)(jax.vmap(covariance,in_axes=axes)(*args))\n", + " for i,(lam,angle) in enumerate(zip(lams,angles)):\n", + " e = patches.Ellipse(\n", + " X[i],lam[0]*scale,lam[1]*scale,angle,\n", + " alpha = 0.5,\n", + " facecolor = 'none',\n", + " edgecolor = 'k'\n", + " )\n", + " ax.add_patch(e)\n", + " ax.set_xlim(slices[0].start,slices[0].stop)\n", + " ax.set_ylim(slices[0].start,slices[0].stop) \n" ] }, { "cell_type": "code", - "execution_count": 239, + "execution_count": 428, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" @@ -170,20 +190,33 @@ } ], "source": [ - "plot_external_func()" + "f,ax = plt.subplots(1,1)\n", + "f.set_size_inches(5,5)\n", + "f.set_tight_layout(True)\n", + "plot_func(ax, func, slices = [\n", + " slice(-5,5,101*1j),\n", + " slice(-5,5,101*1j)\n", + " ])\n", + "\n", + "draw_covariances(ax,func,slices = [\n", + " slice(-5,5,10*1j),\n", + " slice(-5,5,10*1j)\n", + " ],\n", + " scale = 2\n", + ") " ] }, { "cell_type": "code", - "execution_count": 240, + "execution_count": 431, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" @@ -191,53 +224,63 @@ } ], "source": [ - "plot_internal_func()" + "f,ax = plt.subplots(1,1)\n", + "f.set_size_inches(5,5)\n", + "\n", + "plot_func(ax,internal_func,slices = [\n", + " slice(-np.pi/2,np.pi/2,101*1j),\n", + " slice(-np.pi/2,np.pi/2,101*1j)\n", + " ],bounds = bounds)\n", + "bounds = jnp.array([[-5,5],[-5,5]])\n", + "draw_covariances(ax,internal_func,slices = [\n", + " slice(-np.pi/2,np.pi/2,10*1j),\n", + " slice(-np.pi/2,np.pi/2,10*1j)\n", + " ],\n", + " bounds = bounds,\n", + " scale = 2\n", + ")\n" ] }, { - "cell_type": "code", - "execution_count": 257, - "metadata": {}, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": "
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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ], "source": [ - "def angle_and_lam(M):\n", - " lam,bases = jnp.linalg.eig(M)\n", - " angle = jnp.arccos(bases[0,0])*180/np.pi\n", - " return lam,angle\n", + "# A 1-dimensional example\n", "\n", - "def draw_ellipses():\n", - " grid = x,y = np.mgrid[-np.pi/2:np.pi/2:11j,-np.pi/2:np.pi/2:11j]\n", - " X = np.swapaxes(grid,0,-1).reshape(-1,2)\n", + "Applying the chain rule\n", "\n", - " bounds = jnp.array([[-5,5],[-5,5]])\n", - " covariance = lambda X,bounds: jnp.linalg.inv(jax.hessian(internal_func)(X,bounds))\n", - " lams,angles = jax.vmap(angle_and_lam)(jax.vmap(covariance,in_axes=(0,None))(X,bounds))\n", - " f,ax = plt.subplots(1,1)\n", - " for i,(lam,angle) in enumerate(zip(lams,angles)):\n", - " e = patches.Ellipse(\n", - " X[i],lam[0]*5,lam[1]*5,angle,\n", - " alpha = 0.5,\n", - " facecolor = 'none',\n", - " edgecolor = 'k'\n", - " )\n", - " ax.add_patch(e)\n", - " ax.set_xlim(-np.pi/2.,np.pi/2.)\n", - " ax.set_ylim(-np.pi/2.,np.pi/2.)\n", - " f.set_size_inches(5,5)\n", - "draw_ellipses()" - ] + "$$\\frac{\\partial}{\\partial x} \\to \\frac{\\partial y}{\\partial x}\\frac{\\partial}{\\partial y}$$\n", + "\n", + "we can transform a second derivative $$\\frac{\\partial^2}{\\partial x^2} f$$\n", + "\n", + "as follows:\n", + "\n", + "$$\n", + "\\begin{align}\n", + "\\frac{\\partial^2}{\\partial x^2} f &= \\frac{\\partial}{\\partial x}\\left(\\frac{\\partial}{\\partial x}\\left(f \\right) \\right)\\\\\n", + "\\frac{\\partial^2}{\\partial x^2} f &= \\left(\\frac{\\partial y}{\\partial x}\\frac{\\partial}{\\partial y}\\right) \\left(\\frac{\\partial y}{\\partial x}\\frac{\\partial}{\\partial y}\\left(f \\right) \\right)\\\\\n", + "\\frac{\\partial^2}{\\partial x^2} f &= \\left(\\frac{\\partial y}{\\partial x}\\right) \\left(( \\frac{\\partial}{\\partial y} \\frac{\\partial y}{\\partial x})\\frac{\\partial f}{\\partial y} + \\frac{\\partial y}{\\partial x} ( \\frac{\\partial}{\\partial y} \\frac{\\partial f}{\\partial y} ) \\right)\\\\\n", + " \\frac{\\partial^2}{\\partial x^2} f &= \\frac{\\partial y}{\\partial x} \\frac{\\partial^2 y}{\\partial y \\partial x} \\frac{\\partial f}{\\partial y} + \\frac{\\partial y}{\\partial x} \\frac{\\partial y}{\\partial x} \\frac{\\partial^2 f}{\\partial y \\partial y}\n", + "\\end{align}\n", + "$$\n", + "\n", + "\n" + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "source": [], + "cell_type": "markdown", + "metadata": {} + }, + { + "source": [], + "cell_type": "markdown", + "metadata": {} + }, + { + "source": [], + "cell_type": "markdown", + "metadata": {} }, { "cell_type": "code", From 1c29d513b478b617bbc81a79ee7c99e90ed4ceea Mon Sep 17 00:00:00 2001 From: Lukas Heinrich Date: Tue, 22 Dec 2020 04:14:16 +0100 Subject: [PATCH 05/10] learn nb --- docs/examples/notebooks/learn/Hessians.ipynb | 60 +++++++++++++++++++- 1 file changed, 58 insertions(+), 2 deletions(-) diff --git a/docs/examples/notebooks/learn/Hessians.ipynb b/docs/examples/notebooks/learn/Hessians.ipynb index 6dd57fec7b..791d7be200 100644 --- a/docs/examples/notebooks/learn/Hessians.ipynb +++ b/docs/examples/notebooks/learn/Hessians.ipynb @@ -262,18 +262,74 @@ "\\end{align}\n", "$$\n", "\n", + "So in general, the hessian in the internal and external coordinates are not linearly related.\n", + "\n", + "However at the minimum in the internal coordinates, where the gradient vanishes $\\frac{\\partial f}{\\partial y} = 0$\n", + "\n", "\n" ], "cell_type": "markdown", "metadata": {} }, { - "source": [], + "source": [ + "So at the minimum we have:\n", + "\n", + "$$\\frac{\\partial^2}{\\partial x^2} f |_{\\frac{\\partial f}{\\partial y} = 0} = \\frac{\\partial y}{\\partial x} \\frac{\\partial y}{\\partial x} \\frac{\\partial^2 f}{\\partial y \\partial y}$$\n", + "\n", + "The covariance matrix being the inverse of the Hessian matrix, in 1-D this means\n", + "\n", + "\n", + "$$\\mathrm{cov}_{xx} = \\frac{\\partial x}{\\partial y} \\frac{\\partial x}{\\partial y} \\mathrm{cov}_{yy}$$\n" + ], "cell_type": "markdown", "metadata": {} }, { - "source": [], + "source": [ + "# Full Matrix Example\n", + "\n", + "$$\n", + "\\begin{align}\n", + "\\frac{\\partial^2}{\\partial x_i \\partial x_j} f &= \\frac{\\partial}{\\partial x_i}\\left(\\frac{\\partial}{\\partial x_j}\\left(f \\right) \\right)\\\\\n", + "\\end{align}\n", + "$$\n", + "\n", + "under a Jacobian transform\n", + "\n", + "$$\\frac{\\partial}{\\partial x_i} \\to \\sum_k \\frac{\\partial y_k}{\\partial x_i}\\frac{\\partial}{\\partial y_k} = J_{ik} \\frac{\\partial}{\\partial y_k}$$ \n", + "\n", + "\n", + "$$\n", + "\\begin{align}\n", + "\\frac{\\partial^2}{\\partial x_i \\partial x_j} f &= \\frac{\\partial}{\\partial x_i}\\left(\\frac{\\partial}{\\partial x_j}\\left(f \\right) \\right)\\\\\n", + "\\frac{\\partial^2}{\\partial x_i \\partial x_j} f &= J_{ik}\\frac{\\partial}{\\partial y_k}\\left(J_{jl}\\frac{\\partial}{\\partial y_l}\\left(f \\right) \\right)\\\\\n", + "\\frac{\\partial^2}{\\partial x_i \\partial x_j} f &= J_{ik}\\left( \\frac{\\partial}{\\partial y_k}( J_{jl} )\\frac{\\partial}{\\partial y_l}\\left(f \\right) + J_{jl} \\frac{\\partial}{\\partial y_k} \\frac{\\partial}{\\partial y_l}\\left(f \\right) \\right)\\\\\n", + "\\frac{\\partial^2}{\\partial x_i \\partial x_j} f &= J_{ik}(\\frac{\\partial}{\\partial y_k}J_{jl})\\frac{\\partial f}{\\partial y_l} + J_{ik} J_{jl} \\frac{\\partial^2 f}{\\partial y_k \\partial y_l} \\\\\n", + "\\end{align}\n", + "$$\n", + "\n", + "at the minimum, where $\\frac{\\partial f}{\\partial y_l} = 0$\n", + "\n", + "we have\n", + "\n", + "$$\\frac{\\partial^2}{\\partial x_i \\partial x_j} f |_{\\frac{\\partial f}{\\partial y_l} = 0} = J_{ik} J_{jl} \\frac{\\partial^2 f}{\\partial y_k \\partial y_l} $$\n", + "\n", + "\n", + "since we have element-wise transforms $J_{ik} = g_i \\delta_{ik} = \\frac{\\partial y_i}{\\partial x_i}$ and thus \n", + "\n", + "$$\\frac{\\partial^2}{\\partial x_i \\partial x_j} f |_{\\frac{\\partial f}{\\partial y_l} = 0} = g_{i} \\frac{\\partial^2 f}{\\partial y_i \\partial y_j} g_{j} $$\n", + "\n", + "\n", + "and with the inverse being $(A B C)^{-1}$ = C^{-1}B^{-1} A^{-1}$ we get \n", + "\n", + "$$\\mathrm{cov}_{x_i,x_j} = \\frac{\\partial x_i}{\\partial y_i} \\cdot \\mathrm{cov}_{y_i,y_j} \\cdot \\frac{\\partial x_i}{\\partial y_i}$$\n", + "\n", + "\n", + "as is computed here: \n", + "\n", + "https://root.cern.ch/doc/master/classROOT_1_1Minuit2_1_1MnUserTransformation.html#a10f2146be0a2c991243dd2f70a943a15" + ], "cell_type": "markdown", "metadata": {} }, From ef4339db5d0d620aea9a4ecc26dc676f6f11e66d Mon Sep 17 00:00:00 2001 From: Lukas Heinrich Date: Tue, 22 Dec 2020 10:46:49 +0100 Subject: [PATCH 06/10] learn nb --- docs/examples/notebooks/learn/Hessians.ipynb | 115 ++++++++++++++++--- 1 file changed, 102 insertions(+), 13 deletions(-) diff --git a/docs/examples/notebooks/learn/Hessians.ipynb b/docs/examples/notebooks/learn/Hessians.ipynb index 791d7be200..9ed30eb0b6 100644 --- a/docs/examples/notebooks/learn/Hessians.ipynb +++ b/docs/examples/notebooks/learn/Hessians.ipynb @@ -111,13 +111,13 @@ }, { "cell_type": "code", - "execution_count": 427, + "execution_count": 575, "metadata": {}, "outputs": [], "source": [ "def func(external_pars):\n", " x,y = external_pars\n", - " z = x**2 + y**2\n", + " z = (x-2)**2 + (y-2)**2\n", " return z\n", "\n", "def internal_func(internal_pars,bounds):\n", @@ -174,15 +174,15 @@ }, { "cell_type": "code", - "execution_count": 428, + "execution_count": 576, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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}, "metadata": { "needs_background": "light" @@ -208,15 +208,15 @@ }, { "cell_type": "code", - "execution_count": 431, + "execution_count": 592, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" @@ -228,13 +228,13 @@ "f.set_size_inches(5,5)\n", "\n", "plot_func(ax,internal_func,slices = [\n", - " slice(-np.pi/2,np.pi/2,101*1j),\n", - " slice(-np.pi/2,np.pi/2,101*1j)\n", + " slice(-np.pi,np.pi,101*1j),\n", + " slice(-np.pi,np.pi,101*1j)\n", " ],bounds = bounds)\n", "bounds = jnp.array([[-5,5],[-5,5]])\n", "draw_covariances(ax,internal_func,slices = [\n", - " slice(-np.pi/2,np.pi/2,10*1j),\n", - " slice(-np.pi/2,np.pi/2,10*1j)\n", + " slice(-np.pi,np.pi,10*1j),\n", + " slice(-np.pi,np.pi,10*1j)\n", " ],\n", " bounds = bounds,\n", " scale = 2\n", @@ -323,7 +323,7 @@ "\n", "and with the inverse being $(A B C)^{-1}$ = C^{-1}B^{-1} A^{-1}$ we get \n", "\n", - "$$\\mathrm{cov}_{x_i,x_j} = \\frac{\\partial x_i}{\\partial y_i} \\cdot \\mathrm{cov}_{y_i,y_j} \\cdot \\frac{\\partial x_i}{\\partial y_i}$$\n", + "$$\\mathrm{cov}_{x_i,x_j} = \\frac{\\partial x_j}{\\partial y_j} \\cdot \\mathrm{cov}_{y_i,y_j} \\cdot \\frac{\\partial x_i}{\\partial y_i}$$\n", "\n", "\n", "as is computed here: \n", @@ -338,6 +338,95 @@ "cell_type": "markdown", "metadata": {} }, + { + "cell_type": "code", + "execution_count": 491, + "metadata": {}, + "outputs": [], + "source": [ + "def grads_from_n(n):\n", + " x = jax.vmap(to_bounded)(n,bounds)\n", + " J = jax.jacfwd(jax.vmap(to_inf))(x,bounds)\n", + " return J" + ] + }, + { + "cell_type": "code", + "execution_count": 593, + "metadata": {}, + "outputs": [], + "source": [ + "def hessian_transform(extr,bounds):\n", + " intr = jax.vmap(to_inf)(extr,bounds)\n", + "\n", + " first = jax.jacfwd(jax.vmap(to_inf))(extr,bounds) \n", + " secnd = jax.jacfwd(grads_from_n)(intr)\n", + " third = jax.grad(internal_func)(intr,bounds)\n", + "\n", + " J = jax.jacfwd(jax.vmap(to_inf))(extr,bounds)\n", + "\n", + " a = jnp.einsum('ik,kjl,l->ij',first,secnd,third)\n", + "\n", + " int_hessian = jax.hessian(internal_func)(intr,bounds)\n", + " b = jnp.einsum('ik,jl,kl->ij',J,J,int_hessian)\n", + " return int_hessian,a,b,a+b" + ] + }, + { + "cell_type": "code", + "execution_count": 596, + "metadata": {}, + "outputs": [], + "source": [ + "def compare(ax,scale = 2, index = -1, color = 'k'):\n", + " slices = [slice(-5,5,11j),slice(-5,5,11j)]\n", + "\n", + " grid = x,y = np.mgrid[slices[0],slices[1]]\n", + " X = np.swapaxes(grid,0,-1).reshape(-1,2)\n", + " covariance = lambda X,bounds: hessian_transform(X,bounds)[index]\n", + " args = (X,bounds)\n", + " axes = (0,None)\n", + "\n", + " covariances = jax.vmap(covariance,in_axes=axes)(*args)\n", + "\n", + " lams,angles = jax.vmap(angle_and_lam)(covariances)\n", + " for i,(lam,angle) in enumerate(zip(lams,angles)):\n", + " e = patches.Ellipse(\n", + " X[i],lam[0]*scale,lam[1]*scale,angle,\n", + " alpha = 0.5,\n", + " facecolor = 'none',\n", + " edgecolor = color\n", + " )\n", + " ax.add_patch(e)\n", + " ax.set_xlim(slices[0].start,slices[0].stop)\n", + " ax.set_ylim(slices[0].start,slices[0].stop) " + ] + }, + { + "cell_type": "code", + "execution_count": 603, + "metadata": {}, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "f,ax = plt.subplots(1,1)\n", + "compare(ax,scale = 0.2, index = -1)\n", + "compare(ax,scale = 0.2, index = -2, color = 'r')\n", + "compare(ax,scale = 0.2, index = -3, color = 'b')\n", + "plt.gcf().set_size_inches(5,5)" + ] + }, { "cell_type": "code", "execution_count": null, From f061a3f662d5fd83916767f319c8acd5feeabfe5 Mon Sep 17 00:00:00 2001 From: Lukas Heinrich Date: Tue, 22 Dec 2020 12:07:45 +0100 Subject: [PATCH 07/10] learn nb --- docs/examples/notebooks/learn/Hessians.ipynb | 214 ++++++++++++------- 1 file changed, 131 insertions(+), 83 deletions(-) diff --git a/docs/examples/notebooks/learn/Hessians.ipynb b/docs/examples/notebooks/learn/Hessians.ipynb index 9ed30eb0b6..644c3f32d8 100644 --- a/docs/examples/notebooks/learn/Hessians.ipynb +++ b/docs/examples/notebooks/learn/Hessians.ipynb @@ -26,7 +26,7 @@ "source": [ "# Hessian/Covariance Calculation in Minuit (with internal transforms)\n", "\n", - "tldr: At the minimum hessians transform under change of variable covariantly\n", + "tldr: At the minimum hessians transform under change of variable covariantly (i.e. we can compute the Hessian in the bounded variables just as a transform of the Hessian in MINUITs internal unbounded variable). But this only holds at the minimum of the function - MINUIT exploits that.\n", "\n", "This is a short notebook discussing how Minuit computes covariances and Hessians.\n", "\n", @@ -47,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 144, + "execution_count": 159, "metadata": {}, "outputs": [], "source": [ @@ -68,14 +68,14 @@ }, { "cell_type": "code", - "execution_count": 145, + "execution_count": 160, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { @@ -111,19 +111,27 @@ }, { "cell_type": "code", - "execution_count": 575, + "execution_count": 161, "metadata": {}, "outputs": [], "source": [ "def func(external_pars):\n", " x,y = external_pars\n", - " z = (x-2)**2 + (y-2)**2\n", + " # a,b = 2*x+y,x-y\n", + " a,b = x,y\n", + " ca,cb = 1,1\n", + " z = (a-ca)**2 + (b-cb)**2\n", " return z\n", - "\n", + " \n", + " \n", "def internal_func(internal_pars,bounds):\n", " external_pars = jax.vmap(to_bounded)(internal_pars,bounds)\n", " return func(external_pars)\n", "\n", + "bounds = jnp.array([[-5,5],[-5,5]])\n", + "\n", + "\n", + "\n", "def plot_func(ax,func,slices,bounds = None):\n", " grid = x,y = np.mgrid[slices[0],slices[1]]\n", " X = jnp.swapaxes(grid,0,-1).reshape(-1,2)\n", @@ -140,12 +148,13 @@ " if bounds is not None:\n", " rect = patches.Rectangle([-np.pi/2,-np.pi/2],np.pi,np.pi, alpha = 0.2, facecolor = 'k')\n", " ax.add_patch(rect)\n", - " f.set_size_inches(5,5)\n", "\n", "def angle_and_lam(M):\n", " lam,bases = jnp.linalg.eig(M)\n", - " angle = -jnp.arccos(bases[0,0])*180/np.pi\n", - " return lam,angle\n", + " first = bases[:,0]\n", + " sign = jnp.sign(first[2])\n", + " angle = jnp.arccos(first[0])*180/np.pi\n", + " return lam,sign*angle\n", "\n", "def draw_covariances(ax,func,slices,bounds = None,scale = 1):\n", " grid = x,y = np.mgrid[slices[0],slices[1]]\n", @@ -162,7 +171,7 @@ " lams,angles = jax.vmap(angle_and_lam)(jax.vmap(covariance,in_axes=axes)(*args))\n", " for i,(lam,angle) in enumerate(zip(lams,angles)):\n", " e = patches.Ellipse(\n", - " X[i],lam[0]*scale,lam[1]*scale,angle,\n", + " X[i],np.sqrt(lam[0])*scale,np.sqrt(lam[1])*scale,angle,\n", " alpha = 0.5,\n", " facecolor = 'none',\n", " edgecolor = 'k'\n", @@ -174,15 +183,15 @@ }, { "cell_type": "code", - "execution_count": 576, + "execution_count": 162, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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f/5kXctc95/mH93217TkAstlZpO8xEGl9sDfsDgeTBAMJVtOnOj7A2yHfzSjaKfLlFZKhAx1jmYYWYtCcYil/Einr5xyfHuQP3vOj/P6734jnevzOj72P3/jh93DqwUvt7WqysdXDc7wyq+ULjIYOtoQ7NqAqGiPmPpbzp3Ht8u55nJvgS4+l0hmGA3vRlPaFKEIIRoL7SdsLlL1C231q2AEhSylZLp4lpg0TFJ1zfYdCe7C8AmfPn+LPfvXf+emX/wWnH57jp373+/ib//oZrr55b+t32IY3vF64gKoaxIzWENnGMdHgGJpqksqdbzjXzkj4ynvAXYjYL7kUvns3xswUb3z6M/Gl5F+P3w+0EqwWixHcd5DcPXfjl8u1z9sVZTRis/f7lmc/ifl0lk/cd6JpP+n75B+5H9UwCY7NtPV+K0aDohvEDlxL9tT9OIVMy3naeeS/8NpnYbsef/Of32iypx2klOQWz2CXsiTGjlT2ddvvK4TC8Ng1ZNfPU8guth+3A7lFowH+4LdfwXqqwB+94+Mt6WYbyOcXyWQuMDJ4VS3LobbfprGHEoewyxlS2fOtIaNdIN+yk2Mpc4KRyOFq5V17CNcjHhhHEzqL+UdRVHjtW57Nuz/1C1xzy17e+78+wU+97M+46+uPdhyjbl8r8QK4vs1c4REGA9PtK8wayCukxYjpSeaLJ/Bkhx9zB/Clx0LxJEE1SlTvvuCnKybJwF4Wio9ie635rx3RIxlLKVkpncOXLoOBqcqHHa6hIlRGw4dZLZ6j6KQ5/+gCv/kj7+UdP/VPhCIB/vf/eys/90c/0BKW6MkbriJTnCdXXmEkehghRNv7CirPbTJymHxpmXSh/kLeCQlfeQKuYnPqmV8qUfjOnWjDg8QPHeG1V1/LF86eZrGQbzqukcwCMzOYk5Pk7rgTb9N+zSdr//Eteye5cWaC93/9Lly/HvuVnkv2kXuR0id2+LqeVojN+BCxvdeQOnk3VjdP2JPcdmyGZ95wgA984rusbZHzK6VPZuFRStklkvtuRlG1FvLdnPOrGyFGpm4itfwoudTsluGIDe/3137pexgaivCHf/AxstnWB1FKSTZ7ifX1U4wlr0ffItsCQJUKE8M3UCivsJY5XfM+d8vzXUg/yEj4ECGjfSpV44MphGA0epSrrz/In3/4LfzoL76Y737lEd78wnfxXx/4Ol639DfoSBoAtlfiUv5B4sYIicbQQxeSGjSnCGkx5goP4/hWy/btwvMd5osn0BSDZGDf1gdQyYgYMqeZKz5C2evyLHVCh+/pS5/l4hlsr8hE5GjLC7vdNQ1oEcYiR1nKnyRnV7Ihvv35B3nLi9/Fh97zFV7wypt4z6d/kae/+NoWM7qRsHR9UtkLpIqXmBy4tqk8vRMJa6rBROJ6MvlLrOcu1J6l7ZLwlU1Da5cDLCX2xTnKD5/GPLAPc/8eXnb4CAOBIP/8wH1bDhnctx9VM8nedQeBvfsJTs4gFKUn7/fNz3wSq/kCH23IfLBTK+TOPIwZGya67yqEonT1fhvHCwyMINQbyJy+H2tgjOjkIVTRfMkVIfj51zyLSytpPvj5e5qO3wynlCM19xCK0BjZ9yQUrdXD61RwYQSijM7cwtrs/Vi5NQZHj1aqfTqEHl71ylt42lMO8dd/8wVOPNocDxS+xHUt1tZO4LhFJkZu7Il8N25GVTWYSN7I0tpDzK3cw0j0MKbeJqTTI/n6vsda4Rz54gpjsaMEq8n7Lce1WWR7/dtfxKvf/CxWl1P81Bt+m4e+sURIb3983a4uD7WUpK0FUtYcw4E9xMyRnqfnQgiGzBlUscilwoMMmtPE9GT3F77b2VuWUpJ3U6zaF4lqQwxpUx2JpQWaRsxIogiV+eKjxPURBszJjmGUrqh+/5KbY9k+j6EGmYhcVStIaYsNO6sZCkE9xkT0ahbyJyjaKYZDe7FK8IF3fZqvfeo+fu5/vZrf+svX843PPsBf/97HyKXrjoxwvZYsCccrsZw7jS9dpmLXobXJQOmUL6xrASYHbmAx+zAlO8VI/Ai6FuyaHdEJ4kq0JDL3Tcnx3/+ZJt0HKSXuyjr2yXNIzyN0zdWosSjCE3zkVT9EzDB5wb/9Y8XoLXQdhCfwigWKDz+MdF2C+w5gJIYr5NlB8+Gq5DD/9fYf5s8/903+4Wt34uQylGfP4+TSRA9c3VRy3CsBb0CWbbKXTmDnUkTHDhAcHEcoKsKTvOxpx/j9H3sxv/F3n+SLd55se7xXKpBfm6WYmicxcojQwGTtoezm/bbLepC+R2b9HLnMJWLxPURiE6jVN/8G+R46OMrf/sUP8907z/C7v/PRpjF8xyKXXyCTuUAsOkk8vhd1U1phr9oOUkryuXnWsmeJhsaIhybQteaUsdYxGjIdfI+8tcJ64SJBNcZwZH/bsEM7L2h6f5JfeddrOXTNFJ/78J28948+zkpqkZXCWQJalERggoC26aWwBfEW3BSp8iUUoZIMHsCQnUMgW8HyiiyXziKEwqA5QVCGe87NlVJS9vOk7EUcv8xIYC9BNbptW1zfZsW6gC1sBs0pwtpAX0Rse0XS9hIFN8VwYA8RbRCh9+n7VUnQlx5rpYvk7VUGAlNEjSSqoqGoCj/wE8/ih3/uhWTTRf7s1z/EPd861TKMI1yy5UUypXkSoWkSwfqz1C1nuG3RhpRkynOk8heJhyeIhSbQVLMtCX/hu793t5Tyls2fX1EC9ssuXjqLu5rBnl1AUVWMfdMYUxOIqrbDVYkkn/mhN/KOb3yFD9xX8RB7Fd3Bk9hLC1gXL+KXy5jjk2ixBFo0hmKYtWMUD975Ay/iuVcd4Gm/8Hssnz+LdGwCI9OEJmZQGycKfZJvU/FGeo3C8nnsfJpQYozY0Cif+ptfYzVT4E3v+GD9GMfHKedxSllKqUWcUpZQYoJock/Tm3qr0EO3tDPbypNdPUexsEIwPEwoPIypRYlFY7znb99EMGDw5p98P5lMEccpYds5SvlliqV1wqEk8fgMhhHZkb7DxrTN9SzS+VlypSVMPULESGLqkYoaVuOD7rq4voXl5CnZKXLWCgE9RsKcrJWstp6jlTRf8pon8Zbfejnlks1f/saH+M4XH6pt86VHurxA1lpCVTSiRhJThDDVUIvH5voOlleg7GbJ2ivoikncHCMiEtsvZKh+T6iGeNxVMs4SvvSI6cMElAimGm6ZSXnSxfKKWH6BrFOZpsf0JHF9ZHteaxsU3DRpZxHbLxHRhgipMUwjiiqMpu/rSx/bL2J5BXLOGo5fJqYnSZjjLXazVWnxZlSJsOzmSJfnKTppwsYQIT2BqYY5es1+fu3PX8/MwVE++n+/wQf+92colnNYXoGCtUrJzRIOjpAITWG0U6Hrk4QBHFkmXZglX1omYMQJB5IYwRhGtYADHmcErA0lZOz5T0d6HmosghKLo0+OocVi1QTo+kX4g6c9jx+8+lqe/IH3kC6Xe/J+G7dtbHfzOazFedxcFi+XRaAgNA2EYCKR4M5/eS/v//hn+KMPfgxzaAQjNlz3Mhuf4R0Q8IZNnl2itDLHj77safzG217Hq9/yG3z3/hMV6T3Px3dtVCOIHowSDA0RjI9WPObNgj1u49h9Cu1Ut3ueQyG3iF1Yx7ay/MHvvZUffO1L+NEf/V1uv/0BXM9CVQ1MI0rQTBAOj6GqevUcOyffRvjSp1BYpmitY7mVijpVNRAo4Ht40kFBwdAiBIwY0cAIOmbLOPVzbIolhgx+9g+/n+e8/Abu/sZJ/s+v/juplfbFLlJKim6aQnkFyytgeyVUodceKF+6SOljamFMNULUGMaUOyik2CKUYPkFcu46llfA8osoQkWhQggSH0+6GEoQUwkR0QYJqtGdvQS6wPbL5Jw1yn4e2y8iJRViVZWqtoWDrgQw1RBhbYCwlmiN9bZDP2RcJUPXt8nZK5SdHJaXx5Me4VCYX/79t/L6H/8+7r/7YX7pzX/M2mKBoJ4galbCKl0r6LZBwqiiMiMrL1O0UthOHkdaaKqJQHDiwqfbEvAViQEr4RCRZ96KCAbAr2oDtAmTmGh83+GjfO7MadINmQ2d9u9WeKFFomgHKhkDUkpkyUK6LooneevLnocQgg+dXiJ66Oqm45qwC+QLoKkBxvZdxdt++JV86/g5zhRiDO67EaREkQqqHqhWknV+OXbKemi7b5esB1XVSUSnIDrFrTfv43U/9FI++MFvcvYcjI5dj6IYqKrehuB3l3yhkiscDY4SDY4CVV1hzwLPRSBQFK05fapbcv0m8p3en+S3//oNTO5L8o//5zP857u/0nUxUvg+YSVGOFQpENhQMvPxEVRW52uen+v1rWcMdCXdJluEIKBGCKiRqi0SV9pIfKSUKEJF2+SFXk4YSoAhc7JmiyddfNyqwJGCJoyaRnZfaKjK2xKeB6qKphiV8u7qu8/zHTzp8v53fI6Tdy7zq+96Ax/90nv501/5D+7+Rj3E1y4uXB+7cwlzRzEfT6KoKrHQOLFQRQDL9z0c4QA+Jy58uu14VyQLQqgKSijY/oZpINEX7DtAIhDkQw+3lgPXxtpG4YXiC1QzgBaOEEkM8Nqn3MSXHznDfDrbMmavZcT94vUvuJlEJMjff+RbqLqJHohgGlF0M4yitBH86PKdtqV0tgnhsMmv/MJLOH9hlX/8p+9gGBF0PdyWfNvasEPybas7LFRMYWJqYQwttG3yve25V/EXH/ppookQv/XG9/Iff//l7pkgbWK9QijoasWrM9QQmmJWvl+/ObuuW/+3TQgh0BWz4vGqIXTFfMzIt50tmqLXbDGqYvM7+p69XtM2GROqomOoQUwtzB1fPMnPvuKvWF3K8ofv/VFe/eZnNdveLVWtx4rLblAUFVMEao0J2uGKeMC+ZWNfnEcJR1Gi4YpwzSYIT/Dqq65hLpfl25cu1j7bNqrXU/p+RVeikAPb5RXPuI1EKMg/fv4bSM9FqB0uyS55v8KTxMIBXvfCm/jSXSd56NFzOOUcvusgvIoHoRpBDCNSE9fZjG7e73aFdn76Lc9lYDDMr/zK+1hfu4jER6CgKnolzqfWH/Je8ht3Sr6e72BbGVyvjC99BKLycGlhdAJtCafdw/San3w2b/qlF3PywUu8423/yOomLYHmk7Z/sHzpYXkFHK9c8YA9H0WoGEqFcHqaXu+AcJtt8bH9ErZfQuKBLxEoGEoAQwl2zyzoFUpvfpmUEkeWsbwiPl7NA9aFiamG6vHexu+u9Ug5fXrDUlEq6wNeAU86NbnRwqkUP/cDf8Yvv+sN/Ngvv4R9R8b489/8CI5dt6mjN9yvJ9ywv+vZ2E4e1ysju0yPrkwamufjLK/ipS/gF0uo4TD65BjG9ASKWonpJUNhnj69h7+/+w78zQn7fYYffMfBWpzHXlrAy+VQzABaJIqi6Lzh2U/lkQuzfPkLn8Ur5FGNAMbQKMHRqZbUqt2A9D1e9bRDRIIm73zXX7J2bg49GEVVKlNIKX3c1DxOMYui6gQiQ0QGpjCC8bbjdfNOtyJf4fqUSutcc2yAl7zoOv7+7/+DO+68HU01QSggfTynzKpdiZMGAwNEQ2MEA4NNBLgdj7udTWUnR7Y4T8lK4Xs2phZB1wIIFCQSz3ew7Dy+dAloUaKBUcLmMIpQWshX1RR+9g+/nxf+wC185RP38Re//h/YVhcSbFPBlrWXyTvrlfY0aggDsxKPphIDXvfncH0bQw0S1YeJ6sPNi0y7RLqedMjaK+TcdRy/IjBfIVutaotH2l2ubYtog8S04Y7VblvC7/CiVCptlPLuOllnDcsvoAodUwmiVsvPJT45fwXLL6EKjbCWIKYlMdXqs7RxTXaBiDcyT7LWMmUvh1BUTDVS1bgQSCSuv8ZS4SRv+ZE7+elf/HF+5jd/mJGJAf7wp/+ZbKp7qhrQMwlLKSk7WbLFBUpuCil9DD2CrnZ/QV+ZGHAwQPiW6yrpZ66Hv57BvjRP7ovfQh9JEjh6iO+79hZUReG/TlS0B7YU1tn4rLGM2bYpnj2FvbyIPjhEcN9BjEii5uXeNDHONftm+P2PfZGBG55S8Y5zeayVeVL3344eihHZcxi9oc/bdr1f6XsU5s+iltd5w/f8FF+4/TjrxgyjVx9oc7ysxPnsIqXMImsX70dRDeKjBwkFG9LhWq5Hb0QopSSfnSO3do5QKMzv/+6vcnF2lf/62AXGxm5ssL2u8+B5FqX8CuvpM/j+oyRie4hGJpqvR82OHr3fqr0Fa4313Hl83yEWGmcgfjW62iZEtbFw6DuU7DSZ8iKr+bPEjVEGglO11f5Q2OS3/ur13PT0w/zrX32ef/urL3S+GJuI13ILrJYvYHkFokaS0dBBTDXU8dr60qPs5cjaK6yXLxHRBxnSxmuEtG34lZjzqn2JopchrCUYNqYIKOGOXq6UPpZfJOuucbH0EEE1ypAxhaHsUGWNyvdcL82SdVcJqBES2ghBPdaa1VCzRWL7JfLuOvPlk+jCZMicqqfDbYeItTrZpa0F0tYCumISM0YYCe2vv3A2eaZSSlzf4t/+7rOcOX2Wd/7tr/Ouf/tJfvcn/4mlS3X9je2QsJSSQnmF9fwFQBILjTMY2YtmtJ+lbcaVSUPbOyXHfvvn6kbUqt9c7HMXsM9f4ht/9x4cReGVH/p/lX366PcmpcRZWKBw6lHM0TGCM/tRDLPpGMWDP3nVi3n20f08553/QNF2msd0PMrL8+RnTxFMThGeOtBzr7fNBGzl1slceAjdjPCLP/VjvP3Vz+b1v/svnJxdaTm2crxsOl5KSTm3QmbuUcxQgsToEVTN6Br77eT9OnaBteWHwfMZHD7Cz7zt5bzuB5/Cz//Cv/HAA7MN520f05VSYtlZ1tZPoqAwPHC0SW+4H/J1PZu13BnKTpbh6AFC5hBKJ++rU8shK89a8Ty2W2QkcpDxsUne8Q9vYt+RMf7ytz7MFz5yV/vxoIl8femTKl8iay8zGJgialTTt/qI8bp2iZSzQN5dY9iYqeS79hObrX73SvrZCmv2HHF9hIQ+2pHoOg4lPTLuCil7gQF9jIQ+2luopA0KbpoV+wJBNcagPoGutMk86RK2kNKvFoTMElYTDJvTrS+RHonY8gos2+dRhMZwcA+m2kFHokO2gpSSAzcM88f/8FN4ns9v/fj7uPBos9Zwx8W5TSTsehYrudPYvsVw7CBBY1P6YcP+n7/7D9pmQVzxUuRGQlUMncCRg9z00pdw9cQk//HFzyP7aM8i/EqMt/DIg5QunCN63Y2ED13VQr4A8aDJC68+xH/f+0gL+QIIRSU4Ns3g9U/FKxVJHf8unt2QidED+eJJ8otnSZ97gNj4ISaO3sIbXnwb37j/bI18W77DJvKFykJHMDbC2IGnoKgGi2e/XdOYaHdcJxTzyyxeupNwcITxyVs4cng/r3nVk/jM5x5oIt/2dvk1WwJmnImxmwkHk8wv302huNK0T9NxHeK+lpPj0trdqIrO9NAthAPDfZOvcD0MNch49CqGQnsgus6f/OuPM7Uvye//5P/tmXxd3+ZS7ji2X2I6eh1xc6w/8q0uNmmKTtKcYTxwiJSzwLJ1rknopy18v/6PqmaDdZqsu8Zk8ChDxmTf5AuVBcwBfYzp4DGKXo658sm+NSaklKxas6zYFxkx9zFq7mtPvm2+RyOEUIjqQ8yErgEkF4sPYvvNWU29LNhl7WXmiyeIq0kmzMOdyRc6xvOFEJy9f41ffs3fYVsO7/rXt7Lv2mbt414W5kp2mtn1ezC1CNMDNxAyBzrO2LrhihNwDQ1e7CtuuBnP9/nve+4mf+fdYLVZlW5zjaTvkz9+H75jE7/5yRWB9jbXQPHg5Tccw9Q1Pnzn8dYdGqBqAWKHr8ccGiNz/A48qzdxEikluflTlNYXGD76ZIKJUb7v6deQiAb5x0/e0WRLL1BcUBSNgbEjDIwdZXn2HqxiGuht4S2fXWB95QQjEzcRT8wghMLPvf0FFEs2733PV5p27yXlTPEF8eg048nrWU2dJFdY7O2LAOVShvnUcYZjBxmOHaym3PW3Gr35ITlw4BAf/OTfMTAc46d/8A+582sn2h5XGbN+rONbXMo/SMQYYix0uDKN7Ufdqw1pBNQIU8Gr8KTLYvlMKwl3ICtfesyXT6GgMhU4gqnsvF29rphMBA5hKmHmSo/iSaen46SUrNgXKPt5poPHCKmxrQ/aQIfvpwqNkcA+BowJ5konsP02z1IHIk5bi6xbc0yGjhEzRurpf93QRatj7vwav/qD7yG9VuBd//QzHLqxObTXjYQL1jqLmUcYjR9lMLKnsgaxzT5+jx8CrkJ4gpcdOsK3L12ksHcGJRSicP8DlVXNLRbfCicqFU2xYze2ZFZsJuxX3XwNxy8t8ujiasv2lpCAEISn9hMcnSZ14i78BjnMTt5vafECVmaFocO3ohoBVEXw+hfdzH2n5njgdLOgef34Vu+3HcKRUYbGr2bl0n24dnvxnho8SamwRmr1JCMTNxGs9kd77rOv4sbr9/C+932NTKb+IPSbcmYaMcaT17OeOkWxvN68Xxvv17GKFcGc+BEigWR1vJ2R7/j0IO/617cQiQb59R9+N7d/53Yy1kLrgZseSF96zOcfIW6MMRiY6u2h3sAWHpsiVMYDB5HAslWVAu3gIUKF8Bats+iKyai5b9vhAgDpuE3/cD2GxBhBwswXHsW37fq2Dlh35rD9EhOBw9vywGto853jepJhY4q50qO4focXQsO1zTlrpO0FJsPHWqvXevm9Otxfq4sZfu1172FlLsWf/t+f4diTJpq2tyNhy8mznD7BWPxYi+BT2/u4iwYxXGECbkcyx4ZH2JsY4FOnTiKEIHTNMXzLwp5tkH9r8z3txUXcTJrI1ddVNB+gY3L8sYkRDo8N89G7H2q/wwY2pZ6FJ/ahh+Pkz3eXKHSKOXKLZxk4cCOKZiA8ybNvOsjEcJx/+Ux9WtyP97sZwWiS2NBe1i492ORhbR7T8xzWlh9ieOwaDLOSj2iaGm/5iWdz8tQin/70/V3P3UvKmamGGBm4ipXUCbzqA9WOfKXrs5w5wUB4mrC5RQ+0Hsl3ZCLBO//5JzECOr/2hndz9qFFxiNXsV66hOU26Nm2eThWSxcIqBEGAtUHr5eHuY/cViEUxgL7KbtZ8nZrl+RGZN0VPOkwYuzpKW68mWSbCLetLYIhbRIFjXV3ses4xXIls2BU3bs7aW3Q4hVH9WGi2hDLVqssaQ2ui2sXWS2fZyx0uHP4o5cZSwcSTq3k+PU3vJdL55f54/e+hWtu3dO0vfF+86XPUu4Ew5EDBDvMCPr1hB8fHnCDF/s9Bw/h+j6fP1vp6KtIlfB111I6dQqv0F4g2rfKFB99mPCxayvlxV2gePDKG49hOS6fub+VSLcixejeq7DSq1jp9jFc6ftkzh8nNnkYzawvTr3uBTczu5Tmm/edbXtcrxkMjR5qdLDysGbXL7Tf2ZOsLz9CKDJCMDRUy/l99fffykgyxt/97Zc6avx2PH8HO0OBQcLBJKupkx0X3dKFWRAK8dBUw3gdvIZ25970kA0ko/x///gTBMMmv/kj7+XciYrXq6sBhkJ7WCqcqryc2pyj4KQoOmmGg3t7Dzn0m1bm+yhSMGruY8W6iOvbbXez/TJr9lxHz7dXkt0KQghGjBmy3iplv8OzJD2WnQsk9Rk0oe/KeVtPUrk/hoxJXGmRc9u/nKSULFlniatJAt3ivRvYJgln1gv89hvfz9zFJX7/3T/Kkeumm7Zv3HfrhfMYWpiIWW2AsJP0yyoeHwRchfAE33PwMLdfmiVVrk+L1UiEwJ69lM+ebdkfoHThPMboOHo8saXspK4qvPT6o3zpkTNky1bL9nZozHxQFJ3Y3qvIz55EuI3KY5X/L60voCg6waHJ6ueSq/eNcf3BCf79C/fUcpq7EX3TwmSXe17xYWjsGLn18/ie2zKmVc5ildMkhg7VPhsYCPO61z6Zr3/zUR443tvCW/3v7tVug7H9lBv6ZjXC813ShVlGYocbCjq2X2YYiQX54/f/OAPDUX73x9/H2UeawzoxYwRVaOTKrS2EpJSslS6SDO1D7daNewP9VnRtmnYH1AgRbZCU076P3Lo9T0Ifw2iI+e466VWhCYMhbZI1p30YLOOtYiphwmqi7fZdI2TfR0gYMfexZs+1XawseVk86TKgj/f+G+yAhH/rje9jbWWdd7zvTew5NNp8mFUkW14iGTnYPENp+0z0fl/vGgELIVQhxL1CiE/2tH8bJ+nQ4BD7EoN85szJlm3m9DTO8jKy2CxULV0Xe36OwPTe5gM6vJyecWgviVCQ/77n4fY7bKDLzNtIJJG+j51LNX0upaS4fIHw6N6mH+m1z7uBfMnik99qH/LYjve7Ac0IEQgNUchseqA8SS4zSzQ+jaKoNe/3ja9/Krqu8g/v/WrXsbdT7aYoKvHAOJmGbgE1W0qLBM2BmtzkTuK+hqnxe3//I0ztG+YP3/qPnLjvYuv+QpAwxshYCy1T3JKbRSIJEd3qK+6IeBuR0EfJuav4svl7u75D0csQ15OXjXQ3I6oOYMtSyyKYlJKMu0JC69CWpw12anNABDEwybuplm1pZ4m4PtpMeJeThFdLvP0H/5hyqcwfve/HSI7Xi58y1iJRc6Rrl5VG9Fyu3NNeveHngNYulluhIfzwov0H8aXkC2fPAM0LbIquo4+NYV1qfritxQX0xCBqMLi1J+vBy66/irV8kW+f3ihvbt7eC4QQRJJ7KC43j+EU0kjXxaxqBwtPMhgL8fxbDvPJbz5Msbz1CnSv3m8jaUcGpsmvN3e68DybYn6ZSHyy9tnU5AAv+54b+OQn72NurvWG72pXDy8J4fpEQ+MUyqu1WDDVopJMcY5EaLL7AD2QrxCCX/7T13Dspj2865c/yH3fOd1hLI+QlsCTXktHh4y9SEIb2TrW2iv5diHeDeiKSVCNknPXmm0pLxIm3pe40k4hhEJcHSbjNYfRin4GTWgElB6m+22wXSKO6yNk7MWma+j4Zcpegag22HrAZSThwrLCj7/6lwiGDf7gPW8iFDGR0idbXiRhjLY9pp+uLZuxKwQshJgCXgq8b9tjeIIX7D/IvYsLrBSb41MbpGSMjuKsr9X2B3DWVzFGOlwYmgk2bBo8++h+Pnv80VrLoa3QqfDCHBzFzq41kZ6VXSOQaH5jf9/Tr8HQNT785fvqY26qeusF3eKzZjCB77t4bjW30pNYpTRmII6qGjXv98fe+Axs2+Vf/vVbXcfertYDVFq2mHqMsl3PU3Y9qyLdqMeqx24/7vumX3oRz3jxdbz/Tz7FNz79QHvjquMLIYjog5Tcui1SSkpWmnC7B7tmcB8hhx7vI4CINkDRqwg+1Ra8/CyRDtP9y4mwWrdlA0U/R1ht38qpH/TrFYfVOJZfrMwOqtez6GUJa/HOi4C9/EbbIGFDDXLmxBy/+9Z3M70/yW/95etxZAlVMTDU4LbEe7phtzzgvwB+lS4TdyHETwoh7hJC3OXlWhcARsMRrhsZ44vnznQ8iRaJ4+WyyIab3stk0WKbdBI65P4+9+h+ArrGp7ZafOvhmVJ1E6FqeFY9DcwpZNDDdVuEgO975jXc+chFLixu7XFupeJW22/Tj636AjMQwyrXHyjLymIG6rbs2zvMc551FR/5yJ2kGmvgt7HwtlXBhalHKdu52k1pOVlMPdq14WHb82662Z/3fTfx6jc/m0998HY++v6vtz9ocz8xNULZrXvAjl2oyDd2mkruote7GYZnUnZyNWLaKNc1ld3XHGnCRvpdw7UxRABPuk3FGWW/QEDsri29ELEQCoYSqi8M+j6Wm8fsxRO/DCQc0CJ8+2t389e/8xFuevph3vKbL2/qjtIPCQvP63rP75iAhRAvA5allHd3209K+V4p5S1SylvUSPXCNoQYnrt3PwBfOtcafqgZq+sIw8Sresi+XdX0DfZ207zomsMsZHLcP7tQPUdPh1XQpvJND8dxsw2eXiGLHopXx5bcenSGqWSCj33teMuxW6HfKakRiGGXs7WbwC5nMcxYzfv9kdc/jULB4kMfvrPrOL0svLUcsynrIWBEsayGl4Gbw9Qjfcd9G3H42il+7o++n/tuP8Pf/8F/dRindXxTDWNttFd3PSy/0LmC6jJ4vVAnIV2Y+Pi41WIIW5ZRhbazPNtGcu30r83+wvcxCWC5+YqamOtie0VMaXZtvbRdbEXEASWM5dcdg7JfJCB6LETZZRI2tQiWm+fzH76Tj37g67zmTS/kVW94adM+XTsu94Hd8ICfBnyvEOI88O/Ac4UQ/9rPAMITPHfvfi5m0pxab46RtXSBME0oVW5g37JRTLPqWbUbt/7fYdPgaQf38Pnjp+gqf9FJdrINVN3EdyupRVJKfMdGNeq5iq945jWk8yW+enf7OGWvhRe9KJ6pmonn1RcoPc9G1Sq27N0zzLOfeZSPfvQucrl6CWgv3m+rzVuTj6qY9RgwlVxkrVMOZw+hh/hgmN/5mx9mbTnL/3r7P7fvVtypi61i4Em79vC7voMm2qiE9UK+2/B6G0lHCIGGXvM6Pem2t6UTtiLXPqEKvVYZ5+NVRO83pvy7eJ5GdCJircEWqCjAqULv/ZrvIglrwqjZ8v4/+RTf/uo9/NIf/jCHr53qdHTDOP09UzsmYCnlb0gpp6SUe4EfBL4spXxDP2MYispTp2b42oXzW+5baaxZ+ZLCk7A5b7JD+OFZR/Zh6hqff7C1Ud92RdeFVOptqX1Z1f0UCE8SDZk8+8aDfPY7j2D3+bbsR++39rlQmn98KVGr9+3rXvtkSiWbD3/k8nu/UHmZyIY3mUS2J/seF91+9V2vJZoI8Y63/VNTt9veIJBN30u2Lr71Sr59oBPRVM5dVZnDB7osBF4mEqzZUpVsrNgiKy2xHiNbWq6NEM3ZKlLWpD+Bx5SEN2RhAXzP51ff8k7WVjL85l+8nkis7pXvRjz4cZEHfMvEJCFd56sXzgHtww8b3qz0vbryklrpFdYLnn/VQVZyBe6bnW8aryd0EN6RvldLnBdCqTxc1R/uhU86gqFrfOKbD7U9djcW35pt8ZuS+IVQkNJnfCzOc599FZ/4xL1dvd+dLLw1wZNI6aM03FqKlE2E3PUcm27q1771Odz09MO8+x0fa8n1rZ+z848pXbf+20BFW7jxQd9l8t1qqr0hLg+goLS/LpeJcDdjQ3Qfmsm4J+wCGTdeKyk337+i9do8FiTcxpZcusjvve3vGRyJ8gv/36ua9t1pKGJXCVhK+VUp5ct62rmBZJ85sxfb87h9rnthgJQSP19ErcZ8VTOAXy6D08YLa7guhqbyjMN7+fLDZ3Yt/ADgWgVUs/5GVI0Qbrniob3sqVdzanaFkxfbV8w12bqN1LPNcMp5NL1ui64GcJwCr33Vk/A8f8vYbz/nqu3TQenM8YpoWt0WTQ3iuJuEV3oY/9pb9/GGn3k+X/7ve/nsf9zRfqduBOB6FZHyhvCHrpj1/NfLQL5dh5I+rrRrYQdNMXGkVXkhXEZPtxNsaaFXbdlo8On2KNbThF0gYtspoov676QJs1UxDS4/CXsetl9Cb9BQ1hWTB+55hPf/yad46vOv5hVvfHrTIW1JuEcH64p7wMITPH16D3cvzFF0mn/8zXFRv1wGBMKsyktqGkowhJevdrbt8J2fvH+asGnwpYdbY7Hb7vnmSpxCFj0cr9mph+O4uTTTIwmuPTDOp79dL/bYznn66XZhW5VFtw2YZoyA6fPiF17LF770EGtr9UyAy+n9QqWzRaAq+iM8j4AWxXJyLfu1nKPhRg6FTX7pna9hcXadv/7tD3c4X3fyBSh7zYtuG4ty0umBaHok315TrmxZeRlsxFk1KjFO12tDNJcZvvRxpIVRXegSQhAQoaaFsL6xg5dI2S9g+nUCDqhhrA7l0j3FhXdAwpadxWzIeghoUcpejo//0zf5zpce5k2/9CJmDvZQrPI/QY5yMBDk6uQI35ptrWbawIY362bStdb1G6SnxeI42XTHYxUPnn1kP0XL5o5zl5rG6wkdwg9uuYCiaqh6/aYxQjHsYpoX3XYU35d8/rvtRXt6XXzrdMxmSOljWzmMQKxqp8QIxHjF996Gaep85EOPnfcLGzdwtPa3qVdWlbtp4272In7yN1/G8Hic//3LH6RcbKOh0AP5AlhenoBSf5g0xUCRAkd2Ib0+Ftv6KTyopHltZABVMxGUUGeiuYywZBFDBGpdRABMJURZ7pItfRCxJ11caWOIQO16mkq4o15FDZeBhKWUlN18UwaGqVVSGaWU/OVv/CelgsUv/8lrULWGkMk2QxFXiIDr4YenTM0A8K3ZiqBMt8ab9vw8xshY02fm8CjWwlxTXG8zwT7r6H6+dfpCz4thvYQfSmtzBAaaC0DMxCjl9DIvuu0I9568xHKqVROh63m3WQ1VSC9imHFUtZ7bGg4P8vrXvZg77jzN+Qvdlbi2Qj/er+XkcX2bgBGrpZ2pio6pR8lbqz15Bbc95ype9Kpb+dB7v9K2zLgrmtSrXPLOOmG9objAdQlrA2SdDtdkF0MOTftKSc5bI0y0iZgiSoKst97lyMuDrLdGREk0fRZREuS89e4do/tFDySc89YJq4la3FU6LiE/TNnLdxQwqmGXSbjkZiuNRZVgzXZdCaAKjZKbIbNe4K9++yMcumaKH3rbc5uO3U4o4op7wE+ZmiZrWRxfbhYq2ewZeoU8XiaHMdpMwPrgMNJzcTPptuMfGh1iPB7layfOdTekn0Vu26O0OkdoZKbJTl0LcN1117FvfKjJ+72ci28AucxFYomZ6rbKcc942hHGRof5p3/6767j7lbmwwYyxTliofEWVa94cIJMca7DeA2hh4jJ2//gFZx7dIH/99cdern16FllnVWCWqweA64+jHF9hKzTqsuw2yGHRpTdLL7vElKaZQwjygCWLLaPd/YI6bp9/XOcEgU3RVTGmz43fANdmBT8Lp2jt4Mu3nBFf2KZuJZs+lwRKhGRIONuvYaymyScsRZJmGPNTWeFIB4YJ12u1A98+/MP8qWP38Nr3/Ic9h4ZaxmuBY9bPWBP8OTJae5cuIS3xVu3dPYs5uQUQlWb+8IJQWByD6XzZ1re3IpXEd8B+NapVsnGLeOyHcIPhZWL6JFEk9zkBl7+kufj+z5fvrNLR4YN23ch/FDKruJ7DsFws77u977sRuYXUnz+81/CcXrr4tH+3JsIuktzTcctUSivEgtOtBRdhM0hPNemaDdXBG72Gn7sl1/CwHCUP/+1/8Sx23kUvYUefOmRthZJGNUHpOEhNJQAATVCxmlQSrsMIQegVuSQcheJK8mWFDhFKMTUYVJe7x1FNhNqv8j4K4RFvG0BSIwB1u15fMfe1thd0YaI8946itDqoZkGxNUkGWupt4XBnZIwlYasJS9L1Gh4GVTtjRrDWG6uVlX5nnd8nHy2xM//0Q+gKA1k3W/KaV977zKSoTAHBgb57iaBnUYID+ylJdxMhuCefW33CUxO49s21kLrOE87tJeTi6ssZfO18bphq/CDU8xRWDxHbOpI2+0vfMp13Hn8JOdP3Nd9oM3n7fFeb3wRbIitDyavavI4Z6aHuOmGPXzyk/cRjU6zuvJQJbVmF7zfTpBSVsTWIzPotNbvCx+GowdZzp3C89t/2aM3zPDSH3oyH/+nb3Lqwc73RFtsuvFXyxcJaBGCWqztwzdsTpOyF7G84mUlX4Csv4aHS1xtL0I/oI5Q9ovkvXT78+6QcBtR8gvk/BSDanvPbYOYU/7yrp+7hup1caXNqjtHUp9uK4xkKAGi6iDLxbO9hUV2QMK+47BUPM1wsI0IveehCJXh0D6WCqfwpUcuXeTd7/g4R66b5qU/9OStbeuAK0rAT5qoqGN9t5p+1i7+65fLFE88TOSqVrH1WgdjRSFy7DqKZ0/hN+hMmJrKTTMTfLuN99t8kt7slb5H9sxxopOH0ALhTR2aJdMjCQ5MDvONBy5Rzq5Qzq7sevihZouUrC89Qig8UvN+N8IPL3vJ9TiOx2c+8wDxeCU0kcn0GUulv9hvunAREE1i65sRNgYJG4Os5E9VWkw1kKaiCH76d7+PlYU0//IXn+twrg5vz03kW3DSFN00ycDejrYYSoAhc5Il6xz+Vo0z6ZN8Gzw92y+z7i4wqu3t2GZIESoj+gwr7myTt7erpAd40mPZu0hSnUIT7bUwhBCMqNNk/LW2i2C7RcbSdVkun6uIrXfRfBjUJnCkRbbcXku5Bdsk4TVrFh2DqD7cdjtAxBjGVEOsFSt88rVP3sc93zzJj/z8C4kP1L9DP17wFSXgW8YnKdg2D600i2bX2tRbFrl77sKc2YOe6K7SpIUjhPYfJvPAXXhVMfeb9kxi6hq3n2kln37SwhSvQr6p0/ehBcIEh9uTzDNvOADA1+8/z8Ce60hffBCr0F6EZyfhByklqZWTuFaRxPChpm2apvCC513Nt75zikymhBAKw8mryWVmyeXqhQy7GfvNFhfJFOcZiR9t39m4YeyhyD4cr8xa4VyTV/PCH7iFg1dP8v53frL/rIcGlNwcy+UzjAYPVqbYXYgipiUxMFm0Tncl4b7JtwpHWsw7ZxjSJjAa8krbIahESKgjzJVP4jilXZ/++9JjwTtLWIkRVuJd99WEzog6xaJ3Hkt2Dl9tl4illCy7F5HAgOhMeFAJ0Yzq+1hz58mXe1xM7rNqMWUtVF/Y+zo7HZ6HEIJkaD9FN02qVJmhvfsdHycQNHjjL7ywafdeSfiKEbDwBLeMT3Lf0kLb+K9XLJK74w6M0TGC+/bXj2t3faqHByamCE7vJXPvd/EzWZ68fxrH87jr/Fz1nN1t6iQ96bs2qZP3VATH917bUUf2mTcc4OTsCgtrWczIAImZa1k/fy+lTGtXhqbzNtzDWy2+SemzvvwIVinFyORNKIpa3VY57qlPPkgiEeKzn6lLNep6kLHRG0mlz5LJXOxpOteL9ytdn3RhlvX8OSYGr0fXupMMVLy9ifg1lMspVgqVjsHhaIAf/cUXcfzOc3ztU9171LWg4UbPOykWSicZDR4gqEW3jPsJKRk196KgslA+1bZt+3bJ1/KLzNmnSGgjxDqEHprO47okGCKixJl3z+BIa8tjeoUrHea9M5giyJAysfUBQFiJM6xOMu+epeR3z+bph4h96bPknseVNuN6tQXTFi9XUwkybhxg2blIptSjJ9wNbl2Nbq08S9ZZZiJ0tLNC3gY8D1XRmYxeTdZeZrV4gYunl/jvf/kWL3r1rRw41tu1bcQVI+CgpnF0OMk9C83lpdL3KV+4QO722wlM7yV44GB/407uIXzgCJnjd3HzZJLjlxYp2tuo7qmivL7E6oPfRgtFiR+oN/zcHH6IhkxuODTBN+49U/s8FB5maO9NpOceITX7IL67fTsArFKahQu347kWo+M3N6WdbeAFz7ua1bUcd93VnPVhGGEmxm8hX1hgcem+vhfmNnu/jltiIXWcXGmZyaEbMbRQzzq/qqIzGbsG17eZzdzPq978NKKJEO95x8fan3yL0IMnXZZLZ1ktn2cieJiQlth60aXqJQmhMGrux1BCXCw91NSZYTvkK6XPurtY9XwnSajJrodtJq9BdYy4kuSSe5q0t7KjlDApJVl/nVn3JCERZ1iZ7Knh5wYiSoJRdYYl7wKr3nxr1sgW32Uzin6OWfsRBArj+oHmWOsWecMBJcykcYiUu8hC4WTnbsob2MILtu0cc8WHKXk5JkPHmht+buG9aorJVPRaym6OS7nj/N8//xjZVJGf/PXmIuBevOAd6ODtDNeNjKEpCvcuVduHOxJ7ZZny2XMoQiF6221ogUpcpZs2RLvPzJFxEgNJrt07zd9+6OOUl+cxh0cRbRaH2sV/pZQ42RSFxfP4xQKJA9djRAe6etBPvnoPqqLwrQc2EV84weiRp5Gde5SlU98imtxHOD6BaEOerd+nKi1p5cmnLlLKrjCYPEwoOtZ2JhCNBrjt1gP818fubttsU9MCTIzfSjZ1nvnFu4hGJ4lFJppKQCvn7XzzOl6ZXHGBTG6ORHiaRHiq7xbqwvUQisZ49CqCgx6vfOOz+PRHv8HDD5zC1DbFA7s8lJ50ydmrpOx5wtoAM5FrUXqRdtz0cAohSJrTRLwEy9Z5su4qCYYJKJGtCatqny99Cn6alLeEJgymjCO1Mt926EZUcXWIoBJhxZsl76VJKCOERbTn6yylpCRzpPwVfOkxoe3D3KbOb0iJMi2OsOrNM+ueZEAdISISXbslb3w3oWlIKbFkkYy3QskvkNSmCKtdQiCeB2r7sQ0lyLR5FSl3gYuF4wyY40T14Y7xbHy/rhtThe2XyTrLZJ01hswJYoGJ9r+x64HWxo6qfTVP2Fri5PzdvPfP/p1f/eOf4OZnHObub7S2VOuEK0bA11fzee84fpzS3DzOpQWUUJDAnj0Yo9U8vB2Uxd90aD+6pnHfchpraZ7C2RMEhsbRYwMYwRjSDDZdeN+xcHI5nEKG8vI8CEFwZIrIvusRytatuZ967T7S+RIPnW1NJ1JUjYHJY1gDE+RXL5BdPEMwlsSMDGFqUXQz3PRw+Z6LbVVsKeaW8Jwy0egEE3ufgqpuPNR1gt0IPzzr6UfQdZUvfal97zmoeHyJ+F7CoREyuVkuLdxBUI8TCg5hGlF0PYzaUCjjSw+nlMd2chSsNcp2hkhwlKmhm2r93YC+ulzUbRG8+edfjaIo/MO7PsR8/mF0JUDEGMJUw5haGKXBlg0Bc8srULJSFJwUIS3OePAQgYbKu67ebxfPKKhGmQ5eTaa8yIo7i0QSVQcJKGEMJdj0oEspcb0Sll+iJPPkvVRliq9OEFJiXYm7l+m6IUwm1APkZZqMv8KqnCOqJAiIMIYIoqE3ncOVDpYsYckiOT+FgkpcHSIqBvvyettBFRqj2gxFP0fGX2VNLhAWcYJKBFME0TGbzuFJt2KLVaIgsvjSI6YOkTSme2tz34WEFaEwpE8SUQfJOMtcdB4kpMYIqXFMJYShBDY9Sw42FpZfIO+msP0SUW2ImdDVaIoBO7g2lfzgMcLGAP/1r1/idT/5Ul7/s8/ky1/4GsbG/euCbEfkVVwRAvayOY6hcm5xgaUTJ1HjUSK33oIaiWyhi9vmww7ykzfvncTzfR5MlYhfewt+vkB5ZYHy8jyF3IlKF2FVoyJX6CF8iRaOoodjxPZfgx5JdNQZbocnX72HOx6+UOt63A5mKIE5k8C3LYrpRcrZFfKFM3iuhVC1ijqW7+H7HroZwTQixAb3EowMo/oNb/IOxPacZx3l4uwap051jpNteLe6HmJ48AhD0f0USiuUyimy+Tlsp4gq1IpqGD6+72IoAUw9SjiQZDRxDEVuP3LVOC0bnRrghT9wC5/+99ux14Lsjd9CwVmn6KTJ2avYTh6lZovEly6aYmASJKBGGIrMtMbtdrh4JVyfhDZCXE1SlgUKXpqUu4glSwioqYf5voOCiqmEMEWIKeNwy0xiM/pdsBJCEBUDRJUBbFkm56fI+mtYsoSPj1J9VfrVaZwpgpgiyKi6h0C1y4Z03LYSKULv/9EPKVFCShRX2uT8NAU/w7pcxMNtsKWifGeKIIYIMsgoQSWCovXWzLKGLiQMlbjwiLEHT7oURJailyXlLOJKC0VoVXU3H1966EqQgBompiUJawNN5de4LmgdrsUWXvAGNMUkoUzxwb/+Cr/yv1/HU553jM996ivYXrFy/3aZuVwRAlbDYW665hruX14icutNQGuYoS+9hja4cWaCRxdXavFfNRgmPFOJJyse1URzr0LgioKmGvW3+BbrT5vjv/vGB0kmInz3wXq2Raf0M+FXxNOjw3uAPSgu+L6L77kVL1IoqJqB0ku79AbE40Guv26GD37wO5ts3aIUUtGIhseJhscBkK6D77s1ST7VV5tvWOhN6amHfV7z5mcjpeQ/3/3liq1CEDGGiBhDVVtcPOlUbREoQqt4UNuVANwiLrhZPD0oIgSrOhJSSjwq1wW/IrfZTyeLnWY1GCLAkDpe+9uTbo14hbNBxqLmkEiv+/k6xbd7IWZNGAyodTEaX3p4eEBFw1dFa/G6peu2pJFuiS1IGCreeYxB4oGRmi2+9Gr6xqrQKgSodHEaupFwH/jqJ+7ndW9/IW/9xdfz8LdSSOlX71/JiZUvtz3miizCqZrGdDzB8aXeq38asVX3C1URXDc1xr0XFjqOoegGqhlEDQRRDbPtNK2ZRDvb86SrKrm2dz7cX67tRvaDomhoegDNCKHpgZY3ZreUuY3ww9OfehhVVfjq19oLAPVsk1DRVBNdC6KpZiv5tkGvfd4avd/keJwXfP/NfO5Dd7C2lG3duZr2oykGuhpA21AR60a+2ww99AIhBJrQ0aWGLozHlHxbxnNcFBc0V0FzlSrJ7CzM0Dh2v001FaGii0oZsyb0jrZsK22tx3trw9ZKvz8DXTHRFKP+LG339+8out76ue/5/Mfff4lD10xx67OOIISCppjoaufsoCviAQeq0/T7zpyu3Exd0j+6ifN0wsGRIcKmwX0X2wh42y52IYdXylduMglCVdCNEHo4hqJ2n0a2w81Hp7m0kmZhrQ2RdIGUPk45j2Pl8B270gVAUVD1IKYeQdUCPT9Yz3jaYebmU5w9W09566fyTUof1ypgOXk8z66JdWtomHoUXa3GzHdQLdeI73/TMxBC8KH3fKVlWyW+Wsbyiri+VescoQoNgwCmEmyd1u20MKAL2bjSwfKLOF6ppuimCBVDBDBFsGNcczeJd8M+X3pYlLFluSZYLlDQhYlJYGf95bqcF1q9Y1/62LKMTanqdYJAVGwRAVTak3Hf3nAPnvDG+oDtFyvFLFJWZnBCx1RC6MJEtFmUq2E7XnAbu7788Xt43dtfwGve8iy+8vlvVe/fzs/MFSHgoF4h3Lu/8U0yi4soRgBjYpzA+CQi2GMjPugY/712qrLAd3y24mH7toW1MEd5ZQG/WEQLRdBCUYSigRCIskdhdRm3kEUoKubAKKGRKQwz2nqCNrjp8BTfuK+eftbNY/U9l1JmkUJqDreYQzWCGIEY6sZLyJWUs6ukrBxIn0B4mFh0EjM40JEAg0GDG6+f4WMfv6cnezcgpU+xtEq2sEDZSqMJDUOPoqlmheBcD8srs549h+c7BI040cAYYXOo3gmkx8W3Ru83HA3wolfdylc/dT/L8+mqLZKSmyVrLVG01xEomGoIvbqoIpFYTo6UV8D1bUw1RFRPEtWHtl7Y6SP0sAHLL5H1Vil4aXx8TGliiPrsxPHLZOUatiyjC4OoMkhUHawt1O0W+UrHxZE2OZkiLzO4OBgigIGJWs3q8fHJywy2LKGgEhFxomIQY4uY9HZs8aRLXs2Rl6nKdyeAIerEL5EU/VytgCMsYsSUIUzRvOi9GyS8kXmSdVcp+wU0YRDQI6hVL1z6lWyQNX8WT3qE1BgxY4SQGu9vxtApFtwAKSVFN002v8Q//O0/8zvv/Hn2XD3AifvPN7dW2oQrQ8CBIHO5LN711xC/9hh+Oo99aY7sd76DNjBA8MiRFqGbXivHoELAmWKZcwtLFM49irO2ijk0SvTAMYxgvJbLuxHr3SjAkFLiFYuU1+ZJnbgbTQ8QnTmKEUm0tWMj/puIBrn3ZAelryoZ+Z5LbvEMhdQcZniAaHI/wcBgrZCi0VvdOMZ1ypQzS6wvn0BKSWL4IOFQPfa2EX649ea9GIbGd77TvvnnZkjpk83NkUmfR9OCxCITjAweQ9uUpteY++v5DsXiKpnCJVazp0mEp4mHJrt1EeuIF73qVoJhk4994GtIKSk4a6yVqqXM5ijD5nRlhXoz3I2UL69C1s4Ka+WLxNRBBo3J9kTcJ/mW/QKrziVcaRFVh5kwDtW9p3bHS5+yLJLz1rhoP0JYiTHIaOfUqB6xQbxrcoGSLBARcUaUKUyCnaf4UmJTJi/TzPtnK3FjMYbZa3fhLvCky7pcIi8zhGSEATFCUI91DFFJKXFxyPtplrwLKKgMqeOElLpTs10S9qVP2l0i4y1jiBBxLcm4Us8rbhfHdqVDwU2zbl1ihQsMGBPEtOHma7kNL1hKSc5eZr10CUVoxM1R7vjkHPnfLPHmn3oD7/zFD3Y9/sqEIDSNE6sVmTmhKGjxOFo8DocOY128SO47txPctx9zeqZ97u4WuHpihOPnLpC+99sExqaJ3vLM2ipsLZbb5nkSQqAFw0SmDhGePIC9vEj61L0EE2NEJg9VsyaacePhip5FJwIGKOdWSc09TCA0wOihp6LpgZ7EdzQ9QGxgD9HEDOXiOuvLJyjoCwwmj6Jpde/mtlsPkMuVOX68c0unjfCDZedZXXsEBYWx5A2YRqRpeyeoik40OEY0OIbl5FnNniZfXmYkfABTrwueb+X9CiF4+RuewvE7zvLog+dZKZzF9oskQ/sJavGORNcYi1OESlgfIKwP4PoWa8ULXCw+SNLcS1jrXmbbCb70KuWuXophrZLmVHs4u8QhhVBqi3VD0iVlLzDrn2RIHdtWClglLCbJyFXScoW4SDKiTPWUviWEwKSSCTEgR8nJFAv+OWJikIQY6Sme32KPlBTIsurPExZxZpTD9TCH61dCVW0ITwiBTmWxLqEkKcosK94lgn6YIXWi7jH3ScIlP8+KfRFdMZk0jrQt8ZaO22KTJnTiepK4nqQsi6xYF8i7ayTNvc1jdCLhNl6w45VZzp/Fw2cscriWCumW4bP/8V1e+aZnMDgSZX051zpeFVdkEc7UNE6stdZ1C00jsH8/sSc9GXtlmfy997RM5bZagNOE5GByiPsePkH82lsJ7z3UfwoMoPoKweEJhq95Gr7nsPbId3Ct1uqxaw9MsJ4tcmk53bJNSklm8RSpuYcZmDzG4NS1aHrrDbNVpoIQgmB4iImp2zCMCAsXb8cq1c93y817ufve822LLxqRKyyyuHQv0cgE48kba+Tb9pxdNH9NPcLE4PXEzBHm08fJlbuXWjfipqcfYmxqkI/+85eYzd6PoYWYjt1ASE9sayFJ81VGA/tJmntZsc6zZl2qV4/16P06vsWsdQJfesyYx4hqQz2R72YoHgyp40xo+8n6ayx5F3sS+mm0x5ceC/I8RXJMKgcYUJK95c5utkUoxJUhppRD2FjMy7NtS6272iMlq3KedX+JMWWGpDLRNsa81YKdEIKwEmdaO4wQKpfck00aE72Ga9LeCovl0wzq44zp+7fU1+iEgAgxFTxGSE1wqfgIBTfd9xgFJ81s/jghLc507LrmPHTg0/9+O6qm8qJX3dp1nCtCwAI4WSXgdotsaihE9KZbUM0Q2Xvv6vkHkr7HWG4VQ9c45yho4eaL0o/+b+0Y3SCx7zpCyWnWH70D12rumXXdgXGOn2ld7JNSkpk/gZVfY+TgbQSi3UVHNtBNFEcoKomhAwyPXs3ywn2USylmpocYSca4686zXcfN5udJpc4wPnojsWh/JalAi2crhCAeHGdi4DrWcufIljpnnDTie157G6nVHB/68L8zEjrIUHCm7pn1qHbWDmEtzlTwGEUvw6q9td5FI/nO2SeJa0lGjb3NBNMH+Tbeo6YIMqEeBCSL3vktSXiDwHzpMS/Po2MwLvZtmVfcCzShMypmCBFhzj/bc9NNKSXL8hIOFlPKgbZ6vS3HbJE1oQiVpDrJoDrOvHsWS9afpa2e8ZS7RMZbYco4TITuhS692CKkZMAYYyJ4iGXrHHm3oStJJ1uq92HeXme5eJrx8BEGApNtZ20LF9a455snefGrn9SkF7wZV0wL4tT6WtftQlEIHT2GFo2Re+De1gdq859SUnj4Qa4+WNEMPrHUffwN9NJ+CCA8upfw2D7WT92F7zoITxILB9gzNsiDZ+rks0Hy+eVzOPk0w/tuRtXMvmLYm8fajGB4mJHktSwvPsAN11dyQ+++63zHcUq5ZdLpc4yP3ohhRFpIvifZyQ4wtTATA9eynr9IodhmVtNAngPDEW57zlE+/P8+wZC5n7DRXeFuS2x6UDRFZyJ4hLKXJ211aGHfAE+6zNunGNDGSGg9NFnsgHbkoQiFUXUPCirL3mzHF0K9LbtkUV7EJMCw6FAeu00IIRhUxoiIBAv+1i8EgDW5iIfDmGijj9sFvaSvRZUBkuokC+45XFlXvutEwllvjay3xqR+qP5S2qXu0QE1wnjgMCvWBUpe51DBBspujpXSWcbDRyta013w6Q/ezshEgpuefqjjPleMgM+mNnVG6BCTDR0+Cq5Peba7pq+1vIBbyHPd9TdSdlwurKYrY+zwd2o8PjI8gxEdInup0u3iqj2Vh3Zz+bFdzJBfvcDgnhtQ2mg+bLf3WyOCoUESg/u5+ugQ8wsplpbrKXCN4QfPs1lZP0Fy+Bi63pseQLfwQ22fhgfA0EKMxo+ykj/dtYfXs192Paqm8uWP3EtIT/RkS79FF6rQGAscJO0sUfbaN3XcIIhV5xJBJdbSDgfoPf+0i+e2oa1ry8rC2GYbGokqI9eQ+LtOvo0YEEl0YZCS3RXFijJPQWYYFTPbihvD1h5oREkQU4ZY9i41vZw2X09HWqy584zp+/pe2Nwyj7nquQbUMElzL0vlc3XBoTa/qy89lvKnSAb3EdA2he/a3C/f/fLDZFMFnvd9N3U04YoQsO15WFtU6mygIrZ+DaXzZ3EL7WXxvHKJ4pkTRI9cy6GxYc4sr3UtCd6q0q1bqCI2dQQ7n6KcXuKqvZWmnCcu1GOg0vdIzR4nPnG0bbx3M3oRXwfaLm7F4lM86darueOOhzsetrp2gkh4jGBgB95mD7m/QSNOxBxhJdc5E+M533cdx+95lNSlNuP169F0IT4dnWFzuqvYet5LUfbzDOuTO7elCxShMKpNs+rN17y9zcRgyzJpucyIaN8ZYrcghCApJsnJNKUO3Y896bHiXyKpTO44p3grAhxQRvDxyPrNs9UNEpZSsuxcJKGOYCptMjl6+J16LSaJaAME1QirVueF7LXyLAE1UqvU3Aqu4/HVT97HU55/dcd9rggBr5aKHbe181jVUJjgnn2Uzp1pu39p9hzm6CR6NMah0WFO9Rh+2A4UVSM+c4zs/CmO7hlldilNrljXbi2mFlD1IMFED836NqHflkD79iZJJKJ865vfwfNaY3uWlcG2cgwk2rdy2lV4ksHwHiw3T9mpTOUaww/TB4Y4dGwPX/v4A5eVZDYQUQfRFYOcu+nhrmYZrDnzJPWZbS1w1cbqcW3CFCFiygApf6UtIaTkMomqd3q5oQqNIWWc9Q5ecFauERBhQqK3HPit0H1xTiGpTpHyl9q+KIt+Fh+PhNolPLTTl2VD/HbYnCHvpnDaNEh1fIucs8pwYE9fs7LPf/hOPvXB2ztuvyIEvFbsTMCdYE5M4a6u4pWbL47vOljLCwSm9hA2DUZjEc4stxLwdhbgOsGIDoEQHJ4a4tGLDZVnriS/epFIck/PseVO6KX8+JpjFe/twQfnyedbY56Z7CyxSHN+7G7EfzuVHitCIR4cJ1NqteXW5+/H932+/blHWg/sd/Gth5JjIQQJbZSMs9wSfy35uUpmidKGZHYh9NAOcWWYnLPWoqnrSoeizBMVg32NtxWk53X8F/bCOH65pduFlD5ZuU5iiy4VfdvShYQ3RHsKm0M0rkvGWyWutjYy3c3zN0IVGjF9qN6steE3zthLRI1k91lBm3vnzENz/MMf/3ebnSu44m3pO2FzdoSi6xij41jzzVMEa2keY2AI1Qywf7gyzT63ss7lhOJDcuYQM2NDnJqtt822CymQPmakeYrSGN/ejfjvBq4+Nsl6qkAma5LNVmJpGyENz7MpFtdqIju9opf4bzfEAmMU7LWmWLCUkme++EaO33WW1OrWCx27haAaQyIpVzs6bDyIGW+FuDrS+mBfJvIFUF2FkIiQ20Q0WblORCRQd+CJQyvhdoMQCjEGyXirTccUvAyaMHalcKPFvi4kGFeGyWwKQ9jSouzliSg9hM520QuO66NkN70ofemTdVaIG6M7O08bXPG29P3ATI7ipJvJ1UmtYwyPoniwL1nxIs6ttu/Dthn9eKmbFwmvOXYMgFMX6wRs5dcJxNs82B3H3H78FyoE/PAjcwQC8YqWg1ufHZTLaQKBeNuuGX2hT+UzVdEJ6DGscrr2WXIqwpFj+7n98511iluwHcWzNkLrYS1B0asvUEopKXk5Imqi//G3iQ3yCYsYJZrXMUrkiYjuq+kdx+2RcNshTLStLWE/su0xt0InEg6JKLYsN5Feyc9XROh3kKHTy7k3Q1dMdMXA8quzdNfF9iplzs0FG72L9HTD49YDbgc1EsPN5ZANP4qby6BFK9VPM0MJPN/n0noG2N0MiM04MF15G548V/fI7WIGI7S9Sqx+EQ6bTE0OcuKRSgqcacawrTrRWHYW09jeg90NvSifmVoEy617ujc9o9LT77tf7iP80Al9ep8BJYzlF+t5v7KMKrTWqeRl8n4bH3yTYHMBgpTYsoxJfx7nbhCkjomH11ScUaaESZ1kLgcRtyNCIQSGCFBuyAu2ZLG/Lh67aKephLEaMmjKXoGAunUe9HbwuCDgXkXYFV1HMU28YuXi+JaF9D2UQOUGnhlMMJ/O4XR7a+4gA6IR+yaGKFs2Fy7WJSidUhY9uD3S63cB7vDB6gvg0SoBGzEsK1Pbblk5TLPZlq3ivzsNP2wgoEUpu3Xv6rZnH+PCmXkWLl6+xdFOVW+mEmp6mCy/iKlsrz3PTsgXQMPAx68VQ9iUUdF7XgjcTUKslC0HsKjMmqT0cbAwaFPa+xiQcECEml5OlizVCHg3hY06ouH+Cahhyn7jPVPAVDtXje4EjwsC7geKaSKdSnzRd2wUoy7ZODOUYHY9/ZjYsXdskHOXlnDtamqRlPiujarvvHqplwW4w4cqWRYnT1VykFXNxGtoVOh79o4FYbYLTap4fuVmN0yNm59yNd/9yvHeB9jO4lsnW4SB69m1hTgPF3XzdbkM0+12EEKgoeFXe235eGg9pHpdrpCAio5HVeYSH4HoLK25yzZsJkMVHZ/6Zx5uT9emCbtknyqMppmB51rtn6XtNgZowOOKgHsJGQghag+TcGVTvHUyEauFH/rCNhy/mdEBzl1aquvDehuqn6KlA8blwP59SZZXsmSz5Y2zNr3FZVWddUfYZueLivxexZarbtyDGTC44xtt4r+PEfE1lk1udEroe4Qder91iJo+bC+/0eUg3rolFSt6tWXDnsthk2i4Lu3s2W1R+7bYyKCpWtBkSz+ZGP3oh/Q+6pXFBjlLz6vLSSqVHmoAQV1jKBJiLtUqit5rWKE3OySqIpgcjnFhbqnepl4oFa3YLmWeu5kBsX9fkrPn6guAvvQQjelmQkFu0Ua8X/Ta+UJKr6aBet1t+3Fdj/vuaBP/3S10Ed3xHQeBUntRb/S6u5zoNtVtfAF0s+VyEV2rLcqWtrQ9dhdsa7xOfrUBwAaU7f5OW9jVy2LcZlsESs3R2m38jyFg2NDrLaAGK7EhNRDEt8pI32M8UYl3zqf760rRCzZ7sWODMTRN5dyFS026xZoZxLHaVxi1jrn9DAhFEcxMD3G+gYAdp9DUpVjXgjhO//nWuwHbK6GrFVuue9J+Hj1+jnSmt8yU3YYjy02iNrowsRsT7Xupptol78uXPi4OGpWCCx0DR1otecqXm3g3YGOhV21RUBAoPYv1wO6SsCOtpt9JEwa2tJr3fSy8YCpi+7rScM8oJo7T4bneYRjicUnAndLT/HIJFBXFrCwUCFVFDYZx8znG4pUg+WKmfbnyZuykUGIiWSH7c+fOoTdkPejBOE5xGyGQPjE2FscwNC5eqC9q2ZsW3UwzjmU36EM8RgtwwvUou3lMLYKmqxy+dooH7zqL5fb2u+xm/BegvGnRzVQqiz1bqaVtF908LJsyOkZNX6ESVxS41EnvsSJfX3q42BhUiGZDS9iiVXK1G3bL3krWQ92B2Lwo1xd2YpPvY/kFAko96yGghCl7Pd6/fdpwxQh4O73e3GwaLdac5qVFY/jpNKOxDQKulsFexhS0iaGKDfPL66havXzUCMWxC+ltnKs/MpiZquQ7z16q5ET7vodl5zCMemWXqYUpWzt4Geyg83HZzRHQouw/Oo5h6py8bx7LKzSXm+4W0XQJP0jHpeznmwhYEzoKKrYsP6beL0BZFglsSq0yRZAylZnKY0W+ABYlDMym3nomdVv6wU7tdu1ypdVSQwaGKYKU2+hV7Mbv0TVEJCVlr4DZkHZmVrMiLsdL+3HpAXdCeX4OM9lcjWIkxygvztUIeDnbWwhgJxgbiuF5Pmm7eZU2GBuhlF3Bb6PLsBvYyICYmqwQ8KUqARcKSwQCiaaii4AZx/ccLPuxqzwDKLt5fOkQ0KIcuW4agJMPXCKoxcjbrXKVlxOedCn4mZaii4iaIOftfkrcVg92TqYIi2YHIiIS5GTqMSVfgBxpwmyyhRh5MtuKd+7E/o3r0rigHhJRLFnEkZ3V9S4HSl622uW5/jLQhYkqdIru7s9u/8cQsJvP4RULGMlmkRt9YAgpJYOGRrpYwul2I+xSDvBIIsTKWgpjoFlJSzUCBKJDFFJba9HuxIbx8QT5gkUmU5lKZ7OzxCNTTfsIoRCNTpLNXdq2LU3j9fiAZcrzxAPjCCHYf9UE6bU8qwsZ4uY46fLC9ryIbXo9OW+dkBJD2yRyE1eTZL1WXYadYKvFnTIFQBKkOaE/QqzSWVi2CsBcLrjSoUiOKImmzw0RQMekwPbWUbZDwpX2S2vE/GZbFKESVQZblNKgRy94my+EtLtMXB9tehkIIUjoo2TKHdqO7SAOfMUJuJciDCklpfNnCExO1zMgNvYRguDEHgY0WM0/NotOg2GNpbU0mtFawRQZmCG/egG/R7nN7WB8LM7SUuVtXCquIqVHMNgqkReLTFAorjxmi3G2W6RgrxMzK7OUfUfGOFctFAnpCSQeBafLYtwu5FVuwJceaXeprdC6rpiECJP2VtocWceuFQBISUouExNDLWXqQijE5AAputuym0izSoR4W2GZOIOkWO2rldJOkCOFJvSW0AxAXBki66/3tTDYK9q9MMteHssrEFUSLdsi2iCWX6Tk7u6M8ooTcC+wlxbwCnmC03vbbg+MTzIci7GydnlFeACcYpZkPMR6of4DNnqtZjhBIDJEeuHEZcsBHhuNs7CQxvNsVtdOMDx0VVv9CVU1GEjsZ3n1ocuWRrMBKSXL6UcYDM6gKjqKIthzaJTzVQIWQpAMHWCleKapYGRH6BL/XSmeJ6TEmhZTGjGkTZLxVuo1/5cRFbF1SayN4pn0POIMVbsZX/4F3JLMUyDLAO0lHkNE0TG2/ULoxwt2pM26v8iwmKgcu4kUdWESV4ZY6dJRZLfgS48l6xzDZnuJUkUoJM09LJXO9D5z6uFaPO4J2CuVKJ46QeTYdQi1UVaxvo8QCsPJJCvLS7iFPt9QffCStB1SF46TTA6znus8ZYyPV0TbS5m65uq2coA7LHIlkzGWl7Ksrj5CJDxKINhZMSoWmURFI5U9X/vscmRArBcvoCga8UBFfW14PEEgaHDxdP0ahPQ4USPJcv7UZX2g8u46JT/HsD7VcR9dGAxpkyy5F3Yciuia+VATW5/qKNKkCIURplhl4bLGPD3psswcSdo314Tqi5IJ8nQWbd8KvZCwlD7L8hIJkeyqvjagjODhdhRt3w1IKVm1L2EqYaJaZ1nQiDZIUIuyWr6wa/fv45qAvXKZ3L13Etx7AC3aXWMhEQ6RlyqZh+7GLdZvnN0qwpC+R+rsvQSiCQaiYVLZzikyiqoxOHMdqfmHKedbY1g95wC3QSCgEwmbXLh4Bt9zSAwc6Lq/EILk0FXkC4tkdikeDDS9HNKleXLlZUYjh2okM7W3oik7d6554W0wOIPnO6yUzl0WEi56WVasi4wa+7bUWIgqAwREmAXnbMuUezcecFtaLPjnGVIm2jbYbCQqUwQZIMkC5y/LlNuTLgtcIEpiS7F1VWgkmWSJ2SaBnN3CBvkqKMS30B4WQmFE3UPKXyLn95lL3tOLQLLuzFP2ciTNmS33H9YmKXt51q1Lu3L/Pm4IeHPal5vPkb37u5iT0wSm92x5fDwYICcVwjMHyRy/AyeX3jXbPMdi7eSdqEaAmaM3oyiCVK77jWmE4gzNXM/67AMU0711DO4FgwOVWNniwhKjYzegKK0ks9nD1VST8ZEbyeQuksr0QHw9psVJKVkvXCBTvMRk4lq0huT1yQ0CPt9MwIpQmIgcxfaKLBVPb+199kGEOXedpfJZxgIHOoYegNqDKYQgqU2jCYN55/S2iK+T91uWReb9swwoI0RFoqex4mKIGIPMc25XF+UcaTPPeYKEO4YeNiMkIiSZYJGLFGX/cc9OXrAvPRblRXx8RsVMy6yg3fU0hMm4tp81b6GiYbxLL27ftlm1Zym4KSYCR3pqwaQKjYnQVRTcVNUTrj5r21y/eNwQ8Aak71M6d4bc3XcS2n+Q4J59W+b0hgwdTVXIliwCY1NEDh4j8/A95M8/uqP0GCklpZU5Vh/+FmZsiPjMNSSiFQJM57dOEjfDgwzvvZnM8mlWL92P51ot+/STA1wqreM75wFwvWEUpXexEl0LMjF6M8XyOvMr92J3quzpEbZbZC79AEU7xWTi+lrl2wZGJwewyg7ry21Kw4XGROQqAGZzD1B0MjtagHOlw2L5DGv2HOOBQwT83uUdhRCMaDMElSiz9gly3vqOHnBf+qz5Cyz6F0gqk23jvtCZoBJimAFGmOc8Kbmyo9j9RobBHGeJkmCQ0Y5hkHYIixijTLPCPCtyHm+HoZqCzDLrn0JDZ6zPhp+mCDKpHSDrr7PondtxqMbyi1yyH8WRZSaDR9GUTWI7XdYXNEVnMnwMR5aZLTzUf5FG41jbPnKXIT0Pe3mJ8vnzqHqA2G1PaZtl0A7RQMXzyluVH8UcGsW4MUH+7COs3/8tQpP7MIfGa4S1VRWclD5WZo3C0nmk7TBw8GaMcLzSij5UOVeu0Eqm7WAEY4wefCr5+dMsnvk20aG9RGLjqFpvqmlSSuxyhnxqlnIpxbOe/iqAmghPP9BUk4mRm8hlZ5lfuZdIaIxYeAJTbN08dAO2WyRbWiBXXGIgvKeWcrYZw+NxVhbSHcdRhMpY+BB5Z52l4mmCSoSEPoqpRnojCd/H9R1y7ippZ4moPsSMWWmhLv3+wgdCCIa0ccJKnGX3YqX7gZIkJKI9E5YvPfJkSPsrmCLIlHJw22p0UZEgKEOssMAcGeJymDCxnglLSp8iedJUZh8T7MXo4zduRFCEmZIHWWeJS5wmIYc7ZlC02OF5oCiUKZCRa9iyzIgyRVBsT9pRFyZT2kHS/gqX3FPE/EHixmhfvfQsv0jGXaXgpxnSJomZvTdQaIQqNMaDR8g7aywUHyWsDRAPTTQVcPSCK0bA0vfxi0X8TA43lcJeWESLxQkeOIgxWL0oPb78I2blB8hbdVJUDJPY0Rtw19YoLl4kf+Ek5sAoemwAIxBDC4VrVUBSSny7jJ3N4hQylNYXUFWD0PA0oYGJptS3aLhyI2eLvROgoqgkxo4QSoyTX59l4cy3CISHMMODmHoU3Yw0hRI818K2cljFDMVcRXEtGplgcPgIIyOVPOhMpu6B9xNTFkIQj0wRCgyTLcwxv3IPhhoibA5j6hEMPYJKgy2+i2NlsJw8BXsd2y0QDYwyNXAjutr5oR4ZT7C6uPWqfkQfJBiNkS0tsFg6gyJUIvogphrGVEJoDZM0X3rYfgnLL1J00pXOFtoAE4HDmOr2NH4bEVBCTOuHyTorpPwlVuUlIsoApghhiiAaeu1hlVJiU8aSeUqyQEFmCYoww8okoS0IppdZmSYMxuQMRXJkSbHGIhEZI0AIg0q+bqMtLjYWZSxK5EmjYxJnkDDxbRFMI1ShkmSCsiySYZ0Uy4RklABhzKotSsOz5OHWbCn4OQQQFYOMKNM9vUSk4yL0TouECgPqKGElQcZfZdY+QUAJE1JimCKIKYJNsX/PtbCEhSWLFLw0rnSIqkNMm1ehCX1H10YIQdQYJqjFydhLzOdPoClG/f5Vw5UnSe28FnFFCNjLZkl/8UsogQBaJIoWixF70pNRQ5WHqN8y5ZBR8TQKVmsMz0gMYSSG8Owy1vIidmqVUuEsnlWuE7Dvo6g6RjCKFooxuO9G9HBl0W9zKlk4UCX7Ym8ecJMtgRiDE1cjk4cpZhexSmkKa7M4drGqpibA8xFCoJtRDD3KQPIwgeAgatWOaLRCerncNuvkq9C1AEPxAwzE9lLKr1Cy0+TLy5XQhGyUB5SYSghTCxMPjhM2hyrXbYvQyUAyysN3n+/JFlXRGDAnSBjjlLwsRTdN2lrA8gpIf0NZTSLx0ZUAphImpMYZNbdeaGtBL/3SlCFiyhCWLJL3M+T8dVZlCR+vpmQm8VE9DVMEMAkxqIzuuv6yEIIwMcLEcKRNgQwFcqyzjIuLIiu2+EhUVEyCmAQY34HH2w0BESJACE+65MlUPFvWcLCrtghkVUnMJIBBkKQySYDQrnfCNoRJUp1kWJ2m4Kcp+Xlych1blhHV/23IW5pqGEMJMqCNEVJ2/kLaDE3RGQpMMajOUHTTFJ0MBWeu1ghAtFmnqR27q5b0CDUaJfG85yJUtUZwO9FuCFYJuGR3XkRRjQChib1AJQQhfa8iZekBioKiarWMiW62hKoEXGpD9r1CUTUiA1NEBqYQnkRKv0I0rqwQsaJWybiR5Cr/HQ6buK6HZe1OGo4iVCLBESLByuKMlBLpuvjSRxEKQqgoXeJhGxCbYrixgTCZ9TaxsS4EKIQgpMUJafEGW2x8WXkpKSh17YIebNopTBFq8qx96VFXfVYQl1nWshG6MEiQbLDFr8k1CpS+4qk7hSo04tQLf6T08Wu2iCb5T3wQ6u4SXiMUoRBVB4mqg1VbJD6V32lD4U1ojw3NCSEI6wOE9YGaLRIPXxGcXP9622OuTAhCiKac3qZNfXq/igcBvULAZad3UhSKWnkz9XnfhszKuYrl3UsVEkJBqEpPpoRDJoUe48/bs0UgFG1Hq7O6oREKm2TWd7bQJ4SovAB22DF4t7DZju3o1e6W5kOFcB8fa+hCKKiPG1sEah+01i3c0RGuCz2QuhACgdY2U2kDV4SAfcuifO4caiSCFomhmDtr42NqlS9YrqawdPNgfcfGyWVxS3mk54IvEYqKGghjmFFUM9i1Y0LAqFyychdvu1f4notTzOJYOXzPQXgSIVRUPYBhRtHVYJNaFUAwqFPaRfKv2SJ9bKeA7eZxHasiLC8UNMXAVIIYWrhnLysSq0x/85nthUmklDh+Ccsr4rhFpJQIAQoaphrCVEIoO+320YctLjaWLFe0e6ukq6CiSw2TYE8LUrsFVzrYlLGxal6ngoKOgUkAlZ3FNfuBJ72qLeWq11nxgHWMapzauOy2SNdFaFrl/pUlLFnCk25N+F4TOqaIYIhAy7N02WySfmWtwi3gShupdL4GV8YDluCXLZzVNfxMFlQVc2QMc3IKLdD/CqleJeBOzTi9conS8iXKywtI10EPRdFCURRVAwS+62CvXCKfzyF9j0B8lNDwFHo43kLGevXN526zXbbnOZRSc+TTc7h2CUMPoweiqKqBQOD7LnZ+hczaGTzHIhAcJBqfImQOIISCaerY9i4JhPsehdIKudwclpND14IYWgRNmJUYmvQp2Rky9iyOVyKgRYkGx4gEhunmrwfDlRdqsQ9PXUpJ0c2QdZYpuhlUoRNQw2hSq3YkkNiyRM5dw/aL6JjE9GGi2tCuE6CUEksWyfrrFGSmEtMUQXRh1r63g01BprBkCRWNiEgQFQN9rcj3Clta5EhVlMrwMQhiYKJUF0s9XEoUalq+ERkjykDXCrPtwpUOedLkSNckJE0CKFUq8alkg9gs4eERkhHicpgA4b7IuBfP1JceeZkma6exZRlDmJgiiCr0agzYp+jnSNurONIiqESIacOElfiuk7GUPgU7TdZepuRm0RQTUw1Xhd0fZx6wYpqErjpa+cOT+IUC9uwc2TvvQAvHCB8+ihrpnYh1dYOAm11fr1wke+ZRnOw6geQE8SM3oIWiqLLhRmjsuuyBZ5cpryyQPvcAiqoRmziCGavHuwxdxeqhrclmeJ5DZukUxewiofAwA6NHMUMJFL9uy+aqPd+2KeSXSa+fYd2xSAwcQNfVHcd/pfRJ5y6SyV/CNKLEw1OEAoP1KXaLeLuHLz2KVopsaYG1/Fni5gQDoam2N3KwmqpX7oGApZTk7BXWixdRhU7MGGEkuL9Cqh2KMKSUlNwMWWeVdXueiDbIkDGJKrSeWs50Q8FOseYt4OMRU4aYVo90XFyTvlvLhsjJFJf80wRFmCExvitEbMsyayxiUSZKgnH2dvUqK966Q440i1xEkzpDjLUVuukXrnRYZ4kiOcLESDKJSbArqW4s1q36C0gkg8ookU1ynNuBL31S/hJZf42ACDOojxFSop1JVVXxpUfBz5BxV1iRswxoY8TVZPeXgu+D0p2opZRknCVS1jy6EiAeHGMsfLg5XHU5syCEENPAPwOjVFaK3iul/Ms+jkeNRAgdPkLw4CHsi5fI3n0HgekZgjP7m9XPOiy8q1UX36+mY0npU5q/SPHSWcJje4kfqupI+J3H2SA/1QgQGdtHeHQvVnqZ9IUHMWNDxCYrlTKaqvTt/ZYyS6TnHiEYHWH84NM3JX13ziZQVJ1ofJJofBK7kGZ95QS+V8Bxtu/ZWMUUK+lH0dQAkyM3o2vBnrQgFKESCQwTCQxj20VW82eZTd3LSPQwAb25tNUIVG4ra4uFSscrs1w6iyddxoIHCWjdS2Q3IIQgpMYIqTE86bBmz3Ox9BBJY4YwvY2xGZ50WXPnKXpphtVJQiLW9eHcIPqNThKmCDIoxyqFD/5pEmKEeBv1s14gpU+aVTKsM0CSMWZ68tiEqEz/BxlhQCbJk2GJi0RkggGS24qlSynJk2aNJaIMMMPhnsfZWKyLyUEstcyKP09eZBgW49vOGCn6OVa8SwREiGntMJowEOrWNKYItbZYZ/klVp1Z8t46SX0PgW3eM7ZXZLl8DhBMhI5WFmy1/q7xbnjALvBLUsp7hBBR4G4hxBeklA/3O5BQFALTe9CTIxQfeZjsPXcSvf5GVKW7N6FUb3JP+kjPJffw/UjfI3HdbRhGf4nRNVuEIDAwihkZIjd3ktUT32Fo300oisDvcQVeSklm8VHKuVWGp67HDFVFc7ahBREIxBmfuhXDCFAuZSmV1gkGOwuHtEM2P0cqdYbhxCHCwUqu9XaEeAw1yHjsGHlrhYXMQwyF9xLX6yv0avWN7zmdg/FFJ8NS8RQJc5yEOdFSPt0rVKEzYu6h5A2ybJ2nSIRhrbPwTTvYfpkF5wwhJca0dmTbi36KUBgQScIyxoqcoyTzjDLd13iedFnkIgoqUxzYNlEJISq6DzLCKovMcY5xuaev8aT0WWEemzLj7Nl2SEMIQVBEmFIOkpLLXPJPM6bs6cszl1KS9lfI+Ksk1SnCSndtmG4wlSATxiGy3hrz9klG1H1EuojwtEPeWWe5fI4hc4qYvr1iDtiFZVQp5YKU8p7qf+eAR4DJ7kd1hxoIErnhJrRYjOw9d+E73csONwjYd10yD92D0HXiV9+CFtwe+TaNrWrEZ44RGdvP2qk7wXPxeiBQKSWp+YexS1lG9t9WJ98dQAgFwwyiqEFWlh+kWOy9w0QmN0s6e5GJ5E1EQv2VpLa3RRANjDCZuI5U8SLpUl2sWtUqt5XXgVQLTpql4ilGQ4cYCEzuykJNUI0yFbwKyy+y4lzsuZzY9svMO6cZ0EZJ6v2RZScYwmRC7EVFZUHW1da2yoCoCOacJ0CIMWZ2Ja9YFRojTBIlzjzncHss4ZXSZ4lL+HhMsH9X4smKUBhSxkgqkyz6F/oS+ln3F8n5Kaa0gzsi3w0IIYhrw0wYh1ixZ8m5vXdIyTlrrJTPMxE6QtzY2bO0q5FoIcRe4Ebgu222/aQQ4i4hxF1eYev0JCEEoUNH0QeHyB2/F9nF69xYKMudeQQ1ECR66NoW4fadIjQ8RXTiEFa2N53U7PIZ3HKe4T03oWi7l6AvqKSJjYxex8rKQ9g9tBzKF5fJ5GYZH7kBQ995PLARhhZiInEd6fI8eWu1amNnWF6BpeIpxsJHCOk7jwc2QhUaE8ZBbFlm3d1aAMmTLvPOGQa1cWJqd1WufiGEQlJMoWOwLLdWzpJSsshFgkT61mzY2hZBQiSJMcgCF3oSW19lEYmsevC7+yyFRYykMsWif6EnTYeMt0bBzzKh7W/pbrJTmEqIycBhVu1Zit7WnUBKXo5V+yIToaME1O2VVDdi166sECICfAT4eSllyzeRUr5XSnmLlPIWNdybZyqEIHTwMAiF8uz5jvv51Ztb2haRg1dfttSX0NAkQjNRtsj/tAppiuuXGJq5oZppsXvwfB9VEQQCCQYHD7Gy8jC+39mzcl2L1dRJRoauaWpbv5vQ1QBjkSOsFM7g+lbN81XV5tvLlz5LhdMMB/YQ7DHe2y8UoTJm7CfrrVL2u7/oV9xLhNU4MbW1m8huQAhBUkzgSJscqY6571DpUiFQdp18G5EQwxgEWWep634FmaNEnlHaL7LuBsIiSlwMs7LFy8mWFuv+ImNaf+GTfmAoQUaMvSxb5/Bk50VcX3oslc8yYu7bldJ32CUCFkLoVMj336SUH92NMRvGJnLVNZRmz+Pm2r+hXLuy2h49cNWue76boYYSCCEopdp7WL7vkbp0nMTEVaj6zvKb247vSZTqd4xExtFUk3TmXNt9pZSsrj9CLDJBwGw/bZPa7lyvgB4jFhhjOX8apxr7VTctSKyXZtGVAFEj2W6IXYMmdJL6NEv2uY7eXs5LYcsSQ+rEZbVFCIVRZZp1f7Gjt2fJEhnWGGHisufNDjNGgSxF2V7By5Muq8yTZPKyF8AkxDCSimJbO0gpWfYuMqiMXpbS6kaEtQQhNcGqPdtxn1XrIiE1RlhL7Np5d/z0icod837gESnln+3cpFaogSDBPQcoXTzbdntptfJGD2wh2t4Nfo/3mu9LdF0nu3i67Zu7mJpDMyME46Ntjt45XM9Dq5KmEIKh4avIZufwvNaH27IzOE6Jgdje2mdS3QXC7VBaOhicxvZKFEoVER7drHv/nu+QtRZJhvY9JoUCEXUAQwm27X4spWTdXSCpTW17et1P9ZQhAsTEIGnZPnyVYoUBkrs+vW4HVWgMMUaK5bbbs6wTJEJQ7Hz9ZAMdq16FICmmSMuVti/KoswCkphyeWYomzFsTFF0M9h+q9CW7ZfJu2mGexBt7we74f48Dfhh4LlCiPuq/76n6xHbeP7M8Umc1Bpeubm6yndsiuuVh0y7zN4vgO16GJqGomhYueZFMCkl+dWLRIe3FpDfLizLxTDqD7+mmYRDSXK51k7MmewlYtHLN43cDCEUEoFxllMVLyIYqhNKxloibAyhbZHR0oRt1PA3EmNcHSHjrrS8KIt+FkUoBNqoll0u3YCYGCIvMy1TXEfalCm0dCi+nAgTqyiWyeZnSUqfLCkSPDaEB9SKJ/KkW7al/VXiyha5ursIRajE9GEyTvXl1MAnGWeZmD7cfVbQZwoa7E4WxDellEJKeZ2U8obqv0/vdNzNUDQNc2wCa755imAtzyMDlXiMvo0L0C8c10NRBPHRPRRWm22x8+sIITDCO8946ATbdjHNZpKIxabI5ppjaa5nUSqvEYmMXTZb2iFqjrKWqsxIglXpTiklWWuRuPnY2hJUKgRb8pun2xl/desk/F2GJnRCIkqeZonOHCkiJB5TvQshBDEGydDcxLZADh3zsk/3NyMuKt2PG+FoLo60dqVwox/EtCQ5d62pU4svPXLOKnG9t24i/eDxoaDRI4zhUZxU8w9lp9fxq+lmgcdA9ahcLQOOJyex8+tNHQus/DqB2PZzAntBqewQCDQvRpjV+K7r1j2acjlDwEygblb6v8xQFQ2nWI1RVzUhnOqULqDtfNW4HwghCKtxSn49U0RKSdnPE1Ye2wcbKqv/JZoXBksUCLPztKp+ESJKua0tl2dxtBuCRHCwmjpulPx8VRC/O0Xt9oxFV0x0xWzqlm35xdrnu43HHQFLtfOKqBqN4RbytZQ0KSVOPoOtVkhmQyhHXkZnolTtuhEOh1A0A9eq/1B2KYsRvLwPdrFoEQ613gimGcOy6ouUlp3FNB77BxvAd3TKZZv4YIVwLTeP+RiT7wZMJYzVkA1hyzIq+mMqoFOzhSCWqMcXpfSxKWPy2HqcADoGPl5TSMSihMnlyZTpBiEEhgjUtCygsjBp7kIJ9ZbnbhPLDyjhpgwayytgNvYY3EXSf9wRcDcomoZimnjVrsfStirCKdWvEdQvv7dXqCqRhUwdPRTHKdZJzyll0EOXdyGwULAwDA1db97ZNKJYDTnBtp3DNB97bwYqnm5qLU18sHLTlr085kbOZJdUrMtiixJqinVasoSpXP4Hux00dEDWmn/aWGjoV0RuUwiBQbBGepWXgYWxyy+Dbql3jTDZ/DsVL4uYUE+2KGEsr9kD7rfVUK/4H0XAUGk1JKuVcb7joBgmxao0ZNjcnVXkbh50sVz1gIMmqmbgu5VzSynxXQdVu7wr2bl8xYPa6IyxAVU18b269oLnO6jq7k+ZOkE2xN9VRWdtOc1AsvIy8qXb2vTwMYKKXpEnrMbHfcXfNe+3Xx3ZDa1an8pU28frS7t2t6Gi4dVs8Svy5Y+hsPtmW3zq3riHh3YFZilQKW9vnBl40r1sOcj/4whYCFFfbJISIQSFalhgozXR5US2UCXAkAlCadO19vIu7Gz0govH616cVAQI0SwQLuWu2SL79FoFCgvzyyTH650tLvd16Q7Z8F+yq97z5YeAairgRm+NK2hJzQrJlf2NGlsIVV5su2TPNmZclTWc5ntm27Zscf7/cQQsPa9ebKEqSN8jV64WYgR68/j8HXzrfKlyrlg4UGkjVFW7F0J0IOTdgV/NvU1nKlOjRLx5Gi19D9EwlRVCQe6wjfh2IaXH4twKw+MJoKIBsOvXpceUwwrh1lvkVLSFu9tyOVvYbNhTsWXTS/MxRqMtCgoSv2cNjV7Qa/ihYotfswWqv9MVujYbLbCabbk8z9L/KAKWUuIVC6jVrAc1EMS3yuTLJXxfEg1e/il3puoBxyMB3HIezawToWaGcK3+2vDIPvtlpdMVAh4YaCZgxymgN+g86HoIx9lZS6DtwvZKLM2lCIVNYgMhdCWI7W/RHWMXUwgbQwO2LKGL+n2hCxNb9t7RejfhSx8XpxoLriyEOVi7Snr9wKaMTiVkJqr90zx2v9tKb7ZYGC2/U3c96cv1onT8EnpDqbGhmG2LM3YDjxsC7hZ33djml4oIVa21MBKKihoK4+RyZMtlEqHdX02Wm65QutqNOBEJ4pRyTYtuRjCGXdy6FftOsLpWyWkdGm5eYLPsXC3rQaoKpvH/o+69wyS5qvP/T+XO3ZPjJm1erVYJgQIgECCMyWAwGYywMRmDiQabjL8yxmQwOZtgMDkIJIQCKMfV5jw5d+6ueH9/VM9M93SenWX1O88zj7Tdt+49VX3rrVMnvCdWEZRrS06ziWLRyTB5agGAwY09GGoY06ld+tpUTvMmM708gbIIdkAOY4rCmoFeO35gi4LfyUKSkRTFb4uOjENrDGVrKZ5wSx0tSvdSidfYZG2Aph3rF0pBN4JL19OQgphtsKWtRur9dkUvV7Fn/KBcE2NmlQbEwwaAWxEnnUSNVaZ5qdE4dnqBZL5IIlQdNW21xLhlHVyPVK5IIqQhq1pF0E0LxbHyyaZzNOoR1UxyOZNC0aK7ezmty/NcLCtbkfVgGFGKxea6rFoagLQPwD74D2/sJqBGMN1cRXL7X0qKXq4i60GRVBRZwxKNLfIzYV0VV0T2JcVvJV9kdb3zTksXCuhU9knzdTmzoFdLHGHj4qCxbAEHpBBFcZpvcKvw//p54rmKrIeAEqboZf2H9hrvi/9fAXBxfAy9dwBYtoqN3gGKE6Ms5Ap0hFeRttLGFVh0F8ynciRCCsGOgYrvg/E+iumZpcyI05Y6IDczk6G3Z9nyzmUnCQQ6kOXlzWHoMTzhUjTTVW6OlXwQa0XIA1C003jCYWHCxLYc1m3pRZZUgmqcjFUq3f4LpaK5wiHnpQgriYrPI0on6RocEauVVqxgIQRpsVBV2RUhToaFNdOlVfEr8Kp1yZJsia6ykbRr/WbEAmEpXuF3DUrRpUaoNdc4Q+6HvJtClbRKt5UcQJUMcm5yzdf7/w0AO5k0XrGA3l1ZDqjGO5Bkmdlkkq7wXya/c2YhQ3ciRLhrXcXnimYQiPWQW/DJycvdF94a7pepqTR9/csZBun0KeKxSl0kSSYWHSadqc/utNYiVIVkcYJ4YADPFYwcm2Hjdp9tLBEYIFWcWFt/Z4NAnKSppN1ZwnK8KoUornaT8Rb+ohZ5gSwSEgEq80kjSgIbq4qX4UyKI2wKZKv4J3TJQCdIjua8uPWkXfAVwiMt5v32TWUPMlmSickdpLy1e1C2Ikl7mrhaXc2a0PpI2Y1pPKukhWtx1gF4pY+11ndCCPLHjxAYWl9FNylJEsGhDUyOj9MZ+cskbk9MTjHQ14Oi+z7ncjdHuHcD2dmTa2cF11p/KslACYDzeZ84JBCo5p+IhgcoFOaxrFX6X9sU08mRt5PEDJ8J7vjBCTZt9/kfgmocEOTsBjfUGgbiXOGQcmaIq9XUl6qkE1ITLLiNb6i1srKEECyIaeJydY84SZKJ08kC1aRBZ0oWmKnLPxGnkyS12cnOhKTFApqk1yy6iMn+g7IV0vZ2pdZbS8HNYIkCEb2anD+idmB5RfLO6h9OteSsA3ArYk6M4RULBIZrU8EZfYPMJFN0hoKNGdGanG0r/mIrl2Rk5BS9XR1LrZDKRQ/FCcZ6SY7vbz7ZKnWYmEwRj4cwDJibPUhX966a/BOKotGROIfpuX2nnQbWLBdYCI/p9EG6QhuW+CeOH5igZyBBvNNvSd4T3sxM/jiO1+YNtQognDFPEVYSFcGUcunWhki7c01J21uVRm6IpJhFQiJKbZKmuNKLg1WTEWytJS8y5MnQQW1imSARdAJNSdtrSbvWryVMFsQU3dJQzeunSToJuZtpd6Ti4dTSg7FNXTzhMmUep0ffULMYRZJkeo2NTBeO4q0kbT8Nw+FhD8BuPkf+yCEiu/Y04BWVWVCDyLJMXDpzr5WeY5M8+SBzRQVNVehO1L65YwPbsApp8gvVFJFrIaOjPiFRJJIiGh0iEIjXDexFI4OoisF8qjaX8lrJXO4kqmIsWb8ABx8YBWDbHt89ElRjxPRepnO1uZTXSjLOHKaXp0ut35pQlXR61GGmnJMNuyCcrhRFnpSYoUeq3yhUlmR6lfXMMVXX57kW4gibGcbpZQilTvmzJEl0M9CQtL3mcW0Dnse0GKVD6q1IP1spCbkXgUfKa60V2GpECMGMdYqgEiXSgGw9HOgmpMaZKZ5cs/171gC4EenOoriFPOl77yK0eRtqpBThr7GHPQVmSgUS0YUJnFxmzQl5PNdh/sjdGNFuZkvuuv6u2rwPsqzQuX4PyYmDFFroIddqLvBiMcapET+YtWnjAImOTXXmXCZt7+naSa4wSzJ9sqV1gNZS0UpjFvIj5KxZeqJbK0Dm8EOjuI7LzguX+ZE7g+sQCKaLx9dmE69448k5SWbNEfqNc1D0xmXhEb2bkBRjwj5W1x/cjhtipRVniSKT3km65SG0JmTrhhSkSxlggtb6pLUrfsPPk8ToJFiDB7lc/Eaew0wzSqGFTITVgO+UOIWGRmyF77dqbkmiT9lA0psl7c2viVuofD0hBHP2KKZXoEdvTrbeHdiA5RaYNVtv/NpIHpYWsFAETjpF+q47CG7YRGBouOkxkyn/ab1p9x5SD96JlTw95305gLtWkblDd6CFYsSGdzA+6+f6DvXUZz7TgzG6N17EwthecvPNmzK2Kp7ncP99t+A4Lrt3X9QS2bqi6Az0X0g6N8Fc8ghCeGuSCSGEYDZ7nHRxiqH4HlRZr+CEMAs2Rw9MsOsRyw8JSZIZiOzAERaT+UPVr3OrFCEEKXuGafMEA4EtLffs6laHMKQgY/bhljsGN5LFm7sgsox7x+mWB1rmtI1JnSTkXsY5vqZBOUuYjHGcMDEStNZ8NCiF6WWYKUbIVbd4XJJ2wdcVDpPiBBIyvQ3eCspFk3QG1XNYcCdZcKaa30st6uQJjxnrJAU3w1Bgq+8Tb1JhKUsKg+EdFJ0M08X6D+5WdXjYAbBwXfKHD5G5727C23bU9fuulImUn3e6cf0Gotv3kDn4IJmj+/Cc2jd4K+XIQghy06eYOfAngh0DxNbtRJIkxmfTuJ7HcG+i4fF6KE7PpkvIzJ1k7uS9OHYZFWGrucBllmg+N8PYyJ9xXYmx8QU2bW6dIFpVAwz1XoRpZRibunv1RRolMe0Mo/P3YjpZhhPno9Yh/nnwjuPsvGA9ml4e4VYYjOxEkVROpR8gZ5elYdXzpzWwfGzPZMI8QsqeYii4va1utZIk0a0OE5E7GLEOknJnq27wdqwuT7jMeGNMeSP0ysNEpETLxwLE5S66lSEmOMmcmDqtYJgQHkkxwzjHSdBFp9QeV3VIitDPeuaYZEqMVrlq2io1FoKMSDLiHcYgSJ+0DkmSWy5k0aUAQ4Ed5LwU4/aR065MK7gZRgr7cIXDUGA7SjOynbI9oEgqQ+GdCOExUniIwmkE5s4eFdMKEY6DOTpB8eQJ1FiM+KOu8CveSvtPKNDIvZspmqQKRQY7Yugd3XRcdDn5o4dYuPdWwv0bCPQMImutMZUJz6OYnCY/fgJJgs7tj0Q3Ikt62I7L5FyGdX2JpnNpgQh9my8jPXOMyRN/JhofJpwYRtVby9gQQlDMz5FJjmBbWbp7dhEMdXH8xCxbt7TXd05RdAZ6LiCbn2Ri5n4iRhex8CCG3hptpVAUrGKKVGGcnDlHV2QTUa3xTf3gHcd47isfw86LNvDAbUeXPpckmd7QZvJ2kunCMdLmNHGjj6Aab5n2xPZM0vYMKXuGhNpDh7G56o1A0lSE3cDKVhQk16VD7SMkx5hxRsi48ySUHsJyvOV2Tq5wyHgLpLwZgkqUdd7WVbOuRaQ4ASXErDvGKEdIiG4ixFumrfSER440KWZRUBninKYukHoSkEIMi80sMMMoR4iJLqIk0NTWqk6FEOTJkBJzuMKhX95AoMTz2y6bnCbpDGlbSbmzjNmHiSgdxOVudLlMlwYPBSEEpmKSKk5T8DL06OuJqKvrXiNLCv2hrWS9FJO5wwTVGHGjn4ASaeshd9YAWLgubjKHm0njziexp6dROzsJ79yF1tWF5DY/iZWgPL6QZrjT98vKmk50627s9AKFyRFy9xxF7+hGiyRQwzHUUBS5dIMIycPN5bBzadxMiuL8JEowQrhvA4GOPv8mXGGIjE4nWd+3/ON5Csjuol4SkltimZL9Ovt43xZCiQHy06eYPPZnjGCcQKgTPRBDC0RRSz+FEALbKmCZGaximnx2CknIROLDdPefh1rKzTt2fIbHPno7waBOoWCV1pKQvMavZ5IkEQ0PEAp0kU6PMDn3IIqiEwp0E5DDGFoERdaXWOdcz8K0s5hOhrw5j+sUiQX6Wdd18XJ/N7f+mg/eeQzX9bjgsi0VAAyAohAiwXr1fNLWDLOFk3h4ROQEASWMroTRJGNpQ7vCwXTzmF6Ogpum6OaIal0Mh3aic/o0oIYcZEjbStZLknJnmXFGicgJDDmMIQfRXHVJF0+4WKKIKQoURI6CyBCSYvQpG5YyLxoCfxNRJY1+dSN5kSXlzjDPFCERJUAInQA6gaVo/SKXr0kRkwI5UhiE6KCXENHT7tAiSwpd9BMRCTJyklFxjKAXJkAYQwpiEFh6OAghsLGwKGCKAlmRQpFUYlInUSmx6v6Ei28hkiSRUHsIK3HSJSDWpQAhOYYuBzHkCArq0v51sDG9PKaXJ+clEbJEXO2mx1hf/YBcRU/JiN5JUI2RtqaZzh9BQiasdWLoUQwljCobDa//WQFgN5Umdd31KOEoSiyKGo8T3LoVORBoaOU2k1PzKbb2VTYU1GIdaLEOWG9hzk9hp1MUp8dw8lkkAUgSeB6KEUINx9ADUTp3PBI1GGmoy/GJeZ52xa629NOMMB0DO4n3baOQmcbOJUllprGKGfBcQAbhoagGhh5FN2J09e/G0GLLNz4gu4LDRyaRZYktW3p58MHR9i4UvjXcGdtER3QDeXOBopkklRvFtLN4nl1iU/OQUTG0KIYWpiOygbASb3pDC1VBcvyLl8+a7L/3JI+4cgff/K/f1hwvSwoJo5+43kfRzZK3k6TtWcziSVxhL1EVSsgYBDCUEFG1m/7AlmWr0Kv/qt6KFYzr6ytJElGlg6ji533mvBR5L82CmMR2CyVdfNEJYEhBQnKEHmnojHTZCEkRQmoE2ymSI02RAmnmsTDLGRPR0DEIohNgiM2rtngbSUD1QbdL+K3tiyJPVqSwRLH0+/gMaypaCZiD9Msbaub4tmv9rhRN0ulSB+lU+sl5aYoiR9KbwTRP4Ql3ac8okoohhTDkIN3qOkJGov0HUhMXlCKrdAQGSRgDFJw0BS9L2pzCdHO4nv3wA2AlFiX+V09CLnPESnXuHyHX/26lnJpPctWOc5AlCW+FH0/WdIJ96wj2rQPPf1LLrudvYllGEssXSW7hIXB8Yo5I0KC3I8L0QnuFDrKsEI4PIEX9IgXf5yjA8WnwJEmu1KGGhXnwsJ+nuX3bQF0AFoqM5Hpl/162zJe/h3Cgi3CgC+IgOT4l4SI94MprL7ntPyHv/ONB/u6tf0VHT5SFmfq+Z0mSCKpRgmoUNH+dZV0kQKq/viw3BOHViC4HKl5vF0n38TVpeiM3Bf42RFMDJAgg3PLrssgo3FyX05GVvl5ZUojSQVTqWNJlmTW3tevS1voNAFCSZCJKggiJJffD4rVZqUvDdVfTUX1FvEKSJEJanJDSufTZ4v49PH9r7WXbX3UNRDozG+bUXBJNVRhMNG8LJEkSkqwgKUpdXRqlsh0f93Nxzxk6/RbeS6ArKy2/oi0s5JieSbNjx0DzwavQR5ZqX5d2ydnBB2CASx63o/rLJvMt6yKf1p5petO3cF6SJKFous9m1qIup2vpVc2nLO9ZWZLb0mW1azUdt7h/W9Blra/HkpTpuXht/pJdr+vJ4v6tJ2fFAvaKRQqHj6AGoyixGHIo2F6XgkrCen9OBY7P+qC4qaeD0YVUlY9YCIFnFrEzadxCBs91kT3h01rqIbRwrMQ1XA2CKy3xo2N+Lu6W4R5u29tGfm2ZOJ6FnU9jFzN+OyHPQ5JkFDVAQIuhGxGf8F2RalrB+/aPs2tX/WKDdsTzHEw7i1VI43oWQpR0QcPQIhhqpILsp0Lq6Lcoxw9OMDk6zxVP3sN1P7yzuS7C832IVhrHs/BKFrAiqehKCMMzarc4OgNWsBBiyddrl161hesio6BLvgtCRWt4s6+VJez7NC1MilhScZmw3AMdHZ0gGvrpPahafMAKIXBxMClgiSIe7pIFrEmL7hCjwqBYDfi2moHiCsf39YoCnnCWLGBF0jDkEAE9urqeFvXWr5etoyh4wsV0c5hODsezGhLLn50gnCSBJzCnxvEOHkS4LkZfP/rwMFp4kdNWtBSIK5djM8sAfPOhE0ufO/ks5sQoxZlxJElGDUb9IJyqIwu/m4SZmiU3fgzPMgnEewj2DKNHO2s+GIQikcoVmZzPsG19NddA1fgy8LZFkcLsOLnkGK5rYxhRtEAURdGRZD8DwyqmyC2MYlt5AsEEkfgQoWBPlXX80L4xHvfYHXR3R5idzZbWah6IWxTPc8hmJ8jkJ7DsHLoWIbAYOJA1hPCwvQLZzLT/vRoiGhogpnXVB+PFcy7zAwPcet1DPOMllxGKBMhnq1OIhPDI2vOkrWmKTgZN9sFNkwOlAKXfzDJvTmDaGWRJJaZ1E1O7l4OBpyslX7AQgoLIknbnyHsp/yaWQuiSgYwCiorrWmS8OWZFAQFE5Q5icie6VDs74HRA2BQF0mKerEghI6NLfhBusZ+cJ3vkyLEgZnFxCIkoMTp8ft1mFmmbbzS2sMiIeTIiicBDXwzCoSIBHoKCyJESc9hYBKUwMamTsNZ+tkEz8HWFQ8adJy0WcIRVCsKFfMJ7SfKDk16BjDuP7ZgYcoiY2kNE7ai0SlfjflghnnD9/WvPYLo5dCVYFoSrfx5nBYATsRjB7VsBkFwJr1DAGh0ne++9KHqA0I6dqLFqN0KzVLRkvsh8Ls85Pb5bwMlnyR3ej5PPEugdomP3o1CD4YqMBrn84eSB51iY0xNkTh1AeB6xoe0EErXzbQ+PzFQAcL1MCADXMUlNHqKQniEc6aNreA9aIIZchpXSSivSdilkp8kkR5mfPECi8xwi8WE8RUJ2BQ/t81nXzt01xB9vOlhTx1p+YGE7LKRPkMmOEQx00Bk7h6CxHKGWnBVPbFf4oGQtkM5PMJ85RjzQT0d4fcupUbde9yDPfeVjuPSJu7jhJ/cs6yMEaXua+fwpNDlI3OhjILzdn9ep/WMLITCtNGl7hlP5vYTVBF36uqaNP1sBwZybYtYdQ0ImpnTRow7XDq6pfuokgC1M0t48485RdClAtzJUE4jbBWFTFJgV4zjCJip1MixvaRpcc4RNViSZERNISHTLA00r31oRW1jMiQmKIkdESjAgb0SjcYTfEy5ZUiTlOWadSbqUASLSKoJgNeadc8bJeAuE5Rg92joCcv30L0lTEcIj56ZIOzPMWiMktH46tL7GLr8WrG8hPJLmBAvmOAElQiI4SFjrWJp3YH0XF1yxjds/9D+1l2h+umsv/ZEI5WErORgkuHkzgU2bsCYmyNxzN8bgIKGNW5s+oVeC8pHpObb2dZE/dZTC+ElCQ5uJ77oYSZZbCq7Jqk64bwOh3vVY6TnSx/dRmJ8gtm5HVbHB/pNTXH7eRgK6StGqfWMJIcgnJ0iPHyTUMcTA9seiCrV8QNm5VIK2LCuEYwOEYwNY+TRz0/vJZSbp7N1JQA1z6MgUhYLF+eevrwvAK6VQnGd29gCGFmV44FGoilEB0PVEkiRCRichoxPHNZlLHWZk7h56Y1sJ6ommbogD940wOTrPE5518RIAW26e6ZyfmjYY2Vnd+lutDcKSJBFQwgSUMN1iHfPWGCOFvXTp64iqXUgNKqXqgaAjbGbtUUwvR486TFBqPX1Lkwy6lAE65T5S3hxjzlHicjcdcvVbSysg7AmPBTFFRiTpkvvbAi1V0khIPcRFNznSTHujhKQonVJ/Xf6HRuLzGM+zIKaISd30yuta7pwsSwpxrZc4vRS9HDPuKBlpgR5luOmDpJ71m3NTzDgjhOQYG/RdKGprbcgkSSaidhBRO7A9kxnrJCOFeXqDmwjQ5gOq5H4oOlmm80dRZI3hyHnoejU3zNV/cwnPe/XjedOHak91VoJwuqLWZC2TZBljaIj4ZZfjFQqk774Dz2qPnOTwxAxbehLYqQUSF1xGaHBDFYVlK6xokiRhxLvp2XUFih5gbv9t2IXKCP7+E1Mossy29bUtZCE8kmP7yM4cp3vjRST6tyErlRur1Yo4PRSjf/gSQtF+psbuIp+bxXU9HnxolD3nt1YtmEqPMD27j67EFvq6d9etXquSFbwQqmLQH99Jd/QcplIHSObHah5WXpYshOD6n9zDBZdvoasvRs5aYDS9l4jezVB0dzX4NpPSDSpLCt3GegYC20jak8yY7ROlmF6BUfMAqqSxzthFSOtoCfBWgoQkySSUHobVrRRFjnH3eM1S1Ua+UFc4jItj2Nisk7cSlVrTpWoNSSIixRmW/TfNMe9o2xwTPmfDCBmSDMrn0Cn3ttW2vvw8A3KYYXUrQSnMqHOYQgMWulrgK4Rgzhln1hmlV9tAr7a+JfCtybImGwwYW+nQ+5koHiZtz7Z4RsuSsWaZyB0gERhkMLwTXanxxiNJXPWsi7nnlkN15zkrACwBG+KJis/KeYFlwyC853y0rm7Sd92B67QGwp7jcP/ddxENhdjx6MehBIKnT8qjK8SGtxMd2sr84buw88tlh/tO+Klg526qrkgTwmNhZC+OVaBn86PQg8t8AKslZ5ckiVhiHT0DFzA7/RC53DT33X+Kczb1kEisaFO/QhZSJ0hnxxjsv5hwsLHfulVeiLDRxVDnBaTy4yzkTjUdf/1P70WWZR7zjJ1M5w4zGN1JIjDgA0y9N50Wqf4CSpjh4E5sUWTKPtEQhMtvStPLM24dpksbolsbbgtgoDZYaJLOgLIJXTIYd2vzBdQCBkfYjHnHCBGhT1q3JnnFiqTQIw8Rl7oY9461DMI++PrB5UFpU13fdj2pdX6SJNOh9NGnrGPSPUHBq07frAe+s+4YeS/DkL6NkNxa5WZD/SSJqN7DUHAH89YYKXu6ckCD4FvanGa2cJLByC5iek/d/Xv+pZvpHUxwfZnLbaWcNS6IrZ2N07ckSSK0eSt6Xz+Z++5BrIxur8AYIQSpg/dxYMon4dk12FqZbqst6oNdg0TX72T+yD24tolQJOZSOSbn0uzeXJ0Klp44jONZdG28EFlRGxLP19WtDvYEggl6hi9ibno/t9+xD4CLyhjHVkqmMEU2O8FA74VoarBpi6JWZDEdTVMCDHXsIV2YImNNV48rA9CJU3Pcd9shnvL8yxiMnUtAPc0bacVNIksKA4GtuMJmzmlOBeoImwnrCD3aOqJluZtAW3yytUBDkiS6ZZ/oZ9KtbZVLmroEVEJ4TIqTRKQ4nXL/mqdQxeUuElIPE15tq3ylzIpxJGT6pNZdDlB5TvUkJMfoU9Yz6Z6soN+s53ZIuTMUvSyD2ubl7iatpMe1kHWhy0EGg9uZt8bJOc0b6ubtJHPFEYYiu5oSPj3lRZeRXsjxp9/vqzvmrAHwti6flakRLaVQBMFztiBrGoUTjflsi+OnEI7NiBrC9Tx2DrZOVLMkTa5GsLOfYOcAqVP7lm6oB45OcN6WwaUxngJmdp58coLODecjy222aGmRmtIIxOjs3satt/yeVDrPI8oYx8rFcYrMzR+mt2c3aov+sprSQC/fJbGD2ewxbLc+SYonXL711R+yftMQl115YY01Ts8KBh+E+4zNZJw58m4DkhRVYcY+RUTpJKLUidCvCQgP4uGSbtBaR9JUFsQMCiod0ir2bYsSl7sISGHmxGTDcVmRoihyLbOVLUo7aWYhOUqH3MuU69M61gNf0yuw4E7Rr21afiNYC/Atc0vqcoA+YxPT5nFcYde1fl3hMJ0/Rl9oM7pSVt1XQ59EV4TLn3guv/u/e7DrxIfgLAGw6Trs6GqNFk+SJMK7dmOOncJJp2q6FNx8jvyJo0R37MF0PE7MLrBjsPo1ey06JEcHt+CaeQrzvoX14NFxBrpi9CR8R77nOiyM7CUxfG5Fx+Q1kRUgGI70o6hBbrttL4+4pBqAhRDMzO4jHlvXMuHO0rEtuCHKizIMLUoiNMR05nDd1/+5/Eluvu5ekvNZnvqSy9vSp67UuFlUWfO7F1gn61p7GWcOR3LoVAdrfr8kpw3CMr3KOua9Kaw6ZOtFL09aTtKrbzjjxQPd0gB5kSEnalckusJh1hsvBdtaO/dWrN5aEpe7kZBJSfM1vxdCMO2cpEsdqGiSeSYkpMaJqJ3MmPVdaTPWKcJaByEt0XS+Jz//kaiawq9/cHvDcWcFgIuOw47u+n7IlSArGwGCm7bWtYLzY8cJDq1HCfmBnIfGp9k91MQF0UZ7onJ9JFkhvn4X2YmjCOFx32EfiC/Y5t/I+fkxtGCMYKyxn7XcD7zaNvWSJNHVs4PfXX8z3V1Rtm5dPmchSxTNJK5jEo9vqOb/XQM3xEpJhNbhCJOiXWl5ClXB8Swy5jQJbQO/+f4dXHrVTvrXdVZPsgZWMEBY9Ul00k51gEUIwbw9To9Ru/3M6UgtENalAHG5m6Rb7aIBWPCm6JT7USVt1WDWqsiSQrc8yIKozaubEnOEpdgSY1kjOV1dJUmiz9hI0p2u+aDMeSkkZKJymbtyja3fcunShyiIHJabr/rOcgsUnBRdweYBb0WVedpLLueeWw8zdrxxgO+sAfCGeIKw1oSDs0z0wQHs5AJuofLieJaFNTNFYHC5K/De0Ul6YxH6YssUkmslQgY90oGsapjpWQ6NTJMrWly4bdjnD549RaSntj92Lf3A/ncSiqJzx53HcV2Pyy/bWvF9Oj1CLDa8agaqKmniHpEkiXhokFShOisiXZwkonejyBq/+O5teK7gmS979NroVeeVMaH3kXKqm13mXJ+hK6hEWgOQNosVaoFwTO4kJ1JVnLq2MCmKPFG50g1yJoE4RNSv1qKS9N1b6lDc+O10rXSTVBVNMgjIYTLeQtX3KXeGhNKz/FZwBsEX/IdTTOshaVX3w0u5M8T03uq3gho6PeYpe+jui/OTr9/SVN+zBsCyJFVZwY0ASlJVjMEhimNlbdYlMCfH0Lt7kXX/FcVT4IFR38d13rr+lvRpNRBXLqGeDWTnRnA9wf2Hx7loxzBmZg5JUlCjiaVxrfp0y6XdY1wvwT337uPyK5YB2HFMisUFIpHVc0W064YAiAX6yLspHHf5ddvvVjFNPODrMjed5o+/up8nP/+RROI1eJHXyAr2k/NlCit6m6WdaRLa8tvCXwKEVUkjLMXIeJWv22lvjpjcUdcSPxNALEkSMamLtKj0S+dI+1V2dV7311KX8usTV3pIuZWWoukVsIVJWC5lD62Cg6RtUVXieh9Ze67CIveES8aeJW60Ftj/m394PKeOTHHXzfXTzxblrABwwfYZpXb3+CfULBC3KHpXD85C5Qa2k/No3ZWBiwOTM1iOwwXrqsGnqR+4xSsSiPdgZ5MI4XH3wRE2D3UTVW0C8fa6DizKajpkLIpuRPnd729j65Y+BgcSAJjFJEawo6Jk+C/hhpBllaAWr3BD2G4BkDDU5Vzf//3yHwmGDZ79isec9ppATStYkiTCSgcFd9nfKYSg4GYJKa21CaqQ0wThkByr6rFWEDlCLbQsWgS/tQLAsBStoUuWMJUVqGu9LlRfl6AUwRFWxdtBQWQJyTH/7a3F63461u/i/lFlHV0JUnSXr40pFf2SeHnFg6mGXo+6aiebdw7ywy/9saV89LMCwLbnMZPLsbu3vYivGo3hZrN4JWIFIfzecWo0VuFmsByXvWPTXLChSYCliTQCa1nVkDUDp5jjzv2+4/4RO9ejh1q/sVvNB27mhgC44cYHAXjMY7cDYJopDL05K1zbUuMBsNIKNrQoRWfZ6jSdLAEtWpGSduLQFLf8di/PePmjCUdr5JiukRVsKCG/9Xzp5rNEAVXSqnJsWwaYVYDwIuAYUghT5JduTCE8LFHEWEWO7emCooqOh4cj7KXPTFHAkIJnBHQXpV62iCEFMcWye9H08hhy6C8DvivEkMOYbmn/qgpFJ9tym6sXvv5JTIzM8Ydf3NfS+LOWhvbAzCR7euu7CGr5bSVVRQ4GcXP+xfFM/zVXNqo38H2nxtk91Ive6IZt4+zL9Vl0lWjhGJaZ4cDJadK5IpddsA0tVIvDQqo6dq1lbt5i795jXHmlT/loWhl0o/0827Vo1mmoEUyvEoANtXoD/8/nricSC/LMl585X3BADmMuBlVkGdPNY8i1q+7OFAiDv3dVNATg4oOeRREVveVsg5rzloFlO8ApSRIBNYyl2v54VcZRbAzt9Hkjaq5X9iCqJYYcwvTKAFjkW84TP+0HxQq9DCWMWW4Bu7nqSs0ae+ARj93O9j3r+P4XbsRdyadSR84SHzA8MDXFls4uIiv6tDUCKCGDrOuIkgtDODayUU0I4ilwz8kxdFXlvOES6XmTPb4aP7Cs6niOjScEd+w/xZWXXYRcSj073ZS3hn7gGt8pisZvrrudHdsHGBrqwPMcFEWvcm00c0O0JE2OUWUNz1u2rFzPRqnBWHbswAR/+t1DPOeaK4kmakTdV2MFr7iZFEnDw1myOl2chhVmZxKEZU1DVXRcfP+iK9wz0kUD6gNz+Z+CilfSxSsR8K91Vgi0RimpoC5dFwBP8lq6Ni39Xi24Hip0kTXfHVLaZ55wUMqJnmr89pIk8fK3PoWJkTmu/2ll5ZtosF/PmgV839Q4siRxXl97jSUp9XoCfCKbOv7Wu0/6kfhHbKrmy10rP7AkyUtkOn968DiDfT1sHm4tv3lJlxbT0Zq5ISRJ4te/+TOeJ7jqql0gvDXLKW0/GOe3g1kG6jLCoRWb8Ruf+C3BsM7f/uNV7SnVpitiWTWpKff0GbWEkSoIps4uZbi01FVjsZ/Fms7exOqt1KRsbUVZSfdd+5jTBd9WdKG1a/Pop5zHlnOH+Panf49jLz9IGoEvnFUA9jMVLuz3A2WtBuKE6yIpis+CJssIt3aVSapgcnByhks2DZ+WnvXygX1dnCWinz/tPQHAFedtbDrnmXBDeJ7H9EyK+x88xROesAtJUvC8UvuaJgG+VQXjGljBnvCQyl6rF/vL1ZJTR6a5/if38vSXXk7vUI2KtNVEv8tu+sV2RosPIwkZT2p+e58pEPZEqdWTqiKrGl4Dsu4zLQIPuQQBMjICr20io1rSDvAuyiLp/uL1lJDx6uyZlqUZ+NbR0RMeUhlployCWMyKqPF7a7rCK976FI4fnOTGn9/XnoptjV5DSZsmR+bnuGigfqCsCvCEwM3lUEL+66ocCOKZ5nKfrBXj7zg2yoXrB9Ea3SSrvAJCBruYRQ1EEIrEbDLH3oPHePT5G5fGVIL3GqejrfjOtrJoepjf/f4h1q/r4hGP2INt12acWhX3QxtWsFUipF7UU1NCWM6yLiutgm9+8jo8T/Cqdz2t9sSn4YqwvAJaWV83XQ5geYWWLKO2QLgFIPaEi4ONWqJi1CQDW7L/MilWNcQSxaUKMwkZGRkHu8lR9WU1wLusSwGtjFtBlwxsUb+sfa39vhW6SEW0MnYzTSntmTryzJc/hsEN3Xz52l/iefXf9mrJWQNggLsnxrm4f7DlFx8vn0fS1KWcX0lRUMIRnEx1zb+nwO3HThHUNc5fv/Z+YCE8nHymIuh2/W0PcMG2dXREa+S2tjrvKt0QRTuNYcS48eaDFAoWz33uEzHNBlwIzfQ4DSvYtDMY2nIAJaBGMMuyIqByc85OpvjBF2/kMX+1hz2Xbm5P0SYgXHRzS23ioRRg8UqZCGsJwtAUSE1RQJeW28mrkoaMgi3M0wKv1Yhbehjo+EDjZyKEKjIRWpXT1l1RMCkSkJcB2JDDFL3aupwp18OimE6uIuvBUMJ+Vk+N37ejJ8oLX/9E/nz9Pu655XDba501ABaK4M6JMRKBIFtWMKPVe0V3Ugsosco0LzUax0lXV9EA3HliDNfzuHRzdflgO37gWmOdfAZZM5DVZef8H+89gizLPPqCc5pMXnmOq6WnXARAz3OwrRy6EaVQsLjxpgNc/eRLkOXicsrTmQjG1RBPlinaaQJlAGwYMSwn15CF60dfuYnJ0Xn+8b3PQqllba/SSix62YoItiKpqJJWEXFvJmsFwkUvV1XiG5BDFMvycf9SQGyKnJ9yVhYnMKRKXZrJmuiqKH4OMC5aWTpeQA5RrEVXuRbg20BnocgU3UwFAAeUCKaXq+meeeU7noamKXzpo7+onKfFGMVZtYDvGB8F4JGDvp+2mR+4ODaK0T9Q9hkYfQMUJ0aXgabsvDNFk71jU1yxtT5VI7CqdLT8zCiB7nJdJI7P24yMT/G4C5etuDPqhihJLj1BINQFpdLuX/z6fsIhg6c/7TGYZnOKvfprt5CStkK/op1GCIFRlkIkywpBvYNMsbLEs3yTWqbDFz/yCzZt7+dZL2+zOKPOZnc8m7yXIaJW+pYjahdpe2ZRuZaWaBuEVwCxEIK0O1fFvBaRO0i71Uxpi+B2psA47c0TkRIVn0XlBBkv2dD3uqZ6la5R2pklIlcSzwflGJYoYnm+G6LlvOTTAF9UhZy9gCobVS4ITQmSsyt/p/MedQ5PfNZF/OgrNzExslwg1ir4wlkG4JF0irFMmkuH19Udswh4TiqFME20FeXLajyBpKjY87VJL245fILdQ33Eg4GK+epJK24Iz7EoLEwS6qnUW9EMfven+7h09wbCgfaY0FabDSGEIJ0aIRZf1mXf/nEOH5nipS97Fun0cun2X8IKTuXHiEWqaQwTkSFShfGGQZ4/X7+PP1+/j5e86er2iHqgJgin7WnCWgeKVukSimu9ZJ355cqrMwHCUKFv3ksjSwoBqTKfNCzHcYTtF4vUW3eNwdgWFgWRreKf0CSDgBQiKyrfKNf8YVD2gBLCI+XOElcr72tZkokp3aTcmdav+2mCL0DKmiBhrKigVRTigQGSxYmlj3RD5Y0f+hsmTs3xP5+/oTX9ashZBWCA28dGuHSocaaCEILCkcME1vvthcpf3yVJIrhuI/kTR6pI2z0Fbjl8EkWWuWxLa217KqTO1clOHCeQ6EXRqmvm//jgKLqmcfnu+g+VRWk1G6IRMObyU0iSjBGsvJl+9ot72bZ1mF07+0/LF1ylSwMr2LQzFMwFYsHqApuAFkeSFbLmzIr5KoHzc+//CZ7n8cYP/01tBVoEYcezSVlTJPSSLmU3nyprhNUEC9byDXUmQVjIEvPuZCWxzOJ8kkRC6WHemWgpA6EcDFcLigvuJDG5s2YBSFzuJilm/f6Ea22B13gzSLkzGFIQQ66Om8TVbrIiuWQFN5TTAd+S5O0ktmsS0coe/iV9I1onjmeRs/2H04vf+CSGN/Xwqff+GMtczsRqx/qFswzAQhHcNjZKdyjMtgZ+YHN0BOE4GMO1QVTvG0BWNQqnqukqHxydJJkvcOX2ar7cdoolFsdamXkKyQmiw9uq9BSKxL6xFJMzC1x1wbqlG2o1bohWrGDHLrAwc5Cu3l1LN/ZiafLv/7CPbLbIq/7hxczMPLSUktZ03VXyQ3jCYyp5gO7YFmRZrSpPliSJ3thWZrPHKoh6YEVAbirNl6/9FRdevpWnvviy2os1a9QqBDPF40S17soKprKbsEtfR8aZq+CJOFMgvOBMosgakRUW56LElW7cJqTtDfWpAcr1/nJSlqJUpFMfqvl9WO8gIEeYbaGjSFtS4zezvAILziTdWm1jRdNDdOgDTJsnGj+cThd8VQXX88nWe0Pn1GQPlCSZ3vBmpnNH2X7BEM991eP4zQ/v5L7bjjaeGxqmbJ4lAF6+mLeO+H2nrljn+2lX+oHdTIbC0SOEd+8GrRYPQYl0ZcduiqOnsFMLFW4GTwhuOnSCx27fhNyoMKE8KFbnqni2RerYXmIbd9W0fsGvy/j93Ud47CPPQ7NqBwfrSTvBOCE8ZicfIppYjxGu5p8oFm1+8ev7ecLjL2D9unUszPtE6c3cEC2tvcIKFkIwlzuGroWJBJb5PWpxRMQjQ0xlDtbNCwb49ffv4K6bD/KqdzyNgQ1ddcfVFFUhbc9ge0U6jRpvVkukKxo9xgamisf8LgiL0gYItwLEBS9Lyp31ydZVtU4VlUyfuoF5ZwKzQbrT6YojLGacEXq19Q3Ln7vVIfJemqybPP1F66ToecJjyj5BpzqELtdoaFm6tgm1DwmJBXuiagywJuArhGCmcIyQlqgkW1+hd0hL0B0b4C3XPp/ZiWRrgbcmBtdZd0GMZzMcT85zxfpq69bNZsnccw/BnTtQwo1r1JVAgMjO88g8eC9Oejnw5Clw44FjdISDXLB+seijDQVLV8hzLOYP3UWgs59AojGJ0G/uOIiuaTx2dz+Fher2L6vhhqg4RnjMTuxFlhXinRurxi5awT/5mV8S+cpXvohicYFk8nhLr7ntWMFCCBayJymYSXpiW5tW33WE1iFJShUIr9y8n3j3j7Btl3/+jxci11q/jhWcsWaZt8foD26pX1Zbuin9NuWdjBUOVfL0tpHC1AiEi16OSesYvdqGpdzfJd1X6K/LAbrVISbso629crcpjrAZs4/QofQRlJvcS5JKv7aRGWeEvLdK91WD3GhPeExYR9GlIDGl8gG78sHmk7ZvIu3MkrRX8PSeRqoZsAS+s4UTOJ5Fd7AsWF9H97d/4HWsP2eQ9775k+Syy79Tu66HRTnrACwUwS2nTnHp4Dq0sgvqLCyQuftOglu2YAxWF2vUAi69u4fI9nNJP3A31tyyr/GWwyewHZerdlbnmLbihnCKOeb33YGW6CIyvLWkd21dhCJx4OQ0x8fn+NvnPJ3U2AGyMydx5fYrjGq5IVzXZmb0PlzJpWdgT0Oy9anpNDfdcpBnPPNiztl8GfncNPNzB3FXVF+t1gr2hMds+gi54gyDXeejaNWBx1quiP6OXf5NmNqHW8YZUb6J56bTfPZ9/8euizbw0jdfXVuJsrmFECTNCb9bbXhncyKiEgh36cOElCij+f2VwCfLp+WSyLkpJqyj9GjrCdejvlwEqdJ5RJVOOtUBxuzDNTsGr1ZMr8CodYiY3EVCbY2BMCCH6dc2MWWfJO3Ot14h16QoxREW49ZhVEmjV6tswVTvYabKOkOB7STtKeassZZzuJsF3TzhMpU/gunmGAjvWH4rqKP/5Vfv5hkvuYIfffWP/PmWO5nKHmzc4LQFd+PZA+AyV8NNp04Q1nUuHhhC2A75/fvJ3Xcfod27MYYquRxqpaqVg6He00d09wVkj+wjc+BBPNsia1rcduwUTzx3S2OdVrghhPDIjR9n/qHbCfWuI7p+e8v8Cr/40z4u2rGBC654MoX5ceaO3oVj1s49bSUnWAhBLjfFxPE/oelheobORypv+Lnix160gr/7/duIhA2e85xL6R+4GMc1GR+/g2Ix2VD/ZlZw0UwxOnc3jmsy2HUhqtJ61ocsyQx0nIumBhlZuIdssbprBcAff/UAv/7+7bzgNU/g4hLNZpUoCpZbZDy3j4w1w1Dk3GXe4WZWiar6jTON9cS1Xkbz+1mwVgTD2nRJuMJhyjrBjD1Cv7aJiJJo6fhF4IopXfSq65m0jzNjj7bUwbieeMJjzplg3D5ClzpAh9oe70pQjjCobSHpTjHpHMep19J+xYOklgghSDuzjJgHCMnRCvBtxZ2jyQbDgZ0URY5R88Ayw109aQK+eTvJqfT9SEgMRnaiyI3X71/XyT/9+/M5+MAIX//4dQzGzkWSFE4l7yHrrT7V86xbwAB/HjuF7bpcEe8gfcuf8DyH6BWPRutp3FetnmiJTuKPvAJJUUneeSv5U0e57oEDrO9KsK3fJ8tp5IYQrkthepT5B2/DTM7Sed6jCPU3ySVeIb++bT+eJ3jG4y+ie9ujCMS6mTlyG8mxA9jFbMvBOE8S5DPTzIzcQ2rmKD1D59PRtx1Jkluy3o8cneaOu47x3OdeQjAYpLd3Dx2Jc5ia3cv0zF6KxaTvG27BCvZkiYKZZGp+H5Pze+mIbaK/49zKzdsCXzD4lnBPZDN9sZ3M508ykdpLzpzDW6HHFz78c44dmOBt//lCugcqLUnLzTOTP85o9kFCagfDkfPQlRX+xBZAGPz2RcOhneTdFCOFh0jbs8vg1wIIO57FvDXOiHMARdVZb+wkqLRPB4qiENY7WR/cjYfLKesAC85UVSujRuIKh5Q7w4h9AEsUWKdvJ6rUSOtrQQw5yLC2HV0KMmIdZM4Z91vJtwC64BsxGXeeMesQKXeWQX0LndpgBfi2KqpqMBjYTkzrZbx4kOniiQri9LKBdXQR5J0UE7mDTOeP0RM6h77wlkp/eB2uh3d96iUIAR9583dxbNfvvh3ZSk98OzOZI0ykHiJvLSw/vFu8v6U1Id+QpL8CPgkowJeFEP/eaLyxYVj0ve01eMkcbiqNO5fiR29+G12dHTz5q19E7UgguaUfqOxtWXIX/1v22uJVfgcsxfgkF5xsmuL4CHGryAM/+Caf+dlv+fR1t6KGI8iSBhII10Nkszi5DHYmhTk/hRZNEOpZh5EopQ6V6SGXrVW+bqWugk+9+TmcM9jJM9/2FTwhcKwChekR8vNjqEaIQKgLLRhFC8ZQJQ1KpDWOlcfNprEKaQqZaVQ1QDgxRDjWjyQrSK6oqQsAFd/5/3/e7mE+9Z8v5jOf/T0//vFd/jDXJpceI50ZQ5JkQsFuDDWMoUdRVAOpRM7imkUsO4NpZckXZsHziIUHiYb7lyj6pFrcp271vpLcGtacK/CER9acIV2YwPFMwno3ASmIoUbQlADDG3v51I/fwKkjU7z+eR8hm0/5KUNekZjeS8zoR6PJjew0sSQdH+CEEOTcJGl7hqKbJax2EFDCGHIIHf+6gMDFxfIKmG6Ogpel6GaJqJ3E1R6MEqeBsFsHzXpS9HKknBlyzgIhOUpACmPIQXQpWCLSkfBwsUQRUxQwvRw5L01IjhJTuglKkTVjxbMkm7Q7S8adQ5dChOQouuynkCmo+OxqHrYwMb08RS9PzkuiSwFiandFsUXb6XwrHoKOZ5N2ZkjbMyiSSkiJY+gxDCWEIulIJV0cz9fFdHNk7QVkRSVu9BHVe1rq7wbwxo88j6c8/5G8/7Xf5Lbr91V8J0qujExxmnRhAk84hIPdGGoEQ4ugKgEkZK7b+5G7hRCPWDn3aQOw5NNeHQKeBIwCdwIvFELsq3eMmoiJ6FWPRg5FUONRlHiM1z756bznyqt49Ne/yFgm0xRkVwJ0LQAu/1yyHL768mfTHQ1z5avfgpPLwOINIitoRgg1HEMNRzESvSiGn5coL2LLKgD4CRdv5f+99um86eM/5k8Pnlg6VngexcwsdnYBu5DBLmbwHBvheUiygqoFMPQYWiBKINKNoVcGTaQV4FYBwlXf+f/++LUvYP1wFy9+yRewrDJgcD2KZpJicQHLzGCZGVzXRAgPSZJRJR1dj2BoUQJGBwEjjuxVrnFaALxirOlkyVu+LqaTxfFMPOFx9VMfy+e++RF+9oPr+eCb/5uAGiWsJSp94PXmX5QWQXhRbM8k5yT9G9jLY3tFBB4IgYxSAp8QASVMWEnUzSxYCyB2hUPOTZZANo8likucyzIymhQo5dOGCMtx/4F+OtLAsvWER95LUfRymF4BS+RxS28LEhKaZGDIIQw5SEiOV2Q5rIpEp8EbiN9iKk2B/BLQusJBCA9ZklEkHUMJYShhQkYnhhKu/UCqc75Pf+nlvPbfns33Pn8D3/jEdZVrr3i7EkJgOlkKbhLTyWHa/v4VwuPo9M01AXgtsqwfCRwRQhwDkCTpe8AzgboArMRjxP/q8f4/SkD6h5ETvAe4auNmvvXgfQhFVIBwMxHKChBeIZKict2hk/zbM57AI570FI5MlXIuHYEkSZUgVitDSl7+3FOWQa/Run+87yjz6TzPvPK8JQD2FP+GCcZ7CcZ7K8HUFUubQy67ZwUgea0GQaSa4PeNb9/KJ/7jRTztaRcsWcFQKmQJdBAMLOeoSq5PS7hkrVTNV/lvocrVIFxDD6Eo9UG4JIYa8btnhEAqAaYQguO3e3zrU7/jpW98EtPHCvzoy3+sce5KYxBWlcYgrKoVIKzJBgm90m+6dF281qkSF0HndIBYkVRiajXXdPnvVCHNHkawan4NWZKJKB1VZdV1dWHtgXdpXkkiFOgixIo6gpW6NHJF1bkOF1y+lVf/yzO47YZ9fPOTv6ucv8Z8kiQRCMQIrOirJ4Tg6PTNNddYCx/wEDBS9u/R0mcrlfsHSZLukiTpLjdb7bc5llzg2MI8TzynPhtWLb9tzTSuGnvAU+D3Dx3B9Tz+es9yQGe5gKFs8GlQVC7rKuG4Hr/40z4ee8FmehIttHop8xs1yglup2R4MRh3/wMj3Hv/SV70ossIBJato3oFH41eW2v5i1vhifCPbT1XcnGTL+ryP5+7gZt+/QCvfPtfc/nVu2sr1wxUWvQJ15Ol69JGlsTSsWeow3FNKffR1vtbY6mly6rPudVrW+f3Ol3wXb+1j/d89mWcOjrDtf/8vYrAbN2Us3r3ZYM99RfjvxNCfBH4IoDW1y0K+w6hRCMo4ShyNAKKzHXHjnDNBRcT1Q0yVllbc7ny9b6tdcss1Nlslj8dOs5Tz9vKR7/4dTzXQXKFT2sZCKEHY6ihaEXHAk8uc0OsQn504/285OqLefbjzuOLP/mzP6cCkiNwrQJ2IY2dzyAc23/tR0bVg777QYshK1rpGkh1reByixyoawV/6St/5HOfehnPe94j+da3bq34znFMLCuDaWXwXMsnvpdkFEXD0KMYSgRVWS4+EYqM5K4hmXiZzq5nYzo5LCeL7ZrgOkhIyLLK+9/8eT79vXfw9o+/iHe+9L85cO/JGnOtgSUM4Dh4ouTr9XJYpddJAFlSfF/som+4DT9rOSC1YxUvNvH0X/sLJQJ13yLVpMCyb/gMtBWq1kX4vl6Rx/IKeLilBjW+CyKgRzHkUPs9Ntp5qJV+JyEEjrAw3TyWl8P1HJ+IX1FRZR1DhNGVMKq8wi1TB3w7e2N84MvXYBYs/u3VX6OQW87+aAV8Xc/GtLOYThYbu2HR0VoA8BhQXks4XPqsvsgKkqZhz8xhHjmBly+i9ffyKz3CP178SB6/cRM/O3SgoRui1nf13AFOJkVxfBRraoLvx1U+8/Y38YgdW7nn+ClAAsfFyaYxJ0ZxCjn0eCfBnnXoHd2VPsYW3BDlDwuhSIzNpLj1weM8+8rz+OrPb6eYz5KfG6UwOwaSjB6MohlRVCPsW+6uwLHyFNLTzBUy6HqEcGKYULwfpcw0F4pUwzVQWzxFQnYF+w9OcNMtB/nb5z+Sn//8XubmkmSzE2QyY3iO7ft69SiqFkJW/BvecU1S6RFMK4MqaUQXA3A10s5OxxXheS5Za4Z0bgLLyaGrEQw1jKYEkVT/N3KFzWx6jGte9E/8zy8/zfu++HL+6XmfZOJEjTSg0wBhIQQ5J0nanqZgLaDJQQJyCE0OIMsyQoCHS85NMmeN4wqbqNpFTOkisLJ5YxNp5p4QQlAUOdLOLDk36fvk5SCGFPR9zpKvS9HLknKnsT2TsBL3A3BydM0CcItieQVS7ixZdx4J/yFkSEE0KYCsqXh42J5J1hrF8vwGqHGtt+QjbwCuqwBex7NI2zOkrWkEHoYcxlDCaHIAqVRkYQuTXHEMy82hygYxo4+o1l23kjUcDfDBr76KaCLEO176RWYmWksxcz2HbCkQZ7smhhZG12P+/m1w3msRhFPxg3BPwAfeO4EXCSEeqneMsXFY9L/nTUtA5RVs7NFx7JPj7P3Cl7lnaoLX/f43/vynkQ3hpNPkDu3DK5oEBoYJ9A8RC0W56Z2v5hf37ed9P7m+6hjJcinOTVKYGsErFols2E6wo395I68iGHfZ7o18+p+ewz996PP88Ce/JNQ5SCQxjBaIVIxbebwQHlZyluzCKGY+Sax7E7GO9Us/aMNgHNQMyK0b7uSrX7yGH/3oRt79rmsJhXuIRocwjDgra0XKLVwhBFYhRTo7Rr4wSyTcT2f8HJQaPqB2gnJCCJL5URbyIwS0GHG9n5DeWU1aswIsuwaDfOL7b8JxbF75rHdhz4ZQ5Ro3VRuBOSEEWWee2eJJNNkgpvUS0TqXApl1p/As0s5sKSKv0autX8qEWI0sgnHByzJjn0IIQVztJqp0NW1U6QmXjDtP2vXT6Lq1dfULQdoQyysya49gigIxpYuY0o0mGw3dC0J4ZEsZJZZXoFMfJKZWExK1C76uZzNrniJnLxDRuojpvb61vThvDStVCEHBSZG2psm7aeJGPx3BdRUPBSOo8eFv/APbdg/zb6/+Ovf+6UjlHDXm9YTHQnGEVH6ckNFBLNhPUEtUuR2uu+8DZyYLAkCSpL8GPoGfhvZVIcSHG41fCcCLgTghBP924WW88KJL2PX2f0Js2IBc9tqwEmTrAbBwXfInjmKOjxLavA2jfwjZKwW3XPjoc5/M43ecw5Uf/SJm6QZcnLMcxKzUAplj+1CMAPEN56IYpWhuGyAshKA4PcJPP/EWTMfjFR/6wVIBReWx1QC8tIYDtpVnYWIfwrboHDwXPRCrOq4VAM7nZnjdP17Ji1/4VF55zX8zMrL8hF/p4qjlYpBcgetazKWOUigu0BPbQjhYGRxqFYBNO8PMwgEUWaM7ugVdDdYd689beYIbt/Vx7bdeTSqV4YVPfS1uMkjM6K++wVsAYcczmS6ewPFMegKbCNZqie40dhcIIcg4s8xZo0SVLjq1wVW5AzzhMmuNknOT9OjrCHntW7JCCApehhn7FIYcplsbXlVmhBCCpDtF0pmiQ+0nrvQg6+1RrQKYXp5p8yQSEr3GRj8zok0fulCUpQdkROukyxhGXvlAaubjVxQcz2ImfwzLzdMb2kxQi6PpKu//8ivZ86jNfPTN3+XW6/ZWrl1j3oKdYjp7GF0N0xPdvMJFVzm+HgCvibNICPErIcQ2IcTmZuBbU0rVbZIk8duJUYKGwRN3nUfmtjtw7frkJLWq4lzXIn3fnXj5HIlLriAwUMlN6ynwk3v3EQsGuGpX49JkPdpB53mXoUXizD90G3auvbp44XkkTzxIbm6M711/P7u3buDC7bUZ3ZrxQ2h6iJ71FxPp3sD0qXvIp6eqxlQVZlTwRwjmU8eZmz3Id753D4WCxWtf9+RKHVok6lEUnd7OnfR07mA2fYSF9MkVQYrmAblscYbxhQeJhwYZSOxeBt8aY5fnrTzBE4emeM+rvkpnV5zv/uxzGB0OU7nD1T63JgGnIgVGcg8RUMKsC++uDb7QUoAupvWwLrgbW5iMm4faKqAA35oeLRxA4LE+eC4RtRNZ1yraybcikiQRUmKsM3aiShqj5sG2OSY84THpnaBAjnXh3XQEh1YFvgCGHGI4sIOI2sGYeZC8l2l+0KKoPrverHmKeXOUgeBWegIbVwW+4Jc2D0R20BXcwGTuEAUxx3s//3IuvHwrn3j3/7YEvunCJJOZA3RFNjGQ2NUQfBvJ2aWjrLH6XRPjTOeyPOcJT0AfHCB72514xcqNUy8bwrMt0vfeiRrvILL7AuRAbT/PHcdHGFtI8dxH1ImkL4oMkiwTHt5CeNNOFg7chZ1NtnZunsfC8fsRrk331kv4zd3HSGYKvOQpFy+NaZUOczEjQpIkwokhetddxMLUAXKpiaqMiFpzCiFIzh0ln5liYOgSLDvAN759K4+65Bwuv6xxeXYj0vZQoJPBvovJmjPMp49XjmsAwpnCFLPpIwx2nEc0MlQnL7M1ED704Cjv/fuv0d2X4Ns//zQ9Ax1MZg+1DMJFJ8tE7gA94c10hjc09NcBPgg3AWJV1ugPbCGgRBgzD+FKXsvVdKPFA0TVTnr1jXXdDeVgvPJvpciSQrc2TKfaz7h1qC4Ir5xHqBIT7jEUSWUwsBWtlnunTZEUhYQxQH9gC1PmMXJOC/5VVV2iFzXdLMPhcwmsfECqSsvgWy4RvYtzei7kQ19+LZdcuYNPvffH/P4n91SMqQW+ycI488URhjr2EAlUvv21A77wMClFLhdX9vjVkUNctfEcundsR183TPbuexCuWxOwF61g4XlkH7wPrbOL4LZtVTd1BXmOgP+7Zx+Xb9nAUEes6vtaEujqI3bObpIH78V1ljdxvbb1qfEDIDw6zrkQNBXTcvjBDfdx5YVb2DRYuyy0VZY0LRynZ93FLEwdxMwnGyuuSGTT4xRy0/QNXYxccqP838/u4fiJGV7/+idhGGVR+SYt7FfqqSoGAz0XkDPnSOeac8gW3TSzmaMMdOxZatxZd9O2CML77jnJv1zzFRJdUb75s48zuKGX2fyJGvNVHud4lg++oXOI6J2LJ9T0HPxxza3hLn0dQSXGROHIMoFMHSD2hMe4eZi42kOHPrDq4Fk9YI4H++kKrGfCPYanVo8rFyEE0+YJVEmnV9/Y/KHUSBbPuey8g0rUB+HisfrdhssedAvWOKaXZzC0vfqh1MrvVWd/BUI6H/3667n8yot49xuv5Yff/nXF97XAN2fOkSyOMtSxB12t9PO3u4/h4QTAZe6Enx0+gKGqXL15C8Y5G5HCAYpHGhMfF0dOIgSENq8A3zo5wT++Zy+u59W0guvlBAc6egn2DpM+9lBDdigzNYuZnCGx8Tykso33/RvupWDavPSvL6m9VgNZmResByJ09u9kbnwv7orUj/I5bStPcu4w3f17UNTl10fX9fjEp6+jvz/Oi198ecXxrbgiykFYUXT6us5lPnUM21m+oVZawZ7nMpU8QE9sK4ZWmS1wuiC8/95TvOsVXyIcDfDNn32cgc0x8nayxnx+DqwQgun8UWJ6X2UHBGgPhBsAsSRJdOvrAEHSLqMlrQHE8/YYmmSQ0Kq7iayVxLRuQkqcWWuk4bisO4/pFeg1Nqw+i6JJnnRQidJlDDFVPFb5trLimhbdHClrkv7g1vZdDlAXfKOJEB/91qvZffFGrv3n7/OnX5xgJnsEx/NTzmqBr+NZzOSO0BfbUdEzDlYHvvAwAOBalt69kxOcSiV51vadvi9r9y6s8TGchWWC83Jr081mKZ44Tnj37grAq1qr7JjJVJabD53guY/YjVo6ppV+ceGhzXi2RWF2dPnzcl2ETerkXuIbdyOV+cuEIpHKFvm/mx7kKZfuZLC7slqmfNzS/zf4dYQsEYr1YQTjJKdqt8MWQjA3+RDx7nPQjeWMi8XijAf2jvLb3z3I3z7/UWxoQnzejKxH1yPE4xuZnt9f1x88lzlKQIsRCdemRDxdED68d4y3veS/QYLv/uqzbLggjOvV9sGm3VlcYdMZqKoZ8qWV19qlsfWBWJIk+gKbWLAmq629EkgVRI6MM0/P6QBei9KtD1Nws2Sd2s0CHM9i1hyhz9jUkLS9ptSwdhtJTO1BkTTmrYma11AIj+nCUbqNDZUukFZdDnX2U99wBx//4es5Z8cAH3rjd/jjL+8nqMWIGn3M5I7WzfWdzR4lEuglqFdmlawWfOEsArDUpAPyTw7u5/Lh9fSFI8iGQWDLVorHjtUEpfzIMQIbNqIEQ2VzNF7fU+B7dzxATzRck6aynmUqyTKxTbvIjR2r9jMChdkx9EgHRqw2oH3rN3fheR4vf+ojm65VpVONezzRv4N8ehLbq2zz4ylQzM/jeTbRxPq6dJWf/9IfyBcs3vKWp1B+77frigCIR9fh4lI0k5XjVBnHNckWpumOl651PVA9TRA+eXiKt77g8yxMZ/jyD/6DRz2lOtAqhGChMEpPZGsLPt82QKgOEGtygA69v7IHXZksWBN0GcN+IGcVFXbtiCwp9OjrmLdrN0hNOtNE1M7W85nbBN1ykSSJnvBmUu4MXo1gZdZZQJZUIlrZvXQaVi/A1t3D/Nf/voF4R5h3/92XK8h1OkPrfX4Lp5qL2XJyFJw0nZGNzdeHltnQzroFXCFloPx/B/ehyDLP3LYDAG1dP04qjZtbLmMWCnimiT0zjVFq7NlqaTL4RO0j8yleeOn5jfVawROsReIouoGZWiZ990qFC/mpUwQHlqkrV5YnzySz/OTmvTz90efS11k72t6OFawoGqFYP9nkaBUgZpKniCbWN7SqUqkCn//vGzhv9zBPf/qFVfNX6tXYFSFJEvHoMKncaNW4VHGSSLB3iUENOGMgPD2e5K0v/AL77zvBBz/7el70+idWfJ+z51Blg4Aaaa0stx1rGGoCcUzrJuckccoI6MHPrzW9HBF1xQO7HNjWGJBDShwhPIorSN894ZK2Z4hrDUjb10qv0jXSZIOgGiNtV3c1T1mTJPRSWmGrv0GD3/KKJ5/Htf/zGqyiw1te+HkeuruyilLSNGKBAVKF6lhG0pwgHhyoSitsp7S+ljwsALgWyJxIJblncpzn7jwX8COoxvAQ5shIZcPO8TH03j7kmt0YaqxV9pknBN+/4wEu2TRckye4kWUa6t9AYepUxWdWag5Z09AjifoHAt/49Z0A/N3TT98KFrJEtHMduYXRCovGsQsUzSThWJlPsY4V/Nvf7+XOu47z6n94PP39jZP2m7kiIqE+ClYKpyxQKYQgnR8nHqrxut/GZm00fiUIZ9MF3vPKr/HT7/+Ol775ybz7My8lEPL3SMqcIm6s8LW2Er0+DSBWJI2I2kHGqQSalD1NTO1pni+8EvhOA/wkSSKu9ZKyKztUZ50FAkpkOUd3DddckhoPp4TeT8qqTKs03RyOZxEOdLcOvHV+Q0mSeMmbruY9n30Zxw9M8Obnf5bRY7W7c8eC/WTNWbwy15UneWSLM8SCle3qTxd84SwDcDM3xP/u38u2rm7O7/NvFq2nB2e+0nflLCyg9fTUzAmuXKz6I0+BH939IAXL5iWXX9D4+BVWsJ7oxs6kEGVVE8XcAnq8p6R/2bmssIKn5jP8300P8sxH72aopzbgNbKCV4KwZkSQZAXHyi8dZxZSGKEOaJI3ugjCH/vEr/E8wdvf/tTTckXIskogkKDgLOd52k7e5ysI1smvbZW0p8F4qAZhx/H48D9/jU9+6Ntc/qTdfPyHr2dgQydFJ0NY76ieoNUUonb7f5VAJ2R0VXZhBopuhpC6ykq1eiDZwl9Y66AgshWfFUSOsJY4My6QBn7ygBLF8ayK9lQFJ0PIqK6IrCkNfrdwNMB7v/AKXvyGJ3Hdj+7iHS/7Esm5Ssu/fN+oso6uhCkuuiEUCdPJoKvBiq4v7aSb1UzJLMnZAeBG17QMSH9x+CAF2+ZvSlaw3BHFy+UQ7jJNoZNJocZWOMWbnFVFuljB5Of37+dp5+8kEQpUfV9PZFVDNgyc/PKPaedS6DU6FNeSr/7ydhxP8KpnXrr0WSMruJkrQg/EsArLeZVWMYUeqKFLHfCansnw2S9czwXnr+fZz64s2GnXFWHoMUwrvTTOtNIYWindr95mXEMQLr+hAmqEr3z2e/zr33+Nrt4Yn/7Jm3nKM55QHVFfmrcFlwS0bw0DASVMkcLSeXnCw/IKGPLqy5ZXK6pk+PePt0w0Y3o5jCYNO9tbRG0pb1qSJAJKZLm7hapQJI/RzA/d5LfafO4Qn/7Zm7nksdv5/Ad/xn+9+3+xrUpfc62Am6FFMJ3M0h4r2pmllEloz0XWCHzhYeKCgNoAk7Esfn30EM/YtpOgqiIpCnIwiJvNIWQQxSJIEnJgETgb94urJZ4C3/rTvQQ0lb991J6a3y/JSl9wOI6TSy997uTTyNHl7IZGVvBsMscPbriPv75sF5uHq3leF8fV1XtlWlowhlVMLx1nFTNL5cqNKuT87/1///q6B/nz7Uf4+1dduaqsiEV9DT2GaWeWxpl2FkMv28BNNmXlnO2DsL+Gf5yhRjCdLPfcepjXP/tTnDgyzie/9j5e82/PRtMbAEM71nCLQLzYqcERFqgqlmyjqaH2sw3WQCRJwlBCmJ7fW80THrZXRJeDTY5sIi2C7koxlDCmVFi6lpabJ6A0eBg0+X2e9pLL+a8fvh5VVXjbS/6bn337TxXfr3xQl0tAj2J6y7Em08n5HNWsLfjC2QTgEvNLTTfEYnGFIvj+vgeJGQZP3Vri8A1oCMd/VfEcB0nXT4snGODozDw3HzrOiy+7AL30o7RqBXvucisb4Tg1fdH15Ou/uoNsweT1z3v00mertYIl1ajwW7nCQVGWA17NfMyLIPwf//Ub8gWL97znmWja8kG1XBH1QFiRtUpdcCuDb9TZnO0G5Roc46+hoEgannD8aqqJFK/+mw/ynS/+gme89HI++X9vYtOOgbrHt8Wb2wIQS5KEIqlLveY84aBIWiVotQlcpyO+LqX9i4uE3D53xVroriooql7RgNQVTu1GmU1+k47uKO//8jW87n3P5t4/HeENz/40B+6rjNU0bCGvSMgr9q/nOSiyvubgCw8jCxhqA8wd42McmZ/jRbt961SSJCgFmwTVDPytWsErg21fufkuuiNhnnnhrqqx9a3gZV2QfX1Wjm9kBadzRb7+qzt49J5zuHhHOaNn5bh6Um4FS5KEKB8qBA19PXXmXVjI8f8+9is2n9PLq19zVaUuLYKwv3z571Bbl78UCJer4tgOn/jAt3jPq75KvCPEJ3/8Rp77qiuRG/m6VwPEDW5ysdRRpE7c4i8EyH7ftJImojEJ/xnRreI6SWXXBar2TAu/wWVPPJfP/+otnH/pZj73gZ/yb6/+OqmFyuYPzcAXSvfSSl3OAPjCwwSAmwXjvvvQA1zYP8jO7h6E44Iml46Tl/zBNY9twwq+4/goD45O8srHXIxc2ojNrGDhukuFH5IkIckKwmuvjfj3r7+Pybk0b/zbxywFv9qxghdB2POcipxWSVbwVtCqteqKuP3OY/zwx3fynGdezBVXbF2xfvOb1JM8ZHl5MUlSfD6EGtIuCLedoobnE+yXgpESMp5wufvmQ7zmGZ/g9j8c4FXvfBof+/7r2LC1Sdv2djtJ1ABiT3ilZpogoeDRwn5ZCXprBMqecEtNRn1Sd0+4lQ/OM7FunQeUJ9yl6wL4Xb8X8+ybXPNEV4R3fvIl/OsXXsH0eJI3PPtT/Pw7f64a1wr4gl+xWZEfrqgV1nmtY1YrZxeAVxLQlksZKP/owEMUbJuX7rkAN5tFjvjOeTkUwjNNhOM0B8sWrOAv33QnG7o7uHr31qqxtaxgp5BBDi/7qdRgGKeQrRrfyAo2bYfP/vhWdm3s56mXL1vflcevsPJr/Gq2mUUzIksAqRlhbDPbvH1RHRD+0lf/yIGDE7zj7U9tOzXNsnNo+nIARdNC2HauvrXcBgj767UOwj65e6lLsaqgKyEs1/d7phfyfPiN3+bat32PwQ1dfPqnb+alb35yY98wtN/OpwQ4nuJXSi5WdelyAMstNCxrrz9nDXBs88+SLHQ9AqqKrBnIio6juGfG8m7yVmB5eXRl2f+sy0Esik2v9ZOe+wi++Nu3cfmTzuWbn7yOt7zg84zUSDFrFXzB9z/ri52tFQVdDWHZuYbHLK9Vyy33cMuCaCC1wCXlFPnpof08a9tOOjo6lijxJFlGjkZw0unKOVaRkgbw+/1HODo9xz88bjk/tx6wC+Hh5LOo4eWgmxaJ42RbYHiq0FXiN7fvZ++xCV73N48mFKjN2drMFWEV0ujBZV30QAyzUK1Lq/nGtu3y/g//FCHgfe97dlv+YNNKYxixJZ0DK4JytWRNQbjsuKKdwShjz9IDcUwnVwF6f/jZffzDX3+cP/7qAV70+ifyhV+/lUuu3FF3bX+dNq1h/NxWXQsjaZrv95Q1FEnFbpMmci3EFQ6OZ1UE3SoyEdZCWnDHLIrp5DAWg26K4gdya1SkLcrG7QNc+z+v5S3/7285cXiK1z7zk/zP527AsSst1YbACzX3mGlnMIz40h4ztKifFdHgGH+t9sAXHg4A3EIwDuCbD95HUNN46VOfCiyDrBqP4ySTpc+qp2gnJU0I+NJNd7JjoIfH7Tinamw5eDn5NIpu+IG40hpqJI6VW6g5vp4VvLjuf3z3D3QnIrzy6e2npXmujWPm0EpZD0KW0INxrELSDw42o6ysYwVPTqX46H/8gm1b+3nTmxtzB/vnKPsE9GYKQ19kmZPQtQiWnVsKbLQNwqfhFy466Qr6QkVWUbQARSp5GdILef7zHT/gXa/4Mq7r8YGvXMP7vvhKhjbWzlBZnlBpGYwLTroysq8qBPQYBdYQ9FqUopOpatFuKGGK5UDTrpQDbhsperZn4uGiaeGl6xhQohScdNXYWEeI1/zbs/jMz97M+i29fOJffsQ7XvrFmoUVTa3eWv5b4VFws0tpkwABLUbRSvvUA2sIvvAwyIKoJbVAc9/MNH/ev49rrv6rJR8tgD44gDk2iljRJrxpMK5OYcavHjjIqfkkr33CpbWPK0lhapRAd2VlV6CzFys5h2uZ1Qes1GWFK+Kh45P87Ja9vPjqi9jQX6NIgPpWcG5hHCPeXeF31UK+28DML9Q8tlUQ/vPtR/nmd27lr/9qD894RuNSZYCC7d80elnamaRphAJdZHLLXAhtgXAN/ZbnqX+TOdjkrQXCRmVKXdToJV2cqHmD3vfnI7z2GZ/ky9f+ivMeuYn//s0/89r3PZtEVytdresDsRCCtDlNVO+p1EXvIW1N+ddjFeC1WknZ00S1yodLVOsmY8/W9nfWklUCboUoCml7lqjRW/EwCGpxbK+45C4yAhrP/8fH89Ub3sVTX3gpv/yf2/j7v/pPfvu/d1a5cFZj9S5K1l5AV0Jo6jLbmaoY6GqYrD1X85jVgi88HCzgMmkUjHPSSb7wi5+xvqOTJ5Va1wtFoCYSSLqOPTtb+qz62HasYMfz+O8bb2f3UF9dK9izLcy5KYIDywDsySCrOoGufgqzIxXja61TSz79vzdTsGze9pLl7IOVQLmyQk4IQXb+FJGu9VVZEZGOdWQXRlitLILw1791C3+67Qivf90T2XNeZbbGShBOZ0aIxav5J2LxdaSyY5VMaWcYhNOFCSLBHpQVqYGL5aauZ9e0lBzb5UdfuYlrrv4Yv/r+HTzlbx/FV254Jy9+45MIRSppCGvrWQ3EOXsBRdZ8/okyCakJXOFSdFe8bq8EtzUEZcsrUnSzRLXKB9MiL0OmBi9DTZ1OR0rXyBMeaXOSeKCyNFyWZGJGH1lnmic//5F8+ffv4O/++a958M5jvPaZn+TzH/wZmWS+4pimVi80dWul8mPEwytK5pX6HCenA75wtgF40QpuEowTQlA8eJjrpycZSae45oKLK4YENm6kcPTImlnBP7/vAKfmk7z+iZcuZSaUH5cbPYrR3Y9co7NqqH89+alTuFZzv95KK3ghU+BzP76VR527gSc9cluFTvUklxpDVjT0UKJal44hivmFJdL2dq1gf4yEEPCR//dzxieSvP/9z2ZwoHKtRRAuFlMUi0kikf6qTWgYcWRFrbCCfZ3WDoTLgdhxTVKFMv6JchJ5WSdi9DCfW84Prdn5YC7L5z7wU/7xaf/FPTcf4iVvvJqv//HdvOgNTyISa6FgYRFkZIn54ggJozrnWJIkEsYAc4VTzYNxtUB5FUA4XxwhrvXWLABJhIZYsCfxFLH2D4Aa7ppUcRxDjS4FvRZF1RRe8LJn86NbPsWbP/I8ZidTvO3F/837X/NNTh2Zrpq6JeBtAr45c87nnzC6K48DwoFuXM8mVywZeqp82uALZ60Uuf5GW7SCy8HJOn4ShEDZOMhX77ubSwaHuaDP38xCEWj9fcjBAMUjR0qfVc/brhX8uRtuY9dgH086tzIjwlqYpbgwRWR96fMV1XFqKEqodx3pE8uk7a1awUKR+NGND7DvxCRvedHjiYZqt4FZBFLHypOaPEzn0LlLFme5FSwrKh0DO5mb2Fvmf20fhAFyeYt3/+uPQJL4yEefRyRSqZuLy8zsQ3R3bUeukUAvSRLdXTuZT1eStvs6rQ0I+3OVyNbTh4kFBzDUcOVxpWO7whvJWbPkrTKO6ToW1NiJWT78pu/w+md/igfvOMZL33Q137jp3bzqnU+ju0mGCMB8YQRVDRIJ9NZ0UcT1PkCQMierD25F6gFzjb+Mt4BJkY7wuprfB9UYIS3OTK2OIquRBj5y08mRLI7TE1p+0wxFDJ57zZV87Q/v4i0ffQHphQKve8m/8ubnf4a9dx2vmmMtrF6hKLiezUzqEL2x7ctvbyuY/nrj25lJHcKRanNM193H/7/oiFHHCnZSaYrHjhM83ydb/8H+vSSLBf7h4mW+AkmSCJ17LubEGPZcpZ9mtVbwL+4/wNHpOd7wxMtQShae65pkjjxEdMvuhhVvPmm7WcGW1mpAzhOCD3/jdyQiQd7wt4+teTyA8FzmR/YS7dmEGqokuSkH4VC8Hz2UYGHy4NIDYbX+4LHxBd77/h/T3xfnfe9/DmoJIIUQzM8dwjBihMPLubRVVrAeIR5bz/TC/io/41qCcNKcxPUsOsO1G6BSqtbriW5lOnO4gg/BX7P2TX103zgffP23eO0zPsntfzjAs17xaL72h3fx1o+9kC3n1iZ2z9tJMtY0veHNZTd2JShJkkRvaAvz5ugyCcwZENstMls4QV9oS8Py5+7gRgpuhoxVxxXRTFoITHrCYSp3iK7QRjTFoHeog2ve8VS+efN7eNW7nsbYyVn+5Zqv8Jbn/ze3XH8v84Xqara1sHrB37/TqYNEAj0EjcTysSskaCSIRAaYXjhYxQW+GvCFswjAslI6gQbuByebIXf7vYT27EQJ+68oOc/iO3vv58nnbGVTwg9WCUUgGwahPXvIPfAAzsLCaVvBnhB88vd/YnNvF8+4YCeeZZJ88C4CfUPoHd0NOSIkWSa+9Xxyk8cpzIw1XrRKB4mDp2b47nV38+zHnldRIbe4pvBcZkcfQNEMIt3ra55bOQh39O/ALqZJTh9qPee0Dgg/uHeU//ivX3PRBRt46z8/xSc3nz+MaWXo7K5O3Vq5MeOxdSiKztT8Q2sDwiv0TOcnSeZG6OvcDWqDNuyKRDjYRSzQx3jywSoQ9tetfZMfPzjBtf/8PV559cf4xXf/zBVPOpdP//TN/NeP3sCTnvsIjKC/bsFOM5U9RF94K6pc54FdAipdD9Mb2cpE7gDmWqaClcR2i4xl99EZGK7yQ68UWVIYCG1jtnCCrD3ffPJywG0hG8QTDuOZ/YSNBE+4+rG874uv5Ks3vJNn/91juOvmg7zxuZ/mnS/7Evfccth/OEW2kjXnWCiMtga80LRIohx8Z9KH8IRLZ/SchscKVaYjthEhXGbKQHi14AsgrSoJ/DTFOGdIDH3odXhuSXGvTNHS/1sT8xTufZDguTvQB0sOetf/rkcPc/PLX8VPDx7gnTdcB4BU+s6ZniX3wAOEdu3C6Fl27C9+X16QVdFKTVR/JrvwvVe/gJ5IiMte8g+IRDeh9ZuRy/SVy+com1v2wMlnWThwN6GedYQG/eaG5ePL16rUS2DoKt9738uQJHjhe79JscTiJIom86fuR1ENOtadh1xWf7yy2Ewue1NyHYvZk/egGWE6+nciywqSW/nbyyuD32713pBLn73khZdxzSsey1e/9kuu/X9foa//ApQSXZ/kVR8nucvKCeExPbsP17Po66hs6b1ybMXnTu3PAYTjkcydIp2fYKDzPPQy14PUqFpSCBYyJ8kUpxmI76o4rnr92vOEIgZPfPbFPPWFl7J+cy/5nMkNP7+d737zB4w9ZBLSEnXnXCkZa5bZ3DH6ItuWj2ugfyvid34+SEdgiMRKHuSmxx2gMzBMTO+rtOBXKbZbJDiQ57kvehpPf94T6OqLMT+T4bf/eye/+t7tzE7WzqN3XJPR3D7Ceidd4QaNQlsEXgDXc5hOHUAIl/7EbuQG1K3lRoDnuUzO7UWSZHq6d1VwriyvU6nH9Te/524hxCNWjnt4ADAsAa9XdCg+dAh7ap7QBbtRezqXgcVdPqkPXPEEXnDuHq78xpeZzGWXABbAXUiRe+ABlGiU8LadyIZR8f3ifLUAuPxz4XmcH5D5wb/8E9f+7y/5+j2Hqo5rBMAArlkgdfhBhPCIbzoX3ah0FzQC4Yu2DfPFdzyf/7nuHv7zu3+gMD9GeuIwkcQw0f4tSzdEOZA2AmHPc0iO7cMsJOkc2EUg3LVqEC7k53jdPz6Wl774aXz+C7/nhz+8q/K8moKwYCF1jEx2nK7YZiKh/orMiXogDNVAbNo5ZlIHkTyJ3kR1w8TlOesDWbowyVz6GPHgIB2hdQ1bFdUDYoCdFw/z2Gfs4OqnX0EoHGRydJ6bfnkfN/78Po4fqN2SaKXk7STTuSOEtARdwQ1VREZL0gSYPeEyVxwha83SE9xERO9qOL5CSkBluXkms4dRZJXe0Oa617aZ9AwkeORfncPjn34x5+7Zhuu43HnTQX7/f/dw+x/2VxVQLEq5tet6NlOZQzhukd7oVgJlubqtlAWXg2+2OMNs+ghho4uu2BbkRtwdtYJtwmM2c4xcfoaujq1EQr2lNWrr8bAEYGAJhL2ciXVyHPPYKPpgH4GdW6C08SpApQSkw6E4N770Gr75wL188OYb/XFlVq5wXQpHj2KNjGEMDWEMDaMa4ar5aoGwMG3MqXGKY6dQA2G+9aF/5ZLN63nKf36N+Vyh6rhmICyEoDA5Snb0MIHOPsJdw2gl3uB6AOx/J3jbix7H8x5/AS98wwe4/d6HSKw7Fy0UW2FJV/6GjUAYoJiaZn5yP3owRiQxTDBQSXxdD4SFEBTz82RSI9jFNN09u/jIB/+Oqx63k2v/41f85jcPrNCjMQgDmFaGmbn9yEImHhkiFOqp8E82soaLVoZ0fpxccZbO6CZioVI79xoPjeX56oOW45pMZw5j2wXiwUGiRm9tRq4lHZbnstwC6eIUGXOKWKCPga4tPObqPVz5tPO56PItKKrC2IlZbr9hH3fcsI+9dx3HbWDRe8JhLn+KrD1H3OgnZvSiyrWDslXn4VlkrBlSxUkCapTu0Mb6LpAWRAhBsjjOQnGMqN5NzOirDG7Wkc27Bnnk43dyyVXb2Xn+JgD233eCm3+9lxt/cR8Ls/X93fXcDEIIsuYMs9ljBPUE8fAgAS3WkEio3N2QN+dI5cdx3CI98W0E9URbxRXLc/rfFc0kM/MHUBSDWHwdoWBX1cNbKDI33PjuhxEAbxoUA//yKtxUFns+hzOXxF1Iow32Y2waQilx6ooaVusiAEuuxLVPeDJP37qdx3zjy8zm8zWtXDeXwzo5gjkxjhqKoSYSqNEYajiKpKr+MZ6Lm8/hpNM4mRT2/Bx6ohtjYBgt0cmWzk5+8oaX8qO79vKBn95QWn/5fJoB8OLnrmVSnBkjPzOCImsYsS7UUAzdiPpBPUkGx8U189iFDE4mhWSlue67n8EwDF74r98iX3Sq16QxCK8EYMkTeJ5DLjVBbmEUz3EIRrrQjRh6IIaiGiiejMDDtU0sM42VT1PIzyLJKtH4MOFoP6pQ0DSFD73vOTziok185KM/54Yb9lWttVJWgqoQHrn8DJn0GJadIxTswtCiGHoUTQ0ieyAQuK6FZWcx7SyF4jyeYxMLDRANDVR0KwAagrCvQx2LSwgKdop0YYJ8cZ6Q3oGhRjHUCLoSRJIUQOAJB9PxGziaxSSmmydq9BAPDFRwGoBfvXXFk3Zz2RN3cf6lm9ENjXy2yP23H+O+Ww5x758OM3K0OrUK/EyBlDlJ1poloEYJqFEMJYyuhJceVAIXyy1gOlmKTpaCkyKsdxI3+iuqAE9XbNckbU6RtqbQ5ABBNYah+rookkrPQII9l27hwiu2cNGjd9Ddm8DzPB64+yC33bCP2647wtRo7W7Mi9KSfxffGs7YM6Tyfv+2sNGJrkYwtAiq7PMue4qM7Rax7AymnSVnzqEqAWLBASLB3ratXqjt7/WES7Y4QyY7ju0UCAe70fUouh5FNUJIksyNN/3rwweA1c64iD/lCuRYGDURRYrF0fq7kBZftcp8rKKG73YRhDdGOvj9i/+Or99/Dx++5Y/+uDq+XuG62HOzuAtp3EwGN5MpMakJJGSUUBg1EkOJRNG7elDK/JKyC+/668fxokvP5zmf/jaHp+aW5i0fsyQNQBj8m9xJzmNnk9i5NE4ug3BthCeQZBlVC6KGomihGIFwFxfs3MxX3vW3/OrP+/nAl39be01ad0X43y9btVYxjZWdxypmsIoZPNdCCA9ZyCiqjm5E0YwoAaMDI7D82rfoDzYMlY984G84/7x1fPBDP+Wmmw7WXGul1LJunWKOfHHev2msLI5bRAgPSfhlxLoWxdAiBPQ4ASPhs9A1sCRXaw2Db0nmzXlMM4vpZLHdAqL0I8qSgq6GMZQwhhYlpHciS3JD9wRAIKRz4WVbuPix27jo8q0MrPfdAqn5LA/dfZK9dx7j0P2nOLJvDLOw3KLHEy45e8EHfDeH5eYRwkPgFy1ochBDDRNQIoS0joaW++mKEAJTZBjakmDbnmHOv2Q7F196HsMb/NTQudkkd978IHfdcpD7bj5JLmU3mbF14AUqLFYhBEU7Q9FO+dfGzuIKGyH5zHeqYvgPTy1CUO/A0MJVc1Tr0jr4+p8vz2VZOQrFeSwrg+nkcFwTITyOHb/u4QPAxjlDYvgjr2Mxk6OWL3jxv82s4I898a/4683beOw361vB/liWjmn0fS1fMECHbvCbf3ol+yamueYrP6o5ph0QXjm+mSviH591Oa96+qW8/TM/5w93H64zR3uuiJXA2NQfDFWAtgjCgYDGtR9+Pjt3DPD+D/yEW289XDGuHRBeqUejsUvfrRKE/XlbDHI1madSn9bm7B/uZM+l57D74k3sfsTGJUB2XY+Ro9OcODjBycNTnDo8xejxaSZH5rHM2nmoZ0JkRaZvqIPBjd1s2NrHhi19bNg+wKbt/eiGbzAtzGZ46O6TPHT3cR64/RjHD062lG3TFuhC237edudoxeVQ/Xm9wqDK8Q8vF8QKAAaqMyJatII3RTr43Yv/rqYvuPyYCoBrMSOi/HPZhRc96nze8/SreNN3fs7vHjpSdVy7ALzymEYBOUWR+eo7X8BwX4IX/+u3mJrP1Jnj7IFwKKRz7Yefz/Zt/Xz4wz/jj6dhCdcD4XrjoQkIw1kBYmgdjAE6uiNs3T3MtvOG2XLuEBu39tM3XMkNMjuZYmpsgdnJJLOTKRamM6QWcmSSOTLJAoW8STFvUcxbuK6L63h4nt+8QFFlFEVGD2gEQzrBsEEkFiTaESbeEaKjJ0pXX5yu/gS9A3F6BztQy5jw5mcynDoyxdF94xx6cJTDe0eZGGkhVa0kZwJ0oQXgbTLXWoFvvbEPKwDW+rtE98ueihwLo8SjKPEIQir58GqkpDWzgv/98VfzrB07efw3v8pENrP0ecV4AMvFzWZxkxncbAbhOv73soISCvk+4mgUWV32J5aDoiYkfviaFxMPGjztv75BwXaqxrQKwkJ4OIUcXiaNnc/gOTaS67sgZD2AFvL9sbJm+K/ZrmC4N8G3//XFHBmd5R///Qe4JUBrxx8M1SCM6+HYBexi2ndBWP5rkyT5LghDi6IbMVQtuBzsaADCH/nA37B71xDXXvtLfvf7h1bo0hiEhRC4rollZTGtDK5dKOVb+sUTuh7x3RByoG6mwulYw74uZa1xPLv0apvDLr32A8iSii6H/NfbNvq6tQPGixIM66w7p5eB9R30rovRv66D3sEEPX2d9A52EQy2FpxrRRzbZW4qzex0itmJFBOn5pgYmWf85Bynjk6RXvD5F4TwMN08lpPDdHNLbZ9kSUaVAxhqBEMNo8p6+6ALbQGvEALbLWDaGSwni+vapW45st/l2IhiaFFUxajuoLMK4PW/qw2+Qggcp4hlZbCsjO+CQLB373cePgCsD/eKnn98Lm4qi7OQwcvkUXs70TasQ+3tRBLV+cGNrODhUIwbXnIN/7t/L//yh9/740rfCSFw5xawRkexp6aRgyHUWAw1FEVSNSTh+4fdXA43ncHNplGiMQIDw+jdfUiKUgGwjxge5Nt//7d86cY7+K/rbi2ttfx9MwB28hny06MUZ8aRVR01HEMP+KAvSRI4Ho5ZwMmnsXNpFM0g1D1MsHMQRVJ58qN28OF/+Gu+8vPb+MKP/1R7XVoDYccuklsYJZccByHQA74uihbwx5c2k13MYBd8lrNIbIhIfAhVC9R3RxgaH3r/c7jw/A184pO/5Re/uI+VshKIXdcml5kgkxnDdX2icEOPoqpBZCEhhMDzbEwrg2VncV2LaLCPWHgAXasuLDgda9gTHrniDJncmN9QVI2ga2F0JVQWhHOxSj5H2y4QNrqIBQaaRuSr9WwMyEII8naStDlJ3kqiK8FSQHAZ9ANhjVBMI5xQCUZUOuJddMb7iEc7UFUVWZFQFBnXFXiuh+t5mAWbYt6kWLDIpoukF3Kkk3ly6WJD90HRyZAuTpG1ZpdauBtq2O9tJ0kI4WJh+Q8tJ4umBIkHBogEelp7SLUBvLZTIF2YIFOYRJKUJV+vKvv3kpDBdor+72RlkGTFD9oG+1EVfU1dDg4Omay/f4XnohulIJweRELmzjs/9fAB4MDmIbHu31+znIJmOlgjkxSPTiAcl+CeHWi9pZzFFqxggPdf8QRevPt8rv7O1zme9COt7myS/L794HoY69ahDw4u5VTW8wVje1iz05jjIziZDKFzthHoHVq6qWQXPvycq3na+Tt47qe/w5Hp1gJyTjFH7uh+nEKWYM8Qwe5hFCNY85ilPGQhsFPz5GdHMdOzhHvXE+3ZxL++8ik88zG7eeN//pg/7z1Re13qB+VcxyIzfoh8eppQvJ9Ix3BF1+JaxwM4uQyZ1Cj5zCTBSC8dPdtQqAz2LIKwrqu87z3P5LJHbeGrX72Jb3+nsiutr5PA81xSqROk0qOEgp3EwgMEjI4qEFupi+0UyOQmyGQn0JUQPR1b0dTq9u7tALEQgkxhkrnscQw1TCw0SNjoQq5jtS9N4dlkitOk8uNIQqInupVgeY5qG1IOyHlrgencUWRJJR7oI6r31OTZKBdPuGStOdLFSWyvSHdoExG9u62HQi0xnRwzuaM4nknM6CcWWE6La5QylrfmSRcnKdhpOkLrSASHqnVpo7WPUBQc12Q2fYSClfQfwqHBpa4n9eYUQmDaftpi1pojGuqnM7ap6nq2a/V6nsN8+gSZ7AThUA/R6CCGES89AJbH/+GGdz18AXjRFyyEwBpfoHDfAdSuTgLnbatwBzSygnv0MDe+9BpuPHmc1/3iJxQOHsaZmCa4Y4dP1iMWXRbLhzbzFTvpNNmDDyGpKtEtu1CCfgS1ywjyqze/gsPTs7zsiz8sm2/5WHkJRD3yoyfJjx8nPLSJcO+GpT5y9QJyVXp64FpFUiP7cfNZ+rdcwHc+8hp6EhFe8r5vt+UPzqcmSU4cIBjro6NrK7Kiln1fK2Ws2ifsuQ7JuSPkMlN09m4nHOpbMcY/RlFk3v6Wp3D1E3fz45/ezec+83u8sjWKxSRz0/vQtBBdXdtRyzhY6/p5V+gjhEcqM0oqdYJEdD3xyHCVa6IpCAO2mWc6fQjhOfTEt2PUsqqb+IiFEOTMWWYyR4kY3XSFNq6q5bzr2cxmj1GwU/REthA2OlfluijYaaZzR9DkAL3hzVUVh62IJzwWCiOkipN0hTYQDQ+uCswtt8BM5jCecOmNbsUwqh/4jWTR1ZApTDKXOUYsNEhHZH319W1WCafKuK7FXOooBTNJT8c2QoGu0hrtgW++MMfswiECgQSdnVuXKkFr8WTXA+CzSsazyAexeL9IkoTW3030iZciqQrZP96BW6iui6/F6TBj5fjSfXfx1K3b2Tq7gHAcIo+9HH2gssKqgginCVGPGosRv+hR6J3dJO+7HTvlW9YL+QIf++3NPGLjMM+5+Ny65yc8l/TB+7GSM3Sc9yhCg5uWwRcqOSQasaTJoOgBOs65gMjwVsYP3skbP/oVVFXm31/3NLR6FsiKdJ3k9CFSU4fpWncBHYM7wVjx9K/Z5aKauEdWVDp7d9AzeD7J2SMsLBypeG31FAlPkXBdj3//2C/5/v/ewXOeeTHvee9yq/tsZoLpqQdIdG2mt3dPBfj667b2CihJMonYegb7H0HWnGNqfl81x0Qd6sBFKVgpRhfuJWx0MtR1UU3w9ddu0BQUf/9GAj2s77oYTziMpR7AwW7LwrPdAqPJ+5AlhfWdFxM2OkvnoNT9qydBLca6+AUYapiR9P2YTnOOifJ5XVkwnttPUeRZ13UxsUgN67VF0ZUgg517iIcHGE/vJWfWJjev0qd0zRc5G1L5MQY7z6cruqkSfJsR75TtAUXR6e3cSU/HdmYWDpLMnGq432qBbzI7yszCQbq6dtDTc25D8FUaAPtZsYC37dkteO8LEFBlBVP2mXl4BPPISSJXXIIc8l/XG1nBIRtufNmrODo7wwt/9dNS8Kq1jIiVc65MS7PmZsjte5DorgvQEp0oHnzjmuexta+bp3/im8xmchXHCc8l89C9SIpKbOt5SCxvltPNirALWRYO3cWzn/0sPvXOv+PHf3yAj3799zXnAMDxSE0cxMon6dp4UVVVVLuZEeVruI7F9Ng9GMEOOjq3Vt2gi9bw8557Ca/9h6vY+9Ao//RPn+XE8Qfp67/AbwpZY83ltVuzhMF//Z6Z249wbfq6dte1Psst4oKZZHLhIfoSOwkFOksn1Ua6WYOCjoXcKTLFaYY6z6+uRKuxhu0WGEs+SCI0TCI42LIOrUimOM1s9hiDid0YTch4wH+1Hk/tRVfD9ES2rN6FUQO8inaaieQ+eqJbiASqWz6tfMj5bGUHcD2L/sS5lW6DFizeRmILi4mZ+4iE++mIbVyhR+25F7IjZDJj9PddiKYtuxFXgq+qyrzlrU9B11We8PhdDx8LOKYHeNLQdl+BFVZwuRhb12Fs2UDutnv9dvRlUtVXzfOYuuMO/uM3v+SyLVu5erPP19vMym21gafe1UP43PPJ7LsPt1jAleG9//c7AqrKe57x+Kq5s0f3I1SF2LY9SLJSxZi2JA1+gXq0lVowQuf2S/jxj3/MF398I8+5cg/PvvK85flX4E42OYqZm6d708Uoqt6QOc1fa4X/rCZRu/9fRdXpHb6YYmGeTKa6Y8Aii9oPf3Qn//bBn7BlSx9f+cqbuPTSq5fAt9aay2u3bpnIkkJv1y5QVGbTR2seB8vWkO0WffDt2LUMvrBsTbWYd1rLKpYkic7IBiKBHiaT+6oDWyvW8ITLROohEsGhNQdfgGigl57IZiZSD+F6jQsjhBBMZQ6uDnzLz6vO9QtoMQYS5zKTOYxpL5cj17uWC9kTOK5Jf8fuZfBt4fdpFmQTioyqBhjovZBMdoJsfqr0XW2rFyBbnCWTGWWg/6KG4BuLBbj22hfwV1efx8lT9a39swLApufwxnMfW6858TJVJWBsXo8cj1DcX8q7rdO80zx6AkmR+fHsJIfn53jXFY9BkytPr7IDRfU0db9fBOHOLgJDG8ke3IsQgpNzST5zw5+5+tytFa3szblprNQ80a3n1U2VqgfC1S2IauunBsLEN+7mwx/7FLfcf5S3veQqzt+6fOMuzmMXs2SmjtCx6QLkMtamNQVhRaNnYA+puWPYbr7GOP/YG296iBe95B2EQyE+//l/4JJLNlWtWbfZZxsuid7OnRSK82St+vmpPmn7IRLhYUJGR91x7QLxSgDpDG9AkmSS+ZGGa8wVTqLrERLR4bZcFu1IJNBD2OhmJnukYaZDpjiF45r0RDY3Bt+VYNuG3gEtSldkE1PZw7iyVNe1U7TSpAsT9CV2+m80LQJvOxkOqmLQ23UuswuHsUU1LeniMbawmZs7SE/37iWXWa09u25dJ5/+9MvYtXOQD/37z/jmd26tq8tZAeCZQpbt8T6ePLzTV6KBFYwsCJ6/A3tiCme28oZaBBE3ncE8cYrQ+efiKoKP3PpHNiU6efn5F/rjykC7lv+42fflEti4EeG5FMdP4Snw9VvvZu/YFO99xlV0hIN4tkXm+D6iW3cjq2pd3uDq81z+31a7IQcSvWjhDt74vv9ifDbFf7zhGQz1LHdocGXBwsheon1b0IxwFVitJQhreph41znMTuyteQ09RWJ+9hCHj8zxujd/h6npNB/9yPN54QsurRp7utawLKv0dO5idv4gDm7N49K5MYRwiSc2NH1NBdoCmHIwliSJ3tg2kvmxCmuvXApWklxxlp7olur1TgPkaklXeCOWkyNrztT83naLzOWO0xvbtmw8rLEei9cmEh5EVQIsZE/UHOcJj+nUAboT21D1wJoAb709ZITixGJDzM7vr3kcwOzcASLRQQIB/x6rtU+vuGIrn/vsy4lEDN76ju9x/R+q5yuXswLAKbvA4fQ0bz73sch17OByK1jWNQK7NlM87LckWWkFF4+cILB1I3LQfyW48eRxbjhxjDdcchndQT89ZTWuiFpWsCTLhLfvonDqOMLzsCXBu3/0W2IBg3995lUUJ0fREp1oncuvtI3I2+tJozZG5QAXXb+D6dETvPFj30OWZf7zTc8kHPT9jWZmDg+PcNe6srnOHAhHE+sQeBTzc1U3i2MXyOVn6OzextR0mte/+dv84Y/7+fu/fxz/+m/PIhCopFxsBMKtWMPBQIJgoINMbrzqOCE8FjIn6U4sg0yzm3dJ2gQgoSioephEdAMLxfGaY+Zzp+iMbKxPO9lIhzb/ZFWlO76FheKI/9uv+D5lThAN9ftZCmsA+OXXYeUbgiRJ9MS2ks6P43rV5dU5awZVCxAJ9lR9VzH3aQCv/71/jon4Riw7h2mmK44FME2/sKIj4b+1rdyfkgSveMVj+OAHnsup0Tle/fpvsHef34zBa3ANz1IWhOBT+25kc6yHp6/f7SvSxArWhvpw01ncdKUV4VpFnOlZ9PXLr99CEXzolhsJqCr/fPmjq1dv1hmjiatCjcZQgiGsWd9ndGR6jk/f8GeevHsbf7VjI8HBDY0XOE1/cMVUikqge5D9Dz3A2z/7czb0dfDh1zwVRZbIzZwk0lPdobiZtALCtbIjJEkillhPeuGU/2HZmExqlHBsADQfZIqmzYf+/ed87os38JgrtvG5z72cDRsq+WrruSR8HZpbw/HocKkTs1dxXNacQ1dDNXOfF2/mtbaKo8EB8uYcNk4FGFlODsvJEw00Bpm1lGCJ6L1gpyo+9zyXTHGKeOj0fdDl59goc0RVDEJGF5lCiSu5dE2FDKncivPodQAArhBJREFUGPHwcP011gB4y/exJMnEIkOkM6NVx6Yzo8SiQ6AoNfy9QT78kefxspdewa9/+wBveut3mZnxU0MbgS+cxTS06yf281BygjftfixaHT9puRUsKQrGxiGsU6Olf/sWq3VqHG2oD0nToMyKPZaZ52v338Pf7jqPC/r8LgDtWME1QbrsWhrr1lMc9/16ngJfu+Uu7jl2in9/06tZNzxUNXcjt8Lp+oPDPevJzY9x14GTfPTb13PFeZt424sfh5VPEegYaNjafuVcS2s3AeFa83gKhKL9WMU0jl1qvKlICOGRTY8RjQ+XxkkVwbm3vev7xGJBPv+5V/DkJ5/HSlmtNawH46iKQb5Y6bpK58aIxtY1vDlhba1iRVaJBHpJFyobbybNKWLhQVC1hkC1liJJEvHgIOlCJUF81pwhoMXaJl1fCbbtnkc8OkS6OFFx/Uw7i+vZhIzOirGtPiDbAd5yiUYGyRbncN0yJjrPIZebJhKvfhicd94wX/riK7nogg18/FO/5dqP/xq7RC7fDHzhLAKwAD6+9wbWhTt4weaLfGWaWMFqbxfOXHLpI0nxy4zVvvI20ssg+uk7/8xkNsP7H/cE5JU14E2s3IqxNVwRWmc3djaF8HydbUnwpk9/CU3V+MjfPLlmO/sz5Q9WA2FkRcW28/z05r189Re389yrLuStr/k7ZFmpOc+ZAmE0BT2SwCwklz6y3QKyqqHplSTeixv03vtP8fev/Rr7D47zjrc/lXe+62kEg5VpW6uxhgGCoS6K5rIuQniYVnop66GZlQRtADE0BOOQ0UnRqrQ6i1aakLFs+dcCszMBzCGjk4KVqgjGFawUIb1+QHJNdSu7ToYWw/VsHHc5AFa0UoTKGgW0+hu06m6od6ysB9D1CKa17IYwzTSaEV7K9QWQZYkXv+gyPv6fL8K0bF735m/x81/eB1QaGM3krBZi/GnmCLdNH+f1ux5DRK284RZBuNwKVuJRvEwOIUr90YTATaZRErGaAJL1LD5y603s6e3nhefu8Y9ZZUBuJUjLqooSCOLmll0iR48c4cP/+0su3byel19xUc1zPlP+YC0Ux86nEYrE5/7vVn78uz/xT9c8l6c/+tya8/hznRkQ1gNximUb2Cqm0APxmqC0uFHn53P88zu/z9e/dQtPePwuvvjFv2PH9oHqtdq0hg0jiulklnS07ByqEqxZgtoqEK8WjA0timlnlkDPEx62k6/JZVG1dh3wWy0Q+mXEArfUjFQoCkUvhxFInLmHQJ2HkyRJS9dmUUw7jaFFW7Z223U31Dp+UQwjilXyAwtZomhnMIzl0vKenij/8bEXcM01V3LjTQd49eu/wZESoX6rwLsoZxWAAT720PV0GmH+fvvlQCXgrhRJl5EjIdy0X/QgCkUkVUYOrHhlKgPRnx8+wK0jJ3n75Y+mO7T6gFylIqVlorElkhoAO5/hxw8c4vf7jvBPVz+aXYOLfaIazNWiP7gZCGvhGHZ+WZd3fOSz3HrfYd79iifxmPPPqTmPP9fag7AeiGGZmaW1LDOz3AuvDgh7ioTnCb7x7Vt5y9v/B1VV+PSnX8rLXnpFVSVRM2u44mbSY5hWZknHoput6futd3zdce0AMYAioeoBJFnGkXzQs5yc3/GjQf+5dqQVkF4CU1VF12MUvTxCUfCEh+MUGjYlbVvayJowtMhSlohQZUw3hx6MNzympYdmA+BdnKNKl9KeWdxjlpXB0H0AvuqqXXzly9ewY9sA//6xX/Khf/85+bz/e9YE3ybnftYB+KHkGL8Y2cvfbXsUfYEVDStrWMGSpiIcB2SBsB0kvX5uK/hg+t4/Xo+hqLz3MY+v/v40coNlTUM4DkLxrXHhOoiAznv/73fM5vJ8/IVPJWzoVceuxh9cfV6V/5Y0DeGW3gwUCcsyeesnfsjBk9N89HVP46Lty/6rMw3CiqLhlXxonuJzR5S/vtXbkIsb+IG9o1zzj1/lhhv384pXPIbPfOal/H/UnXeYJFX1sN+q6hwn57B5ZzPLLjnnKDmLgKigKAYMqIhiFlDBhCiiBJEgOUrObGR32Zx3cp7u6ZwqfH/UdE/n6dldfvCd55kHtureW6eqq946de6550xpzbNiqgCEdV30kxBFA6qqpKxOTZURDcaiD2Wy/2RAXCqMRdGIqsogCaiCgmgw7tdog8mIJBpTy7Y1TUEQpKLFSIsPtm9haqLRjCooqeuoaDKSkD/x0P4Cb6ExBIMxYzm7qspUVpVzy0/P5Uc3nUV75whf/Mq/ePnVjfr+Qi6HT7MP2JAG1Ts2vYEkCHxr4TG6Unms4NQ2SYD0IHKh8OKMpOwOePjL6hWcNauNY1qnAPvJFSGM66JJpP7fG4/yvcdeorHcxU/OOT5v3/3hD87WJd2fpwkQicX5+p1P0j04yu+/eQ5zp44nzfl4IZw1OSdq2ZsKPqTJGzkUivGr257nJz9/itoaN3fffRWXXnIoYnZExoTWcNayViDpoJ/oIR0fY//BOHMqQkNIvzCFwsc+Nhm/ZyaVkmA/6Zh9vXI0yJ63+ZjBm7yXBEFES9Pm5JMP4T8PfYdDD57O3+59i298+yF6+0aBIi6H/x98wEnpjXh5cNcqzm1ZxNyyuox92S9kLSEjJG9wo5BaopyEcAY40iD6tzWr2OkZ4RfHnohtLBRqX6MiNEVBGHvABUHQlxyruj4fdvTwlzeWc+aiOVywdH7e8y7ZH1wChDVFTukCIIgSqqDiC0X52u+fxBsI88dvn8/M5qoiY+0dhLMBqApKRtIhQZRQUPJb/kVcEgDvvLedz19zL8tW7OJLXzqWv/71KmbPrsvpU3AVnaaAKMJY0hpREFHVrGXtJYBYb1caiCETLulAVlUlZWUKgpSTOCivFALzPgJa1eTUJK0oSHqNuTyxwfttAUaBa6LromS4YpK/U6kvwH0BL2QaE6oqIwoS1dVOfv6L87nzjhvoH/By7dfu55HHVqCqWnGrdxLX6BMBcPLFlm4F37X1HbyxMD9afJKuWB4rWBBk1EAI0aX7qUSbFS0WQ0tkBnHnA0dMkPnBm6/S5HLznUOLxwaXGhWhhAJI9vEJFNFhRw4m4//g72+v5P2dHdz0meOYsy/+4CzJB2E5EsRgdaRFRjhIRIJoksDQaJDrfvs4kViCv3z3AqY1VBYZKxfCEy3W0NuN94tHgxgsjtRYRpOdRGz8uuTIBC6JUV+YW37xND/+2VOUldn485+u4KtfPRGbLbfUejaE4/FgKueEJokYzE4SBVakJR/i/WkVp/oYRBRRRUHGYNbnIkwGG/FEaHLWZz6ZCJgF/uJqGJPJri/QMBqQDEZkJbpvuqRJMeBmSzwRwjhWMFOTRIwmB3E1d1l7zjH2A3iz7xlFCXPllWdz37++xIGLW/ndHY9x+VW/pL1jGJic1atKxV2On7gFnIRwWIly5+Y3OaiqldMKLFFWA2EEiwnRZARxrHyP24Hi0yefJnJFrBrs5oH1a7ly0WKW1OvB5nvrilAFFTkYQHK6Up/XBpc7YyJMFjW+99hLeMIR7rzsTFyWsQTWxfzBezEpBxCP+DDaXSk9jXYXiZBv7HgCvcN+rvvtf5EVlbu+dwFT6isKjpW33MokIByP+lITKJokYLa6iUfHr0tBCE9gDb/7/nY+/6V/8NwL6zj3nCXcd9+XOO64OXn1SOoSi/lTEyiQjIoIFX3BJfWejFVcCoxjiQAmo13/xDWIiCYzktFEnP0HvVJFURMoSjwjib3Z6CSa8BfpVVwmA9xsicpBzBZ36jqaTC6i8UDetqW8KPcGvADz5jby4APf53vfu5SPNnTx+Wvu5dEnVhAJjwKTm2grBt6kfGIAFsVcC/fJjjVsHu3j+4tOxCplLssURJCHRzFWZk7UGcrdyB5vzliFXBG3LnuX3oCf2088BYuhcHWBiVwRst+HaLMhpo1hcLmRRzOD/kdiEW545AXqXA5uvfjUieODs6QUCKtyHCUaxmgdB43RUUY86Bn38UkCnQOjfPn2/6IBf73xQqY27H8IqwLEwqOYLeMz2Aabi0Q8nBncXsgymMAaDoXj/OEvr/LVbz6IxxPi5h+dzR13XMa0aTV59BWIxH0ZIUSiaMBgsBKL+ffLp21m2+IwjsR8GS8DALPJTSQ2mgOvvYHYZCQa92E2OTNWSZpNLqIx34R995euyWsV12JomoLBMJ5dzGJyZcRv6+1L/zopuL8AeKuqHHz/B2fypz99jrJyBzf/9L/84ObHGRjwYza7icb8KNl1vaDI/VpUzZR84hYwjFvBKhq/+OhlGmxurm3LDEvTNI3Ynh5MrfXj7glRw9hST7yjB41MXzDkt2hDapzvvf4yU8sq+PahR+jtSoz9TZdYTxfm+rQlmwKYqmpJeD0ocqZF81FXH7968S2OmT2Nrx5/WN7xi03KTQThyFAP5rIaMI0PYrA5QZKIB8ZfCJok0NHv5drbHgNN4+4bL2JGU+k+YcgP4XQQx0IjCJKEMS2iRRQlrK4agoHcXAh7aw1v3dbHV77+AL+7839Maa3i73/7PN/+zmlUVIyHUclylGjUi9VRk/HQORz1BAI9aedZOoj3BsZ6sUaVQKgXpy3Tf+201eEP9RZ0QxSC3b5C2hfqxWnN0sVaSyA+hCKq+/14kHtNkuIP9uC0ZRZOsFrKkZUoUSX4sYLXYjFyxeeO4P77r+HYo9v45/2vcsZnvsV7H+wG9HtONFswWVyEggOZnffC5ZAtn4wPeGyGMZ8VvNbTwbOd6/ni7MNosZentsvDo4CGoaYio72hwolotZDoG8/uNJErYllPFw+uX8fVByxhaX1y2XDprgglESM+PIS5oTEDoqLJiKm2nmhvVw5cH125nqfWbOK6Ew7l+DnTyCd7ExmhaSrB4U5stS1jeurbBUHAXtNCcLgj6zx0CF9z22MkZIW/3nghc6YUj46YzORcwNOFo6IFJDETehUtBL1dekREdt9CN+wE1rCqajz/0kdcfvXfefypVZx84nwefOBaLr/8cCwWIwF/Dw57LdLY11TyIXQ6GgiFh5HlWNa5Tm7Cp1QYAwTjHgxGGyarO2N8q7kcTVNzVshNRkqBdPpfTIsQU4LYnbUZ2yWzFZu5gkC4f+KDlqJXAeCmi6oqBEJ9uByNaf0EMEg4XU348+SYzneMgvsLgFcUBU49ZQH333cNV111FCtW7uaqL/2DW2+7G4NZ/5pKdzc4y5oJjHbpL8pJuBwmuk/2CcCCINwuCMJWQRDWC4LwlCAIZZMdIwnh9Am52ze+RkJV+MmBp4wdRyaycReWmc3jxTHTcwbPaCW2ZXdqhVy65HNFaJLGb5a9Q7ffx+9OOhWH0ZTantM/jysisnsnpvp6RGNujK+1uZVoTxdKNJoD4Z89+zobuvu59aLTmFFbmdM32W784qRtLxAZERnsRjJZMbjLcnS2VjSQCPmJhbLSeI65I6659TFCkTh3fe8CFs8afwAK3UgZ/85z50RiHuJRHzZ3fVo7vZ/Z6kYymAl6e/LekEVdEhNYw8FgjL/+/U2uuuYfrPpwD1d//mge+veXOe+8pVRVT83pKxpNOJx1jI7uznPA5PmWGHpWAoxVTcHr24PbmZ6Vbmx8g4Tb3cJIYE9G0qCPSzRNw+Pfg8vRlLdiiNvRxGigc8Kk7XnHLgG42TIa6MRiLsNgsedcR5ejgXB4mFg8c9K0pJVvRcITjz56Nvfe+0W+970zGPYEuP6Gf/PTXz7Dzp07UNUEFmd1jq/XaqtCE1TCkcGc8Qrdu6W8oPfVAn4VmK9p2kJgO/CDUjsa8kQ5JLcNxwL8YfObHF03g1Mb24hu60Q0CJimNGSEpSUhbGisQnTZiW4er4JQiivihldfotHp4uajj8vZX8gVEfMMkhgZxjZjVt42ks2OpbmV0NYN+uKMtL4RTeH6h54lFItz1xVnU2635oyfI0UgLMdCBLt34po6N1d/SU9g5G6dy2j7RpSsl5MmCfQM+/jSrY8y5A3yx2+fX3TFXLJPxr/TdVNkPN0bKWualwptGm+n96uon4dveCeJWKggtPbGGk4+LL29o/zk50/zla/fz9Ztu7n55mt5+OFvcdZnFqdq0SWlrHw64ZiHULR4bbJJxQEXgLF3dDcmox2bNXcxCTBW6FJkNNyT67qYRKRFKRIM95OQw5SlvQzSxWJ2Y7dWM+zdXnCMfDrujZ4ROYA/3ENl5ey8+yXJREX5dIZG9Dp/JX2dFAHv4YfN4O67r+KWn5yLpmn8+GdPcd3XH2Tjph5kOcbwyFYq6ubnXYwiGEQqa+fiGdyKnOZiLHS/lvp1tE+/rqZpr2jjZudyoHDuuDySBG4+V8RDu1exabSPmxadhKHLg/3gOSnrN/v6CIKAdfFsEt39JAZLd0WsHurh7jUruWjufE6ZrifDLuYPViIRwps3YZ+3AKHIBJ61ZSqaohDt3JOzrz8c4vqHnqXaYefOy87EOHZDTTYyQlVkfDvX42iejsHqyNtPk/Sk7WZnBf6OzahCVkVhSWDQG+SLtz7Krp5hbrv+LM44Yhzm+d7s+SCsChre3s2YHZVYXdU5fmG9nYDB6sBdNZ2R3g2pWNz9YQ3rfcZBvHz5cq76wi18+8aHGRwK8M1vnsIDD1ybAWJJMlJVNY/h4S0k1FjRB3f83CcRBzwG4lB8hEB0kKryWQXTggqCQE3FHEYDXXknwQoBb7LwiydCjPh2UVM+J6/1mxyrvHwGMSWEL9K/X18I6S8oGZmh4U1Uls/CYChcrdnuakQyWvH49hQN1yv0+wmCniT97ruv4he/uAC73cxvbn+BL3z5n7z7vv6SUUSNoeHNOFyNWKxlmQOk3XNmaxlOdxMj/ZtQRHWvXA45+u2vopyCIDwHPKpp2r8L7L8GuAbAVONaMv++rwEgjxXgVNPMu+S22UIZT551Pfetf49f73hHb1ekiKc85CO04iNsS+djrNKtDa1A0c1kIU+TJvH4BZfS7HJz2n8eYGAsuY6QVfxTjUYJrlyFuakZS+uUCYt5KpEI/rUrsbZMxdLYklOy/oyFs7n9otN5eu1mfvjfl3P6J9tlSFIXRSawdS2iyYJr2nz9wS5S4l6Ly3h3rMZgdeFqmYOoZd4ggqJhsxi5/bqzOGReK3/+77vc/+KqjDbZYyaLYmqaxmjvFhLRANUtSzLK3ENuwU9N0/B2b0CRY1Q1H5CRFKdY8c+8kqd9YLQLn7edhvqlGIx6jpAlB07hqs8dyfy5jXi8IZ54YhXPPruWUCiGz9dBwN9DXf2BGZWZCxUJzZZCRUMBIhEPgyObqK1egMVcltUvd/xwZIRBzxbqqhZiMbty9u+LxBNh+obWUuGehtOem+Qot32IvsG1VJbNxGGvnbB9PikEIkVJ0D+4DouljMrymTn7syGvKHH6+tdgt1VTVjZtPENakRemwSBy4gnzuOjiQ5jSWkVPr5cH//MBr76+CTXtt1VEjeH+jaiqQk3DoswqIPnOSVMZ7P8IBJGqhsySY/knrfVtHzz+nbxFOScEsCAIrwG5S4/gJk3TnhlrcxOwFDhPK4Hojln12uw/XJ36dzaEZUUk1j1EcPV2br/hJj638GgueuNffOTRZ9GzIZz8N4A8OEpo5Xqsc2ZibGlAEIT8EE7bNt1ZwXMXf461/b1c8cwTqJqWAVjF6yO4bh2WlhasLeM+xQkhHA7hX/ch5tp6rFOmI6aZ1KIC1x13KF874TD+9NoH/PWNFTn9k+3SRYlE8G3/CIPNgXvK3MzPpWIQjiXw7lyLaDThbp2XU31BUDQMksgtV5/KqYe28fibH/Hbf7+Bknaz5oI9jrdnM2oiRuWUxYiSkXyROrkQVvH2bCIRC1HVtBBDWnHDfGDKd+yUpF4EKqMjuwkH+6lpPBCj0TbWb3y8Axa1cOlFh3Dw0mmEwzFeemk9Tz31IVu2foTf10VN7cKMkDUoHcTj+qtomkYw1IdndBc1VfOxWson7jgm4eAgQ55tVJfPwm7LDa3bG4lEvQyObKLcPQ2Xo/Rk67F4kP6hj3A7m3E7mwta8FD6J3c8EWJgaAM2ayUVZeMFPyeyrGU5xsDAOsxmF+VVs3PcXElxuSycccYBnHPOEqqrnOzcNcDDj63grXe2ZoBXlQQUOc7wwEa9MkfdWPFcmDC0TFMVhse+4qoa5iOa8+dPTn9B7DWAJxJBEK4CrgVO0DRt4qUr6ACe/6erSKQBNymJkExwzU5iI0Gch8zBVVvDiyddhy8e4dxX7yWhqRnAzQdhxRsk/OEmBLMF26I2fcVckXL2ABfNWsBtJ5zC7cve5a7VK/WNcZXIjp3Ee3uxt83BVKe/hyZT1l6NxQhu2YAaj+OYPQ+jfTw+VlTgV+efwjmL53LjYy/x3LqtOf2T7TRNJdLfRahzF7aGKdgapiIIAjnemyIQJq7g79pKzD+Eq2UuVlfmAy4oGoIAXz3vSK46/WDe/Wg3N/31BSKxRM6YEd8Aoz1bsTirKK+bPX7z5rkWqb5pINY0jcBIO4HhPbirpuMoz3zAJwPiWNTHSO8mJIOZqtp5SHk+adNBPH1aDRedfxDHHzsHURR5f9kOHn7oVV555QUcznrKyqblfcBLgXEiEWFkZCuyEqOmYi5m08SpJrMlGvMxNLwZk8lJZcVMDJK54PUoJoqawDO6i3B0hOryNmzWyok7ZUlCjjA4shmAqqo5+sq5vRBNUxn1d+D3d1NeNg1nWX4fdMH+ooCiJBgZ2Uo85qeyag5W63hE1JQpVZxzzhJOPmk+FouR1WvaeeyJlaxanekGVCU9/0Uo0Id3eAcOVz1llTN0Q6bYRGq2K05T8Q3tIhDopaxmJnZ3Q1HL/GMBsCAIpwK/B47RNC1/lb88kgQwkIJw1Bslsquf8K5BrNPqsM9vRRF0K+2Y2tncffgl3LnxLf6y5T2guCsCVUBTVWI72ont7MLUWIexuQnJpcem5oOwoAj84eQzOH3GLC5+9N98sGIlsc4ujO5yrG2zEc3mvIBN9s0ZN62NpmnE+/sI7dyKsaISa20zBne5ngcVkb9deS5LWhr58v1Ps2xXZ0Z/VZaJDfcR6+1CECWc0+dhsGQ+1JOBsKBALODB174Rg9mGrbIZi7s6M3eDonHeMQu48fIT2Nk9zLf/8DQDniCaqhL1DxEZ7EJORChvmofZUZHqky2lWMOJWAhvj/4J6CxvxuauS7klikFY0zRiES8BXw/R8Ajl1bOxO+vyHjOz7/iYlRUOzv7MYs464wDcbhudXSM88sj/+O9/n0dR3Dgc9QX9k9kwjscD+AO9hEIDuF3NuN2tOZM5xdwV2aKqCqO+PQRCfTjs9bgcDSmrfiKR5SiBYC8Bfy82axUVZdNyvngm46fUNI1AsAfv6B5stiqcjgbMJldJpa4UJUEw1I8/1IvBaKWqsi3D1VP0uAVcDOHwECPD23A6yznrrNM4/4KjWDC/mXhc5tXXN/H4U6tTy4aTokoCmqoQCg4S8HWhaSqVNXMxW1yTAm9Kt7E+8Yifkb5NiKKEo7wJi7su78v74wLwTsAMJKeSl2ua9uWJ+tln1Gptv7yExGiIyEiY+JAfxR/BNKUO64x6RLv+lk23jG9fej4nN87hnFf/wQ6/zvpirgjUsVjRcJT4nl7inT0IJgtSRRlSmQuDw6GXMVL1hD5qKIQ1nODVb9+ISTJw4q9+RrC8DEOZO6+VOxkrWFcS1ESc2EAfsZ4uUDWMZZUYnC4qKqp5+OtX01Th5vK//JsNO3cjhwIoPh9x3whGVwWW2iYsrqrxmz7rWS4GYcgEsaDon1FR7wDhoW7kWBiLsxKjzYXR5kI0WhA1OGz+VG772rlEYnGuu/mPLF+xAoPZjq2yCWtZLVJW+MbeQljTNKLBYUKebmJhLxZ7BSarC6PZidFkQ1AFQEOR4yRiAeLRANGwB1ETcLibsLvqU7G+KZnAYkwHsclk4JijZnPWmYuZP7eReFzmzbfW8MjDz7Bq9S6MRhdm05guggHQUNUE8XiQWCxALDKKosRwOupxOhtLBgxMDOVEIow/2Esw1IfRYMNidmMyOTEZHePVTjSFRCJELB4gFvMTiwdw2GtxOhr3ygIvJIoSJxDsxR/sRRQkLJZyzCYnJpNjDPACmqYQV6PE4wFi8QCRiBebrRKnowGLpXxCaE80EQowc2Ytp566gBOOn4vLZaO9vZf/Pvk2/3t5HeGohCSZEAQRVdSQExHisQDxWIBIeBiT2YXD1YjNUY1gKBx+NJnoBk1TCYeGCXm7iUf9WBxVmCxOjBYnotWKIIiseuJHH48LYm/EXO3UGi86BMllx1jhQCh3Ya4rQ2F8QkbNck+4jXZePOkrdIdGueiN+1A0bUJXRBLCSYtYHvYijwRQfH5UfxBkGU3Ts1KJdhuS28UBs+bw7LVf44PuTr7w3FNolAbYUiEMjFXy8CH7R5GDfuRggFqnk+fv/A1Ws5mzv3cL3f4wBocLk7MSKc3HlGHR7gOE03WTI0HiQS9y0E8i4kdJxEFTETSB2TOnce+tP6C+poKf/+N5/rdyd9Ex9XH3DsQASiJKLDBCPOonHg3oteU0FQQBSTBiNDsxWZyYrWWYLLoVNtmJukz9M/dPm1rNaacs5KTj5+J22xgc8vHSi8t4+pk32Lhxi55dDQFRlDAZHZjMTsxmNxZL2XiWs0n6jbMlH5RVTSEa9erAjwdIJEKpTGqiIGE02jCZnJhNTqyWioI+0v0hmqYRjY3qwJeDxONBPcexpiEIIgajdVwXa0VmLuh845UA3ZoaF8cfP4eTTprP1CnVxGIJ3nlvO/97ZQMrVm4iEvGmQCtrCTRNRRBEJIMZs1l/mVts5fpXxF5YvFD4qyFdfzkeIRryEEuMPUtyDE1T6Vz3/KcHwI5Zddqiv1yJkhb5kO0PzhcVcUrDPO485AJuX/8Gf9/2gd5uAlfE+Mbx/5/IH/y5OQfw82NP5HfL3uPPq/XJsf0N4ZztwLTych760sUEY3Eu/9ujDAVCedt9HBDOp7e+X8Ntt/Drr5zJwXNaePiVNfzhsXdQ0iCxvyGst81/Xxbzhe5PEBuNEocdMoOTT5zHIQdNw2CQaO8Y5u23t/LOO9vYs6c0j9u+wjjvmJNwZeyr7O84ZCgNuKCX/jn6qNkcfUwbC+brEa4bNnbz6hubeOOtLYRCmSsZJywH9DGCN2OsPBGqyx/5mCbh9kacs+u0hX++EiAF4UQe4GZbwQB3HHwhx9fN4tzX7mV7AVdE+rZ8EJ4oNE1QBO446XTOmtXGVc88wbtdHant+frtLwiLCsxvrOVfV19A32iAK+55jNFwNLc///cQliSRb1x4NJeddCBrtnfzw788z4h/fM61VAjnGx8+PSDW+2e2cbmsHHv0bI49uo2F85uRJJHOrhE++GAHH3ywk82bezJm2CeSjwPKn2YpFbigT6YdfvhMjjhiJnPa9IiNXbsHeeudrbz+5mb6+jPjpEuqwfYJgldvDyv+8ykCsLW+TGu95jiMZTZMFXbEMheSxZg3KiKfK+L5E7/MUDTI+a/9s6SoiBR4YzLyqO6CUEZDemkjDQRRQrLbkJwuJJcL0WrBJhh58sLLqLU7+MwjD9IT0FPj7S8Ia7KCHAygBP0ovgCqnABNQ0TkiMULeeDG69nRP8zn732CUDyR0x/2H4Q1VUUJBUmEAyTCftREDFRN/7w3mnXfsNWJ0Wjn1EPn8KOrTiYYifGDu57nox29BccdP+/SrGEAIaEhx8PEo34SSReEouq6SOMuCKPFiShKew9iKAnGakz3IcZifuREmPIyByeeeBAnnXAwBy2dg9FoYHQ0xKrVe1i1ag+rV+9hdLSkYKAMKQXKihInFtc/s9NdEIIgYjTax/yxzqILG/aXqKqs+8DjgTEXhH7/IkkYDFbMZicmkwuDwVLU72uxGDnggBYOPngaBx88nYb6MgC2bOvl/Q928Pa72+juyc12mA5eTVWIx0NjLgg/qjLmgpAkJIMZk8WFKTmfMOYm2hvwwsTw1TQVORZOudAUOQqqys4PHvr0ANg+pUpr+/5pRDxREt4Q0eEwpion5hkNWBorECSxqCvi2LrZ/PWwS7hry3vcsfEtvV0BK1hTVeRBD/HdvcjDHkSHA0OZC9HlQEj6phIKSjCE4gugeP2INiumliZmz57Ls5deSYdvlAsff4TYWM21yUzKpbfRNA3F6yPW2018aADRYsXgdCE5nEiSGQQBVAU1FOaYtmnce+M3WLN1B5+/8x+oZdWIJvN+hbAaChEe7CY60oNgMGKyuDDYXEgmi36jKipKIkoi7NcrLssJbOUNLDzgQH7/rYtoqHJz95Pv88BLqzKqRO2NNawkYoRGewl5uhEUTZ+EszgxJB8aTUNNxIhHAySifuREBKuzBkd5MyaLK/dcC12jfJKlm6rKhAL9BH09eqFKswuLMfkAj018qQlMRoWDl07nmKMP4Oijl1JZoYcY7to9yLq1Haxd28GGjd0EAvuQ71dRCIeH8Qd6iMV8KciaTPZUtIiqjk/CxeMBjEY7LmcjNlvNfvUFa5pGNDqKP9RLJDys+53NyUk4E3pZLIVEIqy/tOIBRNGA09mIw6FPlJrNBubMaeCAA1o5YHELc2Y3YDRKRKJx1qztYPmKXSxbsYsRT27S/GxrNx4LEPT1EAr066A1OzHZXEiSWY//11RkOUo8qoNZUxVs5Y04yhozYs9T57cP4JXjEULeHsLeHhBF3WixODGY9Em49S/c/ukBsHN2nbbkrssBSKgSqqwQavcS3NFHPJjAvXQaluaqoq6Iny8+i3NbF/HZNx/kw5EuvV0WhBODHkIfbkMwGjG1NmJqqtOXEBfxB2uqijzgId7Zg+zxctZnzuZfn/8Sz27fwrdeeUlvuxdWsBwMENq6GTUew1rXhLmuEdFsLuqOOGnuDH5/yRms3LKdS79zE6q7GnvrdESyVptNEsJKPEagYwvxgAd7RSPW6iYMFnuODtnnKEdDhIe7iQz3UFnbyG0/+jqnHDKXDza0c8s9L+ENRArrlTrHLNgpMoH+XYS8PVhdNTgqmjFaxybXirglFFkHdnC0G8lgprxuLiaLY58sYk1TCXi68I3sTi07tdgqcsLJsl0UqioTDg3Q2mzhsEMXcPRRh7JwwRTMZj0yY0/7EBs3drNpUw9bt/bR1TVCKY9dKDSIZ2Q7BoMFp6s4UJMWtKapKWDH4wEqymfgcNSXFDJWzFUQi/kYHt6KpqkZQC06nqbhdsPUqTbmzW3k4EMOZE5bK0ajhKKobN/Zz7qPOlm9pp0NG7tJJHJ/oHwuBjkRYWRwK4l4AIerEYerAYOleIieKkE8GiDo6ybs78fqqKGsZhaSVLxA60TgVZUEvv7thP0D2Nz12CobMaXl5U7Kp8oF4Zpdqx141+cAHcAw7guO9Y8yvHwXxjI7tgNnIVl1KzUbwlbJzNPHX4MoCHzmlX8QlGMpAKvxBOF1O5CHvFgWtGGsr9YPPEl/sBIMEdmwmW+dcQ43XXwpv3rvbe5Zu1pvWyKENVUl0r6bWGcntmkzMDc2I6pZP2oRCJ++cDa3XnAqq3Z3cfmPfklwZAjHzHmYnZlB9YWWLcM4hDVNIzrUQ6BzO9bqJhwN0xEkaUKfcPY5aqpCsHsnYU8PX7zqCn7wpXPxh6Lccs//WLm5M6NfMQhHgyOMdm/GZC/DXT8Lg5j/07kYiDVNI+jtxje8E2d5C66qqQiCOGkQx2NBRgY2IQh60hWjVFrMrT7e+LHCoSFGhrfictVwxJHHsmjhFObPbWT+vCYcdv38gqEYO3b2s3PHADt3DrJr1yBdXSMpAMlyDM/INuLxIFVVc7BYS19Jly6xmJ/h4S1IopHKqjkY81h9E4mqKni9uwiF+qmomIndXpcX5qIo0NBQxrRpNcyYXsOMmXXMmllLRYUeBheLy2zcuJPVqzeyY3eIrds8hMbKueccs+AyYI3AaCc+7x5cZa24qqZMWMU5n6tBVWRGh3YQDg9RXtuGzZW71LrYyygJ34h/EG/vZqzOGtx1M/Ww1uxxxs5l5YPf/nQB+KC7P5s2AZcJ4XhcI7C+k2jnEK6jF2Jw2/K6IhaWN/PQ0VfxUvcmbljxjL4vECfw3joMlW6s82ciGA0FQ9OSUgzCmqaRaO/hr2dfwJmHHc4Xn3+atzr01TUTQViTZULrPkLTwDF3PpLJktNmXInc/qDD4sxFbfz6/FNY1d7Nl+68l8FN67C1TMdWk7maqBiEBUUj0LGVuM+De8aCjOoZefvm0THbb5sI+xndvZ6FCxbwx59cz7SGSh7632r+8sT7JOTxzvnGDo50EezbSXnjPCyu6oLHSI1RAMJ6Hz3e09M3tmKradGEiznSdYuERhju30BZ5XQc7qZcwExiFZqoaKiqjGd4O7Goj9r6xRiMFkRRoLmpgrbZ9cxpa2Dm9FqmTa3GYtEfWkVR6esfpb19kG3bttDfH8TjkRgcDDA46M9rHZYimqbi83Xi93dSW7sIs9k9cacxUZQEAwPrMEhmKqvaMBrNVFc5qa1109BYTmNjGU2NFTS3VNLUWI7JZEidS0fnCDt3DbBlay9btvWxe88Q8bhMKDiAZ3gbldVt2B06+EqZSNM0lZGBzSSUMFV18zEWWZE3UUL0JBRjYS8jvRuxuxtwVek5JkoBr6ZpBIb2EPJ2U9E0H5OzIqdttlX9qQYw5EI4oYqEd/UT+KgD93GLMLhseV0RX559NN+YexzfXfkMT25Zhf+ttZimNGGZ3Zo/KgJKh3DaNqM3yBOXfI6pDY2c/8Qj7PDoa08KQZi4QmDth0gWK/bZ81MrzQpGRkBJEP6wo4cv/+1hej9chrWxFVtta8YQ+SCsaRqB3ZtRIkHKZx2IaDBm7C/WfyIIq3IC744Pcbgr+MkN13Lh8QewvWuIn/z9JXZ2Z65GSo4dHOogONxB1bSlGA35rbK9ATGKgqdvM3IiQnXzgRmf64VAHAmNMNK7gZq6RVhsJViak4Cxz9tOyNtNXeOSvIszRFGgqbGC6dOqaWmupLm5jKZ6B61TGrCYM2NnPZ4gwyNBPCNBRjwhvN4Qfn8Eny9CMBglFIoRDseJROLEYjLxeIJ4XNEr+KoqwcAgHs826hsOwGotw2iUMJkMmEwSVqsJm82M3WbC7rDgdltxOsyYTCHq6mqpq6+lqspJZYUDKS0sTZYV+gd8dHZ56OgcpqNjhD0dw+xpHyr6wojKQQZ711JeNRO7c+LEQJqoMdy3AU1TqapfWNANUyp400WRYwx2fojVVYO7JjcxEORGN/gGdhLxD1A1bQmSMfd3zXecTxWA3W212tK/fhYgxwrO3CYS3tmPf0M3FactQTRKORAWEfjXkVcyr7ye42/5Oj0mGeucKR9LfHBNTOXZK75IXBQ4978P44nqPs98EA6tXw8q2Ofp8J1seFr2PlGB0xbM4tYLTmNDTz9fvPthule+g3PmfMyuzDyz2RANd+8hOtJP2ZyDEA2GfQ5Tyz4HVZHxbFuFtayWU086nh9ddTJuu4W/P/0BD760OiOhT9Q/jK9jE9UzDsZgmjgJz2RBrGkqnu4NCAhUNi7IHS/tOIl4mIGOlVQ1ZsJ3wkm7pJQAY59nD6HgAPXNB6c+l7N9yKD7kXu7VuAun4LL3UhlhYPGhnJqa13UVLuorXVTVeGgosJOZYWDsjJbBgz3t6iqis8XwjsaYcQTwuMJMjAYYGDQx+Cgn96+UfoHfCWF3+WzcOOxIAM9H1LTsFhfDpwtaX28Q9uJxwLUNByQk3OklPI/E/l4FTnGYPsqXFXTsJeNJyvKF1YWHu3DN7SL6ukH5eQcKXQcVYLV931KAQy5EM5eoDH6wTZUwYDr4Jl5XRHVFhfPHPMlukYGuGTFo5MKTUv//4nigwHaYhpPfuXrbPEM89mnHs8bGZHo7SeyYweuww5DFNLTLe47hE+YM53fX3wG2weGueqOe+lct4LyxYfrs9BktgWQQwG8m1ZRMf9QpLSJislCOEfPrHOQY2GGty6navpSqqqr+f7lJ3DSQbPZsKuPX/zzFXb3jqDKCQa3fUB5y3ystvyJYfYHiFVVZmD3csqqZuT178FYWsE9q7A5a3FVtOZtA5OAMeQFsqZpDPauw2RxUl45o2BXT98mNDSqa+aVfDi7zYTbbcPptGAbs2JtNpNu2Y5ZuKIoIEoioiCgahqh4BCJRAyzuYZEQiYeV4hE44TCccKhGMFQjO6unfT17aa2/sAJfazpUlJMbpqEAv2MenZT33yIbtXm6R8NexnuW09962FIhrH5oH2ELuT6eONRP0MdH1I77VBEa/6vMjkeYWD3cqqmLsmZaJuouMCnDsCH//0S4ko+4Oa6ItS4zPCLa7AvnYW5viIHwgmPn0P8dh761s/4966V/HTNKwAfC4Q1TePYuMi/vv4tXtq1g+v/93yKmYIioMZi+N//AOcBizGUlY1tHx9mf0D4qJlT+MNln6HH6+OSH99K39AQrtkLc48lq3jXL8da14K1tmmfF2zk6Jl1HuHhbkKDnVTPOgRBEDn54Nl877LjsVtN/PP5Fdx5170omoi7abyU/L4u4EiNkwXiWHiU4a611E0/AoOYOzniH2knGhzWcxiXuLBsUjCGFJBlOUZf5/KC1l4kNMLI4GYaWg7LyaesH3f/PaOaptLbvRJ3WQsOZ25qykQiTF/3Kuoal+bNfDZZyBYVSWCodz2SwUxFTW5VDFVV6GtfRnnNLCzu0lJzTha86TLq3UMsOEL11BxOookwvOdDTPYyXDXTJzxe9kuiEIA/vm+YImIYi6U0SfodLeV5ApLbjKKKaDLgPGAKoU16uFl2BY3Ilk7ej/dx7/ZlXD79YE4be8DFPGWPMrblKRBZsJTR2HZBEHgjHuAn9/+LM2bO5vtHHJ3RP9bdjbGmOgVfIG9duezxM/LaZAdJZFXLeHdHO9fc/yS1LgdP//ommu0mlEg4p23UNwyCgKVmrN5b1q9dqM5c+rHyVdnIluR5WCsbEQSBaHAETRJ4ZeU2LvjRfby2ejvXnnM4T911M4cdmXm9JlNVQBOzfpP0cbKqcJhtZVidNQS9XTnVEjRVITDSTnldmz7xUmKRzeT1KLnq7Vg1BYPZgrtqGn5ve95mPu8eyqtm5oWvflxhUn/FRBBEKqtmM+ptR9O0nL6+QBf2siYMVsekxy7lWmT8ARU1swn6e1GU3IiIYKgfyWKbEL6l/H7FKp4k7x1nVStyPEIsPJrWT/+Lh30kYiGcYzUGi5XUSr8/6itdTG+qymmXlE8EwFPs9TRbMz8Nx4Gba2YYRRVLcxVaKEzCqwdoJyEsRMMkBkYxT63jzs2vsWaki18tPZMpY2kSk8DNV0suQ9JgPBGEJaeDu994jX8te49rDjyIqxYtBkAVFOKdXVhaWwuCAvYPhFe393DlvY9jMRp5/s+/ZaZVzGkb6evA0tiKZkgbTCSnxFFO2fs8IM7WJRvEmqi/nGw1LYSGOsfaCYwGI9x8z0tc8+M/4Xa7+NfNl/P9K0/AaRv3nxUrargvIHZUNOsAHvv8ST6EoeAgRosTozk3U9jHBWOHq4Fo1IOsRjMgFI8FkBNhbI79k3xd1604oI32cpAkwjFPZj9FJuTvx+meVGWxXCkA27xNDWZs9mqCvrFiC2PXVBE1At5OnAXcQ5OB7kTgTYogiDgqmwmOdObcY8GRThyVzWCQSgKvQRK54vSDePSXV/KDK04oqOMnAmBV0/he2+VIgpiygtMlCeF0y1iQRGwz64jvyVz6Gtndj21aNaLRgKypfGvlE8RVmT8ffj7WrEDxvBBOt4JLgfCYmKY1c+Nf/szLu3Zw81HHccbM2SSGhhEcViSnM6dfDrBKhbCQf58qwabBQS6/51EiCYVHb/4mR85sSe2X42HkUABzVW2qfYbshTWcLfkgbKmsQw77kWNJi1xAFTVefOllzv/BP3j4tTWcfdQCHv/15/nMkfNIj/ja3yA2OFwYTDYigcxojKC3G0dlSwk14CYP40JAFiUDdmddCjRJCQR69GT0BqkkYO0PEQQBp7uZgL8nY3so2I/FVp4q5TSh5APtJHVXJbBXNhPwd2dcu3jUh6apWGzjIV6l/h4T1ffLV7MwKbbKRqLBYT01QLK9kiASHMJWlZtEPt9vvqStmX//9HKuv/Aolm1s54d/f7GgLp8IgIdiHmY4W7i0RS87X6orwlxfQXzQn1HMMzHkw1RXkdo2GPVxw8onmeGq5pcHna63S7N4884plADhcYX0bYaqChJ+H1//3/Os7u3h9yedxmHVtRirq0qDKyVCGApCGGDP6CiX3fMYu3v6uOuKczlviT6Jk/B7MZZXZMwa7w8IT+SSEEQJo6uCeHA0tU2OhBBMJuKagTsefZvP/ezfdA14+fEXTuHemy5lzpTMr6H9CWKzq5JozDsew6kqJKJ+zPaKsb7FraTsY5eSyDwbyMlzsdiriEVHM9rGIqP5JyQLwW0fYJcuVlsFschoRqHLWGQUi63qYz12vutisrhQ1QSKPJ7dLBYZxWKvAIM4KehOZO0WS5ijiej5RqxO4hGfvl0SiMUCeu4RQ6ZBl32P1lY4+NV1Z3D3jRdiNhn45h+e4nt3PceAJ1BQ708EwCE5zBsDK7ik5STanJmfGMVcEbZKK3IggjYW5K/nVvBjrHRmtFsxvJs7N73JZ5oXcNXMg4H8EC7oD87jG852RQgGA6LNSsjv4UsvPs3uUQ/3XfMVDmzTqwr/X0J4MBLigltu54MtO/jF+SfztRMPQw76MTjdOW33CsKTdEkY7W7iEV/qfBJhH0abO/Ug7ege5ou3PspP/vES9VUu7rv5Mn509clUlWVO+hRLil0MxOnX0WR1E4/49fEMEJODGEy2jGKg4/33P4zTz8VodxGL+1HG7i9VVZATYUx5XCElS6mwzPqTzFYQBRQtltoWi/sx20pfqDGRFHoRZYsgCJgsLmLp0IsHMNnKio5fyu9VDLr6GLkvb5PVTSzmT/2++v07PnmafS4Wk4EvnX0Y//3V5zlq0XT++tT7XHzzA7y3fs+E98knAmCAf7U/ynBslO+1fQ6bZC7JFSFIIma3hcRoGIOkooZiCEYJg02/woY0oN674z1e6dnCjQtP5JBqHfKTmpQb+/9i/mDJ7UTxB/DJUa589gmGfaP8+8qrmVmhWzT/lxCOmkxc9es7eeLDjVx3/KH84borsZVV5G1bCoT3xRo22lzI4UDqfBJhf8YNrLslBF5YtoXzb/oXD736IacfNocnf3M1XzzrUCymtMT8RR7cYjd38sEyWl0kouMWSCIawGB3lfBgTh7GEwFZMphBEFHkKKqkvwwksw3NKE1+gm8fRRAETGYn8djY76QqyHIUo3nyNd/ygXYy56FJAkabi3giOA69aABjnoiRyUB3Ims331eTJgkY7C4Skcx7xmR15ZyXKAh85sh5PHnr1VxzzmG8t343F/7oPu59fgVRVSnpBf2JATisRPn9tvupsVTy1RnnA/ldEdkQFk0GtIQecyQqcURT5mdBEsIa8P0Pn6E9OMIfDzuPhrE3+4STcpOIjBDMRpB1XfojAc754feJKwoPnnMBzS79eP9XEBaMRmJylJufepXfv/Ie5x5zBA/d8AUqHbZU22wfcsZDks/S3UtrWDAZ0dTxuDBVkwuukw9F4vzhsXe44Ef38f6GPVx77uE8eevVnHvMAqS0h2xvQSwYjaianPrUVlUZMW1uYCIQQ+kwTtelkE6SZEQdix3XsnRJ6VQAaPsb0JJk1CtZoFvjoiDlxP1OpMve6JPvGolpuuj6yKmokFKv/95Yu9k6AYgGI5oyrouiyZDFmcMXTOHBn17Oj79wCn0jfq7+1cP84O4X6BvxlwTepHwiABYE/WHYGdrJY13/4/jaQziuZglQmj/YkBYQmoyGSA9NS0I4osT46vJHMQgSdx9xIbZSJuVgHMITTcoJoKW1aR/o43PPPI5Jknjo3AtpcIxNxv1fWcKa/kD8451VfOHnt9PWUMej111KW311/vbshUsiX5vsB1EATdDGj6WNbcvzACRv/J4hH9//6/Nc/auH6R3y8cOrTuLRX17JiQfNKmmiLn2svPuSVk+BZ2Miq2l8HGGfgJwRDgfkhLuUIKVAsaS/sS+d5L81MbfNvkrO+ReEU+Z2DWAS0N0f4M0ZO881WDijgbtvvJA/3HAeVpORH9z9PFf/6hHW7+rLO1axY8MnaAEn5cnuF9nk28n1My6i3pIZL5fPHywoMoJRwiiqCAYRLW3NeXZ8MEBnaIQbVj3BLHcNtx9yFgKFJ+UmG56myTKCJOk+YUFAkCS2jfRz5bNP4DZbeOjcC6kZKzD6cUNY1cZ0Qb9pXly+mkvuuAdBEHjo2os5dcGsgmPtD5dE+jiaIqcm/zQJBEnKsCgKffppksD6XX184TeP8u0/PYOsqPz6ujN56Kef49gDM1eRlQpiTVX07GhjFBdEUbeIi9z5pcJYP5fSYZzUJxnKJBgMqCiT9ifvL9HGrF4Yuy6qwt4uzMoH2kn5yDUFQTKkrqUoSqhq/pUvk4Hu3oBXQUEzjHcURJH50xr4ww3nce9Nl9BaX8Gt/36dC2++j1dXbS86JzGRfGIANo0tXVJR+f32+5E1hR/OuRKjIBX0B2uqRsIXxujWP6stLjNqLIGYFsSdhHC6P/j9wZ3cuv5VTm6cwzfnHau3mwjCJURGKIEgknNsAkXSEJ12lECA9SP9XPXcE1TZ7Pzn3IuosibdAPsO4UKxwkowgOgcn8yRnA7W7djORXf9h819g/z+0jP41ilHIo6BKB+E95dLIh4NYLCm6WJ3kIhlJtgu5oPTJIG31+3i0p88yE1/fxGTUeL268/i3z+9nOOWzMhrEReKmojHAxhs45O0Rosj5ROe6CGFzId9stZxNpRVJYEix1M5MIxmO4lYcDxOuQDEPi5Ax2OBVCy0KBqQDCbkRP5qHvtbt+zrlIgFMKT5nw1mR4bvfn9CdyKLNxEJYLTo12XetDruve17PHz79cyZUsMfHnuHc75/L/998yMSaEUng0uRTwTA4tjHVxLCo4kR/rTjIWY4W/jS9M/o+/K5IgIBJKsJo0VXWxAFzOU2Ep5gBnDzQfjB3ct5bM8arpt7JGe1zNfb7UN4mqaqKIEgYvn4wy1VuFBG9ZncNUO9XP3ck9Q7nDx07oX7DcI5bcd+fzmQGfVgcLqRA36GomGu/ufjPLpyPV865iDuvuocymyW1DgfhzWcCPmQXOOz6Ua7m0TQl2vFUxzEiggvr9jKRTffz4//8RJWs5HbvnYW//nZFZxyaFuGjzipe7b+8Ygfk9WVevCMFheJaBBNzfzaKQXGMDnrWB93HDKxWGAs2bx+EFEyIhnNJGKllTCaCIKT+ZO1BKomI1ntqW0mm5tY3L/f4T/RiwkgFvFhtqbdMw4X0YR/n6ELpbkZ0u+bRNjH4Qcv5s/fOZ/7br6MA+ZM47a/P8JZN97Lgy+vJqLkn2ArfC8X1u0Td0EkIfzh6Dqe7XmTzzQcx5FVi/R9WRCODvgxVTkztpmqnMQHRoFM4CYlfdsvPnqBFUPt/HrpmRxUpS9a2NvwNNU3imi3IRgMqYtuKHMje8dXF60c7Obq55+kyeXm4fMuoto2sTuilGXLybYpXRJxlEgYQ8rnDAaXG9nnRdM0Yqj89NnX+fHTr3Lw1Cae+NpnWdhUl3csKADhEq1hTdOIB7wYHWWpG9toc6LEwqiJeF7oJ8+vEIhlAV5ctoULf3QfP/r7iwgC/OLa03niN1dz0QkHZERNJPVPnkM86MkIZxJMRiSLnVjMl3uwLF0mA+NSgBwLezFb3RkgMtnKiEZza5593BILezFZXBm5j01WN9HQ3uuSD7SluGYS8TCaoCFYralrabKVEQt58rafDHQn498VBYHjl0znyb/+hH/9/FqmN1Xxh8fe4fQb/sof//4goXhs0uAtBl/4RF0QuW6GhzqfZKt/D9+adWmOP1gUFALb+nHPHN8uiSr26bXEdvehKZlWb75JuYSm8rXlj9EdHuWuIy5katZy5YzjTQDhWHsX5injuUw1EYx1NcieUdT4uEWzvL+Lzz/3BPUOJ4+cdxG1dv3TplS4ltIu1teNuaZWX02VVNPlRJAMJLz6KjBVgsdXb+Syvz+Komk8eM1FXHboorzHTLbfG2s47h9GNBozXBCaUcJUWUt4uDvjeHsD4v+t2MolP3mAb//pGYZGg3z38uN57ndf4ivnHZETRxxXIkQjo5gqMpf52ioaCI10l2ThlQpjKA5kTVMJjnZjK8tMgGMvayDo6UIVCgNsMlWFS5Wgtwt7WWPGNpurjkhgAFVJ5O1TTL/J6ph+nQK+LmzljRkvA7O9HFWOjy+I2A/Qhfz3tc1i5KITDuCJ33yeW792Nm63i18/8Bpnj1m8MUHC6Con4unLc03y6TExeJPyCUVB6P9NQjhpBcuawu3b/omsqfxo7ucxi8aUFRzt8yGKYKlzZUzKGcvtGJxW5J6hnOPkg3BQjvCl9/+Doqrcc9QlVJh118BkwtPUWAR50IOppSFztZzZgKmpgVh7d2rFHMCKgW6ufPYJauwOHj7vIhqdxaMj9H3p/581+ZfWVhVUot2dWJrGFrSMXVtBEDC3tBDp6xxvK8HGgUEuvOsh3t/ZwY/OOp47LjsDp8WcOua+WsPhgQ5sda0IWQ+BrbaF0NB4Xob085wsiFVR9xF/8TePcvWvHmbNtm6uOuNgnrv9i/zs2tNYMF1/MYaHu7CVNyBKhowHz17RSDQwhJKIZow7GRhPFsih0AAGqx2TJXPRkNlWAQIFrb3xYxeH32T+YvEg8UQIa1ldxnbJbMXirCbo792vL4HsF1P6y0lVZEKjPTgqspb5SiL2qmYCns4Jr3Wp0M2+l5tqyvjmJcfwwu+u4buXH8+IP8y1P7yds2/4I0+8vT4jltdW3UJosDM1SZk/oif/vVwsmuRT4ILIhPBoYoQ7tt/PFHsDX595IQBGEnjWdOKe35B6S6bHBzvnNeFf14E09ubO5w9Ol96Il68se4Raq5N7jry4tJwRkIJwdPNOTK31qdjWdAgbpzcT7+xBCYUzILx6qIfPPfM4lVYrj55/CVPLyoG9g3B622hXB6LTjsGZFrQ+di+aa+pRggFivsxcCN54jK8+9Ay//d+7HD9nOk9cP7FLohRrOOIfRg6HsFTWjbcZa2d0uJEsNoJDnQUmzCYP4mTUxPfueo5zf/BPHntjHUctnMY/f3Qp/77lMs45eh5VTdNzzgWTEWtVI76+HbkDUxqM03WbcCJPkfEN7sRRNSUHRJpRwFEzhdHBHTkvp49DNE3DN7gDZ0Vr3ly/zspW/MPtGcuCS5V8oJ3INRMY2o3FUYnBZM25lvbyJqKBYeLhTHdRKf7pQtCVRIFjFk/nT985j6duvZqLTziA99bv4cpf/IfLvnsHL721HIO7KmdcveiBRni0t2Q/bymhfJ9IPuDquVXa2Q+cmcr9G0/TMj72i53feAaXtZ7Bn3f8lwdeeJjYSIjK4+YiCELe/MFD7+xAMEqUHzKDRJ7SRfnKGR1XN5s/HXoR7w7s4ivv/Re5QCJ3ILU93jNAdOMunMcdUrDCcmxnO3LfEPbDluiliNJyAM8tr+GBsy4AND739ONsHdHhWKiUvb4v/f/H28nBAIHVq3AfdCjS2CRfdl7huGeY0NaNuA/Kn7R9YVMdv734dGpdDv782jLufWc1ato9kZ3/N29OXBVUOY7now9wTp+PNatCR0rfcAjPphVUzDkoFZlQKMduvrzDUDgncDKHsM1i5JSDZ3Pu4bOYO3MKwUiMV1Zs4+m3N7ClfWBcZUVmaNsyXA2zsJbVlpTrd6L6coV09fZsRtMUKppyK3SADsXhjjWYrG7ctfmTthctxTQJCXq6CI72UDv14ILJ1kcHtiPHQ1Q2HZDhFih14rEU0USIhbx4Oj+iZuZhOdUlkhIe7cM/uJvq2YcVLEWULoWA11jt5jNHzeMzR86nptxBvyfAU2+v5+l3NzLiC6HEowxtX0b5jCWY7LnLsTUREiE/nh2rqZpzmL6Um9It3vV/uuHTk5C9Zm6ldtYDerRDNoSTABYQuLHtKywua+Nzv7ue4QVgsJlykrgn+6txmd5n11G2dBqGpnGf30QQvqB1CT8/8EyeaF/L91e9oLcrAOGEP0bw7VXYD12Uke83G8KaqhJa9iHGigoss8cssDRwTndW8u9zLsBqMHD1c0+xtl/3LZUKYQBiCv7VKzA3t2Ktz0wfmN02uG0zWjyGY+6isfJImfvdRjO3nH0Cpy2Yzco9XfzgsZfp8wUKjgeZ4NQ0Ff/WjxBNZpxT5463yQPLcH8XkYFOyucekpH/dn+BGCDYvYNY0MNxp5zNuccs4OSDZmMxG9neNcSL72/mf8u3MuILEQ958exZR9XMQzCY06qFlJh4vRQgR3wDjPZto3bmYYiSsaDeSiLKwM5lVDQvwjI2N7G/JR4NMLxnNdVTD0qFWeUTTVUY2LUCR0UTjsqWgu1KlXwWoyLHGNq5Enf9bKwF8v1qkoCmaXg71yOIBsqa5uatyFwIujaLkeOXzOS0I+Zy8JwWFFXlgw3tPP3OBt5bvztVKksVVDw712ByluOsH38B5tM72LebmG+Y8jlLSi+PJML6P3xKAQxFIDyi8LtDfoTD6eQbH/2ekbgvBWDIhXB8JMDAa1spP2wmhoZxKywJ3HzljACuazuW6+ccw9+3fsDtG97Q22ZBWAlFCL6zBtOMKZinjfmritSWU6NRQu+vxtTShGX6lDGFx9s02dw8ePYF1NkdfPV/z/Fm+x79nEuAsJpIEFy3BoPVia1NvymzH+x0cGmKgn/9GiSzBfvseXkhLCpwzuK53HTmcSiqyi+fe4vn1m0pOGayj6apBHZuQolHKWs7EEHIvQvTQaxpGoE9m5HDQcqyC4Sy7yAODuwhPNRF5ayDMUi6VWW3mjj14DbOOnI+86bVoagqKzZ18vLyLbz46lsMtG+jcsbSDAhPpE9+HTOfpYh/CG/3RqqmHIhpgiQ3ggrR4AiervVUtixKZWvbXxKPBhhu/5Cy+jZs7roJ2ydiIYb3rMZVOwN7eeOE7aE0vziAkogx3P4hFldNhsVf0J2gJBjetRqToxx3/ezM/NZZYpBEDp3fysmHtnHc4hlYzEa6B0d57v1NPPf+JgbH8omnL9Tx7v4IBIHyaYsQBLG4O0lU8e1aj6YqlE0/IGPxU46kjfOpA/AF/z4tBdpEhgtC0j/JdvgZWNHJwZ85hj+feAtdkX6+s+5PJDS5KIRjQwGG3tyKc0EzphnjM6sTQfjmRadz2bSDuG3969yzbZnedmx/YshLaPkmLG1TME9vmrCsEYxBOBwhtHwNxqoqLHNm6D9WGmCrTDb++ZnzmFtVw42vv8yTWzen9hUqXaT6QwTXf4ShrBxbWxtiVhhCIatZk2UCG9eBIOBoW4BoMuUFalO5m19fcApLWht5ZdMOfvr063hDkbxjqok4gR0bQNFwzz4gs6JDvkWFY9s0TSPQvoVEYBT39EUYrLkJYCYLYmQFf892Yv5hKmcuRSpQ8LO1rpzTD5vDaYfOoaHKTSwh8/aqTTz9/Mt82BVDNRRORlMqjDVNIzTSRbB/FxWtB2CeIKtXukQDw3i6NlBWPxtrWf34Cr59cA9HAvqLoKy+DVvZxFWIk5KIhRhu/xBbWQOummmwH4qAxiN+PJ0fYa1owFk7Pa9Fm1cXLY5n9xoMZhvuprkZ95okiSyZ3cSJB83iuKUzKXNY8YWivLZqGy98sJn1u8ajF9Ihr8SjjO5Zj2g0UTZlIRgKn1/GfIyq4tuzASUexTVzYcodkZI8w3yqAFw7t0I7/996rt5sCAf9Cr3vd5IIxqk9egaWShsHli3iprnX8ubgCm7b+h+9X5F6ctHRGN73tyNIAo6DZ2Fw6ZZNMQiLCNy69DzObJ7PTatf4LE9a9ESMqF1u4n3DmNb0oaxdtyqLhnCsTiR9VtQ/UFsC+diqCzPgLBDNHH36WdzZHMrv3n/Hf62ZlVqX4Y1LKvE2tuJtrdjmTEDS0Pz+MNZxGrW94/po6qEd20nNtCHfcZsTDX6A54NNYMqcNURB/L1Ew8nEI3zs2de59VNO8fPS9OID/QR3LMNS3U99tZZSPnMhgkgHBnoJNi9C3v9FGy1U3R/eXb7EkAcD3jwdWzCYHXibpmLJJnydyITxgum13PKwW2ceNAsqtx2otEY73y4ifc39fH+hg58wWjBcQrploiFGO3ahKaplLcsyMkuVorbIh7x4+3agGSyUtYwJ6N69GREkWP4+rYTD41S3jQP8164NuREFG/3JlQ5TnnTvJxilKWIJgloqoJ/YBdhTw/u+tnYKnLr0aVLPotSVWT8PVuJBkaon76Iow5bwjGLp3P04umUOayEo3HeWruLl1duZcWmDmRlfIVhhj6aRni4m0DvDuw1Ldgb8r8IioWSKaJGqHc34f4OHE0zsNY050T+pPQWYeMdn1IAgw7h8HCEgc1eRvd4KZtbR9XCWkRJTAH6vMbT+Wzrmdy7+xke79bdBMUgLMsCwW29BDZ2YWyowjazDmOlEyXpM84DYaMg8qdDL+Go2ul89fG/899nn8bUUIl53qxU1rW8Ze6hKIQBEn0DRNdvRXK7MLU2YaioSgHHrBm4/cRTOWtWG//esI5b3n4DJRnuEpGJ9/YS7+pCNFuwzZuHNFa1tdDkHBSGMEDCP0poyyYEScLS2Iypug6RzLtNVGBGTSW/Pv8U5jXW8vLGHfziqVfpad9NtL8LTVFwTpuH0VmW0y9HioBYjoYJ7NmMEo9grWnGWtmAaMgFaPa4mqYS8w0TGegmEfLjbpmDpTwzsftEVmMShqIgsGhmAyccOINjD5hKXXUFiqLy0c5uPljfwQcb9rCja7jgOJqmkQj7iAx1E/UP4qyZjr2qeVIVhbPBrKkqgaE9BEc6sbprsVc0lQy/RCxEyNNN2NurW6+10wvWmytFNE2f/ff1bcfsqMBe0YTZXpEDrXwuBCURI+zpIeTpxmh1UdY4B8mYO+FWSuKfukonhy+YymHzmzh03lQsFjOBUIR31+/h9dU7WL6pg9hYpsR8uqiKTNTTR2ioCyQR95R5GK3OnHbFwJutpxwJ4t+zEU1VsdY2Y6msRzTo1zr94/RTBeDq2eXaWX88Gv9IgvBwBF9/lEREpqqtEtfMakwOU44/GOCbM7/AEVWL+dmme1nh2ajvn6CyshKNE941iH/7AIIkIlWWYahwYCizw9iDrikqMW8ExRtE8sd46NqbOHjmPK57/SHe9OlxtBNFR+j/KA5hTZZJdPcT7+hBi8UwlFciuZ1ILheSZOLG407kukOP4LWtW7jmnr8RGB5C9o5iqqrG1NSEobw8x9+bUyq+xIk8TVWJDw8R6+1CDvgxlldgsLkwOJyIZiuCKKCpGlI0xtVHH8w3zjmVSDTGz/75H57dsgdTeXXqBTLRJN34NcnTTh0DWMBLZLCbmHcIo7MMo82FweZCstjGQKbpK/4CfhLhAPGAB8lowlrdjKWiDonigCkVxgAz6hwc3lbHcQfNZUGb7qMcGPGxbP1uVmzcw4pNexjx+EhEAiQiAeIhL5qqYqtswlbRkALMpKso5xElHiXk6Sbk6UESjZhtZRitLowWB4Jo0LPMqQqJaFDXJTKKHAtjL2/EXtGU16+917ogE/b2ERrpQlNVzI5yXRerU0+rKQigqsixEPGIn0TETzzs018glc0ZfvBSgGuzGFk8q4mD57Zw2IIpTG2oBKB7aJR31u7ktfc+5N333iES9GN2VmJwuDBaXYhGs15sVVNRYhH9dwr7iQc8mFwV2KqbMLmq8rxA8utRbHINxr4IfSNEBruI+zwYyiow2p0Y7C7dPSGIbL375k8PgF31Nm3p1fOwlpsxV9mxVVkx17gRxoK9C03KmUQjP5t3A022Or6z7g/sDuk1rUopb69pGuHBEImRANHhMLIvhJZQdJgaJAxOK4LLiaHciau+jn8dewVzy+r5yvuP8U7/LmD/QBh0GCj+ILJ3FMUbRPEH0BIJBEXjypNP5fYvXsOmnm4+/9D9DBsNY/7a0iMkJmMNAyiRCPKoFznoRw4G0KIxUFUQRUSTGaPVyczp07ntC5eyZGozy3d18tOnX6djZLTgmFAEQEUsYjURJ+73IIcDJEJ+lGhk7GILiAaj/pKwOzFbyzDacq2XQrqk9pXgS03CWFMVnFKCw+Y1c+TiWRxx4FzKXPoxt+zsYOX67azZ1sX63YMEEsaS/Zl7A2ZNU4mHRlNgk6MhPX+uBqIkYTDbMVqdGK0u3TrN487ZX6Jpmg778KgOt2gATdFzLguiiMFkTYHZ7KgEU2nWt81iZOGMBhbPauLAtibmT63DYJCIxmXWbu/mgw17+GBDOx0D48ulNUlAjoaIh0ZJhP3I4QCqHEfTVARBRDRZMNidGG0uTI5yJFNmvbvJWLspKXBpVRGUeIyE34Mc0u9fNR4FVPrefPrTA+C6eRXaxf8+JfXvhJYJ2uxJufR9TqmM3x7wXQC+ufaOCSMj0rfp2wvHCKdvtxss3H/UFcxwVnPte4/y/qAepbA/ITyuYOaDe1zTNP50ypmEEnG+9PzTbBjU41cnA9bJQhhtgv2ApMJFSxfyrZOPwGwwcM/bq/jHO6uIy0rRfqVaw5A/dK1o+2KwnQB0k4Ex6K6K2S01HDKvhYPmtLBwegNWs+6a6hzwsmFnH+t39rJpTz87u4dRlMnNnO0Pi/mTksnmDhYEaKktZ+7UOhbOqGfBjAZmNFUhiSKyorK1Y4BVW7pYsbmD9Tt7M+6xUpIDTbx6rvC+vQHvRO03/u5T5IKom1ehXfGfE4glgaulA3diCDdamrh14Q30RYf49ro/ElXjHwuEXUYbDxx1Ba2OCq5571GWDbbrbT8OCEMGiNvKqvnHGedQabXxndf+x4s7t4/3KzLGvlrDE4FYVKDKYef7px/D6Qtn0zkyyi+fe5N3t7cXH5ePF8QFxy+iT8b+ElmZDmSDJNLWWsuBsxpZML2BhdPrqXTrk27RuMz2rkG2tQ+yrXOQ7Z1D7OoezgDJ3sgnAel9TcwuiQLNteXMbq1hVnM1s6fUMHdKLc6xrHyhaJyNu/pYv6uPdTu6Wb+rj0hsPB9FqdnYPhbowj6BNymfKgCXNdm1o7++AFuFGWO5HXu1FdExPtObDeF8K+UWuOZx87wvs9a7hZ9svBcVdUIIx4MJ4iNBIp4w8mgYNaGgKiAYJCSHBanMhaHCieS0pibr3EY79x/1OVodFVz73mN8sJ8sYS2RQBn1o3gDqP4AaiIBqoYgSIhWC6LLSW1NA/dcfBkHNTTxx5XLuHPFByk+7k+XBHEFOeBHDvpRAgHUeKYLwmBz6iXeHa5U3KOowGHTW7jpzOOYVl3Ba5t3ctsL79DtzVw2OlkQa5qKHAoih/zIYT9qZMwFIYhjLgjdt2a0unJiiIuOP4FOGfvTIjWUWIhEWPc7y7GwnlAdECUDBqsDk1n/vJXGSrk3VruZO6WWuVPrmDuljtkt1Tisuk9YUVW6B0fZ3TPC7p4ROvq9dPR76RrwEghPvPRXjkd0XSIB5GhwTBf9njFY7Ppnv82FZLKW7A7ZW1Hk+Jguuj6aImMxG5nSVM+MaVOYPqWZmVObmN5Sx9T6CkxG/bmNJ2R29gyzec8AW9oH2NTez+6ekYzVl5NJf6mJ+uSa7n7Qf6cMF4TFMjaf4MRoc5a+eAL2Cryaqur37pgLQpGjaKpK74sPf3oAXDPTpZ1760GMjsiEhqOM9sewlJmpmFNF+VQ3SloYUTEIn1hzNF+ZcQkv97/Pndsf0/dlQVhTVPwdPoI7+ol7QhjKnZgqHAhuB4JJn8SQ46D4wyQ8QeLDQQSDhHVGPYbmekSzMQPCX3n/v7w3sBuYPIQ1BeRhL/H2bhIDHiSXA8ntQnI5EY3jkxhqIILiD6D4/BgVuOOG73DpYUfw6u6d3PDKSwQTegL6fXVJyAE/sZ5uYoN9SGabDlmnC9FsBlEERUWNxXTfcMCPGg5jrq7H0tCEwaHPyJsRufKIJXz5mIMxSCL3v7eGv721knA8kVePdEkHpRKNEBnsJjrQgyAZMDrGJ+EQBURFX+4sh/wkQgHkcABTWRW2miaMjtwZ+XzHyCf5dFPlOJGRXsJD3Wiqgsnq1sFmsad8q5qSIBEJ6hAK6VVzbVXNWJ3VGf5XQYCGKjdtLTVMb6piRmMV0xsraawuw5AWV+sLRekd8tEz5GNgxM+AJ0C/J8igx093ZztduzYTCvgw2ct0X6/FgSAlI3Nk5Kj+ooiHfUhGM7bKJqzl9fsU/ZAukihQ5rTgNsg4jXFq3FaamhpprK+juaGG5rpKqsszozR6+ofYtruT3b0eOkYibO8Zpb3fk+OamSxwYcwPHfIRHu4m6h3AaLVjGHsBiUaTXs5eVVHikfH5hEQUa2UDlrqmjGx9GVJ0EUaBHSLIkRCRgW6iQz1IJgsGuwvR6UQyWxFEkZ33/OrTA+CGeeXaFx45NuWCUBWNgfYIg1s8BIZiNB9Wj2Pa+CxloUk5gEuaz+bC5lN4sP1F/tP5sr5/DMKBdi8jK/dgdFqwzGjA1lKJIIlp1nGu20HTNGIDASK7+oj3jGCe3Yp1djNlFgf/OvJzTHNWcf2yx3mzb+eY7qVBWPb6iazdDBqYWpswNddBVm6GfH5hJRAkvqebKxcv5Vdf+BLto16ufek5do/lHZ6si0FQBJRIhPDWzSihIOb6Rsz1TUgWS9726S4JJRol1t9NrKcHg92BfeZcJIsVUYFqp51vnXwk5yyey3AgxB9f/YAnP9xUNK8EgConCO/eTmxkAEt1PdbaJj1PxASuCVVOEB3uJTzQjSAIuKbNwzjBarMJP98TKqGBdoL9e7C4q7FVN2F0lOfAPfsaa6pCdHSA8HA3ciyCu3kOlrLx5bX5Yn8NkkhjtZvW2nJa6sppqHLTWO2mqdpNbbkTiznXug+Eo4wGoowGI/hDUQLhGMFwlFAkTjiWIBJLEI0lCAd9BD2DhIOjmFw1mBxVqJqGKAiIov5nkCSMBhGTwYDFbMBiMmI1G7FbTTisZpw2M067mXKnjTKHFZfdjJg1sSfLCgPeIL3D+oujZ8hH99AoHf1eOge8ROMy8XASkv3YqppwNM3MsUInkmzXghwJ4uvYjJKIYqseC1205M8lkS7xRIjIYA/R4R6MrgqcLW1IprF+ewleNREjsGcrcd8I1pomLDWNiI7cxTybb/sUuSAa55VpVz9yHEAKwsn/BgfD7HirD5PdSMORrZgcOqSKQfir06/k+NpDuGP7w7zSvxw5kqD/g05inhAVh87AUufOGAMoCmHQfcJKMEpg9XYS4QTOg9oor6nhn0dezix3LTcsf4qXe7bqbYtAWFMUopt3Ee/ox7pgFsamOoSsO6qUyTktkWBxXODvX/wyVouF777xMi/vGl8cUYpfWNM0Yl1dRHfuwtIyBUurvvhhQr8wZIBYU1Wi7XuIdHdgmzIdS0MLgqBbqQsaa7nx9GM5sLWB7f3D/Pald3hvR0fe8WOeQYK7NmMqr8Y+ZRYGIY9LoZjPdyyELTrcS6BzG9aqRhzNM/QHfJK+4kTIj2/PBkSjGdeUeRgNpS9+SL9+Mf8Ivs5NGG0uXM35Y15T/QosylDiURjtoL7SxZQ5i6ivqaGqzE6Z00qZw0q504rTZtEhaTPjsJoxGvbRUQvIikokFscfihGMxAiEY3j8IQb7exkaHCSgmPDFJYZ9Ifo9ATz+EMXwkbHqLBHD37WVRNiHu3U+ZmfhRSEFSwppKqH+dkID7Tjqp2OtnzjWOm/mPUUh2LOTyHAPztbZWKtzl1oXhC6kYB0d6iXYvg1zdQOO5hloptyDJf3OW379KQPwtY8enZp8y4awqqh0rfUwtMXDlFNmYK20Fp2UkwSR77ddx6KyNm5ZfTePP/go9pZynItaEQ1S3vA0KA3CmqYR6xjE9+FunAfPpqy5iXuOuIxFFY18f9VzPN2xYUznXAir8QTBDzYiGA1YF89BzH4Y9yJCojqi8Nczz2HprNncs2Y1ty17F3msvE4xa1hTVSIbN6MEAtgXLECyO/Z5gk4JBQluWo/kcOGYNXe81I4CJ82dwbdPOYqWyjJW7O7ijpffY31Xf6pvuHsP0e5OnLMWYHJnPoyTCV8DHcRqIoZ/92ZUJUHZrMXj/uEJJtdEBaKjg/j3bMTZ3Ialsj6vO2Miv3GGyAqBnh1EfYNUzFiCwVJ4eXO2JMIBPDs/xF7RhKN2asnhZJIkYh2zYo0GEaNBwmiQEIC4f5CYtxd7/QwMFieqqpFQVBIJhYSiEIvLhGMJElkThEoihmfXGoxWB67Gthyf+96UKoqODuLr3ISzcRa2ysaS80doqsLo7vUoWoKyqQtyl/+myYSThmPHTIT8+HZ+hLmsBkfLLARBKGliTdM0Qp07iI0M4GhbiNGZJ3talg6fKgA3za/QrnnkSICCEE5oEiM7R+n6oJepp82cEMIW0czNbV9jqr2Jb730G/aU6Z/oxWKE07cXgzBAYtiP5+1NOA6ajbu5gb8cdjGH10zjljUv8dCuD/W26f1iMsH31iKVOTEvmJP5UO9jhIQxkuDGuYv44qmns7qvh+tfep7+kJ5kJB9UNVUlvHEjajyOc8EBehrN5P6JJugoDmI9x8RaRIMZR9v8DIvEjMjFBy3k2mMPodJh4/XNO/njqx/w0epVRAd6cM9fimSxluQjzpACUNU0ldDurSRCfsrblqZWJBXrF/Xq8C2fdSBGR1mJaSknbgMQGuwg1N9OxeyDMBonXhChw3c1rqY2rBWl52zQdSr+HMf8w3jb11M+7YCCS5KzLVbP9lVYymtx1M/YL5N6SdjKkSCeHR/iqJ+OrbqpeB9Jv3+9O9ciiBJl0xbkdWGUCt2cfok4nu0fYnSW4Whtyz3PrH6aphHs2E484ME9b4nub87SN12qnHbsJiP/+87Vnx4AL1l6oHbtI0fTH92dEYKWF8I7vHSvGmDWeXOQTFJBCKuyiue1bu7/1l+pcVbxvfV/ZldQL4Gz3yA84sfz5kbcJyzG4nZzx8Hnc2JDG3dufIu/bHlPb6voVnNo+UYwGLAdOP6jTjZMDQpbw2okyslYuPOr1xNTFW545SXe6Wwf75fWNrJrF/LgMM6lS1NRDPscrgYpEGuKgv+j1fqkWGtmAnRRAZvJyBWHH8jVRy7BZjLyzNvv8feVW+jwZRaj3B8g1jSNwO5NIMu4ZywqDA51DASbV1I+W4dvycfNI4V0Dw10EB7upmrOoXnBIaT5tIe3fICzcSbWCfIk7K3E/COM7vmIqjmH5yxISBdN0/DsWI3R7sbVOGvSxynFqpWjIUa2raR82gGYnOXjffOA1N+xBSUe0bOPjX0RlBQaN4EeycddlRN4N63EVteCtba5aN/QcDeR3g7K5h+UAd9svSvsVr5w9FIuOWQRazp7OXLmlLwA/viWyxQRVVO5tPVHOAwVGNPuXPNY1unkf42CQuXMctxNDvqX6UuCjXmeCpMoM/RhD1FDnJ9uv5ugHOGXC75Ms1XPDZCvwnL6OMntxjwljGC8qoax0oVzUSvBFVtJyHG+ufIxnur4iG/OP5abF5+EgF5BQ+7pQwmEsB84CzHNqiil2KdQoPKFrmjaogCrhf+FvRx/wzcYDAa5/+zz+cERR2NMztKPtZV9PmIdndgXL0rBV9+feQ0LVdxIb5/zcAhJnSUccxcS6e0gEfZnNFElCCoJ7n5rBSf8+q/86ZEnOPnwQ3j+u1/itotPY0ZNZfFjjI1RMN1f8i+pkiDgnDqHRCRIxNNX8JNSQ8W3ewOO5hl54Zt+3FIqGyR1zz4HW00LBrONQO/O/P1E/c/XsxVTWRWWqoZJlT2ajJhdldiqWxjt2Egxwys02IGmqTgb8ieHz64EMtlSTQAGix3X1LmMdm5AQS7428d8I0S9A7inzkczihP/FnnuiXRJ1jFMvy9EgxH3zEUEu3Ygx0J5+6oSJBJhQu3bcc1amIJvtt5VDhvfPe0oXvnuF7jiiAN5ZdMOfvbs60XV/T8Xb7wXs2TnstYfYhBMGRBOSjqEmw+rJ9AfItyluxWS8EyWMwoNBAntGaLuyFb8ipcfb/wTqqbx64XXUWfRH/D9BWHrjAYMFonIti4UTeOmNU/zzx3LuGLGIdxx6DkY4jLhj3biPHTOuLWZ/mOXCGGhUKkiSUuB2FBZToekcsrNP+DfG9ZxzYEH8d8LLqXVXQaAKiiENm7Q01ZaLDkPSL4qzMXqz+Xrg6D/SRYr9hltBDevRxXUvGWNujev5XfPv87Jv/sX972/huPbpvHsN6/gjsvOZE59deFjpI0xIYwBQZRwzVhIoGMrSjyW96EL97UjGo26xTPBQ5vv+KUCGYOAc9pcIt4+YpHRvG2jo4PEg16cTbNzx5kAdpP9szdMQ1UThD3defcn4iGCA7txT50PkrjXgM13LbL/LOW1GB3lBLu35+0nIzPasRHnjPlgLpzhbm+gm93f4HBgb5pGYNemjJdT8rfWNI3Azk3YmqZisDtz7tE6t4MfnnlsCryvb97JZ/74AD944mU6fL48Bx1X/f9cFC3Kc923UmuZwfnN3wSEFITNabVXkv9vMUHTIfX0rRsvvJkO4eH1A9Qsrsdm002yofgAP974J4yikd8svI4qk+4k3x8QFgQBx4EziO3oQpMVNOD2ja9w24ZXOaN5Pv84/GIqp7VgKHfmLXkPE0C4gDWcc+OP7bPMmk5gcIAfvvgsX37xGVrdbp6/5HOc1zaXxOAQgtGAoSkzS1ix2nP6v3Ot4Yn6IICprh7BYCA+MpRqk2ynhEMkRj1Yp81gJBbhdy+/ywm/vZe73lzOYdObeeL6y/nbVedy8LSmjGPsrVVsdLkwV9QSGejK7CeCoikEB9pxts7J7/Pbz0CWjGYcDdMJ9e3JC6LgwG5cTbP3W8xuMRFEEVdzG8H+PXlr0IUGOrBVN09q4jAphUBbTFzNs4mM9CGrsZzrGR3uw2h3YXZnlbgq4TcqBbrZ/a31rajxGPHwaM5vKgd9KNEIlubWjHOaXlPBLy84mZe/czUXH7KQ5z/awhl33seNj/+P3V7vhC/qTwTAAJ2hD3hz4B/Mdh3JibVXAhSFcM1UO/FgnMTI+CeuUVSI+WPEBv24Z+gTC8ninr3RHn666S84DHZ+s/CrlJsyg8T3BcIGlw1jhRO5Z3xW/187P+C7K57g4OaZPP2NW6gbS3M3aQhn/TsbwtnWsCBJmJobiHV18r+OHZz+yINsGhrgdyedxl/PPp+6OboPeiLrdiJrONkn499ZfQRBwNLcSrSnI6ddpL8Tc11TRgUBbzzKn19fxom/vZffv/Iecxqque+LF/LodZdy+sLZGNIiAPbGKrY1tBId7EIj8wsrOtKH0e5GtNuLP6SwT0BO18lSWU884EGOZvq9EyEfSiKGqbK6IMBKhVmpYrSXIUrGnGKtqpwg6u3DVt2csb0UvSajW8b1sZgwVdYSHuzOPKam6RW2a1tK/g32BroZxzQImBtbiPTm3r/h/g6sTS2pSeZDpjVz1xVn89w3r+TU+bN4ZMV6Tv39v/jx06/R7vOVvHz7EwGwODZ785H3cdZ4nuPw6vNYUnEakB/CAIIo0DCvnKEtnhRkAfw7hiifWYE1LcIrub893M7PNv2VCnMZty68jjKjM2UFw75B2DqrgcjOvoztT6x4g8/e/UuanZX894TP0zZW66pkCO+lX9g8rYl4d6++5DHi57Kn/8uv3nyNUxcfyBs3fI9jW6eO9y0Bqpn/npxbwlRdixIKoURCKR+xpqrE+nsxNzfndU345Tj/eGcVJ/72Xm555jXsZhO/veR0Xv7u1Vx91FLcaT9usYc9G3oGmwPJ5iDmHcp4+CID3VjrWjL7iiU8wDApIGfoZDJgqWkk7O3J0DE81I2tpvTcwaXCsCgoDQLW+hbdDZG2PTLah6msCtFq2S/Qz/dCyvuirG0hMpQGYBES4VEQwFhWUfwY+wjdbL0sNY3ER0dQE/HU+auJOHHvMI6GFs5aPIcnvvZZ/vXFC1jQVMefX1/GCb/9B79+8S16goGc85voGn5iFrBZ1JeqvjPwF3YGVnBa/TXMdOqThNkQTv7X1eQgMqiHWyUhGxoIUd5kH9s2DtHk/p2hnfxs011Umyv4zcLrcBvt+wXCljoX8mgITVFT2xPDflb4O7jsnfsAeOS4Kzm6bjpQHML76hcWrVYEqwk1oF8bRVT586svcMovbsETjfCvs87j18efhCM1cTA5azjZJ+PfhdwSRhFjeQWyf3RMcVDCQUSTGckyXkk2H4ijmsJjqzbwmT/ez5cfeJqOES/fOe0o3rjxS9xyzonMrK3M0XEiq9jkriQRGB3vpyrIkQCmsop9s6aSkg3kIu3TdUnqFwuNYiyrLNm3vL/E7KokHhzN8HfGg6OYXJVFeuVKIchO5jwMDieaqqAkouMxuoFRTO7KHBdRSS/KSUI3XQSzAcnpIhEe99tWGeAH117NWzd9hd9ceCpGSeJHT73CCb/9B3e9uRxPLDpp8Kar+omKhsr/en7JYHQX5zd/jwbrzIz96RC2lZuJ+eKIsp4LwSgkCA9FsNfYcibm9P/X+24P7uDnm++mzlLFbxZ+DbfRMWkIJ0GchK1gkDC6LMijwdR22ePHUO5kh7+fC9+8l46Qh78feTGfnb4EyIXw/vALJyFoKHMjB8ZvGnnUz9awj7MffYi7PlzBhXPm87/PXslRza3j/ffRGs7WISmS20XCn6ZLwIfkcqUs4vTx84FYEeGtXXu4+p9PcM6fHuT59Vs5a/EcnvnGFTx47UV85oA5mNNWfhWDseR2Ew+NfxLKoQAGq308ImSSn7YTAjl7zLSxjXYXiZA/BT1VkVFiYX3pddY1mMzf3ohksiAIIkpsvN5fIuRDcrk/vmPnuy6i7royOlwkQuP3TCLkw2h3792XSR6ZSOf0+8fodCMH/Rw5s5U/Xv4Z3vrFd/jGRefwUVcfX/jXE5z1pwd4fN0mopqy1+BNV/v/XIQxF0TSCk5oUZ7pupmw7OWy1h9TYWrIG55mNalYysxEvDGMgkI8EMdkBoNFn7woBuGtgW38fPPd1FuquG3h1ygfc0eUOjGnb8+EsKHcgZJWvl31BTCU6w/TcMzPZ9++j7f7d3LLgafxkwNPRhKEHIt3f7kkJLcT1R9IRUmogQCiy0VMkLlt5btc8MQjRGWZB865gFtPOAWXWf+s31truBi8DU4XciiQ6icHAhicYz74saiJzPEKW7Jbh4f5ydOvcdxt93DbS29Tabdx60Wn8ub3v8QPzjyWWXVVRccy2J0o4UBqvHg0gOjMn8h9b3yNk4GyaDYjGCSURAREkKNB/WWwj8nTJwvs5J/kcBKP6Z/NCgqyHM1bIHXSUgC0xcRgc+nJ1MeuZyIcQCr0O+U7Rh4pFbrp90uty8E3Lj6Ht3/7Y/7++fNY3NLA3559ieN+dCtfe+hZ3m/vzDteQfDmud+zT+MTEYugwzcJ4bDi5anOHwBw+ZRbsBvK8kLYYgElPmaFJhJIZinDJ1wMwlsCW/nZ5r9SY6ngtkVfo2JsYm5vIWywiGiyMhYdoaDJCkarmAJ0VI1z/fJHuHf7B1w+/WDuPepSXGNpC0uCMJTsksBkRFXSklarMqJxfFZ97XAvpz/yAHd9uILz2uby6mev4uRp6SXBJx8HXMgaFgxGtDFdNAk0TUbITh05SRB741Hue38Np995H5//5+Ms29XJxQcv4Omvf45Hr7uUiw9ZmN9XbNZ1SVqdmiIjGoylWXGTAEipUBaktGujKvp1KQSsEv3MeyuiZERTxmqoqTKCKE3si55I10nom3GtjEYULf3+VTLvmVJfjnsBXZNB4tQFs7j7ynN47Xtf4IZzTqFrcIgbHnmB42//B7+672G6/Ln+3fTxcmQC8Kaf1j6LIAjfFgRBEwShauLWeoo+yIXwaKKXxzt/jM3g5vIpP8Es2vJC2JQ1QVd4W35L+Keb7qLSVMbti66n2qyvwtkbCAuCgJS2ZCzdkElCWEXjt5te5furn+Gg6laeOPHzzHDpl2mv/cIlT9CRsXgjhm4Nn/PfhxgKh/nbGWdz9+lnUe/QLY29iQPOaw1LgJAV2TGJG7WQSyH5YC3r6OLbj77IMbfew69eeAuTQeInZ5/AOz+4lj989kxOnDcDU7qLQiht8m5/AhnyQ1m/95NLCDVKWuFbCvT2x59QQpu9kHzXIfsFJQiQmdlHmzRwJwNdQYClUxu55ZwTeecH1/D7S89gVl0V97yziuN+/Fsu+tEveXHLdmIoeV+mee8ngYL3cyHZ58BDQRCagZOBzr3pbxESRDUjZjFBTDUyEtvC012/4PyWW7is9SYebP8pEE8tWRZkGckoYhZlokYREuPgNYkycdWAUVRSS41NopJaspzcvz24g59s+gs/nvcVfrvo6/xg/V30RocwSQpxRUIS1dTy5PSxMrerqAkZyWnV/b+KCKKIoCRSxT5T24FnutbREfTwx0Mv5PHjP893Vz7Lq73bECU1tUQ5CeFkeGb6vhR0k8uWRS31/4KkgZpAGIOOJgKShCaPXRtJy1jGvNEzwDn/fYgvLFrCNw4+jFc+exW/X/4+D6xfi6KNAzW5PDkJ4YzkPlLm8tv0PposI0jSOLzTdEnejDlrb5LqZXG7UPukVfzvZWv597K1tNVVc9YBczhzURsnzZtJIBrjtU07eWHtJl5caRqfzDEaUGOhHP2zx05K0eXI+cAwQfIfRZXRjBKqCJpRQlHk1ANesArIxySqIiMkY49FCU3VvxT2Ju9DSW6YYv1VWb9/k/da8p7Js/6iFN9zIejNb6zl9IWzOXXhLOrcTsKxOK9s3slz67awYncXqqYR8QxB2tejIBn0mneFjlvgcv1fTcLdAXyPnEenuBiFcXBmW8I94VW80PNbmmzzuLjlu4hIGAUFVdEIe2JYy/VPTZdbRI7KCPF4aqykpWvMsH5zLeFdoV3cvOGPmCUjtx9wPa02PflJuiU8PgmX3xLWRoMYy/QkKwZJxVBmRx4NplbNJbcnZZ23k/PeuIedgWHuOuJCvjHvmNTy5X11SSj+AFLZuP9OdDuQA+P+6fQVdAAJQeHu9Ss5+T/3saq3mx8ffRzPXnw5B9aN5yGYaMKtkFtCDvuRHOP+O8npRA4FstpNYEVkyUQRD5uHhrjtf+9w3O338IV/PcFrm3dy4rwZ/OOLF7HxqYf42bkncuTMVqxON3IwkKPDPlvHSSliNapyHE1OpDJ5GawO5GgotSCikKW4Vz7nEkSfkNQTk4uSAclo1sMHk/p+HPoUsKzlUACDPe2esTmR03z3k7Fysy3dBU21fPvUo3jlu1fz2Fcv47OHHcDm3kG+/egLHPWbv/HDJ17m/fZOZFFDlUAOBpDs4wnbJacDORLIPegk79V8sk8WsCAIZwM9mqZ9NNFbUxCEa4BrAKoa9NeaUZBJaGPZzLIs4V2BN3m138HJ9ddzXvPXeaLrD8RHw5idRuwWjZiqxwa7q82EhiK4m6SUlVyqJdwZ6eSH6+/kZ/Ov57ZF1/PjjX9jW6AjZQnDuNWbbQnLCUj4wlirbKkwf0u1ncRIAFNNGaKoppL4pFvCwzE/l79zHz854HS+NvcoFlbU8+0VzzAaj+RYw+mWMJBpDadbwoAy6sc0pTnlkjCUuZBHRnWfbDrDs6zhrrCPq59/ilOnz+TmI4/jiQsv5b9bNnLb++8yHAnnWMNAzpjZVqrs82Esr0CTNARFwOByEevpymtJ5+uv/yO9QW7bnPaMPaBovN/eybJdnfz02dc5qNzKaQcu4NSDFnPBQQsIXHoGr32wnPcGAry/oxN/NFbS2OnHyJYJk/aMnXci7B8r66RvEA1GJJMZJRzKgE8pss8WZyKmW502W+pWkpwuYhEfoqNAtYjJyCT00zQNOejDOHVO6vpKLjfxsB+TVDgrXCHImQwSB09t4vi50zl+znRqXA4SssIHuzr465vLeWPLLnyR2PhvmTWOHPBhaW5JjW9wuoh2py3OKADdvDpOcB0mBLAgCK8BdXl23QT8EN39MKFomvZ34O8A0xfYNYuYIKoaMyCclCSEN40+h1m0c0zt1STUKH/+6FeU15rG2sjEVAPOWiuRPh/uJgdGQckLYdCzn+WDcH+sj++vv4Ofzf8av174VX6+6V7Wjm4rCOHkWPLwKAaXFdEgIaKSUEVMVS4i7YMwR19JlA1h0LOsyZrMzWufZYO3l5sWnsJTJ36B65c9wUZv3165JNRoDDUSQXKNW8CGKjfR7bvRxmq7QRr4kpZt0sUgabzUvp13Otv52tJD+cIBSzhl2kz+tGoZ93+0loSqluyW0FQV2evFMnVqamzR7UCJRlBjMUSzeXIghgndE/n6JOOKX3j7bV7ftB3X6ys5bHoLx8+ZzrGLF3FueRmyorK2s5e3t+7h3e172DEwknfsvDplHStb8iZ993kwOtJyx4pgdJYRD4xgKDTj/zG5JeI+D0anO8PdYHSWkfB58iYoz5H9YIWnQgPDITRRANt4hjaj002ofVuGS6SYVVnvdnLkrCkc0zaVQ6e3YDMZCcfivLujnTe27OLtbXvwRwtDN6UTCnLQhyEtx6/B5UYO+NEUOSOVazGdSs2ZsdfpKAVBWAC8DiTXVjYBvcDBmqb1F+yIDuDfPN0GQFTVZzqTEI5q4zOfsbF9h1ZdzWHVl/D0+w/yTvh+yuptKdB6hxU2PtfO0s/OJDFW4idflWUoXl+uzOjiR3O/RpO1jt9u+zfvDK3V9+cp9AnQ9+YOzLVunG31qe1qQqHnydVUnXoABqd1wqrLAPPKGvnDIRdQbXbwy3Wv8J/da8b7FKi0kb0vunkPaiSKbfHcsZ2Cnrf0nZVYZk3DUJNWHiffA52VinKas4IfHXksx0+Zxi6vh1++9xZvtu8ZH0PJNQGS48YHB4nu3o3r0EMzoBXatBHRasXWmj/DVkl5iNOlwG2b3keJhBlds5yKQ49O+TpFBWK9ncyvreD0U07mmNnTaBtLBDTgD/L+9nbe39nBil1deEKRfIeYWLd86qoKI6vfoWLOQRhs4xZm3O8hsHMTFYuP/NgLaaaLd+NKrHUtWKrGbSs1EWNkzXtUHnhUTp7bfZVi7pvA7i2IkgF76/gaAE1T8ax9D+fshRhdZTl9bCYjS6c0ctiMVo6c1cr0sax6vaN+3tq6m3e272H57i7icm6sbrakQzTa2018eADXwiX6hrGfxL9hLaaKKiyNzTl9MsbKO2Gnset7386bjnKvXRCapm0AUk+2IAjtwFJN04YLdkq2TXt6si3hpCsCxi3h5cP/RA6KnHPE56gatPDG4IMpa7e8SsJeaWF4l5+a2WXEVENeSxjGJ9TyWcKjCT8/3ngH32/7Cje2XYHb6OC53nfzWsJyMEZiwEvFYTMytotGCeeMGsI7+nAdOC3D9VDIJbFptIfz37iH25aey0+XnM4hta3ctOoFgnK8oEsCxq1hTVWJd3RjP/yAtJ0agipgntZCbHcnxvrqVJ7hvNZnlltid8DDF55/imNbp3Lzkcfyz8+cx3tdHfzqvbfZMjxU0C0BEOvsxNyiL/NNt2jNLa0E13yIZYpe5SEb4oUs6qTsjVUc7enEUtc4PtHEWPxrfQMfrHibrQmJP7z2AXVuB4fPaOWomVM4Yd4Mzls6H4Dt/cOs3N3F6vYeVu/pzgByvgewGJRjw/0Y7E5EpyPDqJXKytEMErHAMBZXdcH++1MSIT9KNIy5oiZju2g0Y66oITLQjb1p2qTG3NsFIaosExvqpWzJEVnXVMRSr+dlMLrKsJmMLG5tYOmURg6a1syCplqMkkQsIbO6o4fHV2/k/Z0d7BwcydSniM84Z5umEe3uwDZzdo6bwdrUQnDnFkzNTTkvyoIllKSJjdv9lpB9MgCescCm/e6ZWcTTrkIxSzgcl1j+eA/fuupXHDH1XN4efJi3Bx8eay/h7Q6x+Y1BDrhoGgaTlJHQPSmlWsIm0cg3Zl7NoZWLeKzzNe5rfx4NLQVhTdMYeGsnBoeF8iWtOYnd5WCUwZfWUX7SARhc+gRdKZawAFw980i+Ofc4esKjfH3Zk2we1T8kMhK5kwni8OYO5JFRHIcvHjtAenJ3hcCry7AubMNYVz22bYIKGFn7TZrEZfMX8fWDDqPMYuGpbZv5/bL36Q2OT0okYZoYHCK8ZQuuo45EzPONGlz1IYbycqxTMx/uYhZ1zvYSrWIlFMS3diXuJYchWXOrboR2b0eNRnDOXZTaJip69d+59TUcMr2FQ6Y1s7ilAZtJvxd3D3lY19HL2s4+PursY9fQSNGaaCm1YjLede/jnDEfU1llzv7oUC/h7j2UL8qftD2fTCZZfIYumsbo5tWYy6uxNUzJ2S+HAng3r6JikZ60/eNYGp0Ov+CuLahyAtfshRltGsqcLGysYa5V4JClBzKnsR6DJCIrKpt6B1i+q5OVe7pZ09FDbKyU0mQs3RwRINrXTbS7E/fSwzIgq8eya/hXLcfc2IylUc/YNxnwFrKAP5GKGLMWWLXbn9Fzn5YC4a0feBj1aBxwWh0n1n+bheWn8NbAQ7wz9OhYe4ntb/YRVyVmHqfP4u8LhEVErp56MafVH8Vbgyv53bZHkDXdEg7uHmZ0fTe1py9CHAv7yoZwcFsv4d2DlJ20GEHUf8hCEM7et7iihd8ddB6VFge3r3+d+3asHO+X5ZKQvX6C73+E6/iDwJxV8mYMxPKQh/CqTTiOOxRxLKfqhBCGHBC7JAtfXXoIVy3UQX//+rXctXolvlhUP1wsRvDd5dgWLcRYUZF3bDUSwb98Oc7FS8ZXxqXrkQfEBfWjMIw1VcX34QrMdQ1Ym1rzN4orjK5Zhq1lGuba3AoUScAZRJG5DTUsndLEga0NLG5poNyuRzEEozE29g6woWuAzT0DbOoZpNubm/s1sH0jCALOmfPy6q9pGv6t65CsdhxTJl+BYjIS7m0nNtxP2YKDCy66CHXsQA76cc09cK/dIqVEAcRHRwhs38DMo09ifksjcxtrmd9Uy8KmOqqc+nxGOBZnzZZtbPAEWN3Rx0ddfYTjerTUvoSjARlWrhKJ4Fu9DNfig/TcFHn6ycEA/jWrcB1yKJI183krZO0mx9n97U8ZgP/07FSimg6EJISTAIZxCHe2J1j/+ghHXdKgL4ND4MT677Cg7CTeHHiId8cgHInBmsfaqV9aS82sMmAcwvp4SeCWBmGAsxtO4YopZ7N+dBs/3/wvPMMeel7aTNUJczFXOgqWOJIVgeHXN2GqsGM7YHrGuZdiDbuMNn514Fmc0DCbt/t3cOPK5xmJ6eFBSQir8QSBtz7EMmsKppa6jH3jB9DvsMjG7aiBMLaDFmUse52sNQzQaHXxzUMO5/y2eQTjMf6x9kPuXbOKwRWrkOx2rHNmF7VoY729RHfvxnnIIUhinirITB7Eep/x/w/t3IYSDOBctEQHSIFbXPb78K//EPeigzP8svkk3eJsrSzjgJYGFjTWsrC5ntl1VRjHckv4I1F2DIywrX+IHf0jbN62jfUrlsPMBRmukGxR4zG8a5fhnDkPU8W4K2KyvuZikgiM4tu8hvKFhyAVWXKsqSqj61dgrq7D1jg1d/9eWsU2k5Gp1RXMqKlkRnUZ0xwm5s2cTo17/GW8a3CEDT0DrO/qY313P9v6h/Bu/ggA+9wFE74QJtQtXwSDouBftwpTVS2WabnnC+PWbqSjnfhgP67FSxEMhgnBm5RPFYBnL7Rof3xG/wwtBuGejgRrXhlh0en1lNfrM6Qx1YiAyAn132ZB2Um8NfAf3hl6BADvcIINz3XRcngDVTPcY+1Lg7C+PXf/EZWHcP3Mz9IXGuTq279JpNWAa2Z1wcm55HhKJE7/y5uwtVbhXNiCrKUDemIIA1wy9SBuXHASwUSMH65+njf79LI2aiyO/+31GKrLsS6YoS/1SpMcl4WsEVr+EYJBwrZ0PkKWY2xvQNxWVs23Dj6cU6bPZCQQ4E8vPMejI4NE1XFi5AWpohHZvh3Z48GxZAmiyTTWNrdpwTHy6YhuSUb27CLR349r8UGIpjwl4bNu92hfD5E9O3AtWpqK/SwVekkoGyWJWbVVzGmoZk59DbPqqphVW4XTMn78kWCYPcMe2oe8tA+P0ukZpdvjo9vjIxjT49gTPi/+LWtxzl6IqbykRaUlSyIwin/TGhwz52OurJmwvRKN4Fu/EmvTFKwNBb4i8ojZINFY7qapwk1LhZvWqnKmVJcztaqchrJx0EbjcXb0DrDT42dr3xBb+gbZ0jdEKDYe0598NDVFxrd+NQa7E/vMOTmW+95AN9VXlvFvXodoMmGfMz/TQMk3oaZphDZvRIlHcB6wOCMqotjE3J5vfUoBDLkQjigG9mwMsWWFnyWn1VLZYM6JjtAhfAMLyk7mncFHeWvwIQC8Qwk2vtBF9fxqGhdVIojCPkO4JdLALYd+HVXU+NnWf7I10K63KQHCA69twVThwL10Goo0fg6luiSmOWr47UHnMqesjkd2r+Znbz/D0HtrMTVUY56bWa023TecA+GESnjVRjRFxnbgfERzZlHGbAjDxCDWQjFm+UP88KJLOG7+QobDIf62ZhUPbfiIiDy+0CZnwk3TiG7dTmJoCPuiRRkhWHsLYk2WCe3Yiuz34zpgCeJYsqFSfMbRvh7Cu7fjaJuPqTJzImyyFqio6DP4ke52KhMRFh9zHLNampheU8mUynJaq8qocmRan75wlD6fn77RIL1Dw3Tt3IYHI17BhCcUwRMM4wlFSCiTN4c1TSM+PEBw1+aS4ZsUJRLGt3E1pspaXNNmUuFwUG63UumwUe20U+10UOOyU+d2UlfmpMHtTLkOkhKIxmgf9tIx4mXXoIftHZ18tOx9+lQD5sZxsE/kTlBlmcDGNQhGI/a2eakXd0GZwHOiSXqVluCm9Uh2J/a2uSn4TuTb1VSV8JbNKIEA9oWLEJ35K16nj/OpA/Dfn20hmhb/m4TwiEfjwzd8ROIiS04qx1VhLBKiJnB83TdZVH4aHww9yWsD9wEQ8Clse7MPJaEx5Zgm7JWWvYKwHJXpWtZLpD/A4lOP4NfHfpdKcxl3bn+YNwc/1NtOAGE1LjOyYg+xQT/lh8xAqsuchCnFGpYEA19vO4Yvzj6c9oE+vv3aw2w0R8f7lRiupqkqsS3txPZ0Y5k7HVNrI0LW3VaKf1iTId7VQ3TrDsytzVimTWdpQxPfOPgwjmqZwnA4zD/Xfci/N6wjkLZKMRuise5uItu2Y2lqxjJtWkbR0GLgyx4nPjxEeOtmjO5ybLPn5pajL2HMhHeE4JaNGMrKsU9vK/qAFxtHDvoJbtuEYDDgmD0fyWLNmTBzmE00V5TRVO6iucJNY7mbOreTereDercLty1/xeJwLI4vGsMXjhKMxQhG4wRjccKxBNFEgmhCJibLJGSVhKIQj8eIDPYhRyOYahowWu0IAoiCgEESMUoSBknEbDBgMRqwGo3YTEbsZhN2iwmnxYTLYsZpNuK253dZhGJx+n0B+sb+ekf9dHt8dHl8dHt9qcgRVZYJt+8gOtKPfeZczNW1ecfLloy8I4pCePd2YoP92Ge0YaqpGzdASnBVJ8fSVJVoVweRjj1YW6diaZkCUuEB8rkZNE0j2tNJdNcuLFOnYm5tRRDFgvD+VAG4baFZ+9uz+tsvqhnQNI2hXpnNG2R622PMWupkxgF24mkLwYtB+Jjar3FgxWf4cOQZXuj7J6ARV0X6t/jYs3wIR4OT2rllWOrHA8+LQTjqjTCw2cvoLg9l0ysoP7BFDzEz2PnO7GuY757JI52v8kD7CxkREpAfwgChbh/eFXr0hH1mHYbG6tSKqGIQViIxYrv7iO7u48ilh3LnFV+n0V7OvduWceemt4mPffIXi5TI3q/4AoQ/3AqqimlKI6bmegQp0x+bD8RaIkG8p594RzeIIrb585Bc6darwJK6Br520KEc2zoVfyzKA+vXcd9HaxiJZMbUJiGqRqOEt2xB8fkxNzZhbmxEtFiy2pIjmqqS6Bsk1tONGgljnzMPY+X4Z3sxf3HBMWWZ8J4dxPr7MNc1YK5vwmAvYVWYrJEY9RDr6yLu9WCfNgtzXWNJE1j5ohlMBokqhxV3NIQzHqK2oZHaxiYqystx2yy4rRYcFhN2kwmH2YTdbMJsNGAxGDAaJvoezxVFVYkmZCKJBJG4TCgWIxRLEIzF8EVijIYjeEdG6N2zi9FonIDBghcDQ8FwakIsXdKtWSUaIdrbRay/B2NFFfbps4vGGJfiX074Rglt34QgSZgbmjHX1GW8vAuNpcbjxPp7ifV0IZot2ObORbLlf7GU6ttVwmHCmzejRCOYm5swNTZmvLyT47R//TufHgDPmGPSbr2nlsEhgZEhmd5e/WmZOd9CQ5sTi00qOjGXb7HGETXXcnDl+az3vsIzPXehoZLQJOSYwsB2P12b/ChxFWutA3uVFVulBc2kA1yVVQJemfBwhMBAhEQoQcXsSpwzazC59E/ZJKgNgsTVUy/hlLojWD7yEbdtfYiIoi9nnQjEmqIS7PAS2t5HwhfBUO3GWOHAUO5AM5pBFNAUFSUQIT4SQvYGkb1BDE21WKbXY6xwYZXMfG/BSVwydQk7/UN8f9VzfOTpTR2rZGtY05AHvMTbe5AHPUgVbiS3C4PbiWC16G9zVUUNxVBGAyg+P7LXh7GyAlNrE4aqinHAZMNaEZhfXcN1Sw7hlOkziSsy/928iXvWrqYrLVF7si3oy5fjXd3E+/sxOJxILpf+Z7PpK/k0DS0eR/EFUPx+El4vksOBuakJU3UNYpGQ9snCWImEifV2E+3rQbRYMDjdGJwupGQid01DlWWUUAA54Ef2eREkA+aGJsy1DYhGY95x90bUeIx4Xy/RPr1kj9FVhsHhQrI7xyf1VBk5FEIO+tFCfiTA0dCM8/+1d95xcl31of+eO2Vnd8r2XrTqu+rdtuQClgAbhAsOgZiAAePAI49A6AR4n4SavNBfkk8+SQCTZ9nYxgXjIhsb23KTrLqStkm7q93V9jq933veH3d2ts02tdGT7vcfaeaWOXd25nt/8zu/c05ZJWabDUUIFCHQJGhSQ0qIa3qUHFc14tr8httJNU5ouI9wbxdaJIwlOxeTw4XZ4dSvWQikqqKGgvr74vegBoPYiksTN7Pxm/WCO/KmzjCmacRGhgj3nCXucWPOztX/RtkuXYCKApqGGg6j+rx6e7weLIWFZJRXYM7JnV7PO0vd7mz5XSklqttN5GwXsYEBTLl6O0xOJ0pmJpgUur71nctHwCtrKuWf/5WGK0fFVWCloNiMvTAj+YbMpzoilYS3FXyMHYV/SZNnH7/r+hmajCcjXSklo0Mq/oEQ7sEYweEwakxDlQJhUrBlZ2DNd5CZn4m10ImSiE5nqpB4T/E7uXfJXXQF+/iH+l/SG9bLn+cTDauaQtwXJjrkJTQcJDYaQEbjuvCECZPdhiXXgZLjwlLgQrGYp3XQbS9cxvc27aYo08mvTx3g5/WvEk7M7bqQaBhAC8VQh9263Nw+tHAUEkOYlQwritOFKduJKS83Wco2n9I1oQqW5OTxVxu3cEdNLWah8EJbC788dpjDvT3T9gU9Co2PulG9XlSfDy0Y0tsiBMJiweR0Yna5MDuydTmnYKZ8cXL7PIUsNY24x03cr3+BtVBQH9oNCJMZk8OB2e7C7MrGZHfMu2TrXMQspURNtCPu96IG/EhN1fPYJgVTlgOzw4nZobdnvmvMnSvxoJ+416O3KeBHxmP6sGHFhCkzE5PdhdnpwpybkzI6nZN5Vr9JE6jhMHGPO/n+yGgMKTWEoqBk2DC5nJicLsw5OdOi73OVbur9JVo0hup2o3q8VGVlcd87d9He38f37/nE5SPgLVu2yBf3fZ/Gwc8hiU+Q6vSc8EIlvCH3g7yz5D7a/Id4uOOfiMnIpFrgibng86kVBljlrOErNfeiCME/Nv6Gw6NN+j7zlPBEYjPkf2froMsy2fjK2l18ePFmOvwjfOvQs+wfbB8/doEinjiII9XjeXXUQcqqiWKbg3vWbeTu1evIsWVS19/Lr44d4bmWU8SmRGAXqh54tnPNdc75nj8l5/mVupClZxebcy1Jm8QCSo3n83pzzcNwLtKd7bxTz7e9oopPbNjEzdVLiGkq99cd5TObt10+Al63oUweP9bDSOApmoa+CGgXVMI12bfyntK/oTfUzJ6O7xFW/ectYf356fvkWQr5Ru19VNvL+E37Mzxy9kV9+wwSnnrOyYKeuSRttnK1rfmL+e6m3Sxy5PFY+1F+eOwlPLHEAInzlXCK585HxFnCwl01q/nE+k0syc1jIODnwZPHefDkcQaDgUn7nm898PRtc3/T5yPkuV5nRi7BV+2couuLMNotJQsc0zHfds1n4puLLd0si4U7V67iY+s2sCK/gKFgkD0n63jg5DGGgkHaP3cZ5YDLK83yNw9+k103/ANnuh+hceBrZOdCHF2gF0LCix03srv8a4xGu3mg/e/xxUfwulV8A2H8Q2E8Q3HUmIqUoJnM2LIzyMjPIqsgk6yCTGITzjmXhK2Khc8s+Sg3FW1h/3AdP2p6iICqdzrNJOJwQCUy6CM2GiAyHESLxpGqRFNMmOwZydywkpud7KybLRq2CAt/XXsj9y7fjica4od1L/L7zhPJ7bOJWIvGiA35E7leHzISRcb1n3DClqGnH3KcmLOzEZbx9+V8RKyoghuqqrln3UY9UlBV/nimhT11x3jt5AniXi9xrw8tFAJVQ6DoKQiXU09D5OToa6ydo4z17XMU9UuJ5tF/1qo+H2ookFhOSCDMiRSEU/+pbcqyn1/kOsfXUEqJFgxMTkGoKkiptyXLjsnhxOxcWDrkXFHDoUQKwqev/xeL6ReRSEGYna5ke+a75t25CleLRvW2+LzEfT5kNIpEBZOegjA79T4Fsys7Wbd7LtLVj5v8h6rJL+DuNeu5o6YWpzWD4/29/PLN1/n9/jcJjo6ghcNITWNkz+8uHwGvqLXIn/17HsUFf8vm1V/nwOEHeGzv37JynZWqFZlYM5QLIuHSzE3cWfltAmEf3/7N/6Cl7RTZJTZs+Vk48jNQLfpKCWpMwzMSJzgcxj8QIhaHwppcXMuLsNoTw6PnkDDALSU384nqOxmMjPDdhl9xJqDnOZPzSGgS/1kPvlP9RAZ9mPNdWPIcWHPtKDYLGgpSlaj+MKGhALFRP3FfmIzqEjKXlmLO1nOes0XDy10lfGfj+9iQV8GBwXb+/vBeWnzj03OMiVhKiTrsIdzaTax3SJdsrhPF6ULJtIEiQJNogTCqx4/q9qJ6/FhKirBWl2PKHa8oOR8RC1WwKDuHv1hRy5+tXke+w0Fbby8PvvUGvzt5giE1pncIJjrhNLcP1ecj7vZgzsnBWlmBpaBAv1lcIBlrkTCRnm4i3V1gMmF2ZWN2OlGy7CiKWe8QjMd1+fi8xD1ulMxMbGWVWItL5l1ONx+0eJxofw/hni5kNIo5e6wTzpGQiUCqcdSAn7jfR9zrBiGwlVXqHYJz1cvOxYQ/mdQ0okMDRHrO6gutZufoHaZOV6LjUej9GKHEjcLnRYtGsZWUkVFWkRy+u9CIe6YBEfHRESLdZ4kND+sdttmJtmRkgBAgNbRQiLhP77hVQwEsJSVkVFRgdrnmfI3ktinStVss7F5ew5+vXsOmkjLC8Rh/aKjn/uee5a0330A47ZiznZiyXYjMTIQi6P7WDy4fAa9dZ5UPP6MXvOe6vkJp9hfo6HuQ/37sb+nrirHuOgcr12YQYVyqC5VwWDXTe9pP5Ewp3/nUf2C1Wvlt5/fpCjcmjtHPkyod4R8M0dvgZrTNQ+GqfAo2lKGYlXlJeJl9GV+t+SQOcxb/1voYL/TtB8DTHWD4rTYUqwnnymJsVYUzziWRvC5NIe4LEWztI9Taj7koD+empbqsZ4mGBXDXos18ac1O7GYrvz51gH9teI2gmliF2h0meKQJLRQhY0kZlsrSZOfaGKlSE1okSrSzl2h7F0qGjcwNtZgmDCo4FxFr0Sjh+mZiQ8O4FlVz+86d3L1xC9eWVxLXNF5ub+PRxnpeaW+blCuW8Tix7n6iXV3IWJzM1atmnIMiFSnL0FSVUFsrka4uMgpL9N5yV/b0HacS14gN6z3yqtdL1vKVWItL54xCZ5OzlJJITxfBttNYcvPIKKvAkps/91BcKYl73IR7zhIbHiSzajG2yurzXnk5OjxIoLkBJTMLW1kF1oKiWTvXxiQbD/iJdJ/VS/uKSshctmLGOm2YXzoh7vMSaKxHopFRXoG1tDRZeTJTO0AveYx0dxPp6sLsdJK5ulavUkh53HQvbi0r566a1exevhK71cqp4SEeqjvCA489xnB/L9bKcqyV5XoAM0biPB2f/urlJeDHny0glhhCm+v6KqXZn2fI/yAHmv+O114MgKKw410OrNnjwzmnShhST+AT9sc5/vIwfq9k9TsLqaqs5s7KH+CyFPF4149p8r6VOGZ6XniikAN+jc43egiNhCm/sRpHiS6buUTssjj4/LJPsiG3hj/17ed/7fkJQ229FF5TjbVyfKTVQjrotJiK/3gHgbZBnJuXYlukj2iaLRrOttj5ytpd3LVoA30hL/947EV+9+JzhJs7yaytxrK4cvLQy7nyw6DPNaxpRNu6CJ86Q8aSRWQsr548Im+eIo529xE60Yy1vBTbiqXJn4dCFSzOyeWDtWu4q2YVRXYHw6EgfzjVxJPNjdT1T55uOtrXT/hkE5aiIjJXrpg2afZ8ZBx3jxKoP4nJ4SRrZc20WuSxds1F3OMm0FCPkmHDUbt62ojD+aAGA/gb60HT9PrmzIWtlpE8TyhIoLkBLRbFUbMm5QRIc6HFogRONRL3erCvXI01L/+ccsZaLEqw5RSxkWHsK1dhLSic96TlyXMIlVBrC5HubrKWL8daNr3Weq62SSUxEKPtDJGODjKXL09OMZlKulWubG5fWcsHalZRnZNLIBrlmZZT/La+jv0HDxE6fYqM6ioyllZPviFNOddlJeB16y3ysUQEPC7hr1Ga/TcM+R+mafDvaDga4uihGDtvc+IsHv8QzyVh30iMt54aoGRlNsu25hAT+v42k4vbKr5DWWYNL/T9igPDTyWOmV3CMWli9IyH9te6Kbuuktylufrzc0hYQXB78S3cvfh9dI5084+n/y8dsX59n/PooIsO+XC/3oi1uhT7miqEELNGwwDrciv59vpbWJNbxv6WBn7Q+DKN4dHk9gV31AFoAjUQJHioHiXLRtbm1XPOMTF+YZLI6TaiZ3vJ2rQWc252yvQEgFlTuLGqmrtqVrNr8VIyzGbOuEf4fXMTfzjdTNvoiN6caIxQQyNaMIRj46bZR7JNub5oXx/BxkayVq3CWlw877TBTEKWmkboTCvR3h6cGzZjmrLEz2w3hLjHje/4UWyLFmOrqDrvyFVKSbS3h2BrM/ZV67BOGKwyF2o4jO/YISw5eWQtm35jm9frT2l+bGQYf/0JMquXYKusmvm4qesRxuP4jycm5Vm9JjnU/HyqIlS/H//xOsx5uWSuqknKvCAri/ctW8ntK2vYWFKGJiX7u8/yWFM9e1tP41cjhBuaiQ+NkLVpHSZn4u870+ANBTrvu8wE/MyzBYTl2Kg0/d8c55coy/kiw4HHaR76Gh0tIfa9GGHXHU4cRXNL2DcS49UnRqi9LpuqWkcyJTGWEzYJK+8p+zorXddzZOQpnun5VXLAxhgzVUgEh0Kceq6d0msr5iVhNRKn49lmtm+7ge/c9mWcFjv/2fokT/e+ru+jTv7kLCQaVkNRRv50AktZIY511cltM4lYahqBt5r48Lab+fptHyE3w84THcf40fFXGIpMWITxHEQsoxrBQyf0kXFbEpOZpKikmCjjcFMLsb5BHNs2odhSTJgzg9hcJhu3LF3OHStruba8EkUIGgYHePp0M8+cbqbD49bnmBgexrFtK4rVMmfUGuvpI9jUhGPTpml5wTEWmscde81ITzfB1tO4Nm2ZtMjjTMS9HnzHDuNYuQZr4fznbJgPMfco/hNH5y1hLRLGe/htMsoryVyUeoYwmF/KYCpqKIjvyCFslYuwVS2ac+Jyqar4jh5BsdnIWrt6zpvSQsrQtFiMwOGjFBWXcMfu97F7RQ3XlFVgUhQaBgf4/alG/nC6mV6/D2mS+oRPJ5tQvT4c2zbqndKphipPacNlKWAghYQ/T1nOVxkJPEXz0Jc50xLkjZcj3P6X2cgJecqpEo7HJM89OMLyTU7KV2VP2G+yhEGwo/A+thX8Ga2+t3n07I+JaqE5JQzgGYrS/HQbK3cvwZyr/yxMJWEpJW0vtGOxWym+ropsi5O/XvYxtuStYf9wHT9tfhhvXBfffGqGp29TUMNRhp+vw7mxGkv55HH1U9MSgRNtxIe8uG5ci91q57M1N/DRZdcQU+P8Z/Nb/OrUAUKJ/HBKyc4hYqmqBN6sw5SbTeaqCUsOpRBxpLOfSFML9uu3zT6oA2YUsVAFRXY77126gt3La9hcqs/n2zA4wN7W0zz1wgvUt7Vi37Rh0k/UqTJWfT58bx/EuW0rpsSEQBe6DC3SdZZwRweua6+bdbSeFovi2f8m9pW1WIvmN0/CjG2b4Rpi7lF8x4+SvVWfpB5m6ODSNHyH38aSX0DmktRLSC2UqZJVQyF8bx/AvnYtlrz8GY7R/w3U1yPjcexr16aU77mWoZU6nLxryVJuWbKMbeWVmBSF1tERnj7dzNOnm2gZHZl2XKT9LNGzXTh2bEFYpv89Z2rLZSXg9eut8ulnx9/0qRJ2OT5LRe43cQefp3Hw87z1ihtfQPCO9zpnrI448oqHaFhjw7uLEueauN/0ConVOe9nV8lnGYp08lDH9/DEBhPHzdw5B9DT6GHg5BC1dywjrkyYq2KCMPsaRxlpGGTJbSuJJ1IgAsGtJTfzserb8MWC/PjUHo6MNuvtP8doODDgZ/SVBgreuxFTVkbKARzRQQ/e1+txvWsrSuZ4tFmRlceX1+ziPeW19Ie8/OzkPp7oqENNfB4WKmItHMH3pwPYt23AnDel4yohYi0UwffKfuzXbsCUYp0vODcZlzud3LJ0Be9ZspzNpWUoQtDe388Lp5p4ebCfQ73d04bbSlXF/8bbZCyqIqOiYoYXnb+Q9bakft5/4nhiFq/aGY/1H69DMWdgXznzPheCUHsbseEhnJu2ztihFzrTRmxkGOemLfMuZ5vP8jtTiQ4OEmxswHXddoQtdSdadHCQUGMjru3bx0vIzqPud1VBETsXL+FdS5axNnGjOz0yzHNNDfzu0UdoLypAyUk9P4Qa8uN/4yCOHVsndz7P0B4xoQ0dn/za5SXg558tIDah+HGqhB32T1CV9z28odc43vNpHt8zwIbtDhYtsyb2H+t0szLQHeX1vV7efXchVpsy7zK18qyt3FbxDVQZ4+GOH9AVak4cM3NeWEpJ494usvJtlG8tmTZoI+qPcuqJJqpurcGWp0cZE/epyKzkSys+TpW9lCe7XuFXZ/5ATOpDiM8lGvbUdRAeCZJ3k77awkQJS1Vj6Jkj2Ncvxpbo/JuaH96QW8VX1u5iU34lLd5BfnziZV7sOZXcvhARR7v7Cde34tx17bR8MEDgrTpMLie22qWTz7eAJYmAWWVcmGVn1+Il7KysZkdVNTarFW8kwutn2/nTmTPs62xnMBggdKpFn05wQpQ8n062OduWAhmO4X3rTT3ay82btj3a30+o9TSua65b0LDd+bZ3Uls0Dd+Rg1iLS7BVTp/nV/X78R55G+e11yaj5AvJ1JxtoKEBpMS+evX0feNxPK+/TtaGyauspD5vao85rVauq6jindWLeceixZQ4nGhScqSvhxfPtPLHtlba3HqkG2k/S7SrB8eObZNvPInUg/+Ng1jLS8hYnFjzcB7iHeOyEvDG9Vb5XCIFMZuEs7I+xKK8fyYQOcLet+/h0JsD3PrhvAn762J7/skAlcsyWLI6a8G1wrnWSm6v/C5OcyFP9/wLx90vJ46ZOSUR9kapf7yV1XfXYrKYJgm280A/WkylfHvlpLwwTB648ZGqO9ld9g46A738c/MDtPj1yVbmGw2PbZOqRt8TB8neuQ5L9vhdOa4qhDsGCJ7uJW/X+jk76m4ureFLq3eyxFnA0eEufnLilVmHNUNqEfv3HcK6pBJrReJndCL6Vb1+/G8cwfXuHbpk5sgTT2ShUTEk5NTSxk2r13DL9h28s3oJxYk8bOPgAC++/hoHYmGODA9Nmrt42jnmyVxSjnTpE7U4Nm2avCEu8R3Yj23JUqxFFzbvOxNxjwf/8Tqyd1w/7Sf92OrVmUuWznD03CykSkKLxfDu24fr+usRmZP7AyIdncRGRnBs3JDiNVJ7y6worC0qZkdFFTcuqmZjSRlmRRm/Cbef4dWOMwyFgtM7+qTEv+9NbKtrsRTnTtoWHx4lWNeAY+f2lL8KUkkXACVRhvbxr19eAn75uWLCUv/NNpuEbbb3U13wC8Kx0/zw53/G5hsC5JaMd8gNjMDzj3q49eMlmC36MQuVsM3k5L3l32aRfQP7h57kj333z9k517y3g9wqJ7m142Vl4ajCyYcaWPH+ZZhc4zKcqWZ4rWs1n1v+EbItTh7qfIGHz76AmrDaQiolPHUdaOEYudcsmzSceej5Y9hWVmGr1G92c0nYJAS3V23kc7U3UZLpYv/AGX568lWODHcl95lLxNGuASItndhv2DZpn+CxJhSLdVr0m3LoMxdGxqo/gP+tg7huvgEFM7UFhdxYVc31RSVsXbSYDIuFqKpyrK+X/d1nOdDdxZG+HsIXQMhT2ytVFc+rr+pLMU2YWzfudhM4cUIX0HnUDS8U79sHsFVXT8o3a9EonjdeI3vH9dNWE7nQw5UnRo/B+gZEhpXMZeP5Zikl3tdex752Debc3BmFaxKCNUXFXFNWwbaKCq4pq8RhtaJJycnBfl7r7OC1znaO9PUQnesNTETB8cFh7Fs3TGpr4GAd5oLcZPQLc0t3IpeVgDetz5B/ek6/289HwnbbTVTk/xeBYD8PPv3nrLtuOCnUw28EiagKm25wJHPCMLuE9deY3DmnYOL6os+wOf922v1HeOTsjwir/sRx0/PC/R0hug4OsOYDS5Pbh1vc9DV5WP5eXTLzGbhhN2Vy7+IPc1PRVlr8nfyo6UE6gr36fvPNDQcjdD95jLIPXoMwKfoADk+Q4ZdOUHTHNtQp3565RGwWZj60eDOfXnk9hTYHr/W38ouT+zg20j1+jhlELDUN7943cdywEZPTjqbq01p6n9mHc9d1eh56BukuJCqG+aUp/AcO6wXyZSXJTf59B8hZXcv2teu4rqKK7RVVrCkswqQoRFWVk4P9HOrp5lBvD0d6u6fNZTypDQuQcqi5GYQgc8WKZPsDJ09istuxLZ650uBiEOnpIdbXNykiD3d0oHo82Netm+XI+TPfCgnV58N/+Aium25M1uPGR0YI1jfhvH7yCsV2i4X1xaVsKStnS2kZG0vKcCRKDltHR3izq5M3uzrZ330Wdzg8d246Rbmb98XXcOzckewk1iJRfH96A9euGxAW84LEm4yAP/aNlAJeeGHfBSJDmInIODZhIixVLIikhG1CEpYCi5DEpCAQfpXOwQ9Rkf/f3P2+p2jz3Usw1kRMmhnojbN2iy1xXDQpYatQiUoTNkXv3Q9rFixifOY1m4gRlhYylBgRzYKGyr6Bf6U/3Mq7Sz/HfUt/zCOdP6Q/3I5FqMSkiQxFj4wimpmCsgzaRoOoMQ2LRZe0vz9AXsV43sySmG07ppmwJv4f1UxYE+eJamYCaohftPyat4br+MzSD/F/Nn2ZBzv28mjXS1hNiWMSIjYpWlLCE89tysrA4rAQcwex5juwKBrRYTfWomyEIjCjm2pMtIqiPx4Tsdk0eXtcxtnTdoBH249w95KtfGr5dh7d+Qle72/lX+pf5/DwWZTEMRNFLBQQioK5IIf4sAeT045i0oh7vSiZGeOdgBM/qBOlO/b8hOcmftinynjiF3yajBPHmYtyUUfdkBCwVFXiAR+xHDv7etrZ19OOeEvgsFjZXFrGteWVbC4t5571G/mrTVsB6PC4qevv41hfLycH+6kfHCAY0z9XM33BU4nZnJdP+EzbpPbHvW6si6pmzicuMN88Xyx5eYSamvQpJBOCi7vdWArmLlE7l9KzlOdJvHci245ERYuFkiPT4qMeMosKWVNUzLqiYtYVl7ChuJTlefmYFAVNSpqHB3miuYED3Wc50NPFUHBKWiFV1D7bpDwKYDWj5LhQRz0oJfqvW9XtwZzrRLGZmDZpRyrpzvb8FNImYEgtYdCj4akSDkWPcKb/Tgrte1hT/BBNg5/GHTqAeyBKYYmDDBEnLM3YhL4ETlhakxIGsCmxWSUMejTc7N3LcPQsd1R8k08u+d883f1vnPC8kpQwQIYSJ2Ixk5mbger2Yyp0YREqkaEAuYvLJgkWdFmORaxWRU1Gw1Ylntzn4OgRmo+d4t7FH+Kexbu5oXA9Pzn1W1r9XVhN6iQJA5NEHNNMWPOdqKMeTIVZqJpCdNhPZqEdi6Il0xJTRTuXiKNajPtb3uShtkPcvWQL9y7fzm9vvoeDQx38W8MbvN7flhQxjMvYnO9Cc3sBvTxMHfViznemlHYq6c4k6HORsSknm3BfS/KLp3q8mBz2SZ1d0iTxaRFe6T7DK91nEKrAajKxrqiEjSWlbCwuZUtpObetqNGbJCWtoyPUDw7QODhA49AgTcNDk2ZzSyVmJc9J/Lg3KT0Zj6OFwuOF/Cm4ULKbisiygdmEGg5hsutzNMR9XmzLllzQ15xPdYQQgtzSUtbm5LFuxUpWFRZS834HtRVVZCQqH9zhEHX9fextO83Rvl6O9vXgi0bnFi7MLd0pmHNdqG4P1vJE6s7nxTRhQdGFSnfid2Taa8245SIiJszwMVXCQDIanirhuHaa+/e8h/s++Tirin9DXccXsGY8giNTIyYVbAkJw3g0PJOEQU9JjEkYSEbDQ+F6HjzzWW4t/xZ3Vn6RKvsynuu9HwvxSRK259sIDEdwFseJaGaCw2GyC6zJe+REwU6VMEyPhr1xPz89/UteGzrMp5d+iJ9v/CKPd73MAx17Af0mMVM0nJVvIzQaHN/m9pO1qCCxXf8AnKuII1qUX7e8yZ62g3ywehP3Lr+OX994NydHe/jPpv3s7WpEQyY/aKYcJ9GuAcbmBNe8fkw548NpZxUxXFAZm1xONK8/+Vj1+vS2jB2fIlKVJkmEOAcHujg4oOe/xyos1hYVs6awmLVFxWwtLeeOCWVjI6EQp0aGOD08TNvoCC2jI7SNjuhF/IBitSIsFtRoEFNWFnGvD8VpB4tATomsziXfvFBMTieq34fJnoVUVbRwGGWGtd9ScS6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\n" }, "metadata": { "needs_background": "light" @@ -202,21 +211,21 @@ " slice(-5,5,10*1j),\n", " slice(-5,5,10*1j)\n", " ],\n", - " scale = 2\n", - ") " + " scale = 1\n", + ") \n" ] }, { "cell_type": "code", - "execution_count": 592, + "execution_count": 163, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" @@ -237,61 +246,19 @@ " slice(-np.pi,np.pi,10*1j)\n", " ],\n", " bounds = bounds,\n", - " scale = 2\n", + " scale = 1\n", ")\n" ] }, { "source": [ - "# A 1-dimensional example\n", - "\n", - "Applying the chain rule\n", - "\n", - "$$\\frac{\\partial}{\\partial x} \\to \\frac{\\partial y}{\\partial x}\\frac{\\partial}{\\partial y}$$\n", - "\n", - "we can transform a second derivative $$\\frac{\\partial^2}{\\partial x^2} f$$\n", - "\n", - "as follows:\n", - "\n", - "$$\n", - "\\begin{align}\n", - "\\frac{\\partial^2}{\\partial x^2} f &= \\frac{\\partial}{\\partial x}\\left(\\frac{\\partial}{\\partial x}\\left(f \\right) \\right)\\\\\n", - "\\frac{\\partial^2}{\\partial x^2} f &= \\left(\\frac{\\partial y}{\\partial x}\\frac{\\partial}{\\partial y}\\right) \\left(\\frac{\\partial y}{\\partial x}\\frac{\\partial}{\\partial y}\\left(f \\right) \\right)\\\\\n", - "\\frac{\\partial^2}{\\partial x^2} f &= \\left(\\frac{\\partial y}{\\partial x}\\right) \\left(( \\frac{\\partial}{\\partial y} \\frac{\\partial y}{\\partial x})\\frac{\\partial f}{\\partial y} + \\frac{\\partial y}{\\partial x} ( \\frac{\\partial}{\\partial y} \\frac{\\partial f}{\\partial y} ) \\right)\\\\\n", - " \\frac{\\partial^2}{\\partial x^2} f &= \\frac{\\partial y}{\\partial x} \\frac{\\partial^2 y}{\\partial y \\partial x} \\frac{\\partial f}{\\partial y} + \\frac{\\partial y}{\\partial x} \\frac{\\partial y}{\\partial x} \\frac{\\partial^2 f}{\\partial y \\partial y}\n", - "\\end{align}\n", - "$$\n", - "\n", - "So in general, the hessian in the internal and external coordinates are not linearly related.\n", - "\n", - "However at the minimum in the internal coordinates, where the gradient vanishes $\\frac{\\partial f}{\\partial y} = 0$\n", - "\n", - "\n" - ], - "cell_type": "markdown", - "metadata": {} - }, - { - "source": [ - "So at the minimum we have:\n", - "\n", - "$$\\frac{\\partial^2}{\\partial x^2} f |_{\\frac{\\partial f}{\\partial y} = 0} = \\frac{\\partial y}{\\partial x} \\frac{\\partial y}{\\partial x} \\frac{\\partial^2 f}{\\partial y \\partial y}$$\n", - "\n", - "The covariance matrix being the inverse of the Hessian matrix, in 1-D this means\n", - "\n", + "# Transforming the Hessian\n", "\n", - "$$\\mathrm{cov}_{xx} = \\frac{\\partial x}{\\partial y} \\frac{\\partial x}{\\partial y} \\mathrm{cov}_{yy}$$\n" - ], - "cell_type": "markdown", - "metadata": {} - }, - { - "source": [ - "# Full Matrix Example\n", + "We're interested in how the Hessian Matrix (or its inverse, the covariance matrix) transforms under variable change. As the matrix elements in the Hessian are a *second order* derivative, the matrix does in general *not* transform linearly by attaching Jacobian factors to it:\n", "\n", "$$\n", "\\begin{align}\n", - "\\frac{\\partial^2}{\\partial x_i \\partial x_j} f &= \\frac{\\partial}{\\partial x_i}\\left(\\frac{\\partial}{\\partial x_j}\\left(f \\right) \\right)\\\\\n", + "\\frac{\\partial^2}{\\partial x_i \\partial x_j} f &= \\frac{\\partial}{\\partial x_i}\\bigg(\\frac{\\partial}{\\partial x_j} \\bigg (f \\bigg) \\bigg)\n", "\\end{align}\n", "$$\n", "\n", @@ -302,10 +269,10 @@ "\n", "$$\n", "\\begin{align}\n", - "\\frac{\\partial^2}{\\partial x_i \\partial x_j} f &= \\frac{\\partial}{\\partial x_i}\\left(\\frac{\\partial}{\\partial x_j}\\left(f \\right) \\right)\\\\\n", - "\\frac{\\partial^2}{\\partial x_i \\partial x_j} f &= J_{ik}\\frac{\\partial}{\\partial y_k}\\left(J_{jl}\\frac{\\partial}{\\partial y_l}\\left(f \\right) \\right)\\\\\n", - "\\frac{\\partial^2}{\\partial x_i \\partial x_j} f &= J_{ik}\\left( \\frac{\\partial}{\\partial y_k}( J_{jl} )\\frac{\\partial}{\\partial y_l}\\left(f \\right) + J_{jl} \\frac{\\partial}{\\partial y_k} \\frac{\\partial}{\\partial y_l}\\left(f \\right) \\right)\\\\\n", - "\\frac{\\partial^2}{\\partial x_i \\partial x_j} f &= J_{ik}(\\frac{\\partial}{\\partial y_k}J_{jl})\\frac{\\partial f}{\\partial y_l} + J_{ik} J_{jl} \\frac{\\partial^2 f}{\\partial y_k \\partial y_l} \\\\\n", + "\\frac{\\partial^2}{\\partial x_i \\partial x_j} f &= \\frac{\\partial}{\\partial x_i}\\left(\\frac{\\partial}{\\partial x_j}\\bigg(f \\bigg) \\right)\\\\\n", + "&= J_{ik}\\frac{\\partial}{\\partial y_k}\\left(J_{jl}\\frac{\\partial}{\\partial y_l}\\bigg(f \\bigg) \\right)\\\\\n", + "&= J_{ik}\\frac{\\partial J_{jl}}{\\partial y_k}\\frac{\\partial f}{\\partial y_l} + J_{ik} J_{jl} \\frac{\\partial^2 f}{\\partial y_k \\partial y_l} \\\\\n", + "(H_x)_{ij} &= J_{ik}\\frac{\\partial J_{jl}}{\\partial y_k}\\frac{\\partial f}{\\partial y_l} + J_{ik} (H_y)_{kl} J^T_{lj} \\\\\n", "\\end{align}\n", "$$\n", "\n", @@ -313,7 +280,7 @@ "\n", "we have\n", "\n", - "$$\\frac{\\partial^2}{\\partial x_i \\partial x_j} f |_{\\frac{\\partial f}{\\partial y_l} = 0} = J_{ik} J_{jl} \\frac{\\partial^2 f}{\\partial y_k \\partial y_l} $$\n", + "$$\\frac{\\partial^2}{\\partial x_i \\partial x_j} f |_{\\frac{\\partial f}{\\partial y_l} = 0} = J_{ik} \\frac{\\partial^2 f}{\\partial y_k \\partial y_l} J^T_{lj} $$\n", "\n", "\n", "since we have element-wise transforms $J_{ik} = g_i \\delta_{ik} = \\frac{\\partial y_i}{\\partial x_i}$ and thus \n", @@ -321,26 +288,26 @@ "$$\\frac{\\partial^2}{\\partial x_i \\partial x_j} f |_{\\frac{\\partial f}{\\partial y_l} = 0} = g_{i} \\frac{\\partial^2 f}{\\partial y_i \\partial y_j} g_{j} $$\n", "\n", "\n", - "and with the inverse being $(A B C)^{-1}$ = C^{-1}B^{-1} A^{-1}$ we get \n", + "and with the inverse being $(A B C)^{-1} = C^{-1}B^{-1} A^{-1}$ we get \n", "\n", "$$\\mathrm{cov}_{x_i,x_j} = \\frac{\\partial x_j}{\\partial y_j} \\cdot \\mathrm{cov}_{y_i,y_j} \\cdot \\frac{\\partial x_i}{\\partial y_i}$$\n", "\n", "\n", "as is computed here: \n", "\n", - "https://root.cern.ch/doc/master/classROOT_1_1Minuit2_1_1MnUserTransformation.html#a10f2146be0a2c991243dd2f70a943a15" + "https://root.cern.ch/doc/master/classROOT_1_1Minuit2_1_1MnUserTransformation.html#a10f2146be0a2c991243dd2f70a943a15\n", + "\n", + "\n", + "Let's try to demonstrate this with JAX\n", + "\n", + "Heres the function to compute the Jacobian as a function of the internal parameters: $y \\mapsto J_{ij}(x(y))$" ], "cell_type": "markdown", "metadata": {} }, - { - "source": [], - "cell_type": "markdown", - "metadata": {} - }, { "cell_type": "code", - "execution_count": 491, + "execution_count": 164, "metadata": {}, "outputs": [], "source": [ @@ -350,9 +317,28 @@ " return J" ] }, + { + "source": [ + "Now we comute the expression above.\n", + "\n", + "In the first summand $a$ there are three terms: \n", + "* The Jacobian $J_{ik}$\n", + "* The derivative of the Jacobian wrt $y$: $\\partial J_{jl}/\\partial y_k$\n", + "* The gradient of the function wrt to the internal coordinates $y$: $\\partial f/\\partial y_l$\n", + "\n", + "The second summand $b$: has\n", + "\n", + "* two jacobian factors\n", + "* the internal Hessian $H_y = \\partial^2 f/\\partial y_k\\partial y_l$\n", + "\n", + "we then use the convenient einstein summation to compute the contractions" + ], + "cell_type": "markdown", + "metadata": {} + }, { "cell_type": "code", - "execution_count": 593, + "execution_count": 165, "metadata": {}, "outputs": [], "source": [ @@ -372,9 +358,71 @@ " return int_hessian,a,b,a+b" ] }, + { + "source": [ + "At the minimimum we see that the first part $a$ vanishes and the external Hessian can simply be computed as a transform of the internal hessian" + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 166, + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "internal hessian:\n[[47.999996 0. ]\n [ 0. 47.999996]]\nadditional part:\n[[0. 0.]\n [0. 0.]]\ntransformed internal hessian:\n[[2. 0.]\n [0. 2.]]\nreproduced external hessian:\n[[2. 0.]\n [0. 2.]]\ndirectly computed hessian:\n[[2. 0.]\n [0. 2.]]\n" + ] + } + ], + "source": [ + "def check_point(extrn,bounds):\n", + " int_hessian,a,b,extrn_hessian = hessian_transform(extrn,bounds)\n", + "\n", + " print(f'internal hessian:\\n{int_hessian}')\n", + " print(f'additional part:\\n{a}')\n", + " print(f'transformed internal hessian:\\n{b}')\n", + " print(f'reproduced external hessian:\\n{extrn_hessian}')\n", + "\n", + " direct_hessian = jax.hessian(func)(extrn)\n", + " print(f'directly computed hessian:\\n{direct_hessian}')\n", + "\n", + "bounds = jnp.array([[-5,5],[-5,5]])\n", + "extrn = jnp.array([1.,1.])\n", + "check_point(extrn,bounds)" + ] + }, + { + "source": [ + "While at any other point,m the transformed Hessian does not correctly reproduce the external Hessianm" + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 167, + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "internal hessian:\n[[38.000004 0. ]\n [ 0. 38.000004]]\nadditional part:\n[[0.19047618 0. ]\n [0. 0.19047618]]\ntransformed internal hessian:\n[[1.8095242 0. ]\n [0. 1.8095242]]\nreproduced external hessian:\n[[2.0000005 0. ]\n [0. 2.0000005]]\ndirectly computed hessian:\n[[2. 0.]\n [0. 2.]]\n" + ] + } + ], + "source": [ + "extrn = jnp.array([2.,2.])\n", + "check_point(extrn,bounds)" + ] + }, { "cell_type": "code", - "execution_count": 596, + "execution_count": 168, "metadata": {}, "outputs": [], "source": [ @@ -404,15 +452,15 @@ }, { "cell_type": "code", - "execution_count": 603, + "execution_count": 169, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" 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YTCZMJtcJT/WaKDa37IQQ/yqECBdCRAMPA0evDXT2JC0NsrOvmYgpSbjOm8fAI49QvHgxLFok155eXnKwc3GRA1F0NGzYwIEZM/D6h3/4QlQbGoKiIrnyvRWBgYF4enoiRAdtbfJ34JFH5KTfhg1yAhBobRU0N+eRkZFh03nHxMQwOjpKm9EI3/0ummWLMLt5gZMTFjdP1PFT4Ic/xDJtGgUFBaSnp9ukl5ycTLVej3bzZvjWtyAuDsnDHdRqJHc3+bfcsoWxb3+bPK2WmTNn2qQ3MzOTY05OjH3ve7BunXxt3GU9vLzkB2jjRrR/93cUeHoyLTXVJr20uXP53MUFy49+BCtXysHO1fWyXnQ0PPwwrQ89RFNICDFTptikl5GRwfGhIcQPfiCPhIWGIjk5YpXUSL4+MGMGfP/7VGdm4hoYSGBgoM16eXl5EBKCw2MPY4pLks/LxQVTWDQOG1ZDVhbnz59nypQpuF2bBL9NkpLkZ2ZcD+Rn7umn5d8wOBi+/e3xSaz5+fnMmDGD0lINdpyxdFt87VZQzJkjt5YOHfrizPMFCxZwLDeXTjc3eb3W3Lly4FuwQP6PaWnktraiHR7+Qn5Jr4dPPpGTrbd7ny1atIimphNUVAzLb7i6yppxcQAMDwtKSi7g62tmio0Pi0qlYtGiRezcuZMRvR73uGCGQ6bCwoUMT5mBe0IYVrWaPXv2EBYWRlBQkE16jo6OzJkzh+3bt2NwdYWZM1GnTYeoKDQzpkF6OmYfH7bv2EFqairu17SQvyweHh6kpqayfdcuzCEh8vWbM0deSzV3LmRkYPD1ZfvOncyZM+fyiN8ECQoKIiwsjD0HDmCNjJRzd+npl/XS0tC5urLrs89YtGiRzZOLp0yZgoODA0ezsxEXz0+TFI81Mhp1xkyYNg2twcD+/ftZtGiRTVoAKSkpaLVacnNz8fJVo3UNk89rwQL6AxPxCnSio6OD48ePM3/+/AnrpKdDdTUkJmZQV1dHeXm5fMDJSX6Y5swZH01saGigsLCQ9PTZFBXJh79K7BrshBDZQoj19vzMa1Gp5AZUa6scnHS6y8fCwsJYt24d77zzDtnZ2QwNDV36XrS2trJ9+3Zyc3PZsmXLVSNPLS3ygGN0tBwbb5f4+Hg2bEji3XcLOH78NCMjI+N69fX1/OY3h1Cp6nn00c12mVSclpZGSkoKr776Ks3NBbS1ycnFzk4ren0T77zzDlqtlo0bN9qsBbBw4UKCg4N57bXXKCoqQqWS9dRqC2VlZbzxxhtoNBpWr15tF73Vq1ej0Wh44403KCsrG88jmUwmioqKeO211wgODmbhwoV20bvvvvvQarW888471NTUYLVaAXlFRV5eHq+99hqpqamk2WH2qyRJbN68mbq6Oj766CMaGhpwdJRra4tlhFOnTvH666+zaNEimwYmLqHRaNiyZQu5ubnk5u6gpmYQk0nWq63V096ex7vvvsu6desIsyEF4eoq97Y+/9yVhx9+lAMHDrBnzx66urrGy/T19XHw4EG2bt3Kpk0PcOqUL7Gxckrqq+Rru4LCbJa7swUFcu2SmSmneuQ1sD2cO3eO0tJSVCoVFosFV1dXMjIySE9Px8XFBatVTgGdOiWvYV21Ss5VT4S//KWfrq5KHBxOoNFoMJvNODsHUF+/in/+5xDCw21rhVxLU1MTubl5vP66P4sWlZCfH8+cOYOsWpXI9OnTLyeK7YAQgrq6Os6dO0dBgZbS0jSmTi0nK8uRzMxMkpOT7brESQhBRUUF+fn5XLjQzdmz81m8+BgxMTFkZWURFxdnVz2LxUJJSQkFBQVUVJgpK5vOkiXZxMfHM2vWLJtGfK+H0WikuLiYgoICzpzxp6MjlHnzzpKeHkdWVhaht5Mw/hKMjo5SWFjI738/RmRkDb6+Ixw/nsnf/Z2BRYvSCbDDDhJWq5yeMxjgrrt0VFbmU1hYiMlkQpIkJEli5syZTJ+exYkT3uh0sGXLdQYa7cDNVlB8bYPdJYaG5GVjlZVyqy8qSn6Fh4NGY8FsHkWSVGg0Luh0Es3Ncl69pUVOYaSnQ0aGbT+8TnepZWghI0PPwIADBw86MWuWxIIFdjnN6/Lxx2aMRhMtLRp+8hMH7sCy0atoaTHyyiuCxx6D5GQ7L/i9Dr29Bl56Cf7v/5XuyBrcayktNfDBB/Cf/6myuZt8K+RJ20ZOnoTnn1fj5HRnL15enqCgwEhkpJX+ficee8y+GSyrFY4ckRsf8fGQliZwcRlFCCtGoyslJSoqKuQdetau5Y7dqzcLdl/rjQBAnmWybp38A/b3y4GsqQny8sBoVGMyuaNSyT/upS2eMjNh48aJL/y/Fnd3ePZZOHBAzccfe+DictUYxR1j+XINH3ygYc2aO3fzXElwsCPR0VyeRH2H8fR0IjJSHtD7KggPdyIp6c60OK5FkiSSkpwYGsLuG0Vcj8xMiaYmJxob5VaVvVGp5HGeBQvkKXaHD0vodK5YrfLzMW0a/MM/fGHyw1fK175lp6CgoHCJm7XsvnajsQoKCgoTQQl2CgoKkwIl2CkoKEwKlGCnoKAwKVCCnYKCwqRACXYKCgqTAiXYKSgoTAqUYKegoDApUIKdgoLCpEAJdgoKCpMCJdgpKChMCpRgp6CgMCn42u96ciP0ej1lZWVotVpUKhVhYWEkJCTYda+3KxkeHqa0tJShoSE0Gg1RUVHExsbavMPtjdBqtZSVlTEyMoKDgwOxsbFERUXZda+3K+nu7qayspLR0VGcnJxISEiw+95rlxBC0N7eTk1NDQaDARcXF5KTk+2y99qN9Jqamrhw4QImkwk3NzdSUlLw8fG5I3pWq5ULFy7Q1NSE2WzG09OT1NRU2U/2DmCxWKiurqatrQ2r1YqPjw8pKSk2WTXeDJPJRGVlJZ2dnQgh8Pf3JyUlBaevYnuXm/CN2/XEbDZz4MABysrKmDp1KsHBwVgsFurq6ujr62P58uV22Xn2EmNjY+zdu5fa2trxB9JoNFJdXY1er2f16tUkJibaTU+n0/HZZ5/R2to6/kCOjY1RUVGBEIL169cTHR1tN73+/n527dpFf3//+AOp1+spLS3F1dWVu+++e0IWfDeio6OD3bt3o9frSU1NxdXVdbwi8fX15Z577rHZTOhKGhsb2bNnD5IkkZycjLOz83hFEh4ezt13323zlvNXUlVVxYEDB3B1dSUhIQFHR0d6enqoqKggPj6edevW4ezsbDe9wsJCjh49ip+fH3FxcajVajo7O6mpqSElJWV8d2h7IITg9OnTnDp1itDQUNlcHdmwu6GhgaysLJYuXXrHGgDwDd+880osFgvvv/8+7pLEmtRUXIaGZItDSQI3N7rVaj7JySF9zhzmzZtns57BYOCtt94iPDycFStW4KRWQ26uvOFbRARNTU1s27aNFStWMP12XHxugU6n44033iA1NZWFmZloamtBqwVnZ8TUqdRqtezatYv77ruPuIs+GLbQ19fHW2+9xYJ588gMDkbd1ia7fDk6IsLDKdFqOXj0KI8++qhdWnnt7e28//773LV4MaleXkidnbJLlaMjluBgCrq7ycnN5cknn7TJsPoSdXV17Nixg3tXrSLOwQGpu1veAtvZGVNQEKeamiipqODpp5+2S8ArKSnh8OHD3L9+PVFCyFtkX9zwzRAayuHz52lta+PJJ5+0Syvo9OnTFBQU8MADDxCs0cg73JpMEBWFPjiYvfv2MTo6yqOPPmpzj0cIwcGDB2lsbOSBBx7A18cHCgtlvawshvV6tm/fjru7Oxs3brxjPZDJscWTEBR/9CkRh06z7EIPY2er6e220jXiTrfOlb6GIRxPV/BQl57W3/2VvqpqmyWPHz9OYGAga9euxdHRieHPjtGT34T29e0Y+4aJioriscceY9++fej1epv1Pv/8c5KSkljq6Ynmj3/EWlNH/6gLpr4hpLffZmpZGQ9u3MiOHTswm8026+3Zs4cVISHMPn0a9eefw8gIeuECBgPSkSPMOHKEjZGR7Ni+HVsrTSEEuz76iIdcXJh+5AhSbq4ceJycwGBAffIks3JyWKvRsHfnTpvPzWw2s+fDD3nSzY34ffuQiopkBycnJ9l7NzubJfn5zDOZOLh/v816er2efXv28HRMDFHbtkFuLlaLQG9xgu5unLZuZW1rKxEODpw4ccJmvd7eXk6ePMkTjz9OcFkZvPkmut4x+ocdsB44iOvHH3P/unVIknTZFcwGmpubqaqq4rHHHsfJyZeB7UfpOVFJd0EL2nf3IEkePPzwI/T29l425fmK+Vrm7CwWqK+X7Sh7e2FgALRnqyk/BWELf0KhewzqMQl1h+yMJ4T8fyxWsPiYaazI5dQj5cRt8MM7zh9vb9lRLCLiC/7FN8RkMlFcXMxTT32bnByJwgIrpsMOuCy+F3PLBfT/NkDMIg8WLQogMTGRwsJCFtiwR7tOp6O2tpbn7rkHDhzA+q1v88HnfnTXyMefenwFPke2ElVXR3BwMOXl5cyYMWPCel1dXYjSUlJDQ+GhhyA8nJ4e+OMf4YknIGYl0N3NlK1bCW5qoqGhwSYHtfqaGqadO0fEo4/CihXg7MzoKPzqV/D88+M/AlP37aNx+3a6168n0AYHtfL8fBZUVRHwrW/J2+s6OtLeDq++eoWeVsv07dtp2bUL3Zo1NrXuCgsLWazX4z08DN/9Lnh6knMcjh2Dn/4UHNcLpJISluzcyWvNzSxZssSmreHPnTtHRkYGnu3tiOoaDib8I0UVTjg6gqfHAh713IfLwYMsWbKEHTt2MGfOnAm3tnp64PXXG5CkDfz2ty6orSYczwg0Sx9AsmgwbT+OqUmPycEVq3UDb75Zwo9+lHJb/sz25GsX7HJy4OxZ8POTg9OUKeAz2Ii6YQ87noB/+PFDt7hoGnp6prLjfw+xUWpnIOMZtCOOdHXJn+voKJvvxMbe/Hs0Nzfj7+/PqVM+6HTw8AY9wZZ8+KclcG4MQ0sJZVERvP8+LFkyk7KyozYFu7q6OmJjY3EuLISlS6nu9WNsDJ57Tv5NTpxx4J716+GPf2TmypVUVlfbFOxqa2qYMziI6rnnZEMPZIMikJ3dYmKAwECkhx4i49/+jeqyMpuCXc/u3QQlJSGtWzde23yhcerujnrTJsLPnKFt/34Cn3xywnqDn31GxNy5sGzZ+HtXOtUB4OOD4+OPE33qFC3Hj5O0bt2E9Rrz81ljscCDD8LFnFxTk3yssxMiIyWYMQPXwUFSPvqIlpYWm37P6upqHn30UThwgLroFdQ1OvHcc3LDde9eiaPG5ayrfJnwi85wPT09E/KqPXsWTpwQNDe38eMfzyUmBly72yC0BZ662BUP6YPEC4zFp9LWFsz//M8x3nnHRGamAytWTPgUvzRfq2AnhGzqkZUl36MuLhcPnOmgNy4AZ6PxtmonFxcXBr1c8Xcw4R+sG/d06+2Fjz+WTUNuFeyMRiMuLi5cuACbN0Owi+myEYSDA06SkYwM2VNTq3XDaDTacOaX9ejtheBghptl/2GVSvaTbmkBPDzA0RGXi+VtwaTX42S1yqbfl96TnRSvDkJ+fqhdXbFctK2cKJJWi0hMvHWzWqXCGhmJ6OuzSU+l1SLdjm+mgwPm0FCsvb026UmDg6hDQsYDHci/p4PD5d8VgKgo3M1m+90vw8MMBPgSGXlZOj4e8vOdwckJaWwMZ2fnCesVFMDcuYLR0TqSkx3ly2c0Xm0c4ugIRiPOzhAbqyIpqZO5c8c4flwJdjdEkmRz+rw8ePll8PGBgADwJgmX06V0aHS0tFhwdFSjVstd2EsDPxbL5Vdz8yAulYKzgdEMnPVGOwhdXfJDPHMmzJ596+/i4eFBf38/ixYJPvxQYvYMF2K71bhoBeYOE/29vhR9LI8fJCT00NNju4l0VVWVHHyqqgiNC+bUKblVUFQkBzza2wHoHRuzeRqDm7c3A05O8oenpwOXDYrGKxmA2lpGRkdxttGUW8TGIvLy4OGHb+54o9ejOn8eYaM3riUmBktOjtyMv9nooFaLqrYWh7VrbdJThYUxVlkJ3d3jLuyurnKgG58BIgTi3Dk6nZ0Js4PpeH9/P+4hIUSaG8iu8icpSTaoysmBpGAtdFixuLoyODg44S76PffAjh0qiovnsnWrjoQED/wNbji0m3AYkMuYO0yYvD3oL4eGBiMnTyZhtbrywAM2neKX5msV7EDuukZEyIGpu/tSzs6bvplrsb65i3d/koNP6gwsbp5YUGOxyEFSrQa1xYhqUEvL8RMEuYahXX8X3j4qomLk+8/X9/bydSAbcgshCAxsZvPmKAoKnNl5IZWx/x1AUy/wSIhl2ky47z748EM5f2IL8fHx7Nmzh/558/DdsYNwT09mZ87gk0/UhAQLFka3wqfbEUuXkn/qFOvX2+ZVPi0lhTd8fJi2fz+OQ0OQkUF0tAchIRdd0/R6KCnBkp3NCS8vNto4nSduwwZOnDjB1D//GfXKlTBlCk5Ojozbto6NQW0txv37KXVw4F4bmwRRmzZR85//yZTXX0datgyioggM1JCUdLGAXg+VlYzs3UtFYCCbbbSvT5k9m7z2du5+913ZhisxkRkzHDEYIChQQE8vHD9Of1UVbbGx3G2DcTXAjBkzyM/PJ3LePILefZd70oM5fCgco0kiNUbHvLZPYe5cKmtqCAgIwNvbe0I64eFyCtLb24m2tkqEmIW2LwTT6QhMI4Pg6IjDWU80phi8/EGrrWHlSolnn5UbJF8l36ipJzWFhZS+/jrrpk7FWXexe+rsLPd/h4dBr6dbrWZ/ezsP/td/4WJj7VlQUEB+fv7lqQJFRXDggNydfPZZcHCgpKSEo0eP8r3vfc/m4f3s7Gyam5t5ZPlyNAcPyplhf3852SQELF3KaZ2OsrIyvv3tb9s8vL97926sWi13u7sj1dbKPniurnLgGRhATJnCMaDLamXz5s02aQF8+MEHROh0zFerkbq65MSso6Osp9ViDQ3loF6POTLS5mAuhOC1V19ltpMTM0wm+bcMCJBTEXo9DA1hiYhgR28v/jNnsmTJEpv0LBYLv//977krKYmkri458envL7diBwYAMCYm8nZ9Pelz5thcOY6OjvKHP/yBjRs3EisE7Nsnt2CdnaGvD+bMQZeezutvvMGaNWuYOnWqTXparZbXXnuNLVu2yNOQyspkTUmCRYtg9mz6+/t544032Lx5M2E2BvMbMWnm2QGcOHGCoqIiVi1dylRfX9RmM6hUjEoShU1NnD5zhoceeohIO5ifCiHYv38/TU1NrFy5ktjYWPkh9fZm2GQiLy+P4uJiHnvssQklf6/FarWydetWdDody5cvJ9LLC2lgAFxc0Do4cObsWWpra3nyySfx8vKyWc9kMvHBBx/g4ODAkkWLCNVoxufZ9ahU5Jw+TXd3N0888YScH7KR0dFR3n77bQIDA1k4ezYB8peQR0rNZrJPnsRkMvHII4/YxcR6cHCQt956i/j4eOampeFjNoPFgnByonl0lCPZ2Xh4eHD//ffbZSJsd3c37777LmlpaWRNn47H6Kis5+7OBa2WQ4cPExUVxZo1a+wyD625uZmPP/6YefPmkZ6WhsvgIJhMWAICqGls5ODBg6SlpbHodnKXt0FVVRW7d+9myZIlTJ8+HaeREbBYMHl7U1FRweHDh1m6dCnpF9Mid4JJFexA/tHPnDlDX18fgYGBWCwWurq6mDp1KgsXLrTrsiMhBCUlJZw9exa9Xo+/vz9Go5Genh6mTZvGokWL7BJ4rtQ7d+4ceXl540t/xsbG0Gq1TJ8+nYULF+Lm5mY3PYvFwpkzZ8jPz8fR0XF8BYVOpyMtLY0FCxbgaEcXa4PBwKlTpygsLMTDw2N8BYXRaCQzM5O5c+fadcnfyMgIOTk5lJSU4OPjM76CQqVSMWvWLLKysuw6AXZwcJATJ05QXl5OQEAAjo6O9Pb24ubmxuzZs5k+fbpd9Xp6esjJyaGmpoagoCDUajXd3d34+fkxd+5cu67uAXlieE5ODo2NjeMra7q6uggNDWX+/PnjqyruFJMu2F2ir6+PgYEBVCoVQUFBd2wt4CW6u7vH18aGhITc0bWAQgg6OzvH18aGhobapbVzI6xWKx0dHeNrY0NDQ+/YOmOQg2x7e/v42tjQ0NA7Nuse5FZse3v7+NrY4ODgO6pnMBjo6OgYXxtrj5b/zdDr9XR1dY1XkPZccnc9hoeH6enpQQiBn5/fhHOCX5ZJG+wUFBQmF5NjuZiCgoLCTVCCnYKCwqRACXYKCgqTAiXYKSgoTAqUYKegoDApUIKdgoLCpEAJdgoKCpMCJdgpKChMCpRgp6CgMClQgp2CgsKkQAl2CgoKkwIl2CkoKEwKlGCnoKAwKfjabct+uwghaG5uHt+bLCwszC7GyjfCarXS0NAwvsVTZGSkXfexuxaz2Ux9ff34Fk/R0dF2da6/FqPRSH19/fgWTzExMXbZsPNGjI6O0tDQML7F05QpU+y6b9616HQ6Ghsbx7d4mjJlChrNnXs8BgcHaW5uHt/iKSYmxi4bhN6Ivr4+2traxrd4ioyMvKNbWHV1ddHZ2YkQAn9/f8LCwu6o3u3wjQt2wmKhZO9e6g8cwGdwEF9nZyxArk4H8fFMf+ABwm2wGLwWq9XK6dOnycvLw8fBgZmVlXSHhrLPwYGIiAiWL19OkI1mNFdiNps5fvw41cePk9TTg5/JhF6t5iNXV7zmzmXFypX4+PjYTc9gMHBs3z56Dh8mbmwMN0AHbNdo8F66lMXr19s1yOp0Ok5s3cpQTg5ThMBZkhiwWtnq4EDA8uUsuvdeu+4TqO3v5+SnnzJ65gxTVCocJYluq5V8FxdCV69mwdq1dg16XV1dnNy5E0teHnGShEYIWoTglJ8fU9atY96iRXYNes3NzRw7ehRLaSkzdDo0FgvF7u7sjoxk9sKFZGZm2jUI1dbWcvz4cUa0Wua2t6MymdgdHY1wdWXRokWkpKTYTevL8o3az050dFD+i1+g7e8n8d578Z89G8nDA6xWLN3dNB85QtPnnxN/112EffvbV9naTYRL26SPjo6yevVqggoKZP+CujpMzz5L0cULb69t4E0mE++//z5Bvb0sHhnBdfVqiIuD3l5Mhw5ROzTEPgcHnnjySbvsxjw6Osq23/yGmXV1xCxbhtv8+eDtDTodY7m5NH/+OWcDA7n3X/4FT09Pm/WGBgY4+i//QpLVSuTdd+OSliZbmel0jJw7R+Nnn1Hn78+q//f/cLHDRqzd7e2c+Zd/IcXbm/ANG3BKSZGNVQcHGTp9moa9e2meOpXVP/uZXTZGbW5u5sQLL7BIkghdtw7NjBmyXkcHg0eOUJGfT+fy5dzz2GN2CXjV1dV89tlnbPT1JUavR7VmDbi7I44fR9vczFZ3d8LtuA18YWEhx44dY926dUytr0c1OgpuboihIRoyM9mzZw9paWksXLjQZq0bcbP97BBC2PQCIoBjQAVQDnz/Vv8nIyND2J3GRtH+3HPi45/+VIyNjt6wWGt9vfjkySfF2K9/LcRNyt0Op06dEm+99ZYwm83yG7/7nRAdHUJ8+KEQpaVCCCFqa2vFiy++KIxGo01aQghx4MABsf2tt4T1l7+Uda7EYBDiT38SVZ98In73u98Jq9Vqs97ON94QlU8/Lay1tdcv0NYm6v/P/xEf/+Y3NmsJIcTB554T1T/96Q2vi3VwUJR+97vi6H/+p81aFotF7HvySdHwq18JcYNrY+3pEYVPPilO/fGPNusZjUbxxo9+JLp/9jMhtNrriFmF+cgRcebxx8WpnByb9YaHh8Uvf/lL0X7+vBAvvCDE8PBVWuK994Th2DHxyiuviJKSEpv1urq6xAsvvCB6e3vlz3/hBSH6+uRr+d//LYTBIIaHh8XLL78s6uvrbda7EUC+uEHcsUd72Qz8SAiRDMwBvitJUrIdPvf2sVoRu3eT4+3NzCeewOkmLbawmBicN26kdmwMTpywQdJKbm4uq1atkrcnNxphaEj2ZAwLG/dwjYuLIzQ0lNLS0glrgdydLC4uZmVICFJSkuyQfSWOjrB0KVN1OhwdHamrq7NJb3BwEOOJE0x58EGkuLjrFwoNJeqJJ3AtLKSjo8Mmvc7KSpxra4n72c9u2OKWPD2J//d/Rzp9mqHubpv0Gk+exHtkhKgf/vCGPrWSvz+xP/kJY/v2YdDrbdIrLSkhpb+fgKefllvHXxCTUC9dSuL06dTu2YPVarVJr6CggOTkZEL6+mDGDNkZ7got5s/HsbqaZcuWcfbsWZu0APLy8sjKypLz4t3d8jW85O4XHAwtLbi7u7Nw4UJyc3Nt1psINicjhBAdQMfFvw9LklQJhCG39OyOySQ7wRkM8stoBHN1A0NNAZwc8yGkK46eHtlZ8Moe+qVWuiSB1TqH97qGeOCzNjTeBjRuTjg5yT0KZ2fZ4e5WrfqWlhZcXV3x9AyhthaG2o2MdUzBekqFVBOApr8HtxDZDTAtLZ28vFybXJVqa2uJiIjAvb0d5s/HaoWqKujvl3t6iYngFhuLtG0bmYsXU1paSnx8/IT1KsrLSTGbcZw3b/w9o1F2i0xNvWzsrEpLI8nZmYqCAkJssDds3b0bj0WLUN2ie+oUFITbjBk07dlD6tNPT1iva98+vO+6C+kW+TjPpCRcwsJoPnyY+LvvnrBe3cmTLA4JgSsMZy45KqalXfTpliS8V64k7Le/paWlhahx09wvT2lpKRs3boQDB7AuWsKFWtkt0mqVjbLjp0Tg0t9PfHg4e4aG6O/vn5AvhdEox7ajR9u4//5HycsDU6MZ0RmHyJHLSG0xSCcFml5QqaaTm5tPZqaB8HAnWzNJXwq7DlBIkhQNpAF3LHT/4hfXebPFkZH+RBrMZo4cUV38LpdfIAe+S5Wl0ehFQWU0zhoNbLXANc/X0qWwePHNv4der8fT05O335YvNqNqqItBnQ3Wdm9Ev4ARueyaNb7obWwZXNKjuRk8PSkthR075PMTAurr4YEHNODigrezM5U26o0NDeHs5CR74F6kogL275dv8PG0i6Mjjt7eGLVam/QsAwO4TZt21XvDw/DSS/D881eXdQgOxmyjnnVwEJdr8qg1NfDBB1/UUwcFYezvt0nPPDCAU3DwVbXogQPQ0CBXruNxzccHT5XKfvfL2BgVrZ5szZbfv3S/pKaqud/ZGZXJhKenJ3q9fkLB7sMPob5eUFiYgIeHm3x6vU5IHWGoLgYya2UwotkVGgAcqKiYzl//KvDzgx//2KbT/FLYLdhJkuQObAOeE0IMXef4M8AzgE3J+n/6Jzm4XNWyqzIwVFSPbszCvHnpSJI03rIT4uqgJ0mg1erQa9tYbjGgWTsTjRvjLTsXFwgNvfX3cHZ2RqfTsXmzHH+GOqyMDbRinQVS3RAarRa3lXLLzmIZtHmaxiU9nJ1hZITk5MutXBcXmD4dsFhgbIwhgwFnG6tMJ3d3jEajPOBysbWVkCBXAlcNZpvNmIeGcLBxgELt4YHpmq6puzv84AdfLGvu7cXRxgEfyd0dQ2fnVe/FxsKPfvTFsta+PhzS0mzSU3t4YOztvXxDIleqMTEQHn5FwaEhdEIQaKf7xd3JicRwHffd539Vyy450Qp/GkM4OKDT6SZ8v2zaBO3tEn19F1i8eDYqlQumZhOitAsxSy4jmXqRQh3QJIBabaanp4JHHkknOtqmU/zS2CXYSZLkgBzo3hdCbL9eGSHEq8CrII/GTlTL3f3q9AMA6dGI/j30Dg4SF5fOlClTbvoZ+/fn8mTkBWampsKSiU1jiIyMZHBwEJOpmxkzAiFRA4U1sEqAWzeMjMBsuewnnxSRnGxbGjM+Pp59+/ahnzkT16oqHKZMIfPaMae6BggIoLCykrlz59qkl5icTLYkEZuXh2bJEkAOqkuXXl1OlJZSo9eTbKPxccjatTT8/OeIv/97pItTSyQJrp2qaOrvR1dYyIzvfMcmvYBVq+h96y149NGLfUhQq69qyAIw0tCAvqGBGcuX26QXPW8eba++SmBLC1wM1JGR438dZ+jYMVq8vFgcEWGTXnJyMkVFRayJjkbTdIEZy6OvLtDSBt7e1Hd24uTkNOE5qG5uEB8PK1b44ehYwIIFC+Sk1nAN3LVSLtR5AeYFQTycP1/OnDmOTJ9+52xGb4TNAxSSPGb9OlAphPiN7V9pAmg0SOvWsaS/n/wPP8RsNt+waE9nJwM7dpAgxBef3C+BWq0mKyuLI0eOyMlkJyf5yvf2QkcHhIQAcm6vsbGRGTbO7XNxcSElJYXj/f2I0lI5WXclFgscP06Djw9DQ0M2mx/7+vrC3Lk0fvghtLVdv1BvL61vv01fUhLhVzVPvjyh06ejDw2l/qWX5Cbr9Rgdpe6Xv8SaloaPjXqxy5YxKAStf/nL5fzGNYihIS688AKOy5fjYmPLdWZaGuc9PNC++65cEV4Ha14eNXl5RK9bZ7Mnb1ZWFiUlJfQFBUFxMYyOXj4oBJw9izkxkWPHjjF79mybp57Mnj2b3NxchoaGICgIdDoYHJS7Xu3tEBnJ6OgoJ06cYPbs2TZpTRSb59lJkrQAyAFKgUt3zU+FEPtu9H/u2Dy7hgbO/+d/MqxWM/3BB/FKT5ebgVYroreX9uxsqnfsIDYri6jvfe+L1fiXxGw288EHH+Dk5MTq1avxOnFCbo6Ul2N99lkqWlvZv38/9957r02DBZcwGAy89dZbJI6MMMdkwmnNGrla7e3FcvAgTV1dbFWreXTLFsLCwmzWGx4eZsevfsXcri6iNmzAcdYseSRxeBhTQQGtn31GjrMz6372M7usTunr6uLUT37CNB8fIu+7D4fp08fn2RmKimjavp1KYPkLL+Bu47UDaKuvp+inPyU1Joawu+9Gk5w8Ps9u9Nw56rdto87Pj9X/9V83HeG/XWpraih46SWWeHsTuGEDqtRUeRS9s5OREyeoPnqUmtmz2fTMM3aZyHz+/HkOHz7MZh8fQiwWpHXr5OfhxAl0lZVs8/HB3ceHjRs32mWe3alTpygoKODee+8lorgYSaWS9drb6Vy2jJ07dxITE8OqVavu2GqKSWWSbTUYyP/4Y9qOHiXMaMTbyQkr0DEywnBICCkbNzJl0aJbD7feJmazmaNHj1JUVESMry/TCwrQRkRwxsUFT09PVq1aZZcJxZcwGAwcPHiQ1pwcMoaH8TYaMajVFDs7I9LSuGvtWruu2BgZGeHItm2M5OSQZLHgBowBlYB69myWPfigXVdsaPv7yXnvPUz5+SSo1ThJEnqrlWrAbd48ljz6KG5ubnbT6+rs5NTbb6MuKyNOo8FRkhi2WKhRq/FZupQlDz5o1xUbzc3NnPzoI9wqK4mXJDSSxIAQVLm4ELpmDUtWr7brio2amhqOHDqET30904eH0VgsNHt6UurvT8bChSxYsMCuKzZKSkrIzs7GWQjmNTQgmc3kT51Kn9nMggULyMrKuqPLxiZVsLuE2WymtrZ2fG1seHj4HV2fZzQaqa6uHl8bGxUVRfC1c+HsyNjYGFVVVeNrY2NjY+/o2t+RkRGqq6vH18bGx8ff0bW/g4OD1NbWjq+NTUhIsGuQu5a+vj4uXLgwvjY2MTHR5kGem9HZ2UlTU9P42tiEhIQ7tvZXCEFra+tVa2Pj4+Pv2NpfIQSNjY3ja2MDAgKIjY29o2t/LzEpg52CgsLk42bBTtniSUFBYVKgBDsFBYVJgRLsFBQUJgVKsFNQUJgUKMFOQUFhUqAEOwUFhUmBEuwUFBQmBUqwU1BQmBQowU5BQWFSoAQ7BQWFSYES7BQUFCYFSrBTUFCYFCjBTkFBYVJwZ/Z4+f8DQjDS3o6uuxuVRoN3ZCQOd3BLIpA3u9S1tKD28sIvONjm3WZvxWBXF6Pt7Wi8vPCNjr6jW+gIIRhobsbQ14ejlxc+U6bc0X3JhNWK9sIFjMPDOPv44BUVJW8GeYewms3019ZiHh3Fxd8fLzvuQXg9LGYz/TU1WMbGcAsLw8OOexBeD5PJhLa+HmEw4DFlCq5f8DawLwaDgYHWVoTFgndk5B3dLut2+eYFu8FBuvbto/XgQQa7ulD7+CAsFqTBQXyTk4lZvx73hQvBjnt51dbWcvbsWYYrK5lVUkKfnx+lqamkpaUxd+5cXO3gXn8JIQTlZWU0fvghHufPI3l7oxoeRhsQgM9DD5G1eLFdN5u0Wq2U795N744dqHt7ZVOI4WHM7u743n03KZs22XVfNPPYGJXvvEP/oUMIkwmVmxvWoSFUnp4ErFlDwsMPo7KjnmFoiKq330Z75AiSWo3k7IxVq0UdFETw3XcTd889dg2y+pERyt5+m+GDB3HQaMDJCWt/P0ydSsQjjxBr5y3LBwcHOXv8OCPbthE8NITVwQGdycTo6tWkr15tk13j9ejt7eXMmTPU5+Uxq6wMyWqlIDmZ4MxM5s2bR8hFu4K/Bd+s/ewqKmj505/IGxsj/r77SFy+HMeLD/5ATw/ln33GwNGjLEhNxeuZZ2QTXxvJzs7m/PnzLF26lGlVVagjIuD0aXrXr+dMTQ319fU8/vjjdtnNVwjB3r17MR85wmwfHwKffRZ1UBAYDPR99BH1Z89SkJLCY08+aZeNLi0WC4dffBHvoiJCH3+c8Is+q8JioeP4cdrefJOeiAhWPP+8XTaeNOp05P7jP6JyciL68ccJnT0bSaVCWK00HztG87vvovbyYvaLL6K2g95IdzcF3/8+DqGhTHnsMYJmzgTAYjTSePAgbe+/j3N8PFnPP2+XgKft7+fkj39MpKsr4U89hV9aGkgS5uFhGrdto2PHDtSPP868+++3WQvkDULff/99VgwOEhcbi9vDD4OjI8YzZ+jaupVtgYEsWLGCzC84N02MhoYGtm7dyqxZs5jV0oJLTAy4u2PMzaUgNZWTJ0+ybt06m82nbsbN9rNDCPGVvzIyMoTdqa4WvT/9qfjzf/yH6O/vv2GxstJS8d73vy9Mv/ylEDqdTZIlJSXi97//vdBd+pyXXxait1eITz8VorhYCCHE2bNnxR/+8AdhsVhs0hJCiFOnTol3/vd/hekXvxBiaOjqg1arsL79tsj9wx/Em2++abOWEEIc++gjUbh5szB3dV33uHVoSJQ8/bTY/8c/2kXv9D/9kzj7r/8qrDf4rcwGgzj5938v8v/7v23WslosIudb3xIFL7xwQ72xwUFx4vHHRcmf/2yznsViER//+Mfiwr/8ixBG43XLjOTliRMbN4qSoiKb9cbGxsRLL70kqo4cEeI3v/mi5s6dYmjXLvHSSy+J+vp6m/UGBwfFCy+8IH+WxSLE//yPEMPDQphMQvziF0KMjoqOjg7xwgsviM7OTpv1bgSQL24Qd74ZAxRWKxw8SI6vL7PvvfemrahpKSlo5s6l3tERTp2asKQQgpMnT7JmzRq5FWUwyK5Rvr4QHCzbvSO7Ljk5OVFTUzNhLZBbWWfOnGHdlCloZsz4olmQJCHNnUumszMDAwO0trbapDc2NkbPvn0kPP446sDA65aRPDxIfOYZjCdPMjAwYJPeQEMDhvJy0n760xu2otSOjkz/2c8YPnGCMRv1OgsKsPT3M/MHP7ihnpOnJ4k//jF9e/ZgMRpt0quuqiK8rY0pzz4LDg7XLeOalcXUWbOo2LEDYWOP6/z584SFhZEgSZCa+kXNtDQ8OjpYunQpp2x4Di6Rn5/PtGnTiImJkY2dL3meajQQFgatrQQHBzNnzhzOnj1rs95E+GYEu+pqRoEas5mUlJRbFs/KyuKUWg2FhXKQmgAdHR2YTKbLHrUGg2xgLUmyI9YVn5uVlUVRUdGEdC5RV1eHj48Pvv39sqPY9YiJQdXVxawZM2zWKystJcFsxnXevJuWc5g5k0QnJ0ry8mzSa9y1C/d583C8ReLcIzQUp6QkGvbssUmv5bPP8Fm58pb5v4CUFNT+/jQfO2aTXuXx40SFh8MtcmSBq1bh2dRE5zUG3l+WoqIisrKyoKlJduK+lrAw6OsjJS6OtrY22QLRBgoLC2U9kG0br7yO7u6y2TqQnp5ORUUFphvZZd5BvnYDFL/9LWi117zZ4s5I/0KqzGb0o7c+JaMxnHPnMmjSaKDfAteMH9x9N9zK83loaIiAgAA++USishIYdYDz82EY6AwDrSsUyGWffTaQM2fO3O4p3lAvMDAQmpvHnaOff/7a76wBFxcCPTxoaG+3SW+4r49oFxfZPv4Knn8e/u3frhjfcXLC2d+fke5um/QM3d14Tpt2W2VdIiMZu9hyniim3l4CFy26rbJOERGM2hh8DD09uIWHX+Vqd+YMfP751ddR8vfH19GRwcFBm5L54/eLXg/u7ldpANxzj5o0FxccLBZ8fHwYHh7GcwLeuLt2QWGh4PjxTIaH/eXT6/OEtnRovFioOkXuiYQCuHH69GKGhqzEx8PTT0/4FL80X7tgd++9sgf1VVTqGK5vxarXs3p1xi0/Y3BwFP1IM6vNZrgrBa7J5cfF3fp7aDQaDAYDd911sbIeNsNYA6yeA9UD0NUDi5JQq+VheIcbdF1ul0t6aDTjJtLr1sne2OPfWQgwmTBaLDaPkGqcneWum8UCV0yhWb/+qn+CEFjHxlDbOAKscnLCfAPz6GuxjI6isdE3VnJ0xKTT3bae2sapE5KjI+YrjaqBpKTrWBcbjZisVrvdL+5qNZjNV90rALGxwGEzqNUYjcYJ3y9z50JgIHR01LNixXz5e7fooawNVk+XCzl3QKgEU+X0T1dXLXfdlX5bz5k9+doFu6io6/QEksOwvrKLKldBdHTnLS0Mjx8v5t64Xua4uMAyV5jAdLGIiAi6urpwcxtizhxPGFFBUQvMAVRD4D8s/x3Ys6eM2NjYLy9yBVOmTOHgwYOYpk7FobkZwsO51GsYp7cPNBrOX7jA1IQEm/Rip06lzGRiSnU1qitGz74wcNfWRntPD9HTp9uk5zdrFq0ffgjPPHPTclazmeHcXBJ//nOb9LwzMug5doz4++67aTnD0BCGsjKCv/c9m/RC0tPp/eAD/HW68S6et7f8uhJ9URHNKhVZ4eE26cXFxVFWVsbioCBobycr6xrT9MFBADqGhzEajQQEBExIJzAQAgMlGhqccXMrJT09HUIFDLaN3/80dUFKAEyD2to60tIMLF7sZC/r5tvmm5Gz8/RENXMmy81mjh87dtPk7sjICMUnT5I+OAjLl0/YLNvJyYnUi8PpALi6gtks5yv6+uDiIMnAwABlZWVkZNy6xXkzvLy8iI6Opmh0FMrL5VbctZSV0R8QQHNLC6mpqTbphYaGoouPp+WTT+QBoOshBB07dtAWGEjcjfKIt0n0ypUInY6mI0duWq7m009Re3sTfKs8wy2I27gRY20tXcXFNy1X9fbbOE6davMk4/S5cym3WtEdPXrjQiMjNO/di/+KFTbPlZw1axbnzp1jNCQErjc4VlODiI7mRE4OWVlZNk9InzVrFmfOnMFoNIK/P/T0yE1JIeSuWGAgFouFnJwcZs2adUcnpN+Ib0awA1i6lKlhYQQeOsTnH3983QTogFbLzt/8htVtbXguXHj9xO2XYMmSJVy4cIFjx45hsVohJATa2uRXSAjd3d288847LF26FA8bu10Ad911Fyfb26mvr0dcmwPs7GTg4EE+bGxk/fr1dpn3Nu/ZZymvrKTxj39EmM1XH7RaaX33XUqPHiXzu9+1+WFRaTRMee45Gl56icZDh75wXFit1GzbRud775Hwwx/apAXg6O5O+He+Q+W//zvtublfOG41myl7/XW0hw8zzQ56Hh4eRD3xBEVvvEH/0aNfqKwsQ0NU/fznVLq7s2D9epv1goKCmDlzJu/m5zPa1AQXLlw+qNdjyc7myPAwQ0NDzLbDRObY2FjCwsL44IMPGBEC/Pzk/HJvL1gsGDw82Lp163gj4W/BN2tSscWC8cgRqt5+m3aDAe85c/COiMBqNtNdXo6ltJSYuDhivvMdJBu7eZfQ6XTs2LGD7u5uFjk4ENLRgdDrOZGeTltXFytXriQtLc0uWgBarZbd775LZHY2gdOmoU5JQXR1MXziBGUxMcz91rdITEy0m15nUxMl//f/4jYwgOeSJTgGB2Pq62Po2DFGNBoS/u3fiLTjJNHWkye58JvfILm44LN4MY7e3hh6e9EeOwZqNUk//SmBNnaZr6R+3z6a//Qn1P7++CxYgIOHB6Pt7QweP47K05PU55/H28ZK8UpKjhyh6/e/x9PXF4+FC1G7uaGvrWX49GkMqanM/dnPcLdDxQhyfuz06dOUfPYZ81pbcZk/Hzw9seTkUAxoVqzg7rvvttuKG6vVytGjR8nPz2eWRkN8fz9WR0fanJw4IUlMmzaNNWvW2HXFzbXcbFLxNyvYXcJiYbC4mKYjRxjt6wOVCu/oaKLXrMEpImLCXdeb0dPTw/nCQlxOnmQ0IoLAOXNITk6+Yxe2vbmZ5u3boaMD4eaG75o1xKWn35H1uEIIWgsK6DxwAMvQECo3NwKWLSN6wYI70h25tGKiOycHi16P2t2dkOXLCZs7946sj720YqIvNxerwYDGy4vwNWts7irfCLPJRN3+/Qzm5SGMRjRBQURv3Ii/HYPqlRgMBirOnGHs6FEkoxFmzCBh9Wq7rOq5Hnq9npLz5zEeO4bKZIKlS5mRlmaX3s2tmHzBTkFBYVJys2D3zcnZKSgoKNwEJdgpKChMCpRgp6CgMClQgp2CgsKkQAl2CgoKkwIl2CkoKEwKlGCnoKAwKVCCnYKCwqRACXYKCgqTAiXYKSgoTAqUYKegoDApUIKdgoLCpEAJdgoKCpOCb3ywsxiNiCs337/TemazzTZ4X0rPaETcaCdhOyOE+Gr1rNa/id5Xxd9E7yt09bJaLFi/wmfvVnztPChuicmErrCQxn37GMjPl01OhMApIICARYuIWrMGhylT7LqnXX9/P/n5+VSdOUPqiRO0h4ZiWr6czMxMkpKS7L7HXFdXFxW7d2PYuxfnwUHMGg2WefOIfvBBpiYl2X2Pubbycpo++QTD2bNIJhNCrUaTnk7Epk1EZWbaVU9YrbScOEHrrl0YS0vlLeE1GlwyMojcuJGQLxhv2K7X8PnndOzejam6Wt5B2NERtzlziN60iYDbsOb8MlgsFuqOHaNj2zZEdTUSYHV3x33pUuIeegjf0FC76plMJspKSmj+9FPc8/NRW60MRUXh9eCDpM2fPyFHsZthMBg4f/4858+cIfzzz1GbzdQvW0bKggWkp6fj6up66w+5Q3yz9rPr7KT3T38ir6oKz3nziN+wgcDoaKxWK435+VzYvRvX2loy1q7F5eGHZZ9XGykvL2fv3r2kpaUxu6cHDx8frMXF1CxfzunSUtRqNQ8//DDOdtACyMvLo/yjj1g4NkbQU0/hnpGBqaODjtdfp6q1lYFly7h/0ya7bBoqhODsRx9h+uADfJcvJ3rTJtzDwxnt6aFx2zb6DhzAfNddLP7Od+wS8ITVyrnnn2e0ogL/deuYcs89uPj6ouvspH7HDvoPHMBr8WJmPvecXTbxNI+NkffP/4y5p4fADRuYsmEDDq6uDLW20rB9OwOHDhH44IMkP/GEzVogG48f+X//D/+6OgLuu4/Iu+9G7eyMtqKClo8/pqekhLCf/pQkO2yTDjA8PMz7779PXGMjKR4eBHz726i8vBj49FNac3P5PDycjQ88cNn72Eb6+vp4//33CQ4OZtHwMIHBwUgeHvSXlpITFsaFCxfYvHkzoXYO6Fdys/3sEELY/AJWA9VAHfAvtyqfkZEh7E5bmxj++c/F6889JxobG69bxGq1imOHDom9f//3wvLHPwphNNok2dDQIF588UXR2dkpv/GHPwjR0SHEBx8IUVYmLBaL2L17t3jnnXeE1Wq1SUsIIcrKysTvf/lLoX/+eSEuaV7CZBLm3/9e7Pv1r8X27dtt1hJCiHOHD4vT990nRsrKrnt8rKFB5D3wgDj+ySd20Sv41a/EiaeeEmODg9c9ruvqEscffliU/vWvdtE785OfiFP/+I/CNDp63ePa+nqRfe+9onbnTpu1rFar2P6rX4myb31LWAcGrlumb/t2cWDTJtFQX2+zntlsFn/6059Ezs6dwvrLXwqh0135ZYR4913RvmOH+NWvfiW6urps1hsdHRUvv/yyOHfunPz5L74oRF+fEKOjQvziF0KYTKKiokK8+OKLYvAG19ceAPniBnHH5upRkiQ18EdgDZAMbJYkyX6mBLeDEPD55+R6eJCwaRNRN3BdlySJxcuX05WRQdvICJw7Z5Ps8ePHWbVqFUFBQbKX68AABATIxjudnahUKtauXcvAwAAtLS02aQkhyM7O5r7ERFxSUiAo6OoCGg3qJUtYGRBAXV0dfX19NumZzWbqP/mEpIcewvUG5tVO0dGkPPMMPbt3o7/o+D5R9L29DB09Svovf4nTDbpWboGBJP/85/Tu2IF5bMwmvf7aWsbKysj6n/9Bc4NWt3dMDFN+8APa3n/f5rxhc3MzHsXFJP3gB0gXTc6vxffee5mWkEDh9u02aQFUVlbi5OTEfD8/pNRUcLvCHFmSYM4cQrRa5s+ff9khzwaKi4sJDw8nMzNTdtdTq2WHPWdn2W+xtZWkpCRSUlLIvY7B0VeBPQYoZgF1Qoh6IYQR+Ai4xw6fe/s0NmLUajlnNMq+lTdBkiRmz5nDKScnOHVKtj+cAH19ffT09DDtUiAYGwMnJ/kiu7vLTuyASqUat7WzhaamJiRJIlSngxuZBcXFoWlrIz01lYKCApv0KisqmDI8jPfSpTct5zJnDolCUGKj3oXt23GeMQO3wMCblvNPSkITHk793r026TVs3Yrn4sU43CKHFL5gAahUtJ0+bZPe+WPHmOrnh+pmZkiSRMiaNahKSmyurPLz85k9ezZSY+P1XfQiI6Gjg/TUVGpqamyurM6dO3fZpUynkw1xL6U2vL1heBiQLReLioqw/A0GLuwxQBEGXNlsaQXsk3S4Dp9+KtumXkWLBn3/cipMJsaMLrf8DIMhloKCAapUKug1gcvVP8PmzTeOJ5fo7e0lNDSU7Gw1OTnAqAbOLwAd0BkOWje4+Pw/80wExbfwJ70Vvb29REREILW2yr6cwPPPXz7+yCMwdaozODkR6e/Puet5hX4J+jo7iXR1lWvlK3j+efj3f5djOgDu7ngEBtrcctU3NeF5gxbktbhNncpIU5NNemMtLYRs2HDLcpJKhUt8PEP19bBgwYT1Rlpa8IiPv+KHg7Iy2L0b/vVfL5dTR0QQ7OREb28vfn5+E9a7dL+QnQ0+PlfdKwCPPOLIVBcXXKxWfHx8GBgYmNDgQU4OHD4sOH48ld7ecDm+9XlAWwZcukRVKeDpCaEAvpw+vQCt1sz8+Wrs4Bp523xlo7GSJD0DPAMQaYPhcHg4aLXXvGkwMWLV02Y0cDu5z9FRC15eI/JvHyLgmmt8OyZIkiRhtVoJDETWHLFCg06+oGYjqMYgFBwdZYs5W31VL+khSeOm1VFRcu8Zxk3mQQisQtg8YCCp1ZdNjq/4rOsNZAur1eYBA0mtvu0pQsJiQWWjL+6X1ZNsHVFXqb6g5+UFSUnXlLNa5fySPe8XIa66V+DiPX7xuNVqnfD9EhAg3/+enjpCQgQqlQRqM4zoLwY3oHsUfF3H/+3hMUxIiLitZ9We2CPYtQERV/w7/OJ7VyGEeBV4FeTR2ImKzZ0rv66iyw3zm8d52WLhwQdn4u3tfdPPOHeunFipkvWSBN9dPqHOfEhICG1tbWzaNEZqqjPoBJiL4JkVcK4LurpgvewXe/RoDWFhYV9e5ArCw8M5fvw4logI1B0dEBrKU09dU2hoCMxmqlpbCQ8Pt0kvLCqKttFRYpqakKKjx99//PFrCvb20tfZSVB8vE16XtOm0Xv8OF88qasRViu6oiKivvUtm/TcEhLoPXOG2Fs0LSxGI6OlpUx55BGb9HyTktDu34+vwSCnO4CICPl1JcbqalrMZlJDQmzSCw8Pp6amhiw/P+ju5qmnrvk8vR6MRgbMZoaHhyfcikxMhMRECbW6kwULamTP4qYxOFIBT8+RC31aB8mOMA1aW1sZHa3ie99bdSccTW+KPXJ254B4SZJiJElyBB4GPrPD594+QUFo4uJYotFw9uzZmxY1m83knT7NnJERWLIEJliDenh4EBsby/gUGhcXMBrl1+DgePPQYDBQUFDArFmzJqRziaCgIHx8fKiTJKisvH6hqipGw8OprK6+Ze7yVsTGxtIZGkr3LXJjA4cPU+fuTsqMGTbpTdmwAVNTEz1fyFFcTcuJEwijkchb5BJvRdyDDzJaUMBwe/tNy9Xt3IkmKMjm+XYZixZRMTqK8WZTrsxmWnfvxnX+fNzHm+oTY9asWeTm5mKOjIQLF75YoL4eoqI4k5fHjBkzcLSxpTxr1izOnDkjz87w8YHeXrlXANDTA97e46bdWVlZd8Rv+FbYHOyEEGbgH4DPgUrgEyHEze/YO8HKlaRKEvodOzh35sx1i5hMJj57912yKivxi4sDG2/gJUuWcObMGSoqKuRcTEAAdHZCezuEhDA2NsaHH37ItGnT8L+YZ7OFlStXsrumhr7qaqiuvvrg8DBjhw/zaWMj8+fPx+3K0bcJIEkSM596irJDh+i9QcAbOHmSko8+IuGJJ2ye1+fg6krwli1U/Pu/019be90yXcXF1P/610R++9s2d5vdAgPxWbeOon/6pxsGvJYTJ+h4+21in33WJi0Af39/XFevpuS3v2Wsru6LBSwWWn73O0oHB5lz770260VHRxMQEMDO6mos1dXQ3X35oNkMOTmUqFRUVVUxb948m/UuDdTt2bMHq7u7XPl3dMi9jeFhRHAwx44do7e3l4yMDJv1JsI3a1KxXo/uww8p2bMHXXg44StW4BcdjcVkoq24mO7sbKKAxL/7OzSLF9tlFUVnZycffvghvr6+LDQa8R0dhfZ2ChYupLCigtTUVFatWmVzDuYSjY2N7H/tNebU1+O7ahUu6emY2toY3LGDIrWaiEceYeHChXarOavPnqX5v/8br4gIAtevxzUsDENPD1179zJYXY3/P/4jM+66yy5aAJXvvUfXe+/hkpZGyF134ezri76ri479+zFUVhLx3e/esut5uwirlZI//hHtvn24zZ5NyIoVOHp6MtzcTOf+/ZgaG4n713+VR2TtgNVq5eSbbyK2bcNr1iwCVq7EwcODoYoK+vbupU8I0v/nfwi+tm87QcxmM5999hkjp04xd3QU940bUXl5Mbp3L3UdHVSlprL5kUfw9fW1i97Y2Bhbt26lv7+fpSoV4UIgXFzoHRriiIsLDg4OPPzwwza3Wm/GzSYVf7OC3UWsfX20HjxIR04OBq0WSa3GLSyMqNWr8Zs71y4rJ67EbDZTVVVF6blzBGVnMxgRgfvixaSnp9s0onYjjEYjlbm59G/bhqqrC+HmhtOKFSSvWYPXDeZw2cLYyAi1u3YxcOwYQqcDFxc8588n/v77cbtFfnQijHR3c2HbNgbz8hBjY6jc3PCZP5/Y++7D+Q7oDTY307B9O8NFRQijEZWHB/5LlzJlwwYc78CD2dfSwoVPPmHs/HkwmZD8/Qlcv57YZcvQODjYXa+zs5OKfftQnTiBZDJhTEoi8v77iU9IsFslfAkhBG1tbRTk5eHy+eeoTCaGV61i5uzZREdH3/Hu66QLdgoKCpOTmwW7b/yuJwoKCgqgBDsFBYVJghLsFBQUJgVKsFNQUJgUKMFOQUFhUqAEOwUFhUmBEuwUFBQmBUqwU1BQmBQowU5BQWFSoAQ7BQWFSYES7BQUFCYFSrBTUFCYFCjBTkFBYVKgBDsFBYVJwVdmuPNVYrFYqCku5sLRo4z09SGpVPhGR5O8Zg2hdtoY8UpMJhMVFRWcLy5GVVuL0deXkKQkMjMzCQgIsLuewWCgtLSUuhMnkC7uZ+c/Zw4ZWVn4+PjYXU+v11NSUEDr8eNYhodRuboSPH8+M2fPxuN23Im+JMPDwxSfOkXX2bNYRkfRuLsTtnAh02fNmpAD1q3QarUUnzhBb0EBVoMBjZcX0cuWkZKWhtNFvwh70tPTQ1FODgOFhQiTCYfAQGKXLyd52jQc7sB+du3t7eTn5jJSVITKZEKKjydlzhwSEhJQ22okdA1CCJqamigsLERXUYFkNuOYlER6ejqxsbF23z/vy/DN2s9OCAZOnyb/lVfwNhgIzMjAMzQUq8VCb3U13eXlqKdOJfNHP8LBRgOcS7S3t/PRRx8RGBjIXA8PgvPyMLm5UThrFoXFxSQlJbFmzRq7XeT6+np2ffQRczo7iXV3xykhAUtXF52NjWT7+JC0YgVLliyx2yaJ5aWllPzud6QYDASlpuIUFISxv5/eoiLK1Gqi/+7vyLLDtt6XKDh0iLY33yTewQH/zEwcvbwY6+2lp7CQWiDxH/+RJBv9PC4hhOD0tm1ot24l3tUVv8xMHNzd0Xd20l1czAUnJ9J+8hNivmABNjGsVisHd+zAuGsX05yc8MnIQO3qiv7CBVrr66kMCmLFD39IqJ1st0wmEzt37qS/uprlfX34R0YieXigLy8n19eXFm9vHnnkEbttMDs6Osqnn37K0NAQ84OCiC0tRVKraZk6lZyhISRJYvPmzXekgrzEzfazQwjxlb8yMjKE3TEaxcjbb4vDGzeK0q1bhTAav1DEpNWKw//1X6Jo82ZhzcuzWbK7u1u88MILorKyUn7j7beFqKgQ4pVXhGhuFmNjY+Ltt98Wu3fvtllLCCGam5vFC7/6leh56SUh9uwRwmSSD1itQpSVibH/+i/x+ssvi+zsbLvoVZaXi8+2bBEDf/iDEP39Vx8cGhLDb70lDm7eLPLPnrWL3vl9+0TO3XeLwf37hRgbu/rgyIjo+/RTcWzDBlFz5oxd9M689544c999YiQn54v3y9CQ6HrjDXHonntES0WFXfT2ffqpyN2yRRj27BFidPTyAatViOZm0fmv/yre/e53RXd3t81aVqtVfPDBB+LTDz8U5t/+Vohz52QdIYTo7BTihRdE8YED4qWXXhKDg4M265nNZvHXv/5V7N27V1gsFiFef11+FlpahPjtb4XVYhHZ2dniD3/4gxi98tztDJAvbhB3vjk5u6NHqa2owPL006Tcfz9cpzug8fZmyb/8C/kzZ9K/axc0NNgkmZ2dzfz582X7OCGgrU02c42KgtZWnJycePjhh6mqqqKnp8cmLYBDhw5xd3Iy/q6usGYNXDK5kSSYNg2n2bPZHB7OmTNn0Ol0NmkJISh8+23mTpuG13e+IztGXYmHB+6PP87sxYupeustTFeakk4Ak8FA95//TPKPf4zn6tXjdoPjuLriu2kTU596iqbf/U52sbIBXX8/+vffJ/UXv8B1wYIv3i8eHgQ+9RRT1q6l9ve/t0kL5K7r2N69pD30EI7r1l1tDSBJEBFB0D//MwutVk7t22ezXkNDA/39/dyXmIja2xsyMy97rgQFwcKFzNDpmDZtGqdPn7ZZr6ysDLVaLfdiDAbZSjQ+HsLCwGxG6u9n8eLFBAUFUVBQYLPeRPhmBLv+fswFBRxxdWX2LcxR1Go1M5ctI9fLCz7//LLd25dkeHiY+vr6y05Jer3sMObqCv7+0N8PgKOjIxkZGeTl5U1I5xKdnZ0MDAwQbzLBzJnXt4BMS8OlsZHkxEQKCwtt0qurqyOsrQ2/e++9ysX+KiQJzw0bSNTpKCspsU1v927cg4LwvcX1C7n7blzMZhpPnLBJr/aTT/BMTcXtFl3UqMceQ93cTNeN7Ctvk/ycHGY4OOBwMwtILy9C1qxh7ORJhoeHbdLLy8tj9uzZqC9cgOTkLxZIToa6OmZnZXH+/HmMRqPNenPnzpXTJz09stOeRiMH2LAwOfgB8+bN49y5czZXVhPhazdAceIEnD9/jTFY0xAjncspMhnRvC0bzlz6LS/9eam8JMHY2DTOnhmkHmBoVA5QF7Fa4b77vmhefC0dHR2EhYVRVOREXh5IYxLi7Cys/wtSWyiqAWeoB3d3mDNnKidP2lZbt7W1yQnejg6YPZueHti5U46xKpVsgZuaKudeEsLCKLyeXd+XoL25mQgHB6SpU8ff6+iAHTtg9WqYMuXim6GhBPj5UVlbCzZY5A2XlOB5jfu5yQSffAKPPnr5PUmtxjUri8HiYli8eMJ6o+XlBF/jijY4CEePytf/EmoXF5xTU+kvLCTIhtzdQGUl3omJcIXFZU4OVFTAI4+M2wzjmJJC1Gef0dnZaVNuq62tjTVr1kB+Pn2J89n5OoyMyM+DWg1Ll3oyTaPBW6PB09OTvr4+QiZgzH3+PGRnCz7/PIzR0XgOHQLR5YxonIG4qCeVJqEq9ESKAAglO3saZrORefOcsGO695Z87YJddzf09V3zplaDXueMzqS+1KC6KQaDCt2IC70qFfRJoL/6uF5//f93JUIIVCoVWu3FRtyoBHpnGACGNTDkAH3yd83KUmG1Wm/vBG+hhxCgUjE2JveaLzE4ePEvKhUqSbK55hRWq+zNekWtMjoq//4jI9cUVqsRtp6f1fqFFqTVCte1kL1Dekbj9f2kUasRFotNegiBdI3ewIBsM3xVo0qtRpIku94vY0YVLS1XHx8aQr62VisqlWrC98vAgHz/6/Wu9PVJ8u0yoIYRJ9BeLDTiKLfyXOR/6vVu9PXJPtpfJV+7YLdpk/y6inYVpnf28xuTme/+IBlXV9ebtuzKy2vJ8DvNJo0GvpcFExh99/f3p729nQcfNLNmjQZ0Fqx/zMH6ozlI+S2oerqQNsgtgbNnm2yeghIQEEBubi4iIACpvZ2I9GD+4z/kgDAek4aHwWiksbfXZj3/4GB6jEZiWlogMhKQW3M///k1Pej+fgZ7evC+WGaiuMTGoisqgscfH3/PyQmef/6agkIwWlqK//3326TnGB3NYH6+nPu8SEAA/NM/XSNnNmOsrMTznnts0nOLiWH49Gl8DIbxfOT69bBu3dW/p6W2lnaLhal2uF+am5uZ5uNDmLqT558PxGodryuRRvWQbUCvUqHVaic8ZWnxYli8WOIPfyjj7runEBkZibVBB0fyEU9Nl1t220qRkpKQUkPo7+/Dze0UP/zh7BtmR+4U34ycXWgoDvHxLDSMUVxUgEolV9pqtVyhaDSX/y1JgoKTOcwfGoIVK26cj7oFfn5+BAYGUl5eLr/h4oLKbERjMaAe0iJ5eQLydIO8vDyysrJsOsXIyEgkSaLVwwNKSuSWgnTpnC4WKi3FFBtLUUmJza7rScnJ1Hp7M7hv31V5zWtThaOHD1Pm6MgMG/Xi778fXXU1I9XVNy3Xd/o0+oEBYlevtkkv9uGHGTxzBmNn503Lte3ejcHNjbDM689muF1mLlxIuV6P9dy58fck6Zrfc2yMrn37sKSn22xcnZmZKVeOcXFQVQUw/lxIEnKTOTqawpISEhIScHFxsUkvKyuLs2fPyjr+vqj6elBLVvnZ6+lC5e+LJMm5vbS0NLvP77sdvhnBDmD1alJ9fdG+8gpNN0jOC4uFM+++S/zx4wTNmQPTptkkuXjxYg4ePEhHR4d8FwUHQ2srtLRAeDhWq5Xdu3fj6+tLeHi4TVqSJLF06VK2lZcz0tMDublXD650dGA5cYI9fX0kJCTY/LCo1WoSHnmEwhMnGN2+XU6gXYnFgvHgQYp37SJk40abHxYXT09cH3yQ8n//dwxlZV8cOBIC/dmzVL/4IgFPP41aY1unxDciApYvp+zHP8ZcX//FAhYLg4cOUf/mm0Q884zN8xYjIiIYnjWLytdfx1pY+MXz0+kYeOUVTmu1zN6wwSYtgMTEREwmE9k9PYjmZrjyHEdG4OhRWkJDOX36NAtuMSh0O8ycOZOOjg55IM7DA7y8oLlZzuOMjUFICOXl5VRUVDB79myb9SbCN2tSsdlM59atVL33Hn7h4YQuWoRPRARWs5mOsjK6Tp5kVKMh40c/wjU93S6SlZWV7N69m+nTpzNLCLyrq7EajVSsWEFuQQFOTk489NBDdpuJX1BQwKk9e7irt5ewqVNxS0vD2NZGz6lT5Hh5oZk+nY0bN9ql5hRCcPLwYQbeeYdpbm4EL1+OS0gIhr4+Og8fprq/H+67j1X332+XScxCCLLffBP27SM6MpLgZctw9vZG391N59Gj1Hd24vHoo8y5cgTBBiwWC4d+9zvcT50iIj6e4EWLcPTwQNfWRufRo9RptYR85zvMXLbMLnoGg4Fdr71G6JkzxEREELBkCRo3N4Zraug8dYoijYYZzz1H0vVGTyeATqfjgw8+wHdoiIWdnfjNn4/Ky4vh7GzKXVw4pdHwwAMPEB0dbRc9rVbLe++9h7+/P/Pd3AhvaAAnJ7r9/DilUtHU1MQjjzxCcHCwXfSux80mFX+zgt1FdMPDlH3+Oa05OYxptaBS4RkezpTVq0mcMweNja2CaxkYGKCgoIDzRUX4VFQw5O+Pb2oqmZmZJCQk2H2JTE9PDwXnztF5+DDqnh4srq64L1jAzLlziY2NtdvqiUt0dHRwPjub3hMnEDodkosL3nPnkrpsGVFRUXbVAmhqbKTi0CH68/IQY2NIrq74z5/P9JUrJzRieDOEEFyoq6PqwAEGiorAZELl4UHQkiVMX7rU7sv9rFYr1VVVVHz+OaOlpQiTCZWfH6GrVpE2bx7e3t521TObzVRUVFB06hTk56MymzHExTF18WLS09Nxd3e3q57RaKS0tFSeS1dUhNpiYWz6dNIzMpg5c6bNPYBbMemC3ZVcOj97B4Cb6X1VWoqeovdlteCrfRa+Sr2LWjcMdl+70dgvy1f5Qyt6it7/n/W+yed2O3xzBigUFBQUboIS7BQUFCYFSrBTUFCYFCjBTkFBYVKgBDsFBYVJgRLsFBQUJgVKsFNQUJgUKMFOQUFhUqAEOwUFhUmBEuwUFBQmBUqwU1BQmBQowU5BQWFSoAQ7BQWFScE3dteTvr4+iouL0Wq1qFQqwsPDmT59Os5X+nXakc7OTkpKShgcHESj0RAdHc20adNwdHS0u5YQgtbWVsrKytDpdDg4OBAXF0diYqLd9+q7pNfQ0EBFRQWjo6M4OTmRkJBAfHy83ffqA3nPt9raWqqrqzEYDLi4uJCcnExMTMwd2UnDbDZTVVVFXV0dJpMJd3d3UlJSCA8PvyN6RqOR8vJyGhsbMZvNeHl5MX369Du2qeXY2BglJSW0trZitVrx8fFh5syZ+Pn53RG9kZERiouL6ezsRAhBQEAAM2fOxMvL647o3S7fuP3sRkdH2blzJ62traQnJxPs64vFaqW2tZXahgbmzZvHwoUL7XYTDw8Ps23bNvr7+0lLSyPQwwMDUFVTQ0tLC8uXLyfTRv+CK+nr62Pr1q0YjUZmpqbi5+zMqNVKWW0t3d3drFu3jmQ77XQL0N7ezrZt29BoNMxMSsLLyQmdyURJTQ1DQ0Pce++9TBn3VbSd+vp6du7ciaenJ9Pj43F3dGRwbIziqirMZjP3338/oaGhdtMrLy9n3759BAYEkBobi7NGQ79eT2F5OU5OTmzatMmuQSE/P58jR44QGRFBUlQUjmo13cPDFJaW4uvry/3332+TheKVCCHIycnh9OnTxMXFER8RgUYI2oeGKD5/noiICO699167NQCsViuHDh2iqKiIpKQkYsLCkICW7m5KS0tJSEhg3bp1OFzHwN5e3LHNOyVJehHYABiBC8BTQoiBW/2/OxXsjAYD2198kTiDgTQ/P9R6vezkJAQYDIx6enL0wgVcFyxg6Rcsyr48IyMjvP7668ycOZMFCxagamqCd9+FmBjYsoW+/n4++OADMjMzmXuNJ+pE6O/v580332TJ3LmkDw4ilZbK3hcGA0yZQmdyMh8cPszKlStJTU21Wa+9vZ33332X+6OiiNHpkLq75d/TYAA/P9p8fPiwvp77HniA2NhYm/UuXLjAnvff58GICEJ0OtDpZL2xMYS3N01OTuzs7OTBp56yS8ArLS0lZ8cOHoqKwq+/Xz4vR0dZz8+PaknigFbL49/+ts2eHgBnzpyh6PRptsTE4NnaKnt2OjiAwYA1MpJ8lYqzvb1861vfwu0Kf9mJcvDgQRobG3l49Wo8T5+WfSg0GvDwwLx0KQfr62ltbeXJJ5+0uQcihGDHjh2MjIywadMmXPr74f33Zfu7TZswRkby2WefMTo6yiOPPHLHDHfu5Oadh4B/FUKYJUn6FfCvwD/b+JkTY3iY+v/+b6Z2d5P2zDNI0dEQGHjZestkwqWtjRUVFeS+8gr9ZjO+Dz74RbusL0F2djZTp05l0aJF8hvHj8sOyzk50NyMX1QUjz/+OH/+85+ZNm0anp6eNp3iwYMHmZORQUZ5uez798wz4O0tG48WFRH8+ec8tmYNb+zdS0JCgs038P6dO3nIYCDSYJBduKOj5YfFaoXmZsLOnuUJs5lPtm7l//z4xzZ1aa1WKyf/+le2WK34RUTIZkjBwePeplJbG9GlpTxYXs6Jd9/l4X+27TYzGo0UvPYaj3l54RETA2vXgr+/rGexILW0kFhcjGNZGSc++YR7v/Mdm/SGhoY4t28f33ZxwcXRER544PL5jY2hqqlh1rFjSDod2dnZrFu3zia9zs5OSktL+funnsLl3XchLQ02bpSDa20tml27WLNpE1tHRjh79uzle3iC1NXV0dnZybe//W255bZvn2xT6e4OO3fi+NxzbNy4kXfeeYeSkhLS0tJs0psINgU7IcTBK/55FrC9uXSbDA3JJruDgzA8aGVoxymOlscw5Z5/prTKG2uF/Exe8hpWqRxQq6NRqaKpTQ4n7+08preV4z43FQ8P8PGR7/XbbdGPjY3JN9Pff5fGRqgqM9O9xxfjWBKqejVufx0mZgOkpHiRkpJCQUEBS5cunfD5DgwM0NTUxP1RUeDqCvfcQ26ehBz3HFm1ajZOkkRASQlRUVGcP3/eJvvGtrY2vEtLCV+6VDbqVanQ62HnJ7BmjQqf6GiIiiLgwAGm7tlDTU0NiYmJE9arKyoiqbYWv9/+FsLCADCb4fBhWL1aBREREBFBcFwcIT/5CW319YTZ0H0uP3aMmf39ePzHf8DFbqpOB/n5sGSJWg7s0dFEhIZS99//zcADD+BtQ3e2ID+fJcPDuGzYALNmAbKb4fnzsHGjM6rp0yE+ntTf/543jx9nbPlym7qXl+w7XSorISKCmuBF5H4s/6axsVNZcNcaVNnZLFyzhg8++ID58+dPuLVlMMBnn1Xg67uCvXsdGO7QYc6OwCKmISQVmqIZaP63D7cof5ycVrBrVw4JCTNxdf1qdzK2Z3b5aWC/HT/vupw8CX/4A/zlL3DiBDQ1gbG2EWdpAJdZbqxe483ChbB0KaxcKVcua9bIf1+yBObPh/X3R9AXL+FWW8RQj4GqKrkievlleOutG7jCX0NrayshISGcPOnB7t3gph5j/tQe7lqnYdliC8kBPbS2wiuvQEhIKhdu50NvQkNDA/Hx8ThUVsKsWdRdkMjNlc/JYIAjR5Br76YmUuPiqL+ePeCX4EJtLdMNBlSrV4+3fuvqoKYGKisvFpIkWLaMqVYrTRUVNulpDxzAff788UAHMDoKF61Ix1FNnYp3airdBw9iCyMHD+KxevV4oANob4fs7KvLOWRl4RsWRsexYzbpdRQUEO7jA1fkb3NzoaxM1gXAxQXnu+5i2uAgra2tNulduHCBlJQUqKqi0T+TPXsgPV2+Xxoa4Eh7EnR2EuzpiaOjI729vRPSycuDl18WnDoFAQExRETA3IR+lmbpuGuNijVrYOlcA3PjeoiJAT+/MCoq3HnpJdMXfus7zS1bdpIkHQauN0z0MyHErotlfgaYgfdv8jnPAM+AbPg8UY4dAxcX+aIFBcm9OLfSbrRORurHxoiLu/VnBAU5cCK8j/kODpjmjDDs4ER/v2xzeeKE3Mq7VQrKbDbj6OhIbS3Mng1ZcSbU1cMQAfRZwDxAxFLo6ID+fhfMZvOEz/lKPQwG8PBAK1vTMmWKnPo5fx65i+LkhJMk2axnMRjQSJLsAXoRo1H+02C4oqCTEyo3N6yjozbpodcj3eZ9IXx9ESMjtumNjqK6nZaaJCF8fbHaQ8/H56q0icFwOeU6jo8PTkLY734xGukbdSU0FJKT5fpJq4XqarXcjTEacXR0nLBecTEEBgqioupZuVKDkxNQMwYdBvlZAAg1Qqge0sBkkjh5sp3ISDPnzjmyZIlNp/mluGWwE0KsuNlxSZKeBNYDy8VNRjuEEK8Cr4I8QPHlvuZl/umf5Ob/hQvyAz4wAPqeFByKdRRqxpAkMw4OGlSqyw7oQlzu0los0Nmppy47mf9x9sei88bdA3x95RTf44/D7bgDenl50d3dzYMPCvbtk8g+6EZQ6VQc/QWWWg+Gu+PR1UBWFnh7t9k87O7l5UVpaSmEhMCFCyTNCObUKXj7bejuhnvuQf6L1UqnTmeznqefH/1qNTGVlfJTgpwmvPJPAJqb0Q0P42qjxaE6Lg7LuXPw6KPjAeG6KUCTCVFcjIOtA0xTpmA8c0Zu9l/kuta+IyOIqiqcbcyhaSIi0J8/j/fAgFxDI6fsWlrk++4S4vx52jUaIu1wv3R3d+MeGEiySwMFTf785S9yBqSrCx5aPQAtJkzOzmi12gnnk7dsgbNnVezbl8L//b96AgLc8DL7oakMQ40cXM05gVjCghk6CX19Bs6fj2LOHCfsZP9729iUs5MkaTXwE2CxEEJvn690c1xcYPp0+XUJq9UdfY4Pp373BmqLmtjlq7EKaTy4SdLlwKcyGTjzyrusjewj4ec/wClcxURmoQQHB+Ps7MzIyAW+9a04RnQO9PxPG4a4AdQDtbjNCyVopaz72mvnbE4Ax8bGsmfPHrozMgg8dAj3hASefdaftjY5UPt6mOCD/VgzM8kvKuLBBx+0SW9aSgpv+fgwbccOnN3cICqKyEj41rfkFiUAXV2YP/2U066ubMrIsEkv7t57ObV/PwmfforD3XeDiwtubvD881cUGh5m9KOPaLRYWLtqlU16MQ8+SPUPf0j83r2oVq0CBweioq7R02oZfOMNWnx9ybyYZ5soM+bNo7CigtBPP4WHHgJPT1askLuWHh7INXJBAb2nTtGXlGTznLv09HTy8vKYMns2Lp99xt99axrNva6YzRAWKnA5cBRmzKC0ooKIiIgJT3dxdYVly0CSNOh02cyfv47hfk/M3VVYkjIRDo5ois6jvjcV92AoLc0lK8vE2rV3ZjT2Ztg6GvsHwAk4dHHe2lkhhG3DVhNApQL3xRlMk0ao/N3vCOrJxzUxUX4qXVzkJt3QEDQ301lQgMfgIEkvvoijDQbIkiSxYMEC9u/fz1NPPYW7uztuCyOgZjeMdMD8BaCSpxuYTCbi4+NtOke1Ws28efPYmZvLk4sX4/j667gkJxMXHg5tQ1BUhIiM5PDYGL6+vjZPzXB2diZ2xQo+Ly5m/SefoPbzQ5o6lQh3d2gdhdparB0dHHd0xHfRIptbkt4+Phg3beLc+fPMqa9HNWWKPEjg5CQn7xoasDQ2cmp4GPctW3C6bjPs9gmLjOTYXXdRcvYsM8rKkOLiIDJSTgXodFBfj7m5mezhYcKefNLmydPx8fEciY6mzGwm5ZVXICYGp5gYQhwcoKIfqqoYs1jY6e3NvGXLbJ4HOn36dE6cOEGpTkdqaiqqV/9MdFaW/DwcPw+SRP+8eRx7/33uv/9+m7QAMjMz+fOf/0xyciKxcbGwIgbKtstd5dn+kOJOe3s7+fm5PPHEEzbrTYRv3KTiwoICTu3dy5IpU0hwd8dRCFCpGLJYKO7vp7ivj4efeorAK/sONpCTk0NBQQGLFy9mWnw8jidPQmwsnR4e5Obm0tTUxOOPP24Xp3chBAcOHKC+vp6lmZlMHR1FMzCAcHam3c+Pk/X1DAwM8Nhjj+Hq6mqzntVqZdu2bQz29bEsJoZoiwWVwYBwdKTVwYHjra1YNRo2b95sl4miJpOJDz/8EM3YGIvCwgizWpHMZqwODjQBx5qa8AwKYuPGjXZZuaHX63n33XcJcHRkXmAgQRYLksWCxdGRCxYLR+rriU5IYPXq1XaZhD4wMMA777zDlOBg5vj64j86CmYzJhcXqoHDlZVkZGaycOFCm7UAurq6eP/990lOTmZWeDi+zc1gMmGIiOC80ciJkydZtmwZ6enpdtFramrik08+ISMjg4yZM/EqLQWTiZHMTIrKyjh9+jR33323TaP2t+KOTSqeKHcy2AG0tLRw9uxZ6urq8PT0xGKxYDAYmDlzJnPmzLHbDPVLXLhwgdzcXJqbm/H09MRoNGK1WklPT2f27Nm4uLjYTUsIQVVVFXl5eXR2duLh4cHY2BgajYaMjAyysrLsukRNCMH58+fJz8+nv78fd3d39Ho9bm5u8k2dkWHXCaIWi4WCggLy8/PR6/W4urqi0+nw9fUlMzOTGTNm2HUJl9Fo5Ny5cxQUFGA2m3F2dmZ4eJjg4GBmzZpFYmKiXfVGR0fJzc2lsLAQlUqFo6MjQ0NDREZGMnv2bLtMzr6S4eFhzp49S3FxMU5OTqjVaoaHh4mNjWXOnDlERETc+kO+BP39/Zw9e5bS0tLxidE6nY7ExETmzp1LUFCQXfWuZdIFu0uMjo4yNDSEWq3G29v7jqwbvZKRkRF0Oh0ajQYfH587sm70SoaHh9Hr9Tg4OODj43PHHdgHBwfH18Z6e3vfUT0hBAMDA+NrY+/0ukohBFqtFpPJhKurq90rxGuxWq1otVrMZrOcArHDiombYTabGRgYwGKx4OnpadcK+HqYTCYGBgYQQuDl5WVz2uF2mbTBTkFBYXJxs2CnbPGkoKAwKVCCnYKCwqRACXYKCgqTAiXYKSgoTAqUYKegoDApUIKdgoLCpEAJdgoKCpMCJdgpKChMCpRgp6CgMClQgp2CgsKkQAl2CgoKkwIl2CkoKEwKlGCnoKAwKbizex79DTGZTFRXV6PValGpVISHhxMZGXnHtiUyGAxUVVUxODiIRqMhOjrars7116LX66mqqkKn0+Hg4EBcXBwBNuy8fCuGh4epqqoa3+Jp6tSp+Pj43DE9rVZLTU3N+BZPiYmJd3TbpZ6eHurq6jCZTLi7u5OYmGiXDVCvhxCCjo4OGhsbMZvNeHl5kZiYeMe2QRJC0NzcTGtrK1arFR8fHxISEuyy4er1sFqt1NfX09nZiRCCgIAA4uPj75gx9u3yjdviyWq1cuxYNmfOnCcoKBR//yCsVguNjRdQqcysWbPMrjulms1mDh06xPnz54mMjMHNLRirdYympkpcXFy46667iI6Otpve2NgYBw4coKqqiri4OJyd/RFihJqaKnx8fFizZg0hNprfXIlOp2Pfvn3U19eTkJCAp6cnIyMjVFVVERoaytq1a/H19bWbXn9/P/v27aO9vZ3ExETc3NwYGhqiurqaKVOmsHbtWtzd3e2m19HRwf79+9FqtSQmJuJ80YCmrq6OxMREVq9ebZN/67U0Njby+eefMzo6Om5k3tPTQ2NjIzNmzGDlypV23XexqqqKw4cPI0kSUVHxCKFhcLCd9vZ2srKyWLx4sV33XSwuLiY7OxsHBw9CQmKQJInu7haGh7uZP38+c+bMuaP7IH6j97PT6WQ/085O6OuzcvRoMYODEikpCXh6uo47VJnNgs5OLVVV5aSlRTFjRiS+vrL3cnS0bD3wZTGbzbz33ns4Obnj4rKWmhpXNBrZGi8oSBAefoHz53dwzz33MHXqVJvPdWxsjDfffJPIyEiWLVtGWZkL+/ZBXBw89JCFsrJSDh48yObNm+2yA+3Q0BBvvPEGM2bMYN68eRiNTrz0EnznO+Dvb+bcuXOcOnWKJ598En9/f5v1enp6ePvtt5k/fz5ZWVmYTBp+9SvZBMdgMHDq1ClKS0t56qmnJuyGdSUtLS18+OGHrFq1itTUVLq71fzlL7KeXq/n2LFjNDc389RTT9kl4FVXV/PZZ5+xfv16EhMTyc+X2LsX/uM/QKcb5sCBA4yMjLBlyxa7BLyioiKOHTvGfffdh0YTzUcfSZjNsg1pYqKW3bt34+zszKZNm2wOeFYrvPdeATk5nURGzket9ubS/qBjY2Cx6GhtPcO0ac78n/+zAI3mzgS8mwW7r2U31mqFkhIoLJTdA6dMkb11hocrSEmp4tlnH8TV9dpTkxDCl5aWZP78548JDt6C2ezJyZOwdStMnSrbHn4ZS9ucnBw0GheGh+/H2Vni29+WPWctFqiqkti/P46MjMfZseMtvv/979v8wBw8eJCIiAjWrl2LxSJx9Ch897vy929qUjNz5kxcXV359NNP+f73v29zt2HPnj2kpaWxePFiAC75Nnd1QXCwhrlz5+Lk5MS2bdt45plnbKqxhRBs3779Kk+EK61onZycWLZsGWq1mj179vDII49MWAvk7d8//fRT7r333vGKaHj48nFXV1fWrl3L3r17OXToEBs2bLBJb2xsjJ07d7JlyxbCLhqBXzLHHhoCLy8PNm3axMcff8zJkydZYqOh6sDAAAcPHuTv/u7v8PX145VXYO1auXL/y19g6lQfHnnkEd555x0KCwvJzLxufLgt2trg7bcHKC7u5R/+YSmJia4EBDDu2icE9Pe7U1e3iFdeOcHPf97Dt74VeEtvZnvztRugGB6Gd96RA928efDjH8ODD8LcuYLurmzuW5GKa1fL5Wh47hzk50NREVJ5GZHqMRbPCWdsLI8lS+Cpp+D735dvgq1b4dAhOZjeCrPZTEFBAb6+q/D0lLj3XvBxHoWiItQtjUybBo88AgUFQURFxXL+/Hmbzluv11NRUcHSpUuRhKDxTAcBo834N5wjxbGG6mPtYDCM59Kqqqps0uvr66OtrY15c+dCXx9UVKA7VwltbegKqmUr++5u0mbMwGg00tLSYpNeS0sLRqORtGnT5KhaUiI7MLe1ydextBTa25k3axatra309/fbpFdVJXf7p0ZFye7o58/L59TWBkVFUFaG1N3NkoULKS8vZ9RGE/Di4mJiY2MJCwqSo1xJCUPnG6CtjaHTZVBTg6TTsXz5cvLz87FYLDbpnTt3jpkzZ+Ln50droxl6ekgeK8SzJp+Z3o0UnxlFo9GwdOlS8vLymGgPT6uFDz4AV9d8vv99DxYtciUwECSjYfwaSvoR/Pxg9mwnfvSjIHx8TrJtm2wg/1XytWrZCQGffiq3vpYtu8JEeXSUoV27mH7wIFF6Pfj7g5cXaDSXXbItFtnSXqtlXlMTBbW1cpnMTFxdJWbNgmnT4OOP4fRpWLDg5t+lpaUFb29vGht9WL8eJKsF3nhD1m5vh+XLCZ0+naAg8PLKoqLiKLNnz57wudfV1RETE4NbWxt89hmDfVH4Ew5dffjrB2kpc4CetyEri5kzZlBZWcm0adMmrFdVVcU8R0ccfvc7+XcMDsbUGgwjakztPVDRDseOIen1LHJ1pbKigsgv0yy+9vzy8ljZ3Y300kvg5ye/zC4w4io7SRuN0NuLg1bLiuFhqgsKmLty5YT16k+fZllbG7z0kuz67esL3d4w4igHP4MBurtxHxpivlZLXVkZqVlZE9arKi9nFcCLL8om2QEBGHvi0Iw5Y2psg95uaG8nwNOTMIuF5uZmYmJiJqxXWVnJQw89BJWV9P7pLGHWCKTWEVCpCBvoovRYMaidiL7rLoxGI319fRNKRezdC/PnC44dyyUt7Qfym3o9vPoqBAXJ987hw/D00+DrS3JyMnv27GHVKgO7djnxna/QePVrFewsFvm+f+yxa9ziy8uR8vLonjkT6bnn4GbuWkIgdXbS+7OfyVcqIQEu5n/c3GDOHCgouHWwGxsbw83Njf5++blEp5Mv8oMPyq3JhgaYPh0/PxDCDYPBYNO5X9Lj+HFITcXksRKHQRWsAYcLYPIEFv1/7Z15VJzlvfg/z8wwA8ywrwlL2LJIyE4Ws2AW1GjUGG1sza0arVZrb609/n73dDm3vb9z23p7enur7b23Wm1rrEs1pnGJMXtIYjYwIZCwBEogBEhg2JdhgJl5fn88QEAwEGaAk/B+zslJwjLf533f5/0+3+f7fJcp8MYb+G3YgN1ud0teh81GQnY2PPkk3Hor6PXILKAVXEunwWqUCZyTQ/grr1Dhps/OJzcXc3s7PPecWjCEgBagEFjf7e+UEi5fJvDf/o2G/HxwQ9kF5ObiExYGzz6rlA9AEVD9JXllZYT/67/SVVSk/BwjRH/5Mn4NDUpeQgIIgWwEXQ24bp8BSah9+7ZtxOfmem6+fPQRnckLMcbMhXVqX2m8BTq9G+HkS4gVKzCbzSOeL3V1cOedkr17HVeb+Fy+rF6mb3xDPcd331ULSHAwBoMBb29vYmPt7No1Nk14erihlJ3BoHxrn3wC99zTR6fNnQt1dfi9/jquX/0Kndl8TcvO2dREgNOp9pl9HN11dXDwoFJ4Q2E2m2lqaiIwUB2OJMb7qZf0tdegqQnuvx9Qzz0qqsntMIYeedx9N+zYgTHvTTplNNRdobPcjPG8N1jzYd06Gjo73Zbn6+dHyeLFxBUUKAUbEoK4Eg25sejsVfCPcrBaITiY8tRUjG4qO1tqKvVnzxKzZYt6VqGhyrLLTYEt2dDVBbW1YDJRHRWFbt48t+Q1LlpE0+XLhP/xj2rlDA6G2iDITVTyOjqUPIuF8rg4JqekuCVPxsRQn5iI36efqkUxNBTdiWScjWZ0hmLwvaLmTXw8hYmJrPbQfLHceSem/z1Gx8lLUNsAOh0dRV6YLvjAd+/A5etLc3PziOfL5MmQk6PDZDLR0tKiDo6io9U79+qr6h1sb6fHQdfZ2Yndbuf8eV9GMTJrUG4oZQfwwAOwcye88gosWgQpKWCxGPC/804ulpdTvHw50yMjlXPP4VAvjhBK6Xl5QVAQh/btIzAoCKZNQ0p1yJGTo1xEq1bBcHoGR0dHY7fbmTGjhsOHw4mL06F/5BG1ggUEQEgIJSVqGLW1J5g1a5Zb1z116lR27NhBo9lM4NNPE3yulS8+tsPiBqr1FoKTfGDjWiRw6tVXSU9Pd0tecnIyfzh0iOXPP49JCLBaMeW6oM4X44IQuDUFwsJwGgwcffll/mn2bLfkzVy0iHf+8Q9mPf88OpsN6uuh0Qnn/GGFRT27kBDsOh2HX36ZZ91UdrcsWcKBAwdIeuopRGurcj4VC7hkhjQ/JS80lEa7ndOvvsptt9zilrxZs2dztKCAKc89B21tUFeHscmEs8yAaUUQJJggLIzKy5dp3LqV6Oho9+TNmsWpU6eIuu8+Ip+P5eCf2nAtq0GHizIZSOTqIFiqp6iwkICAgBGHD919t9JpOl0amZmnSE9fBSaT2hFcuqSs/5gYpfSAnJxcdLpUTpzw4skn3brE6+aGO6AwmWDDBrj3XuUa++//Vu6BnTvBx2c17/wtm/IWHzojY3HFJSCTpiITk3DGxmMLjiYrv4mMQ3W0ty/kww/hpZeUla3Xq+ezcOHVU6RrodPpWLx4MZWVO/HycvLWW1BWYcAVl0CbdwhHj8K2bTB3bik1NVdIcdMyMBqNzJs3j927d+NyuYi5xUKTVyhlXlPJtU5ixpJAEIIzZ87gdDrdbrbs7+/P1KlT2bdvH9LLC6KisMyIgZAQLNOj1OptMnH06FFCQkLcbn4cGRlJSEgIn3/+OVgsyjEbH698BAkJEBOD9PFh//79TJ061e0A46SkJBwOB2dycpR1P2WKkhkSouRGR+MyGtm9ezfz5893u/F4SkoKly9fpri4WG3xYmMJmBYBISH4p8RCRAQOl4s9e/awZMkSt0NBFixYQGFhIRUVFUROEvhFWsisTeCKJYm8K6HMXaDHbrdz4MABlgxnK/MVmM2weTNYLCn87neSv/+9iaIiaGvXIWOnIOPiae8yUFICO3faePHFZnS6BTzyiIpcGEtu+Di7Hj+eirOTHDqUy8WLzcTGpmA2q0bOUoKUThoaqqmoOMttt81m5sxJBAWp+d3jIrpeXC4X27dvp7GxmcjIe7h4MQyrVRkFSUldWCw55OUd5OGHH3Z7pQZ1AvzOO+/g5eVFeno6VmsYH3ygLNFVq2xkZWVy6tQpHnvsMY/EvdntdrZs2UJ4eDgrV67EZAripZfg6afBaGzh888/p7i4mMcff9wj2Q0tLS385S9/Ydq0aSxbtgyj0Y9f/Qp++lOVUZGRkUFNTQ2PPfaYR+Leamtr2bJlCwsWLGDx4sW0tfnw17/CD36gYv727t2Lw+Fg06ZNHol7q6io4N1332XFihXMmzePoiIT+/eraIDLl6vYtWsXAQEBbNiwwSOBvsXFxXz44Yekp6czefIstm410NwM994r8fcvZ+fOncTHx3PnnXd6JNB3z548tm/PIyZmKTCZri51DQaDxGCo5uLFY6xeHcuDD6aO6H0bDjd1UPGXkVKSnZ3NsWPHEEIQFhaBlC4uXixj8uTJrFy50iOKp6+8EydOcPLkSXx8fAgJCcXh6KKsrIz4+HhWr17t0TQup9PJ4cOHOXXqFEFBQQQEBNLZ2UF5eTnTpk1j9erVBPY43D1AZ2cnBw8eJCcnh/DwcPz8/LDZbFRWVjJz5kzWrFnj0bQqm83G/v37ycvLIyoqCl9fX1paWqipqWHOnDmsWrXKbSurL42NjRw4cICioiJiY2MxmUw0NjbS0NDAggULSEtL82iak9Vq5cCBA5SWlhIXF4eXlxdWqxW73c7ixYs9nmFQUVFBRkYGVVVVxMXFIYSOmppqpJQsXbqUefPmeVReSUkJhw8fpr6+npgYlZ5ZWVmBj48PK1asIDk52WOyBmNCKbsepJRUVFTQ0NCAXq9n8uTJo5rL6XK5KC8vp7m5GYPBQExMzKjmcjqdTsrKymhra8PLy4spU6aMWi4nqFzjsrIybDYbJpOJ+Pj4UcvlBJUxUVpaSkdHB76+vr2KYbSw2WxcvHiRrq4uzGYzcXFxo5rL2dLSwqVLl3A4HPj7+xMbG+vRtK0v09DQQFVVFU6nk6CgIKKjo0c1bctqtVJdrZRqaGioR1MYr8WEVHYaGhoTj2spuxvugEJDQ0NjJGjKTkNDY0KgKTsNDY0JgabsNDQ0JgSastPQ0JgQaMpOQ0NjQqApOw0NjQnBDVcIYCiqqqCwUFUbuXJFFa8QQqVbTpoEUVGqeICn432lhIwMVd0pOFjl7rqZLjokzc2qhN7tt6tafKON06lykZ96CkYxfrmXzk74n/9R6VtjQX29ymd+6qmxkVdaCkePwje/OTbyPv5Y1UV94gnwYFuNARQXqzJpFy+q9yI6GubNg+TkkaVleoqbRtkVFMCRI6p6zqxZkJqqlI2Pj7rhzc1KAZaVqRcoPl4VAPVUJtfx4+ohP/kkXLigigt8+9ujqxTy8lR9/y++GBtl19Cg/tTUqL4do01Hh6p6NFbU1qpCxWNFaanqnyLl6CuBujo4f14t+GfODK+M2fXidKrya+XlkJamyrDpdOo6Dx9WhYsffPDa5SZHkxte2bW2qhqcVivceacqmzVY1o23N4SHw5w5sHatqvT9l7+oh758+eC/M1waGuDzz5VyCwzsLo1Wq0q8r18/8s8diuJiZUF+9JFSDKOYvQUoSwuULA336am87nCMrOHT9ZCTo8o+TpsGn33meWUnJXz4oZobzzzTX6HNnAkzZihF+N578PDDvRWfxpQb2mdXVwevv66q8jzzDEydOjylZTKp4rtPP61WnffeUxNupJw+rZRo3/z7FSuUtelmweBrYrWqLUJQkNqCjTY9Sq5H6Wm4R8/cGIvFo7JSVbGKilLvjaefYWamWvQ3bhzcctPr4b771N8ZGZ6VPVxuWGXX1ARbtihzOT19ZCtFQIDylxgMqrfFSNKEpVR9WubM6f91s1lNrqKi6//M4eBwqC27v79Sdg0NoyOnL11d6m9N2XmGnvs4FvfTalU7G4NB7Tzq6jz32TabKmZ9//3XtlB1OqXwTp0am/k6QP7Yi3SfHpM5NfUaVYVbW9VpwcGDymGQlzeo+abXq+rH7e1w8uT1j6W2VhVjjYjoHlhmpnJqodpbnD9//Z85HFpawNJRhziUgV/1P2htcq8b1ZB0duLIyYPSUpy5ef37HI4Gzc3qgZSWqntqs42uvLo69RaWlqq/R9vcamjAkXceyspwnCscXku7EeJwgK3ViX9hJhw+TJCxjcZGz33+0aPq8GFACcWCAuUg7IPForbQ42Hd3ZA+uy++UA9w0KY41dVqmblwgabISJp1OnRAaFERpp07lQmWltbvOEqvV6vS66+rrXBIyPDHcuWK2kqCxPr554itW5Hh4fi98AIxMT4cPeretQ6Ky0XL3/ehz7VzaWoDjvNXaCzJg1tu67+X9hQ5Obj27qW2Poqm5mSs+RdwvvwJ+pUrYfFiz3rXOzpg3z6cubnU+E2mqdkb65kzhBw4gC41VdXN92TppbY22L0bR2EhNXIqTc0G6rOyCNq3D7F0qZpknrw+pxP27aMrK4vaS8tpagykbn8mYecOIO69V5Uw9zCNlW345p6ixpyF098fU8ZFGgLT4RbPlF0qKICvf73/11ry87Fv2YLU6zHa7QT2cRKmpsLvf6/0+yhWtRrADafsXC51GPCNbwxyo0pKYNs2SmNiOBgQQGN9PRERETidTqpqa5kREcHKy5cJ/POfVYuyPvEnwcGqp8Xx4+oUabjU1krq6or5wx/2MSUrC11SEiHnznHsl78kZm4qV67cgcvl47GH6nK5yH/1VY7vLCUnaCWhXl6cD/Om5UQlkT/7GQk//zkWD8bVOLKzKfvTn9gfGkq5MFCu05GBgVK7nTXvvEOi3Y7RzYbOvTiddL35JvkVFRw0GtFLSblOxzaXC4fTyZqMDKbV1qL/+tc9o4A6OrC/9hq5zc0c1uno1AnKdTredTrxcjpZ89lnxDc3o1u3zn1Z3bS+9x6FmZkcCgqiQBpo0Ov5m9Rzy+VLLP/Nb4j68Y8R4eEek1dTU8PB//cnLtSEsCc0FL3BQIGhiaCX3iAw8S6S58516/ObmpTvsWfIFRUVHD58GN+dOzFOnYrDxwev//ovatatY/ny5SQmJmI2K/eLakbl/jUOlxtO2Z0/r3xtA2oBVlfDtm0cnzKFrOpq1q5dS1JSUm9BRLvdzpkzZ/jjoUM8MmUKk95+W8WJ9HH2paaqOLL09OHFIUkp2bPnC/T6i3zrW3cR53QiHnoIMjJISUggs62Ns2dPUFQ0kxkz3J/ATqeTv7/1FvEHDjBl838QIhJ44AFBXh5kxbWhy/4Rf//FL7jvhz/0SLXizro6cl58kYrVq7l/wwYqKiL45BNYuXIWs2Yt5fiuXTT+7nfMiYvD1wOxKPZduzhy7Bht993HI2lpGI0h1NXBM8/Morq6mox9+6jftYtFMTF4LVvmtry2Dz5g/7lzGB98kKeWLqW6OoDOTnj22RQqKys5+NlnNG7dyry4OHQeiO2xHjtG7vvvY/jud3lm6VLee89MRQV885spCFHGyddeY+q//zuzXn4Z4YHVsaysjI/feIPp7UaWPvlNNj2q4qDOzHSR9fJOzr75JjWNjax0Y7EqK1NhSEJAfn4+n376KWtWr2bOpUvon34azGZc//Ef5M+Zw0cffURaWhqpqanExyuPwVgqO4/YG0KIF4QQUgjhfuODISgshEEbWR05QllMDFnV1XzrW99i2rRp/Sq/ent7s2TJEr62cSNvlZfTqddDfn6/j+jp83LhwvDGcurUKSor29m8+T7iY2MRTU1qDxwaim9bGytXrmTJkqm8+eYOHO4c93Zz+PBhfKqqmL9hA6HxiRgMyrrR68Hbx0zK5s0sCQjgvffeG3GH976cfP11HImJ3P/000RERPQ7wAkJCWHdpk14LVnC8VdecVsWDgcFf/0rhvXrWX///YR8yZcQERHBQ5s20bx8OYVvvDGy06Q+yNZWzn3wARGPPsrau+4iICCg93tCCKKjo9n0xBNUJidzfssWt2SB6h+S9Yc/MOWRR7jt9ttVT1d6DFRBfHw89/7sZ7RareTs2eO2PJvNxtatW3lw7lwiFt2Kj9/VgE8vLx0Bs+ayPiWF3NxcCgsLRyyntFTFrNbX17Njxw4eeeQR5iclqSrPAQHg5YUuLIyU0FAef/xxDh06REVFBfHxSlGOJW4rOyFEDHAHUO7+cIamqqrHR9aHlhYoKeFwSwtr1qzpnUiDkZCQQGJSEnkWi3J8f4moKCVjKKSUHD9+nClTZhEaalS2vMmkLEU/P+ULApKTo/HxCaegoOB6LnMAXV1dZGVlcduUKegSEnA6r27jdbrumK24OKZ6eeHoLqHuDm1tbbRkZTFv06YB5bt79IwQgrmbNiEKCrB2H8qMlPrMTKqlJO3ee7+yXLgQgtsefpgrV65gKylxS17Vvn00hISwaMWKr/wZvV7Pssceo/rcObpqa92SV5CTQ6TdTtLdd/d+TUr17Hrup9FkImndOi58+qnbi1V2djZJSUlESYkzLLKfm1OvB2dgCN5WK2tWr+b48eMjllNdrXrHZmZmMn/+fCIjI9XeNijoqqshKAiamggKCmLZsmWcOHGCyZOVv3ss8YRl91vgX4BRr+/ucqlDswFZD8XFtE2eTHVTEzNmzBjyc1JTUzlRX6+OUruVUg8REb2HqdekoqICvV6Pn1+g2gk7HFcd5wZD78mvaux9Czk5OcO4wq+muLiYSZMm4dfWBlFR/Zy7Ol33YV5QEMLpZFFKitvyzuXmEu/lhXeffqmDvX+GqChiwsPJG8lRdh8uHjpEyK23Dtn3wddsxnfuXMoOHnRLXuXRo0xeuXLIPgwhERGIhAQuHTnilrziw4eJnDVLpfR0M1jmRNjixfg3NlLpZipHTk4OqampYLXiDAgeqOyMPiAEM2JiqK2tpXGEx7OdnWqN75UHKkapbwyKl1fv+zB37lyKioqAzt5QprHCLWUnhFgPVEop3XuzhkmPPhnwPrS3YxOCwMDAYTVJCQ4OptVmU8FwXwqhMBoZ1kNobW0lKCgIKYVSOk7n1YHp9b3h8TodWCwBtLa2DuMKh5ZHVxcYjYMrOyHAZCLIbHZbnq2pCW+LZdAAxn5KTwhMgYG0uxnL0NnSgmWYuXvm0FA6mpvdktfV2or/MJOXfYKDsbuZt2ZvbsZ3kEbUQvS/n8LXF39vb8/NF4cDl96r3wFZ7/Q0GtG7XAQEjHx+Ohyg07mw2+1XXQEOR/954+XV+1J5e3tjMplwONrHXNkNeUAhhNgHRA7yrZ8AP0ZtYYdECPFt4NsAsbGx1zHEq/Q8pAErotGIl5TYbDaklEOu1jabTbXj6+gYEO7dV2ddC5PJRHt7+9VtSK/God+ZussFXV12t9v/9cjruQl9X5J+98PhoL2ry+3OX14+Pjjs9mElbjra2/HqY7GMBL3JRMcwX7jOtja8/f3dkqczGrG3tAzrZ7tsNgxuXp/B25vOQWIFB9zeri7sDgehHpovFp0OHa5+CtXl6p7jTidSp6O9vX3E80WvB5dLoNfr6ejoUP18+yz2oOT0KD+n00lHRwc6nXHMU8aGtOyklOlSypQv/wEuAPFAjhCiDIgGTgshBlOMSCn/KKVMlVKmjrSPql6v3GEDoq9jYgioqUEnJZcuXRryc3JycpgdEqIegMXS73u1tSoMZShius1/u92mLHSDoX+yY+/DhZKSIqZPnz6MK/xqEhMTKSkpocNigZqafvOpV0G3tUFXF9lF7subnpxMeWsrzj73s+el7PtyysZGrlRUkDhvnlvyIufNozozc0hflcPhoP7MGaIXLnRLXtjs2VQMIwjS1tZGe2Gh2/Ji5s/HevZsv8D2L1t1AM35+dQIQYyb8XbTp09XrozAQHQtjQN0j87ZBR0dXKqvR6fTjbiputqhiqvyer7Y12zr6up9HwoLC5k0aRIGg8+o5wN/mRFvY6WUZ6WU4VLKOCllHFABzJdSjqrbcfLkQSpTREYigoJICw8nIyMD1zWi0RsbG8nOzibV6YSFCwcE61VVKRlD4eXlxfz587l06TxtbVI5Lux2tWy2t/fGrlRVNVFVVcL8r0z1GB4Wi4Xp06eTXV8PZWWDG5IXL2L18aGmttbtZsRhYWG4pk3j/IcfDvheX2VX8umnNEVEEJeQ4Ja8qPR0Ampryc/OvubPnT5wgDAhCO7xD42QuHvuwXD+PGVDHL1nbd9O2KRJ+MbHuyVvzrJlXGxvpzYrq9/XXa6r91NKSfEnnzBp1Sq3e+QuWrSI06dP0xIQgN5aPUDZ6ZvqcYWHk3HkCAsXLhxxD9mgIJWKtnjxYo4fP47NZlOlfvpa6S0tYDbT1dXFkSNHWLRoEVar+t2x5IZLF0tIUOEnA1i+nFlXrmDs6OD999+n7UsHDwBVVVVs2bKFO+Lj8bNaB+SadXWpuOThhoylpaUB9WzbloHd6VQ+wMZGqK1FhoRQWlrKnj1fsH79cnzc3AYB3HHHHeS2tVG8cyfO9rZ+yk4IScWuXewuKeGBBx7A4IE9wsInnsC6dy8nDhzA4XD0U3Iul4vszEzKtm5lwebNbjdcFr6+TL/nHs698grZ2dkDFiyHw8GxY8e4/O67TNu40e0sCkNEBMlpaXz+299SUFAwwKLs7Oxk3969dOzezTQPBDH7+voy/WtfI+t3v6P0woVud8vVbazdbmff66/TVV/Pwq99zS1ZoPzSaWlpvJ+Zia3gHE7H1etzOsF5qYyMsjJ0Oh0L3bBae+LlYmNjmTlzJm+++Sa1Uqpdhs2mJueVKzT5+vLWW28RGRlJcnIyZWXqd8eSG65JdkcHvPQSfOc7Kgq7H0eO4PziCw6Fh5N56RKJiYlERkbicrkoLi6mubGRe2JimFZerlIwvrRVOH1aBS0//PDwx7NzZyfZ2SfR64+SXlODmDcPy6lTnIiIoMHHTFnZJn7961CPmextbW2c/ulPySzxwTr9fu65105+vhdn917gG3IbMb/6FbGJiZ4RBrRu386Zzz7jZHw8Rksa2dkxJCdXo5cZzC4pYcHixQQ+/rhnhLW10fKb37C/s5MLQUEkJM7l44+nsnFjHudyc5nd1MSK4GB8n3vOM0XR6utp+M//ZLfBQE1oKAEBqRw6FM0DD+SSf/YsixsaWJKQgOnb3/ZMXpPLxZUXX+RYVRXVM2dSdnEVVquZxYsLsFUdI728nOkvvIAxJcV9Wd3knDlD1o+2kOe9lPufD0en05G5r4H2T7JZ/JMUVq1f79bCWF2tqgY995yyTE+ePMmRI0dYUlyM9/LluHx9ETt3cnD6dBYtWsTK7hPwP/8ZbrtNlWTzJNdqkn3DZVCYTKrq6YEDKp+1HytWoPfzY/X+/awIDKS4o4P60lKMQnCHyUS0ToeuuRkefXRAGeGODlUvYMBnDkFkpJGZM1dw++3zKX3/fQzHj6OXkhUbNxIYnMiWLcKjvgmz2cyKn/+c0J+/zfb8SihpxHjOm1UGO0t/+WuEh5dLy/r1LNfrmZedzc6aKmS9maCaKjZa2vFftUpVY/QUZjN+zz7L/Vu30tTSwpnKSmR9CJFVVaQB5sREeOghz1V/DA4m6Lvf5esffEBDVxcHqi5Dg5nYy5dZIyU+c+ao6/NUrp9OR+T3v8+Gd96htqaG/62vgfoAplVXssxgwPjss6qMtgeZM3cuYS9GUv9/j2E5c4YOX18mn+si7PH7SX9wztAfMATh4VeLrAYECJYsWUJqaiqlH3+M89AhnF5eeKWl8YNNm3oP6To7VYzdCM8pR8wNp+wAVq6EV15R29kBYXVz58Ls2XgVFZF87pwyp4VQmQ3p6YPkmSl27VKrzPVmPYWHq9hks9lMSk++7cyZkJREQYHnKiH3w8eHsO9txvKLCyznOK0B0QTcOwcRbxn6d6+X7ro85oULmfn+OfKAlEAL/v/0mKph5WlCQ+GZZwgoLGT+yXwOAvP8/VUBgPh4z5f0jYpCfO97BJ89y+z9lzgnpTq8uuuuQaLXPYDFgnjqKcLy85n+SiMSSE6MxXjv1wbZqniG4BmROJbcxfxJOxAddqpuW0fEymE4poeBEJCUBGfPXi3MYTAYmLphgzr8s9uvlizupqBA3dqxPqC4IZWd0QgbNsDf/qbmx4ADBZ1OacFhBBiDSv4vL1eVhq+XyZNVNSK1shmgj7+lqEhVURkN/IIMtEROQz46jZYPINozBSy+mkmT0K+dBA1guBMYBT3XixBwyy0QfQuUARvnjqIw1HyZMwd85kAz8MAoyxMCZs7EcBtwDgxrgdHRc4A6KzP4+WBbtxGzGRpe8+zhwIoVqhfKggV9YqaFgDsGRqU5HKrq2oYNnpM/XG64A4oeYmJUIcC33x55gUynE/bvV2XvHn10ZGXNdTpVt+7cuf5f7+pSlqebESBficmkfPQ2m1K0o2QU9KNnJR6Pkto3Iz278bGwcEJC1KmplMMPrxouoaFq971799Apy4cOqc3VaGwKhuKGVXagFMlDD8HOnbB9+4DMr2tSWQmvvabKzDzxhMpZHikLFiiF2bfi7JkzKs92NMrL9RAaqiZwbe311eAbKT0v52j3upgo9NzHsbifkyapzmJWq7K+PN0Ias0a5Yc7fPirf+bUKWUUeLBi1nVxw6/RU6bAs8+qA4vf/15tG+fMUdvLvg9UShUVcvGiOnVtaFAuvNmz3XcDRUWpcezYoQ44qquVqb55s3ufOxTx8UpOQICKehltel7K8eoOdbPRcx/H4n4mJ6v52dY2Op3oTCbV4uDNN1VueXr61a1yc7Oy6EpK1A7KMgqu5eFwwys7UJNl7Vp1lJ2To1oqXrmiHkDfVopGo1KCt96quix5quCtEGq1evddFRbT1aV8sh6swTgoM2eqa129enTl9NCzVR6rYFBPFiQeDmOxYPSlZzcxFr1Up0xR2+Xjx+H73x8dGRaL8nsfOqSqfptMys3T1qbam37nO+O7K7jh4uyGS48l19Mk22we/RWlxx9isfQrbjGqtLQoeePZfFjjxqCzU/0ZC8uqp0KRy6XcLWO1cN1UcXbDRYixT0cRYpRCTa6BByuwa9zkGI1j54LQ6cb+XRiKG/qAQkNDQ2O4aMpOQ0NjQqApOw0NjQmBpuw0NDQmBJqy09DQmBBoyk5DQ2NCoCk7DQ2NCYGm7DQ0NCYEmrLT0NCYEGjKTkNDY0KgKTsNDY0JgabsNDQ0JgSastPQ0JgQjEuJJyGEFbg4hiJDgdoxlDfW3MzXdzNfG2jX52mmSCkHrbcyLspurBFCfPFVNa5uBm7m67uZrw206xtLtG2shobGhEBTdhoaGhOCiaLs/jjeAxhlbubru5mvDbTrGzMmhM9OQ0NDY6JYdhoaGhOcCafshBAvCCGkECJ0vMfiKYQQvxZCFAohcoUQ24UQgeM9Jk8ghFgrhDgvhPiHEOKH4z0eTyKEiBFCHBRC5Ash8oQQo9TgcPwQQuiFENlCiB3jPRaYYMpOCBED3AGUj/dYPMxeIEVKORsoAn40zuNxGyGEHvgf4C4gGXhYCJE8vqPyKA7gBSllMrAE+O5Ndn0A3wcKxnsQPUwoZQf8FvgX4KZyVEop90gpHd3/PQFEj+d4PMQi4B9SygtSyk7gb8D6cR6Tx5BSXpZSnu7+dwtKKUSN76g8hxAiGlgHvD7eY+lhwig7IcR6oFJKmTPeYxllngA+G+9BeIAo4FKf/1dwEymDvggh4oB5wMlxHooneQllWLjGeRy93FRNsoUQ+4DIQb71E+DHqC3sDcm1rk1K+VH3z/wEtT16eyzHpjFyhBAWYBvwvJSyebzH4wmEEPcANVLKU0KIleM8nF5uKmUnpUwf7OtCiFlAPJAjhAC1zTsthFgkpbwyhkMcMV91bT0IITYD9wBr5M0RT1QJxPT5f3T3124ahBBeKEX3tpTy7+M9Hg+yDLhPCHE34A34CyHeklJ+czwHNSHj7IQQZUCqlPKmSMAWQqwF/gu4TUppHe/xeAIhhAF12LIGpeSygE1SyrxxHZiHEGrV3QLUSymfH+fhjBrdlt3/kVLeM85DmTg+u5uc/wb8gL1CiDNCiFfGe0Du0n3g8s/AbpTz/v2bRdF1swx4BFjd/czOdFtCGqPEhLTsNDQ0Jh6aZaehoTEh0JSdhobGhEBTdhoaGhMCTdlpaGhMCDRlp6GhMSHQlJ2GhsaEQFN2GhoaEwJN2WloaEwI/j+GOSEuwL+UGQAAAABJRU5ErkJggg==\n" }, "metadata": { "needs_background": "light" From feda1501a8d7b376b7aa461b251ad4510309f4c1 Mon Sep 17 00:00:00 2001 From: Lukas Heinrich Date: Tue, 22 Dec 2020 15:57:09 +0100 Subject: [PATCH 08/10] MINUIT errors --- src/pyhf/optimize/opt_minuit.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/pyhf/optimize/opt_minuit.py b/src/pyhf/optimize/opt_minuit.py index b789186f62..3416b2828a 100644 --- a/src/pyhf/optimize/opt_minuit.py +++ b/src/pyhf/optimize/opt_minuit.py @@ -31,7 +31,7 @@ def __init__(self, *args, **kwargs): tolerance (:obj:`float`): tolerance for termination. See specific optimizer for detailed meaning. Default is 0.1. """ self.name = 'minuit' - self.errordef = kwargs.pop('errordef', 1) + self.errordef = kwargs.pop('errordef', 0.5) self.steps = kwargs.pop('steps', 1000) self.strategy = kwargs.pop('strategy', None) self.tolerance = kwargs.pop('tolerance', 0.1) From 6735471f0c30f6b7f19cd3008fd2a9b10cf3b27c Mon Sep 17 00:00:00 2001 From: Lukas Heinrich Date: Tue, 22 Dec 2020 16:03:23 +0100 Subject: [PATCH 09/10] MINUIT errors --- .../notebooks/learn/minuit_errors.ipynb | 212 ++++++++++++++++++ 1 file changed, 212 insertions(+) create mode 100644 docs/examples/notebooks/learn/minuit_errors.ipynb diff --git a/docs/examples/notebooks/learn/minuit_errors.ipynb b/docs/examples/notebooks/learn/minuit_errors.ipynb new file mode 100644 index 0000000000..85888af69d --- /dev/null +++ b/docs/examples/notebooks/learn/minuit_errors.ipynb @@ -0,0 +1,212 @@ +{ + "metadata": { + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.2-final" + }, + "orig_nbformat": 2, + "kernelspec": { + "name": "python3", + "display_name": "Python 3", + "language": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 2, + "cells": [ + { + "source": [ + "# MINUIT-like errors with alternative pyhf backends\n", + "\n", + "This notebooks explains how one can compute MINUIT-like parameter errors compares how those errors compare\n", + "to the \"standard error\" given by the square root of the diagonal elements of the covariance matrix\n" + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import jax\n", + "import jax.numpy as jnp\n", + "import iminuit\n", + "from jax.config import config\n", + "import pyhf\n", + "import scipy.optimize\n", + "config.update('jax_enable_x64', True)\n", + "pyhf.set_backend('jax')\n", + "\n", + "def toinf_single(x,bounds):\n", + " lo,hi = bounds\n", + " return jax.numpy.arcsin(2*(x-lo)/(hi-lo)-1)\n", + "\n", + "def tobnd_single(x,bounds):\n", + " lo,hi = bounds\n", + " return lo + 0.5*(hi-lo)*(jax.numpy.sin(x) +1)\n", + "\n", + "def _calc_minuit_errors(infmin,minim,inf_inv_hess,barray):\n", + " '''The core routine for MINUIT-like errors from an internal Hessian'''\n", + " # https://root.cern.ch/doc/master/classROOT_1_1Minuit2_1_1MnUserTransformation.html#ad900f367f4d2c5df13f899dd55bdf212\n", + " errs = jnp.sqrt(jnp.diag(inf_inv_hess))\n", + " infmin = jax.vmap(toinf_single)(minim,barray)\n", + " up = jax.vmap(tobnd_single)(infmin+errs,barray)-minim\n", + " dn = jax.vmap(tobnd_single)(infmin-errs,barray)-minim\n", + " up = jnp.where(errs>1,barray[:,1]-barray[:,0],up) #it's unclear to me why this is done\n", + " fn = (jnp.abs(up)+jnp.abs(dn))*0.5\n", + " return fn\n", + "\n", + "def calc_minuit_errors(objective,minim,barray):\n", + " '''This computes MINUIT-like errors'''\n", + " def internal_obj(x):\n", + " ext = jax.vmap(tobnd_single)(x,barray)\n", + " return objective(ext)\n", + " infmin = jax.vmap(toinf_single)(minim,barray)\n", + " internal_hessian = jax.hessian(internal_obj)(infmin)\n", + " inf_inv_hess = jax.numpy.linalg.inv(internal_hessian)\n", + "\n", + " minuit_errors = _calc_minuit_errors(infmin,minim,inf_inv_hess,barray)\n", + " return minuit_errors\n", + "\n", + "def run_via_pyhf_scipy(objective,data_pdf,init,barray):\n", + " '''This version runs the standard pyhf interface but computes minuit-like errors'''\n", + " minim = pyhf.infer.mle.fit(*data_pdf)\n", + " minuit_errors = calc_minuit_errors(objective,minim,barray)\n", + " return minuit_errors\n", + "\n", + "def run_raw_scipy(objective,init,barray):\n", + " '''This version runs the raw scipy optimization and computes minuit-like errors'''\n", + "\n", + " minim = scipy.optimize.minimize(objective,jnp.array(init),bounds = barray).x\n", + "\n", + " minuit_errors = calc_minuit_errors(objective,minim,barray)\n", + "\n", + " external_hessian = jax.hessian(objective)(minim)\n", + " inv_hess = jax.numpy.linalg.inv(external_hessian)\n", + " sqrt_inv_hess_err = jnp.sqrt(jnp.diag(inv_hess))\n", + " return minuit_errors, sqrt_inv_hess_err\n", + "\n", + "def run_pyhf_minuit(data_pdf,grad = False):\n", + " '''This version runs the raw scipy optimization and computes minuit-like errors'''\n", + " result = pyhf.infer.mle.fit(*data_pdf, return_uncertainties = True,do_grad=grad)\n", + " return result\n", + "\n", + "def raw_minuit(objective,init,barray):\n", + " '''This version runs just raw minuit without pyhf'''\n", + " m = iminuit.Minuit(objective,\n", + " use_array_call=True,\n", + " forced_parameters = ['p1','p2'],\n", + " errordef = 0.5,\n", + " p1 = init[0],\n", + " p2 = init[1],\n", + " error_p1 = 0.01,\n", + " error_p2 = 0.01,\n", + " limit_p1 = barray[0],\n", + " limit_p2 = barray[1]\n", + " )\n", + " m.strategy = 0\n", + " m.migrad()\n", + " m.hesse()\n", + " return m.np_errors()\n", + "\n", + "def run_error_analysis(pdf,obs_count):\n", + " data = jnp.array([obs_count]+pdf.config.auxdata)\n", + " def func(x):\n", + " return -2.0*pdf.logpdf(x,data)[0]\n", + " bounds = jnp.array(pdf.config.suggested_bounds())\n", + " init = jnp.array(pdf.config.suggested_init())\n", + "\n", + " pyhf.set_backend('jax','scipy')\n", + "\n", + " min_errors = raw_minuit(func,init,bounds)\n", + " pyhf_scipy_minuit_errors = run_via_pyhf_scipy(func,(data,pdf),init,bounds)\n", + " scipy_minuit_errors,sqrt_inv_hess_err = run_raw_scipy(func,init,bounds)\n", + "\n", + " pyhf.set_backend('jax',pyhf.optimize.minuit_optimizer(errordef = 0.5))\n", + " result_nograd = run_pyhf_minuit((data,pdf),grad = False)\n", + " result_grad = run_pyhf_minuit((data,pdf),grad = True)\n", + " return {\n", + " 'sqrt inv hessian': sqrt_inv_hess_err,\n", + "\n", + " 'raw scipy + AD minuit-like': scipy_minuit_errors,\n", + " 'pyhf scipy + AD minuit-like': pyhf_scipy_minuit_errors,\n", + "\n", + " 'raw minuit': min_errors,\n", + " 'pyhf minuit iface bo AD ': result_nograd[:,1],\n", + " 'pyhf minuit iface AD': result_grad[:,1],\n", + " }\n", + "\n", + "\n", + "\n", + "def run_scan(scan):\n", + " pdf = pyhf.simplemodels.hepdata_like([2.],[50.],[5.])\n", + " data = {}\n", + " for o in scan:\n", + " d = run_error_analysis(pdf,o)\n", + " for k,v in d.items():\n", + " data.setdefault(k,[]).append(v)\n", + " for k,v in d.items():\n", + " data[k] = jnp.array(data[k])\n", + " return data\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "WARNING:absl:No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "scan = jnp.linspace(50,70,10)\n", + "data = run_scan(scan)\n", + "\n", + "\n", + "f,axarr = plt.subplots(1,2)\n", + "f.set_size_inches(10,5)\n", + "for k,v in data.items():\n", + " axarr[0].plot(scan,v[:,0], label = k, linestyle = 'dashed')\n", + " axarr[0].set_title('par1')\n", + " axarr[0].legend()\n", + " axarr[1].plot(scan,v[:,0], label = k, linestyle = 'dashed')\n", + " axarr[1].set_title('par2')\n", + " axarr[1].legend()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ] +} \ No newline at end of file From 50beab03cc1d700a38de5605d0cac3e96e3cf225 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Tue, 22 Dec 2020 15:04:04 +0000 Subject: [PATCH 10/10] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- docs/examples/notebooks/learn/Hessians.ipynb | 247 +++++++++--------- .../notebooks/learn/minuit_errors.ipynb | 137 +++++----- 2 files changed, 205 insertions(+), 179 deletions(-) diff --git a/docs/examples/notebooks/learn/Hessians.ipynb b/docs/examples/notebooks/learn/Hessians.ipynb index 644c3f32d8..889800e93d 100644 --- a/docs/examples/notebooks/learn/Hessians.ipynb +++ b/docs/examples/notebooks/learn/Hessians.ipynb @@ -57,13 +57,15 @@ "import matplotlib.pyplot as plt\n", "import matplotlib.patches as patches\n", "\n", - "def to_bounded(n,bounds):\n", - " a,b = bounds\n", - " return a+0.5*(b-a)*(jnp.sin(n) + 1)\n", "\n", - "def to_inf(x,bounds):\n", - " a,b = bounds\n", - " return jnp.arcsin(2*(x-a)/(b-a)-1)" + "def to_bounded(n, bounds):\n", + " a, b = bounds\n", + " return a + 0.5 * (b - a) * (jnp.sin(n) + 1)\n", + "\n", + "\n", + "def to_inf(x, bounds):\n", + " a, b = bounds\n", + " return jnp.arcsin(2 * (x - a) / (b - a) - 1)" ] }, { @@ -85,27 +87,29 @@ ], "source": [ "def plot_trfs():\n", - " bounds = [0,5]\n", + " bounds = [0, 5]\n", "\n", - " f,axarr = plt.subplots(2,1)\n", + " f, axarr = plt.subplots(2, 1)\n", "\n", - " x = jnp.linspace(bounds[0],bounds[1],1001)\n", - " n = jax.vmap(to_inf,in_axes=(0,None))(x,bounds)\n", + " x = jnp.linspace(bounds[0], bounds[1], 1001)\n", + " n = jax.vmap(to_inf, in_axes=(0, None))(x, bounds)\n", " ax = axarr[0]\n", - " ax.plot(x,n)\n", + " ax.plot(x, n)\n", " ax.set_xlabel('x')\n", " ax.set_ylabel('n')\n", " ax.set_title(r'$x \\to n$')\n", "\n", - " n = jnp.linspace(0,10,1001)\n", - " x = jax.vmap(to_bounded,in_axes=(0,None))(n,bounds)\n", + " n = jnp.linspace(0, 10, 1001)\n", + " x = jax.vmap(to_bounded, in_axes=(0, None))(n, bounds)\n", "\n", " ax = axarr[1]\n", - " ax.plot(n,x)\n", + " ax.plot(n, x)\n", " ax.set_xlabel('n')\n", " ax.set_ylabel('x')\n", " ax.set_title(r'$n \\to x$')\n", " f.set_tight_layout(True)\n", + "\n", + "\n", "plot_trfs()" ] }, @@ -116,69 +120,76 @@ "outputs": [], "source": [ "def func(external_pars):\n", - " x,y = external_pars\n", + " x, y = external_pars\n", " # a,b = 2*x+y,x-y\n", - " a,b = x,y\n", - " ca,cb = 1,1\n", - " z = (a-ca)**2 + (b-cb)**2\n", + " a, b = x, y\n", + " ca, cb = 1, 1\n", + " z = (a - ca) ** 2 + (b - cb) ** 2\n", " return z\n", - " \n", - " \n", - "def internal_func(internal_pars,bounds):\n", - " external_pars = jax.vmap(to_bounded)(internal_pars,bounds)\n", + "\n", + "\n", + "def internal_func(internal_pars, bounds):\n", + " external_pars = jax.vmap(to_bounded)(internal_pars, bounds)\n", " return func(external_pars)\n", "\n", - "bounds = jnp.array([[-5,5],[-5,5]])\n", "\n", + "bounds = jnp.array([[-5, 5], [-5, 5]])\n", "\n", "\n", - "def plot_func(ax,func,slices,bounds = None):\n", - " grid = x,y = np.mgrid[slices[0],slices[1]]\n", - " X = jnp.swapaxes(grid,0,-1).reshape(-1,2)\n", + "def plot_func(ax, func, slices, bounds=None):\n", + " grid = x, y = np.mgrid[slices[0], slices[1]]\n", + " X = jnp.swapaxes(grid, 0, -1).reshape(-1, 2)\n", "\n", " if bounds is not None:\n", - " Z = jax.vmap(func,in_axes=(0,None))(X,bounds)\n", + " Z = jax.vmap(func, in_axes=(0, None))(X, bounds)\n", " else:\n", " Z = jax.vmap(func)(X)\n", - " z = jnp.swapaxes(Z.reshape(101,101),0,-1)\n", - " ax.contourf(x,y,z,levels = 100)\n", - " ax.contour(x,y,z,levels = 10, colors = 'w')\n", + " z = jnp.swapaxes(Z.reshape(101, 101), 0, -1)\n", + " ax.contourf(x, y, z, levels=100)\n", + " ax.contour(x, y, z, levels=10, colors='w')\n", " ax.set_xlabel(r'$n_1$')\n", " ax.set_xlabel(r'$n_2$')\n", " if bounds is not None:\n", - " rect = patches.Rectangle([-np.pi/2,-np.pi/2],np.pi,np.pi, alpha = 0.2, facecolor = 'k')\n", + " rect = patches.Rectangle(\n", + " [-np.pi / 2, -np.pi / 2], np.pi, np.pi, alpha=0.2, facecolor='k'\n", + " )\n", " ax.add_patch(rect)\n", "\n", + "\n", "def angle_and_lam(M):\n", - " lam,bases = jnp.linalg.eig(M)\n", - " first = bases[:,0]\n", - " sign = jnp.sign(first[2])\n", - " angle = jnp.arccos(first[0])*180/np.pi\n", - " return lam,sign*angle\n", + " lam, bases = jnp.linalg.eig(M)\n", + " first = bases[:, 0]\n", + " sign = jnp.sign(first[2])\n", + " angle = jnp.arccos(first[0]) * 180 / np.pi\n", + " return lam, sign * angle\n", + "\n", "\n", - "def draw_covariances(ax,func,slices,bounds = None,scale = 1):\n", - " grid = x,y = np.mgrid[slices[0],slices[1]]\n", - " X = np.swapaxes(grid,0,-1).reshape(-1,2)\n", + "def draw_covariances(ax, func, slices, bounds=None, scale=1):\n", + " grid = x, y = np.mgrid[slices[0], slices[1]]\n", + " X = np.swapaxes(grid, 0, -1).reshape(-1, 2)\n", "\n", " if bounds is not None:\n", - " covariance = lambda X,bounds: jnp.linalg.inv(jax.hessian(func)(X,bounds))\n", - " args = (X,bounds)\n", - " axes = (0,None)\n", + " covariance = lambda X, bounds: jnp.linalg.inv(jax.hessian(func)(X, bounds))\n", + " args = (X, bounds)\n", + " axes = (0, None)\n", " else:\n", " covariance = lambda X: jnp.linalg.inv(jax.hessian(func)(X))\n", " args = (X,)\n", " axes = (0,)\n", - " lams,angles = jax.vmap(angle_and_lam)(jax.vmap(covariance,in_axes=axes)(*args))\n", - " for i,(lam,angle) in enumerate(zip(lams,angles)):\n", + " lams, angles = jax.vmap(angle_and_lam)(jax.vmap(covariance, in_axes=axes)(*args))\n", + " for i, (lam, angle) in enumerate(zip(lams, angles)):\n", " e = patches.Ellipse(\n", - " X[i],np.sqrt(lam[0])*scale,np.sqrt(lam[1])*scale,angle,\n", - " alpha = 0.5,\n", - " facecolor = 'none',\n", - " edgecolor = 'k'\n", + " X[i],\n", + " np.sqrt(lam[0]) * scale,\n", + " np.sqrt(lam[1]) * scale,\n", + " angle,\n", + " alpha=0.5,\n", + " facecolor='none',\n", + " edgecolor='k',\n", " )\n", " ax.add_patch(e)\n", - " ax.set_xlim(slices[0].start,slices[0].stop)\n", - " ax.set_ylim(slices[0].start,slices[0].stop) \n" + " ax.set_xlim(slices[0].start, slices[0].stop)\n", + " ax.set_ylim(slices[0].start, slices[0].stop)" ] }, { @@ -199,20 +210,14 @@ } ], "source": [ - "f,ax = plt.subplots(1,1)\n", - "f.set_size_inches(5,5)\n", + "f, ax = plt.subplots(1, 1)\n", + "f.set_size_inches(5, 5)\n", "f.set_tight_layout(True)\n", - "plot_func(ax, func, slices = [\n", - " slice(-5,5,101*1j),\n", - " slice(-5,5,101*1j)\n", - " ])\n", - "\n", - "draw_covariances(ax,func,slices = [\n", - " slice(-5,5,10*1j),\n", - " slice(-5,5,10*1j)\n", - " ],\n", - " scale = 1\n", - ") \n" + "plot_func(ax, func, slices=[slice(-5, 5, 101 * 1j), slice(-5, 5, 101 * 1j)])\n", + "\n", + "draw_covariances(\n", + " ax, func, slices=[slice(-5, 5, 10 * 1j), slice(-5, 5, 10 * 1j)], scale=1\n", + ")" ] }, { @@ -233,21 +238,23 @@ } ], "source": [ - "f,ax = plt.subplots(1,1)\n", - "f.set_size_inches(5,5)\n", - "\n", - "plot_func(ax,internal_func,slices = [\n", - " slice(-np.pi,np.pi,101*1j),\n", - " slice(-np.pi,np.pi,101*1j)\n", - " ],bounds = bounds)\n", - "bounds = jnp.array([[-5,5],[-5,5]])\n", - "draw_covariances(ax,internal_func,slices = [\n", - " slice(-np.pi,np.pi,10*1j),\n", - " slice(-np.pi,np.pi,10*1j)\n", - " ],\n", - " bounds = bounds,\n", - " scale = 1\n", - ")\n" + "f, ax = plt.subplots(1, 1)\n", + "f.set_size_inches(5, 5)\n", + "\n", + "plot_func(\n", + " ax,\n", + " internal_func,\n", + " slices=[slice(-np.pi, np.pi, 101 * 1j), slice(-np.pi, np.pi, 101 * 1j)],\n", + " bounds=bounds,\n", + ")\n", + "bounds = jnp.array([[-5, 5], [-5, 5]])\n", + "draw_covariances(\n", + " ax,\n", + " internal_func,\n", + " slices=[slice(-np.pi, np.pi, 10 * 1j), slice(-np.pi, np.pi, 10 * 1j)],\n", + " bounds=bounds,\n", + " scale=1,\n", + ")" ] }, { @@ -312,8 +319,8 @@ "outputs": [], "source": [ "def grads_from_n(n):\n", - " x = jax.vmap(to_bounded)(n,bounds)\n", - " J = jax.jacfwd(jax.vmap(to_inf))(x,bounds)\n", + " x = jax.vmap(to_bounded)(n, bounds)\n", + " J = jax.jacfwd(jax.vmap(to_inf))(x, bounds)\n", " return J" ] }, @@ -342,20 +349,20 @@ "metadata": {}, "outputs": [], "source": [ - "def hessian_transform(extr,bounds):\n", - " intr = jax.vmap(to_inf)(extr,bounds)\n", + "def hessian_transform(extr, bounds):\n", + " intr = jax.vmap(to_inf)(extr, bounds)\n", "\n", - " first = jax.jacfwd(jax.vmap(to_inf))(extr,bounds) \n", + " first = jax.jacfwd(jax.vmap(to_inf))(extr, bounds)\n", " secnd = jax.jacfwd(grads_from_n)(intr)\n", - " third = jax.grad(internal_func)(intr,bounds)\n", + " third = jax.grad(internal_func)(intr, bounds)\n", "\n", - " J = jax.jacfwd(jax.vmap(to_inf))(extr,bounds)\n", + " J = jax.jacfwd(jax.vmap(to_inf))(extr, bounds)\n", "\n", - " a = jnp.einsum('ik,kjl,l->ij',first,secnd,third)\n", + " a = jnp.einsum('ik,kjl,l->ij', first, secnd, third)\n", "\n", - " int_hessian = jax.hessian(internal_func)(intr,bounds)\n", - " b = jnp.einsum('ik,jl,kl->ij',J,J,int_hessian)\n", - " return int_hessian,a,b,a+b" + " int_hessian = jax.hessian(internal_func)(intr, bounds)\n", + " b = jnp.einsum('ik,jl,kl->ij', J, J, int_hessian)\n", + " return int_hessian, a, b, a + b" ] }, { @@ -379,8 +386,8 @@ } ], "source": [ - "def check_point(extrn,bounds):\n", - " int_hessian,a,b,extrn_hessian = hessian_transform(extrn,bounds)\n", + "def check_point(extrn, bounds):\n", + " int_hessian, a, b, extrn_hessian = hessian_transform(extrn, bounds)\n", "\n", " print(f'internal hessian:\\n{int_hessian}')\n", " print(f'additional part:\\n{a}')\n", @@ -390,9 +397,10 @@ " direct_hessian = jax.hessian(func)(extrn)\n", " print(f'directly computed hessian:\\n{direct_hessian}')\n", "\n", - "bounds = jnp.array([[-5,5],[-5,5]])\n", - "extrn = jnp.array([1.,1.])\n", - "check_point(extrn,bounds)" + "\n", + "bounds = jnp.array([[-5, 5], [-5, 5]])\n", + "extrn = jnp.array([1.0, 1.0])\n", + "check_point(extrn, bounds)" ] }, { @@ -416,8 +424,8 @@ } ], "source": [ - "extrn = jnp.array([2.,2.])\n", - "check_point(extrn,bounds)" + "extrn = jnp.array([2.0, 2.0])\n", + "check_point(extrn, bounds)" ] }, { @@ -426,28 +434,31 @@ "metadata": {}, "outputs": [], "source": [ - "def compare(ax,scale = 2, index = -1, color = 'k'):\n", - " slices = [slice(-5,5,11j),slice(-5,5,11j)]\n", + "def compare(ax, scale=2, index=-1, color='k'):\n", + " slices = [slice(-5, 5, 11j), slice(-5, 5, 11j)]\n", "\n", - " grid = x,y = np.mgrid[slices[0],slices[1]]\n", - " X = np.swapaxes(grid,0,-1).reshape(-1,2)\n", - " covariance = lambda X,bounds: hessian_transform(X,bounds)[index]\n", - " args = (X,bounds)\n", - " axes = (0,None)\n", + " grid = x, y = np.mgrid[slices[0], slices[1]]\n", + " X = np.swapaxes(grid, 0, -1).reshape(-1, 2)\n", + " covariance = lambda X, bounds: hessian_transform(X, bounds)[index]\n", + " args = (X, bounds)\n", + " axes = (0, None)\n", "\n", - " covariances = jax.vmap(covariance,in_axes=axes)(*args)\n", + " covariances = jax.vmap(covariance, in_axes=axes)(*args)\n", "\n", - " lams,angles = jax.vmap(angle_and_lam)(covariances)\n", - " for i,(lam,angle) in enumerate(zip(lams,angles)):\n", + " lams, angles = jax.vmap(angle_and_lam)(covariances)\n", + " for i, (lam, angle) in enumerate(zip(lams, angles)):\n", " e = patches.Ellipse(\n", - " X[i],lam[0]*scale,lam[1]*scale,angle,\n", - " alpha = 0.5,\n", - " facecolor = 'none',\n", - " edgecolor = color\n", + " X[i],\n", + " lam[0] * scale,\n", + " lam[1] * scale,\n", + " angle,\n", + " alpha=0.5,\n", + " facecolor='none',\n", + " edgecolor=color,\n", " )\n", " ax.add_patch(e)\n", - " ax.set_xlim(slices[0].start,slices[0].stop)\n", - " ax.set_ylim(slices[0].start,slices[0].stop) " + " ax.set_xlim(slices[0].start, slices[0].stop)\n", + " ax.set_ylim(slices[0].start, slices[0].stop)" ] }, { @@ -468,11 +479,11 @@ } ], "source": [ - "f,ax = plt.subplots(1,1)\n", - "compare(ax,scale = 0.2, index = -1)\n", - "compare(ax,scale = 0.2, index = -2, color = 'r')\n", - "compare(ax,scale = 0.2, index = -3, color = 'b')\n", - "plt.gcf().set_size_inches(5,5)" + "f, ax = plt.subplots(1, 1)\n", + "compare(ax, scale=0.2, index=-1)\n", + "compare(ax, scale=0.2, index=-2, color='r')\n", + "compare(ax, scale=0.2, index=-3, color='b')\n", + "plt.gcf().set_size_inches(5, 5)" ] }, { @@ -483,4 +494,4 @@ "source": [] } ] -} \ No newline at end of file +} diff --git a/docs/examples/notebooks/learn/minuit_errors.ipynb b/docs/examples/notebooks/learn/minuit_errors.ipynb index 85888af69d..4e8754a76d 100644 --- a/docs/examples/notebooks/learn/minuit_errors.ipynb +++ b/docs/examples/notebooks/learn/minuit_errors.ipynb @@ -44,120 +44,134 @@ "from jax.config import config\n", "import pyhf\n", "import scipy.optimize\n", + "\n", "config.update('jax_enable_x64', True)\n", "pyhf.set_backend('jax')\n", "\n", - "def toinf_single(x,bounds):\n", - " lo,hi = bounds\n", - " return jax.numpy.arcsin(2*(x-lo)/(hi-lo)-1)\n", "\n", - "def tobnd_single(x,bounds):\n", - " lo,hi = bounds\n", - " return lo + 0.5*(hi-lo)*(jax.numpy.sin(x) +1)\n", + "def toinf_single(x, bounds):\n", + " lo, hi = bounds\n", + " return jax.numpy.arcsin(2 * (x - lo) / (hi - lo) - 1)\n", + "\n", + "\n", + "def tobnd_single(x, bounds):\n", + " lo, hi = bounds\n", + " return lo + 0.5 * (hi - lo) * (jax.numpy.sin(x) + 1)\n", "\n", - "def _calc_minuit_errors(infmin,minim,inf_inv_hess,barray):\n", + "\n", + "def _calc_minuit_errors(infmin, minim, inf_inv_hess, barray):\n", " '''The core routine for MINUIT-like errors from an internal Hessian'''\n", " # https://root.cern.ch/doc/master/classROOT_1_1Minuit2_1_1MnUserTransformation.html#ad900f367f4d2c5df13f899dd55bdf212\n", " errs = jnp.sqrt(jnp.diag(inf_inv_hess))\n", - " infmin = jax.vmap(toinf_single)(minim,barray)\n", - " up = jax.vmap(tobnd_single)(infmin+errs,barray)-minim\n", - " dn = jax.vmap(tobnd_single)(infmin-errs,barray)-minim\n", - " up = jnp.where(errs>1,barray[:,1]-barray[:,0],up) #it's unclear to me why this is done\n", - " fn = (jnp.abs(up)+jnp.abs(dn))*0.5\n", + " infmin = jax.vmap(toinf_single)(minim, barray)\n", + " up = jax.vmap(tobnd_single)(infmin + errs, barray) - minim\n", + " dn = jax.vmap(tobnd_single)(infmin - errs, barray) - minim\n", + " up = jnp.where(\n", + " errs > 1, barray[:, 1] - barray[:, 0], up\n", + " ) # it's unclear to me why this is done\n", + " fn = (jnp.abs(up) + jnp.abs(dn)) * 0.5\n", " return fn\n", "\n", - "def calc_minuit_errors(objective,minim,barray):\n", + "\n", + "def calc_minuit_errors(objective, minim, barray):\n", " '''This computes MINUIT-like errors'''\n", + "\n", " def internal_obj(x):\n", - " ext = jax.vmap(tobnd_single)(x,barray)\n", + " ext = jax.vmap(tobnd_single)(x, barray)\n", " return objective(ext)\n", - " infmin = jax.vmap(toinf_single)(minim,barray)\n", + "\n", + " infmin = jax.vmap(toinf_single)(minim, barray)\n", " internal_hessian = jax.hessian(internal_obj)(infmin)\n", " inf_inv_hess = jax.numpy.linalg.inv(internal_hessian)\n", "\n", - " minuit_errors = _calc_minuit_errors(infmin,minim,inf_inv_hess,barray)\n", + " minuit_errors = _calc_minuit_errors(infmin, minim, inf_inv_hess, barray)\n", " return minuit_errors\n", "\n", - "def run_via_pyhf_scipy(objective,data_pdf,init,barray):\n", + "\n", + "def run_via_pyhf_scipy(objective, data_pdf, init, barray):\n", " '''This version runs the standard pyhf interface but computes minuit-like errors'''\n", " minim = pyhf.infer.mle.fit(*data_pdf)\n", - " minuit_errors = calc_minuit_errors(objective,minim,barray)\n", + " minuit_errors = calc_minuit_errors(objective, minim, barray)\n", " return minuit_errors\n", "\n", - "def run_raw_scipy(objective,init,barray):\n", + "\n", + "def run_raw_scipy(objective, init, barray):\n", " '''This version runs the raw scipy optimization and computes minuit-like errors'''\n", "\n", - " minim = scipy.optimize.minimize(objective,jnp.array(init),bounds = barray).x\n", + " minim = scipy.optimize.minimize(objective, jnp.array(init), bounds=barray).x\n", "\n", - " minuit_errors = calc_minuit_errors(objective,minim,barray)\n", + " minuit_errors = calc_minuit_errors(objective, minim, barray)\n", "\n", " external_hessian = jax.hessian(objective)(minim)\n", " inv_hess = jax.numpy.linalg.inv(external_hessian)\n", " sqrt_inv_hess_err = jnp.sqrt(jnp.diag(inv_hess))\n", " return minuit_errors, sqrt_inv_hess_err\n", "\n", - "def run_pyhf_minuit(data_pdf,grad = False):\n", + "\n", + "def run_pyhf_minuit(data_pdf, grad=False):\n", " '''This version runs the raw scipy optimization and computes minuit-like errors'''\n", - " result = pyhf.infer.mle.fit(*data_pdf, return_uncertainties = True,do_grad=grad)\n", + " result = pyhf.infer.mle.fit(*data_pdf, return_uncertainties=True, do_grad=grad)\n", " return result\n", "\n", - "def raw_minuit(objective,init,barray):\n", + "\n", + "def raw_minuit(objective, init, barray):\n", " '''This version runs just raw minuit without pyhf'''\n", - " m = iminuit.Minuit(objective,\n", + " m = iminuit.Minuit(\n", + " objective,\n", " use_array_call=True,\n", - " forced_parameters = ['p1','p2'],\n", - " errordef = 0.5,\n", - " p1 = init[0],\n", - " p2 = init[1],\n", - " error_p1 = 0.01,\n", - " error_p2 = 0.01,\n", - " limit_p1 = barray[0],\n", - " limit_p2 = barray[1]\n", + " forced_parameters=['p1', 'p2'],\n", + " errordef=0.5,\n", + " p1=init[0],\n", + " p2=init[1],\n", + " error_p1=0.01,\n", + " error_p2=0.01,\n", + " limit_p1=barray[0],\n", + " limit_p2=barray[1],\n", " )\n", " m.strategy = 0\n", " m.migrad()\n", " m.hesse()\n", " return m.np_errors()\n", "\n", - "def run_error_analysis(pdf,obs_count):\n", - " data = jnp.array([obs_count]+pdf.config.auxdata)\n", + "\n", + "def run_error_analysis(pdf, obs_count):\n", + " data = jnp.array([obs_count] + pdf.config.auxdata)\n", + "\n", " def func(x):\n", - " return -2.0*pdf.logpdf(x,data)[0]\n", + " return -2.0 * pdf.logpdf(x, data)[0]\n", + "\n", " bounds = jnp.array(pdf.config.suggested_bounds())\n", " init = jnp.array(pdf.config.suggested_init())\n", "\n", - " pyhf.set_backend('jax','scipy')\n", + " pyhf.set_backend('jax', 'scipy')\n", "\n", - " min_errors = raw_minuit(func,init,bounds)\n", - " pyhf_scipy_minuit_errors = run_via_pyhf_scipy(func,(data,pdf),init,bounds)\n", - " scipy_minuit_errors,sqrt_inv_hess_err = run_raw_scipy(func,init,bounds)\n", + " min_errors = raw_minuit(func, init, bounds)\n", + " pyhf_scipy_minuit_errors = run_via_pyhf_scipy(func, (data, pdf), init, bounds)\n", + " scipy_minuit_errors, sqrt_inv_hess_err = run_raw_scipy(func, init, bounds)\n", "\n", - " pyhf.set_backend('jax',pyhf.optimize.minuit_optimizer(errordef = 0.5))\n", - " result_nograd = run_pyhf_minuit((data,pdf),grad = False)\n", - " result_grad = run_pyhf_minuit((data,pdf),grad = True)\n", + " pyhf.set_backend('jax', pyhf.optimize.minuit_optimizer(errordef=0.5))\n", + " result_nograd = run_pyhf_minuit((data, pdf), grad=False)\n", + " result_grad = run_pyhf_minuit((data, pdf), grad=True)\n", " return {\n", " 'sqrt inv hessian': sqrt_inv_hess_err,\n", - "\n", " 'raw scipy + AD minuit-like': scipy_minuit_errors,\n", " 'pyhf scipy + AD minuit-like': pyhf_scipy_minuit_errors,\n", - "\n", " 'raw minuit': min_errors,\n", - " 'pyhf minuit iface bo AD ': result_nograd[:,1],\n", - " 'pyhf minuit iface AD': result_grad[:,1],\n", + " 'pyhf minuit iface bo AD ': result_nograd[:, 1],\n", + " 'pyhf minuit iface AD': result_grad[:, 1],\n", " }\n", "\n", "\n", - "\n", "def run_scan(scan):\n", - " pdf = pyhf.simplemodels.hepdata_like([2.],[50.],[5.])\n", + " pdf = pyhf.simplemodels.hepdata_like([2.0], [50.0], [5.0])\n", " data = {}\n", " for o in scan:\n", - " d = run_error_analysis(pdf,o)\n", - " for k,v in d.items():\n", - " data.setdefault(k,[]).append(v)\n", - " for k,v in d.items():\n", + " d = run_error_analysis(pdf, o)\n", + " for k, v in d.items():\n", + " data.setdefault(k, []).append(v)\n", + " for k, v in d.items():\n", " data[k] = jnp.array(data[k])\n", - " return data\n" + " return data" ] }, { @@ -186,17 +200,18 @@ ], "source": [ "import matplotlib.pyplot as plt\n", - "scan = jnp.linspace(50,70,10)\n", + "\n", + "scan = jnp.linspace(50, 70, 10)\n", "data = run_scan(scan)\n", "\n", "\n", - "f,axarr = plt.subplots(1,2)\n", - "f.set_size_inches(10,5)\n", - "for k,v in data.items():\n", - " axarr[0].plot(scan,v[:,0], label = k, linestyle = 'dashed')\n", + "f, axarr = plt.subplots(1, 2)\n", + "f.set_size_inches(10, 5)\n", + "for k, v in data.items():\n", + " axarr[0].plot(scan, v[:, 0], label=k, linestyle='dashed')\n", " axarr[0].set_title('par1')\n", " axarr[0].legend()\n", - " axarr[1].plot(scan,v[:,0], label = k, linestyle = 'dashed')\n", + " axarr[1].plot(scan, v[:, 0], label=k, linestyle='dashed')\n", " axarr[1].set_title('par2')\n", " axarr[1].legend()" ] @@ -209,4 +224,4 @@ "source": [] } ] -} \ No newline at end of file +}