diff --git a/docs/examples/demo.ipynb b/docs/examples/demo.ipynb index b56b74d..ef7f414 100644 --- a/docs/examples/demo.ipynb +++ b/docs/examples/demo.ipynb @@ -26,7 +26,6 @@ "metadata": { "collapsed": true }, - "outputs": [], "source": [ "import os\n", "from os.path import join as jp\n", @@ -41,7 +40,8 @@ "import demo_visualization as myvis\n", "\n", "from skbel.learning.bel import BEL" - ] + ], + "outputs": [] }, { "cell_type": "markdown", @@ -59,7 +59,6 @@ { "cell_type": "code", "execution_count": 2, - "outputs": [], "source": [ "data_dir = jp(os.getcwd(), \"dataset\")\n", "# Directory in which to unload forecasts and save figures\n", @@ -75,7 +74,8 @@ "pycharm": { "name": "#%% Load dataset\n" } - } + }, + "outputs": [] }, { "cell_type": "markdown", @@ -99,30 +99,13 @@ { "cell_type": "code", "execution_count": 3, - "outputs": [ - { - "data": { - "text/plain": "
", - "image/png": 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ebn17QgghRGtJoCRsxl6BEkiJACGEEB1DAiVhM4ZAyc1N+WWtc0sECCGEEO1NAiVhM4Zkbms2xDUnJQKEEEJ0NAmUhM0YRpRsMe0GMvUmhBCi40mgJGyipgZKS5VjWwVKoaHg7q4cy4iSEEKIjiCBkrAJW9ZQMlCrTaNKp06BWQF2IYQQol1IoCRswtYr3gwMgVJtLSQn265dIYQQoiUkUBI2YR4o2SqZG2TlmxBCiI4lgZKwCXtMvYEESkIIITqWBErCJuw19SYlAoQQQnQkCZSETdg7RwmkRIAQQoj2J4GSsAl7BUrduoGXl3IsI0pCCCHamwRKwibsFSipVKbpt5QUqKqyXdtCCCFEcyRQEjZhnsxty1VvYJp+0+mUekpCCCFEe5FASdiEvUaUQFa+CSGE6DgSKAmbsGegJCvfhBBCdBQJlIRNGAIljQY8PW3btqx8E0II0VEkUBI2YQiU/PyUBGxb6tPHdHz6tG3bFkIIIZoigZKwCUMyt60TuQH8/aFLF+VY9nsTQgjRniRQElbT6aCoSDm2dX4SKCNUPXsqx6mpyv2EEEKI9iCBkrBaURHo9cqxPQIlgF69lN+rqiA72z73EEIIIc4lgZKwmj1XvBkYRpRAKTwphBBCtAcJlITV2iNQMowogeQpCSGEaD8SKAmryYiSEEKIzkoCJWE1e25fYiAjSkIIITqCBErCajL1JoQQorOSQElYrT0CpcBAcHdXjmXqTQghRHuRQElYrT0CJfNaSsnJpnIEQgghhD1JoCSs1h6BEpgCpYoKyM21332EEEIIAwmUhNXMk7ntGShJnpIQQoj2JoGSsJr5iJK9Vr2BlAgQQgjR/iRQElYzBEoqFXh72+8+MqIkhBCivUmgJKxmCJR8fUFtx79REigJIYRobxIoCasZAiV75ieBTL0JIYRofxIoCavo9aZkbnsHSsHB4OKiHMuIkhBCiPYggZKwSmkpaLXKsT0TuUGZ1uvRQzlOTbXvvYQQQgiQQElYqb1qKBmEhCi/FxdDebn97yeEEOLCJoGSsEpHBUoA2dn2v58QQogLmwRKwirtHSgFB5uOz5yx//2EEEJc2CRQElbpyEApK8v+9xNCCHFhk0BJWKW9ti8xkBElIYQQ7UkCJWGV9tq+xEACJSGEEO1JAiVhlY5M5pZASQghhL3ZJFCqqakhLS2NxMRE8vPzbdEkAAkJCUyZMgVPT0+Cg4NZvHgx1dXVTX4mKyuLxYsXExMTg5eXF927d+fGG28kpYFSzpmZmVxzzTV4eXnh7+/P/PnzKS4utln/LwSSoySEEKIz07T1gyUlJXz66ad8+eWX7Nq1i+rqavR6PSqViu7duzN16lT+8Y9/MHLkyDa1X1BQwKRJk4iKimLt2rVkZGSwcOFCysvLefPNNxv93N69e1m7di3z5s1jzJgx5Obm8vzzzzNq1Cji4+MJDAwElOBu2rRpAHz++eeUl5fz6KOPcuONN/LTTz+1qc8XovYOlAIDlcKTOp2MKAkhhLC/NgVKK1eu5IUXXiAyMpLLL7+cpUuXEhoairu7O/n5+cTHx7N582amTp3K6NGjeeONN4iKimrVPVatWkVxcTHr1q3D398fgNraWu655x7j/Rpy0UUXkZCQgEZjerRx48bRo0cPPvnkEx555BEAvvnmG44cOcKxY8fo168fAH5+fkybNo1du3YxatSotnxpLjjtnczt5KQES9nZEigJIYSwvzZNve3evZu//vqLXbt28eSTTzJt2jQGDx5Mnz59GDVqFPPmzWP16tWcOXOGWbNmsXnz5lbfY/369VxyySXGIAlg9uzZ6HQ6NmzY0OjnfH19LYIkgO7duxMYGEhmZqZF+0OGDDEGSQBTpkzB39+fn3/+udX9vVCZjyj5+LTPPQ3Tb9nZysiSEEIIYS9tGlH64osvWnSdq6srCxYsaMstSEhIYN68eRbnfH19CQkJISEhoVVtHT9+nJycHKKjoy3a79+/v8V1KpWK/v37N9l+VVUVVVVVxteGnKZzz1uruVwsR5Gf7wyo8fLSo9VWG/d9a4m2PmNQkHLPmhrIyqoiIKBNzbSL8+XPsa06+/OBPGNn0NmfDzr/M9rj+Vr6PdthV70VFBTg28B6cz8/v1YljOv1eh544AFCQ0OZM2eO1e0vX74cHx8f46/w8PAW96UzKixUAe1TGsAgKEhvPM7OVrXfjYUQQlxwWj2iVFBQgF6vx9/fn7Nnz7J582b69evHwIED7dE/qz3zzDPExcXxyy+/4OnpaXV7S5YsYeHChcbXxcXFhIeH4+rqiqurq9Xtn8sebdqKXm+aevP3V7W5r639XFiY6Tg/3wUH/hIZOfKfoy109ucDecbOoLM/H3T+Z7Tl87W0rVaNKP3nP/8hNjaWESNG8M4773DVVVcRFxfHDTfcwH/+8582dbQxfn5+FBUV1TtfUFBgkbfUlPfff5/nnnuOd999l8mTJ9ukfVdXV7y9vS1+XagqK8EwGtoeidwGUnRSCCFEe2nViNK///1vjhw5QkVFBT169OD06dMEBgZSVFTExRdfzPz5823WsYZyhYqKisjKyqqXW9SQdevWcffdd/Pcc8/Vy3UytH/48GGLc3q9nsTERKZMmWJd5y8Q7V0awMC86KS9aymVVJXg6eKJWuWws9RCCCHsqFX/+2s0Gtzd3fH396dPnz7GmkQ+Pj6oVLbNFZk+fTobN26k0Gz9+Zo1a1Cr1UydOrXJz27atIk5c+Zw55138uSTTzba/sGDBzlx4oTxXFxcHHl5ecyYMcMmz9DZtff2JQbtNaL0xeEv8H3JlwmrJ6DVtSJLXQghRKfRqkDJycmJyspKAP7880/j+dLSUtv2CliwYAFeXl7MmjWLDRs2sHr1ahYtWsSCBQssaihNnjyZPn36GF8fO3aMWbNmERUVxc0338yOHTuMv06ePGm87tprr2XgwIFcc801/PTTT3z99dfMmzePyy67TGootVBHjSi1R6Ck1+t5etPT6PQ6tqVtY0/mHvvcSAghhENr1dTbxo0bjclPPmZFc8rLy3nvvfds2jE/Pz/i4uK4//77mTVrFl5eXsyfP58XXnjB4jqtVkttba3x9c6dOykqKqKoqIjx48dbXHvrrbfy0UcfAeDs7Mwvv/zCAw88wJw5c9BoNFx99dW8+uqrNn2OzqwzB0pb07ZyIt802rgldQuju4+2z82EEEI4rFYFSj6NVBTs1q0b3bp1s0mHzEVHR7Nx48Ymr9m0aZPF69tuu43bbrutRe2HhYXx7bfftrF3oqMCJS8vcHeHigr75Sh9sP8Di9ebUzfzyLhH7HMzIYQQDqvNe70ZFBcXG6twR0REMHToUAYPHoyHh4ct+iccWHtvX2KgUikJ3adO2WdEqaSqhK+PfG1xbkvqFnR6nSR1CyHEBcbqQOnqq6/m4MGDjBw5kh9//JHExEQAIiMjGTp0KF999ZXVnRSOqaNGlECZfjt1SulDVRU2raX09ZGvKa8ptziXV5FHYm4i0YHRjXxKCCFEZ2R1oLR9+3Y2bdrEyJEjAaUk+OHDhzlw4AAHDx60uoPCcXXUqjeon6fUs2fb29qeth0PZw+GBg+lqLKIV3eY8tSuHXAt3xz9BlCm39YeW8uWtC28funr9O3at+03FUIIcV6wOlAaMmSIxSa0rq6ujBgxghEjRljbtHBwHTmiZF6d++TJtgdK646t4+qvrwZg7pC5JOUnceTsEQBigmN4eMzDxkDpmU3PkFWqJEU9++ezfHb1Z21/ACGEEOcFqxMuXn75ZZ566imbbggrzg8dGSjFxJiO97Rx5b5er+eZP58xvv700KfsSN8BQIBHAJ/M+oTYkFjcNG4AxiAJYH/W/rbdVAghxHnF6kCpV69eFBcXM2DAAJYuXcoPP/xAWlqaLfomHFxHJXMD1M30ArB7d9va+CXpFw5lH6p3PsAjgLhb4hgcNBhXjSujwurX1Tqed5yqWvnhQAghOjurA6VrrrmG5ORkxo8fz7Zt27j11lvp1asXgYGBzVbQFuc3w4iShwe4uLTvvaOjlftC2wOll7a+ZDxeddkq7h15LzP7zmTTrZsYEjTE+N6EHhPqfVar15KQm1DvvBBCiM7F6hyl+Ph4tm/fztChQ43nkpOT2b9/P4cO1f9pXXQehkCpvRO5ATQaGD4ctmyBlBQ4exbqdtRpkZ3pO/kzRaku37drX+YPn4+T2qnBa28ecjMrt69Eo9YwKWIS3yd+D0B8TjxDg4c2+BkhhBCdg9WB0siRIykrK7M416tXL3r16sVVV11lbfPCgRkCpfaedjMYOVIJlEAZVWrNFn1v7X7LeLxo3KJGgySAfgH9yHwkkxptDbsydhkDpcM5hxv9jBBCiM7B6qm3Bx98kGeeecZi81rR+VVXQ3ldqaGODJQMWjv9titjFwCuTq7cPOTmZq/3dfMl0DOQwUGDjefic+Jbd1MhhBDnHatHlK699loAoqKiuOqqqxg9ejTDhg1j0KBBuLR34opoNx2ZyG3Q1kCpqraKpPwkAPoH9MdV0/JqleHe4Xi7elNcVSyBkhBCXACsHlE6ffo03333Hffffz95eXksW7aMkSNH4uXlxZAhQ5pvQJyXOrI0gEFkpOneu3eDXt+yzx3PO45WrwVgYLeBrbqnSqViULdBAKQUpVBcVdyqzwshhDi/WD2i1LNnT3r27MkVV1xhPFdSUsKBAwckmbsTc4RASaVSRpU2bICcHEhLgx49mv+coaAkwMDA1gVKAIMCB7EtbZvSVs4RxoaPbXUbQgghzg9tHlF66qmn2Lt3b4PveXl5MWHCBO699942d0w4to7cvsRcW6bfjuRYGSjVjSiB5CkJIURn1+ZAKT09nenTp9O9e3fuvvtu1q9fT3V1tS37JhxYsdmMk49Px/XDfKecffta9hmLEaVWTr0BktAthBAXkDYHSh9++CFnzpzhiy++wMvLi4ceeoiAgACuueYaPvnkE/Lz823ZT+FgSkpMx15eHdcP8zS4wy1crW8IlNw0bkT4RrT6nuYjSjsydlCtlR8QhBCis7IqmVutVjNhwgRefvllEhMT2blzJ6NHj+bdd98lNDSUiRMnsmLFCjIyMmzVX+EgzEeUvL07rh+9eoGnp3LckkDJfMVbdEB0k/WTGhPgEUBwl2BAKTMQ/VY0Px3/qdXtCCGEcHxWr3ozFx0dzeLFi9m6dStpaWnceuutbN68mS+++MKWtxEOwFFGlNRqGFQ3wJOcbNmvhiTmJaLT64C2TbsZPDL2EePxqYJTXPnllaQXp7e5PSGEEI7J6kDp6NGj6HS6eucDAwO54447+P7773n00UetvY1wMI4SKIHl9Ft8MylD1iZyGzw67lH2/mOvccNcnV7Hnsw9bW5PCCGEY7I6UBo0aBBdunRhxIgR3HHHHfz73//mzz//lErdnZwjBUqDTbnVzU6/mSdyDwgcYNV9h4cMtxhZksRuIYTofKwOlP7880+8vb0JCwujpKSE999/n7///e907dqVfv368eSTT0rQ1AmZ5yidr4GSNSNKBlIqQAghOjeb7PX2zjvv8P333/P1119z+PBhfvvtNyIiIpg7dy5//fUXw4YN4+zZs7bor3AQ5iNKHZnMDa0MlOqm3tw17kT4tX7F27mi/KNwVjsDEigJIURnZHWglJCQwMCBlj+ZT548mVdffZWDBw+yadMmRowYwdKlS629lXAgjjT11rUrhIQox4cPN76VyW8nf+NE/glASeRWq6xfy+Ds5Ex0YDSgJIpLqQAhhOhcrP5OERsby2effVbv/KBBg9iwYQMqlYpFixaxceNGa28lHIghUHJ2BteW7ylrN4ZRpfx8yMqq/35lbSX3/HyP8fXdI+622b0N02+1ulqO5x23WbtCCCE6ntWB0ooVK1i5ciU333wzCQkJAFRXV/Pqq6/i7+8PKCvgsrOzrb2VcCCGQKmjR5MMmpt+W755ubF+0kU9LuK2mNtsdu9BgaY8pcPZLax6KYQQ4rxgdaA0evRotm/fTmZmJgMGDMDd3R1PT0/ef/99XnzxRQD2799PaGio1Z0VjsOQzH0+BErpxem8uFX5u6hRa1h12SqbTLsZSEK3EEJ0XhpbNDJo0CDi4uJITU3lwIEDODk5ERsbS3CwUr04MDDQGDSJzsEwotTRidwG5oHSoUOW760/sd6YO/Tg6AetKjTZEItA6awESkII0Zm0KVBKTU2lR48e9c736NGjwfO9e/dmwoQJbbmVcEC1tVBRoRw7yohSdDSoVEoid2Ki5Xt/pvxpPL52wLU2v3dP3554OntSVlMmI0pCCNHJtGn+YeTIkdx1113s3r270WuKiop4//33GTRoEN9++22bOygcT2mp6dhRAiV3dwgLU45PnjSd1+v1xkDJ09mT2JBYm99brVIbR6lOFZyirLrM5vcQQgjRMdo0onT06FFeeOEFpkyZgpubG7GxsYSGhuLm5kZBQQFHjx7lyJEjDB8+nJdffpkZM2bYut+iAzlSsUlzkZGQng55eVBUBD4+cLrwtHEPtnHh43B2crbLvQcFDmJXxi4Ajp49ysiwkXa5jxBCiPbVphGlrl27snLlSrKysnjzzTeJiooiNzeXEyeUGjU33XQTe/fuZfv27RIkdUKOVEPJXGSk6dgwqrQpeZPx3MU9L7bbvQcHmZKktqVts9t9hBBCtC+rkrnd3d259tprufZa2+d9CMflSFW5zZ0bKA0fbpmfdHEv+wVKF/W4yHj8r83/Yu6QuXT16Gq3+wkhhGgftlsjLS4Y59OI0p/JSqDkpnFjZKj9psNGhI5g9sDZAOSW57Ikbond7iWEEKL9SKAkWu18CZSSC5NJKUoBlPwkV419S4i/Ou1VvFyUL8j7+95ne9p2u95PCCGE/UmgJFrNkZO5DU6eNI0mgX3zkwxCvUJ57u/PGV8/tekpu99TCCGEfUmgJFrNUXOU/PyUX6AESjszdhrfm9Cjfep43TfqPnr79QYg7lQcyYXJ7XJfIYQQ9iGBkmg1R516A9OoUloa7M86aDw/PGR4u9xfo9YwL2YeAHr0fBr/abvcVwghhH3YZAuTuLg44uLiyMnJQafTWbz34Ycf2uIWwoE4eqC0Zw/o0XEoWwmUevn2wsfNp936cGvMrTy16Sl0eh2fHPqEpeOXttu9hRBC2JbVI0rPPvssU6dOJS4ujtzcXAoKCix+ic7HUXOUwCxPye8U5bVKheyY4Jh27UN37+5Mi5wGQGpxKn+k/NGu9xdCCGE7Vo8orVq1io8++oibb77ZFv0R5wFHH1ECIMg07TY0aGi792PesHmsT1oPwMeHPmZGPym8KoQQ5yOrR5Sqq6sZN26cLfoizhOOmswNZoFS8AHjuY4IlK7odwUBHgEA/Hj8R7Q6bbv3QQghhPWsDpTmz5/P559/bou+iPPEeTGiFGwaUWrvqTcAFycXxoePB6CitoKMkox274MQQgjrWT31VllZyXvvvcfGjRsZMmQIzs6Wm46uXLnS2lsIB2PIUVKpwNOzY/tyrtBQcHWFqroRJW9Xb3r59uqQvvTx72M8PpF3gh4+PTqkH0IIIdrO6kDp0KFDxMTEABAfH2/xnkqlsrZ54YAMI0pduijBkiNRq6Fn/3yO+6QByrRbR/09NA+UkvKTmNx7cof0QwghRNtZHSj98Yes6LnQGAIlR5t2M/COMk279fNp//wkg3MDJSGEEOcfhy44mZCQwJQpU/D09CQ4OJjFixdTXV3d7OfefvttZs6cSWBgICqVim+++abeNZs2bUKlUtX7dcMNN9jjUToVQ6DkaIncBqoQU6AU7hLTYf2wCJQKJFASQojzkU0KThYWFvLBBx9w7NgxAAYMGMAdd9yBj0/bi/wVFBQwadIkoqKiWLt2LRkZGSxcuJDy8nLefPPNJj/7ySefADBjxgzjcWNWr15N//79ja8DAgLa3OcLgV7v+CNKFT4HjMddazpuRCncOxwXJxeqtdUyoiSEEOcpqwOlPXv2MG3aNNzd3Rk1ahQAr776KsuWLWPDhg0MH962rSNWrVpFcXEx69atw9/fH4Da2lruueceli5dSmhoaKOf3bZtG2q1muTk5GYDpUGDBjFixIg29fFCVFamBEvguIFSjstO0AE6J9yKB3ZYP5zUTkT4RpCYl8jJ/JPo9DrUKocexBVCCHEOq//Xfvjhh7niiitITk5m7dq1rF27ltOnTzNz5kweeuihNre7fv16LrnkEmOQBDB79mx0Oh0bNmxo8rNqtXwzshdHLg0AkFyYTI4uQXmRPob8HPcO7U+kr1KvoKK2gqySrA7tixBCiNazOqLYs2cPjz32GBqNaXBKo9GwePFi9uzZ0+Z2ExISLKbEAHx9fQkJCSEhIaHN7Z5rxowZODk50b17dxYtWkRFRYXN2u6MHD1QWn9ivenFielkdXBsEukXaTyW6TchhDj/WD315u3tTWpqar2gJi0tDS8rvpMWFBTg6+tb77yfnx/5+fltbtfAx8eHxYsXM3HiRNzd3fn9999ZsWIFx44d46effmr0c1VVVVRVVRlfF9cVFTr3vLVakrTeEfLyVIALAJ6eWqqqatvclj2e8X/H/2d6kTSdjBDr+mitnt49jcfHco4xJmRMh/XFHhz176ktyTOe/zr780Hnf0Z7PF9Lv2dbHShdf/313HHHHaxYscK4lcnWrVtZtGgRc+bMsbZ5uxk2bBjDhg0zvp40aRIhISHcd9997Nq1y5hvda7ly5fz7LPPtlc3HY7lhrj6jutIA6pqq9iUskl5URoEZ2I4c6ZDu0Rv397G45MFJzuwJ0IIIdrC6kBpxYoVqFQqbrnlFmpra9Hr9bi4uHD33Xfz4osvtrldPz8/ioqK6p0vKCiwyFuypdmzZ3Pfffexd+/eRgOlJUuWsHDhQuPr4uJiwsPDcXV1xdXV1eZ9skeb1jAPwH19Nbi6Wr9w0lbPuDljM2U1ZQBoki+lVq8mO7tjv4b9AvsZj5OLkx3uz9NWOutzmZNnPP919ueDzv+Mtny+lrZl9Xc5FxcXXn/9dZYvX87Jk8pPzJGRkXh4eFjVbv/+/evlIhUVFZGVlVVvmq892SsgOl84co7Szyd+Nh53LZhONnT4iFJPn55o1BpqdbWcyDvRsZ0RQgjRam0KlBYuXMjzzz+Pp6enxehKQ9q619v06dNZtmwZhYWFxlylNWvWoFarmTp1apvabM6XX34JwMiRI+3SfmfgyIHS+iQlkVutUhOhm0o2UFQEFRXg3kGL3zRqDb18epFUkERSfhJ6vV629hFCiPNImwKl/fv3U1NTYzxujDXfEBYsWMAbb7zBrFmzWLp0KRkZGSxatIgFCxZY1FCaPHkyKSkpJCWZVhTt2bOH5ORkzp49C8COHTsACAwM5OKLLwZg7ty59OnTh+HDh+Pm5sbvv//Oq6++yqxZs6SuUhPMAyVHqsydWZJJQq4yAjmm+xjCAvzYUfdeVhb07t34Z+0t0i+SpIIkymrKyC7LJrhLcMd1RgghRKu0KVAy39/NXnu9+fn5ERcXx/3338+sWbPw8vJi/vz5vPDCCxbXabVaamstVzW9+eabfPzxx8bXr7zyCgAXX3wxmzZtAmDgwIF89tlnvPLKK1RVVREREcHSpUtZsmSJXZ6ns7BM5u64fpxrW9o24/Hfev6N0hDTe2fOdHygZPBD4g/8I/YfHdcZIYQQrWJ1jlJqairh4eENjh6lpqbSo0ePNrcdHR3Nxo0bm7zGEPiY++ijj/joo4+a/NySJUskKGoDR516Mw+UxoWP47BZoNTRtZRm9ZvF23vfBuCxjY9xZb8rCeoS1LGdEkII0SJWF5yMiIgwTnGZy8vLIyIiwtrmhYMpLDQdW7GVn82ZB0pjuo8h2Gx2q6MTuif2mMjcIXMBKKws5OFfH+7YDgkhhGgxqwOlxpJTS0tLcXNzs7Z54WAKCkzHfn4d1w9zFTUV7MvaB0D/gP509ehKiAONKAGsnLoSf3elrMUX8V8Qdyqug3skhBCiJdo89WZY7aZSqXjyySctygFotVp27txJTEyM1R0UjsV8RMlRAqW9WXup0SmLC8Z1V4qemo8oOUKgFOgZyIopK5j3wzwAPjr4EZN7T+7gXgkhhGhOmwMlw2o3vV7P4cOHcXFxMb7n4uLC0KFDefTRR63voXAohhElNzfllyM4Nz8JsBhR6uipN4ObhtzEA788QGl1Kb8m/YpOr0Otkg2chRDCkbU5UDKsdrv99tt5/fXX8XakteLCbgyBkqOMJkHDgVJAADg5gVbrGCNKAC5OLlzS+xK+S/iOs+Vn2Zu5l5FhUrNLCCEcmdWr3lavXg3A0aNHSU1Nrbdx3RVXXGHtLYQDMQRKDexX3CH0er0xUPJz86NfgLJliFoNQUGQmek4I0oA0/tM57uE7wClQKYESkII4disDpROnz7NrFmzOHz4MCqVCr1e2SjVkOCt1WqtvYVwEDU1UKZspeYwI0onC05ytlxZdTk2fKzFVFZIiBIoZWcrI0tOTh3VS5PpfaYbj38+8TNPXfxUB/ZGCCFEc6xOkHjggQeIiIggJycHDw8Pjhw5wl9//cWIESMarHEkzl8Omcidudd4PCZsjMV7hjwlnQ4aqGDRIcJ9whkYOBCAXRm7yC3P7eAeCSGEaIrVgdL27dt57rnnCAgIQK1Wo1arueiii1i+fDkPPPCALfooHIQjlgY4WXDSeBwdGG3xniPVUjJnGFXSo2fDyQ0d3BshhBBNsTpQ0mq1eNWVaA4ICCAzMxOAnj17kpiYaG3zwoE4YqB0quCU8bi3n+U+Jd27m45PnGivHjVvepRp+s2wka8QQgjHZHWgNGjQIA4ePAjA6NGjefnll9m6dSvPPfccvTtygy1hc+aBkqMkczcVKA0bZjres6e9etS8i3pchIezUndsS+qW1n34zBnHmUcUQogLgNWB0j//+U90Oh0Azz33HKdPn2bChAn8/PPP/Pvf/7a6g8JxOGKOkiFQ8nPzw9fN1+K9ESNMx44UKLk4uTA8ZDgAyYXJnC0zC3xOnoTXX4dnnlGy0M2tWQM9e0KvXnDkSLv1VwghLmRWr3qbNm2a8bhPnz4kJCSQn5+Pn59fg1ubiPOXo029VWurSStOAyDSP7Le+6Ghyq/MTCVQ0umUsgGOYGToSLakbiE2A/SXz4Sz5coXOCPDdNGrr8Lzz8OcObB9O9x4I9TWQnW1Eky9955y/o034K674OKLO+6BhBCik7Lq20ZNTQ2TJ0/mxDkJIP7+/hIkdUKOFiilFKag0yujmedOuxkYRpWKiyEpqb161ryRoSMZlglxn0C3P3ZBfLxlkARKpx98ELp1gyuvVIIkgy+/VKbhLr8cvvgCrrgC8vLa9yGEEOICYFWg5OzszKFDh2zVF+HgHC1QsshP8m04UBppVs/Rkabfxhd04ZdPwaeq7oSrq1Ihc/x4ePFFmDev4Q/6+Ci/l5TAjBmm4Ki4GJYts3u/hRDiQmP1RMTcuXP54IMPbNEX4eAcLZm7qURuA/M8pd277d2jJqSlwaefwv33Q3Q0PS6+gm7lylu7ejmjz8tTRoi2bIHHHoMPPoCdO+G+++CSSyAqCu6+G3780dRm3X6LRm++CcnJ7fZIQghxIbA6R6m2tpYPP/yQjRs3Ehsbi6enp8X7K1eutPYWwkE4WjK3eaDUUI4SOEZCt+q332DWLKU8+DkOBMHU62uI1xbQHct/O4wapfwyp9dD//6QkGA65+enRLHV1fDUU/DJJ7Z/CCGEuEBZPaIUHx/P8OHD8fLy4vjx4+zfv9/468CBAzboonAUjjb1Zl5ssrERpYAAZZEYwL59lmk+7cVp1SrLIEmthosu4pf5f2Pi7VDkDrszWjjcpVJZTss5O8Mff4C/v/L6009lRZwQQtiQ1SNKf/zxhy36Ic4DhkBJo4FzBg47hGFESaPW0N27e6PXjRihzEiVlysDMYMGtVMHAUpLUW/cqBwHByujPSNHgq8vFcfWUfL1JgB2Z+7mquirWtbmLbco+UiFhcrU3NChsGQJLFqkjDi98AJ8/rldHkcIIS40Vo8opaamGjfCbeg90XkYAiU/P2VgoyPp9XpjoNTTpycadeMxv3lCd3vnKak3bEBVVZexfdVVMGWKMcFrZJipY7szW9GxoCDYtg2++QZWrFDO3X03BAYqx19+aTk1J4QQos2sDpQiIiI420Cl4Ly8PCIiIqxtXjgQQ6DkCInceRV5lFSXAI3nJxl0ZJ6S+vvvTS9mzbJ4L8wrjOAuyoZ0ezL3GEsdtEh0NFxzjakwlKcnPPKIcqzXKwUr//oLfvmlY+YbhRCik7A6UNLr9Q3WTCotLcXNzc3a5oWD0OmUFejgIPlJ+Wb5SY2UBjCIjTUdt2ugVF2N+pdflGMfH/jb3yzeVqlUjOk+BoDCykL2Zu617n733GPKVfrqK6UA5fTpypScEEKINmlzjtLChQsB5T/7J598Eg8PD+N7Wq2WnTt3EhMTY3UHhWMoKlIGKsAxAqWWlAYw8PGBvn3h+HE4cEBZHObiYucOAvzxB6qiIuV45swGb3pZ1GV8l/AdAD8k/mAxHddqXl6wcCH885+W599+GxYvhpCQtrcthBAXqDYHSvvrarjo9XoOHz6Mi9k3ARcXF4YOHcqjjz5qfQ+FQ3C0FW+tCZRAyVM6flwJkuLjYfhwe/auzrp1puOrGk7Untl3pvH4h+M/8Pyk562758KFkJio7Bmn08GOHcpDv/YavPSSkgDu6amslhNCCNGsNgdKhtVut99+O//+97/x8vKyWaeE43HkQKm5HCVQ8pQ++0w53r27HQKl6mol2RrQu7mhuvTSBi8L7hLM6LDR7MzYyaHsQ5wuOE2EnxW5fe7upjpKWVlKbYTqali1SsnAf+UVCA9XilUaqnwLIYRolNXlAVavXk1cXBxxcXHk5OSg01kmpH744YfW3kI4APNik46QzH2q0BQoRfg2H1icm9B911326JWZ//3PuL2I7vLLcWqinsIV/a5gZ8ZOAH48/iMPjH7ANn0ICYFbb4X331cSzF56STl/+jSsXQu3326b+wghRCdmdTL3c889x9SpU4mLiyM3N5eCggKLX6JzcLQRJUMyd1f3rvi4NT8yMmyYaYFYu5QIWL3aeKi95ZYmL72i3xXG4x8Sf7BtPx59tOFaDuar8YQQQjTK6hGld955h48++oibb77ZFv0RDsqRAqWq2irSi9OBluUngZKWM2CAkp8UHw8VFcoslV1kZ8PPPwOgDwtDP2lSk5cPDBxIhG8EpwtP82fKnxRWFuLr5mubvvTtq4wcffgh9OwJpaXKSNeGDUoFTrNFGEIIIeqzekSpurqacePG2aIvwoE5UqCUUpSCHmUJXksDJTAVntRq4eBBe/SszmefGbcs0d54Izg5NXm5SqUyjirV6mr5JekX2/Zn1SrYtQuOHYOrr1bOVVRAXJxt7yOEEJ2Q1YHS/Pnz+Vy2S+j0HClQskjk9ms+kdvAPE/JbtNvej189JHxpa6FI612nX5zdlaiRHd3uMJ0H5l+E0KI5lk99VZZWcl7773Hxo0bGTJkCM7nLDteuXKltbcQDsA8mbujAyWLYpNtGFECOxae/OknOHxYOR47Fn3fvi362IQeE/B186WwspCfT/xMjbYGZyc7LOGfPFmZbisvhx9/VEa+mhnxEkKIC5nVI0qHDh0iJiYGtVpNfHw8+/fvN/46cOCADbooHIH5iFJHr3prbQ0lgyFDlA19QSk8aXNaLSxdanrdiorYzk7OzIiaAUBRVRGbUzfbuncKd3eYOlU5zsmBnTvtcx8hhOgkrB5RMtRTEp2bQ029FbYtUHJ1hYgIOHECkpKUWTKbbu77+edKpjjA6NHK3m7V1S3++BV9r+Dzw8o09g+JPzApoukk8Da78kr47jvl+OOPQXIMhRCiUVaPKIkLgyFQUqnA27tj+2IYUXJWO9Pdu3urPmuYCSsvh8xMG3aqqgqeesr0+sUXWx2FXdrnUjRq5WeXHxJ/QG/YM8bWrrrK9If40UdKYUohhBANskmgtHnzZubOncvYsWPJyMgA4L///S9btmyxRfPCARhylHx8TPWIOoJerzcGSr18e+Gkbl1+TVSU6fjECRt27JtvIDlZOZ42rd4GuC3h4+bD33opnztdeJojZ4/YrHuWN/KBu+9Wjg3bmwghhGiQ1d/yvv32W6ZNm4a7uzv79++nqqoKgKKiIpYtW2Z1B4VjMOzt2tH5SWfLz1JaXQq0btrNwDxQOn7cVr0Cvv7adLxkSZubuaKvHVe/mXvwQWUuEuCddyyz9YUQQhhZHSj961//YtWqVbz//vsWK97Gjx/Pvn37rG1eOAhDoNTR24O1NZHbwC4jSkVF8Etd7aOQEJgwoc1NGRK6Af5K+cvanjUuJARuu005LilRgiUhhBD1WB0oJSYmMnHixHrnfXx8KJSfUjuFykolBQccK1BqTQ0lA7sESj/8YEravu46q+Yme/v1JsgzCIDt6dvR6XXNfMIKjz5q6utrrylFKIUQQliwOlAKDg4mKSmp3vktW7bQu3frf+IXjscwmgSOFSi1ZUQpPNw042SzQMl82m32bKuaUqlUjAtXVqEVVxVz9OxRq9prUp8+SmAHSqkAs0KZtTodtyckMGrvXo6Xl9uvD0II4eCsDpTuvPNOHnzwQXbu3IlKpSIzM5PPPvuMRx99lLsNCaPivOZIgdLJgrYVmzRwcoLIuoGokydBZ+2ATWEh/PqrchwWBmPHWtkgxkAJYHvadqvba9Ljj5uO/+//oLYWgG/OnuWjM2fYXVLCQw38ICSEEBcKqwOlxx9/nBtvvJHJkydTWlrKxIkTmT9/PnfddRf333+/LfooOpgjBUrWjiiBafqtqgrS0qzs0HffQU2Ncjx7tk2WBJoHStvSt1ndXlOe8/Wl77ff8uXf/w6nTxtHx1aZ1U5Yn5/PsbIyu/ZDCCEcldUFJ1UqFU888QSLFi0iKSmJ0tJSBgwYQJcuXWzRP+EAHClQSilMAaCre1e8XL3a1Ma5K9969rSiQ+vWmY4N01hWGh4yHBcnF6q11WxLs1+glFZZydPJyeDvz9wnniCwqIjJS5ZwLCSEP8+pAfV6ejqr+vWjRqfDuSPrQwghRDuz2f94Li4uDBgwgFGjRkmQ1Mk4SqCk1+vJLFFGOlpbaNKczRK6Kyrgt9+U4+BgpRq3Dbhp3BgeMhyA43nHyS3PtUm751qba2pX6+TEtc88Q6Jez7vfflvv2k+ys5mfkECXzZsZu2+fjDAJIS4YVgdKy5cv58MPP6x3/sMPP+Sll16ytnnhABwlUMqryKNGp0xzhXqFtrkd831qrQqUfv/dtFLssstsWolzXHf75yl9c/asxetCLy+Gvfce782cCYCbTsctQcoKvAqdjg/OnKFar2dHcTHD9+7lzfR0+1UPF0IIB2H1/+zvvvsu/fv3r3d+4MCBrFq1ytrmhQNwlEDJMJoE1gVKNhtR+vFH0/Hll1vRUH0WeUp2mH7LrKpia90fbJS7O0M8PQGocHOjws0NgBv++ounu3WjoY1YKnU67k9K4tYTJyjXam3ePyGEcBRWB0pnzpwhJCSk3vnAwECyZA+pTqGzBUqhoeDhoRy3OVDS6+Gnn5RjV1e45JI296chY8NNq+e2pm21adsA63JzMYwF3dCtG3FDh3J/WBi+GiVt0aW6mgc++4ze77/Pkz17EuDszD9CQjg9ejT3h4UZ2/k6L4+/xceTXllp8z4KIYQjsDpQCg8PZ+vW+v+Rb926ldDQtn8zA0hISGDKlCl4enoSHBzM4sWLqW7Bbuxvv/02M2fOJDAwEJVKxTfffNPgdZmZmVxzzTV4eXnh7+/P/PnzKS4utqrPnVFnC5RUKqWEEMCpU8YV8a2zfz/U7WvI5MlQNyJjK6FeocZVfTvSd1BSVWLT9s2n3a4JDCTAxYV/R0WROXYsP/v6svO++xiWlAQvvcSzfn6cHT+ed/v1o5e7O/+OimLdwIF0cVL22TtUXs7l8fGNjixtzM9n6alT5LTg364QQjgam9RReuihh1i9ejUpKSmkpKTw4Ycf8vDDD3PnnXe2ud2CggImTZpEdXU1a9euZdmyZbz33nssXLiw2c9+8skn5ObmMmPGjEavqampYdq0aRw/fpzPP/+cd955h19//ZUbb7yxzX3urMwDpY7c681WgRKAYba4traNo0p2nHYzuDTyUgBqdDX8fvr3Fn/u1/x81pkFQnq9nlMVFVTUBTJ7iov5q65qfh+zaTcAdycnpsfEEDN+vHKisBBefbXePWYFBrJz+HB61lXvPFBayvzERLR6PTnV1dTWFag6XFrKtEOHWJ6ayuKTJ+u1I4QQjs7q8gCLFi0iLy+Pe+65h+rqavR6Pe7u7jz22GM8bl7MrpVWrVpFcXEx69atw9/fH4Da2lruueceli5d2uRo1bZt21Cr1SQnJ/PJJ580eM0333zDkSNHOHbsGP369QPAz8+PadOmsWvXLkaNGtXmvnc25jvRdIYRJYBBg0wFtePjITq6lQ38YLZhbV3ys61d2udS3t7zNgC/JP3Clf2vbPYzfxQUcOmhQwB80K8f80JCWHjyJK+lp+Or0TDD359vzp7FUGdzdt2oaz3PPAOffqpEkm+/rRSmdHe3uGSApyfr+vdn4uHDlOp0fJGTw5qzZ6nV6xng4UHc0KE8nJRkvNfGgoI2fiWEEKLjWD2ipFKpeOmllzh79iw7duzg0KFD5Ofn89RTTzX8H3ALrV+/nksuucQYJAHMnj0bnU7Hhg0bmvysugWrj9avX8+QIUOMQRLAlClT8Pf35+eff25zvzujzjb1BjB4sOn48OFWfvjECTBs+BwbC93bXqqgKX+P+DsuTi4ArE9a3+QKM52uhuzsL9l/fBFP8C/u5m1eSk7kQEkJr6enA1BYW8vnOTlU17UzysuLxT16NNxgz56m7Vhyc+G//23wsgEeHnxgmMcEauvaPlpeTuzevcSZRdkZ1dWkSS6TEOI8Y/WIEkBcXBxxcXHk5OSgO2dPiIZKB7REQkIC8+bNszjn6+tLSEgICQkJbe6refvnrtZTqVT079+/yfarqqqoMuwQC8acpnPPW6sluVjtpbDQGVDj5KRHo6nGVo/Z2mfMKFZygtQqNT4aH6u+3kqJAGXa6OBBLVVVLU9UcvrsM+M/nNprr0XbRD+s+XN0xpnx3cfzR8ofpBSlcDjrMP269mvw2oyMl0lNfYrhZudcq6qYcWixMWlbBcbj+4KDWdazJy5aLVVaLeXlR0lPf5GuXWfRtevVyvX33ovL558DoFu5kpqbb65XAqG6uprpXl6s7NWLVzMz8dVoyK6pIaemhswGnn1zfj7XdO3a5q9JR3Ckf4v20tmfsbM/H3T+Z7TH87X0e4jVI0rPPvssU6dOJS4ujtzcXAoKCix+tVVBQQG+DSTE+Pn5kZ+fb0WPrWt/+fLl+Pj4GH+Fh4db3RdHZxhR8vZWEqE7SlapsooyyDMIjdq6GD8iAjw8lLAhPr51/wzUa9YYj7XXXGNVP5ozrfc04/GGU8pIqk5XRXr6chITb6SyMhmAs2e/qPfZK/mBkJodAIRonEgc3J2Pu9ewoV93VkRE4GIW9Jw6dT95eV9z4sQ8tFolcVwfG4vuoosAUCcmojbsadeAe0JCOBEby+6hQ4kbOJBAjenPx9/seGeJbZPShRDC3qweUVq1ahUfffQRN998sy364/CWLFlikVBeXFxMeHg4rq6uuBq2pbche7TZWoaFgD4+qg57Rq1Oy5nSM4Ay7WaLfgwcCLt3w+nTKmprXVu2cC0+Ho4eVY7Hj8fVvChTE9ra35n9Z/L4H0qu32/JG1gQM5WEhFspLT0AgEqlpU+fV6ioOAZAIn3ZzATm8wEAi3mZVHoQW3uIjMPV9ACcnYPQ++3CzU2ZdquqyqKkRFm5qtdXUll5AH//unIHjz4KW7YA4LxokTJnadhVuJHnG+Tqyi9Dh3L54cNU6nR8O3Agfz94EIBdZWWUqdU8fuoU/T08eLh7d6um6NuTI/xbtLfO/oyd/fmg8z+jLZ+vpW1ZPaJUXV3NuHHjmr+wlfz8/CgyT46pU1BQYJG31N7tu7q64u3tbfGrszN8mToyP+ls+Vm0emXVlrX5SQaGPCW93hT7NOsLs5GbG26wST+aMiBwAOOCgngjBh4K+Y09e4YagySAvLyfyMx83/j6Ty5ml9sd6DyVkaAgchjJHtSYhq1rarI5fvwuY85Tbu53FvcsKtpiejFzphJRAiQlwdixsHNns/0e7uXF6TFjyB43jr/5+RFVlwi+r6SEOxITeT8ri0dOnuRnG4wOCyGEPVkdKM2fP5/P6/IYbKmhXKGioiKysrIarARui/b1ej2JiYk2ab+zqKwEw9RwZ0nkNmh1QrdeD19+qRyr1TbbBLcpKpWKe/u4MMgH3J1M59Vqt7ojLWlp/2c8v52x3BQcwpiBq6lVeRjPu7r2wN//MpyduwGQn/8L2dlKgnZu7lqLe1oESk5OSmFNw7LAs2eV4KkFU2guajWauum9MXU/UFTr9Xxntsfc/6WmNtuOEEJ0JKun3iorK3nvvffYuHEjQ4YMwdnZ2eL9lStXtqnd6dOns2zZMgoLC425RGvWrEGtVjN16lRru8306dP59NNPOXHiBFF10ydxcXHk5eU1WX/pQtMZV7wZDBpkOm5RoHTokFKhEuDvf4e6fdDsSastJ9Q5G/RQoYWUmmDCw2/Fxe9ynI9fVHeVsoAig1AyieDmoCA83N0ZE7uToqLN+PiMw9NzCCqVitzcn4iPV+o+JSU9RJcuMRQU/GFxz+LiHeh0tagNeWC9esHWrUq9qK1blVVw69bBLbe0+DnGenvz3+zseuf/LCpid3ExIy+AkVkhxPnJ6kDp0KFDxMTEABAfH2/xnjW5BwsWLOCNN95g1qxZLF26lIyMDBYtWsSCBQssaihNnjyZlJQUkpKSjOf27NlDcnIyZ+uK7u3YoSS0BgYGcvHFFwNw7bXXsmzZMq655hqWLVtGeXk5jz76KJdddpnUUDLTmQMl8xGlc/7qNmz9etPxlc3XNLKFwsJNoFeG9OIKfHgl4As4C5yt4RWGMZz9xmsPqsfzzYBB9K6b5urSZRBdugyyaC8gYCbdut1ITs7n1NYWsG/faMCyorZOV0ZZ2UG8vGJNJ/384KWXoC65m88+a1WgNOacQMjJ7K4r0tL4yjC9J4QQDsbqQOmPP/5o/qI28PPzIy4ujvvvv59Zs2bh5eXF/PnzeeGFFyyu02q11J6zB8Wbb77Jxx9/bHz9yiuvAHDxxRezadMmAJydnfnll1944IEHmDNnDhqNhquvvppXG6hCfCFzlGKThtIAYLtAKSgIAgOV2aQWjSiZB0rTp9ukD83JyzPV9NqpG2bx3s/MsAiU7o2+g54BAc222afP6xQXb6ey8jQ6namukSGAAigs/JPc3O+pqDhBZOQKXF3DYNw46NULfUoymR6/oUr4P/x73d+iH4gGe3rioVZTXlc+5NU+ffhXSgo5NTV8c/YsJ8rLifLwaKYVIYRofzapo2Qv0dHRbNy4sclrDIGPuY8++oiPPvqo2fbDwsL49ttv29i7C0NnHlECZVTp998hO1sJmAIDG7mwqAi2bVOO+/QxbRZnR3q9nvz8ukBJ5cw+RhjfWxAaQqDTTegz30KlLcTJyYfwrn9vUbsuLgEMG7aFQ4cupazscN25EMLDHzUGSsnJT6PVlgJQVZVBTMwmVCo13HQTmfEvcOJBPZxZTLRfNL6+U5q9p0at5trAQD7JzmaIpycLQkMpqq3lyeRkdMDkgwf5dcgQom28Z54QQljL6mRugMLCQl555RXmz5/P/PnzWblyZYMrysT5x2H2eSu1X6BkULeCvWFxcabdc9tpNKmi4jiVlacB8PWZgLNv3YiSXseVTpk8FxnNoP7/wdt7DH37rkKtdmlx266uocTE/IWf3zTAiZ49/0mXLkNwclKmyAxBEkBR0WYyMt4CQHfjbFLNFvuVlGxv8T3fiopi/eDBbB42DGe1mvvCwuhTN02YVlXFRfv3s1s2pRZCOBirA6U9e/YQGRnJq6++Sn5+Pvn5+bz66qtERkayz7DNgzhvOdqIkkatIcCj+emlljJPRzPfvq0e82m3Sy+12f3PpdPVkpBwO7t3D+X48XuM5/39L6XGNVh5UZVD3EllpCkw8BqGD99OUFDrSxU4O/sydOgvTJhQSljYPahUTnh7j23w2lOnHqei4iQ5/vupCjadr9jyKarNm1t0vy4aDZd27Yp3XQFKX2dnNsfEENOlCwD5tbVcER9Plg0r3AshhLWsDpQefvhhrrjiCpKTk1m7di1r167l9OnTzJw5k4ceesgGXRQdydECpZAuIahVNhkIBZSV7oaaY998A1ptAxfp9aZAydUV/vY3m93/XLm5azlz5iPKyg5RWPi78bzKeyrl+rrnrkjnt1O/2eyeTk5uxmM/v0nG45CQuwgNVYI1na6cAwcmkZz8jMVny9WpuEyZAm+91aZ7B7u68mdMDBPq/nKdqa7muiNHqD5nKyQhhOgoNhlReuyxx9CYbVOg0WhYvHgxe/bssbZ50cEcIVCq0daQU5YD2HbaDZRtWQwDRFlZyur3eo4cgYy6ZPK//Q3smHScmflOvXNubr1IpafpRHk6B7MPkl1af7m9tcLC7ic09B569nySqKg36N37JdzcegNQVZVq3DLFoCIMtM7A22+3+Z7eGg3fDhxIeF3EurW4mEsOHuS55GSOlZW1uV0hhLAFqwMlb29vUhsoGpeWloaXl5e1zYsO5giBUnpxuvE4xCvE5u3Pnm06/uqrBi6w82q3qqos9HodZWXHlHIAgLt7FD16LMHX9+/07fsuJyoqTB+oUL4eG081vdChLZyc3Onb9y0iIp5DrXZGo+lCTMwf+PhcbHGdm1uvug9AeQ+U0ubx8dTUFJCUtJDs7Pp7zzUl0MWFbwcOxKVuBd3moiKeTk4mZs8eNpsvvRRCiHZmdaB0/fXXc8cdd/DVV1+RlpZGWloaX375JfPnz2fOnDm26KPoQI4QKO0/Y1oCPzDQ9vV2Lr8c3OpmnxqcfrNTflJVVSaHD1/J9u2h7N49iNOn/2l8LzT0bnr3XkZMzO/4+0/leAOBkmGTXHtzc+tBTMzvREa+iqtrOMHBdxAaerfx/bKIuoOvviIxcT7p6a9y7NiNFBW1PNEbYKS3N58PGECgWdHaar2e2xMSKGtwTlQIIezP6vIAK1asQKVSccsttxjrGTk7O3P33Xfz4osvWt1B0bEcIVDam7nXeBwbEtvElW3j5QUzZsDatZCTA3/9pRTeBpStOuo2hSUiAvr2tck98/L+x7Fjc6mtLQSgvPwY5eXKxrZqtRvBwbdaXG8+ouRWk0sl8NvJ39Dr9e2yqaxKpSY8/CHCwx+q67+pvlOZMjNHydZPyJ1sGl0+ffpJYmJaN+p1TWAgVwUEcLKigtsSEthWXMzJykqWnDrFv1u4AbEQQtiS1SNKLi4uvP766xQUFHDgwAEOHDhgXPnW2XcxvhA4QsHJvVlmgVKo7QMlsJx++/57szd+/x1qapTj6dPBBkGJTldlESSBZZvdut2As7PlxszHy8sB0KhUXBzUD4Cs0iyOnm3pbr625elpqvhdNlzpa8rfLafgCwvj6m2P0hJqlYooDw9W9++Pe91ecW9kZPBLXp4VPRZCiLZpc6D0+++/M2DAAIrr6p54eHgwePBgBg8eTE1NDQMHDmRzC5cNC8dlGFFycoKOqAWo1+uNgVKARwDh3uF2uc8k02IvyyrddshPKi7ebQySfHwmMGZMCt263QSASuVMWNiDFtfr9HrjiFJvNzcujTQVeNxwsn2m387l6hqOk5OSg1gWASV9IHeC8p5KZZo6O336SfR6fZvu0dfDg+W9extfX3vkCLuLi6nV6ThSVkbpORX5hRDCHtocKL322mvceeedeDewmaWPjw933XVXmzfEFY7DECh5e9tkMKXV0orTyC1XdpuPDYm12zRTYKCpKveRI3UnzcsCuLiYzcdZp6jI9ANEcPCtuLmFEx39X2Ji/iQ2dg9eXjEW12dWVVFRt1y+r4cHUyNNm0KvObrGJn1qLZVKZRxVqnLJJ+l+03uRvV7EwyMagOLirRQUtD2Yuz8sjFl127KU6XRMPXSIoG3bGLR7N6P27aNEgiUhhJ21OVA6ePAglzaR2Dp16lT27t3b6Pvi/GAIlDprfpI5w76s2dmQlwccOwaGFZ0TJ9psSK2o6C/jsY/PREAJPHx9J9Kly5B615sncvd1dyc6IJrB3ZSS4tvTt3Ps7DGb9Ku1zKffiuq67XIWQnYF0avXs8b3UlP/r833UKtUfBEdzcV1fwELa2vJrwuOjpWX83RycpvbFkKIlmhzoJSdnY2z2eqUc2k0Gs6ePdvW5oUD0OsdIFBqh/wkgwEDTMdHjmCXaTe9XktRkVKsycUlGHf35veMM+QnAUS5u6NSqZg/fL7x3Af7P7BJ31rLPFACQAv9XwKnV98iMPBq3N2V5OvCwjhKSvY30ELLuDk58f3gwYyoKzfi5eRkLCPweno6+0pK2ty2EEI0p82BUlhYGPHx8Y2+f+jQIUJCbF/zRrSfykpTHnNH7fNmESi104gSKGWB+N//TCdsVBagtPQgWq3yjd3HZ2KzU4n7S0r4MifH+LpvXbHLmwbfhIuTsrfbxwc/plpbbZP+tca5gVLk9yH47wW2b0e1aw/duy80vpeW9opV9/LRaNg2bBgHRozgzPAxvH4ikMAc0AH/SExE28Y8KCGEaE6bA6UZM2bw5JNPUllZWe+9iooKnn76aWbOnGlV50TH6ujSAHq93jj15u/uTw+fHna9n3mgdHpPnlInACAyEqKjbXKPwkLzabcJTV77aFISw/fu5U+zP4joukCpq0dXrup/FQC55bn8mPijTfrXGl5eI3F2DgIgOHge3WOeN7356qsEB9+Cs7OSX5ST8yWVlWn12igvT6K09FCL7qdRqQj9tYKDA/fQ/84c3r9HhWcp7C0t5X+yIk4IYSdtDpT++c9/kp+fT9++fXn55Zf5/vvv+f7773nppZfo168f+fn5PPHEE7bsq2hnBQWmYz+/9r9/enE6Z8uV6Vt7JnIbmAdKflt/MlWevOoqm2Wym+cn+fpObPS6HUVFvJJuqkjuqVbzfK9ehJiV3Lhj2B3G446YftNovBg8eDMDBqynX7//oLrxJujWTXlzzRqcPv+W0NB7667WcvLko+j1SlJ6VVUWx47dyq5dUezZE2Os5F1bVEv66+mUHbHcukSv15N4RyJHrj1CVYqyaa5Pnp5Z3ynv7zyVT9HWIrRlbStMqS3TUlNY06bPCiE6tzYXnAwKCmLbtm3cfffdLFmyxLgEWKVSMW3aNN566y2CgoJs1lHR/vLzTccdESjty9pnPLb3tBtAQICy8u3sWRhy+jvTG7NmWdVuefkRDh++A1BTUXECAI3Gt36Oj5knTp82Hj8WHs7Snj3x1lj+c53cezI9fXqSUpTCryd/Jaskyy5bvDTF1bUHrq49lCDWzQ0WLoTHHwedDm65hbA3/kXaEE90ujLOnv2a48e9cXYOJCPjDbTa0rpW9Jw8+SgBAVdy9IYk8n/JxznAmdEnR6PxVp45d20uZ1afqXf/69bAvuEwfmkW+4syUTmr8B7jTY/He9B1RlcASvaWUJVeRZdhXXANd60XcFemVrJv7D5qC2sZ8vMQfC/2teeXTAhxnrGq4GTPnj35+eefyc3NZefOnezYsYPc3Fx+/vlnIiIimm9AODTzQMnfv/Hr7CUxL9F4PCSo/mowexg4ENwp529VvyongoJgzJg2t6fVlnP8+I2Ulh6gtHSfWX7SBFSqhv/5bczP5/e6Sp993N15PiKiXpAEoFapuWXoLQDo9Do+P/x5m/tpM4sWwb33Gl+63P9PBuTfDTgBkJX1H1JTl5sFSYrq6kxO7nyZ/F+Uv3Q1uTVk/SdLOS6s4cT9J4zX9l3Vl243KSNXPsXw7wfAo0j5QU1fo6docxGHLzvMqSdOceS6I+wdsZf4WfHs6LmDHT13kPN1jsW9U15IoTqzGl25juN3H0dXo7Pt10QIcV6zujI3gJ+fHyNHjmTUqFH4dcTQg7AL86m3jgiUThWcMh5H+ke2yz0HDoSpbMCDuiX5V1yhVNtso9TUJ6ioSKx3PiDgqgav1+v1LDUbTXquVy+c1Y3/M715yM3G408OfdLmftqMWg1vvAFPPWU8FXDXJ0T3WIV5BXKVypnQ0LuJifkLw39DWSWvgLcpHyv99XR0tTpOPX6K6iwlWb3r5V0J+UcIPf/Z09icpm62TdXbFbdIN+PnU5elcvYby5W3VWlVHL3+KKeWnkKv1VOVUcWZj0wjVeXHysl6L4viPcUkPZJE4eZCG3xRhBDnM5sESqJz6ugRJfNAqbdf7yautJ0BA2AW35lOWDHtlp//K2fOvAMo+7fFxPxJ//7/ZcCArwkOvq3Bz6zLzWV33XL3IZ6eXG/I+WlEVNcoxnYfC8Ch7EMcPHOwzf21GZUKnn1Wye0CyMkhaNkOBgz4Ai+vkYSFPcDo0afo2/dtfH0nEBIyDwC9ayk88G9QK5FPVWoV8VfGk/WuMrLk1MWJqLeilGKX/T0JvC7QeMuMUDjybQjDE0fi+lyYxf9szgHOdF/YHZ8JphUJqctTOTTjEKf/eRp9teWKuZOLT7Jv9D7SV6Zz8JKDlB20zJcSQlxYJFASjeroHCVDoOTt6k1X967tcs+B/bXM5CcAKp27wOTJbWqnpiaPhITbja8jI1fg6zuR4OC5dOt2XYOJ6Vq9nn+ajSa9EBGBugVJ5OajSv899N829dcu3nhD2XEY4IMP6HY0iNjYXURFvY6bW3fjZb16PYuq1l15Mfl3XF573Rgs5f9s+kvY+8XeuIWbRox6L++NqpcLKT3gsZdgs0s5Vx05wrgJGTz1sprcoc543BLAyCMj6fNKH2L+jKHP630Ms4AUbCgwjiap3dT4z1B+GtCV65S6A4C+Ws+JW06gLW9bkrgQ4vwngZJoVEdOvdXqakkpSgGU0SR7r3gzGFq7lwCUpea7fKdCGzZ21uv1JCb+g+pqZSTE13cqoaH3NPu5T7OzOVZXXHKctzeXdW1ZcHj9oOtxVivFXz87/Bm1OgfZ1iMsDF580fT6rruU4lwoq8wqUyopjS/lxI356J97HGqVCKZ68I9onn3HoqneL/cm9J5Qi3Puvd0Zd3IMd3+iIqM7fHP2LD/XRfebY3Vc91oN0+4sJNtbiXpUKhXdH+jO0A1DcQl2sWgr5M4Q+q7qi9pD+S9R5arCrZcSlFUkVpCyOMVGXxQhxPlGAiXRqI6ceksvTjd+w2+vaTcA352/Go+/KroUs91DWuzMmY/JzV0LgEbTlcjId5sN9Kp0Op42G01a3rvlwaG/uz+X97tcuXfpGdafWN/MJ9rRggUwVpka5PhxWLaM/I35bOm6hR29drBn8B5y1+bC5onw3FOgU5LWay/6FgLOonJREf1FND0W9Wjw6+GsVjOybr/JWrOik+51eV2FtbUWo3QAfpP8GHFoBF0vVwJRja+G8EXhuIW7MWzLMCKWRTDy0EiG/DLEGDhl/yeb7M+ybfu1EUKcFyRQEo3qyKk3i/wk3/YLlPjlF+Phj9XT2LixdR/Xass5efJh4+vevd/CxaX5JfvLU1JIqVLqA03z82NiK0uhz4uZZzx+d++7rfqsXanV8N57ULdqT7/8ZZLuOoK+yjIvyDnQmQH3LqBHr8XGcz1/zWLM6TE4XbKTtLSV6HQN1zkac87G3NP9/UkdMwa/unt+kp1db5sTl0AXBn0/iOE7hjPi0AjjlJ7XMC96LumJR18PPPp5EPVGlPEzifMTyVufx4kHTrBn2B7ir4on5cUUKpLbEE0LIc4bEiiJRplPvbX3FiYdkchNQQHs2AHAMfqTRg+++651TeTnb6C2thCAwMDZdO06q9nP/FFQwHMpytSOGljWu/XPe2mfS42Vy9cnrSe1KLXVbdjNoEHw2GMA5NROoPyUku/j1tuNbjd1o8cTPRh5dCTdru9GYOA1xo+VaH6l0nMf8fGzOHnyEVJSnmuw+bFmgZJGpWJlZCQBLi481bOn8fzDSUkkV1SgMxt1UqlUeI/2tsh7Olfw7cF0u11JqNdV6jg84zAZb2RQeqCU3O9yOb3kNPvG7GtzoUshhOOTQEk0yjCi5Otr1Qr5NumQQCkuTimUCMRplL3dfvjBVKC7JXJzvzMeN7ayzVx2dTU3HjuG4dv3s716MdyQAN0KTmon5g9TNsrV6XX8Z99/Wt2GLen1enLW5HB0zlF2DdjFjs8vI9n/IZK5xXhNv/f7MeDTAfT+V29cApScoS5dhuHiEgZAQUEcycnPQN1XJyvrP+jqpmMrKk6j1Sr5XBf7+hJYt0H3o+Hh9Pf0BOCesDD6uCtJ4n8VFRGxcyf+W7bwQkoK1bqW1UpSqVREvBZBl9FdGr2mJrum0Wk5Xa2OM5+eofRgaYPvCyEcnwRKolGGQOlCKQ3Ar6b8pIJR0wDIzYVt21r2cZ2ulrw8Zc81J6cu+PlNavYzj548yZlqpUbQFD8/lpiNgrTWvGHzcFIpEe0H+z9ol6Tu7A+zOXbFMQ5MOsChmYfI+0VJhE9/PZ2js4+S82UO5cfKqTxdRXL+lVQQDoCv02H8+pXXa0+lUhEQcAUAen0VBQUbjO9VV58hP/8XUlJeYOfO3uzfPwGdrho/Z2e2DRvGL0OGsMys0K2LWs2KSMv6W0VaLf88fZqYPXvqTcc1Ru2qpt8X/fAY6IHaTU3Yg2GMzRrLkF9NRVAz3sow7k5g7uSjJ0m4OYH9F++nOqf9Ny4WQlhPAiXRIJ3ONPXWkaUBVKjo6dv24KHF9HpToOTmRuS8i41vtXT6rahoM7W1SnTp7z8DtbrpFXMFNTWsyVGqRPtrNPw3OhonK1b3hXmHMbOvshF1Zkkm7+99v81ttUTpoVJO3XOKwg2FFP5RSP7/8pWK2EtPcWqxKdBVuaiMS/INemnfgwceaLDdgIArG71ncvJTnD79tHL/0n3k5yuJ6308PJjm718v4fvKgADWDx7MY+HhzOza1diNY+XlzDh0iLIWDhe6hLow4sAIJpROIOq1KFyDXfGf6o/3GGXar+xQGUVbi6hIrqBoaxF6vZ7qs9XGGlDaIi1nvz3b1C2EEA5KAiXRoJIS4yxUh44ohfuE4+Lk0szVNhAfD2l1u9tPnMilV7kbpxu/+06JoxpSUrKPHTv6cOjQZWRmmpKoAwJmNXvLL3NyqKpr+JbgYIJcrH/Oe0eatg+5f/39/JL0SxNXW8e8orWRTinmqK9Rnqv7wu5MKJ3AyPiRdL28KypnFWHu6/ElHtauhQ0b6jXh6/s3nJxMU11qtQfOzkqeUGnpfsAU3Jw583Gz/by0a1dejIzkx8GD2RMby9C6qbnsmhreysho8fOqNWpUTpaBWOi9ppIFCbcksLPPTvZftJ9Ti0+RuSoTXaVpiu/s1xIoCXE+kkBJNKgjSwMUVRaRV6FM4bTbtNvnZvukXX45/v5wcd2g0qlTsG9fwx9LSfkXlZUnyc//mbNnvwKU7Tm6dp3R7C1XnzEFGrcFB7e56+amRE7hwdEPAqDVa7luzXV2qdatq9GR/amSl6NyUTE2Y6xF0ADgPc6b3i/2Ru2sxrO/J4N/GMzEyon0WWW2GbBhA10zarUr/v6XGl8HB9/eaL5XXt5PVFfntrjfMV5efDFggHEzlZdTUympbfsUZbfruuEcqORHVZ6uNMZwaSvSSH3JMqG+8K9CqrNl+k2I840ESqJBHVka4HShqe5Nu5QG0Ongs8+UYycnmD0bgOuvN13y3wYKXut0VRQU/FbvvK/vJDQan/ofMHOkrMy4VcmwLl0Y2qXxZOHWemXqK1wTraweK60u5dk/n7VJu7pqHXn/y6MypZL89fnUnFWW6/tf4Y9rqCtRb0QR9qCSiO0S4sKALwegdrb8L0alVqGaexPExCgn9u+Hr7+ud6+wsAdRqTQ4OwcRHv4owcG3W7zv6/t3APT6GnJyvmjVc0R7enJj3dYwebW1/LsVo0rnUruqCZlvKv+g0phGnHRldYUunevO6eDsWhlVEuJ8I4GSaFBHVuVu90TuLVtM025Tp0LdN9HrrjMV5v7iC6g5p4xPYeFmtFplNZNa7Wk8HxQ0p9lbfpCVZTy+3UajSQZOaif+e9V/8XNTItxtadsaTDRureRnkzk88zC7+u/i1GOmP6PAm5U911QqFVGvRTHy6EhGHhnZ+LJ7tRpeesn0+oknoNpypMXX9yLGjElj1KgjuLv3wtOzP0FBtwLQs+c/6dPn38ZrWzL9dq6ne/Uy5iv9X2oqceZ/4Vupx+M9CJwdSNDNQYxKHEW3Gyz35+vzeh/j8dk1Z6nJr5HaS0KcRyRQEg3qyKm3dg+UDKNJADfdZDz084PLlYLX5OTUT6fJz//ZeNyv33+Ijv6Cfv3+Q1DQLTTmkzNnGL5nD6+mpwPgrFIxp5mNb9vC3dmdUWGjAMguyyatOM2q9vR6vXEJvK5SR3mCsmLNOcQZ38m+Ftd6Rnvi7OfcdINTppj20Tt1Ct55p94lrq7BODubtnHp3381F11UTETE83TpMoguXWIBKC3dS3HxzlY9T5SHB7fUBahFWi2XHDzItfHxXHn4MFcePsyh0pYv59d4axj41UCiP4nGvbc7fd/ri8cADwB8J/sSuiAU9z5KmYLCPwrZ2nUrOyN2cvLxkzYJYIUQ9iWBkmjQBRMoVVfDmjXKsYcHXGm54upm036z9abf8vL+V3fkhL//NIKCbiAk5I5Gtx7ZUVTErQkJ7Df7JnxDt24E2CCJuyGGQAlgV8Yuq9qqSKqgKqWq3vnAGwMtpptaTKWy3AfumWeUWgxNfkSFRmOqMRUSYpqOO3r0Jmpri1rVhZWRkUw2q6T6bW4uP+Tl8UNeHvMTE1vVljmNl4bhO4Yz6LtBDFo7CJVKReB1gfWuS3spjZR/yR5yQjg6CZREgzoyR+lkwUnjsd0DpV9+Mc0zXnUVnJMrdOmlEBCgHH//PRTVfS8uL0+iouI4AD4+43B2bv6L9N9sU1HCYV268FZUFO/17Wv9MzRiZOhI47G1gVLBb6apKf9L/dH4aXAJcSF4gRXThiNGwK3KdBqFhfDUU636eEjIfOOoUmXlSRISbqesLIHKyhT0+uYLSvo6O7Nh6FBejYzE9ZzgdndJCUfLylrVH3MaLw0BVwag8Va2UQm7NwzX7q7gBJ5DTNO0yU8lk/F223OkhBD2J4GSaFBH5igl5ScB4O3qTYBHgH1vZlZkkhtuqPe2i4vpdGUlfKUsbLOYduva9bJmb1Or07HmrJLI66ZW82dMDPeEheFmx5LnI8NsFyjlbzBFzhEvRDDuzDjGpI7BNbzpWlHNWr7cFJy++y4cOtTij6rVrgwcuAaNxheA3Nx17N4dzY4dvdiyxZ+DB6eSk/NV022oVDwUHk72+PHsiY3l+V69jO99fKaB8gdt5BrmypjUMUwsn8jIgyOJfMVUCPPUY6dkCxQhHJgESqJBHTX1Vq2tJrkwGYA+/n0ancaymT//VH5Xq031AM5xu9mCq3fegerqPLKyPjCe8/dvvhTAH4WFnK3LBp/ZtStedRu22lNwl2Dj/m97s/ai1bXtm7GuRkfhH4UAOAc40yWmC2oXNWqNDf77CAlRkrlBWX14yy3Qivwgd/cI+vf/pN55rbaIgoLfOHr0RsrLTzTbjo9GQ6yXF3eFhqKp+zv33+xsNhcWMnD/fi6Jj6fIijICoEwdql2Ur1n4wnCCbg5S+lqqJfe7lpc4EEK0LwmURIM6auotpTAFXd20SR//Ps1cbaXcXDhyRDkePhwa2WNt+HAYVZfuk59/jO3bR1NWpox8uLtH4ek5qMHPmfuirgI3KHlJ7cWQp1RaXUpCbkKb2ijZVYK2WAmy/Kb4oVLbOHh9+GEwTEEePKgkhrVwLzaAgIDLGThwLSEhdxEcfBtdu16Os3NQ3bs6srM/bXFbgS4uXFb3k0FWdTWTDh7kZGUlW0pK+Ofp0818unVC/mEqK3Dmk+ZHr2rya9BWysiTEO1NAiXRoI6aejPPT4r0i2ziShvYssV03MhoksHdd4OrazkrVkxBr1f66OwcRHT0582OelXpdKytm3bzcnJiRjt+QUeFWp/Qnf+bKWr2m2KHqNnVFdatA29lOxC++w6efLJVTQQGXkW/fqvo3381gwf/wIgR+zD895ad/WmrVpfdalauodbsc29nZLR4f7iW8Bnvg1uEUkKhYGMBVZmmZHltmZaK0xXoanXUltaS9HASWwO3sjNyp+wZJ0Q7k0BJNMgwouTmBnUbsLcLQ34StMOIkmHaDWDixCYvvf56mDgxjsBAJfHW1XUwsbG78PYe0extfikooKhuT7FZAQG42zEv6VzW5CnVFNaQ/mY6We+baj7ZJVACGDBAKTyprvsv6cUXIaFtI2AArq6h+Pkp5QcqK09RXLy9xZ+9rGtXuppNjQY5K6UOdMA9x4+js9GSfpVKZZx+Q6dU8z7xwAl2DdrFZu/N7Oy9ky3eW9jRawfpr6WDDqozq8l8J9Mm9xdCtIwESqJBhkCpoxK5oR0Cpb/+Un5XqWDChCYvdXeHOXNMid9HjjyPm1uPZm9RVFvLohTTEvD2nHYDiA2JRVW3YccH+z8g9JVQ5n0/zzi92Zjqs9Xsjd1L0v1JVGcqIxiegzxx695IEUlbmDZNKRMAytSb4biNgoLmGo+zsxsord4IF7WaZyMiUKPkkx2MiaFf3U8LO0tKeMOKSt71+jg3yHic/mo6GW9kUH6kXInKAF2Fjto8y9yozHcz0dW0fGpSCGEdCZREgwyBUnuXBmi3QKmoCA4cUI4HD27Rg/bpo2wwW1urYc2aSc1er9frue/UKVKrlCmVi3x8mNbOkaeXqxeDgwYDUKOrIas0i9UHVrPhZP3NaM2lvJBC5alK4+susV3o+579ShkYPfwwBNbVHPrqKzh8uM1NBQRcjVqtFH7MyfkKrbaymU+Y3BsWRvnEifw4eDC+Gg2vR0QY33v05Em2FBa2uV/mPKI88B7jbXFOpVHRZVgXul7RFbdIN1SuKvyn++P7d18AqrOqyV0nyd9CtBcJlEQ9lZVQUbfDQkeNKLlr3AnpEtLM1VbYutWUMNzMtBsodZO0WiU36fDhi9i82avelibn+iArizV5yua+Pk5OfBodjZO9V/E14NVprzI6bDTh3uHGc78k/dLo9RXJFcbpHbWHmti9sYzYMwKfsU3vX2cTXbrAkiWm108/3eamNJouBARcBUBtbQE7dvQkKenhFm+i66o2/ff4Nx8fFoUrX79avZ7rjh4ls6p+Ac626PF4D1CDk48TPZ/uybjscYzYN4LB3w9mTNIYJlZMZMjPQ+j5z57Gz2S8KbWXhGgvEiiJejoqkVur0xo3xI30j7RvaQDDtBs0m8gNkJ9vCix27bqUigrTgFRD3s/M5B/Hjxtfv9evHz3d7Dht1YRJEZPYMX8Hh+4+hJNKyY9qakQp+Zlk9NVKHk73h7rjNbzh1YB2s2ABhIYqx+vWwb59bW4qNPRO43FNTQ7p6a9x4MBEqqpaXyNpWUSEsZL3mepqrj1yhOq6YLtGp0PbxtylgCsDGHdmHOPOjCPimQic/S23fzH8O/D9uy8e0coIWdHmIkr22y6xXAjROAmURD0dVRogvTidaq2SD2P3/KQ//jAdN5OfBFBQYMpP2r17GgDbtjV87VsZGfzj+HEM3zbvCQ5mdjvnJjXE182X0d1HA3As9xhpRWlUnKwgdUUqp5acIvGuRA5ccoDsT5QK4ho/DeGLwptq0j7c3WHpUtPrVlbsNufrezFDh24kMPBaVCplq5jy8mMcOPA3iot3odWWt7gtjVrNFwMG0KNup+TtxcU8lJTEfzIzCd62jcgdOzjTxlEml0AXnNyaTvJXqVSE3RtmfH348sOUHW179XAhRMtIoCTq6agRJYv8JD87Bkr5+bB7t3I8aBAEBTV5uU5XRUHB7wCoVMGcPDkUUGbv6jVdU8PCJNNzPBQSwitm1Z472rTIacbjDYc2sP+i/ZxadIrUF1PJei+LwrhCDBFej8d74OzbzOa29jJ/PtRNdfG//8H2lq9aO5ef32QGDlzDqFHHcHVVEvArKhLZt280mzd34fDhy9HpWrbkPtDFhW8HDjRuefJOZiZ3Hj9Ofm0tKVVVvJNp3xVpwbcFGzfcrc6oZv+E/RTvKbbrPYW40EmgJOrpqKrc5oFSpL8dayj9/jsYpkmmTGn28ry8n9DplJGHwMBpdOmifJPcutXUjMHmoiKq607eHBTE8p497V9dvBWmRk41Hue9kUf1mfoBgsZPQ7c53Qh7IKzee+3G1dWylpIVo0oG7u69GTbsL9zcIszO6snL+4ns7M9b3M4Ib2/eaWSPvk+ys21WPqAhTp5OxGyKwWuEMh1am1/L4RmHqUxpeaK6EKJ1HDpQSkhIYMqUKXh6ehIcHMzixYuprm7+Jz+9Xs+LL75Ijx49cHd3Z+zYsezYscPimk2bNqFSqer9uqGB/b4uNHX5x0D7Tr2124q3334zHTcTKJWXJ5GYaMpzCQy8gjFjlOPMTDBb+Q/An2aroa4OCHCoIAmUjXL93PzwKfNh0A91FcWdYODagcTujWV87nguyr+IAZ8PaHYqyO5uuw16122KvHEjbGh6pV5LuLn1JDZ2D5GRr9Ct2xzj+fT0la0qSnl7SAgPd+8OQDdnZwZ6KKM8yZWVbDXsnGwnLoEuDP19KD4TleT6mrM1HL78MLUlpjICNQU1lJ9o+bSiEKJxDhsoFRQUMGnSJKqrq1m7di3Lli3jvffeY+HChc1+9qWXXuLpp5/m4Ycf5qeffiIkJISpU6dy6tSpeteuXr2a7du3G3/961//ssfjnFfMdtugPVNrzKty2y1Q0utN33BdXJpc8VZbW0x8/BXU1ipzkV27XkFAwCzGjzddc26e0qa6QEkFTKxL/HUkTmonLul9CTdtvgmPKuWbe8j8EAKvCsRruBfOXTtoqq0hzs6WI0nXXQf799ugWX/CwxcyYMDneHsrUW9Z2WEKCja2qp2VffpwfNQoUsaMYUlP04q0T7KzqdLpiC8ttdvoksZLw6DvBuEepdR3KjtcxrEbj6HX6qk4XcGu6F3s6ruL5OeT7XJ/IS4k9t+Zs41WrVpFcXEx69atw79u/qe2tpZ77rmHpUuXEmpYFXOOyspKli9fziOPPMLDDz8MwIQJE+jbty8rVqzg7bfftrh+0KBBjBjRfHXlC4l5oNRM+o5NGUaUnNXOFkvZberkSUhOVo7HjwdPz0YvPX36CcrLjwHg4TGA6Oj/olKpLQKlrVvhxhuV48KaGg7Ubeg62NMTf2dnqmy0hNyWpntNJ2y3Mq2mddHS68leHduhpsydC198Ab/+CsXFMHUqbN4M/fvbpPnu3R/h6NHrAEhNXUZ5eSJVVel07/4Qrq7BzXwaoupGkq4KCMDLyYkSrZYvc3LYkJ9PalUVl/r78+OgQWjUtv+Z1NnPmcE/DmbfmH3UFtaS91MeJx89SdHWImqyldoVyU8l4xzoTNiCDpxGFeI857AjSuvXr+eSSy4xBkkAs2fPRqfTsaGJIfht27ZRXFzM7NmzjedcXFy4+uqr+fnnn+3a586iI0aUarQ1HM9TltP39uuNk9pO0z4tnHarrS3hzJmPAFCrPRg06Hs0GqUw4Jgxpp02zKsMbCkqMq50u9gBR5MMRv4xEhetsgLshzE/UBtY28wnOpCTE3z7LcboNDcXLrnEFOxaKTDwKmPOUmHhJpKS7ict7SWOHLmqVVNxHk5OXFdXKLNUqzUWGf0lP59FDYxk24pHPw8GrBkAdf9c0l9Lp2S3ZdmAE/ec4Ozas3brgxCdncOOKCUkJDBv3jyLc76+voSEhJDQxB5Qhvf6n/MTZ3R0NKmpqVRUVOButnnZjBkzyMvLIyQkhDlz5vDcc89ZvH+uqqoqi1GC4uLiBs9bqyW5WPZy5owzhhjax6cKew2KmD/joexDVGmVGw3pNsRuIzGaX381fE+h+uKL0Tdyn+zsT9BqldGhgIAbcHIKN/bJxQViY53ZvVtNfDxs2lTN2LF6fjdL7hrv6UlVVVWH/jk2RFeto+hjJYdGq9Ly+YjPidoXxZ3D7mzmkw1rl+fTaODbb3GeNg31wYOQkYF+8mSq4+IgxPqipMHB95Kc/KjFueLiHWRnf4+f3/QWP+MN/v58eKZ+fabX0tMZ5ObGXEPFcRvznOBJxMoITj942nhO5aKi61Vdyf0qF/Rw9MajRP8YbcxrOpej/T21tc7+fND5n9Eez9fS7zMOO6JUUFCAbwM/lfv5+ZFvviyrgc+5urridk5xPz8/P/R6PQV1a999fHxYvHgxq1ev5rfffuO2227jjTfe4LrrrmuyX8uXL8fHx8f4Kzy8A+rM2FndRvc4O+tpr4GR/dmm3JPhwcPtcxOtFvWmTQDou3ZFHxPT6KXZ2R8Yj4OC5td7/x//0BqPX3tNCb3+KjYt077I27veZxxB/vf5xmmZzdGbyfXO5c09bza791uH8/Wl5scf0dWtNlOdOoXz1VeDVtvMB5sXFHQngYFz8fIaS2CgaX+4tLRn0bfi6zLB25tHQ0P5m7c33/brx1uGRHTg/lOnyG2ulLsVgu8KJmiBaZ6814pe9PmoD4FzleBMX6Un8dpEyg5J3SUhWsthR5TsbdiwYQwbNsz4etKkSYSEhHDfffexa9cuRo0a1eDnlixZYpFQXlxcTHh4OK6urrjWFaKzJXu02RzD1Fu3birc3Ox/f1dXVw6dPWR8PSp8lH2e++BBZY83QHXxxbjW5Zecq7h4D2VlSuDWpUssXbuOrXfNLbcou2tkZsIPPzhxNEXP/jLlm9BADw/CunSxuL4j/hwbkvO+aV719GXKCERiXiJ/pf/FtD7TGvtYs9rl+cLDIS4OLroIUlJQ79+P619/waWXWtmwKwMHKpvm6vV69u49SmnpPsrKDlBS8jPe3jOVq1rwjP93TtmAXWVlfJydTYVOx/+Ki/lHI7mVttD/zf74jvJF460h4GplxWX0h9Fo87Xk/5yPtlhLwqwERh4Z2Wh9LEf5e2ovnf35oPM/oy2fr6VtOeyIkp+fH0UNLLMtKCiwyFtq6HNVVVVUVlrWFSkoKEClUuHXxHp3Q17T3r17G73G1dUVb29vi1+diU5nGlFqzxVv+7JM21QMD7HTiNLmzabjJqpxZ2W9azwODV3Q4DUuLnD//cqxXg9PfF1o2PDd4fKTKtMrOf3UaY7deoyiv5R/Ux79Pbji1iuM16zcsbKjutc63bvDq6+aXn/4oU2bV6lURESYVr6eOPEABQVtL0twf10JAYCvzZP/7EDlpCLk9hACrwk0lqVQO6sZ+PVAvEYrdZeqM6s5vfR0U80IIc7hsIFS//796+UiFRUVkZWVVS//6NzPASQmJlqcT0hIMNZVEo0rLITautze9gqUanW1HDhzAFASuX3dfO1zoy1bTMeNBEpabTk5OV8C4OTkRbdujdfVuusu06K5X/XZxvPT23sn4SboanUcvuwwKc+nGLcmAQi9J5Qro6+kl28vQNn7bXfG7g7qZSvNnGn6y/ndd0qCtw35+1+Kj89FAFRXZ5KQcAXx8X8jPv4qkpOfpba25ZWwh3fpQu+6NIA/CgvJqa4ms6qK3wsK7FqY0pyTpxMD1wxE7an8d5+5KpPinVLNW4iWcthAafr06WzcuJFCswJ+a9asQa1WM3Xq1EY/N27cOLy9vVmzZo3xXE1NDWvXrmXGjBlN3vPLL5VvkCNHjrSu8+exjljxlpibSEVtBWDH0SS93jSi5OkJQ4c2eFlu7g/GJO7AwNloNF0avA6UYpzz5gFeNehGK9+suzk7M82BAqWMNzLq5aV4DvUk+LZgNGoNj41/zHh+2ZZl7d29tnF2VuY+AWpq4NNPbdq8SqViwICv8PWdZDxXUrKD3NzvSE5+hvj4K1u85YlKpTLu86cDlqemMnj3biYfPMgtx461W7DkFu5GxHN1Fcn1kPiPRIq2F1FxqoK0V9I4Pvc4+T80nvspxIXMYQOlBQsW4OXlxaxZs9iwYQOrV69m0aJFLFiwwKKG0uTJk+nTx1Sc0M3NjSVLlrBixQpef/11fv/9d+bMmUNeXh6PPmpa2TJ37lyeeeYZfvjhBzZs2MDjjz/Oo48+yqxZsy7oukrZpkGHdquhZD7tFhsSa5+bpKQoCUUAY8cqK6kakJPzmfE4KGhug9eYmzsXmJQDLso3vLlBQTjboWZOW1RlVpH8dLLyQgWDfhjE2IyxjNg/Ao2X8vy3xdxGqJfy7+m7hO+Iz4nvoN62kvmK2A8+qL+XjJVcXUMZOnQj/fp9gLOz5cq6wsJNHD++oMXlA2abrXZ7LT2d/Loh289ycnjidPtNg4U9EIbnUGUItOxQGfvH7Wdn5E5OPnqSvG/ySJydyIkHT6CrdvDEfiHamWP8j94APz8/4uLi0Gg0zJo1i8cff5z58+ezcqVlLoVWq6W21rIOzGOPPcbTTz/NihUrmDFjBunp6fz666/0NluFMnDgQL755htuuukmZs6cybp161i6dClfffVVuzyfo+qIEaW9WaacsHbJT7roogYvqa7OJT//FwBcXbvj69t41W6DkSPB9QrTkvDLW1CksL2cfOQk2hJlVVjI/BACLg/ANdTVYlsVN40bj441/QCxbPN5MqoUHa0EvADx8coI4cqVNlkFZ6BSqQgJmUds7ClGjcpl6NDfUauVabQzZ1Zz4MBEUlJeoKIiucl2Yrp0oU8jU/4vpqayMi2tVTWb2kqtUdPvP/3Q+Da+hifj3xnsHbGXzPczqS114PpaQrQjlb49/oV2YsXFxfj4+FBUVGTTxG5DfYf2XsHw1ltw333K8Ucfwa232u9ehmec8vkUNqcqgczZRWcJ8Aiw/c3uugvee085jouDSZPqXZKR8TYnTtwLQHj4IiIjX2622aNlZQzcXZfbc7wLq/QjuOsu0/sd9edYEFfAwUsOAqDpqmF04uhGtycpqy6j1+u9yC3PRYWKw3cfZmC3gS26T0c9HwD//a9pCs7g3nvhzTdtehvzZ8zJ+ZqjR6+3eN/JqQvR0Z8TEHB5o208ceoUy1JTAQh1ceHOkBCeNdsocG5QEKv69sXTyf7761VnV5P3vzzyN+RTk1uD3yQ/dBodqU+moq82fTvQ+GsY8NUA/C9xnKnkturQv6ftpLM/oz2er6Xfvx12REl0jPYeUdLpdew/oyzF7+HTwz5BEpgSuZ2cYPToBi/JzjafdrupyeaqdDpeSUtjovneY78G4wgDkrpqHSfuO2F8HflSZJN7uHm6eLJo3CIA9Oj55x//tHsfbeKmm5Tg17BLMcA778Dhw3a7Zbdus+nf/xPc3CKN57TaUuLjryQ19f8aHRm6JyyMHq6uhLu68uPgwTwTEcGTZvvDfZqdzZh9+8hshy1vXIJcCJkXwsAvBxKzMYaeS3sS+mAog/4YhNdIL+N1tfm1HL7sMDnf2He1nhCOTgIlYaG9c5SS8pMorVaSp+027ZaXB0ePKsfDhze4v9vZs+soLlZ2uPXwGIin55Amm7zn+HEePXmSvLppX6dCF9gYxJ9/QgPFmdtV2so0yhOUneO9x3oTfHvz04H3jbqPkC5KLs53Cd+xM32nXftoE2o13HknbN8Oy+qmDHU6ePhhm+csmQsOvpkxY5IYPfoUgYGGrZL0nDq1mEOHplFZmVbvM2GuriSPGcOp0aMZ7qUEI89FRPDVgAF0qRtFii8r4+IDB0g9p7RJe+kS24XYXbHE7onFf7oyiqSv1nN09lHSX09vl+lBIRyRBErCQnuPKJlX5LZbIvc335iOG8hPys/fyNGjpjIAoaF3WeTx1Lu+poaP66IhFXBTt24siB8Gxc7odPDKKzbreatUplVy6olTpDxXN6Wjhqi3o1CpG38WAw9nD566+Cnj66W/L7VXN+3j4YehVy/lOC4OXnoJ9u+3ac7SudzdIxgw4Et69XrGeK6g4Dd27x5EUdH2eterVKp6m+PO7taNPbGxRNSVEEiqqGD0vn3MPXqUf6enU6Vr/8Rqr1gvBv0wiODb6gJsPSQ9lMSxucfQltnv6ymEo5JASVgwD5TstDWVBcO0G9hpREmnU5J8DeZarmQrL08kPn4Wer2y3Dso6BbCwu5tssn/5eVh+HbxUPfufDpgAA9e745z3ezWK6/AH3/Y6gFaJv+3fHZG7SR1WSq6CuWba9h9YXjFeDXzSZM7ht1BpJ8ypfT76d95c5dtc33sys0N/u//TK+XLFFGDwcNgib2hrSWSqWiV6+nGTLkV1xcwgDQaotJTLwDna5lW5b08/Dgr5gY+tYlfJ+pruaznBweTEpi5uHD7VZCwJxao6bfh/3osaSH8VzO5zns7LeTtFfTJGASFxQJlIQFQ6Dk4wPtkRNo90Dp55/h+HHl+G9/U755msnMXIVOp9QZCgiYRb9+H6BSNf3P4juzAodXBSg5VVFR8MILyjm9XskxrttW0O70Oj1JDyShr1K+oao0KoLnBdN7ee9mPmnJ2cmZFy950fj6gfUPsObImiY+4WCuuQbOrbGWkKDkMG3caNdb+/tPZeTIeLy8lBps5eXHyMp6r8Wf7+7mxp8xMUz188M8nXtjQQHvGspatDOVSkXvZb0Z+M1AnLoovarOqObkwpPsiNhB5ruZ6GqllIDo/CRQEhYMOUrtkZ+k1+s5kH0AgFCvUIK72GFpvfloktkefQZ5eevrjpzo1+9D1Oqmtz+s0Gr5tW5T5gBnZ8b5mHZjf+QR02K69HR44AGret5ief/LM+YkeY30YkzqGPp/0B8nj9avoLp2wLUsvUiZdtOjZ+66uWxO2dzMpxyESgU//ADr18PLLyujSaDs73fppfDrr3a9vbOzL1FRbxhfnz79FMXFO8nN/YHKytRmPx/s6sqvQ4dSNnEiawYMMJ5fdPIkpysq7NLnlgi8JpDhu4fT9YquxnM1Z2s4vuA4e4fvpeJ0x/VNiPYggZIwqqyE4rqdDdojP+lU4SmKqpS9x+wymrR/v2kOrG9fuOwyi7crKk5RUaFsdePjMxZn58b3ATSIKyigrC5v5IquXXEyy2VSq+Hjj8Gw1dunn8IffzSfH2SttP8zJQ/3fKonriHWDQX+a9K/mBejFHSs1lZz3ZrryCrJsqrNduPqqgRFixbBtm1wed2Sfa0WbrxRKTxqR97eo42FSmtr89m3bwzx8Veye/cQysqUKUC9Xk9tbf19LI2PoFZzbbdu/CNESa4v0+m47PBhfs3Pp7Cmht/y89lUUNCuydWe/T0Z/P1gRhweQeB1pjn5ssNlxM+KR1uuTMXpdZLwLTofCZSEkWEzXGifQMkwmgR2SuT++GPT8cMPK5GMmfz89cZjf/+mt7cxMJ92uzKgfimD7t2VwQyDBx/UYM8V30U7iijaXLfRbbQHXWd0beYTzVOpVLx7+btc0vsSALLLsrn+m+up0bYs58ZheHnBunXK3nAA+flw3XXY9Q8EiIhYjlptWWBSqy3iyJGrKCj4nV27otmypStJSQ83mce0IjKSnnXz38fKy7n00CH8tm5l6qFD/P3gQV5MbX6Uyta6DOrCwK8HMmzrMNz7KM9YdqiMY3OPceSGI/zl/heHZx1GWyk5TKLzkEBJGLX7ijd75yf9olTZxskJbqi/uW1e3s/GY3//6c02V6PT8UNeHgAeajVT/BoegbrjDlPR6OPH1axcab8igmkvmUaTwh8Nb9EKt5bQqDV8fvXndPfuDsDm1M1c/831ZBRn2KT9duPkBJ98AhF1+5zt3q0EzXbk5tad6OjP8fO7hG7dbsLdvR8A5eUJHDw4uW4UU0t6+mscPHgJ1dXZDbbjpdHw0+DBDOvS8H6DT54+zdaixkem7MlnnA+DfhxkzF3KXZfL2a/Ooq/Wk/d9HsduPIZeK6NLonOQQEkYmQdK7ZGjZNdAKTkZEpVpNcaMMc2H1dFqKygs/B0AF5cQunRpeJNcc8tSUzlbo4wATPP3x72RKspqtVL30PD2ihVO2OP7WdHWInK/U0a4XEJcCLrJtn9ogZ6BfH3t12jq8rbWJayj35v9eGvXWza9j935+cG335pWJ7zzjlLV244CA2cxdOhvDBjwKYMH/4RG49vgdUVFf7Fnz3CKinY0+P6gLl3YExvLF9HRTPDxYZSXF1PrAnQtcOPRoxTUdMxIn2d/T/p/1L/B93LX5XL8nuMyFSc6BQmUhJF5sUl7jyiZJ3J38+xGmFeYbW9gnrh76aX13i4s/BOdTins5+8/vcm6SQD7Skr4V11+ixPwhFlV5YYMHQrz5yvHZWUqi1lAW9Dr9CQtTDK+7vVML9Sutv/nPDZ8LF9e8yX+7koBwrKaMu5bfx/v7H7H5veyq2HD4O23Ta/vugsOHWqXW3t49CE6+vO6feJU9OixhJiYv3BxUTYjrq7O5MCBiWRlfdDg59UqFTcEBfHXsGHsjI3lf4MHM7FuEUFqVRXXHjlCmR3rRTUl8JpA+r7fF99JvkSujGTQd4NQaZR/S1nvZXH0hqPG/CUhzlcSKAmj9px6Sy1KJa9CmcYaHjK82UCl1cwDpWnTLN4qLt5NcrKpuGLXrk3nJ1XpdNyakEBtXfLs0p49ifVqvj6R+aq3t95SSjrZSs5XOZTsKgHAc5AnwfPstxnvNQOu4cT9J1gQu8B47t6f72XdsXV2u6ddzJunzIsCVFTAhAnw+utQa//NX7t2nc7o0UmMHZtB797L8PWdwIgR+/DxUTZe1utrSEy8k5KSfc22pVGr+Sw6Gn+NMtL3e2Eh0w8doqQdnqMhofNDiYmLIfzhcAKuDKD/x/2VSqzA2TVn2T1oNzv77WRr4FYOXnqQtNfSqMk7z/LdxAVNAiVh1J6B0r4s0zcEmydy19Qo1ZkBuna1qJ108uRi9u0bRUmJspGtk5MXfn6XNNncs8nJxJcptZZiunThn82MJhkMGAAXX6xER8eP266UT1VGFacWnzK+jlwRiVpj33/K/u7+vDPzHR4b/xiglA6Y8+0cjuUes+t9be6NN0x/H4qL4aGHlISyutwze3J1DcPVNcT42sUliKFDNxISYthFWU9KyrIWtdXdzY2fBg/Gu25+d3NREX137eKe48fZXFho4563TtCNQQz6wZS/VHm6korjFdTk1lDwawEnHz7Jntg91ORLsCTODxIoCSPzPcrsnaNkHijZPD9pxw5TnYOpU43JQoWFf5KWZqre7ObWi0GD1qHR+DTUCgA7i4t5qW51kbNKxcf9++Oibvk/m7vvNk07vGWD1J7KtEr2X7yfqnRl5ZbfND/8p7Xf7u7LJy/n5iE3A1ClreL5zc+3271twt0dfvvNNLIEsGePUjqitLTdu6NWO9Onz2u4uCgjgrm5aykrU4LPkpL9HDt2C1u3duPEifvR6y2HJMf6+PB7TIxxZOlMdTXvZGYy8cABJh04wPYOSvQGCJgZwLDtppVxak81zoGmjZmrUqpIecG+pRqEsBUJlIRRcrLpODzcvvfam7XXeGzzQKmBaTe9XkdS0iPG0z17PsmoUYn4+U1utJkKrZZbjx3D8O3p6V69GNLICqTGzJypIyxMmbL78UdTkfC2KNpWxIGJB6g8qeRWufV2o9/7/dreYBuoVCrenfmusTjo2sS1xOfEt2sfrObvD//5j7KZbnDdlOXOnUpl7+rqdu+Ok5Mb3bsb/m7qSUp6iIMHp7J373Cys/9LTc1ZMjLe5PTpJ+p9NtbLiy3DhnFF1664mk1f/1FYyLj9+7ni8GEOdUAACEopgZHHRjI+fzwTSiYwLnscw3cPR+2mfNvJeCODilNSrFI4PgmUhJEhUOrWDTw87HcfvV5vDJT83fzp6dOyqawWNg7ffWd6XbelRXb255SWKvf09BxCr15Po1a7NNnUstRUEusqIo/08uKxNkSPGg3cdZfW2LUGioM3S1uu5fjdx9k/fj+VyUqQ5B7lTsyfMbiFu7W+QSu5O7sbp+AAlm1t2XSRwxkzRgmqDdXVN2yAxx5r+jN2Ehp6FxqNspqtoGADBQW/1bsmNfVFMjP/U+98tKcn3w8ezNnx4/mof38i3Ux/J37My2Ponj08kpSEtoP2jHP2c0alUqFSqfAe4U33hUrJCX2NnpOPnKQ8qZza4o7JrxKiJSRQEoBSg8+wpZSh5Iy9ZJVmkVOmJETFBMfYNpF71y44ckQ5HjcOQkLQais4fXqJ8ZLIyFdQqZqubVRQU8Pr6ekAuKhUfNS/f72d31vq3nu1hNUt6vvf/5QdNloj8c5EMleZ9vvyGuFFzKYY3Lq3f5BkcFfsXRajSgfPHOywvlhlyBD46SdwqQuaX3tN+UNqZxqNF927P2hxzs0tgqiod4iMXGE8d/z4ArKyVjfYhpdGw63BwRwbNYr3+vYlzMX0g8DK9HSuP3KEig5aHWeux+M9cO6mTMPlfpfLrqhdbPHZwrbu2zg04xAZqzKoLZLASTgOCZQEAKmpyogHQK9e9r3X3kzTtNuwoGG2bfz9903Hd94JQHb2Z1RVKUGPv/8M/P2bTt4GeCsjg5K6byq3BwczwNOzzV3y9LSs1v3QQy2f4SnYVEDO50pQqfZQ0+e1PgzfMRzX0HbYsbgJ544qXfnllSTlJzXxCQd20UWwwhSMcNttyma67ax794V07TqTLl1i6dv3PUaNSiQsbAHh4Y8QFmYIorQkJs7j9OlnKCtLQKutP3XlrFZzZ2goSaNH81Lv3sZNdr/NzWX0vn18mZ1NrS2XYLaSxktDxPP1fxqrzqgmf30+J+4+wbaQbSTMS6DsWFkH9FAISxIoCQBOnzYd23tEyTyRe1iwDQOlkhL48kvl2MsLrrsOvV5PRoZpo9JevZ5ttpnS2lpeqxtNcgIW9+hhddfmzIHx45Xj48fh5puVvfWaoqvRkXS/Kfjo81ofuj/YHZWT/fePa4m7Yu+ir39fAFKKUrjow4s4nH24g3vVRvfdZ9oXLjcXoqNh5Ej46qt264JG48XgwT8yYsQeQkPvRK02JT/36bOSsLD7ja9TUp5l9+5otmzxITFxATU1hfXac3NyYnGPHvw0eDCedaOhh8vKmHPsGH137eLbs2fbdb84cyF3htDvw36E3R9Gtxu74XORD04+plFeXYWOM6vPsHvAbuKviqdoR8clpgshgZIALBO57T6iZJbIbdNA6auvoG4ZPzfeCJ6eFBVtoaxMKSzo7T0Gb+8RzTbzflYWeXU1aeYEBdHb3b2ZTzRPpYJ//1vJWQL4+mu45BLle3JjMt/OpCxeeR6vEV6EzAtp/OIO4O7szq83/srAwIGAsifc9M+mk1vexEM5KpUKPvwQzEs/7NkDN9yA5vbbTasoO4hKpaZPn9eJiLDMB9Pra8jKepfdu6PJzf2+wc9e2rUrm4cNY7jZQoTTlZVce+QIfz9wgBWpqcQVFhrrhLUHlUpFyO0hRP07igGfDWDY5mFcVHARsftiCbsvzCJoyv0ul/1j97N/4n4y3sqg/ER5u/VTCJBASdRpz0DJMKLk4+pDb9/etmvYfNqtriy2+WhSWNh9zTaRW13NcrPNRh+3wWiSwfDhyh6thkT5rVth9mzTlKe56uxqTj9lGuaLejPKYUaSzIV0CeG3G39jZOhIADJKMrj9+9s7bKTCKgEBsHcvvPgixMQYTzt98QUusbHKJssdmOOjUqno2XMJMTGb6dFjKd26zUGtVqaEq6vPEB8/i9TUlxr82g/z8mJPbCy/Dx3KZLPtfP4sKmLRqVNcduwYfzt8mPwO2g4FlOfzGuZF1BtRjE0bS+SKSFxCTXlWRZuLOHHfCXb13cXBaQepTG9mSFYIG5FASQDtN/WWXZpNRomyserQoKG2S+TevVtJ5AZl/5DYWKqqMjh7di0Azs5BBAZe12wzDyUlGfdzmx0YyEArcpMaMnMmbN5sqlP1xx/Knq3nOrXkFNpi5Zty8LxgvEd727QftuTv7v//7Z15eBRF2sB/PfdkckxC7kASwpVwg5yyioCIgCzgKoqwoLh4rqLisd4HIrsriK7grbjrgiCLIKLIpYiCnHKThDuEJEDu+5ijvj86GTLkJAdJ+Or3PP1Md3V1db1T3VPvVL31vqy6cxX+Hv4ArDm6hhd+fIGzOWebuGZ1oFUrdeXb3r2wZAl4q9+7kpio2i517w6xTetk02r9A1FRs+nceQn9+h2hVatbXOdOnvwbcXH3UFAQX+E6RVEY4uvLhh49WNW1K1Em98UAu/PzGbJvHxeawEXCpei8dLSZ2YYBJwfQ6dNOmDu5j+pmrs9kd7fdJH+UjC1LOq6UNC5SUZIA7iNKDTiIUgE3+6SGNOSeP//i/sMPg6KQnPwRauhQdfl1Te4A1qSlsbjUPblVp+Pt9u0brn7l6N0bFpVbuDRzpvsUXPb2bM4tUr1/an20RM1pwFG3RiLUK5Qvxl8MNPvGr2/QZn4bur7XlcTsxCasWT2YOBH27cNZ6mICgCNHVJcT5UYdmxKTKZyuXVfTtu3rrrTz5//Nzp3R7NnTj5MnnyMjYx1OZ7HrvKIojPX3J75fP36/5hoWdepEsF61hzqQn88N+/aRUlxc4V5NgcaoIWRaCP2O9OOavdcQ9fcoDGHqe2zPsnP0/qNsC9jGgdEHyNvfNP6iJFc/UlGSABdHlEJDwdSIq84bxZD77FlYvlzd9/eHyZNxOu3lgoxqCQ29r9oicu12HijnDfLt9u0JMTbeyrKRI9VpN1CjZ8yYocaCc9qcHPvrMVe+trPaYgisXsFrLtzc/mZeuO4Ft7TDqYd5euPTTVSjBqBtW2yrV1OyYQN066amnT2rKkspKU1bt1LUKbnniYlZXBp4VyU3dxdnzszhwIGb2bYtlGPHZriNNOk0Gnp5eXF3SAgbu3RxuROILSjg+n37SCwqItNmI7m4uMmnUhWNgldPL8KfCafvgb4E3BHgOifsgozvM9h9zW7i74sn7p44fv/D75z555kmr7fk6kAqShIKC+H8eXW/se2TdiTtcO03mKK0YMHFwKYPPABmMxkZaykpUaf4/P3HYDSGVVvE/LNnSSqdcrjZz48pjR3DBdVlT+nMDkuWwMQ7BXEPHCNvj/rP2NLNQuiDoY1ej4Zk1tBZbJ66mReuewE/sxpaZemhpexO3t3ENasf4rrr1GB9HdVVfsTHqy/L5Mmwv3n4kAoKuosBA07Trt1bWCw93M7Z7RkkJf2LXbu6k5g4r0I4lPZmMxu7dCGy9F/S8cJC2m7fjt/WrYT99hu99+xhYVISOU0UeLc8ej89XZZ2odfWXrR+vDXGNqV/aByQ8nEK5z4/R87WHE4+c5JjDx1DOKWyJKkfipAqd73IycnBx8eH7OxsvL0bzo6kuHTo29iIoxplxMaqAVwBJk2C//63ce5TYCvA/5/+FNoLCbQEcvqvp9EomvrJmJ+vxlvJzAS9HhISICSEgwfHkJ6+BoBu3b6nVauRVRaRVlJC1I4d5DocaIHYfv3o0ECuyWtqxyVLVFcBTidM4AwPoga7VQwKvbb0ata2SVC9fO/ueJdHf3gUgCGRQ9g0ZVPDOhe9QrjJmJCgOjJNvugAFL0e3nwTHn1UXT3XTCguTiE7ewtpad+Qmvo1QlycTrNYumI2d8JgCESvD0CrDcTPbxwZulYM27+f44WVhxbx0+l4Njycu4ODMWk0mLVatE0ss7PESeLcRBJmJeAsqugfKuCOACLmR6D301+R39Om4kr2GU1BY8hX2/5bjihJrtiKt3XH11FoV3+Ax3Yai0ZpgMdv3jxVSQLVpiQkhKKiRNLTvwfAaAzHz++magqAv58543IuOS0kpMGUpNpw113wzSrBZEMi95cqSQCdPotu9kpSTdzf537a+bYD4KfTP/GX1X/hP/v/Q3ZRC/aJExGhug146ik1ZhyAzaZ6ER0//uLQbDPAaAwhMPAOOndewrXXppTGk1OVmvz8Q6SlrSA5+X0SEl7j5Mm/sn//NVhLDvJzz54MtVqJNJkYYrXSx8vLVWaG3c5TJ08SsG0bXr/+ivXXX7n98GEWnz9PfhOtCNQYNEQ8F0H/4/3psqILvXf2JvrzaMo8baYuS2Vvl72kvJuCPVcdERNCUJJWIqfmJLVCKkoStxVvjakorYxb6dofHz2+/gUmJMCcOeq+Vgt/+xsASUkLoTSUbUjIX6oNV5JYVMSCJHWKzqTR8FJ5PzpXAHuenbb/PcK9JSdcL+MiIllyvvGn/hobg9bAG8Mu+v35bN9nTF01lc7vdeaXhF+asGb1JCREdbWelARPl7O/+uYb1VHlZ59d9OfVTNDrfWnffi49emzCwyO60jw223n27RuMNut/bOzRnVMDBvBjz57suuYa9vfpw+SgIC4dO8pzOPhfaiqTY2MJ3baNR44d43ATyW4MMxJwawDefb0JnhpM16+7ovFQ3ypHpoPTT51mW7Bq+P1b69/YFrCN7RHbSf266RxvSloGcuqtnlwNU29PP63OHIBqhjFsWMPfw+awETg3kKyiLLwMXqQ+lVq2IK3uMk6YcNGI+7HHYP58kpIWcuxYmb8kDQMGJGAyta68Tk4nN+7fz5ZsdYTjyTZteLNdu7rVpQqqa0d7tp0DNx8gZ/tFZ4b/IYJFRKLVKqxZAzff3KDVaXBqek6FEExeOZklB5e4pWsVLW8Me4Mnr32yYUYWG5Ea38XvvlNdB5RfuqjVwjXXwP33w9Sp6nEzwuEowGZLpaQkFZvtAqdPzyE391fXebO5E61bzyAwcCJ6vdWVfjAvj3dK7flKnE4O5OeTVonvpet8fHg0LIw/BQQ06XRr0dkiTj13ivNfVD/S53mNJ+b2Zjw6eBD6cCjG4JY3fSWn3i6f2vbfUlGqJ1eDolRe3zh+HBpYVwBg48mNDP9iOAB3dr2TL//0Zf1k3LwZhgxR9wMD4ehRzuZ+zvHjj7myRES8QNu2s6osYubx47xVGqokzGDgQN+++On1VeavC1XJaMu0ceCmA+TuzgVA66Ul5osY3t7lz+zZah6DQfXgPXZsg1apQaltG2YVZbEneQ+zf5nNT6d/cqXf0vEW/j3u3y7D7+ZIrWRMTVWV9SVLKp7r2VN1X3HDDY1RvQahsDCHEyceJC3Nvf6KYsTffwytW8/Ex2dAhevsTidbc3L4z7lzfHnhAoWXxJAb4evLh506EdGYS2lrQcbODM5/ep70r9KxZ9nRmDWYokwUHK7o5VvXSkfHDzoSeFtgE9S07khF6fKRitIV4mpQlPr2Vc0uNBp1BZyhEVajP/zdw7y3+z0Alt22jAldJtRPxqFDVW+NAJ9+Ss5t3fn99/6UTbmFhz9H27avV/lv9n8XLnD7kSMA6BWFn3v2ZKCPz+XXowYqk9GeY2ff0H2u1W16fz09NvbAs4cnDgfccQesWKHm1Wrhww9h2rRmZSfs4nLb0OF08MrmV5j9y2wE6k9PG+82vDT4JSZ3n4xJ17QdamVcloybNqn/On75RfW5VJ7x49Upu0byz1UfiktdAOTlbSAxcS7Z2Vsq5PHzG4mX1zUIYcdkakurVn/EaAx2nc+y2fji/Hk+SE7mSMFFBcSoKPTz9maAtzd3BQbSs5zN05WirA11QkfR6SJMkSY0Rg1pX6dx8m8nKTxe0Xjde6A3gXcE0mpsK8yR9Q9j1NhIRenykYrSFaKlK0pCgK8vZGerjiYTEhr+Hk7hpM38NiTnJmPUGkl9KhUvo1fdZdy7V/XaCNChA87YQ/y+tz95efsACA//G1FRc6q8/FxxMV127SKjdKnzgg4deDisevcBdeVSGR1FDg6OOkjWT1kA6IP09NzUE0uXix7A7Xa45x731Yd33gnvvw/lok80C+rahuuOr2PyysluceGCLEHMHjqbab2mNavVcXV+TjdvhieeUJ/XMrRadYjw4YfVEdFmIuelMubm7uXcuc+5cOFLbLbUKq5S8PG5jtatH8PffyxK6RSqEIJv09N56OhRl8uN8gyxWrknOJjBVivhV2ikqaY2dOQ7KEos4tTzp0j7umKsQlOUCZ9rfTC1NWFub8Z6gxVTePNS6qWidPlIRekK0dIVpePHoUMHdf+Pf1TtURuazac3M+Tf6jTZmI5jWD1xNVAPGadMgS9KvUC/9x6JtxRw4sSTAFgs3bnmmt1ukdfLI4Tg1sOHWVVqT3J7QADLOndutI65vIz2PDuxk2JJX50OgM5PR68tvdyUpDKcTtUJ5YIFF9MiItSZnWuvbZSq1on6PKdnc84y7ZtpbDi5wS19SOQQPhrzEe39msfIS73eRYdDjVHz3HNw7pz7ueuvV40D+/VrgFrWj6pkdDptnDv3bxISZlFcXLU3cg+PaEJC7iMg4Hbs9kxyc3dS6NSwKCeMxVmenCquPCxKW5OJUX5+jGrVihusVjwayZartm0ohODClxdIeCOh0mm58njEeOA90BvPHp74DPLBs7dnkyr4UlG6fKSidIVo6YrS0qXqqnqA116DF19s+HtMXz2dT/Z+AsCXf/qSO7veCdRRxqQkdWme3Q5+fuQfXc+ew9fjdBYACr17/4a3d/8qL19y/jyTSmN1Bej1HO7bl4DGmGsspUzG4n3FxE6OdQ3xaywaem7qWaMLgK++gvvuU0f8QB2QeOkleP755mEf3BDP6a6kXfxj6z9YEbvClWbSmXjthtd4fODj6DS6etezPjTIu5ibq3oYff/9ih69b7xRVf7HjwdPz7rfox7UJKPTWUJOznZXKJTs7C1cuLCcwsKKMeUuRafzxejZl9OabryX35PNxZUvrjBpNAyxWhndqhWj/Pxoa2646a66tGH+kXxSv04lc2MmOb/lIEqq7ypNbU1Yb7CCAlpPLcH3BOPV88pNM0pF6fKRitIVoqUrSjNnwltvqfvff6+G1mhIiu3FBM8LJqsoC4vewoWnLuChV/0U1UnGZ55R7TyAotceYe+NqyguVmOJhYX9lQ4d3q3y0m/T0rjjyBGXwen/unThTwEBVeZvCIqLi8n4LoP4CfGuVX4aDw1dV3XFb3jtDJgTElRHoFu3Xky77jp1aq4x4/LVhoZ8TtefWM/9a+7ndNZpV1rXwK7M6D+DiV0nYjE0bIDi2tKg76LNphqgvfwylAuZA6jGgdddp0ZO/vOf1QC9V4i6yCiEICNjLWfOzCE7+9eaLyi7ztSFE+axrLIPZn2eEVsVXVC0hwej/PwY6+/PdT4+9RqtqW8bOgodFJ4opDihmNw9uWSsy1BXq1b0b3kRDYQ9EkbA+ACEXWCKNGFu13i2TlJRunykonSFaOmK0uDBsKXUbvP8eXUBWUOyKm4V45epPpMmd5/sFjj1smXcsEHV5BwObL569q1pR35JHACenr3p2fNndLrK/5F/lpLCffHxZboKkwID+W+ZO/JGJOdkDgf6HsCeodpDefX3IuaLGDw6XJ5TS7sdZs9WR/3KFhZZrTBrljri1IiDYtXS0M9pXkkeL/74Iu/seMdl7A3gZfBiVIdRjO00lpEdRmI1WRvkfrWhUd5Fmw0+/lh1mHryZMXzJpM61Pv8842zDPUS6itjfn4cFy58SVbWj+j1Qfj4DHSNQuXkbMdmu1DJVRo8PK8hS2nFaYcfm4vD2eFoTwZ+5GPBxsWHeoC3N8+Gh9PObMas0ahewTUarDpdrRSoxmhDR4GD/EP55O7KJW1VGpk/Zbr+DFWFpYeFwNsDCbgtAI9ODevYVipKl49UlK4QLVlRcjjUzjYvr/EMuW9ffjv/O/I/ANZOWsvN7S86BrosGY8ehf79ISsLocChZe1JDzgOgMnUll69trmtwCnP+owMRhw44DqeGBjI59HRGDSN679HOAX7btxH9k/qvJn/OH86f9UZjb7u9926VfXmXT54fVQUvP66ulqukUWqQGM9pzvO7uDRHx5lZ9LOCud0Gh03RN7AhM4TuKPrHXgbG9eDeaO+i0LAtm2q8dn337u7yQdVA545U/XH1KZNozVwY8oohKCo6DQZGWs5f/4LcnK21+q6k7TlW8awnpsooPLRxPZmM6+3bcuEGvw1XYnfU1uGjeKzxShahbTVaSS8VnlIlTIsXS34XOeDpauFojNF5O3NwxRuIuLFiDoZiktF6fKRitIVoiUrSuVjvN1668Ul6Q1FdlE2QXODKHYUE+ARQPLMZDd7k1rLmJcHffqogUiBM6/FcPI61c5Ip2tF796/4eHRodJL0202uu3aRUrp6ptHw8KY3749mkY2unQUOTj59EmS3lW9fhvCDPQ90Be9X/39NGVlwSOPVIzJ16sX/OMfMHx4vW9Raxr7Od2VtIv3d7/PyriVZBVlVTjvoffg9s63M63XNK4Lv65RjGmvWAckhPpSfvwxLFp00TCtDA8P6NpVNf4eNEhdPddAdjxXspMtKDjK+fNfcP78EoqKKhlNu4QSjPxGf7ZwPfvpQTr+FfL08vTkJl9f2pnNxBYUEF9QQIBeT2eLhb5eXvQ1mdBr6hlX8jIpPFXI+f+ex5HvAAFZm7PI3Zlb43VaLy0RL0Wg0Wuwpdvw6OSB9wBvTFGmJlcGmxKpKLVgWrKi9MUXqg0pwBtvwLPPNmz5/9z6T57Z+AwAf+37V94d5W4/VGsZ77tP7TyArPFt2fdoAqpxgEL37mvx8xtR6WVCCCYcOcL/UtXlzTf5+rK2e/dGV5JyduQQd08cBbGlq2YU6LGpB75DfBv0Prt3qyZbP/7onj5sGPz976pu2dhcqR9nm8PGr2d+5Zv4b/gm/hs3O6Yy2vu1Z1rPaUzpMYUw74Zz99AkHVBurvpSvvUWVLLEHlD9ekydqnqM7devXtb9TdXJOp02bLY0CguPkpOzk/z8A9jtWRQXJ5OX93ul1+RpgilUvCkRCslOL5IJJYkwjtOe47Qnl4q/w75aLaP8/HikTRv6N+Dv9OVSlFBE6opUUpenunnkrw2GMAOtRrVSXRNEmTBFmDAEGVA06u+ZVJQuH6koXSFasqI0Ywb861/q/oYN6uKbhqLQVkjkO5FcyL+AgkLsw7F08u/klqdWMq5e7XJNnd3bxIG3dDiE6qgxIuIl2rZ9tdLLMmw2Zp44weelS7L9dDoO9u1LaCN+n8IhOPP3M5x6+ZTLVkHRK0T8M4LIxyIb555CbbtnnoF9+9zPTZigTsl1qHywrUFoih9nIQS/p/zOZ3s/Y/HBxWQXu4+8aBQNN7e/mXt73cuoDqPq7cSySTug48fh00/h8GHVgeWJE5Xna9UKBgyA7t1VDfmGGy4G7a0FzbGTzcs7SHLyB6SmLq/Gl1NFdtGHbxjLTvq52TmV0d/Li84WC95aLR09POjn5UU3T0+MV3je2p5jJ29fHvlH8jEEG7B0sXBmzhnOLTpX88WlKEYFU7gJY5gRXZAOzwGetL63NTqvpl0p2hhIRakF05IVpUGDVPMIgIwM9Q9qQ/Hujnd59IdHAZjQZQLLbltWIU+NMiYlqfNJqalkd4ED/zLh0BQB4Ot7E927f19pwNuvU1N58OhRLpSLQfVV587c3tCW6uUoiC8g/v54sn++2Gl79fUi6oMoPLp4NHoH5HTCsmWq7W/5IMcajTpb078/TJ6suu5pSJq6gy20FbIybiWf7f2MTac2VTivVbRE+0fTI7gHPYJ60DukN9dHXI9BW3vr96aW0Y3MTNi5ExYvVn1HlNatAoqivjvDhqle7Dt3hrCwKkedmpWMl+B02snO3kJm5gZycnaQl7cPp7MIIWwIYa/mSi02Q1tOKx3ZWBLDcRFCIBfwIpcTtOMwXShGVaI1qD6dunl6Mt7fn3H+6vReYnExRU4nTiEIMxob9Y9WGVm/ZJGzPQdDsAGdj468/Xlk/5pN1s9ZiOKau2udVYf/eH8Ug4JGr8HUzoRHtAc+g3xatAIlFaUWTEtVlOx28PZWQ5a0a6f+cW0oShwltPtXO87mqHHU9t2/jx7BPSrkq1bGjAy1Vz98mHPD4ejTGpw61TDSah1Kt26r0WrdDTyz7XYePXaM/5y/GADTW6vlrfbtuTckpKHEc8OeY+fMP86Q+GYiwlb6Kmkg4sUIIl6IwOawVS1jI1BSAh99pK6OS63kT/ioUaoy1a8f6BrgN7M5dbCnMk/x+b7PWbRvEYk5iVXm8zP7MaHzBK6PuJ6YgBg6teqEWV+1rU9zktGN9HTVQ+zateqw4qU2TZei16uBeseMUUecwsMhOBh0uuYrYzUIIUqn7U5QUHCEvLx9pKevoajoVM0XAzZ0nCaSM4STgR8ChULMHKMDccSQjh/gPk0/0s+PacHBtNLrUYBgg4Fwk6nRHGWWx1HgIGtzFvmH8ilKKKLodBFFCUUUJxTjyKthuR2q7VPwtGC0HlrS16QjbIKgyUGE3B9C0aki8vblqV7Hr7eiaJuHx/jySEWpBdNSFaXyMWUnTFBHIxqKf+34FzN+mAGoQU+/nfhtpfmqlDE/H4YPx7nrN048CEm3Xjzl6zucrl1XodW6L62Nzc/nj4cOcbzwYsymsa1asbBjR8Ia4Tu0Zdo4+85Zkt5Jwp518V+tMcJIzH9isF5vBZquky3zb7h8uTprc0msUry8VJc9Q4aofWavXnUzcWmOHazD6WDTqU0sPbSUPSl7iE2NxeasGOG+DAWFSGskvUJ6MT56PGM6jsHHdDHuX3OUsQJCqEsh9+1T/X1s2gT799d8nU4HHTviiI5G9O2LbsgQ6NFDdU/QAhHCSUbGOi5c+JL8/IPk58ciRBWjbjVQgJkLBJKHJyUYyMCPw3ThCJ1JJYBsfHCivjTtTCaG+foyyMeHCJOJYIMBo6Jg0GgINhga3S7Snmsn+1A25z44R9qXaRf/tNUBQ6gB7/7eCLtA0SoYI4yYo8xYh1ixdLU0mfdxqSi1YFqqonTbbRdXuS1ZctE7d305mn6Unh/0pNCuKizb791O/9aVe8quVMYLF2DsWIqPbefwK5DT9eKpkJDpdOjwLhqN+3eyNj2dO48cIceh/qvy0mpZ0KEDfw4KavCXuiS1hLPzz5K0IAlH7sV/cYpeoc1TbYh4PgKtx0WNozl0svn5qsL00kuQWMVAi7e3OoA3ciSMGwehobUruznIVxMljhJiU2PZf34/Pxz/gVVxq1zPZ2VoFS1RvlF0bNWRIEsQ3gZvQjxD6BTQiXZ+7YjyjXI5TW3WpKaqgaO3b1d9NcXFuVaO1khQkOp3onNniIm5+NmmTfNwCV9LnE4beXl7SUvbhM2WisXSFq3Wk5ycbWRn/0pBwTFqdH5UVdkoZONDBn5k4ksmvuThiUChBAPJhHKW1uRoI4n2jqKnlzehRqM6hWcw4K/Xk223k2m3463TEWowEGgwoK3jb1bZu6jJ11B0qgi04CxwUnC0gOxfs7mw+MJFdwVK6Vadw8xKMEWZ8OjoARrQemjRB+gxhBiwdLbg0dkDFPWeOh8dxnBjvVyhVCWfVJRaIC1RUUpMhLZtVT9KwcGq/6SGcFhod9oZ9Nkgl++bh/o8xMLRC6vMX0HGgwcRfxxDWlgCxx6HklLHxIpioEOHhYSG/sXt+lOFhTx36hRLL1x0ZtfDYmFl164NGv5ACEH21mySP0gmdXmqWygDRacQ9Ocgwp8Lx6N9xc6zOSkSRUWqacuGDeqIYrkZygr07KnaNfXvr07TRUdX3j82J/lqS15JHj+d+okjqUeITYt1feaV5NW6jBDPENr5taOdbztae7cmxDOECGsEnQM6E2mNRKNcYYdWteXUKfjuO9UNQVKSqkDFx1e9su5SdDpo3VqdtouIUD9bt1btn8o+/f2vvEOvGqg6ll0JhYUnsNszAUFJyblSO6i9FBWdobj4DE5nUb3vX4SRTHwpxkgBHqTh79rSaUUmvmRhJRcfDPpAQs0+/MHHh+t9fAg2GLBoteqm0eCj06Gv5Put6V20pdtIW5WGolPwu9kPR56DxLmJ5OzIwdzRjFcfL7J/ySZjbUa9RqRcaMAUblJX6EWaMAQa0Afo0fvr1c/Sfa2HFkeeA2ETmNqa0Bgqf3akotSCaYmK0vPPqyuPQY2k8Mor9S9TCMHM9TOZv30+AB38OrD3/r3Vhp1wyWizwaxZ5KyZx8l7HWT1vpjHaGxNly4r8Pa+GDh0V04O7yYlsezCBUrKPb7j/P35Ijoaz4YwvkEdPUr9KpXkD5LJP5Tvdk7RKwRPCyb8b+GYI1uefYsQ6gDDTz+pStPmzZXbNJXh6amunmvXTt2iotTjqKhigoLAZGpe8l0uTuFkW+I2lh9ezpYzWziafpQCW/VBUatCp9HhZ/bD38Of1t6tCfcOJ9zHfQv1CsWkq94vzhXDbqfkwAGUbdvQ79ihrqw7fbpiTLraYjCoClN55enSz5AQ1WbqClGf99DptON0FlFQEEd29q/k5x/CZjtPSUnZdg4haqlo1pJCTGTjQzY+ZGElGx/s6FAQFGKmUBuGQxdKscaHEo0POp0vBq0VT72VAJMZX70eP50Ov3KfvjodvlUoWeWx59lxZDtQDArOQidFCaozzLTVaWT/nI2wN57KoOgVLF0smKJMGEIM6H31aEwaNCYNhmgD1hutUlG6lLi4OB555BG2bduGl5cXU6ZM4fXXX8dQw/CHEIJ//OMfvPfee6SmptKzZ0/mz5/PgAED3PIlJyfzyCOPsH79evR6PbfeeitvvfXWZSk8LU1RKipSR8/T0tQ/h2fOqL9Z9cHmsDH92+n8e/+/AXV59tZpWxnQekC11xUnJ8MnC8ndvpCzw7LJusb9vK/vTcTEfIHBEMiZoiKWnD/PkgsXOJjvrrT46/W8GhnJA6Gh9bIFsOfZydmeQ872HLI2ZZG1JavC0LTOT0fItBDCZoRhal2zHUdzVZQuRQjVpGXlStU++MABNa02+PgIYmIUOnVSBxjCwtSpu7K+MiCg2Q0w1IhTODmXd470gnTO5ZzjbM5ZzuSe4UTmCXXLOMH5/GqG5GqBTqPD0+Dp2kK9Quno15E2Pm3wMnjhZfTC0+CJl6H00+jltm/UGhtM0ar0Oc3NVbXp2Fh1i4tTFaiEBHX1XX1QFHU4u0x5Cg5WtXEvL9XVQWCg+uAEBKjHPj6q3VQ9p6Uay/O43Z6NzXYeuz0XcOJw5FFYeJyCgqMUFh4lOz8emz0T4SxEceaj0DjdrgMN+Vgoxlh6rCUNfy4QSC5eFGLGpnjgUDxwKh4IjQdoPfHUe2M1+GDWeWPQWjDqLJh0Zjy0Jjx0Hnjo9Fg0Gsx2BY8SBQ+hYCwAfYYTEksoOJRP4fFCFL2C1qylJLWEolNFFJ0scrPhrA+BdwfS7oN2UlEqT2ZmJl26dKFDhw4899xzJCUl8cQTTzB58mQWLFhQ7bV///vfefnll/n73/9O9+7dWbhwIRs3bmTfvn1ERUUBYLPZ6N1bHbp44403KCgo4Mknn6RHjx6sWbOm1vVsSYqSwwEPPaSuigK480748sv6lbkraRePrXuMbYmqnwEFhYWjFvJg3wcrv6C4GNvP35K+bR5pup1kXOPEecmAjMnYlrbt55JiGs4v2dksT03ll0pW9PjqdDwUGspT4eH4XOYokhAC2wUb+UfyyT+YT8YPGWRuyqwyQrj3td6EPhBKwO0BaE21t9FoKYrSpeTmwp496kr0nTth7161f3TUwZxDp1P7wbJ+r2wLCVH7yKAg1UbK21vtJ729wWKpc5/Y4FTVhnkleZzKPEVybjLJuckczzjO4dTDJGQnkFGYQWp+arW2UPVFq2grVaZ8jD74mnzxM/vha/bF1+SLSWfCoDVg1Bkxao0V9hWngkFrwMvshVFXel5rxKgzolW0FRWy3Fz1gTh7Vt2Skip+ZmQ0rMB6vaoweXurnz4+6gPj5aUqWdVsJUYjWCwYrFbVw3nZdgVHtcpwOm2UlJyjuDiJkpIkiouTsNlSsdnSKClRP4tKLlBYkoriyEC5XEOiRsCGDht6bOjVES3MFOBBAR4UYqYYC3bFAzRGUEwoGgMajRGNxoSpSI85z4Ap34gpX48xV48xR48h04QuzYI234RiNqB1aNDG21COOaBEByUGcF78rfW7P5BO70hFyY05c+Ywe/Zszpw5g1+p47SPPvqIhx56iDNnzhBahbVpUVERQUFBPPzww7xROr9UUlJCx44dGTVqFO+99x4AX375JZMmTSI2NpZOnVRHiOvXr2fEiBHs2LGDfv36VVr+pbQURSk/X3VwvWSJeqwoagdYF+/NZ3POsuHEBpeX5DKMWiOLb13Mnzr/SR2OSEvDEbuPwlO/kp+2m7zig2T5nyW3nYBKdI1CpQ17PO9ljbiJw4V28qrolQd6e3NvSAgTAwMrXZYrhMCR68CeaceWYaPodBGFxwopTiymJLWE4rPFFMQWuALVVoW5vRn/P/kTdFcQnt0rD7ZbEy1VUaoMm03tG0+cULejR+HIESfx8QpnzjSsVqMoF5Wmsr7QYlH7NotF3cxmdZChbKvu+NJzJpOqwGk0qu1VZZ9lW0lJ3dpQCEFGYQZnss+4bzlnOJd3jrySPPJL8skrySOnOIfckprDWzQFCkqVClZ1+152LQFZNgIzS/DPKqFVegG+6QVY0/LwTs/DKzUbj/QcNM6m64KETofwMCPMZoTFA4wmMBrBaACDEcVgKD02ohhNKGXppWkYDOpWtl/dZ9kDV3679GG7JF0oYCeXErJUZ08aDXaRS5E9iWLHeezObEqc2RQ6siiwZWJzZOF05iCcBTjQgCjB4Exvsu+3vjicWuxCj91p4JztFiYP+0wqSuW5/vrr8fPzY9WqVa60rKws/Pz8+Oyzz7j77rsrve7HH39k2LBh7N27l549e7rSn3jiCb7++mtOlwadnDJlCgcOHGBfOXfGQgj8/f155JFHeKWWhjuNoSgdPRTPb8uec7nwcBumVcr2BaCgKKJ0H7c8iiuXQAg1QKvrtAI6nUCjLStGLUNBKVc+rhIUtRQEAqdwlkZ1L82Pei+txonRbENnKkBjKEBjykfnnY3Wkk91FBVaST59LWdP/oFzif3c/kGUr4qfTke0hwfRHh54a7Q4C5048h048h04853Yc+zYM9XNlmmr00IWQ5iBVqNb4XOdD94DvDG3M9d7auNqUpQqo0w+u93IiRPqQELZlpx8cT8lRZ3urcuIVFOjKKK031KqVKoa4tNhyKDIchSb8RxCn4dDl4tTl4dDq37atbk4tKWfmjzsmlzsmjxsmlxsSh42Ja+S97d5o3VAcB4E5oNnCXgXg38BBBRAQL766VcIPkXgU+z+qWtZojYZDgMU+YPNAnYPBZsHOMwKDjPYzWCzKOT5GMmzmiixaHB4gMOgIAzg1IPQCxSdAJ1A0TnQau3odSUYtFW73GgMfs8ezMM3r2sSRanZuumMi4tj2rRpbmlWq5WQkBDi4uKqvQ4gOjraLT0mJoYzZ85QWFiI2WwmLi6uQh5FUYiOjq62/OLiYlfnAOoXXVl6fUg4dpyIYV83SFnNkhNRsLsP/PoHTEc6E+XUElXjRXYgh1xyaIj/3YYwA+ZoM+YYMx7RHliusWDp6e4jpKS2K4GqoSHKaM6UyWcwQKdO6lYVTqca0DctTSE1FVJSFJKSFNLSIC9PISdHjX+ck6OQm0vpVpbedPNwQijYG8bMogb8gOrt+qpFcYK+AIzZYM4EcwaYMsGUBbpi0BaDtqTh93V1f8YdWkjyUbfLQoCHTVWuLmfzsNW8GRygb/rZrgZDWwKW5LIjcclnGQWlW+0RGlzKlsND3Zz60s0AJWYthR56is06ijz0FJu12ExaSsw6bCYFu1nB6SFwGkFo1f/IQqsgNJQqZU4UrRON1oFG60CXmNPgv6e17bObraKUmZmJ1WqtkO7r60tGNXPfmZmZGI1GTJc4TPP19UUIQWZmJmazuc7lz5kzh1dfrTy+WENRFuSwRVNkhCwrnA9St4QIdTvUFbKtjXJLrY8Wna9O3aw6tL5adFYdhlAD5g5mjBFGdUlqkB6tZ8vxBXO1oNGo4cf8/AQdO0LFH+uqEUL1Ip+fr24FBQpFRbi24mKFwsLyx1BYqFR77HCom9MJDodS+onbp9MJdrvA6VQVpkvPX3pd2VZZOZemCdHA77nQQImnuuU2XFDgWtwYtLa6KVkau6rgKU7QOC7uK+X3Kz9XULpdqO46kwPMzsrPay7JW+6cotgxCDsGpwOjsGNw2jEKR+mnHYNwYHA6MTodah5n6bGwq58OJwanszSPeqwVAg1ONAg0QpQeq/sa1E0rSo8Fbpv2kmONAK2zYtoVz1sIugIwpKkzg+44qKuPqspY2j0QpjZYcZdFs1WUmivPPvssTzzxhOs4JyeHNm3aYDQaG2xIMKZnT9Z8+LB6UN4fi6KU9i2qtzChlM3OlX9EL57TABqtBo1WwWwqW3mkXiEUjZpTlGrwaFAEapnl7qkoCgoa9FoDeq0BD735opWtokHRaFSDSJ0J9K1A54uisaIoBnTeCkarBmOMglGjxaBRMGo0GDQKiqJgK43Fpjfo3ae4yvcflewrioLGrEFr0aKxaNB6aNFatM3S7X4ZV+vUWxlXQj6TqWHjEdaWxpo+FaJyBaoun5VNaVZmVFFV2sWRQcNlX6u+mIbSrWK+yyurcdLK5NPrK66Yrus9GrO+QgicOHE6nQicOIQDgbpvd5buu8wgwCkEdpsNgUBXurDF6SpQuOUr+4NSZnXjllZmqsGlae4jUaJcma40p1onRThRnA4o/ymc4HCiOO0oQoBwqJ9OB4rToZ4XTpTSfxWKcKBxlsmoEhoVhsFgaND3sLZlNVtFydfXl+xKVjplZma6jLuruq64uJiioiK3UaXMzEwURcG39Je2uvLbtGlTZfkNqRBVRVhEKHe/PM91v6uVq91+RyKpDkVRbZOag6Pr4tJgq1frq9jy5FNQV7xc/Stsa0tDmbbUhWbr3aQyW6Hs7GxSUlIq2BZdeh1A/CWu+uPi4ggPD8dc6rG5svKFEMTHx1dbvkQikUgkkv8/NFtFaeTIkWzcuJGsrCxX2vLly9FoNNx0001VXnfttdfi7e3N8uXLXWk2m42vv/6aUaNGuZW/f/9+jh075krbtGkT6enpbvkkEolEIpH8/6XZKkoPPPAAXl5ejBs3jvXr17No0SKeeuopHnjgATcfSsOGDaN9+/auY5PJxLPPPsvcuXN55513+PHHH5k4cSLp6ek8+eSTrny33XYbXbp04U9/+hNr1qzhq6++Ytq0aYwePbrWPpQkEolEIpFc3TRrG6VNmzbxyCOPMG7cOLy8vPjLX/7C7Nmz3fI5HA7sl6zdfeaZZxBCMHfuXFcIk3Xr1rm8cgPo9Xp++OEHHn30USZOnIhOp+PWW29l/vz5V0Q+iUQikUgkzZ9m63CypdBSPHM3R6SMLZ+rXT6QMl4NXO3ywdUvY2PIV9v+u9lOvUkkEolEIpE0NVJRkkgkEolEIqkCqShJJBKJRCKRVIFUlCQSiUQikUiqQCpKEolEIpFIJFUgFSWJRCKRSCSSKpCKkkQikUgkEkkVSEVJIpFIJBKJpAqarWfulkKZv86cnJwGLfdqdx4GUsargatdPpAyXg1c7fLB1S9jYzmchIv9eFVIRame5ObmAtCmTZsmrolEIpFIJJLLJTc3Fx8fnyrPyxAm9cTpdJKcnIyXlxeKojRYuTk5ObRp04bExMQGDY3SnJAytnyudvlAyng1cLXLB1e/jI0hnxCC3NxcQkND0WiqtkSSI0r1RKPR0Lp160Yr39vb+6p86MsjZWz5XO3ygZTxauBqlw+ufhkbWr7qRpLKkMbcEolEIpFIJFUgFSWJRCKRSCSSKpCKUjPFaDTy8ssvX7UrGEDKeDVwtcsHUsargatdPrj6ZWxK+aQxt0QikUgkEkkVyBEliUQikUgkkiqQipJEIpFIJBJJFUhFSSKRSCQSiaQKpKLUzIiLi2P48OFYLBaCg4N5+umnKSkpaepq1Ynly5czduxYWrdujcVioWfPnnz22Wdu7uJvuOEGFEWpsMXFxTVhzWvP559/Xmn9//a3v7nl+/TTT+nYsSMmk4kePXqwZs2aJqrx5VNVGymKwtKlS6vN0xzb8fjx4zzwwAP07NkTnU5H165dK81XmzbLzs7m3nvvxc/PDy8vL2677TZSUlIaW4QaqUnGnJwcXnnlFfr164fVaiUoKIgxY8Zw8OBBt3ynT5+utF0HDBhwJcWpQG3asLbPZEttw6raRlEUTCZTjfmaug1r0z9A83gPpcPJZkRmZiZDhw6lQ4cOfP311yQlJfHEE09QUFDAggULmrp6l81bb71FZGQk8+bNIyAggA0bNjB9+nQSExN5+eWXXfkGDRrE3Llz3a6NjIy8wrWtHz/88IOb47KwsDDX/tKlS5k+fTrPP/88Q4cOZdmyZYwfP55ffvmlyX+sasN7771XIZbh22+/zYoVK7jxxhtdaS2lHQ8fPsx3331H//79cTqdOJ3OCnlq22Z33HEHhw8f5oMPPsBkMvH8888zcuRIdu/ejU7XdD+vNcl45swZPvzwQ+69915ef/11ioqKmDt3LgMGDGD37t3ExMS45X/jjTcYMmSI69jLy+uKyFEVtWlDqN0z2VLbMCQkhN9++80tTQjBzTffzNChQyuU19zasDb9Q7N5D4Wk2fDGG28Ii8Ui0tPTXWkffvih0Gq1IikpqQlrVjdSU1MrpE2fPl14e3sLh8MhhBBi8ODBYvTo0Ve6ag3GokWLBFCprGV07NhRTJw40S1t4MCBYuTIkY1dvUajbdu2YtSoUa7jltSOZc+eEEJMnTpVdOnSpUKe2rTZtm3bBCDWrVvnSouLixOKoohly5Y1Qs1rT00y5uXlifz8fLe03Nxc4efnJ/7617+60k6dOiUAsXz58sat8GVSmzaszTPZktuwMn766ScBiK+++sqV1lzbsDb9Q3N5D+XUWzNi7dq13Hjjjfj5+bnSJkyYgNPpZP369U1Ys7rh7+9fIa1Xr17k5OSQn5/fBDW68pw8eZKjR48yYcIEt/Q777yTTZs2uSJityS2bdvGqVOnmDRpUlNXpU5UF9MJat9ma9euxWq1Mnz4cFeeTp060bNnT77//vuGr/hlUJOMFosFDw8PtzRPT0/at29PcnJyY1atQahJvtrSktuwMpYsWYK3tzdjxoxphBo1LDX1D83pPZSKUjMiLi6O6OhotzSr1UpISEiztPWoC7/++ithYWFuw74///wzFosFk8nE4MGD2bJlSxPWsG506dIFrVZLVFQUc+bMweFwALja7dJ2jYmJoaSkhFOnTl3xutaXJUuWYLFYGDt2rFv61dCOUPs2i4uLo1OnThWCYcfExLTI9zUrK4tDhw5VmHYDePDBB9FqtQQGBjJ9+nQyMjKaoIaXT03P5NXUhjabjRUrVjB+/Hg3G6UyWkIblu8fmtN7KG2UmhGZmZlYrdYK6b6+vs3yob5cfv31V5YuXcq8efNcaYMHD2bKlCl06NCB5ORk5s6dy4033sjPP//MwIEDm7C2tSMkJIRXX32V/v37oygKq1ev5oUXXiApKYkFCxaQmZkJUKFdfX19AVpcu9rtdr766iv++Mc/YrFYXOktvR3LU9s2u9re16effhpFUXjggQdcaUajkQcffJARI0ZgtVrZsWMHs2fPZvfu3ezcuRO9Xt+ENa6e2jyTV1Mbrl27loyMDO666y639JbShpf2D83pPZSKkuSKcPbsWe644w6GDBnCo48+6kp/9dVX3fLdcsstdOnShVmzZjX50HdtGDFiBCNGjHAd33TTTZjNZubPn8/zzz/fhDVrHDZs2EBqamqFH+OW3o7/31m0aBEff/wxn3/+Oa1bt3alh4SE8N5777mOBw8eTJcuXbjllltYuXJlhWmR5sT/t2dy8eLFBAUFMWzYMLf0ltCGVfUPzQU59daM8PX1JTs7u0J6Zmamm91SSyMrK4uRI0fSqlUrVqxYUe3cu8ViYfTo0ezZs+cK1rBhmTBhAg6Hg3379rn+/VzarmX/llpauy5ZsoRWrVq5KYeV0ZLbsbZtdrW8r2vXruW+++7jxRdfZOrUqTXmHzVqFBaLpcW1bWXP5NXShnl5eXz77bfccccdaLXaGvM3pzasqn9oTu+hVJSaEdHR0ZX6+EhJSakwT9tSKCws5JZbbiE7O5u1a9e6LaH//0BZu13arnFxcRgMBqKiopqiWnWisLCQVatWcfvttzeb4frGoLZtFh0dTXx8fAW/L5XZGjZXtm/fzm233cbUqVN57bXXmro6V5yroQ0BVq5cSWFhYYWR3uZOdf1Dc3oPpaLUjBg5ciQbN24kKyvLlbZ8+XI0Gg033XRT01WsjtjtdiZMmEBsbCw//PCDm2+hqsjPz2fNmjX07dv3CtSwcVi6dClarZZevXoRFRVFx44dWb58uVueZcuWMWzYMAwGQxPV8vJZvXo1eXl5tfoxbsntWNs2GzlyJJmZmWzatMmV5+jRo+zdu5dRo0Zd0TrXhSNHjjB69GiGDh3KBx98UOvr1qxZQ35+fotr28qeyZbehmUsWbKEdu3a0b9//1rlbw5tWFP/0JzeQ2mj1Ix44IEHePfddxk3bhzPPfccSUlJPPXUUzzwwAOEhoY2dfUum4ceeog1a9Ywb948cnJy2L59u+tcr1692LlzJ2+++Sbjx48nMjKS5ORk5s2bx7lz5yq8HM2VESNGMHToULp16waoysRHH33EjBkzCA4OBuCVV15h0qRJtGvXjiFDhrBs2TJ27NjR4laFLVmyhPDwcP7whz+4pf/yyy8tqh0LCgpcNioJCQnk5OTwv//9D1DtNwICAmrVZgMHDmTEiBFMmzaNefPmuRzdde/enVtvvbVJZCujJhmFEIwYMQKz2czjjz/O7t27Xdd6e3vTuXNnAGbOnIlGo2HAgAFYrVZ27tzJnDlz6NOnD+PGjbvicpVRk3xxcXG1eiZbchsGBAQAkJqaysaNGytEAyijubZhTf2D0WhsPu9hg3hjkjQYR44cEcOGDRNms1kEBgaKJ598UhQXFzd1tepERESEACrdTp06JY4dOyZGjBghgoODhV6vF1arVYwaNUrs2LGjqateax599FHRoUMHYTabhdFoFN26dRPvvPOOcDqdbvk++eQT0b59e2EwGES3bt3Et99+20Q1rhsZGRnCYDCIp59+usK5ltaOZQ74Ktt++uknV77atFlWVpaYNm2asFqtwtPTU9x6663NwjlsTTKWOSasbBs8eLCrnE8++UT07t1beHt7C51OJyIiIsRjjz0msrOzm044UbN8l/NMttQ2LGPBggUCEEeOHKm0nObahjX1D2U0h/dQEeKSiT2JRCKRSCQSCSBtlCQSiUQikUiqRCpKEolEIpFIJFUgFSWJRCKRSCSSKpCKkkQikUgkEkkVSEVJIpFIJBKJpAqkoiSRSCQSiURSBVJRkkgkEolEIqkCqShJJBKJRCKRVIFUlCSSq5jIyEjefvvtpq5Gg7F582YURXGLh9gY3HDDDTz22GP1KuP06dMoisK+ffsapE7Njc8//xyr1drU1ZBIGh2pKEkkLZDExESmTZtGaGgoBoOBiIgIZsyYQXp6elNXrcGoTFm59tprSUlJcYsy3hh8/fXXzJo1q1HvIZFIWgZSUZJIWhgnT56kT58+HDt2jC+//JLjx4/zwQcfsGnTJgYOHEhGRkaT1c3hcOB0OhutfIPBQHBwMIqiNNo9APz8/PDy8mrUe0gqx2azNXUVJBI3pKIkkbQwHn74YQwGA+vXr2fw4MGEh4czcuRINm7cSFJSEs8//7xb/tzcXCZOnIjFYiEsLIyFCxe6zgkheOWVVwgPD8doNBIaGsqjjz7qOl9cXMyTTz5JWFgYFouF/v37s3nzZtf5sumX1atX07lzZ4xGI5988gkmk6nC9NiMGTMYOnQoAOnp6UycOJGwsDA8PDzo1q0bX375pSvv3Xffzc8//8w777yDoigoisLp06crnXpbsWIFXbp0wWg0EhkZybx589zuGxkZyRtvvMG0adPw8vIiPDycjz76qNrv+NLRrNqUsXPnTnr16oXJZKJPnz7s3bu3QrmHDh1i5MiReHp6EhQUxJ///GfS0tIAdVrRYDDwyy+/uPL/85//JDAwkPPnz1daz7Lvf926dcTExODp6cnNN99MSkpKlbIAjBs3jrvvvttNvtdff50pU6bg6elJREQEq1evJjU1lbFjx+Lp6Un37t3ZvXt3hTqsWrWKDh06YDKZGDFiBImJiW7nv/nmG3r37o3JZCIqKopXX30Vu93uOq8oCu+//z5//OMfsVgszJ49u1JZJZImo8HC60okkkYnPT1dKIoi3njjjUrPT58+Xfj6+gqn0ymEUCN0e3l5iTlz5oj4+Hjxr3/9S2i1WrF+/XohhBDLly8X3t7e4vvvvxcJCQlix44d4qOPPnKV95e//EVce+21YsuWLeL48ePizTffFEajURw9elQIIcSiRYuEXq8X1157rdi6dauIi4sTeXl5IigoSHzyySeucux2u1va2bNnxZtvvin27t0rTpw44apXWXT3rKwsMXDgQDF9+nSRkpIiUlJShN1ud0W9z8zMFEIIsXv3bqHRaMRrr70m4uPjxaJFi4TZbBaLFi1y3TsiIkL4+fmJhQsXimPHjok5c+YIjUYj4uLiqvyeBw8eLGbMmFHrMnJzc0VAQIC46667xKFDh8S3334roqKiBCD27t0rhBAiMzNTBAQEiGeffVbExsaK33//XQwfPlwMGTLEdZ+nnnpKREREiKysLPH7778Lg8EgvvnmmyrrWfb933jjjWLXrl1iz549IiYmRtx1111VyiKEEGPHjhVTp06tIN8HH3wgjh49Kh588EHh7e0tbr75ZvHVV1+J+Ph4MW7cOBETE+N6tsru3adPH7Ft2zaxe/du0a9fP3Httde6yt2yZYvw9vYWn3/+uThx4oRYv369iIyMFK+88oorDyACAwPFZ599Jk6cOCESEhKqlFciaQqkoiSRtCC2b98uALFy5cpKz7/11lsCEOfPnxdCqB3gzTff7JbnjjvuECNHjhRCCDFv3jzRsWNHUVJSUqGshIQEodVqRVJSklv6sGHDxLPPPiuEUDtLQOzbt88tz4wZM8TQoUNdx+vWrRNGo9Gl4FTG6NGjxcyZM13HlXXwlypKd911lxg+fLhbnqeeekp07tzZdRwRESEmT57sOnY6nSIwMFC8//77VdalMkWpujI+/PBD0apVK1FYWOjK8/7777spSrNmzRI33XST230SExMFIOLj44UQQhQXF4uePXuKCRMmiM6dO4vp06dXWUchLn7/x48fd6UtXLhQBAUFVSmLEJUrSuXlS0lJEYB48cUXXWm//fabAERKSorbvbdv3+7KExsbKwCXwjts2LAKSv0XX3whQkJCXMeAeOyxx6qVUyJpSuTUm0TSAhFC1DrvwIEDKxzHxsYCcPvtt1NYWEhUVBTTp09n5cqVrmmRgwcP4nA46NixI56enq7t559/5sSJE67yDAYD3bt3d7vHpEmT2Lx5M8nJyQAsXryY0aNHu1ZJORwOZs2aRbdu3fDz88PT05N169Zx5syZy/oeYmNjGTRokFvaoEGDOHbsGA6Hw5VWvn6KohAcHMyFCxcu617VlREbG0v37t0xmUyuPJd+7/v37+enn35y+y6jo6MBXN+nwWBg8eLFrFixgqKiIubPn19jvTw8PGjXrp3rOCQk5LJlu1S+oKAgALp161YhrXzZOp2Ovn37uo6jo6OxWq2u52v//v289tprbjJPnz6dlJQUCgoKXNf16dPnsusrkVwpdE1dAYlEUnvat2+PoijExsYyfvz4CudjY2Px9fUlICCgVuW1adOG+Ph4Nm7cyIYNG3jooYd48803+fnnn8nLy0Or1bJnzx60Wq3bdZ6enq59s9lcwbi6b9++tGvXjqVLl/Lggw+ycuVKPv/8c9f5N998k3feeYe3336bbt26YbFYeOyxxygpKbmMb6P26PV6t2NFUS7b6Ly+ZeTl5TFmzBj+8Y9/VDgXEhLi2t+2bRsAGRkZZGRkYLFYLrte5RVpjUZTQbGuzGC6fDll7VlZ2uXK/Oqrr3LrrbdWOFdeqaxJRomkKZGKkkTSgmjVqhXDhw/nvffe4/HHH8dsNrvOnTt3jsWLFzNlyhQ3xWX79u1uZWzfvp2YmBjXsdlsZsyYMYwZM4aHH36Y6OhoDh48SK9evXA4HFy4cIHrrrvusus6adIkFi9eTOvWrdFoNIwePdp1buvWrYwdO5bJkycDaud79OhROnfu7MpjMBjcRoUqIyYmhq1bt7qlbd26lY4dO1ZQ7hqTmJgYvvjiC4qKilwKwKXfe+/evVmxYgWRkZHodJX/9J44cYLHH3+cjz/+mGXLljF16lQ2btyIRlP3wf+AgAA3426Hw8GhQ4cYMmRIncssw263s3v3bvr16wdAfHw8WVlZruerd+/exMfH0759+3rfSyJpKuTUm0TSwliwYAHFxcWMGDGCLVu2kJiYyA8//MDw4cMJCwursGpo69at/POf/+To0aMsXLiQ5cuXM2PGDEBdNfXpp59y6NAhTp48yX//+1/MZjMRERF07NiRSZMmMWXKFL7++mtOnTrFzp07mTNnDt99912N9Zw0aRK///47s2fP5rbbbsNoNLrOdejQgQ0bNrBt2zZiY2O5//77K6zsioyMZMeOHZw+fZq0tLRKRzJmzpzJpk2bmDVrFkePHuXf//43CxYs4Mknn6zLV1tn7rrrLhRFYfr06Rw5coTvv/+euXPnuuV5+OGHycjIYOLEiezatYsTJ06wbt067rnnHhwOBw6Hg8mTJzNixAjuueceFi1axIEDByqs4rtchg4dynfffcd3331HXFwcDz74YIM57NTr9TzyyCPs2LGDPXv2cPfddzNgwACX4vTSSy/xn//8h1dffZXDhw8TGxvL0qVLeeGFFxrk/hLJlUAqShJJC6NDhw7s3r2bqKgoJkyYQLt27bjvvvsYMmQIv/32G35+fm75Z86cye7du+nVqxevv/46b731FiNGjADAarXy8ccfM2jQILp3787GjRv59ttvadWqFQCLFi1iypQpzJw5k06dOjFu3Dh27dpFeHh4jfVs3749/fr148CBA0yaNMnt3AsvvEDv3r0ZMWIEN9xwA8HBwYwbN84tz5NPPolWq6Vz584EBARUar/Uu3dvvvrqK5YuXUrXrl156aWXeO2119yWvl8JPD09+fbbb10jcc8//3yFKbbQ0FC2bt2Kw+Hgpptuolu3bjz22GNYrVY0Gg2zZ88mISGBDz/8EFCn4z766CNeeOEF9u/fX+e6TZs2jalTpzJlyhQGDx5MVFRUg4wmgWof9cwzz3DXXXcxaNAgPD09WbZsmev8iBEjWLNmDevXr6dv374MGDCA+fPnExER0SD3l0iuBIq4HKtQiUQikUgkkv9HyBEliUQikUgkkiqQipJEIpFIJBJJFUhFSSKRSCQSiaQKpKIkkUgkEolEUgVSUZJIJBKJRCKpAqkoSSQSiUQikVSBVJQkEolEIpFIqkAqShKJRCKRSCRVIBUliUQikUgkkiqQipJEIpFIJBJJFUhFSSKRSCQSiaQK/g/Y346TQvCMoQAAAABJRU5ErkJggg==\n" - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ "myvis.plot_predictor(X=X_train, X_obs=X_test, base_dir=sub_dir, show=True)" ], "metadata": { "collapsed": false - } + }, + "outputs": [] }, { "cell_type": "markdown", @@ -136,22 +119,13 @@ { "cell_type": "code", "execution_count": 4, - "outputs": [ - { - "data": { - "text/plain": "
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ZBSkfGSSyBoU9nr1p0yYhLCxMsLOzE/z8/ITZs2cL3377bYHhB3x9fYXu3bsXut0rV64I3bt3F+zt7YXq1asL77zzjrB27VoBgHDo0CGjsidOnBD69u0ruLu7CyqVSvD19RUGDhwo7N6926jcjBkzBC8vL0Eulz91KIT09HTh+eefF1xcXIwexc8f/iA2NrbAOllZWcI777wjeHp6Cvb29kLr1q2FgwcPCu3btzd6RL+o4Q/UanWBbeYPbfA4FDH8wf37943KLV++vMB+ZmRkCP/3f/8nuLm5CY6OjkLv3r2F8+fPCwCEjz/+uMj6EIS84SZmzpwp+Pr6CiqVSmjcuLGwefNmYciQIUZDFeTvX2FDADwZuyAIwtq1a4WQkBBBpVIJ9evXF9atW1dgm0W5c+eO0L17d8HJyUkAYFTPaWlpwsSJE4W6desKSqVSqFatmtCqVSth7ty5QnZ2tiAIgrBmzRohKipK8PDwEJRKpeDj4yOMHDlSuH37ttHnfPPNN4K/v7+gUCiKHQrhwYMHwv/93/8JwcHBglqtFjQajdCiRQvhl19+KVB27969QnR0tKDRaAQ7OzshICBAGDp0qHD06FGxTG5urjBq1CihevXqgkwm41AIZHY41x6RBZk/fz7GjBmDmzdvwsvLS+pwrMbJkyfRuHFj/Pjjj3jhhRekDoeILAj7SBGZqczMTKPXWVlZ+Oqrr1CvXj0mUeXwZL0CeQmqXC5Hu3btJIiIiCyZ5IlUhw4djOZQevzfqlWrxHLLli1DYGAg7Ozs0KhRI2zevLnAtlJSUvDyyy/Dzc0NTk5O6N+/f4n7pBCZm759+2LkyJFYvHgxPv74YzRt2hRxcXFPnQ+OivfJJ5+gV69e+Oyzz7BgwQJ069YN3333HV555RV4e3tLHR4RWRjJb+2dPXtWHHU43/z587F27Vrcvn0b1apVw6pVq/D8889j8uTJ6NSpE1avXo1ly5Zh//79aNmypbjeM888gzNnzmDevHmws7PD5MmToVAocPToUY5LQhZn/vz5WLp0Ka5evQq9Xo/69etj/PjxeO6556QOzaLt3LkT06ZNw9mzZ5Geng4fHx+8+OKLmDx5Ms8TRFRqkidShfH390dISAh+++03AHkj/EZERGDlypVimVatWsHFxQVbtmwBABw8eBCtWrXC9u3bERUVBSBvHJaQkBCsWrUKAwcOrPwdISIiIqsm+a29Jx04cADx8fFih88rV67gwoULBRKhQYMGYffu3eK4JFu3boWLiwu6du0qlgkKCkJ4eLiYbBERERGZktklUitXroRarcazzz4LAIiLiwMABAcHG5ULCQlBdnY24uPjxXJBQUEFxoEJCQkRt0FERERkSmbVISA3Nxe//PILevXqJQ4SmD+5p4uLi1HZ/Mk/ExMTxXJPlskvl1+mMDqdTmzVAv6d0d3d3Z1TExAREVkIQRCQlpaGWrVqQS6vvHYis0qkdu7cifv37+P555+vtM+cNWsWpk2bVmmfR0RERBXnxo0bqF27dqV9nlklUitXroS7u7s4Hxbwb8tTSkqK0Szh+S1Vbm5uYrkbN24U2GZSUpJYpjATJ07E2LFjxdcpKSnw8fHBjRs34OzsXL4dskKXtVoEODhIHYZZYt0UjXVTNNZN0Vg3hWO9FC41NRXe3t5wcnKq1M81m0QqMzMTGzZswH/+8x/Y2tqKy/P7RuX3gcoXFxcHpVIpzuEVHByMXbt2QRAEo1tycXFxaNiwYZGfq1KpoFKpCix3dnZmIlUIJxsbOPMLXCjWTdFYN0Vj3RSNdVM41kvxKrtbjtl0Nt+0aRPS09ML3Nbz9/dHYGAgYmNjjZavXr0anTt3hlKpBADExMQgKSkJu3fvFstcuHABJ06cQLdu3Sp+B4iIiKjKMZsWqZUrV8LHxwdt2rQp8N7UqVPxwgsvICAgAB07dsTq1atx+PBh7Nu3TywTGRmJ6OhoDB8+3GhAzrCwMPTt27cyd4WIiIiqCLNokUpKSsK2bdswaNCgQpvkBg8ejG+++QYrV65EdHQ0/vzzT6xfvx6RkZFG5VavXo2uXbvi1VdfxfPPP4969ephy5YtHK2YiIiIKoRZjmwupdTUVGg0GqSkpLCPVCEuabWoy3vzhWLdFI11UzTWTdFYN4VjvRROquu3WbRIEREREVkiJlJEREREZcTOQyaSk5MDvV5fIdtWKBRGQ0IQERGReWAiVU6pqal48OCB0TQzFUGlUqFatWrst0VERGRGmEiVQ2pqKhISEuDo6Ihq1arB1tbW5AOBCYKAnJwcpKSkICEhAQCYTBEREZkJJlLl8ODBAzg6OqJ27doVOpKqvb09nJyccPPmTTx48ICJFBERkZlgZ/MyysnJgU6ng0ajqZTh6GUyGTQaDXQ6HXJycir884iIiOjpmEiVUX7H8srsBJ7/WRXVqZ2IiIhKh4lUOVXm5IiVPREjERERFY+JFBEREVEZMZEiIiIiKiMmUkRERERlxESqkg0fPhwymQzu7u4VPognERERVSwmUpUoLS0Nv/zyC2QyGRITE7FhwwapQyIiIqJyYCJViVavXo2MjAyMGTMGcrkcy5YtkzokIiIiKgcmUpVo2bJlsLGxwfjx49GxY0fs3r0b165dkzosIiIiKiMmUpXk7NmzOHToEKKiolCjRg289NJLMBgMWL58udShERERURkxkaok+bfxXnzxRQBA3759oVarsXz5chgMBilDIyIiojJiIlUJcnJy8MMPP8DZ2Rm9e/cGADg6OqJPnz64fv06du3aJW2AREREVCZMpCrBxo0bcf/+fQwYMAB2dnbi8pdeegkA2OmciIjIQjGRqgT5iVJ+4pSvc+fO8PLywsaNG5GYmChFaERERFQOTKQq2I0bN7Bjxw4AQPv27SGTycR/CoUCCQkJ0Ol0+PHHHyWOlIiIiErLRuoArN2KFStgMBjQpk0bBAUFFXg/NzcX3333HZYtW4bRo0dLECERERGVFROpCiQIApYvXw6ZTIbvvvsO/v7+hZa7cOECDh48iKNHj6Jp06aVHCURERGVFW/tVaA9e/YgPj4e7dq1KzKJAoBhw4YBYKdzIjIfU6f++4+IisZEqgLlJ0ZDhw4tttxzzz0He3t7/Pzzz8jMzKyEyIiICldY8sSEiqhoTKQq0MqVKyEIwlMTKWdnZ2i1WiQnJ8Pe3r5ygiMiesLTkiUmU0QFsY8UEVEVxwSJqOzYIkVEVIUxiSIqH7ZIERFVQUygiEyDLVJEREREZcREioiIiKiMmEgRERERlRETKSIiIqIyMptE6rvvvkPjxo1hZ2eHatWqISYmRhyccujQoUaT/eb/27Ztm9E2srOzMW7cONSsWRNqtRpdu3bF+fPnKzRuQRAqdPtSfRYRUWHYSZ3ImFk8tffRRx9h9uzZmDRpEiIjI/HgwQPs3r0ber1eLOPv74+ffvrJaL2QkBCj16NHj8aqVavw6aefwsvLCx999BE6d+6MM2fOQKPRmDRmW1tbyGQyZGRkVNogmhkZGZDJZLC1ta2UzyMiKkx+MsWkisgMEqnz589j6tSp2LRpE2JiYsTl/fr1Mypnb2+Pli1bFrmdmzdvYunSpVi0aBGGDx8OAGjWrBl8fHzw1VdfYfz48SaNW6FQQKPR4P79+9DpdHB2doaNjQ1kMplJP0cQBOTm5iI1NRWpqalwcXGBQqEw6WcQEZUFp44hMoNEavny5ahTp45RElUWO3bsgMFgwIABA8Rlbm5uiIqKwpYtW0yeSAFAzZo1YW9vj3v37iE1NdXk23+cQqGAp6enyVvWiIjKg8kUVXWSJ1KHDh1Cw4YN8eGHH+KLL75AcnIymjVrhk8//RQtWrQQy126dAkajQaZmZlo2LAh3n//ffTu3Vt8Py4uDh4eHnB1dTXafkhIiDh5cGF0Oh10Op34ujQJkUwmg4uLCzQaDfR6PXJzc0u8bmnY2NhAoVCYvLWLiIiIykfyROrOnTs4duwYTp06hUWLFsHBwQEzZ85EVFQULl68CA8PDzRu3BjNmjVDaGgokpOTsXjxYvTp0wexsbHo378/ACApKQkuLi4Ftu/q6orExMQiP3/WrFmYNm1ageWXtVo42UhePXmys6WOQHQtK0vqEMwW66ZorJuiSVU3iSbs2jl69hOvR5lmuzxuCsd6KVyaVivJ50qeKRgMBqSnp2PNmjUICwsDALRs2RJ+fn5YuHAhpk+fjrfeestonV69eqFVq1aYMmWKmEiV1cSJEzF27FjxdWpqKry9vRHg4ABnB4dybdta1WW9FIl1UzTWTdGkqBu3zIrb9o+fmO52H4+bwrFeCkqtoLtCTyP58Aeurq5wd3cXkyggr29T48aNcebMmULXkcvl6NevH86dOycOkeDq6oqUlJQCZZOSkuDm5lbk56tUKjg7Oxv9IyKi8mG/KaoqJE+kQkNDi3wvqxTNl8HBwbh79y6SkpKMlsfFxSE4OLjM8REREREVRfJEqkePHnj48CFOnjwpLnv48CGOHz+OiIiIQtcxGAyIjY1FaGioOIZTVFQU5HI51q5dK5ZLSkrCjh070K1btwrdByIiIqqaJO8j1bt3bzRr1gz9+/fHRx99BHt7e8yaNQsqlQpvvPEGrl27hiFDhmDw4MGoW7cukpKSsHjxYhw9etQoaapduzZeeeUVjBs3DgqFAl5eXpg5cyY0Gg1Gjhwp4R4SEZkX3nYjMh3JEym5XI4tW7ZgzJgxGDlyJLKzs9G2bVvs27cPNWvWRGJiIjQaDT788EPcu3cPSqUSTZs2xdatWxEdHW20rc8//xyOjo6YMGEC0tLS0Lp1a+zatYtjLxERPVKZSRTHmKKqQCZwAjcjqamp0Gg0SElJYcfzQlzSavm0SBFYN0Vj3RStMutGyqTm8c8u6ucn8bgpHOulcFJdvyVvkSIiooplDq1CRcXAViuydJJ3NicioopjCUkKkymyZEykiIjILDCZIkvEW3tERGakLMmENSUg+ftiTftE1o2JFBGRGShP4mCNycfUqcB/xksdBdHT8dYeEZHErCkBMqUvFkgdAdHTMZEiIrISTMiIKh8TKSIiK8JkiqhyMZEiIpIQb18RWTYmUkREVsaaWqWsaV/IOvGpPSKiClZsMmAvwWdaGGt8KpGsB1ukiIgqCEfsNi3WJZkjJlJERBWAF/2KweSUzA0TKSIiE+KFvnKwjslcMJEiIjIRXtwrF5NWMgfsbE5EVE68mEuLndFJSmyRIiIqB168iao2JlJERGXEJIqImEgRERERlRETKSIiIqIyYiJFRFQGvK1nfvgUH0mBiRQRUSnwYm3++PuhysThD4gsXHkuGrzgkLXikAhUWdgiRWShTNEywotM6bC+LA9/Z1TR2CJFZIF4cahcrG8iKgpbpIiIiIjKiC1SRFVcVeo8/eR+VpX9JqKKwxYpIrL6hKKoZLEqJZFVGX/HVJGYSBGRVSvJRbSoMky0rAd/j1RReGuPiADwcfGqut9EVD5skSIiI0woiIhKjokUERVgLcmUtewHEZkvJlJEZJWYRBFRZTCbPlLfffcd5s+fj3PnzsHR0RHNmjXDunXrYG9vDwD49ddf8d577+H8+fPw8fHBxIkTMWzYMKNtZGdnY/Lkyfjhhx+QlpaGVq1aYeHChQgKCpJil4jKrLgkwFoShKftB4cqICJLYBaJ1EcffYTZs2dj0qRJiIyMxIMHD7B7927o9XoAwP/+9z/06dMHr7zyCubPn489e/bg5ZdfhpOTE/r37y9uZ/To0Vi1ahU+/fRTeHl54aOPPkLnzp1x5swZaDQaqXaPqMTK84SZqVXUE2sl3SYTJyKyBJInUufPn8fUqVOxadMmxMTEiMv79esn/jxjxgy0aNECS5YsAQB07NgRly9fxpQpU8RE6ubNm1i6dCkWLVqE4cOHAwCaNWsGHx8ffPXVVxg/fnwl7hVR6TFxICKyPJInUsuXL0edOnWMkqjH6XQ67N27F5988onR8kGDBuHnn3/G1atX4efnhx07dsBgMGDAgAFiGTc3N0RFRWHLli1MpIjKoLS334jMGccFo4ogeWfzQ4cOoWHDhvjwww/h4eEBpVKJ1q1b4/DhwwCAy5cvIycnB8HBwUbrhYSEAADi4uLE/z08PODq6lqgXH4ZIjItXpTI0jCZIlOTPJG6c+cOduzYge+//x6LFi3Chg0bIJPJEBUVhXv37iEpKQkA4OLiYrRefsKUmJgIAEhKSipQJr9cfpnC6HQ6pKamGv0jopLjRYksEY9bMhXJb+0ZDAakp6djzZo1CAsLAwC0bNkSfn5+WLhwIaKjoyv082fNmoVp06YVWH5Zq4WTjeTVY3auZWVJHYLZKm/dJNqbKBAJXNIW//61rCx8seDRCwvez4qQrOJ3qigVXTdPO27NFc/DhUvTSvMLlTxTcHV1hbu7u5hEAXl9mxo3bowzZ85g0KBBAICUlBSj9fJbqtzc3MTtPFkmv1x+mcJMnDgRY8eOFV+npqbC29sbAQ4OcHZwKPuOWbG6rJciladu3DJNGEgl+/GT4t9PtAfcMnncFIV1U7SKrJvHj1tLa6Hiebig1NxcST5X8lt7oaGhRb6XlZWFgIAA2NraFujnlP86v+9UcHAw7t69KyZYj5d7sn/V41QqFZydnY3+ERFR1cK+U1RWkidSPXr0wMOHD3Hy5Elx2cOHD3H8+HFERERApVKhY8eOWLNmjdF6q1evRkhICPz8/AAAUVFRkMvlWLt2rVgmKSkJO3bsQLdu3SpjV4iIiKiKkfzWXu/evdGsWTP0798fH330Eezt7TFr1iyoVCq88cYbAID3338fHTp0wBtvvIGBAwdi7969WLlyJVavXi1up3bt2njllVcwbtw4KBQKeHl5YebMmdBoNBg5cqRUu0dERBaELVNUWpInUnK5HFu2bMGYMWMwcuRIZGdno23btti3bx9q1qwJAGjTpg3WrVuH9957D8uWLYOPjw+WLl1qNGYUAHz++edwdHTEhAkTkJaWhtatW2PXrl0c1ZzMFk/YRESWTSYIgiB1EOYkNTUVGo0GKSkp7C9ViEtaLTs5FqG0dVOVkqhEey07VBeBdVM0KevGnL+fPA8XTqrrt+QtUkRVjTmfoImIqHQk72xORERkbvgHD5UUEykiIqJCsOM5lQQTKSIiomIwmaLiMJEiIiIiKiN2Nqcqx5R/XZZmW5X5V63MoEe9S1thm52BC4E9kKNUV96HE1kh3uajorBFiqoUU58IS7q9yjwBuyVeQu+Nw9Dh96lofWAOBq96Fg1O/QyFPrvygiCyQkykqDBskaIqo6JOgvnb/c/4yvm84njfOIDo7WMgN+jFZXZZyWh1cB4anv4Z+9pORkLtFpUfGBGRlWIiRWQiXywA3DKljaHp0SViEpXkWgeJrnURcGUnAMAp7Ra6b/k/nA/qhUMt34ZOxQFniYjKi4kUkZVQ6VJR7cE5AHlJ1Lq+P0GvUOLvB0MQefBTeN4+DgAIOr8JPtf/h/+1mYD4Op2kDJnI4uS3NPM2H+VjHykiK1Hr1lHIHs34dLN2JPQKJQDgQbVgbO6xBPvbTkL2o07n9pmJ6LpzPLruHA8H7QPJYiayVEykKB8TKSIroNKlosHpVeLrm17G/aAEmRznQvoidkAsrvm2E5fXid+DAbEDEHR+E8BpN4lKhckUAUykiCye+8ML6LvuP+KtO53KGXc8GxdaNkPtge1R87C780xk2rsCAFS6NLT/Yzq6b/k/OKXdqrS4iawBkyliIkVVhjWe8AIvbEbvDUPFBCjLzgU7us5Bjm0xM8PLZLgcEIXYAbG4WK+buNgr4S/0W/s8fK/tq+iwiYishkwQ2J7/uNTUVGg0GqSkpMDZmU81PemSVou6DsVcpC1ERSRVifZauGVWTt3IBANa//kJ6p9dIy675xGKnV0+QYZjjVJty/vGAbTd/xEc0++Ky45FvIpjEa+aLN7KrBtLw7opmrXVjanOO9ZyHjY1qa7fbJGiKsnSW6cCL2w2SqLOhfTFrz2/KXUSBQA3vFshtv8vRk/wRRz7Gp63jpkkViLKw9HRrRMTKaqyLPmk5nf1d/Hn/W0nYX/bSeJTemWRo1RjZ5fZONloiLis5t2/yxMiEVGVwESKqjxLS6bkhlzUunUUAJBp74a44N6m2fCjvlP5nFITTLNdIioRS/7jrirjgJxEsKxB9molHIFtjhYAkFCrGQSZ6f4eSnP2En92TmMiRVQZnjzvWNL5iJhIEZkvQYBCnw1lTgaU2emwzc6A7/X9aHziW7GIqefNy1Y6QqdyhkqXCufUmybdNhEZe1qixBYqy8BEiuiRijphyQ25CLywGTVvn4AyOx3KnAzYPkqOlNkZkBtyCqwjEwTY5GZBbsgtcrsPqgXjUkC0yeNNdfZC9fupUGfcg1yfA4PC1uSfUVXI9TkIjtuA6o+m7nnSQ/dAHAiPAsAnsKoaJkjWg4kUVXkVdUKTCQb4X9mFZkcWmbR1xyBX4GSjoTjR5OVydTAvSpqTF6rfPweZYIBj+h2karxN/hlVQfX7Z9Fu3wy4P7xYbLnQU8vwT/jriAt6FoJcUUnRkZSYRFkXJlJUpVXUCc016Qra7ZuBGndPFfq+IJMjW+mIbKUj9EW0+OTa2CHHVi2Wy7ZVQ2enwWX/rkhyC6iYwAGkOv3bT8rzzgkmUmXgfeMAntn2NmSC4all1RkP0Xb/TDQ4vQr72r2HuzXCKiFCIjIVJlJUJVXYbTx9DsJPrkCTE8uMbsvdqtUUxyJeRbLGFzlKNXIVKkAmq5ggyulhtSDx53b7PoSD9gFOhg81aad2a9f4xLdiEvXQPRAHI8ci097NqIwyOx1hf/8A7+u7AeQl3702vYwzoc/hSLM3ih+dnojMBhMpsjpSNZvXvHsWvXbMgVviZXFZisYHB1q9ixu1I802cXrSFf8uqHtxK3yv74dMMKDZkUWodeso9rWdbPRUHxXONkcLj3t5LZEpGm+s7/M9DPLCT7U7o+bALvkwYvYufHQ7VUCD06vge+0P7G87GTdrt6zM0ImoDJhIkcWTur+BTU4mmh5dgpCzP8FWn7dMkMnxd6OXcCzi1Qrpx1SRBJkcO6LnofHxZYg4/jVkggCvhL8wYE1eS8npBoPYOlUMz9vHITfkHQg3vVoWmUTlu+XZEBueXYGGp1ai2dHFUOiz4ZR2G922vIkLgT1wsOUY6Ow0lRE6EZUBz4Zk0aROomolHEH/tYMQduon8VbOg2pBWNfnB/zV/E2LS6LyCTI5jkeMwJaYhUh3rAkAsMnNQuTBT/HsxmFwfazVjf5ll5mE8BPLxdcJXs1LtJ4gV+CfRi8itv9q3PKMEJcHXtiMwaueRfjJFbDJzTJ5vERUfpy0+AmctLh45jRZppRJlDI7HS0PzUdw3AZxmc7WBicbv45/wv5jVU9f2eZo0fyvhah/NhayR6cLg9wGJxoPx4nwYSUaHsHaJp8tTPV7Z9B113hx8medyhk/D96EbKVjses9WTcywYCguI1oeXg+lNkZ4nKtgzvueoQhw7EGMtQeSHesiQy1B1I0PgX6X1mLqnDcPE1h5zlzOg+bE6mu37y1RxZJyiTKNfEyona+C03KDXHZ7ZqNsSn6XchUQcWsaZlybB3wZ+vxuBQQjfb7ZsAl+SrkhlxEHPsa/ld24Y/2U3DPo4HUYUpHEBAStx6tDsyBQp83JpjWwR07u3zy1CSq0M3J5IgL6YPrPm3Q7OhiBF7YDJlggIP2Iepc3VtIeRku1u2Go01fQ7qTZ7l3h4hKh7f2iErB7+rv6LNhiJhE5dg6YH+bidjc8yskuVj3MAF3azbC2n4rcaLxcBgetbi5Jl3BsxuHIfLAPNjkZEocYeWTCQa03zcDbffPFJOoOzUaYV3fn3C3ZqNybVurro4/2k/Bmv6rEO/Xsch+aTJBQODF3/DcL30RefBT2GUll+tziah02CJFVEI2OZlo/8c0sa/Kg2pB2Nl1DtKcakkcWeXRK5Q40uwNXPHvgnb7ZohPmjU8/TP8rv2Bfe3eK3G/IGtQ9+JWBJ3fJL4+3WAQDrV8+6kdzEsjydUfO6PmQG7IhYP2AdTpd+GYcRfq9LtwSr+Nupe2QaVLhUKfg4anViLo/Eb8HfYSTjcczCEUiCoBEymiEtKkXIdKlwYAuOUZga0xX0Bvo5I4Kmk8dA/EhmdXIOzUT2h6dMmjJ81uoftvb+B8UC8cavk2dCrr72Poe22f+PMf7d7H+eBnK+yzDHIbpDvWRLpjTdx9bPmRpq+j0d/fo+HplbDJ1UGZnYFmRxej6bGvoHVwR4b6UZ8qdQ1kONbAzdotkehWt2xBCAK8bh2BJvlawfdkMtyp0QiJ7vXKtm0qFCcwNn9MpIhKyDktQfw5oXaLKptE5RPkCvzd6CVc9euAdvs+hOft4wCAoPOb4H3jT/zZ+r+Ir9NJ4igrjkwwwOvWEQCATuWEC0E9JYkjW+WEI83/D2dCByLi+DcIjtsAmWCATDBAnXEf6oz7Bda5FBCNo81eR6pz7RJ/Tq1bR9H8rwXwuHemyDKCTIaz9Qfgr+ZvsjXMxDiBsfmSvI/UihUrIJPJCvybMGGCWKZDhw6FlomLizPaVkpKCl5++WW4ubnByckJ/fv3x+3btyt7l8hKOaX+m0g9Po1KVZei8cHmHkuwv+0kZCvVAAAH7UN03TkeXXeOh4P2gcQRVgyvm4eh0qUCAG7Vaib52FpadXXsbzsJvwyIRVzQs7hfvT60Du6Flq17eTsG/tIPrf/8BPaZicVu1/3hBcRsHY0em18rNokC8vprhZ75BQNiB0KdfrfYslR6TKbMk9m0SG3btg0azb+Dznl5GV+oWrdujblz5xot8/PzM3r93HPP4cyZM1iyZAns7OwwefJkxMTE4OjRo7CxMZtdJQvlmPHvhSF/bCXKI8jkOBfSF9d92qDN/z4Wb3nVid+DWreOYGe7N3DLr7/FjO4uEgTY5GZBmZMB2+wMKHMyoMxOR+0bBxF26iexmDn1C0tx8cW+9u+Lr+X6HKi196FOv4sa906h0d/fwS4rBXKDHqFnfkHghV9xqsHzRlMD5fOL34t6l7YaLUt0q4szoQORa2NntNwp7RbCTy6HTa4Ojul30OT4UuxvN7lidrKK+2IB8MV/pY6C8plNdhEREYFq1aoV+b6Liwtatix6uoSDBw9i+/bt2L59O6KiogAAQUFBCAkJwbp16zBw4ECTx0xVy+MT0JZk7KSqKEPtge1R8xBwZSdaHZgD+8wkqHRpeGb3LNz13GuW08zYZyai4amVcHt4UUyUbHMyoMzO+/lpEw/f8wjF+UBpbuuVhEFhizSnWkhzqoU7no1xNqQfGv3zAxqe+gm2OZmwzclEkxPLnrqdNCdPHI14DZfqxRTZ+nap7jMYEDsQCn02aiccAgTB8pJnolIym0SqvLZu3QoXFxd07dpVXBYUFITw8HBs2bKFiRRRZZHJcDkgCglezRF58FPUu7gFAMxumhnb7AyE/fMjwk79CNsyDN2gV9jieJMR+LvRSyZ9Sq+i5SjVONr0NZwJHYgmx5ci5NxacUqbwmTZaXCi8cs4W7//U0fqT3WujTs1GsHr1hE4pd2Gc1pCqfphEVkis/n2h4aG4sGDB/D19cWIESMwfvx4KBT/jg79xx9/QK1WQ6/Xo0WLFpgxYwbatWsnvh8XF4egoCDInvjrJyQkpEBfKiKqeFl2LtjbcTouBUSj5YEZcE19IE4zE3hhM/5q/qYkkzkr9NkIObsWTU4sK3TMpVwbFXJs1chWOiLH1gHZSkdk26qRo8xblq10hE7ljKu+7ZGqsdyxwzLt3fBn6/H4p+EL8L2+Hwp9doEyWSoN4v07l2pg0QSv5mIn/NAzv+BgyzFslSKrJnki5enpiWnTpqFFixaQyWTYtGkT3nvvPSQkJGDhwoUAgPbt2+Oll15CvXr1cOvWLcydOxddunTBH3/8gcjISABAUlISXFxcCmzf1dUViYlFd6bU6XTQ6XTi69TUVNPuIJkcO1talhs+rXG2zo94Zt+3CD3zC4B/OzDf9myCux4N/01S8hOW/ETmseV6hbJ0F2RBgCo7Der0u1Bn3INjxl04pt9B3Uvb4JR2SyxmkNvgXEhf/N3oJWgdqllU65IppDl74XSDQSbb3g2f1mh+5EsAQMNTK+GYdht/dPigTKO8E1kCyc8Y0dHRiI6OFl9HRUXB3t4en332GSZPniwmWo/r0aMHQkNDMWPGDGzZsqVcnz9r1qwC2weAy1otnNhBvYBrWdJNnPrFgkc/2Evz+VrbbOTK8/rLpKgykWivNXo/WcVJZYuSrJLj1y5v4nj9tui0/wvUuHceAFD97lFUv3u0RNswyG3wwL0ODjYbiov+7YpMqtQZD9Dqr+UIubDLaK66x+U+uqt4LrAL/mw5Asma/H5b2Y/+VR5rO24Sa9fGntYj0PbQ15AJAryv70b3TRewsdtHeODuX6ptWVvdmEqyKguXtE8vV9WkaaWpFLPMFAYOHIi5c+fi5MmT8PQsOHeUWq1G9+7dsWbNGnGZq6srbty4UaBsUlIS3NyKntBz4sSJGDt2rPg6NTUV3t7eCHBwgDMnhSyUFJNlTp0KSD0tq0OOEjaGvCuwRmeP7EImU63qE6wWxy3TAZmukdjSswX8r+xCsyOL4Jx6s+QbMBhQ6+5l9Nv8Pu7WaIi/mo/Cbc8m4ttKXZrRwJR5Cu+HdbN2SxxuPgoPqwVBDsBN4tltrO24uRQ6EjqnBui0932odKmonpiAoatewx/tp+ByQFSptmVtdWMqnLS4oNTcXEk+1ywTqbIIDg7Grl27IAiCUT+puLg4NGzYsMj1VCoVVKqqPbCiOTOr23iCIHUEVkGQyXE5IApX6nSGW9JlKHVp/z4t9+hJubwn57TicmV2Ohy0D6BJuQ4AqHH3FHr++ipueLfC0aavwfP2cTQ+8a04rhOQNw/iPY8GSHesaTSyd6pzbaRofKTa/Srjhk9rrOvzA6J2joP7wwuwyc1Cpz3v4aFbPSS71pE6PCKTMctEatWqVVAoFGjcuHGh72dkZGDz5s1o1qyZuCwmJgYzZszA7t270aVLFwDAhQsXcOLECfz3vxxwwxKZVRIFGHVMZn+P8hPkCjx0DyzFCgJ8r+9H878WwjXpCgDA+8YBeN84YFRMr7DF2ZD+ONF4OLLsXU0ZMpVSmrMXNjy7HB1//wD+V3ZBJhhQ69ZRJlLlNHqU1BHQ4yRPpKKjo9GpUyex1WjTpk34+uuv8dZbb6FmzZrYv38/5syZgz59+sDPzw+3bt3CvHnzcOfOHcTGxorbiYyMRHR0NIYPH4558+aJA3KGhYWhb9++Uu0elYG5JVD58qeIEWQypDkWvOVMFUwmwzXfdrju0wb1LvyGpseWwPGx0bMFmQyX6sbgaNPXLG4iaWueT01vo8LZkH7wv7ILgPFUS1Q2Xywwvh1tjceNJZE8kQoODsayZctw8+ZNGAwGBAYGYv78+Rg1Ki/l9vT0RHZ2NiZNmoSHDx9CrVajVatWWLJkCZo3Nx5NePXq1Rg7dixeffVV5ObmIioqCgsWLOCo5hbEbE8IgiD258lQ1+CAnBISZHJcCOqJy3WjUf9MLOqfW4skV38cjRhpdhPmluR4frzT8NPKm+334ykeH4T18amWyDQ4dYy0ZILAjh+PS01NhUajQUpKCpydrX/2+tK6pNVWWCdHcz0RKHJ1aPu/WQi8sBkAcMszApt7flWgXKK9lh1ji1BV66ZkiVTpvlPm+j0pjsygx8vftoLcoMdD93pY2+/nEq1XVY+bpymuXizx+DAVqa7fbKohKoZTagK67hqPag/Oi8vO1e8nYURU1VnibUBBrkC6oyecU2/COTWBU8dUoCePC0s6TiwVEymiInhf/xOd9r4HlS4NAJBrY1emx7eJKoKl3c5JdfKCc+pN2OZoYadLQZadi9QhVQmFHSOWdNxYAmknuyIyUyHn1iFm21tiEpWi8cH6Pt8ziSKzYknJ1OP9pNweXpQwErKUY8ZSMJEiKkTomdXiz1f9OmB9n++R5Fq6UZmJKoslXBiTXP4d8iBq57vwvfqHhNGQJSXh5o6JFFEhFPocAHnjRe3oOofjRlGpVfZFytwvjOeDnxX/GFFmZyB6xzto9ecc2OZwrhMpmfMxYymYSBEVQ5DJ2SmWSkXqhMZcL4w5tg7Y0HsFLvt3FZc1OLMaA2IHFhhUlSqX1MespWMiRVQMm9wsOKbdljoMshDmcjEy1wtjjq0DdneeiT9bjUOuTd7UXI7pdxCzdTSit4+Fa+JliSOs2szxmLEEfGqPqBCZ9m7QpFyHQp+NfutewO7OM3GzdkupwyIzZa4XILNMqGQynGnwHK77tEG7fR/C69YRAIDvtX3wub4fV/06IsmlDjIca+CWuwsUNj5IV9fIu73O1uEKZ4nDa0iNA3I+gQNyFq8iBuQ0xy+sa9IVRG8fkzfmDfKmHzna9HWcDB+ad7uvEBw8sGjWXDflPX4rcpDbx5nj9wyCgMALm9Hs6GKoM+4VeDtXboCNIe/79tA9EP9rMwF3a4RVdpRmp7K+T2Z5zBRDqus3E6knMJEqnilP+ub+JVXpUtFh7wfwvb5fXHbNtx32dJyBHKW6QHlrThbKyxrrxlTHb2UlUoD5fucUuTo0OLMa4SeXi0OOAMaJFJD3B82Z+gNxuOVb0CuUUoRqFir7+2Sux82TmEiZCSZSxTPVSd9SvpgywYDwE8vR7Ohicdmphs/jYOTYAmWtMVkwFWurG1Mev5WZSAHm/d1T6LOhSb4GdcY9OGbcBbJvwiMpCR73z8A16YpY7niTV3C06WsSRiotqb5P5nzsAJwihsgs2eRkwiX5qtEyndJJmmBIcuZ+ISkJs+w39YheoUSiez1x8un8hOHJP2ic0m5JGWaVZc7HjpT41B5JwhK+jL7X9mFg7ADUu7RVXPZ3o5dwovFwCaMiqVjCMVtSlrYvgkzOWQXMBJOpgtgiRZIx16dD7DKT0OrAXNS9vF1clmPrgN87TEV8nU4SRkZSMLfjs6qSgb1QzAkTqn+xRYokZzZfRkFA3YtbMTC2v1ESdaN2JGL7r2YSVcXwQmE+7DKT0OZ/H4uvi3pylioXvx952CJFkjKXL6IqKwUdfp9q9ISeTuWMA5Hv4GK9bhy/pooxl+OyIllKolj9/ll03TkOjul3ATy6zffY6OhEUmMiRSZnCSfnx1W7fw5dd42H02MjmF/274oDrcch095NwsioslnasVteZp1MCQLCTm9E9O9fiHNfah3csavzx7jj2Vji4Ij+xUSKTMZsT8jFqH7/LHptegUKfTYAINPeFfvbTsZVvw7SBkaVxhKPW1My176KEce+RqOTX0HxaBypOzUaYVfX2dA6VJM4MnqcWSfjlYSJFFVpDU6vEpOouzUaYleX2chQe0gcFZVXVT+xl4W5JVQBV3aIP2cr1djT6UMmUWSW2GOPqjTn1Bviz791W8Qkiqo8c0mkjjR9A3qFLQBAmZ2BPhuGwPP2cYmjoieZy/EiJSZSZDKW2MSbP5dehtoDubb2EkdDZB7M4bsc798ZP/dbhHTHGgAA+8xE9Nj8Ghr+8xPACTnIjDCRIpOT+gRcUjY5mbDPTAQApDnVkjgaIvMj9Xf5To0QrOv7ExK8mgPIm7Ip8tBnCDm3TtrAiB7DRIoqhDn8Rfs0CkOO+HNVngCVqDhSf5ez7FywpdtCoxkFgi78Kl1ARE8odWdzg8GAkydP4vDhw7h9+zYyMzPh7u6OoKAgtGnTBtWrV6+IOMlMmXuyVByd0gnZSjWU2Rmcu8tKWPLxaO6kTKgEmRxHmr0Bv6u/wzXpCqrfPwulLg3ZKs57KSV+3/KUOJG6fPkyvvzyS/z000+4f/8+FAoFXFxcoFKpkJycDK1WC5lMhrZt22LEiBEYPHgw5HI2eFkjq/nyyGRIc/KC+8MLcEy/DZlBD0GukDoqKgOrOSbNnNRP9t30agHXpCuQCQbUunUUV+t0lCYQ4nfuMSVKpF599VV8//33aN26NaZNm4ZWrVohNDQUCsW/F50HDx7gyJEj2LZtG8aPH48ZM2bg22+/RatWrSoseKpcU6cCifaANQ1RmfookZIb9Ig89BkOtXwbBjlHBTFHPHGbD6lapxK8mqPh6Z8BAG3/NwtyQY8rdTpz5oFKxO9hQSW+Ypw5cwYBAQFFvl+tWjXExMQgJiYGn376KVauXImrV68ykbIS1vrluRLQFXWu7gWQN6aU+4Pz2NtxOtKdPCWOjB5nrccflc4tr2ZI0fhAk3Id9pmJ6LJrArQO7shQ10C6ugYy1B7IcKyBVCcv3PBuxSdxqVLIBIHPkT4uNTUVGo0GKSkpcHZ2ljocyT15AUu018It00GSWCqEICDk3Dq0PjAHckMuACDH1h5/NR+Fs/X7l2pyVKurGxMqa91UhQTqklaLug6WedxU9O+nsOPGIeM+2vw5G35Xfy92Xa2DO441eRXng5+1ulZmKc815vydlOr6zU5MVCRz/sKYjEyGc/X7YVOvpeJgnLY5mWj95yfotekVeNw7LXGAVVeVOP6o1LTq6tjRdQ52dv0Et2s2Roa6OoRCbu05aB+i7f9mYUDsQHjfOCBBpFRVlClNP3ToEGJjY3Hjxg1kZWUZvSeTybBx40aTBEfSqWoXsXseDRA74Be0OPyFOEZNjbv/oPeGoYiv0wn/hP0Hqc61kWXnUqpWKiq9qnbsURnIZIiv0wnxdToBAOSGXDhoH0CdfheOGXfhf2UX6sTvAQBoUq4jZutoXKjXHQcjx0Jnp5EycrJCpU6kPv/8c4wZMwYeHh4ICAiAUsnxd6yR1GPHSCFb6Yj9bSfhUt1n0G7fh9CkXAcA1InfI56U9QpbaB2q5/XHcKyBq34d2NmVSGIGuQ3SHWsi3bEm7gK4HBAFj3un0eLQ5/C8cwIAEHjxN3jfPIi9HafjZu2W0gZsgara9aA0St1HytvbG3369MH8+fOtcngD9pEyZvV9pIogN+QiKG4jmh77Shz9vCg3vFthf9tJuF7duUrUTVmU5ripaids9pEqWrnPN4KAoPObEHnoMyiz0/MWyWQ42vR1nAwfarGty1Kchy3he2kxfaQyMjLw7LPPWmUSRQVZwpenIhjkNjhXvx9+HrQRf7Yej3MhfXHduzUeuteDTmX8BfW+cQADYgei2oPLEkVLRIWSyXA++Fn8MiAW171b5y0SBDQ7sgit/zdb4uDIWpQ6G3ruueewdetWkwWwYsUKyGSyAv8mTJhgVG7ZsmUIDAyEnZ0dGjVqhM2bNxfYVkpKCl5++WW4ubnByckJ/fv3x+3bt00Wa1VVVZMpAMi1tceZ0IHY33YStsV8jrX9fsZ3Q/bg22H7saPrHGSo80byt83RIujSXomjJaLCaNXVsf2Zz3Ck6etix/SAKzsljoqsRan7SM2fPx+vvPIKnn/+eXTp0gUuLi4FyvTt27fUgWzbtg0azb+dAL28vMSfV61ahREjRmDy5Mno1KkTVq9ejT59+mD//v1o2fLfe93PPfcczpw5gyVLlsDOzg6TJ09GTEwMjh49Chsb63r8tTJV5USqKLm29rhapyNSNd7ov2YQAECTymlmqGqReqTz0hBkcpxo8jLqXdoKl+SrkAkGqUMiK1Hq7CIuLg5//vknrl69ilWrVhV4XyaTQa/XlzqQiIgIVKtWrdD3PvjgAwwaNAgzZswAAHTs2BH//PMPpk+fji1btgAADh48iO3bt2P79u2IiooCAAQFBSEkJATr1q3DwIEDSx0TWcYJUkopzt7izy4pTKSoaqqKD6cQ5Sv1rb3hw4fD0dERv/76K86fP4/4+Hijf1euXDFpgFeuXMGFCxcKJEKDBg3C7t27odPpAABbt26Fi4sLunbtKpYJCgpCeHi4mGxR6fDE+HR6G5V4e88lNUHiaIioOC5J8U99eISotErdInXu3DmsW7cOzzzzjEkDCQ0NxYMHD+Dr64sRI0Zg/PjxUCgUiIuLAwAEBwcblQ8JCUF2djbi4+MRHByMuLg4BAUFQfbEY+ghISHiNqjkmESVXJqTF9QZ9+GgTYJNTianpSgnS7pdRP8y99+b/5VdaP/HdNjmaAEAqc5eT1mDqGRKnUiFh4fj7t27JgvA09MT06ZNQ4sWLSCTybBp0ya89957SEhIwMKFC5GUlAQABfpiubq6AgASE/P+ukhKSiq0v5arq6tYpjA6nU5s1QLyHp8kKo1UJy/UvHMSAOCUdgtJbkXPSUklV9QF2Vwv1JTH3G7zyQx6tPhrAcL++VFc9tC9HnZ2+UTCqCyLOf0+zVGpE6lFixZh6NCh8PT0RKdOncrdiTs6OhrR0dHi66ioKNjb2+Ozzz7D5MmTy7Xtkpg1axamTZtWYPllrRZOVbiDemIRjSrJqqzC36jC7rhXh/9lA/QyA6C7jER7Tnj8JFMeN6NnA6NHmWxzkruWZX3fqaLOH6VV3uNGmZ2BPlv/C++Ek8h91JHlbFA0dnQch1xbOwDa8gcpgco8D48eBVyykGpK00oTaKkzhbZt2yInJwcxMTGQy+Wwtzf+xshkMqSkpJQrqIEDB2Lu3Lk4efKk2PKUkpKCmjVrimXyW6rc3NwA5LU83bhxo8C2kpKSxDKFmThxIsaOHSu+Tk1Nhbe3NwIcHOBsoYPkldfUqUDRNQYOOvkEvV0d2BjkgBzotmc+9mfb47pPG452/gRTHjc/PmpMsJa/lC11QM6iuGWacltlr5umR75DnRv/AJDDIFfgYOQ7OFN/AJxzZUCu6WKUAicBLyg1V5pfaqkTqXfeeadAP6SKlN83Kr8PVL64uDgolUr4+/uL5Xbt2gVBEIzii4uLQ8OGDYvcvkqlgkqlqqDoLY+1f9Eqwi2vZtCpnKDISYE64x6e2T4GObYOyFB7iFPJZKg9kORSB1frdIRewWmVTMXcbiORef0+Hp90/Lfui3Hbs4mE0UiP35eKUepEamol/BZWrVoFhUKBxo0bo2bNmggMDERsbCyeffZZsczq1avRuXNnca6/mJgYzJgxA7t370aXLl0AABcuXMCJEyfw3//+t8JjtnT8cpVdhtoDa/uuRLNDM1Av/i8AeQN0uiRfhUvyVaOySa51sK/d+7hbI0yCSK2TuXdyrirMsf6d0/KepM2xdcDtmo0ljsY8FPZ7MsffnSWRvBNQdHQ0OnXqJLYabdq0CV9//TXeeust8Vbe1KlT8cILLyAgIAAdO3bE6tWrcfjwYezbt0/cTmRkJKKjozF8+HDMmzdPHJAzLCysTAOEEpVGupMn1vacg+an9yPw/K9wSr8NdcZd2OTqjMq5JsWj16aX8VfzUfi70UsSRWud+Ne2NMy1zmWCAY7peTNbpDrX5q32YvCPkfIpUSL13HPPYeLEiQgPDy/RRrOysrB06VI4ODhg+PDhxZYNDg7GsmXLcPPmTRgMBgQGBmL+/PkYNerf3qSDBw+GVqvFxx9/jI8//hhBQUFYv349IiMjjba1evVqjB07Fq+++ipyc3MRFRWFBQsWcFTzp+CXx0RkMlyq+wwu1X00NIggQJWdBnX6XbgkX0XH3z+AQp8NmSCg8YlvmUhVAF4QKpc517N9ZiLkhrzBodMdaz6lNAH8Y6SsSpRh+Pj4oHXr1ggMDET//v3RunVrhIWFiZ2488dzOnbsGLZu3YpNmzYhMDAQS5Yseeq2P//8c3z++edPLffyyy/j5ZdfLraMRqPBsmXLsGzZspLsFoFfmgolk0GncoZDxn00+ucHKPTZ4lunQ5+TMDAi6/f4FDB6ua2EkZC1K1EiNWfOHIwZMwZfffUVli1bhvfffx8ymQxyuRy2trbiOEwKhQIxMTH46aef0KNHjwoNnMjcKfTZCD+5Ao1PfAu5Ie9pEr1Cif+1mYDzQb0kjo6IyBj/sC6bEiVSWq0WtWrVwrRp0zBt2jRcvnwZR44cwe3bt5GVlQU3NzcEBQWhefPmcLCyx3iJysLj3mm0/2M6XJP+nTIp2cUXezp9hAfVgotZk4io4jBZMr0SJVIhISFYuHAhevbsCQAICAhAQABHbyZ6kk1OJpodXYwGp3+GTBAAAAa5An83GoLjTV7h0AeVgBcKooL4vag4JUqkmjdvjmeffRZ9+vTBggULUKtWrYqOiyoJOxeajlviVfT9dYrRkAcPqgXjj/ZT8NA9ULrAqhAey5WD9Ww5+LuqeCVKpGJjY7Ft2zaMGjUKISEh+PDDD/Hmm29W6sCcVHH4pFP51bmyG633fwAHXd7UDXqFEkebvoZ/Gr4AQa6QODrrx2O3crCeiQoq8bgAzzzzDE6fPo2PPvoI48ePxw8//ICxY8eKA2I+juM2WabiTpI8gRZNk3IdnfdMggE5AORIdKuLnV0/QYrGR+rQqgQem5XD4ur50a11oopWqgGWVCoVpk+fDpVKhffffx/PP/98gTIymQx6vd5kAZJ54C3AonneOga5QQ+DHIj364i9nWYg18ZO6rCsHo/HymGp9WyXlSz+nKNUSxeIxHjurnilSqSuXr2K//u//8O2bdswbNgwTJgwodAWKbJOU6fmzQKeP2Es5cmfhgIAztXvxySqEvDCUDksuZ4f/16mOteWMBKydiVKpHJzc/HJJ5/go48+go+PD/bu3Yt27dpVdGxkph4/uVryidZUnFIfO2E7eUkYifXj8VY5rKGenVNvij8zkaKKVKJEKiwsDPHx8Zg4cSImTpwIW1uOEkt5ynLCtYaT9OOc0m8BAASZjFNRmIi1HSOWxBrqvvbNQwg/uUJ8zT9wqCKVKJGqWbMmNmzYgMBAPsJN9CSFPgcAYJDbwqDgHxnlZQ0XcktkDfUuEwwIP7kCTY8uFsdxu189BA+qh0gcGVmzEiVSe/bsqeg4iKgKs4aLuCWzhvpX6tLQ8fcP4Httn7jsmk9b7O04HYJMLmFkZO1K1dmciMiUrOECbsmspf6V2enos2EINCnXAeTdZj8WMRInGg9nEkUVjokUEUnCWi7ilsqa6j8obqOYROlUztjd6SPc9I6UOCqqKphIUaXjuCYEcER9qVhjfddOOCz+/Fu3L9kniioVEymSBJMpyseEquyerLOn1aE11rFcnwPP28cBAFqHanhQLVjiiMyHNf6+zRETKZIMkyl6HI+HknnaVE6lTa4smVyfg4hjX8MmN2+OywSv5gDngAVg3b93c8NEiiTF1gh6HI+H4pWkXqyx7mSCAXaZSXDMuAt1+t28/zPuwfvGn3BLvCyWu+rXQbogzYg1HgPmjIkUmQW2RtDjqvrxUJX3/XE2OVkIP7EaYad+hF1WSpHlBJkcJ8KHId6vYyVGZ5547FQ+JlJEZJaqWutUVdnPkpAbchF0fhPCTi6GJi2p2LIPqgVhX7v32TcKPIakwkSKiMyatbdOfbEAcMuUOgozIQioE78HzY98CU3KdeTKDQDkEGRy3PRqgTSnWshwrIF0dQ1kqD2Q4VgDKc7e7BdFkmIiRWbD2i+YVHbW2jo1dSoAe6mjqHxKXRo875yAY/odoz5Pzqk3oc64Z1Q2vk4nHGn2BpJd/KQJlugpmEiRWWEyRcWxluPDGvahTAQBgRd/Q+TBT6HSpRZb9LZnE+xo9wp0muaVFJxlq7LHlBlgIkVmx1pbH8g0ynp8lKZ8RR57VfW4ts3OQJfdE+F940CRZXQqZyS6BuBk42G4UTsSiQ6ZvO35FFX1eDInTKTIbFlK64PwqH+GTNADgsD+GmamLMdQRRx7lnAsV6TAi78ZJVGX/bvihncroz5PubZV8D5nOVT1Y8pcMJEiKqdMe3cAgNygh31WEjLt3SSOqGqwpIuIJcVaUVySr4o//9F+Cs4H9ZIuGCvAY8p8MJEiKqdU59riz86pN5lIWbiyXqB4YSuec+pN8efrPm0kjITItJhIEZVTqpOX+LNXwl+469GQt/csVFlvA9LTOaUlAABybeyQaecqcTREpsNEisyaJfSTSnHxFX9uenQJqt87g+u+bZGtdES2rRo5SjWybdXItbWHgIIJlkFh++/7Mnllhk6PMIGqeOqM+wCAdMca/EODrAoTKTJ75p5M3fRqgcsBUfCN3wYA8L2+H77X95dpWzm2DnkJmNIRN71a4FjEq8hWOZkyXCqEOR9f1kaQKaQOgcik+OcvWYQnkylzuvAZFLbY3XkmNsZ8CK2De7m2ZZujhTrjHlyTrqDh6Z8xMHYAfK/+YaJIiYjI1NgiRRbFnBKoJ12s2wGpHh1QK+EI7HQpUGanwzY7A8qcDCiz02GTm1Xoegp99qNy6VBmZ8A2JwP2mUmQG3LhoH2A6B3vYHv0p7jm266S94iIiJ6GiRSRCeXYOuCaX/tybUOuz0GHP6ah7qVt4jIH7YPyhkYkqVwbO9jmaKHMTpc6FCKTMqtbe+np6ahduzZkMhmOHj0qLu/QoQNkMlmBf3FxcUbrp6Sk4OWXX4abmxucnJzQv39/3L59u7J3gyqJufedKguHjPvouXmkURJ1PqgXx9whi5fmVAsAoM64B4U+W+JoLNvoUVJHQI8zqxapGTNmIDc3t9D3Wrdujblz5xot8/PzM3r93HPP4cyZM1iyZAns7OwwefJkxMTE4OjRo7CxMatdJSqgxt1/ELXjXdhnJgIA9Apb/Nn6v4gL7i1tYEQmkOrkBY97pwEATmm3OAlxGeT/4XhJK2kY9ASzyS7i4uLw5ZdfYt68eXjttdcKvO/i4oKWLVsWuf7Bgwexfft2bN++HVFRUQCAoKAghISEYN26dRg4cGCFxU7SsoaWKZlgQKc9k8UkKt2xBnZ2nYP71etLHBmRaaQ5/zveWovDX2Bvx+nIVjpKGJHlsPTzm7Uzm1t7o0aNwmuvvYagoKAyrb9161a4uLiga9eu4rKgoCCEh4djy5YtpgqTzJSlJ1MOGffhlJZ3GzrRLQDr+v7EJIqsyhX/LuK8lL7X9qHP+pfgmnRF4qiIys8sEqk1a9bg1KlTmDJlSpFl/vjjD6jVatjZ2aF9+/bYt2+f0ftxcXEICgqC7ImB3kJCQgr0pSLrZakJlfOjUZ8BIMGrBbLsXKQLhqgCPHQPxLbo+dA9GhdNk3Idfda/hIDLOySOzPxZ6nmtqpA8kdJqtRg7dixmzpwJZ2fnQsu0b98en3/+ObZt24bvvvsOWq0WXbp0wcGDB8UySUlJcHFxKbCuq6srEhMTi/x8nU6H1NRUo39k+SztpPP4PGSPTzlDZE1u+LTGuj4/4qF7IADAJjcLnXdPQsSxryWOzDIwoTJPkveR+vDDD1GjRg0MGzasyDLTpk0zet2jRw+EhoZixowZ5b5tN2vWrALbB4DLWi2c2EG9gGtZhY+FZI7+Mx74YkHlfV6yqhx1k30DuXIDAOCWuysS7a2rN2m56sbKVam6EQRkyG2wucsY9Nv0Lux0aQCARieWYE/LgdDbKI2KV6m6KYXpX2dhyqtSR2F+0rTSnDclzRSuXbuGefPmYf369UhJSQGQNwRC/v/p6elwdCzYGVGtVqN79+5Ys2aNuMzV1RU3btwoUDYpKQlubm5FxjBx4kSMHTtWfJ2amgpvb28EODjA2cGhzPtmzepaUL188d/K/QvOLbNsdeOkU8DGkNdA7KDXlHk75swa9ymfTDCgzpXd8Er4C3JBX+D9DLUHzob0g1ZdvdD1rbVuat45iXoXfoNzWgLUGfegzrgH25zHL3Z5x/ylgGhosjVATsE5+Ky1bspj9CjLOg9XltQinvqvaJImUvHx8cjOzkb37t0LvNexY0e0aNEChw4dKtG2goODsWvXLgiCYNRPKi4uDg0bNixyPZVKBZVKVfrgiYgEAbVvHkKLvxbA/eGFYouG/fMDTjV4Hn83esnq5090S7yE5n8thM/1/xVbTqdywqGWY3A+sCcnMi6hqVM5/IG5kTSRCg8Px969e42WnTx5EmPGjMGSJUvQrFmzQtfLyMjA5s2bjd6PiYnBjBkzsHv3bnTp0gUAcOHCBZw4cQL//e9/K24niKhKqn7/LJofXgCvW0dKVN4mV4fGJ5ej/rm1OBE+DGcaPAe9Qvn0FS2IY9ptND26BPUubYFMEIzey7WxQ7pjDWSoayBdXQOpGm+cD+oFrUM1iaK1LOwbZb4kTaRcXFzQoUOHQt+LiIhAkyZNsH//fsyZMwd9+vSBn58fbt26hXnz5uHOnTuIjY0Vy0dGRiI6OhrDhw/HvHnzxAE5w8LC0Ldv30raIyKyOoIAO10K1Bn34Jh+B+qMe/BK+At14vcYFXtQLRhHI0YajZcEADKDHkEXfkX9s7FQ6HOg0qWi5eHP0eDMKpwL6Ydb7m6Q2foiw7EGtA7VLCa5ss3OgGPGXajT70KdcQ/VHsQh+PwGKPQ5YpkMtQeONn0NV/06QKd0YqtTGTGJMm9m35va09MT2dnZmDRpEh4+fAi1Wo1WrVphyZIlaN68uVHZ1atXY+zYsXj11VeRm5uLqKgoLFiwgKOaV3F80oVKSyYYUPfiVoSd+gkuyVeLndIk1bk2jjR749E4SYU/CH0wcixONxiEpkeXoO6lrZAJAhzT76LZkUXIlRvE/nEAoHVwxzWfdjje5BVkONYw+b6VR61bR9Hk+FJUv3/2ib5OxnQq57xWt9CB0Nuw60R58Nxl/mSC8ET7axWXmpoKjUaDlJSUIodjqMouabUW28mxok9IifbaMneMbXp0CZocXwoA+K3bl0io3cKUoUmuPHVT2byv/4kWf30Bt8TLxZbLtHfDsSYjEBfcGwaFbYm37/bwIpof+VLsP/RkIpVPr1DidOhzONl4GHQqac9F7g8voPnhBfC+ebDYcrk2KpxuMBgnGw0xST8wSzpuKkph5y1LPg9XJKmu32yqISIC4KB9gNZ/flLgll2yiy/SHGshw7EGMtQeSFfXQLpjTdyt2Qi5Nnal/pxE93rY9sx8uCZdgWviZSDnBmokJefdItPeg1viZdjmaKHQZ6PRPz8g8OJv+F+bCYiv08lUu1piNrlZiDj6FcJO/QSZYBCXZ6g9kKLxQbq6hlgvGWoP3PVoiCx710qPk0hKTKTI6rFpnIolCAi68CtaHvoMqkfjGgHA/er1cbjFaNyq1bRCPjbJ1R9Jrv4FWl1UulSEn1yBBqdXQaHPhn1mIrruHI94v474s81/K61ztuetY2i/b4bRYLFpTp442vR1XKr7TJG3MYmqGiZSZNWYRFFxnFIT0G7/R/BK+EtclmnvioOR7+BSQLQknaN1KmccbjEaZ0IHovWfn8D3Wt50WHWu7kWt20dxqMXbOB/Uq8JiU2ano8XhLxBybp24TK9Q4niTV/BP2H8spjM8UWVhIkVWiQkUFUehz0bo6dVoeuwr2OT+O3r2xXrdcCDyHejsNBJGlyfdsSa2R82D/5VdaH3gE9hnJkGlS0P7fTNQ99I27Gv3XoEnBMtFEFAnfg9aHZwLdcZ9cfGdGo2wr/37SHbxM91nEVkRJlJkdZhEUVHkhlwEXN6BpkcXwynttrg83bEG9redjBverSSMrhAyGa4EdEWCV3NEHvwUgRd/AwB43TqCAWsG4kjTN3C64eDy3WYTBNS6fQzN/1oAj3tnxMU5tg74q/mbOFu/P2/jERWDiRQRWSybnEz4XfsD6ox7UGanwzY7A8qcjLz/s9OhzMn73/bR/za5OqP1BZkMZ+sPwF/N30SOrfk+BaWz0+D3jtNwuW402u6fCcf0O7DJ1SHy0Geoe3k7/mg/BYludYvdhm2OFn7xe6FJuZ43/lPGPagz7sIx/a5RqxwA3PBuhf1tJyHdsWZF7haRVWAiRUQWR27IRdD5TYg49hUctA/LtI0b3q3wV/M38dA90MTRVZwb3q0QO+AXNPvrS4Se/QUyQUD1+2fRd90LOBE+HCcbDyvQh0muz0FI3Ho0Ob4U9pmJxW4/0a0u/mr+Jq57t+bgmRJjy7rlYCJFVoUnHyv3qB9P8yNfQpNy/enFZXJkK9XIsVWL/2c4VMfZ0AEV9jReRcuxdcCB1uNwuW402v8xHS7JVyE36BFx/Bv4x+/GoRZv4YZ3K8ggwP/KLjQ7ssjoyTvjbdkjQ10DaY6euFT3GVyqF8PbeGaA5zHLwkSKiMyO3JBb4Pacg/YBwv75EdXvnzUqG+/XEZfqPoNslROybdXIUarF/3Ns7K22ZeVujTCs7bcSjY8vQ/jfKyA36OGadAUx297Cbc8msM3RotqDOKN1rtTpjAtBPZHuWBPp6hrIVjpabf1YIiZQlomJFBFVOplgQN1L2+B39XeodKmP+jA9Spyy04udkiXfbc8m+Kv5m7hbI6wSIjZPeoUSR5u9jnj/zmi7/yOxs7jn7eNG5W7VaorDzUfhvkeoFGFSCTCJslxMpIio8ggCfG78ieZ/LXjqFCxFSXSri8PNR+U9YcfWFADAQ/dAbHh2RYHbng/dA3G4+SjcrN2SdUVUQZhIEVGlqHH3HzQ/vACed04UeC+vL5Pjv/2ZbNXIVjrm3aZTOoqvk9wCcM23HfvxFEYmQ7x/Z1zzaw+/q79Dr1Diuk8b1hVRBWMiRWQGHn/SyjZHK2EkhZMZ9P8OJfBoiIFCb78JAmz0ugJDEahTzyLwymGjover1xdvzeUqVGwxMRGD3AZX/LtIHQZRlcFEisgMpDl6ij87pd2SMJJ/aVKuo+nRJfC5/r9yJ3e5cgOAvJaRFI0P/mr+JuL9OjJ5IiKLx0SKrMrUqZbZafPxqT6c0xIkjARwyLiPiOPfIDhuA2SCwWTb1TpUw7GIVxEX9CwEucJk2yUikhITKSIzkOpcW/zZ/8ou3PBuhes+bSo1BqUuDeF/f4cGp382GgE8y06DFI2vUV+lHKUaeoUSAgq2KOltVGLZ/KEI7jnbQHAI5YS3RGR1mEgRmYFMO1ekaLyhSbkB+8xEPLPtbSS5+kOncv43IVE6IsfWwSSdh21ys4z7MeVkQJNyHcrsDLFMjq0DTjYagtMNB5d7+pREey3cMplEEZH1YSJFZA5kMvzWbRHa7fsQtRPyOmW7Jl2RJBS9whZn6w/AifBhyLJ3lSQGoqrEErsj0L+YSBGZiXQnT2zpthCBF39D4xPfwjH9TokGpjQFQSaHTuWEaz7tcCziVaQ7eT59JSIqMyZP1oOJFJE5kclwIbAHLgT2AJA34Wz+EAL5ww+YQq5C9e84TbZq5NrY8Qk6ohJgAkRPYiJFZMYMCltkKVyQZecidShEVR6TKCoMh7wlq1Pak52lDplARJWD5wgqDlukyCqV5aRXknV4MiWqGvhdp5JiixQRERFRGTGRIioF/pVKRESPYyJFRET0GP7BRKXBRIqolNjxlIiI8jGRIiojJlNE1offayotJlJEREREZcREiqgc+NcrkfXg95nKguNIERFRlcYEisqDLVJERFRlMYmi8mIiRURERFRGTKSIiIiIysisEqn09HTUrl0bMpkMR48eNXpv2bJlCAwMhJ2dHRo1aoTNmzcXWD8lJQUvv/wy3Nzc4OTkhP79++P27duVFT4REZmB/LHennbbjrf1yBTMKpGaMWMGcnNzCyxftWoVRowYgeeeew5bt25FZGQk+vTpg0OHDhmVe+6557Bjxw4sWbIEP/30E86fP4+YmJhCt0lkKjwZE5kPfh+psskEQRCkDgIA4uLi0LRpU8ybNw+vvfYajhw5gqZNmwIAgoKCEBERgZUrV4rlW7VqBRcXF2zZsgUAcPDgQbRq1Qrbt29HVFQUAOD8+fMICQnBqlWrMHDgwBLFkZqaCo1Gg5SUFDg7O5t4Ly3fJa0WdR0cpA7DLI2erYVbJuumMIn2rJuisG6KVtq6KSqJKmy5JSdcPA8XTqrrt9m0SI0aNQqvvfYagoKCjJZfuXIFFy5cKJAIDRo0CLt374ZOpwMAbN26FS4uLujatatYJigoCOHh4WKyRVSRRo+SOgIiKszjt/k4xROZmlkkUmvWrMGpU6cwZcqUAu/FxcUBAIKDg42Wh4SEIDs7G/Hx8WK5oKAgyGSyAuXyt1EYnU6H1NRUo39EZcWTNJH54neTKoLkA3JqtVqMHTsWM2fOLLQpLikpCQDg4uJitNzV1RUAkJiYKJZ7skx+ufwyhZk1axamTZtWYPllrRZONpJXj9m5lpUldQhm6/G6+c944IsFEgZjZpJVPG6KwropWmnr5pK2ggIxMzwPFy5NK80BIHmm8OGHH6JGjRoYNmyYJJ8/ceJEjB07VnydmpoKb29vBDg4wJn3oAvFe/NFe7xuvvhv3v/m8Ffw47c1pMJ+QEUzl7oxxxbVktaNucVd0XgeLihVogfLJE2krl27hnnz5mH9+vVISUkBkDcEQv7/6enpYstTSkoKatasKa6b31Ll5uYGIK/l6caNGwU+IykpSSxTGJVKBZVKZZodIipESU/wFXUheHy75pBQkXmy1GPCUuMm6yFpIhUfH4/s7Gx07969wHsdO3ZEixYtxCf18vtA5YuLi4NSqYS/vz+AvD5Uu3btgiAIRv2k4uLi0LBhwwreEyLzU9wFxhxbHkgalnwcWHLsZD0k7WweHh6OvXv3Gv377LPPAABLlizBokWL4O/vj8DAQMTGxhqtu3r1anTu3BlKpRIAEBMTg6SkJOzevVssc+HCBZw4cQLdunWrvJ0iMgMlucAwmaraivr9W8IxwWOXzImkLVIuLi7o0KFDoe9FRESgSZMmAICpU6fihRdeQEBAADp27IjVq1fj8OHD2Ldvn1g+MjIS0dHRGD58OObNmwc7OztMnjwZYWFh6Nu3b2XsDpFF4kWp6inriN9SHCdPHp88VsncSN7ZvCQGDx4MrVaLjz/+GB9//DGCgoKwfv16REZGGpVbvXo1xo4di1dffRW5ubmIiorCggULYMOn74iKxak0LFNpk+Dy/h6l6mPH44/MmdmMbG4uOLJ58TiibtHKWzemulhUxEWnvNvk6N1FK0/dlKalxtTHRWUkN4n2WnzxXx43T+J5uHBVfmRzoqqOf3VTaTx5vBR3O84ck+uS4GwBZAmYSBGZEVPdeqGqyZr6E1ly7FS1sPMQkZkpSwsCLzrlZ04drMvLEmPOZ8mxU9XEFikiM1SaZIoXnvJ72phbVDhL7HdFZGpskSIyY8U9JcWLTvlZYh2aW8wlfZKvuFuO5rZPRKXBRIrIAvBCY1qWWp/mHHdpBvh8PPky530iKgkmUkQkCY5JVHKWEjP79lFVxESKiCqdFBMpl2f7Uk72zGSDyLwxkSKiSlPZEylXxPYqKrGxpqELiKoSJlJEVGHyk4FLWqBuCQZitoTkoSKTHUvYfyIyxuEPiIiIiMqIiRQRPVVZWkrYukJEVQETKSIqkdIkRkyiSm70KNYXkSVjIkVEJlPVxgXi3IhExM7mRGQSTApKjnVFZD3YIkVEJVbUKNVVOTEo7f5X5boiskZMpIioVDjWUeFKMtcc64vI+vDWHhGVGhOCwrFeiKoetkgRERERlRETKSIiIqIyYiJFREREVEZMpIiIiIjKiIkUERERURkxkSIiIiIqIyZSRERERGXERIqIiIiojDggJxERVQl6vR45OTlSh1Fuep0OWfKq1w5ia2sLhUIhdRgFMJEiIiKrJggC7ty5g+TkZKlDMYkcgwHxVTCRAgAXFxfUrFkTMplM6lBETKSIiMiq5SdRHh4ecHBwMKuLcFno9HqozLBlpiIJggCtVot79+4BADw9PSWO6F9MpIiIyGrp9XoxiXJ3d5c6HNPQ62FXxRIpALC3twcA3Lt3Dx4eHmZzm69qtg0SEVGVkN8nysHBQeJIyBTyf4/m1NeNiRQREVk9S7+dR3nM8ffIRIqIiIiojCRPpLZs2YL27dujevXqUKlU8Pf3x9ixY5GSkiKWGTp0KGQyWYF/27ZtM9pWdnY2xo0bh5o1a0KtVqNr1644f/58Ze8SERERVRGSJ1KJiYlo0aIFlixZgu3bt2Ps2LH4/vvvMWDAAKNy/v7+OHjwoNG/yMhIozKjR4/GN998g5kzZ2LdunXQ6XTo3LmzUVJGRERkaR5vRLC3sSm0cWHFihVl3n6HDh3Qo0ePUq/n5+eHN998s8yfaw0kf2rvP//5j9HrDh06QKVS4dVXX8WtW7dQq1YtAHm99Vu2bFnkdm7evImlS5di0aJFGD58OACgWbNm8PHxwVdffYXx48dX3E4QERFVoIMHD4o/6/R6dGjTBqNGjcLzzz8vLg8ICCjz9hctWlSmp+DWr18PV1fXMn+uNZA8kSpM/iOq2dnZJV5nx44dMBgMRi1Zbm5uiIqKwpYtW5hIERGRxXq8ISFLrwcA+Pj4FNvAkJmZKQ4Z8DT169cvU1yNGzcu03rWRPJbe/n0ej2ysrJw/PhxTJ8+Hb169YKfn5/4/qVLl6DRaKBUKhEREYENGzYYrR8XFwcPD48CmXFISAji4uIqYQ+IiIikMXXqVDg6OuKvv/5CZGQk7Ozs8OWXXwIAJkyYgIYNG8LR0RFeXl4YPHgwbt++bbT+k7f28rd36tQptGnTBg4ODmjQoAG2b99utN6Tt/aGDh2KBg0a4Pfff0fjxo2hVqvRvHlzHDt2zGi9lJQU/Oc//4GTkxM8PDwwadIkzJs3zyyfynsas2mR8vX1RUJCAgDgmWeewcqVK8X3GjdujGbNmiE0NBTJyclYvHgx+vTpg9jYWPTv3x8AkJSUBBcXlwLbdXV1RWJiYpGfq9PpoNPpxNepqakm2iMiIjJHggBotVJHATg4AKbMG7Kzs/H8889jzJgxmDlzpnh35969e5g0aRJq1aqF+/fvY968eWjfvj3Onj0LG5ui04CcnBy88MILGD16NN5//33Mnj0b/fr1w7Vr14od3PTOnTsYPXo0JkyYAI1Gg4kTJ6JPnz64fPkybG1tAQDDhg3Dnj178Mknn8DX1xfffPNNgWTLUphNIrVlyxZkZGTgzJkz+PDDD9GzZ0/s3LkTCoUCb731llHZXr16oVWrVpgyZYqYSJXVrFmzMG3atALLL2u1cCrmAKuqrmVlSR2C2WLdFI11UzTWTdFMUTd6nQ45BgN0ej3w6JZYRgZQTSP9qNgPUvRQq0u/XrYgAMibcy//Nl+uwYCcnBx8MGMGBgwcKJbN0uux6JtvxNd6vR6NmzdHXV9fbNu5E12iogAABkGAQRCMtpednY3pH32EZ7p1AwD41a2L4Lp1sem33zD4hRcAAAKA3MfW0wsCEhMTsWPPHtQPDQUAzLWzQ3SXLth34ABat2mDc2fPYv369Vi2YgWef9RPukPXrmj0qHz+tgqj0+uRYzDgWmYmFAaD0XtpEmXHZpMphIWFAQAiIyPRrFkzhIeHY/369YUmSnK5HP369cP48ePFe8Curq6FPp2XlJQENze3Ij934sSJGDt2rPg6NTUV3t7eCHBwgDNHwi1UXdZLkVg3RWPdFI11U7Ty1k2WXI54uRwqhUKcVkUvfQ4FALBTKGBXllgeJRq2crm4TzaPJjHu07Nngeljtm7dihkzZuDMmTNGd12uXr4slpXLZJDLZEbbk8vl6BYdDeWjZUEBAbC3t8fdW7fEcjIANo+tp5DJUKtWLTR5dE0HgPCGDQEA92/fhp1CgX+OHwcA9Ovd+99YFQr06tkTn376afHT3ygUsJXL4WtvDzs7O6O3UnNzS1B5pmc2idTjwsLCYGtri0uXLpV4neDgYNy9exdJSUlG/aTi4uIQHBxc5HoqlQoqlapc8RIRkeVwcADS06WOIi8O027PAY6OjkbLjhw5gl69euHZZ5/FhAkT4OHhAZlMhpYtWyLrKS1+9vb2UCqVRsuUSuVT13uym03+NvLXu337NmxtbaHRaIzKeXh4FLtdc2WWidThw4eRk5MDf3//Qt83GAyIjY1FaGio+ERCVFQU5HI51q5di1deeQVAXmvUjh078P7771da7EREZN5kMpTplpq5K6yj9vr166HRaPDLL79A/qjV6tq1a5UdmhFPT0/k5OQgJSXFKJm6d++ehFGVneSJVN++fdG0aVOEhYXB3t4ef//9N+bMmYOwsDD07t0b165dw5AhQzB48GDUrVsXSUlJWLx4MY4ePYq1a9eK26lduzZeeeUVjBs3DgqFAl5eXpg5cyY0Gg1Gjhwp4R4SERFJIzMzE7a2tkZJ1k8//SRhREDTpk0BABs3bsRLL70EIK+B5Ndff5UyrDKTPJFq3rw5Vq9ejY8//hgGgwF+fn4YMWIE3n33XSiVSjg5OUGj0eDDDz/EvXv3oFQq0bRpU2zduhXR0dFG2/r888/h6OiICRMmIC0tDa1bt8auXbsKNB8SERFVBV27dsX8+fMxatQo9OnTBwcPHsQPP/wgaUyhoaHo06cPRo8eDa1WC19fX3z99dfIzMzk8AdlMWHCBEyYMKHI993c3LBx48YSbUulUmHu3LmYO3euqcIjIiKyWN26dcPs2bOxYMECLF++HK1bt8bmzZsRGBgoaVzffvst3nzzTbz77ruws7PDkCFD0KBBAyxcuFDSuMpCJgiPnqMkAHlP7Wk0GqSkpMDZ2VnqcMzOJa2WTxgVgXVTNNZN0Vg3RTNF3WRlZSE+Ph516tQp8JSXpcrS64t/ss1CtWvXDgqFAnv37i2yTHG/T6mu35K3SBEREVHVsnbtWly/fh0NGzaEVqvFypUrsX//fqxfv17q0EqNiRQRERFVKkdHR/zwww+4ePEisrOzERwcjB9//BG9e/eWOrRSYyJFRERElSo6OrrAA2OWymwmLSYiIiKyNEykiIiIiMqIiRQRERFRGTGRIiIiIiojJlJEREREZcREioiIiKiMmEgRERGZOZlMJv6zt7Exep3/b8WKFeX6jJMnT2Lq1KnQarWmCbqK4DhSREREZu7gwYPizzq9Hh3atMGoUaPw/PPPi8sDAgLK9RknT57EtGnT8Oabb8KB0xaVGBMpIiIiM9eyZUvx5yy9HgDg4+NjtJykwVt7REREVmDFihUICwuDnZ0dvLy8MHnyZOgfJV0AkJycjBEjRsDLywt2dnbw9vbGoEGDxHWHDRsGAKhevTpkMhn8/Pyk2A2LwxYpIiIiC/fpp59i/PjxGDNmDObNm4dz586JidTHH38MABg7diy2bt2Kjz/+GH5+frh9+za2bt0KAOjevTvee+89fPjhh9i2bRs0Gg1UKpWUu2QxmEgREVHVIgiAOXSodnAAZLJybyYtLQ0ffPABxo8fj5kzZwIAunbtCqVSibFjx2LcuHFwd3fHX3/9heeffx5DhgwR181vkapevbrYxyoiIgLVqlUrd1xVBRMpIiKqWrRawNFR6iiA9HRArS73Zg4cOID09HQMGDAAubm54vIuXbogMzMTp0+fRvv27dGkSROsWLECnp6eeOaZZ9CgQYNyfzaxjxQREZFFe/DgAQCgSZMmsLW1Ff/Vq1cPAHDjxg0AwIIFC/Diiy9i3rx5aNiwIXx8fLB48WLJ4rYWbJEiIqKqxcEhrzVIaiYaYsDNzQ0AsG7dOnh7exd4v06dOgAAjUaD+fPnY/78+Th16hQ+//xzvPHGG2jQoAHatm1rkliqIiZSRERUtchkJrmlZi4iIyPh4OCAmzdvok+fPiVap2HDhvjss8+wbNkynDt3Dm3btoVSqQQAZGVlVWS4VoeJFBERkQVzcXHB9OnTMX78eNy8eRMdOnSAQqHAlStXsHHjRqxduxYODg5o3bo1+vTpgwYNGkChUOD777+HUqkUW6NCQkIAAF9++SV69+4NBwcHNGzYUMpdswhMpIiIiCzcO++8Ay8vL3z66adYsGABbG1tERAQgB49eogtTa1bt8b333+P+Ph4yOVyNGzYEL/++quYQDVu3BhTp07F0qVL8cknn8Db2xtXr16VcK8sg0wQBEHqIMxJamoqNBoNUlJS4OzsLHU4ZueSVou6nDqgUKyborFuisa6KZop6iYrKwvx8fGoU6cO7OzsTBSZtLL0etgpFFKHIYnifp9SXb/51B4RERFRGTGRIiIiIiojJlJEREREZcREioiIiKiMmEgRERERlRETKSIisnp8QN06mOPvkYkUERFZLVtbWwCAVquVOBIyhfzfY/7v1RxwQE4iIrJaCoUCLi4uuHfvHgDAwcEBMplM4qjKR6fXA1VsHClBEKDVanHv3j24uLhAYUb7z0SKiIisWs2aNQFATKYsXY7BAFt51byh5OLiIv4+zQUTKSIismoymQyenp7w8PBATk6O1OGU27XMTPja20sdRqWztbU1q5aofJInUlu2bMHs2bNx9uxZpKamwsvLC71798YHH3wAjUYjlvv111/x3nvv4fz58/Dx8cHEiRMxbNgwo21lZ2dj8uTJ+OGHH5CWloZWrVph4cKFCAoKquzdIiIiM6NQKMzyQlxaCoPBaqa7sQaStw0mJiaiRYsWWLJkCbZv346xY8fi+++/x4ABA8Qy//vf/9CnTx9ERkZi69ateO655/Dyyy9jzZo1RtsaPXo0vvnmG8ycORPr1q2DTqdD586dkZKSUtm7RURERFWAWU5a/M033+DVV19FQkICatWqhejoaKSnp+PPP/8Uyzz//PM4efIkzp49CwC4efMm/Pz8sGjRIrz66qsA8pI0Hx8fTJkyBePHjy/RZ3PS4uJxgtWisW6KxropGuumaKybwrFeCsdJix/j7u4OIO9WnU6nw969e41aqABg0KBBOHfuHK5evQoA2LFjBwwGg1E5Nzc3REVFYcuWLZUWOxEREVUdZpNI6fV6ZGVl4fjx45g+fTp69eoFPz8/XL58GTk5OQgODjYqHxISAgCIi4sT//fw8ICrq2uBcvlliIiIiExJ8s7m+Xx9fZGQkAAAeOaZZ7By5UoAQFJSEoC8Rx4fl58wJSYmiuWeLJNfLr9MYXQ6HXQ6nfg6vz9Vampq2XbEyqVptUjNzZU6DLPEuika66ZorJuisW4Kx3opXP51u7J7LJlNIrVlyxZkZGTgzJkz+PDDD9GzZ0/s3Lmzwj931qxZmDZtWoHl3t7eFf7ZREREZFoPHz40euq/oplNIhUWFgYAiIyMRLNmzRAeHo7169ejfv36AFDgybv8lio3NzcAeS1PhT2dl5SUJJYpzMSJEzF27FjxdXJyMnx9fXH9+vVK/UVYgtTUVHh7e+PGjRvsiP8E1k3RWDdFY90UjXVTONZL0VJSUuDj41PsNb8imE0i9biwsDDY2tri0qVL6NmzJ2xtbREXF4fo6GixTH6/p/y+U8HBwbh79y6SkpKM+knFxcUV6F/1OJVKBZVKVWC5RqPhQVoEZ2dn1k0RWDdFY90UjXVTNNZN4VgvRZNX8qjvZtPZ/HGHDx9GTk4O/P39oVKp0LFjxwJjRq1evRohISHw8/MDAERFRUEul2Pt2rVimaSkJOzYsQPdunWrzPCJiIioipC8Rapv375o2rQpwsLCYG9vj7///htz5sxBWFgYevfuDQB4//330aFDB7zxxhsYOHAg9u7di5UrV2L16tXidmrXro1XXnkF48aNg0KhgJeXF2bOnAmNRoORI0dKtHdERERkzSRPpJo3b47Vq1fj448/hsFggJ+fH0aMGIF3330XSqUSANCmTRusW7cO7733HpYtWwYfHx8sXbq0wNhSn3/+ORwdHTFhwgSkpaWhdevW2LVrV6n6OqlUKnzwwQeF3u6r6lg3RWPdFI11UzTWTdFYN4VjvRRNqroxy5HNiYiIiCyBWfaRIiIiIrIETKSIiIiIyoiJFBEREVEZVYlEatOmTWjRogWcnJzg6emJgQMH4sqVKwXKLVu2DIGBgbCzs0OjRo2wefPmAmVSUlLw8ssvw83NDU5OTujfvz9u375dGbtRIUpSNx06dIBMJivw78k5DK2pbjZv3owmTZpApVLB29sbH3zwAfR6fYFyv/76Kxo1agQ7OzsEBgZi+fLlBcpkZ2dj3LhxqFmzJtRqNbp27Yrz589Xxm5UiJLUzdChQws9ZrZt22ZUzpLr5tKlS3jttdcQHh4OGxsbNGjQoNBypjyvHDhwAJGRkbC3t4evry9mz55d6dNhlISp6ubq1auFHkctW7YssC1rqpvVq1ejX79+qF27NmQyGebOnVvotqricVOSuqn040awcnv37hXkcrkwdOhQYefOncKqVauEwMBAISAgQNBqtWK5n3/+WZDJZMJ7770n7NmzRxg5cqRgY2MjHDx40Gh70dHRQu3atYXVq1cLGzduFBo0aCA0atRIyMnJqexdK7eS1k379u2F1q1bCwcPHjT6l5mZabQ9a6mbgwcPCnK5XHjhhReEbdu2CfPmzRPs7e2Fd955x6jc/v37BYVCIYwcOVLYs2eP8N577wkymUyIjY01Kjdy5EhBo9EIy5YtE7Zt2ya0bdtW8PLyEpKTkytzt0yipHUzZMgQwd/fv8Ax8+Q+W3LdbNiwQahdu7bQr18/oWHDhkJoaGiBMqY8r1y8eFFwdHQU+vTpI+zatUv49NNPBaVSKcyZM6fC97W0TFU38fHxAgBh5syZRsfR6dOnjbZlbXXTv39/ITw8XBg5cqQAoMj9qIrHTUnqprKPG6tPpEaOHCnUqVNHMBgM4rI9e/YIAIR9+/aJywIDA4XBgwcbrRsZGSnExMSIrw8cOCAAELZv3y4ui4uLE2QymbB69eoK3IuKUdK6ad++vdC9e/dit2VNdRMdHS00adLEaNncuXMFW1tb4c6dO+KyqKgooVWrVkblBg8eLISEhIivb9y4ISgUCuGrr74Slz18+FBQq9XC7NmzK2gPKk5J62bIkCGFngQfZ+l1o9frxZ+L2l9TnldeffVVwdfXV9DpdOKyiRMnCi4uLkJWVpZJ9slUTFU3+RfEJ/84eZK11c3jZYpKFqrqcVOSuqns48bqb+3l5OTAyckJMplMXJY/rpTwqPnuypUruHDhAgYOHGi07qBBg7B7927odDoAwNatW+Hi4oKuXbuKZYKCghAeHo4tW7ZU9K6YXEnqpqSsqW5OnDiBqKgoo2XR0dHIycnB9u3bAQA6nQ579+4tMJbZoEGDcO7cOVy9ehUAsGPHDhgMBqNybm5uiIqKsrh6AUpWNyVl6XXztGkoTH1e2bp1K3r37i2Or5e/reTkZBw8eNAUu2QypqqbkrKmuilpmap43JS0TEmZqm6sPpEaOnQozp49i0WLFiElJQVXrlzBpEmT0LhxY7Ru3RpAwXn78oWEhCA7Oxvx8fFiuaCgIKPEI7/ck/2FLEFJ6ibfH3/8AbVaDTs7O7Rv3x779u0zet+a6iYrK6vAgG75r8+dOwcAuHz5MnJycgo9ZoB/j6m4uDh4eHgYzf+YX87S6gUoWd3ku3TpEjQaDZRKJSIiIrBhwwaj962tbp5kyvNKRkYGbty4UWBbwcHBhfZXNHclrZt8r7/+OhQKBTw8PDBixAgkJiaK71lb3ZRUVTxuSquyjhurT6Tatm2L9evXY8KECXBxcUFAQADu3r2LrVu3QqFQAMibkw8AXFxcjNbNP8HnV35SUlKBMvnlHv8FWYqS1A0AtG/fHp9//jm2bduG7777DlqtFl26dDHK2K2pburVq4e//vrLaNmhQ4cAGB8LQNU7ZkpSNwDQuHFjzJs3Dxs3bsQvv/yCatWqoU+fPkZzZlpb3TzJlMdIcnJyodtSKpVwcHCwuPoqad2oVCq8/vrrWLp0Kfbs2YN3330Xv/zyCzp37oycnBwA1lc3JVUVj5uSquzjRvIpYiragQMH8OKLL2LEiBHo0aMHHj58iBkzZqB79+7Yv38/7O3tpQ5RMiWtm2nTphmt16NHD4SGhmLGjBkWcQumtN544w28/PLL+Pzzz/Hiiy/i7NmzmDx5MhQKRYG//qqaktbNW2+9ZbRer1690KpVK0yZMgX9+/ev7LDJQnl6emLRokXi6/bt2yM0NBQ9evTA+vXrC9waJAIq/7ix+hap0aNHo1OnTpg3bx46duyI/v3747fffsPx48fxww8/APj3r6CUlBSjdfP/anJzcxPLPVkmv1x+GUtSkropjFqtRvfu3XHs2DFxmTXVzdChQ/H222/j3Xffhbu7Ozp37ozXXnsNbm5u8PT0BFB1j5mS1E1h5HI5+vXrh3PnziEzMxOA9dXNk0x5jOT/1fxkuezsbGi1Wourr5LWTWG6desGtVotnn+srW5KqioeN+VRkceN1SdSZ8+eRXh4uNGy2rVro1q1arh8+TKAf+/TP3lPNC4uDkqlEv7+/mK58+fPF+iIHRcXV+A+qyUoSd2UlDXVjVwux2effYYHDx7g77//xt27dzFixAjcv39fHIckICAAtra2hR4zwL/HVHBwMO7evSteIB4vZ2n1ApSsbkrK2urmSaY8r6jVanh7exfYVv56llZfJa2bkrC2uimpqnjcmJIp68bqEylfX18cP37caNm1a9fw4MED+Pn5AQD8/f0RGBiI2NhYo3KrV69G586dxR79MTExSEpKwu7du8UyFy5cwIkTJ9CtW7eK3ZEKUJK6KUxGRgY2b96MZs2aicusrW6AvCcYw8LC4OLiggULFqBOnTro0qULgLx78B07djTq8wPkHTMhISFi/UVFRUEul2Pt2rVimaSkJOzYscNi6wUovm4KYzAYEBsbi9DQUPGWsbXWTT5Tn1diYmKwceNGsY9H/rZcXFzQqlWrCt4b0ypp3RRm8+bNyMjIKHD+sZa6KamqeNyUR4UeNyUeKMFCzZ8/XwAgjB49Whx0skGDBkKNGjWEBw8eiOVWrlwpyGQyYcqUKcLevXuF1157TbCxsREOHDhgtL3o6GjB29tb+OWXX4RNmzYJDRs2tMhBJwWhZHWzb98+oWfPnsK3334r7NmzR/jxxx+Fxo0bC0qlUjh8+LDR9qylbg4fPix88sknwo4dO4SNGzcKL7/8sqBUKoXdu3cblcsfkPP1118X9u7dK0yZMkWQyWTCL7/8YlRu5MiRgouLi/Dtt98K27dvF9q3b28xg04+qSR1c/XqVaF9+/bCkiVLhF27dgmxsbFCp06dBJlMJqxbt85oe5ZcNxkZGUJsbKwQGxsrdOjQQfD29hZf37t3TxAE055XLl68KKjVaqFfv37C7t27hfnz55vtwIqmqpuxY8cK7777rrBmzRph165dwsyZMwUnJyehadOmVl03Z86cEZcBEF566SUhNjZW2LJli9G2quJxU5K6qezjxuoTKYPBICxevFgICwsT1Gq1ULNmTaFPnz7CuXPnCpRdunSpULduXUGpVAoNGzYUfv311wJlkpOTheHDhwsuLi6Co6Oj0LdvXyEhIaEydsXkSlI3Fy9eFKKjo4WaNWsKtra2gouLi9CtW7cCSZQgWE/dnDhxQmjRooXg6OgoODo6Cp07dy5w4cu3ceNGoWHDhoJSqRTq1q0rLFu2rECZrKws4Z133hE8PDwEe3t7oUuXLoUef5agJHXz8OFDoVevXkLt2rUFpVIpODo6Ch06dBC2bdtWYHuWXDf5g/4V9m/v3r1iOVOeV/7880+hRYsWgkqlEmrXri3MmjXLaEBdc2Gqulm6dKnQpEkTwdnZWbCxsRF8fX2Ft99+W0hJSSnwmdZUNx988EGh7/v6+hptqyoeNyWpm8o+bmSCYIYT7hARERFZAKvvI0VERERUUZhIEREREZUREykiIiKiMmIiRURERFRGTKSIiIiIyoiJFBEREVEZMZEiIiIiKiMmUkRERERlxESKiCzGM888g3r16kGn0xktP3bsGGxsbLBw4UJx2W+//YbatWsjOzu73J/7008/ISQkBHq9vtzbIiLrwkSKiCzGl19+iZs3b2LmzJniMr1ej5EjR6JJkyZ44403AACCIGDy5MkYM2ZMsRPgltSgQYOg0+nw/fffl3tbRGRdmEgRkcUICAjApEmT8PHHH+P8+fMAgAULFuDkyZP46quvIJfnndJ+//13nD59Gi+99JJJPlehUGDo0KH44osvTLI9IrIeTKSIyKL897//RZ06dfD666/jxo0beP/99zFq1Cg0btxYLPPdd9+hffv2qF69urjs999/h0wmw/bt2zFw4EA4OjrCx8cHK1euBAB88cUX8PHxgZubG1555ZUCtw8HDBiAkydP4u+//66cHSUii8BEiogsilKpxOLFi7F37160a9cOLi4umD59ulGZXbt2oXXr1oWu//rrr6NBgwZYv349WrZsiRdffBH//e9/sX37dixZsgTTp0/H999/j3nz5hmtFxISAldXV+zcubPC9o2ILI+N1AEQEZVWx44d0alTJ+zZswc//fQTnJycxPdu376NhIQEhIWFFbrugAEDMGXKFABA8+bNsW7dOvz888+4fPkybG1tAeS1XsXGxmLSpElG64aFheHw4cMVtFdEZInYIkVEFufs2bPYv38/ZDIZfv/9d6P3bt++DQBGt/Ue17VrV/FnjUYDDw8PtGvXTkyiACAwMBA3btwosG61atXE7RMRAUykiMjCCIKA119/HfXq1cPChQuxdOlSHDp0SHw/KysLAKBSqQpd38XFxei1UqksdFn+dh6nUqmQmZlZvh0gIqvCRIqILMqKFSuwf/9+LF68GK+//jpatmyJ119/XRzjyc3NDQCQnJxs8s9OTk6Gu7u7ybdLRJaLiRQRWYyHDx9i3LhxGDJkCNq1aweZTIbFixfj1KlTWLBgAQDAz88PSqUS8fHxJv/8q1evIigoyOTbJSLLxUSKiCzGuHHjAABz5swRlzVq1AijRo3ClClTcOvWLdjZ2SEiIgLHjh0z6WdnZGQgLi4Obdu2Nel2iciyMZEiIouwf/9+rFixArNnz0a1atWM3ps+fTqcnJwwZswYAED//v2xfft2CIJgss/fvn077O3tERMTY7JtEpHlkwmmPNMQEZmB+/fvw9vbGzt27EC7du1Mss0BAwbAyckJ3377rUm2R0TWgYkUEVmlMWPG4Nq1a1i3bl25txUfH4/Q0FCcOnUKAQEBJoiOiKwFb+0RkVWaNGkSwsPDkZ2dXe5tJSQk4Ouvv2YSRUQFsEWKiIiIqIzYIkVERERURkykiIiIiMqIiRQRERFRGTGRIiIiIiojJlJEREREZcREioiIiKiMmEgRERERlRETKSIiIqIy+n+QGRpUYmZvrgAAAABJRU5ErkJggg==\n" - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ "myvis.plot_target(Y=y_train, Y_obs=y_test, base_dir=sub_dir, show=True)" ], "metadata": { "collapsed": false - } + }, + "outputs": [] }, { "cell_type": "markdown", @@ -172,7 +146,6 @@ { "cell_type": "code", "execution_count": 5, - "outputs": [], "source": [ "# Pipeline before CCA\n", "X_pre_processing = Pipeline(\n", @@ -210,7 +183,8 @@ ], "metadata": { "collapsed": false - } + }, + "outputs": [] }, { "cell_type": "markdown", @@ -224,7 +198,6 @@ { "cell_type": "code", "execution_count": 6, - "outputs": [], "source": [ "bel_model.mode = \"mvn\" # How to compute the posterior conditional distribution\n", "# Save original dimensions of both predictor and target\n", @@ -238,7 +211,8 @@ "pycharm": { "name": "#%% Set model parameters\n" } - } + }, + "outputs": [] }, { "cell_type": "markdown", @@ -252,7 +226,6 @@ { "cell_type": "code", "execution_count": 7, - "outputs": [], "source": [ "# Fit BEL model\n", "bel_model.fit(X=X_train, Y=y_train);" @@ -262,7 +235,8 @@ "pycharm": { "name": "#%% Train the model\n" } - } + }, + "outputs": [] }, { "cell_type": "markdown", @@ -286,7 +260,6 @@ { "cell_type": "code", "execution_count": 8, - "outputs": [], "source": [ "%%capture\n", "# The posterior distribution is computed within the method below.\n", @@ -298,7 +271,8 @@ "pycharm": { "name": "#%% Sample for the observation\n" } - } + }, + "outputs": [] }, { "cell_type": "markdown", @@ -312,22 +286,13 @@ { "cell_type": "code", "execution_count": 9, - "outputs": [ - { - "data": { - "text/plain": "
", - "image/png": 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\n" - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ "myvis.plot_posterior(forecast_posterior=forecast_posterior, Y=y_train, Y_obs=y_test, base_dir=sub_dir, show=True)" ], "metadata": { "collapsed": false - } + }, + "outputs": [] } ], "metadata": { diff --git a/skbel/algorithms/statistics.py b/skbel/algorithms/statistics.py index be778c3..04c2017 100644 --- a/skbel/algorithms/statistics.py +++ b/skbel/algorithms/statistics.py @@ -86,15 +86,15 @@ class KDE: """ def __init__( - self, - *, - kernel_type: str = None, - bandwidth: float = None, - grid_search: bool = True, - bandwidth_space: np.array = None, - gridsize: int = 200, - cut: float = 1, - clip: list = None, + self, + *, + kernel_type: str = None, + bandwidth: float = None, + grid_search: bool = True, + bandwidth_space: np.array = None, + gridsize: int = 200, + cut: float = 1, + clip: list = None, ): """Initialize the estimator with its parameters. @@ -130,7 +130,7 @@ def __init__( @staticmethod def _define_support_grid( - x: np.array, bandwidth: float, cut: float, clip: list, gridsize: int + x: np.array, bandwidth: float, cut: float, clip: list, gridsize: int ): """Create the grid of evaluation points depending for vector x. @@ -182,10 +182,10 @@ def _define_support_bivariate(self, x1: np.array, x2: np.array): return grid1, grid2 def define_support( - self, - x1: np.array, - x2: np.array = None, - cache: bool = True, + self, + x1: np.array, + x2: np.array = None, + cache: bool = True, ): """Create the evaluation grid for a given data set. @@ -295,8 +295,8 @@ def __call__(self, x1, x2=None): def _univariate_density( - data_variable: pd.DataFrame, - estimate_kws: dict, + data_variable: pd.DataFrame, + estimate_kws: dict, ): """Estimate the density of a single variable. @@ -324,8 +324,8 @@ def _univariate_density( def _bivariate_density( - data: pd.DataFrame, - estimate_kws: dict, + data: pd.DataFrame, + estimate_kws: dict, ): """Estimate bivariate KDE. @@ -354,13 +354,13 @@ def _bivariate_density( def kde_params( - x: np.array = None, - y: np.array = None, - bw: float = None, - bandwidth_space=None, - gridsize: int = 200, - cut: float = 1, - clip=None, + x: np.array = None, + y: np.array = None, + bw: float = None, + bandwidth_space=None, + gridsize: int = 200, + cut: float = 1, + clip=None, ): """Computes the kernel density estimate (KDE) of one or two data sets. @@ -431,12 +431,12 @@ def _pixel_coordinate(line: list, x_1d: np.array, y_1d: np.array, k: int = None) def _conditional_distribution( - kde_array: np.array, - x_array: np.array, - y_array: np.array, - x: float = None, - y: float = None, - k: int = None, + kde_array: np.array, + x_array: np.array, + y_array: np.array, + x: float = None, + y: float = None, + k: int = None, ): """Compute the conditional posterior distribution p(x_array|y_array) given x or y. Provide only one observation ! Either x or y. Perform a cross- @@ -493,11 +493,11 @@ def _scale_distribution(post: np.array, support: np.array) -> np.array: def posterior_conditional( - X_obs: float = None, - Y_obs: float = None, - dens: np.array = None, - support: np.array = None, - k: int = None, + X_obs: float = None, + Y_obs: float = None, + dens: np.array = None, + support: np.array = None, + k: int = None, ) -> (np.array, np.array): """Computes the posterior distribution p(y|x_obs) or p(x|y_obs) by doing a cross-section of the KDE of (d, h). @@ -537,7 +537,7 @@ def posterior_conditional( def mvn_inference( - X: np.array, Y: np.array, X_obs: np.array, **kwargs + X: np.array, Y: np.array, X_obs: np.array, **kwargs ) -> (np.array, np.array): """Estimates the posterior mean and covariance of the target. Note that in this implementation, n_samples must be = 1. @@ -585,7 +585,7 @@ def mvn_inference( x_ls_predicted = np.matmul(Y, g.T) # noqa x_modeling_mean_error = np.mean(X - x_ls_predicted, axis=0) # (n_comp_CCA, 1) x_modeling_error = ( - X - x_ls_predicted - np.tile(x_modeling_mean_error, (n_training, 1)) + X - x_ls_predicted - np.tile(x_modeling_mean_error, (n_training, 1)) ) # (n_comp_CCA, n_training) @@ -611,7 +611,7 @@ def mvn_inference( y_posterior_covariance = np.linalg.pinv(d11) # (n_comp_CCA, n_comp_CCA) # Computing the posterior mean is simply a linear operation, given precomputed posterior covariance. y_posterior_mean = y_posterior_covariance @ ( - d11 @ y_mean - d12 @ (X_obs[0] - x_modeling_mean_error - y_mean @ g.T) # noqa + d11 @ y_mean - d12 @ (X_obs[0] - x_modeling_mean_error - y_mean @ g.T) # noqa ) # (n_comp_CCA,) return y_posterior_mean, y_posterior_covariance @@ -673,7 +673,7 @@ def cdf_number(x): else: d = np.abs(x - lower_bound) if d > 1e-4: # Check that spacing isn't too small - samples = np.linspace(lower_bound, x, 2 ** 7 + 1) + samples = np.linspace(lower_bound, x, 2**7 + 1) dx = np.abs(samples[1] - samples[0]) y = np.array([pdf_norm(s) for s in samples]) return romb(y, dx) @@ -695,13 +695,13 @@ def cdf_vector(x): def it_sampling( - pdf, - num_samples: int = 1, - lower_bd=-np.inf, - upper_bd=np.inf, - k: int = None, - cdf_y: np.array = None, - return_cdf: bool = False, + pdf, + num_samples: int = 1, + lower_bd=-np.inf, + upper_bd=np.inf, + k: int = None, + cdf_y: np.array = None, + return_cdf: bool = False, ): """Sample from an arbitrary, un-normalized PDF. diff --git a/skbel/bnn/models.py b/skbel/bnn/models.py index c4236fa..b992f5e 100644 --- a/skbel/bnn/models.py +++ b/skbel/bnn/models.py @@ -3,9 +3,9 @@ # EXPERIMENTAL FUNCTIONALITY -- USE AT YOUR OWN RISK import tensorflow as tf +import tensorflow_probability as tfp from sklearn.base import TransformerMixin, MultiOutputMixin, BaseEstimator from tensorflow import keras as tfk -import tensorflow_probability as tfp from skbel.nn_utilities import ( prior_regularize, @@ -377,23 +377,32 @@ def classic_pnn_model(input_shape, output_dim, n_hidden, num_components, learn_r """ # Input block - inputs = Input(shape=input_shape, name="input") # Input layer - x = Dense(n_hidden)(inputs) # Simple dense layer with n_hidden units - x = Activation("relu")(x) # ReLU activation function for non-linearity + inputs = tfk.layers.Input(shape=input_shape, name="input") # Input layer + x = tfk.layers.Dense(n_hidden)(inputs) # Simple dense layer with n_hidden units + x = tfk.layers.Activation("relu")(x) # ReLU activation function for non-linearity # Output block for Mixture Density Network - params_size = tfp.layers.MixtureNormal.params_size(num_components, output_dim) # The number of parameters for + params_size = tfp.layers.MixtureNormal.params_size( + num_components, output_dim + ) # The number of parameters for # the mixture model - output_params = Dense(params_size, activation=None, name="output")(x) # Dense layer to compute the mixture + output_params = tfk.layers.Dense(params_size, activation=None, name="output")( + x + ) # Dense layer to compute the mixture # density network parameters - outputs = tfp.layers.MixtureNormal(num_components, output_dim)(output_params) # MixtureNormal layer defining a + outputs = tfp.layers.MixtureNormal(num_components, output_dim)( + output_params + ) # MixtureNormal layer defining a # mixture of normal distributions for each output variable # Create and compile the model - model_ = Model(inputs=inputs, outputs=outputs) # Define the model - optimizer = tf.keras.optimizers.Adam(learning_rate=learn_r) # Adam optimizer with the specified learning rate - model_.compile(optimizer=optimizer, loss=neg_log_likelihood) # Compile the model with the negative + model_ = tfk.Model(inputs=inputs, outputs=outputs) # Define the model + optimizer = tf.keras.optimizers.Adam( + learning_rate=learn_r + ) # Adam optimizer with the specified learning rate + model_.compile( + optimizer=optimizer, loss=neg_log_likelihood + ) # Compile the model with the negative # log-likelihood loss function return model_ - diff --git a/skbel/learning/bel.py b/skbel/learning/bel.py index dbbcb82..124239f 100644 --- a/skbel/learning/bel.py +++ b/skbel/learning/bel.py @@ -390,7 +390,7 @@ def predict( X_obs=dp.T[comp_n], dens=dens, support=support, - k=2 ** 7 + 1, + k=2**7 + 1, ) hp[np.abs(hp) < 1e-8] = 0 # Set very small values to 0. kind = "pdf" @@ -495,7 +495,7 @@ def random_sample( # Set the seed for later use if self.seed is None: - self.seed = np.random.randint(2 ** 32 - 1, dtype="uint32") + self.seed = np.random.randint(2**32 - 1, dtype="uint32") if X_obs_f is None: X_obs_f = self.X_obs_f @@ -547,7 +547,7 @@ def random_sample( num_samples=self.n_posts, lower_bd=pdf.x.min(), upper_bd=pdf.x.max(), - k=2 ** 7 + 1, + k=2**7 + 1, ) elif ( fun["kind"] == "linear" @@ -571,7 +571,7 @@ def random_sample( num_samples=self.n_posts, lower_bd=pdf.x.min(), upper_bd=pdf.x.max(), - k=2 ** 7 + 1, + k=2**7 + 1, cdf_y=pv, ) elif fun["kind"] == "linear": @@ -648,7 +648,7 @@ def kde_init(self, X_obs_f: np.array, obs_n: int = None): pdf=pdf, lower_bd=pdf.x.min(), upper_bd=pdf.x.max(), - k=2 ** 7 + k=2**7 + 1, # Number of samples. It is a power of 2 + 1 because Romberg integration will be used return_cdf=True, ) diff --git a/skbel/nn_utilities/functions.py b/skbel/nn_utilities/functions.py index fd39d93..86ea085 100644 --- a/skbel/nn_utilities/functions.py +++ b/skbel/nn_utilities/functions.py @@ -2,8 +2,8 @@ import numpy as np import tensorflow as tf -from tensorflow import keras as tfk import tensorflow_probability as tfp +from tensorflow import keras as tfk from tensorflow_probability import distributions as tfd __all__ = [ @@ -49,9 +49,13 @@ def posterior_mean_field(kernel_size, bias_size=0, dtype=None): lambda t: tfd.Independent( tfd.Normal( loc=t[..., :n], - scale=1e-5 + 1e-2 * tf.nn.softplus(c + t[..., n:]), # softplus ensures positivity and avoids numerical instability + scale=1e-5 + + 1e-2 + * tf.nn.softplus( + c + t[..., n:] + ), # softplus ensures positivity and avoids numerical instability ), - reinterpreted_batch_ndims=1, # each weight is independent + reinterpreted_batch_ndims=1, # each weight is independent ) # reinterpreted_batch_ndims=1 means that the last dimension is the event dimension ), ] diff --git a/skbel/probabilities/functions.py b/skbel/probabilities/functions.py index d6255ef..d8032cd 100644 --- a/skbel/probabilities/functions.py +++ b/skbel/probabilities/functions.py @@ -2,8 +2,8 @@ import numpy as np import tensorflow as tf -from tensorflow import keras import tensorflow_probability as tfp +from tensorflow import keras tfd = tfp.distributions diff --git a/skbel/tmaps/transport_map.py b/skbel/tmaps/transport_map.py index 0d4522d..292198b 100644 --- a/skbel/tmaps/transport_map.py +++ b/skbel/tmaps/transport_map.py @@ -5,9 +5,9 @@ import itertools import numpy as np +from loguru import logger from scipy.optimize import minimize, root from sklearn.preprocessing import StandardScaler -from loguru import logger __all__ = ["TransportMap"] @@ -211,7 +211,6 @@ def __init__( self.precalculate() def check_inputs(self): - """This function runs some preliminary checks on the input provided, alerting the user to any possible input errors.""" @@ -264,7 +263,6 @@ def check_inputs(self): ) def reset(self, X: np.array): - """This function is used if the transport map has been initiated with a different set of samples. It resets the standardization variables and the map's coefficients, requiring new optimization. @@ -298,7 +296,6 @@ def reset(self, X: np.array): self.precalculate() def precalculate(self): - """This function pre-calculates matrices of basis function evaluations for the samples provided. @@ -321,7 +318,6 @@ def precalculate(self): def write_basis_function( self, term: list or str, mode: str = "standard", k: int = None ): - """This function assembles a string for a specific term of the map component functions. This can be a polynomial, a Hermite function, a radial basis function, or similar. @@ -603,7 +599,7 @@ def write_basis_function( # Evaluate a naive Hermite function hf_x = np.linspace(-100, 100, 100001) hfeval = self.polyfunc(dummy_coefficients)(hf_x) * np.exp( - -(hf_x ** 2) / 4 + -(hf_x**2) / 4 ) # Scale the polynomial coefficient to normalize its maximum value @@ -760,7 +756,6 @@ def write_basis_function( return string, modifier_log def function_constructor_alternative(self): - """This function assembles the string for the monotone and non-monotone map components, then converts these strings into functions.""" @@ -1308,7 +1303,6 @@ def function_constructor_alternative(self): return def function_derivative_constructor_alternative(self): - """This function is the complement to 'function_constructor_alternative', but instead constructs the derivative of the map's component functions. @@ -1563,7 +1557,6 @@ def function_derivative_constructor_alternative(self): exec("self.der_fun_mon.append(copy.deepcopy(" + funstring + "))") def check_for_special_terms(self): - """This function scans through the user-provided map specifications and seeks if there are any special terms ('RBF', 'iRBF', 'LET', 'RET') among the terms of the map components. @@ -1618,7 +1611,6 @@ def check_for_special_terms(self): self.RBF_counter_m[k, index] += 1 def calculate_special_term_locations(self): - """This function calculates the location and scale parameters for special terms in the transport map definition, specifically RBF (Radial Basis Functions), iRBF (Integrated Radial Basis Functions), and LET/RET @@ -1865,7 +1857,6 @@ def calculate_special_term_locations(self): return def map(self, X: np.array = None): - """This function maps the samples X from the target distribution to the standard multivariate Gaussian reference distribution. If X has not been provided, the samples in storage will be used instead. @@ -1900,7 +1891,6 @@ def s( coeffs_nonmon: np.array = None, coeffs_mon: np.array = None, ): - """This function evaluates the k-th map component. :param x: N-by-D array of the training samples used to optimize the transport map, where N is the number of @@ -1983,7 +1973,6 @@ def integral_argument(x_, y, coeffs_mon_, k_): return result def optimize(self): - """This function optimizes the map's component functions, seeking the coefficients which best map the samples to a standard multivariate Gaussian distribution.""" @@ -2134,7 +2123,6 @@ def optimize(self): p.close() def worker_task_monotone(self, k: int, task_supervisor: list): - """This function provides the optimization task for the k-th map component function to a worker (if parallelization is used), or applies it in sequence (if no parallelization is used). This specific function only becomes active if monotonicity = 'separable monotonicity'. @@ -2360,7 +2348,6 @@ def fun_mon_objective(coeffs_mon_, A_, k_): return coeffs_nonmon, coeffs_mon def worker_task(self, k: int, task_supervisor: list): - """This function provides the optimization task for the k-th map component function to a worker (if parallelization is used), or applies it in sequence (if no parallelization is used). This specific function only becomes active if monotonicity = 'integrated rectifier'. @@ -2467,7 +2454,6 @@ def worker_task(self, k: int, task_supervisor: list): return coeffs_nonmon, coeffs_mon def objective_function(self, coeffs: np.array, k: int, div: int = 0): - """This function evaluates the objective function used in the optimization of the map's component functions. @@ -2499,7 +2485,7 @@ def objective_function(self, coeffs: np.array, k: int, div: int = 0): ) # Check how close these samples are to the origin - objective = 1 / 2 * map_result ** 2 + objective = 1 / 2 * map_result**2 # Second part: How much is the ensemble inflated? @@ -2561,21 +2547,19 @@ def objective_function(self, coeffs: np.array, k: int, div: int = 0): if np.isscalar(self.regularization_lambda): # Add l2 regularization for all coefficients + objective += self.regularization_lambda * np.sum(coeffs_mon**2) objective += self.regularization_lambda * np.sum( - coeffs_mon ** 2 - ) - objective += self.regularization_lambda * np.sum( - coeffs_nonmon ** 2 + coeffs_nonmon**2 ) elif type(self.regularization_lambda) == list: # Add l1 regularization for all coefficients objective += np.sum( - self.regularization_lambda[k][div:] * coeffs_mon ** 2 + self.regularization_lambda[k][div:] * coeffs_mon**2 ) objective += np.sum( - self.regularization_lambda[k][:div] * coeffs_nonmon ** 2 + self.regularization_lambda[k][:div] * coeffs_nonmon**2 ) else: @@ -2597,7 +2581,6 @@ def objective_function(self, coeffs: np.array, k: int, div: int = 0): return objective def objective_function_jacobian(self, coeffs: np.array, k: int, div: int = 0): - """This function evaluates the derivative of the objective function used in the optimization of the map's component functions. @@ -2768,7 +2751,6 @@ def integral_argument_term1_jac(x, coeffs_mon_, k_): return objective def inverse_map(self, Y: np.array, X_precalc: np.array = None): - """This function evaluates the inverse transport map, mapping samples from a multivariate standard Gaussian back to the target distribution. If X_precalc is specified, the map instead evaluates a conditional of @@ -2883,7 +2865,6 @@ def vectorized_root_search_bisection( Yk: np.array, k: int, ): - """This function searches for the roots of the k-th map component through bisection. It is called in the inverse_map function. @@ -2894,6 +2875,7 @@ def vectorized_root_search_bisection( :param k: an integer variable defining what map component is being evaluated. Corresponds to a dimension of sample space. """ + # Function to optimize def f(x): # x is a multivariate vector @@ -2919,7 +2901,6 @@ def gauss_quadrature( verbose=False, full_output=False, ): - """This function implements a Gaussian quadrature numerical integration scheme. It is used if the monotonicity = 'integrated rectifier', for which monotonicity is ensured by integrating a strictly positive @@ -2978,7 +2959,7 @@ def gauss_quadrature( xis = np.polynomial.legendre.legroots(coefs) # Calculate the weights of the integration points - Ws = 2.0 / ((1.0 - xis ** 2) * (LegendreDer(xis) ** 2)) + Ws = 2.0 / ((1.0 - xis**2) * (LegendreDer(xis) ** 2)) # If any of the boundaries is a vector, vectorize the operation if not np.isscalar(a) or not np.isscalar(b): @@ -3134,7 +3115,6 @@ def gauss_quadrature( class Rectifier: def __init__(self, mode: str = "softplus", delta: float = 1e-8): - """This object specifies what function is used to rectify the monotone map component functions if monotonicity = 'integrated rectifier', before the rectifier's output is integrated to yield a monotone @@ -3149,7 +3129,6 @@ def __init__(self, mode: str = "softplus", delta: float = 1e-8): self.delta = delta def evaluate(self, X: np.array) -> np.array: - """This function evaluates the specified rectifier. :param X: an array of function evaluates to be rectified. @@ -3157,7 +3136,7 @@ def evaluate(self, X: np.array) -> np.array: if self.mode == "squared": - res = X ** 2 + res = X**2 elif self.mode == "exponential": @@ -3184,7 +3163,6 @@ def evaluate(self, X: np.array) -> np.array: return res def inverse(self, X): - """This function evaluates the inverse of the specified rectifier. :param X: an array of function evaluates to be rectified. @@ -3233,7 +3211,6 @@ def inverse(self, X): return res def evaluate_dx(self, X: np.array) -> np.array: - """This function evaluates the derivative of the specified rectifier. @@ -3271,7 +3248,6 @@ def evaluate_dx(self, X: np.array) -> np.array: return res def evaluate_dfdc(self, f, dfdc): - """This function evaluates terms used in the optimization of the map components if monotonicity = 'separable monotonicity'. @@ -3314,7 +3290,6 @@ def evaluate_dfdc(self, f, dfdc): return res def logevaluate(self, X: np.array) -> np.array: - """This function evaluates the logarithm of the specified rectifier. @@ -3324,7 +3299,7 @@ def logevaluate(self, X: np.array) -> np.array: if self.mode == "squared": - res = np.log(X ** 2) + res = np.log(X**2) elif self.mode == "exponential":