{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Some experiments on a 5 substations test case\n", "Try me out interactively with: [![Binder](./img/badge_logo.svg)](https://mybinder.org/v2/gh/rte-france/Grid2Op/master)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To demonstrate the use of the grid2op framework, we show how to make some quick studies on a purely fictitious test case, a 5 bus system.\n", "\n", "This system should not be used for in-depth research purposes. It is provided here as a simple example to get familiar with the use of the grid2op framework." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "Execute the cell below by removing the # character if you use google colab !\n", "\n", "Cell will look like:\n", "```python\n", "!pip install grid2op[optional] # for use with google colab (grid2Op is not installed by default)\n", "```\n", "" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# !pip install grid2op[optional] # for use with google colab (grid2Op is not installed by default)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we have to create an environment:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/benjamin/Documents/grid2op/getting_started/grid2op/MakeEnv/Make.py:306: UserWarning: You are using a development environment. This environment is not intended for training agents. It might not be up to date and its primary use if for tests (hence the \"test=True\" you passed as argument). Use at your own risk.\n", " warnings.warn(_MAKE_DEV_ENV_WARN)\n" ] } ], "source": [ "import grid2op\n", "from tqdm.notebook import tqdm # for easy progress bar\n", "display_tqdm = False # this is set to False for ease with the unitt test, feel free to set it to True\n", "from grid2op.PlotGrid import PlotMatplot\n", "env = grid2op.make(\"rte_case5_example\", test=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Inspect the powergrid" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In grid2op, to make the powergrid more concrete, we also added some visual capabilities to represent, for example, the names of the objects on the grid, or the thermal limit, or any other data you want. All of that is for now only available in the matplotlib \"plot helper\" and can be accessed as follows." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting the layout of the graph\n", "This utility function allows you to view the location of the objects on the map. Each object has its own color, and is represented with its name and its id (id starts at 0, following Python convention)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "plot_helper = PlotMatplot(env.observation_space)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plot_helper.plot_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing data on the grid" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the same method, it is also possible to visualize any data on the powergrid. For example, we can inspect the thermal limit (line property) as follow:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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/9zyb7pm/w/0/75nNLAIcQFDMOw7YCIwCnnD3idv5rZQdoMKe/E1fs+pnw/utgrnwO+w36jKS0xgRP5tfshoSMaf5HpZ1wAHEO3aEDh2gVq2CuNLfrVkDX34JEybAuHFkf/45rF9PNBZjTXY2z7ozHPjcHf0HEBGRlJc7pbaTGb0iEU7KziY9PZ3sDh2gUyeiHTtCu3ZQtmzBX3vevOD1dvx4+OgjsqZOJeaOpaUxIzOTJ4GR7swv+CuLpD4ze5dgWl4OwQJ3F7v7pNxtjYGngCoELW/OcPcft7VtC9c4G7iGYIr9h8CFntsyZ2vbRGTLzCgHdI/H6Z1I0MEdq1OHzNx7XOvYEXbbLXiTrCAlEvD998Fr7qef4h9/TOKPP4ibkR2N8kEiwZOPcP4H5/PY2QSLZuZnxt3mVgOvAnfg/vOmL+b26z+DoKC3C/Alwei857UoZ7hU2JO/mJUDPgba7Mhp1lGGlzmO4dGz+TB7f3aqkE2P0+McdRTsvXcwIqCobfoh+P77MHQoWT//TDwtjV8zM3mC4IbjX1OFRUREkp0Z9YHT09LonZlJ3ebNyTrzTOKdO0OzZhDN04SfgrVqFXzxBbz+OowYQWLNGqKbbjiA19xZX/SpRJKTmVXc1OPazI4Fbnb3lrmffwiMcPfhZnY88H/uvte2tv3j/A0IRuLsCfwOvAa84+4PbW1b4T5rkdRjRoTgDbQzIxFOAtK6dYOTTybSqVPhDFbZFnf47TcYNw5GPePZ771HtHx0LackRnAGw9mLr7Edu0RODow8EN76BE4CjiLocz+SYHTedzv+LKQgqLAnfzF7imB+/HZZSA3u5FqGR89mnZfhyMNzOOPsGEceGUynTRbuMGkSDB8OTz1FYtUqorEYHyQS3OjO52HnExER2RYzOsXj3JKVxQEVK5I44wxivXpBq1ZhJ/u7jRvhjTdg6FCyx44lEo2yLpHgceAud/4IO59IMjGzM4BL3b2VmVUDZgA7uXsitzH9QoIpdav+a5u7z/jHOa8CdnH383M/PwL4n7t33Nq2InnCIikgd1HHc+Nxrs7Kok6LFmT17k38lFOCtlHJZMECePppGP5EJj/NSGO3+HSuzrqdnjxNbAe6Uc0BToJvvwz68b/o7v+e9iuhUmFPAmZNgZ+3ud8WrKQ8d3END0Qup1LlCJf/X5yePaF69QLOWAg2boQxY+Cee0h8/jmxWIy3EgmudmeLUxlERETCZEbLWIwBiQSHdOpE4ooriB1+eHK9gfZfFi6EkSOhf38SK1aQyM7mHqC/O6vDziYSJjMbARyY++kR7v69mbUhaD7fdLP9viKYNrvyv7a5+4f/OPcgYIG735n7+e7AWHevt7VthfZkRVJE7gi90+Jx7nCnxnnnETn3XGjRIuxk2+YOX38Njz6cw4iR0Dgyi9sTV3Msr+zICL6VQBvcZxZYUCkwBTzrW1LYMfk9wIGR9KRpbCaPZVzJLXeXYsacOFdckRpFPYBSpeC442DCBGJvvQVNm3KoGd+ZMdCM8mHnEwmDmZUys8FmNt3Mvjezpzfb1tjMPjOzX8zsazNrlpdtW7jG2bnnn2lmT5hZPC/bREoqMyqaMciMSc2bc+C778K4ccSOPjo1inoANWvC1VfDnDnEbr2V0uXKcU08zgwzTs7tEShSIrn76e5eF7geuDvsPCIlnRl7xuN8Zcaw006j5syZRAYPTo2iHoBZ0Fd36PAIP06N0OKYBnTnZQ6NfsDPNN32CbasAsECGZKEVNiTTSrkZ+cVVODw6Lv0shEcfeZOTJ8d58oroUyZwopXuMzg8MNhyhRiDz9MJCODvrEY081oF3Y2kRDcRVC7b+LuewBXbrbtMeBxd29CcPMxPI/b/pTb0+dWglW6GgHVgXO3tU2kpDKjQyzGjIoVOX/IEGziRGKHHBK8dqWi9HS49lqYOZPYqadSFXg2FmOM3lCTks7dnwIONLPKwFygppnFAHKn29YDftvGtn/6Ddh5s8/rb7bf1raJlDhmmBk3At/suSctv/0We/JJrF4Kj2Ft2hSefyHKp5/CH0060cJ+4CEu3N7TtcOsbUHmk4KhqbgSMDsJeC4vu86kIV1jY1lZqT4vvRanfftCzhaCxYuhRw+yP/yQ7JwcerrzQtiZRIqCmaUT9Omp4+6r/rFN/X5EipgZPSMRhnXpgo0cSXSnncJOVPA++QSOPZbE6tXMyMqii2MrgH2B5kA6sGkt3/XAOoLWIRNwXxJKYJECYmYVgbLuviD382OAwUBdd3cz+xgYvtkCGde4e9vcff9z2z+u0RAYz98XyHjX3QdvbVshPm2RomVWBtgbaA2UJ3hNifLXa8psYLzhSyIRhgEn3Xcf1qdPwa9qG7ZEAm6/HW6+GfowmPu4dHt6712J+72FEE92QCzsAJI0XgeWAFttAfoJnTgu9jr1dk3nvbfj1KlTNOGKWtWq8PbbRC+5hMjDDzPajBuA291RJVyKu12AZcD/zKwzwS89N7v7B0BdYKG7JwBybzp+IxglsHIr22b84xr1CPrwbvJr7te2tU2kxMjt7dMPuP6yy+Duu8NZ4bYo7LcfTJxIrOvhiSaLZqyZ+XliH2vPF9u+nTKbRlCUGA+8jvuyws4qUsAqAC9YUHjIARYDXf2vkRfnAcPN7H8Eb6Cdudmx/7nNzIYAr7v76+4+y8xuIlj9FuBjghH2bG2bSMoKWrgcAewHdCAoXG+1rcvvVKNNbHLm9FJ7xF98JWqHHFIEOUMQi8FNN8Fuu0Gv0y5geqIpz+ccTwVWbfvgv2QVVj7ZfsWsBi3bzX09cMbWdnmR7nSOfEinwzP49IviW9TbJBaDhx7CBg0CM26JRhmmHkBSAsQIpuVMzX3n/2LgeTNLkc6ZIqnPjEg0yqholOsefxzuuaf4FvU2qV8fPvsyFml3ULnogZFxkdfplpfDmgJnA8OAXzG7i2AKo0hKcPc5wAqC9hcOlIK//a6Zk/t1cv/Mycs2d+/t7q//Y9+czT4mj9tEUodZDLPzgOnAq8DlBCP1tlrUm0UD2sW+ZXnN3dO++Lr4FvU2d+KJMO7TKJMrHcC+sa/4g6r5OfydQoolO0CFPfmL+xiCd/sy/7npJ3alV/Rpzuod5aVXo6SnF328sPTpA6+/juXkcDrQN+w8IoXsN4Jf7J8BcPdJBFMU9kD9fkSKylXAiW+/jZ1zTthRik758vDGWzFOOS1Gz+izzKRhfg7PAP4P+AWzYwsnoUihONHdW7h7K2Agee9dq762IpuY7QpMAh7l779HblUmcU6KvUSFxtX48ts0dtut0BImnXbt4OtJcdZWa8jp0WfIydv4lTdwn1bY2ST/VNiTv3MfDhwI/LTpS+spzcmxF2m2R5QHB1mx6zWQF127ws03Y7FIzn3P20kPYnYLZndidjNmV2N2OmaNws4psqM86Fn1AXAY/PlLfwPgJ3f/A/gW6Jm7e3dgnrvP2Nq2LVzmJeAoM6uRWwA8n796fG5tm0jxYdYEs16Y/V/ua8mdmPUbZmc+HDG/8847KRGjBv4pGoVHHo3QoEkaJ8deJHPrAy22ZCfgJcyuKIR4IgXO3Vds9mkFckfh5fa1bQtsWpn+JaCumTXa2rYtXOJ4gmm5i3Kn+D4KnJKHbSKpwWx/4HOCvqz5cg138VNsD154JU6VrTakKp7q1oXnXorzAQdzz9/WytuiX/l7OwBJIlo8Q7bMLAqcClx3IQ83eSb9HCZ9F6Nhvt48L16ys6HzAVnM+2Ie3yZakMGaLe32O0GfkvHAO7hPLdKQIgUgt5n2kwQ9N3OAW9z9pdxtTQlGBVQmt6ePu3+fh21/9vvJ/fwc4JrcS34MnO/uWdvaJpKyzPYADiVYbGZfoNo/d1lORVrHvmfXA2rw1juxEvlG2iY//wxtWiU4f+MD3Lvtm40tcaAr7m8VcDSRAmdmIwjeWAc4wt2/N7M2wCh3b7rZfl8RvD6u/K9t7v7hP849CFjg7nfmfr47MNbd621tW6E9WZGCZFYbmELwu2e+vMmRdONNhg+HXr0KPFlK6d8frrsmwafekX34cku7fAUcjfuiIo4meaTCnmxVzBKdsol98txzcNJJYacJ34IF0LJZFqetGMRAtjkYwAkWJbkZ98mFHk5ERJKPWVvgZuDIbe16IQ/zSpXeTPkxTrV/lf1KnuHD4cwz4Sv2Yi++2Z5TzAEaoF92JUWYWS/gJHc/QoU9kTwwG8Y2+sRvyQZKUS+2gC4nVWDE08W8iW0e5OTAEYcmmD1uDj8nGm0+KXcFMAC4B/d/teuS5KHCnmxVJMKTzZpx2vff538uTEF57rnneOihh5gyZQqrV68mKyuLWCy8BZ1vvRUG3bKM+YnqxEnk5ZAcYBDB0uB5OkBERFJcsCrfAwTTybfZuGYDpagRXcL1d5Xjyu0aoLbjrrnmGsaMGcOcOXNIT0/ngAMOoH///tStWzeUPO6wW6NMOs96nMHb2eJ2JPQ8HSYXbDKRQjUROAiIAm8TjPDNzt02jqDlxdqtbJv7j/OdSbCq/S25n3ci6KN32ja2iSS12hCbAxOikO/u7y9zLMfbS/z2m4W2IGS/fv0YMWIES5YsIR6P06ZNG+6++25atWoVSp5vv4U2bWA8HbI78Nl3wMvAINxXhhJI8kWFPflPZpSOxVhy112kXxFip5p33nmHZcuWsX79es4+++zQC3szZ0KjRvAWh3M4Y/Nz6PvAMbivLaRoIiKSDMzKE4zY3j+vh2y6yZg716hdu/Cibc21117L8ccfzx577MG6deu48MILmTp1KpMnTw4nEMGbaQ/espwFiWp5fTPtb04CRhd8LBERCVllYMl2HtvdXmZZh6589GloY1eYNm0a1apVo1KlSmRmZjJo0CD69+/PggULiEaLfhShOzRtnJOYO3PjsPVeRovopBgV9uQ/mdHdjBfnziW0m4zNffzxxxx44IGhF/YA2rfNYpdvR/O099z2zn/3FO5nFEIkERFJFmbPAyfm55Du9jLLO3blw0/Cu8n4p8mTJ9O6dWuWLVtGpUqVQsmw6c20MRzBEbyd7+OHwSlnwfeFEE2kINQE7gNKEczwWE4w7W3TqpP1gduBisAa4Hpgeh629QM+IuhTC8EiGWfnfvw1wQi9RB62iSStahCdD5/GoHx+jltBBapHFvPQY3F69y6sdPmzceNGHnnkES677DL++OMPqlatGkqO226Dfv1YkUhQzR31t04h4VZHJNl1bd+eRO3a+nfyTyf1jHPz5KP/mvyQd70wexz3zwohloiIhM3sYPJZ1MvBGGNHcn+P5CnqAbz77rvsvPPOoRX1AHbZBdq2zOTNKV23p7A380z357SEnySxH4E9trF9zHZsO34L+/bbynn+a5tIcgveSDsnP4e8T2eyPEb37oWUKR/GjBnDqaeeysqVKzEzLrvsstCKehD01L/hBioCexMsBikpQgUb+U/RKNUaNtS/kS2pVw9WZpcji1i+pwbNhYvqmalXgYhIMTQfzq+Vz2PWUI6NOWnsvHOhRNou77//Pv369eOll14KOwr1GsZZMqVKfg/LAc4rhDgiIpI8bgCOAqrn9YAlVKFCeoJKlcJ/M+3II49kxYoVLFu2jKeeeoo6YTX8y1Xvr2Vz8v2iK+FS0Ub+UzRK+fR8tyItGcqVC/5cSzoVyV+N7lvoQfAQEZFi5nsgv4W9tbl9v5PlNffNN9+kZ8+ePP3003Tp0iXsOJTLMJZEygelurwbjfsHhRRJRESSgfvvmF0PPE4eFqqC4DU3vUz+XlAK20477cQll1xCpUqVaNKkCS1btgwlR6lSEI3i2dn5X5BEwqXCnvyn7GxWrdUyD1u0Zk3wZzr5/wbtCc8AdxZsIhERSQZ7wM38exrcVm16LUmG19xnnnmGCy+8kNGjR3PYYYeFHQeANaud9JxV+T3sRMyexP39wsgkIiJJwKw6cBt5LOpB8Jq7dn2k8DJtp5ycHLKyspg+fXpohb2NGyE7G4PtuMmVUKmwJ/8pO5vfZ80iQcj/TrKzs8nKyiIzMxMImosmEgnS0tKIRML5oTxnDlSIriGenf/ewnXhYXf/sRBiiYhI2MweIZ+FvXKsoVQkkzlz0gopVN4MHjyYG264gTfffJNOnTqFmmVzc2Zm0S7/ax9GgMeAXQo+kYiIJInbyMc0XICqLGbl2hjLl0OILWR54IEHOPnkk6levTqLFy/muuuuIy0tjQ4dOoSWac6cPz/c3gWHJSTJV6qWZPLm558Tmz8/3BAjR46kTJkyf44cKFeuHGXKlOGTTz4JLdPoZ7LolvPq9hw6XAtniIgUY+4fAs/n55AIzpE+htGjwl2Arm/fvqxZs4bDDz+ccuXK/fn49NNPQ8s0cyZM/C6NbryxPYc3xGzvgs4kIiJJwCwGnJDfwzrzPmmWRdgtZN977z1atGhBeno6LVq0YNGiRbz//vvUrFkztEyjR0Msxgrgy9BCyHYxdw87gyQpM0rHYiy5807Sr7wy7DTJY+ZMaNQI3qYLXXgnP4e+BxyLu4Y2i4gUZ2blgdeB/fN6yMscy/H2EnPnGrVrF160VHPrrTDolmUsSFQjth1L0Y+DKw+AsQWfTEREwnQCVBy9nSu3Hm8vsbRDNz76NPwFNJKFOzRpQtaMGTzuTp+w80j+qLAnWxWJMKRZM07//nv0Uy/XrbfC4FuWMT/vNxk5wAPA1bjnf+6uiIikHrM4cB9wIXno/bOBUtSMLea6OzPQm2kBd9itUSaHzHqMQVy8XedoD3xRsLFERCQJxIClQPntOPYVjqG7vcxvvxkhL0SbNL79Ftq0AWBfdz4POY7kkwp7slVmdAQ+ffZZOPnksNOEb/58aNU8i9NXPMi9bPPOy4FXgX64Tyn0cCIiknzM2gA3Ad22teuFPMwrVXoz+Yc41fPVMah4Gj4czjwTvqYtbZmY7+MzYUE5ODTcCc4iIlJYFsJtNeCY/B63kTTqxhZy2IkVGPF0FMvz0hvFU04OHHYY2ePGMScri0buqEiUYlTYk22KRHioTBnO++47oruU4BbU2dlw8P4JFnw5l4mJFmSwZku7LQQmEAwLfxf3n4o0pIiIJCezZsChQEegA1to9r2CCrSOfU/T/Wvy1rsxQlofKin89BO0bZ3ggo33cw9Xbc8pHOiK+1sFHE1ERJKFWW1gMlAlv4eO4Qi6Mobhw6FXr4IOllruvhuuvZZsdzq4q79eKlJhT7bJjNLxOBObNaPJl18SSwt30b7Q9OsHt92Sk/N0zimDTmL0CiAN2ACsAxYBn+E+K8yMIiKSIswaAfsSFPjKAKWBjcM4o+o59uSFd9wVsauvDjVhaNavh33aZFHql+8Zn70PaeR7zJ0DV+I+sBDiiYhIMjHbD3gNqJjfQ6/gHh4tdQkTJ8fYddcCT5YSPv8cOnbEc3L4P3cGhJ1Hto8Ke5InZuwajTL57LMp9fDDEI2GnahovfEGHH007s4l7gwKO4+IiBRfZlwdjXLXW29hhx4adpqilUhA77NzeOWZdUzKbkFDZuf3FEuB3ri/WvDpREQkKZk1BV4A9sjPYZnE6Rj7gvW77MGHn8apWrVw4iWr336Dffcl8fvvfJhIcLg7OWFnku1Tgid5SH6483N2NqcOGUL2sceSvWaLs1CLH3d48MGgqGfGU8DgsDOJiEixdw/w/OGH448/HnaUorNyJXQ7IsHzT2fxdPYp+S3qrQbuBJqoqCciUsK4TwP2BM4Ffs3rYWlk8XyiO6tn/s7ee2YxdWphBUw+X34Je+5J4o8/mJlIcJqKeqlNI/YkX8zoGIvxxq67Uu7tt4kV51WEsrLg4ovxRx/FgP8Bd6mRqIiIFAUzIgSLbtx42WUwYEDxHi0/ezYceXh2zuKZq/2NRBfbhy+39eazAz8T9LQdD7yJ+7JCDyoiIsnNLAYcDnQi6GvbhqCF0n/6g6ocG32DH0q3YfRLMQ47rAhyhui55+D008lx5/1EghPcWRV2JtkxKuxJvpnRMB5nbMWKNHj1VWL77ht2ooK3eDGcfDLZ48aRyM7mVHdeCjuTiIiUPGb0iEQYfthhREaOJFq5ctiJCt64cXDssSTWrOGXrCwOd2wF0J5gSlXZ3IcR9LRdD/xE0Nd2aViZRUQkRZiVBg4jmKob/6/dNlCK3jaU5+xk7h0YoW9fit0iVokE3Hor3HILAA8AV7qTCDeVFAQV9mS7mFEhFmN0djaHnn02fuedWJV8r0WUfLKz4bHH4JprSGzYwJKsLLq5803YuUREpOQyo32pWPab6ele6e57YnbWWcXjZuP33+Hqq/ERI7BYjDcSCU51Z3XYuUREpJgx6ws8uK3dHLid67jJbmHvttk89Fic1q0LP15R+PRTOO88sqZNw3JyuNidR8LOJAWnGPxaKGFwZ2UiQRd3Tn3qKZY2bEiif39Yty7sZNvHHcaMgRYtSPTpQ/bq1dyXlUUTFfVERCRsjq1dmKiSedrKwXbeuTns1SqLd94JXrtS0Zo1cPvtsMsuZD/7LL8DJyQSHK2inoiIFJI8LaphwPXczkTfE5v0LW3b5HDWGTnMmVPI6QrRzz/D8ceTs99+MH06n+Tk0ExFveJHI/Zkh5lRHvi/aJQrdtqJ6NVXE+vZE2rUCDvZtm3cGKx4e++9JL74glgsxuuJBNe6U4Jap4qISNIyKw9MAhoCfMceXBvpz1s5Xdi/QxaXXBHnyCMhbavdg5LDggUwYgQMGEBi5UqysrMZAAxwp4QsySUiIqEwuxu4Oj+H5GCMogc3xO5iATXpfU6Ec88zWrYspIwFyD1YHOORR/CRIyEWY0ZWFlcDr6lnfPGkwp4UGDOqA9fGYvTOyaFsly7knHUW0a5doVSpsNP9xR2++QaeegpGjCCxejXRWIz3EgludOfLsPOJiIj8yexW4Pp/fnk8HbglegvvZx/AThWyObVXnDPOgFatwKzIU/6nDRvg9ddh6FCy332XSDTK2kSCxwkWpFocdj4RESkBzNoDn23PoZnEeYJzGBj/P2Zl1aNVs0zOOCeNHj2gatUCzrmD5s+HkSNhyBCyZs4knpbG9MxMbgOecSc77HxSeFTYkwJnRhngmHics7OyOKh8ebJPP51Yt26wzz5QvnzRZ0okYMoU+OADGDqUrGnTiKelMSszkyeAp92ZV/SpREREtsFsOtDovzbPoR4jOY3h8XOYmbUzLXbL5LSz0ujcGfbYI5yVdFeuhM8/Dwp6I0eSWLuWaDTKe4kETwKvu7Oh6FOJiEiJZvYqcPT2Hu7AeDoynDMZHT2ZDZSm6xHOiadE6dQJ6tQpsKR5z+Tw66/wySfwzDNkv/8+kWiUNYkEI4DhwESN0CsZVNiTQmVGXaBnWhpnZ2ayixnevJkn9j/A4h07QocOhfNDcPXqYPjx+PHwybicnM+/iPiGDURjMVYnEowi+EH3pX7QiYhIUjNbD5Te1m4OfMa+DOdMXoiezMrscmSUTdB+H+iwf4yOHWHvvSE9veAj/vYbTJgQvOZ+9BGZP/9MmjukpfFLZiZPEryBtqDgrywiIpJHZjsB44DmO3qqtZTlZY5jeLQ343I6ku1Rdq6ZSccDY3ToGKFjR2jWrOAXuto0WGXCBBj/SQ4ffxLJWryYuBmJaJQPEgmGAG+4s7FgryzJToU9KTJm1AQ6HMK7ly2L19h3cqIZ2R6lRuVMdq7n1G2YRt16Rp06ULdu8KhaFeJxiMWCP7OzISsreKxeDXPnwrx5wZ9z58LcWVnM/S2H2fPi5HiE+mnzaZn59bLXOOZ/wARgqjs5IX8rRERE8sbsJ2DX/BySTYQfacZ4OjKBjoyPH8hvWTWJRnJoUCeLuvUi1G0Y//O1dtPrbrlywWttPB6M9Nv0epuVBYsX//0197ff8NmzyZozB1u2jLgZ2fE432dm8hEwHvjMnUWF8j0RERHZHmblHUYZHFlQp1xDOl+yNx9y0Nqvo+3TP2cf1mSXJaNsgob1sqlTP0bd+tE/X3Pr1oWaNYNWVZtec92Dol1WVtDCYv78v+5v582Dub9mM3d2glm/RVm3MUbF2Gr2zZnApJwWdy6k1tvAN+6sL6jnJKlHhT0pembDgV6bfghOphVzqctc6jE3rSFzvQ6/Z+2E53HR5gqxNdSNzKdu4lfq5MyhLnNpyjQ6MIHawQCBVbhXKMRnJCIiUjjMbgBu2dHTzKUOE+jALzRhHnWYG6nP3Fh95mbXZlV2nofxeVoaS82Yl5nJTHfmAvOAb4Gv3Fm7ozlFREQKiwW99gaeCPvcCyvrQEHcI64BBgNTgREJonxHC75kb+awc3CfG2vIvEhd5mVVJ8vjeTppqUgmdWKLqJszh7qJ2dRlLvX5lfZ8zu5MJRJMPOuE+/gCeA6S4lTYk6Jndhfwf1vbJZM4C6jFUiqTRZwEMbKIEyWbOFnEySKdtdRhHhnbXkzvF9ybFlh+ERGRomJWFvgG2K2wLrGKDOZRhx9oPvQkRg8B4kAUyMp9JIAlwEJ3Mgsrh4iISGEws/rAXcBJBNNxr/BgxfnjCEbvdWQr/Wy3YDnBYhzjgCdxX4ZZR+DTrR2Ug/EH1VhEDTJJy72rjWM4MRLEyaIUG6nFAqqwhDyshdUY9xn5yC3FlAp7UvTM9gQmFuEVb8f9XysKioiIpASzJsDbQMNCvMozQC/ctWqeiIgUC2ZWAbgWuBSYC1wJvO5bKoKYVQc65D5qA2UJetxmAeuBFcDXBO0mpvLPc5hFgN9yjy0Kk3FvXUTXkiSnwp6Ew+wp4PQiuNIcoBXuK4rgWiIiIoXDrAowEuhSwGfeCNyE+90FfF4REZFQmFkM6E3QyiIG9AMecffCHXVudjzwQqFeI5ADHIz7x0VwLUkBBbxOi0ieXcg2hioXgCXA8SrqiYhIynNfgvvhBFOGviyAM2YBQ4DdVNQTEZHiwsy6AFOAQQSj0Ru5+wOFXtQDcH8RuLWQr5IDXKKinmxOI/YkPGZpBD9wzy2Es08GuuM+qxDOLSIiEqpZZgc8DyPbwk4HQ2YEKubhsOkEU4jGA+/iPq9QQ4qIiBQRM2sO3AMcBrwK/J+7/xJSmDMIFtTI8+pUebQcOAP31wv4vJLiVNiT8AWNRvsBBxXA2eYAdxA0MVWfIBERKXZypxi9BuwN7OtBwW53YC+CAl8ZggUwNgDrCFau/Qz3P0IJLCIiUkgs6I3XDziHYKTe5Z4Mo9nM6gDXA2cCaTt4tnXAI8BduC/Z0WhS/KiwJ8nDbB/gCIJVifYmaFi6LTnADwSjDz4GXsU9q7AiioiIhMnMDHgC6AEc5O5fhBxJRESkyJlZGYJFMa4FVgP/A0a6e06Yuf4lKPCdQLAoR0egeh6PnMdfo+xH4764cAJKcaDCniSnYDTCnvy1KlGZhVDzNTj2CBhRD2YSrEr0Ge4rw4wqIiJSVMzsZuAG4Bh3fyPkOCIiIkUq9w2uk4G7gCpAf+Aed18barC8MmtEUODbFSi7EGq9Cd27wDN1g5V7vwcm4D4n1JySUlTYk5RhZs0IRuc1d/cfw84jIiJSlMysN8FovfPd/bGw84iIiBQlM9sXGAi0A4YD17v7glBD7SDd40pB0Kq4IiIiIknOzLoCjwK3qqgnIiIliZk1MLPngQkE/ebauPtZqV7UEykoKuyJiIiIJDEzawc8D4wAbgo5joiISJEwswpm1h/4GWgNHA0c7O6Twk0mklxiYQcQERERkS2zoBfPGOAT4DxXDxURESnmcld/P5dgtdsIcBXwqLtnhhpMJEmpsCciIiKShMysOvAOMAc4wbXqu4iIFGO5C2McDtwDNAIGAbe5+/JQg4kkOU3FFREREUkyZlYOeDP30yPdfU2YeURERAqTme1B8GbWGOAnYHd3v0JFPZFtU2FPREREJImYWRwYDdQHurj77+EmEhERKRxmVsPMHgcmAzsB+7t7d3efEW4ykdShqbgiIiIiSSJ3GtKjwAHAge4+PdxEIiIiBc/MygCXA9cAK4EzgGfcPSfMXCKpSIU9ERERkeRxM8HNzdHu/mW4UURERAqWmUWAU4A7CUbo3Q3c6+7rQg0mksI0FVdEREQkCZjZucCNwPnu/ua29hcREUklZtYR+AIYCbwLNHb3W1XUE9kxKuyJiIiIhMzMugGPALe4+xNh5xERESkoZtbQzF4APgVWA3u6e293XxhyNJFiQYU9ERERkRCZ2d7A88Bwgqm4IiIiKc/MKprZAIJVbvcAugGd3X1yqMFEihn12BMREREJiZk1Ad4EPiKYgushRxIREdkhuau7nwv0y/3SFcBj7p4VXiqR4kuFPREREZEQmFl1YCwwGzhRNzwiIpLKcld2PxK4B2gIPAjc7u7LQw0mUsxpKq6IiIhIETOzcsAYIAfo6u5rQ44kIiKy3cysJfAe8AbwPbCbu1+pop5I4VNhT0RERKQI5U5RegGoB3Rx9z9CjiQiIrJdzKymmQ0BJgEVgE7ufoK7zww5mkiJoam4IiIiIkUkd5rS48B+wIHuPiPkSCIiIvlmZmWBy4FrgOXAacCz7p4TajCREkiFPREREZGicwvBzc/R7v5V2GFERETyw8wiwKnAHUAl4E7gPndfF2owkRJMU3FFREREioCZnQdcT7D67Ziw84iIiOSHme0HfAUMJ1j8qZG7366inki4VNgTERERKWRmdhTwMHCzuw8JO4+IiEhemVkjM3sJGEcw7ba1u5/j7otCjiYiqLAnIiIiUqjMrD3wHDCUYCquiIhI0jOzSmZ2LzAV2B04EjjU3b8LN5mIbE499kREREQKiZk1Ad4APgQucHcPOZKIiMhW5a7efgFwE5ADXAo84e5ZYeYSkS1TYU9ERESkEJhZDYIeRLOAk9w9EXIkERGR/5S7cns3YABQH3gAuMPdV4QYS0S2QVNxRURERAqYmWUAY4BsoKu7rw05koiIyH8ys9bAB8BrwBRgN3e/WkU9keSnwp6IiIhIAcqdwvQiUBfo4u5/hBxJRERki8yslpkNBSYC6UBHdz/R3WeFHE1E8khTcUVEREQKSO40piFAR+AAd58ZciQREZF/MbN04Arg/4AlwKnA8+6eE2owEck3FfZERERECs6tBDdHR7n712GHERER2ZyZRYCewB1ABeA24H53Xx9qMBHZbpqKKyIiIlIAzOwC4DrgXHd/K+w8IiIimzOz/YGvgWEEfWAbufudKuqJpDYV9kRERER2kJkdAwwGbnL3oSHHERER+ZOZNTazV4CPgaVAK3c/z91/DzeZiBQEFfZEREREdoCZ7Qs8CzxJMBVXREQkdGa2k5ndB0wFmgBHAIe5+/fhJhORgqQeeyIiIiLbycyaAm8A7wMXuruHHElEREo4M0sDLgBuAhJAX2CIuydCDSYihUKFPREREZHtYGY1gbHAdOBk3TCJiEiYcldmPwoYAOwM3Afc6e4rQw0mIoVKhT0RERGRfDKzDILG4wmgm7uvDTmSiIiUYGa2JzAQ2B94nmDK7exwU4lIUVCPPREREZF8yJ3i9CJQG+ji7otDjiQiIiWUmdU2s+HAN0BpYF93P1lFPZGSQyP2RERERPIod5rTEKADcIC7zww5koiIlEBmlg5clftYDPQAnlevV5GSR4U9ERERkby7neDmqau7fxN2GBERKVnMLAKcDtwBlANuAR5w9w2hBhOR0GgqroiIiEgemNmFwLVAb3cfG3YeEREpWczsQIIpt08CrwGN3P1uFfVESjYV9kRERES2wcyOBQYDN7j78JDjiIhICWJmTczsNeBD4Heghbtf4O5/hBxNRJKACnsiIiIiW2FmHYBRwOMEU3FFREQKnZlVNrMHgB+BXYDD3f1wd/8x5GgikkTUY09ERETkP5jZbsAbwLtAHzUlFxGRwpa7+vpFwI1AZu7HQ909EWowEUlKKuyJiIiIbIGZ1QTeBqYBp+iGSkREClPuyuvHAP2BusBA4C53XxVmLhFJbirsiYiIiPyDmZUH3iIYKdHN3deFHElERIoxM2tDUMjbD3gW6Ozuc8JNJSKpQD32RERERDaTOwXqJaAm0MXdl4QcSUREiikzq2NmTxGsdhsH2rt7DxX1RCSvNGJPREREJJeZRYChQHtgf3efFXIkEREphsysHHA1cCXBSrcnAS+ol6uI5JcKeyIiIiJ/uYPg5qqbu08MO4yIiBQvZhYFehGssl4WuBl40N03hJlLRFKXpuKKiIiIAGbWB/g/oLe7jw07j4iIFC9mdjAwEXgceBlo5O79VdQTkR2hwp6IiIiUeGZ2HPAgcJ27PxV2HhERKT7MrKmZvQ68D8wHWrj7Re6+OORoIlIMqLAnIiIiJZqZdQRGAY8Bd4YcR0REigkzq2Jmg4AfgAbAYe5+pLtPDTmaiBQj6rEnIiIiJZaZ7Qa8DowF+qhpuYiI7CgzKwX0AW4ANgIXAkPdPTvUYCJSLKmwJyIiIiWSmdUiKOj9DPTQDZeIiOwIMzPgOKA/UAsYCNzl7qtDDSYixZqm4oqIiEiJY2YVgLeB9QQr4K4LOZKIiKQwM9sL+AR4EfgcaOru16moJyKFTYU9ERERKVHMLA14CagOHO7uS0OOJCIiKcrM6prZSOArwIC93b2nu/8WcjQRKSE0FVdERERKDDOLAEOBvYH93X12yJFERCQFmVkG8H/AFcBC4ATgJfVqFZGipsKeiIiIlCR3AicBR7r7t2GHERGR1GJmUeBM4DagNMECGYPcfWOowUSkxNJUXBERESkRzOxi4GrgbHd/N+w8IiKSWsysM/At8CjwAtDI3e9RUU9EwqTCnoiIiBR7ZtYduB/4n7uPCDmOiIikEDPbzczeBN4DfgP2cPe+7r4k5GgiIirsiYiISPFmZp2AZ4BHgLtCjiMiIinCzKqa2WDge6AucIi7d3P3n0KOJiLyJ/XYExERkWLLzHYHXgfeBi5WU3MREdkWMysF9AWuBzYA5wHD3T071GAiIlugwp6IiIgUS2ZWGxgLTAV66IZMRES2xswMOB64G6gJ3AP0d/fVoQYTEdkKTcUVERGRYsfMKhCM0lsHHOXu60OOJCIiSczM2gHjgdHABKCJu9+gop6IJDsV9kRERKRYyZ1C9QpQFeji7ktDjiQiIknKzOqZ2TPAl0A20M7dT3P3uSFHExHJE03FFRERkWLDzCLAMKAtsJ+7/xpuIhERSUZmlgFcA1wOLAC6A6+oF6uIpBoV9kRERKQ4uRs4ATjC3SeHnEVERJKMmcWAs4BbgVLAdcBD7r4x1GAiIttJU3FFRESkWDCzS4ArgbPc/b2w84iISHIxs0OBScDDwPNAI3cfqKKeiKQyFfZEREQk5ZnZCcB9wDXuPjLsPCIikjzMbHczewt4B5gNNHf3i919ScjRRER2mAp7IiIiktLMbH/gaeAhoH/IcUREJEmYWTUzexj4DqgFHOzuR7n7zyFHExEpMOqxJyIiIinLzJoBrwJjgEvV9FxERMysNHAJ8D9gLXAOMMLds0MNJiJSCFTYExERkZRkZnWAscCPwKm6YRMRKdnMzIATCRZSqgYMAAa4+5pQg4mIFCJNxRUREZGUY2YVgbeBNcBR7r4+3EQiIhImM9sHmAA8B4wDmrj7TSrqiUhxp8KeiIiIpBQzKwW8AlQGurj7spAjiYhISMysvpk9C3wOZAFt3b2Xu88LOZqISJHQVFwRERFJGWYWAZ4C2gD7ufuckCOJiEgIzKw8cC1wGTAPOA54Vb1WRaSkUWFPREREUkl/gpu3w919cshZRESkiJlZDDgbuBWIA9cAD7t7ZqjBRERCosKeiIiIpAQzuwy4Aujp7h+EnUdERIqWmR0G3As0BR4CbnX3peGmEhEJl3rsiYiISNIzs5OAgcD/ufszYecREZGiY2bNzWwswUroM4Bm7n6pinoiIirsiYiISJIzswOAEcAgYECoYUREpMiYWXUzexSYAlQHDnL3Y9z9l5CjiYgkDU3FFRERkaRlZs2BV4E3gMvUFF1EpPgzs9LApcD/gNUEPfVGunt2mLlERJKRCnsiIiKSlMysLsG0q+8I+urphk5EpBgzMwNOAu4CqhIsmHSPu68NNZiISBLTVFwRERFJOmZWEXgbWAUc4+4bwk0kIiKFyczaA58Bo4CPgCbu3k9FPRGRrVNhT0RERJKKmZUimH5bCeji7svCTSQiIoXFzBqY2fMERb0NQFt3P9Pd54ccTUQkJaiwJyIiIknDzCIEC2W0Bg53999CjiQiIoXAzCqY2d3AzwQ/848hWBzj21CDiYikGPXYExERkWRyD3AswUi978IOIyIiBcvMYsA5wC1AFLgKeNTdM0MNJiKSolTYExERkaRgZpcDlwGnuvuHYecREZGCk7swxuEEb+A0AgYDt6ndgojIjtFUXBEREQmdmZ0M3Atc5e6jws4jIiIFx8z2AN4BxhBMvW3m7perqCcisuNU2BMREZFQmdmBwFPAAwTFPRERKQbMrIaZPQ5MBioDB7j7ce4+PdxkIiLFh6biioiISGhyR3G8CrwOXO7uHm4iERHZUWZWhqC1wrXASuBM4Gl3zwk1mIhIMaTCnoiIiITCzOoCbwNTgNN0wyciktpyVzY/GbiLYITe3cC97r421GAiIsWYpuKKiIhIkTOzSgRFvZXA0e6+IeRIIiKyA8ysA/A58DTwHtDY3W9RUU9EpHCpsCciIiJFysxKE0y/rQh0cffloQYSEZHtZmYNzWw0MB5YC+zp7me7+4KQo4mIlAgq7ImIiEiRyZ2mNQJoBRzu7nPDTSQiItvDzCqa2QDgJ6AlcBRwsLtPDjWYiEgJox57IiIiUiTMzICBwDHAYe7+fbiJREQkv8wsDpwL9AMMuBJ41N2zQg0mIlJCqbAnIiIiReVy4BLgFHf/KOwwIiKSd7lvzhwB3APsAgwCblM7BRGRcGkqroiIiBQ6MzuF4GbwCnd/Luw8IiKSd2bWAngXeBP4EdjN3a9QUU9EJHwq7ImIiEihMrODgKeA+919YNh5REQkb8ysppkNASYTLHi0n7sf7+4zQw0mIiJ/0lRcERERKTS5ozxeyX1cEXIcERHJAzMrS9A+4RpgOXA6MMrdc0INJiIi/6LCnoiIiBQKM6sHvA1MAnrphlBEJLnlrlzeA7gTqATcBQx093WhBhMRkf+kqbgiIiJS4MxsJ2AswUiPY9x9Q8iRRERkK8ysE/AlMILg53djd79NRT0RkeSmwp6IiIgUKDMrDbwKlAcOd/cVoQYSEZH/ZGa7mNmLwCfASqC1u5/j7gtDjiYiInmgwp6IiIgUGDOLAiOBFgRFvbkhRxIRkS0ws0pmdg/wE9AM6Aoc4u5Twk0mIiL5oR57IiIiUiDMzID7gKOAw9z9+5AjiYjIP5hZHDgfuBlw4DLgcXfPCjOXiIhsHxX2REREpKBcCfQFTnb3j0POIiIim8l986UrMABoADwI3K52CSIiqU1TcUVERGSHmVkPoD9wubs/H3YeERH5i5m1At4HXge+B3Z396tU1BMRSX0q7ImIiMgOMbODgeHAQHe/L+Q4IiKSy8xqmdmTwLdABtDJ3U9w95khRxMRkQKiqbgiIiKy3cysJfAK8DJwVchxREQEMLOywBXA/wHLgJ7Ac+6eE2owEREpcCrsiYiIyHYxs52Bt4GJQC/dMIqIhMvMIgRFvDuACrl/3ufu60MNJiIihUZTcUVERCTfzGwngqLeUuBYd98YciQRkRLNzPYHvgaGAW8Bjd39DhX1RESKNxX2REREJF/MrAxBA/YM4HA1XxcRCY+ZNTazl4GPCd5saeXu57r7onCTiYhIUVBhT0RERPLMzKLA00BzoIu7zws5kohIiWRmlcxsIPAjsCtwBHCYu38fbjIRESlK6rEnIiIieWJmBtwPdAUOdfcfw00kIlLymFkacAFwI5ADXAI84e6JUIOJiEgoVNgTERGRvLoKuAg42d3HhR1GRKQkyX1z5ShgALAzwRstd7j7yjBziYhIuFTYExERkW0ys57A3cCl7j467DwiIiWJme0J3AscAIwmmHI7O9RQIiKSFNRjT0RERLbKzA4hWGXxXnd/IOw8IiIlhZnVNrNhwDdAGaCDu5+kop6IiGyiEXsiIiLyn8ysFfAS8CJwdbhpRERKBjNLB64k+Lm7BOgBPO/uHmowERFJOirsiYiIyBaZWX3gbYKRIme4e064iUREijcziwCnA7cDGcCtwAPuvj7UYCIikrQ0FVdERET+xcwqA2OBxcCx7r4x5EgiIsWamR1A8EbKk8AbQGN3v0tFPRER2RoV9kRERORvzKwM8DpQFjhcKy6KiBQeM2tiZq8CHwF/AC3d/Xx3/z3cZCIikgpU2BMREZE/mVkUGAXsTlDUmx9yJBGRYsnMdjKz+4EfgcYEP3O7uPsP4SYTEZFUoh57IiIiAoCZGfAgcDhwiLv/GHIkEZFix8zSgAuBG4EE0BcY4u6JUIOJiEhKUmFPRERENvk/4ALgRHf/NOwwIiLFSe6bJ0cDA4C6wH3Ane6+KtRgIiKS0lTYExEREczsNOBO4BJ3fzHsPCIixYmZtQEGAvsBzxGMiv411FAiIlIsqMeeiIhICWdmhwBDgQHu/mDYeUREigszq2NmTxGsdpsG7Ovup6ioJyIiBUUj9kREREowM2sNvAyMBq4JOY6ISLFgZuWAq3IffwAnA6Pd3UMNJiIixY4KeyIiIiWUmTUA3gK+As5095yQI4mIpLTclcVPB24HygH9gAfcfUOowUREpNjSVFwREZESyMwqA28TjCQ5zt0zQ44kIpLSzOwggim3Q4BXgUbufreKeiIiUphU2BMRESlhzKwM8AZQBjjc3VeGHElEJGWZWVMzex34AFgItHD3C939j5CjiYhICaDCnoiISAmSO03sWWBXoIu7Lwg5kohISjKzymb2IPAD0JDgZ+oR7v5jyNFERKQEUY89ERGREsLMDBgEdAE6u/tPIUcSEUk5ZlYKuAi4AcjM/XiouydCDSYiIiWSCnsiIiIlx7XA+cAJ7j4+7DAiIqkk982RY4H+QB3gXuBud18VajARESnRVNgTEREpAcysF8EqjX3d/aWw84iIpBIzawsMBDoBo4CD3X1OuKlERETUY09ERKTYM7PDCFZpvNvdB4edR0QkVZhZXTMbCXwNRIF93P1UFfVERCRZqLAnIiJSjJlZG+Al4HngfyHHERFJCWZWzsxuBX4BOgAnAh3d/ctwk4mIiPydpuKKiIgUU2bWABgDfAGc5e45IUcSEUlquSuHnwHcBpQFbgQGufuGMHOJiIj8F43YExERKYbMrAowFlgEHOfumSFHEhFJambWGfgWeIxgpHMjdx+gop6IiCQzFfZERESKGTMrC7wBlAaO0IqNIiL/zcx2NbM3gPeAucAe7t7H3ReHHE1ERGSbVNgTEREpRswsBjwLNAW6uPuCkCOJiCQlM6tiZoOBH4CdgUPdvau7/xRyNBERkTxTjz0REZFiwswMGAwcCnTWzamIyL+ZWSmgL3A9sAE4Hxjm7tmhBhMREdkOKuyJiIgUH/8DzgW6u/uEsMOIiCST3Dc/ugP9gZrAvcDd7r461GAiIiI7QFNxRUREigEzO4NgFce+7v5KyHFERJKKmbUDPgVeAD4Dmrr79SrqiYhIqlNhT0REJMWZWRdgCHCXuz8Udh4RkWRhZvXM7BngS8CBdu7e091/CzmaiIhIgVBhT0REJIWZWRvgRWAUwVRcEZESz8wyzOx2YBqwD3A8sJ+7fx1uMhERkYKlHnsiIiIpyswaAm8RTCvr7e4eciQRkVCZWRQ4C7gVKE2wQMZgd98YajAREZFCohF7IiIiKcjMqgJjgQUEi2VkhhxJRCRUZnYIMAl4hKCXXiN3v1dFPRERKc5U2BMREUkxZlYWeANIA45Q83cRKcnMbHczGwO8C/wKNHf3vu6+JNxkIiIihU+FPRERkRRiZjHgOaAx0MXdF4YcSUQkFGZW1cweAr4DagOd3f0od/855GgiIiJFRj32REREUoSZGfAwcAhwsG5eRaQkMrPSwMXAdcA64FzgKXfPDjWYiIhICFTYExERSR3XA2cT9NT7LOwwIiJFKffNjROAu4HqwD1Af3dfE2owERGREGkqroiISAows7OAW4A+7v5qyHFERIqUme0NTACeBz4Fmrr7jSrqiYhISafCnoiISJIzs8OBx4E73P2RsPOIiBQVM9vZzEYBXwAJYC93P93d54YcTUREJCmosCciIpLEzGwv4EXgGYKpuCIixZ6ZlTezO4BpQDugO7C/u38TbjIREZHkoh57IiIiScrMdgHGAOOB3u7uIUcSESlUuSt/n03QeiANuBZ4yN0zQw0mIiKSpDRiT0REJAmZWVVgLDAPON7ds0KOJCJSqMzsMGAyMBh4Dmjk7vepqCciIvLfVNgTERFJMmaWDrxJMLL+CHdfHXIkEZFCY2bNzOxtgjczZgLN3f0Sd18acjQREZGkp8KeiIhIEsmdhvY8sAvQxd0XhRxJRKRQmFk1M3sE+A6oARzk7ke7+7SQo4mIiKQM9dgTERFJEmZmwCPAwQQ3uLq5FZFix8xKA5cC/wPWEPTUG+nu2WHmEhERSUUq7ImIiCSPG4CzgOPc/fOww4iIFKTcNy9OAu4CqgH9gXvcfU2owURERFKYpuKKiIgkATM7G+gHXOjur4WdR0SkIJlZe+Az4FngY6Cxu9+sop6IiMiOUWFPREQkZGZ2JPAYcLu7PxZ2HhGRgmJm9c3sOYKi3kagrbuf4e7zQ44mIiJSLKiwJyIiEiIz2wsYDTxNMBVXRCTlmVkFM7sL+BloAxwDHOjuE0MNJiIiUsyox56IiEhIzKwRMAb4FDjH3T3kSCIiOyR3Ze/ewC0E9xr/Bzzi7pmhBhMRESmmNGJPREQkBGZWDRgLzAWOd/eskCOJiOwQMzscmAIMAp4BGrn7AyrqiYiIFB4V9kRERIqYmZUjGKkXAY5U83gRSWVmtoeZvQO8BfwCNHP3y9x9WcjRREREij0V9kRERIpQ7jS154EGQBd3XxRyJBGR7WJm1c3sMWAyUJWgh96x7v5LuMlERERKjgLrsTdx4sTSQA1ULJQtywEWtWnTZkPYQUREwmJmBjwKHAgcpJtfEUlFZlYGuBT4H7AKOAsY6e45YeYSEREpiXa4sDdx4kQDrohGo+eaWRywHY8lxZC7e9bEiRMfB+5t06aNGsSLSEl0E3AmcIy7fxF2GBGR/Mh9c+Jk4C6gCtAfuMfd14YaTEREpAQriBF7V8Tj8Utr1qy5MT09fY2ZqWAj/+Lutnbt2rILFy68NCsrC+CesDOJiBQlMzuHoLB3vru/EXYeEZH8MLMOwEBgL2A4cL27Lwg1lIiIiOxYYW/ixImlo9HouTVr1txYtWrV5QUVSoqnsmXLbgQqzZ8//9yJEycO1rRcESkpzKwr8Ahwq7s/FnYeEZG8MrOGBCP0TgA+Atq4+6RwU4mIiMgmO9oPr4aZxdPT09cVSBop9tLT09flTtmuEXYWEZGiYGZ7A6OBEQQj9kREkp6ZVTSz/sBPQCvgaOBgFfVERESSy45OxY0QtNvQ9FvJk9x/K4YWWRGREsDMGgNvAuOA89xdr5ciktRyV+4+F+hH8PvaVcCj7p4ZajARERHZogJbFVdERET+YmbVgbHAHOAEd88KOZKIyH/KXRjjCGAA0AgYBNzm7mq3IyIiksQ0akryxczavPrqqxlh5xARSWZmVo5gpB7Ake6+Jsw8IiJbY2YtgHcJfm79BOzu7leoqCciIpL8irSwN23atDQza/PDDz+UKsrrFpZ27do1jcfje5YtW7b1psddd91VNexcIiISntw+oqOB+kAXd/893EQiIltmZjXM7AlgElAJ2N/du7v7jJCjiYiISB4V6VTcjRs3WlFeryhccMEFix588MEFYecQEZHw5U5leww4ADjQ3aeHm0hE5N/MrAxwOXANsBI4A3jG3XPCzCUiIiL5V6gj9tq1a9f09NNPr9e1a9eG5cuXb9W6devmAHvttdfuZcuWbd2jR496AOvWrbM+ffrUrlu3bvPy5cu3atu2bdMJEyaUycs11qxZYxdffHGt+vXrN09PT29dp06dPQYNGlQZ4Ouvvy7dvn37JpUqVWqZkZHRqkWLFru+/vrrf04jXbJkSbRr164NK1Wq1LJcuXKt69ev33zYsGGVNm3/8MMP09u1a9e0YsWKrWrVqrXHJZdcUisrq2BaJG3tOc+dOzdWrVq1Frfeemu1Tftfd911NWrVqrXHokWLogCXXnrpn8+5Ro0aLXr16lV39erVf/59du/evf6RRx7Z8NRTT61XsWLFVpUqVWp5yy23VJsxY0a8Y8eOjdPT01vvsssuzd5///30Tcdcfvnltdq0adP0oosuqr3TTju1rFKlSsvzzjuvztYKsoX5PRIRSUH9gF7Aie7+ZdhhREQ2Z2YRMzsVmAZcC/QHmrj7SBX1REREUlOhT8V94YUXKp922mlLly9fPvmrr776EeDrr7+eum7dukmjRo36DeC0007b+dtvv03/+OOPpy1dunTycccdt6xbt25NlixZEt3W+U899dT6H330UYWXX355xurVqyeNHz/+59atW6/ftP3qq69eNHfu3O/++OOPKZ07d1516qmn7jJ//vwYQL9+/WqsWbMmMmvWrO9XrVo16d133/2lRYsW6wGmTJlSqmvXrk169+79x+LFiyd//PHH08aOHVvx+uuvr7H59UeMGFGtfPnyrRo0aNDswgsvrL1y5co8fU+39pzr1q2beOaZZ2becccdtd977730N954I2PgwIE1n3322Zk1atTIBmjcuPGG995775fVq1dPevPNN3/56KOPKlxzzTU1N7/Ge++9V7Fz586rlyxZMvnBBx+cc/PNN9c99dRTGwwcOHDeypUrJ+23336revfu3WDzY6ZMmZIei8V8/vz537333nvTxowZU+nGG2+svqXnkNfvkYhISWBm5wI3AOe7+5vb2l9EpCiZWUfgC2AkQT+9xu5+q7uvCzeZiIiI7IhCL+x17tx5xUknnbQyGo1Srly5f70TuGjRoujLL79c+ZFHHpmzyy67ZMXjcf73v/8tzsjIyB49enSFrZ174cKFsddff32nhx56aM6ee+65IRKJUL9+/ayOHTuuA9hrr702HHvssavKlSvnZcqU8YEDBy4AGDduXDpAWlpazvLly2PfffddaXenSZMmmW3atNkAcN9991U7+OCDV5x77rnL4/E4TZo0ybz00ksXPfvss1U2Xf/222+fN23atO+XL18+edSoUbM++uijCj169Ki/re9JXp7zIYccsvb666+ff+qpp+5yxhlnNLzlllvm7r///n/+4nXRRRcta9y4cWYkEqFt27Ybzj777D8+/vjj8ptfp02bNmvOPPPM5bFYjNNOO21FuXLlsg866KBV7dq1Wx+LxTjrrLOWzpkzp9TSpUv/LKBWqFAh+957711QpkwZb9269Ya+ffsuGjVqVBW2IC/fIxGRksDMugGPALe4+xNh5xER2cTMdjGzF4FPgdXAnu7e290XhhxNRERECkCh99jbeeedM7e2ferUqaUBOnbsuNvmX08kEjZv3ry0rR37yy+/pAHsscceG7a0ffr06WmXXXZZnYkTJ6avXr06Zma+du3a6O+//x4HuPnmm3/Pzs62c889t/7ChQvTOnTosGrAgAHzmzdvvnHWrFmlv/zyy4yMjIw/i4vubjk5f9UmDznkkLWbPm7fvv36AQMGzD3mmGOarFmzxsqVK+c7+pz79OmzpH///rXKli2bfemlly7ZfN8BAwZUGTZsWNUFCxaUys7OJpFIWIUKFbI336datWp/mxNbpkyZnJo1a/75tU2F1hUrVkQqV66cDVCzZs3MWOyvfxa77LLLxkWLFm3x7yEv3yMRkeLOzPYBngeGAzeHGkZEJJeZVQSuBy4GZgHdgDHu/p+/o4qIiEjqKfTCXiQS8c0+/tf2OnXqZAF8++23Uxs3brzVIuA/bdr/hx9+KN2pU6d/TSM488wzdy5fvnz2V1999VPdunUTOTk5VKhQodWm32cyMjJy7r///gX333//gt9//z3au3fveqeffnqDb7/99udq1aplHXXUUcteeOGFX/OaJxqNOgTFLeA/f2nK63M+5ZRT6jdr1mzdkiVLYhdddFGdxx9/fB7A+++/n37ttdfWe+WVV6Yfeuiha0qVKuX9+vWr9vDDD+/wFNiFCxemJRIJNhX3Zs2aVap69epbbJq3Pd8jEZHixMyaAG8CHxFMwdUNs4iEKndl7vP4642Gy4HH3F1NkEVERIqhQp+Ku7maNWtmRSIRfvjhh9KbvtakSZPMzp07rzjvvPPqbRqBt3z58sjo0aPLz5kzJ76189WqVSvRtWvXZX369Kk3ZcqUUgBz5syJjx8/vizA6tWro+np6TlVq1bNXrVqVaRPnz61169f/+e002eeeabCN998UzorK4uMjIyc0qVL+6biXN++ff94++23Kw0dOrTShg0bLJFI8MMPP5R68cUXy0OwwMWLL75YftWqVZGcnBy++eab0ldddVXdgw46aEVGRsZWh6zl5Tn369ev2qRJk9JfeumlWS+++OLMZ599tspTTz1VEWDFihXRaDRKjRo1skqVKuXjx48vO2TIkGpbuWSerVy5MnrVVVfVWr9+vU2ZMqXUoEGDqp9yyilLtrTvtr5HIiLFmZlVB8YSjIQ5UTfNIhImC3QFvgcGEowibuzug/XzSUREpPgq0sJeuXLl/Jprrpnft2/fnTMyMlr17NmzHsArr7wyq1WrVusOPfTQJunp6a2bNm3afMiQIVXzMvDhmWeembPvvvuuPvLII5uULVu2dYcOHXadMmVKaYD777//t6lTp5apVKlSq1133bVZ7dq1s6pXr/7nCLlZs2aV6t69e6MKFSq0rlWrVsvFixfHhg0b9ivA/vvvv+7111//5cknn6xSs2bNFpUqVWp1/PHH7zJ79uw0gPXr10f69etXu3bt2i3KlSvX+rjjjmvUsWPH1c8///zsvHwvtvac33nnnXJ333137VGjRs2sWbNmokWLFhsHDRr0a58+fep/9913pY499thVp5566uJDDz20aUZGRqtrr7229kknnbQ0/38j/9ayZcu1mZmZVqtWrRYHHXTQrl26dFlx2223LdrSvtv6HomIFFdmlgG8BeQAXd197TYOEREpNGbWEngPeIOgsLebu1/p7svDTSYiIiKFzXZk1tDEiRMbxmKxD5s0abKqTJky+ZpGK8nn8ssvrzVu3LiMiRMnTiusa6xfvz7tl19+KZ9IJA5q06bNrPwca2bNgB+A5u7+Y+EkFBHZutxpbm8AewL7uvuMkCOJSAllZjWB24AzgYnAZe4+PtxUIiKSV7rHlYJQ6D32REREigszM+BxoBNwoIp6IhIGMysLXAH8H7AcOA141t21gpmIiEgJk/SFvUaNGjVbsGDBFqd2zp0797tNq7kmm1TNLSIiW3ULwQ300e7+VdhhRKRkMbMIcCpwJ1Ax98/73P1fi8iJiIhIyZD0hb0ZM2ak5HDUVMw9cODABWFnEBFJVmZ2PnA90Nvdx4SdR0RKFjPbj2BRjNbAUOAGd99iH2QREREpOYp08QwREZFUZGZHAw8BN7v7k2HnEZGSw8wamdnLwDiCabet3f0cFfVEREQEVNgTERHZKjNrDzxLMELmlpDjiEgJYWaVzGwgMBXYDTgSONTdvws3mYiIiCSTpJ+KKyIiEhYza0qwAu6HwAW+I0vJi4jkQe7K2xcANwE5wKXAE+6eFWYuERERSU4q7ImIiGyBmdUAxgIzgZPcPRFyJBEpxnJX3e4GDADqAw8Ad7j7ihBjiYiISJLTVFwREZF/MLMM4C0gAXRz97UhRxKRYszMWgMfAK8BU4Dd3P1qFfVERERkW1TYExER2UzuNLgXgTpAF3f/I+RIIlJMmVktMxsKTATSgY7ufqK7zwo5moiIiKQIFfZS2LRp09LMrM0PP/xQCuCRRx7ZqX79+s3DziUikqpyp8INAToCR7r7zJAjiUgxZGbpZnYTMB04GDgVaO/uE8JNJiIiIqlGhb1i5IILLlj266+//hB2DhGRFHYbwQ32Ce7+ddhhRKR4MbOImfUCfgGuJPiZs6u7P+vuOeGmExERkVSkwl6K2rBhg4WdQUSkODGzC4D/Aee6+1th5xGR4sXMDgC+BoYCbwKN3P1Od18fZi4RERFJbSrsbUW7du2ann766fUOPfTQXdLT01vXq1ev+eDBgytv2v7cc89VaNas2W4ZGRmt6tev3/zGG2+snp2dDcA555xTp1u3bg027Xv88cfXj0ajbRYvXhwF+PDDD9PLlCnTev369QYwe/bseLdu3RpUq1atxU477dSyW7duDRYsWBD7Z5auXbs2LF++fKuzzjqr7j/zPvjgg5WrV6/eYtPn3bt3r9+1a9eGp59+er2KFSu2qly5cstLLrmk1ubHTJo0qfSBBx7YqHLlyi2rVavWomfPnvVWrVqlfxciUqKY2THAYOBGdx8achwRKUbMrLGZvQJ8BCwFWrn7ee7+e8jRREREpBiIbXuXwrVu3TqbOnVqqaK63u67776xbNmyntf9R48eXWXo0KEzx4wZM/Pll1+u0LNnz12aNGmyoVSpUn7aaaft8sgjj8zu1avX8i+++KJs9+7dG8ViMb/xxhv/OOyww1adc845DXJycohEInzyySfl69atu/GNN94of9ZZZy0fO3Zs+b322mtNmTJlfP369XbQQQc1OeSQQ1bOmDHjB3enV69eOx9//PENPvvss+mbsrzwwguVhw8fPuu1116btW7dusjmhb//8u6771YcPHjw7KFDh/728ccfp3fp0qVp586dV3fr1m31woULYwcddFDTSy+9dOFbb701c8WKFdHu3bs3PPfcc+s+99xzc7b3eywikkrMbF/gWeBJgmlxIiI7zMx2Am4A+hBMvT0CGOvuef49VERERGRbQi/sTZ06tdRee+3VrKiu9/XXX//Ytm3bDXndf//991/Zo0ePlQAnnXTSyhEjRqwYMmRIlVgsxgEHHLCyd+/eywE6deq07qKLLlo0bNiwqjfeeOMfXbp0Wb1u3brohAkTypYuXTonHo/7mWee+cc777xT/qyzzlr+4Ycflu/WrdtygNGjR1dYu3Zt9NFHH50XiQSD5e677755DRs2bDFz5sz4LrvskgXQuXPnFSeddNJKgIyMjDz1Ydlzzz3XnHvuuctzj1+76667rv/iiy/Su3Xrtvqxxx6rvPPOO2+86aab/gAoU6ZM4uabb57ftWvXpolEYk4sFvo/DxGRQmVmTYE3gPeBC3XDLSI7yszSgAuBG4EE0BcY4u6JUIOJiIhIsRR65Wb33Xff+PXXX/9YlNfLz/4777zzxn9+PmXKlLKxWMybNm36twJh48aNNy5atCgNoFy5ct6mTZs1b731VvlSpUr5fvvtt+rII49c9cgjj9RYvnx5ZMqUKemPPvroHIBffvml9LJly+IVKlRotfn50tLSfNasWWmbCns777xzZn6fb/Xq1bM2/7xs2bI5q1evjgBMnz691I8//lg2IyPjb9c1M+bOnRtv0KDB344VESlOzKwmMJZgVcqTddMtIjsid1Xto4EBQD3gPuBOd18ZajAREREp1kIv7JUtW9bzM4KuqP32229p//i8VK1atbLi8bjPnj37b1OIZ8yYUapGjRp/Ft8OPPDAVe+//375tLQ0P/vssxe3bdt2g7tzzz33VKtUqVJi0/OuUaNGVs2aNTfOnTt3qyvaRiKRAh1JUqNGjaw2bdqs+eKLL34pyPOKiCQ7MysPvAVkAd3cfW3IkUQkhZnZnsBAYH/geeBQd58dbioREREpCbRIwjaMGzeuwnPPPVchkUjw4osvln/33Xcrnn322Ut69+695OOPP64wfPjwiolEggkTJpQZPHhwjV69ei3ZdOwRRxyxctKkSeW+/fbbcl27dl0NsN9++6168MEHa3Tq1GnVpv169uy5PJFI2CWXXFJr6dKlUYD58+fHnnjiiUqF+dzOP//8pVOnTi171113VV29enUkJyeHGTNmxEeOHFmxMK8rIhKm3GlyLwG1gC7uvjjkSCKSosystpkNB74BSgP7uvvJKuqJiIhIUVFhbxtOOOGEpUOHDq1SoUKF1pdddlm9AQMGzOnSpcuagw46aO3w4cNn9u/fv2bFihVbn3LKKbucc845f1x//fV/rnDWvn379RkZGdmNGzdeX6VKlWyAQw89dOWaNWuihxxyyJ+FvUqVKuV89tlnP8+dOzetefPmu5crV651+/btd/3kk08yCvO5NW7cOHPcuHE/f/DBB+UbNmzYvEKFCq0OO+ywJt99912ZwryuiEhYcqfKDQHaA0e6+6yQI4lICjKzdDO7mWAq/wFAD6C9u38eZi4REREpeWxH+oRPnDixYSwW+7BJkyarypQpk+/+b8muXbt2TffZZ5/VDz744IKwsxQX69evT/vll1/KJxKJg9q0aZOvG2ozawb8ADR39yLryygixYeZ3QFcDXR197Fh5xGR1GJmUeB04HagXO6fD7h70raVERGR5KV7XCkIGrEnIiIlgpldBFwL9FZRT0Tyy8wOJJhyOwR4DWjk7nerqCciIiJhUmFPRESKPTM7FhgE3ODuw0OOIyIpxMyamtlrwIfAIqCFu1/g7n+EHE1EREQk/FVxk9lXX301LewMIiKyY8ysAzAKeJxg2pyIyDaZWWXgRuBCYBpwuEb7ioiISLJRYU9ERIotM9sNeAN4F+jjO9JYVkRKhNyVsy8iKOpl5n481N0ToQYTERER2QIV9kREpFgys1rAWIKRNqfoplxEtiZ31exjgf5AHWAgcJe7rwo1mIiIiMhWqLAnIiLFjpmVB94CNgLd3H1dyJFEJImZWVuCQl4n4FngYHefE24qERERkW3T4hkiIlKs5E6jewmoAXRx9yUhRxKRJGVmdcxsBPA1wRve7d29h4p6IiIikio0Yk9ERIoNM4sAQ4F9gP3dfVbIkUQkCZlZOeBq4Ergd+Ak4AX14RQREZFUoxF7heTBBx+sXL169RZh5wAoW7Zs6zfffDMj7BwiIkXgDoIb9OPd/duww4hIcjGzqJmdBUwHLgFuBnZz99Eq6omIiEgqUmEvSZlZm1dffTVfxbj/KiauW7duUteuXVcXXDoRkeRjZn2A/wN6u/s7YecRkeRiZgcD3wKPAy8Djdy9v7tvCDeZiIiIyPZTYU9ERFKemR0HPAhc5+5PhZ1HRJKHme1qZm8A7wPzgBbufpG7Lw45moiIiMgOC7WwZ0abMB75yXjHHXdUrVu3bvP09PTWlStXbtm9e/f6Qfa/j6ibNm1ampm1+eGHH0ptfvytt95arXr16i0qVqzY6oQTTqi/cuXKCEBOTg6XXnpprerVq7dIT09vXb169RZ9+vSpDdCoUaNmACeffHLjsmXLtt5vv/0aAwwdOrRSs2bNditfvnyrSpUqtTzooIMa/fzzz2kAY8eOLXfVVVftvHjx4njZsmVbly1btvUjjzyy05ayPvfccxWaNWu2W0ZGRqv69es3v/HGG6tnZ2dv9vdibW6//fZqe+65565ly5Zt3aRJk93feeedcvn5vomIFBUz6wiMAh4F7gw5jogkCTOrYmaDgB+A+sBh7n6ku08NN5mIiIhIwdGIva34/vvvS9166611Xn755Rlr166dNGvWrO979+6d59UVly5dGp8yZUrZ6dOn/zBp0qQff/rppzLnnXdeXYDXXnut/LPPPltl/PjxP69du3bSd9999+MxxxyzAmDGjBk/Ajz33HPT161bN+mTTz6ZDlC+fPnsIUOG/Lps2bLJU6dO/RHg5JNPbgjQpUuXNQMGDJhTtWrVrHXr1k1at27dpAsuuGDZPzONGzeu7GmnnbbLZZddtmjZsmWTR44cOevRRx+tfvvtt1fbfL8RI0ZUGTFixOyVK1dO6tix4+ozzzyzwXZ+G0VECo2Z7Q68DowF+qpHloiYWSkzuwKYAZwIXAC0cvd3w00mIiIiUvBU2NuKeDzu7m6TJ08us2zZskiFChVyDj/88DV5Pd7deeyxx+aWL18+p0GDBlk33njj/JdeeqlyIpEgLS0tJzMz0yZNmlR6zZo1Vr169ezOnTuv3dr5jj/++FXt27dfH4vFqFmzZuLWW2+dP2XKlPTly5fn+e/xscceq3rAAQes7N279/J4PE6nTp3WXXTRRYuGDRtWdfP9+vbt+3vz5s03xuNxLrzwwsULFy5Mmzt3rlZRFpGkYWa1gLeBn4Ee7p69jUNEpBizQHdgKnAb8BBBH70n9PNBREREiisV9rZi1113zRwyZMisESNGVNl5551bNG/efLfHHntsp7weX758+UTlypX//EWycePGmYlEwubNmxc/8sgj19x0003zBgwYULNGjRqt2rZt2/SVV14pv7XzjRkzplz79u2bVK1atUW5cuVaH3bYYbsCLFiwIJ7XTPPnz483aNBg4+Zfa9y48cZFixalbf61OnXqZG76OCMjIwdg5cqV0bxeR0SkMJlZBYKi3nqgm7uvCzmSiITIzPYCPgFeBD4Hmrr7de6uxcNERESkWAt1BJY7E8O8fl707NlzRc+ePVdkZWXx1FNPVTr33HMbtm/ffm3ZsmVz1qxZ82eh67fffvtXcW3VqlWxpUuXRjcV92bOnJkWi8W8Tp06WQCXXnrp0ksvvXTp+vXr7e6776528sknN1q0aNHkSpUq5ZjZ3861YcMGO/HEExtffvnlC956660ZlSpVypkwYUKZjh077r5p5lkksu06be3atbNmz579tz6AM2bMKFWjRo3M/zpGRCSZmFkawYqW1YH27r405EgiEhIzqwfcAZwKTAD2dvevwk0lIiIiUnQ0Ym8rpkyZUur555+vsHLlykg8HqdSpUrZANFolObNm6996qmnKq9bt87mzp0b69evX61/Hm9mXHjhhXVWrVoV+fXXX+O33HJLrWOPPXZpLBbjo48+Kvv222+XW7NmjZUqVcozMjKyzYxYLKi1VqlSJeunn34qvelcGzdutI0bN0YqVaqUXalSpZxff/01ft1119Xe/Hq1atXKWrFiRWzRokX/ObKud+/eSz7++OMKw4cPr5hIJJgwYUKZwYMH1+jVq1eeeweKiITFzCLAMKAdcIS7zw45koiEwMwyzOw2YBqwL3AC0ElFPRERESlpVNjbio0bN0buvvvumnXq1GlRrly51tdcc03dwYMHz27WrNnGhx9++LfFixfHq1Sp0urggw9u0qNHj3+NGKlcuXJW8+bN1zdq1Kh5y5YtmzVu3HjDY489Nhdg9erV0auuuqpu9erVW1WoUKHVsGHDqj799NMzNk17veGGG+Y/+OCDNTIyMlodeOCBjSpUqJAzcODAX++9996aZcuWbX3YYYc1Pu6445Zvfr1u3bqt6ty584pdd911j4yMjFaPPvrov6YNH3TQQWuHDx8+s3///jUrVqzY+pRTTtnlnHPO+eP666//vbC+jyIiBegugmb43d3927DDiEjRMrOomfUGpgN9gBuA3dz9RS2eIyIiIiWR7cjvQBMnTmwYi8U+bNKkyaoyZcpoKqds0/r169N++eWX8olE4qA2bdrMys+xZtYM+AFo7u4/Fk5CEUlWZnYx8ABwuruPDDuPiBQtMzsEuBfYHXgE6OfumnEgIiIpS/e4UhA0Yk9ERJKemR0P3A/8T0U9kZLFzHYzszHAu8AcYA9376uinoiIiIgKeyIikuTMrBPwNMEInbtCjiMiRcTMqprZQ8D3QB3gEHfv5u4/hRxNREREJGmEuiquiIjI1pjZ7sDrwNvAxeqhJVL8mVkp4GLgemA9cB4w3N2zQw0mIiIikoRU2BMRkaRkZrWBscBUoIdu6kWKNzMz4HjgbqAmcA/Q391XhxpMREREJIml5lTcr86vwxe964YdQ0RECoeZVSAYpbcOOMrd14ccSUQKkZntDYwHRgMTgCbufoOKeiIiIiJbl3oj9ua9lsGMx6oDUPOQVex80sqQE4mISAHKnYb3ClAVaO/uS0OOJCKFxMx2Bu4ETgE+Bdq5+9fhphIRERFJHak1Yi8nCyZdVY9aR0Dd42DytXXJ3mhhxxIRkYJhZhFgGNAWONzdfw03kYgUBjMrb2Z3ANOAvYHuwP4q6omIiIjkT2oV9n4eWJU1s0uz50BoPQDWzy/F1Lurhh1LREQKzN3ACUB3d58cchYRKWBmFjOzc4HpwIXA/4Dd3f1lLY4jIiIikn+pU9jb8HuUH++qTdOLoXxTKNcQdr0CfrqnNusWpN6UYhER+RszuxS4EjjL3d8LOY7IDjGzB83sVzNzM2v1j22lzGywmU03s+/N7OnNtjU2s8/M7Bcz+9rMmm3lGmfnnmOmmT1hZvG8bAuLmR0KTAIeBp4HGrn7QHffGG4yERERkdSVOoW9ydfUIhKP0vyGv77W7FqIpRuTrqxVGJds165d04svvrhQzg3Qpk2bppdffnmhnV9EUpeZlTazV3Nv7qeY2Xtm1miz7cM22zbBzPbabFtZM3vWzGbk7nP8Vq6zd+45fjGzD3NXot3mtkJ4vicAA4Fr3H1kYV1HpAi9CHQE5mxh212AEywQsQdBQXuTx4DH3b0JwQjW4Vs6uZk1AG4FOgGNgOrAudvaFgYz293M3gLeAWYDzd39YndfElYmERERkeIiNQp7yyaWZvbIarS8DdIq/vX1eAa0utuY81xVFn9WJrR8IiKF43Ggqbu3BF4Dhmy27RWC6WstCRrPv7DZtiuBje7eCDgMeNjMKv/z5Ln97J4BLs0tIrwF3L+tbQXNzPYHngYeAvoXxjVEipq7f+Lu8/75dft/9u47PMo67eL4987MJCSUEIrU0JsUAVFcFLHAAtZVUbFg7wVXUXftiihWdFUsKGJfFbGuWF8LglgRUBRFKdKRGkpCkpm53z8muOjSAkmeSXI+15VLJ087g4LmzK+YVQXOAq7dNPXU3ZcWHduNxPqSm0bwvQxkb17qb+ZY4A13X1p0n0dIbECxvWNlxsx2M7OHgW+BhkBvdz/S3X8s6ywiIiIiFVXyF3sehymXNiGzg9PirP893nwQ1N7L+eayJni87POJiJQCd9/o7m9ttubU50CzzY6/4e7RzY41MrNNyxIMJPGDPO4+F/gYOHoLj+kGRN39o6LXo4AjzKzKdo6VGDPrSKK0HE+iRNQaW1LRtQRWAdeY2ddmNtHMehcdywaWbPq9XfT7YT7QZAv3acIfRwPO2+y8bR0rdUUjjv8J/AL8DTgH6ObuH5ZVBhEREZHKIvmLvV9fzGT5pOp0u99ICf3vcUuBbvcbK7+sxtyna5ZWjG+++aZKr169WmdlZXWuV6/eHieddFLTlStX/h7otttuq9u6desO1apV61qnTp3ORx11VPMlS5b8vvZfYWEh559/fuM6dep0zsrK6nzRRReV2pQ2EamQ/k6iANvasbc2K/p29If6P5zn7uuAtSRG1mzrWIkws8bA28AM4GR3j5XUvUWSWBhoCvzg7nsBlwAvmlm9YGPtOksYCPwI3AjcS2K68RP6/S0iIiJSOpK72IttNKZd3YQmx0G9A7Z+Xp2/QLNBMP26JkTXW0nHWL16dUr//v3btG3bNm/+/PnfffnllzN//vnnKgMHDmy26ZwGDRoUvvzyy7/k5ORMnTx58sw5c+aknXvuudmbjl9//fX1//Of/2S9++67Py1evPjbcDjs06dPr1rSWUWk4jGza0isk3X1Fo4NAo4nwPWzdoaZ1SRR6q0HjnT3vGATiZSZ+UCcxFR33H0qiXXnOgELgAabRt+amZEo2edv5T5NN3vdbLPztnWsVJjZX4DJwAvABBKF3o3uvr40nysiIiJS2SV3sff98N3YuDSVLjuw5FKX26FgdYTvhpX4J95jx46tWVhYaA899NDC6tWrx5s2bVr4r3/9a/4HH3xQc/78+WGA008/fc0ee+yRHwqFaNOmTcEVV1yxdOLEiZmb7vH888/XufDCC5d169ZtY3p6uo8YMWJxjRo19Om1iGyTmV0BHAMc4u65fzo2kMSomL+6+7LNDu3oD/V/OM/MqgOZwOLtHNslZpZGYo3A2kB/d1+1q/cUKS+KNoz4gMT6l5s2umgOzHT334BvgEFFpw8AFrr7L1u41cvAkWZWv6gAPJ9Eqba9YyXKzJqZ2fPAZ0ABsJe7n7al9QVFREREpOQlb7GXuyDMj/c0ZPcroVqz7Z+f0Qg6XAOzHmjI+rmRkoyyYMGCSKNGjQoikf/etn379vkAs2fPTgV46qmnanbt2rVdrVq1OlerVq3r+eef3zwnJycUjSZmxi1btiy1RYsW+ZuuD4fDNGzYsKAkc4pIxWJmQ0gseP9Xd1/zp2PHA7cAfdz9z6XdSyR+kN9UGhwIvLaFR0wBImZ2UNHr84D/uPvG7RzblfeUAjxFYg2/Q9x9SzuGipR7ZjbKzBYCjYF3zWzzcu584Eoz+47E783z3H1R0bHzgPPMbBZwFXDGZvccbWZHArj7HBLF/qck1rJbTmItzG0eK8H3V8PMbicx7XZvEh9AHOjuU0ryOSIiIiKybeHtnxKQb65sRCTT6HDVjl/TbgjMfgy+GdKYXq/OLako2dnZhYsXL04tLCxkU7k3c+bMNICWLVsWzJ49O3LmmWe2fOihh+aecsopqzMyMvzpp5+uedppp7XctA58vXr1CubOnZu66Z7RaJQlS5akbul5IiJF68+NAOYAHyUG3ZDv7vsUnfIcsBR4vegYJHacXAncBYwxs9lADLi4aJQQZnY+0NDdb3D3eNFU3lFFm2IsBk4B2NaxXXQX/x2BOL0E7ieSlNz9vG0cmwMctJVjPwE9tnLs7D+9fgx4bCvnbvXYriiaJnw2cDMQIVE+PuTu+rBSREREJADJOWLvt0kZzB9bh05DDVIgmrdjXwB73GIsfK0WSz8osfXrjjvuuDXhcNgHDx7ceP369TZ//vzwZZddln3QQQflNGnSJLp27dpQPB5nt912i2ZkZPh3332XdtdddzXY/B4DBw5c+eCDD9afOnVqlby8PLvyyisb5uTkbGE3EBERcPeF7m7u3tLduxR97bPZ8Yi7Z292rEtRqYe7b3D3gUXXtnH3sZtd94i737DZ68/cfY+i8w509wU7cmxnmNllwBDgDHf/YFfuJSJlz8z6A9OBB4B/A63c/V8q9URERESCk5wj9hb9pwY4fHlO4mvn7pFJ/d4bSiJOrVq14m+99dasSy+9NLtx48adU1NT4wcffHDOAw88sBCga9euG6+++upF5557brNBgwaF2rRpkzdw4MCVM2bMyNh0j2HDhi1dvXp1qE+fPm3j8TgnnXTSis6dO5dIPhGRZFe0HuA9wD/c/bmg84jIjjOzjsDdJNYFfB042t1nBZtKRERERABs01TRnTFlypQW4XD4wzZt2qxNT08vuU9rC3JSWDy++i7do0G/9aTV1uYUSSYvLy911qxZNaLR6MHdunWbU5xrzawDMAPo6O7fl05CESlpZnYg8C6JNb7+7rvyHx4RKTNmVg8YCpwDfAsMcfePgk0lIiJScehnXCkJyTliLzUzTrOTcoKOISIiu8bMOpHYHOA/wGUq9USSn5mlA5cCVwPrgLOAZ9xdH5iKiIiIJJnkLPZERKTcM7Ns4G0SI30GqRQQSW6W2InnBOB2oA5wJ3C3u2vpEBEREZEkpWKvEojH4/brr79mr1u3roaZxdPT0/NatWo1FyA3Nzdt3rx5zaPRaDgUCsWaNWs2t2rVqhu3d+zPli1bVmfZsmX1AapWrbquefPm81NSUvzPx6pUqbIBWF8mb1xEAmNmNUmUemuBo9x9i392iEhyMLN9SayD2R14CrjO3RcFm0pEREQ2MbP7gSOBpkBXd5+22bE0YASJ9XA3AtPdfVDRsdYk/tteB8gBTt/atF8zO4vEjvcpwIfAhe5euL1jEqzk3BV3Oz5b+Fn6xF8nZmz/TAGYP39+Y8A7deo0o1OnTj80adLk950tf/3116a1a9devscee8yoV6/e0nnz5jXfkWOby8vLS12yZEnDdu3a/dipU6cZ0Wg0smzZsjpbOhaLxSIbNmyoVupvWkQCY2ZVSEy/zQL6u/uqYBOJyNaYWXMzexH4FMgD9nL3M1TqiYiIJJ1xQE/g1y0cux1woI27dwKu2OzYKOBRd28D3AE8uaWbm1lzYBiwP9AKqAecu71jErxyVezFPc6tn9y624FPHti+99O9d7/p45vqxeKa2bUtsVgsZdWqVXWys7MXJWbYQGpqahSgoKAgnJeXV7Vu3borAWrXrr26sLAwNS8vL21bx/78jFWrVmXVqFFjTWpqatTMqFu37vLVq1fX2tKxrKyslXl5eVXL7BdARMqUmaWQ+ESwK3CIu88POJKIbIGZZZrZHcCPJH6/HgUc7O7fBBpMREREtsjdP3H3hX/+vplVJbEe7rWb1rN296VFx3YD9gKeLTr9ZSDbzFpt4RHHAm+4+9Ki+zwCnLgDxyRg5WYq7pJ1S8KDXhnU7ONfP868odcNhFPC3PjxjY0/nPthjecGPDc3u0Z2NOiMySgvLy8tFApFFy1a1GDdunU1UlJS4g0bNlxcs2bNdfn5+anhcLgwJSXR75oZkUikID8/PzUUCsW2diw9PT1/82cUFBSkpqam/r4rclpaWn5hYWHqlo6lpqYWxGKxcvPvnYgU293A0SRG6n0bdBgR+SMzC5P4hH0oEAKuBB5x94JtXigiIiLJqiWwCrjGzPqQGIF/k7t/AGQDS9w9CuDubmbzgSbAL3+6TxP+OBpwXtH3tndMAlYuCpY3fnqj+tlvnN0iLZwW+vi0j9m/6f4AHNz8YE58+cQae47as8Oow0fNPWb3Y9YGHDXpuLsVFhampqenb2zatOmi9evXp//8889tOnTooK20RaREmdkQ4DLgJHf/MOg8IvJfRRtjHEKifG8FjARu0VR5ERGRci9MYt29H9z9KjPrCrxvZh0CziVlJKmn4uZH823wW4MbHfXCUW16NukZnn7+dNtU6gH0yO7BtPOn0bt57/CAsQNan//m+Y03RjdagJGTTpUqVQoANk2prVatWl5qamrBhg0b0tPS0gqi0WgkHo8D4O4UFhampqWlFWzr2J+fkZqaWlBQUJC66XV+fn5aJBIp2NKxgoKC1FAopNGVIhWMmZ1AYsHeK939+aDziMh/mVkn4F1gPImptx3cfYhKPRERkQphPhAHngNw96nAXKATsABoUDRif9MHfU2KrtnSfZpu9rrZZudt65gELGmLvR9X/Ji6z+h92o2eOrr+w4c9zMvHv0yt9Fr/c17NKjV5fsDzPH7k4zzz7TP19n5s791n/Dbjf9aBq6wikUi0WrVqa1evXp0Jic0sCgoKUjMyMjampqZG09PTc5cvX14bYOXKlVnhcLggPT09f1vH/vyMWrVqrV67dm3NgoKCsLuzfPnyullZWau2dGz16tW109PTN5Tlr4GIlC4zOwh4GriPRLknIknAzOqb2aPANKA2cKC7H+PuPwebTEREREqKu68APiCxI+6mjS6aAzPd/TfgG2BQ0ekDgIXu/udpuJBYf+/Iov9/MOB84IUdOCYBs6K1FXfKlClTWoTD4Q/btGmzNj09vcTWZnnsm8eyhrw7pFnTzKb24rEvWofddmwE6Y8rfuSEcSf4L6t+4c6/3jnvwr0v1CfRJMq8efPmNYtGo2Ezo379+ovr1KmzBiA3Nzdt7ty5zWOxWDglJSXWvHnzeVWrVs3b3rHZs2c3rVmz5pratWvnACxdurTOb7/9Vh+gatWq65o3bz4/JSXF/3ysSpUqG/Ly8tZHo9GDunXrNqc476NoKPEMoOPWtucWkbJVNBJoEonRQCe4ezzgSCKVnpmlk5gWfzWQA1wDPKvfnyIiIsmlOD/jmtko4DCgPrASWOfurYqOtQAeB+qQGL13s7u/XHSsLYmdcGsDa4Ez3P27omOjSWyK8UbR63OAq4oe+TFwvrsXbu+YBCvpir2bJ9y8240f35h94V4Xcnffu0mPpBfr+vxoPv/8v39y3xf3cXXPqxcN7z18aUnkKm/uv//+2rfeemujZcuWJdXi9Xl5eamzZs2qEY1GD1axJ1K+mVkT4DMSC+/2c/eNAUcSqdSKdqU+EbiNxP+83wGMcHeNlBcREUlC+hlXSkLSTcVtmtm0wDCu63VdsUs9gLRwGtf3up6QhWhas2mF2+EtGo0Si8XK7HkbN2rNQhH5X2aWBbwNrAGOUqknEiwz6wl8DjwDvA+0dvebVeqJiIiIVGxJV+wds/sxa6uEq/hrP7620/d446c3CFmI49oft2ZX8yxYsCDcp0+fltWrV+/SuHHjTg8//HAtM+v25ptvVgf48MMPq3bv3r1tzZo1uzRs2LDT3//+94aFhf8djWpm3W699dbd9txzz3YZGRld27Rp0/7dd9+ttvkzRo4cWbtt27btq1ev3qVVq1YdHn300axNx958883qZtbt0UcfzWrWrFnHjIyMPRctWhQeM2ZMVocOHXavUaNGl6ysrM4HH3xwqx9//DEV4J133ql25ZVXNl2+fHkkIyOja0ZGRteHH364FsA333xTpVevXq2zsrI616tXb4+TTjqp6cqVK0Obnte9e/e2p556apPDDz+8RY0aNbqceeaZ2bv6aygiFYuZVQFeAzKB/u6+OthEIpWXmbUws5eAicB6YE93P8vdFwccTURERETKQNIVe9XTqsd7Ne2VM27muJ2eI/zyzJfZr8l+ObXSa+3yWjLHH398i3g8bnPmzPlu6tSpP4wbN+730m369Olphx9+eJuzzz77t+XLl0/7+OOPf3rnnXdqXnfddfU3v8fTTz9d5+mnn56bk5MztWfPnuvOOOOM5puOFU2ZbfjYY4/NW7NmzbQHH3zw1yFDhjT7c/n30ksv1fr8889n5uTkTG3YsGG0Ro0asdGjR89btWrVtB9++OF7gBNOOKEFQP/+/dffddddv9atW7cwNzd3am5u7tQLLrhg1erVq1P69+/fpm3btnnz58//7ssvv5z5888/Vxk4cGCzPz2r9imnnLJy9erV00aNGrVwV38NRaTiKJrq9wzQBTjE3RcEm0ikcjKzmmZ2FzAT2AM4Eujt7tMCDSYiIiIiZSrpij2Ao3c/evWEeRNsRe6KYl+bszGH92a/x1HtjtrlESSzZ8+OfP7559XvuuuuhXXr1o3VrVs3dvvtty/adPzee+/drXfv3mvOPffc1ZFIhDZt2hRceumlS59//vk6m99n8ODByzp27JgfiUS48MILly9ZsiR1wYIFYYCRI0fWGzJkyJJevXrlhkIh+vXrt/7www9fNWbMmNqb3+Puu+9eWL9+/Vh6erqHw2GOPfbYtT169MgLh8M0aNAgOmzYsEXTp0+vunr16q3+Mx07dmzNwsJCe+ihhxZWr1493rRp08J//etf8z/44IOa8+fPD286r0+fPmsGDhyYEwqFqF69uhbaFhEAinbAuhf4G4npt98FHEmk0jGziJldRGJtyzOBK0isy/Mf35WFk0VERESkXApv/5Syd1z749Zc8vYl/vqPr9tZe55VrGvfnPUmjjOww8A1u5rj119/TQVo3br172v1tWnT5ve/nzNnTpUvvviievXq1TM3fc/dLR7/YxfWuHHj36/ZVJTl5OSEsrOzo/Pnz69y4403Zt98882NN50Ti8Vs7733Xrf5Pdq2bfuH9QLHjx9f7ZZbbmn4yy+/VMnLy/t9Ku3ixYsjWVlZ+Vt6PwsWLIg0atSoIBKJ/P699u3b5wPMnj07tUmTJlGApk0r3tqEIlIiLgcuAU5094+CDiNSmRQV64cBdwMtgAeAWzQVXkRERKRyS8oRe7XSa8V7Zvdc+/LMl4t97cszX2afRvusq1et3i7vMLGp4Pr5559TN31v87/fbbfdCo888shV69atm7bpa/369VNzc3On7ugzateuXXjnnXfO3/weubm5UydMmPDL5ueFQqHfP4XfuHGjHX/88a379OmTM2vWrBnr16+f+u677/4IsOnD+pSU//1Hm52dXbh48eLUzdcAnDlzZhpAy5Ytfy/zUlJS9Im/iPyBmZ0I3AVc7u4vBJ1HpDIxs84kNsT4D4md83Z398tV6omIiIhIUhZ7AEe1O2r1/835P9ZsXLPD12wo2MA7v7zD39r+bVVJZGjZsmVh9+7d1/3jH/9otGLFitCKFStCV199daNNxwcPHvzb22+/nTVmzJisjRs3WjQaZcaMGWnjxo2rsaPPOP/885fdddddDSZMmJARi8XIy8uzCRMmZEycODFja9fk5+dbfn5+SlZWViwrKys+b968yLXXXtto83MaNmxYuGbNmvDSpUt/H8133HHHrQmHwz548ODG69evt/nz54cvu+yy7IMOOihn02g9EZE/M7ODgaeAf7n7PUHnEakszKyBmY0GppLYrKaXux/r7rMDjiYiIiIiSSJpi70TOp6wxnHenPXmDl/z9i9vszG6kRM6nbCmpHKMHTt2rrtb8+bNO3Xu3Ln94YcfvgYgPT09fsABB+S+8cYbsx5//PE6DRo02CMrK6vLscce23Lu3Lmp27nt766//vrfrrrqqsUXXnhh06Kddfe48sors9evX7/VfzaZmZnxe+65Z96IESMaZGRkdO3Xr1/rY4455g+f2h9xxBFr+/Tps6Zdu3adqlev3uWRRx6pVatWrfhbb701a8aMGemNGzfuvNdee7Vv3rx5/osvvjh3p3+BRKRCKxop9GrR1+UBxxGpFMwsw8yuA34G+gGnAvu4+8Rgk4mIiIhIsrFdWWd5ypQpLcLh8Idt2rRZm56eXuLrsu0/Zv82dTLqVH/1hFd36PwTx53InNVz1n9xzhc/lXSWTSZPnpy+3377tZ83b963TZs2Ldz+FbK5vLy81FmzZtWIRqMHd+vWbU5xrjWzDiSmIHV09+9LJ6GIbGJmTYDPSJQL/d19Y8CRRCq0ol2nTwJuA7KA24F73D030GAiIiJSKvQzrpSEpNw8Y5Oj2h216rqPrqs+bMIwEmtGb9ubP7/JVftdVaLrzXz11VdV8vPzU3r06JE7b968yJAhQ7L32WefdSr1RKQiM7NawDvAahI74KrUEylFZrY/cA/QDXgcuMHdlwSbSkRERESSXVIXeyd2OnHNA18+UH/MtDHbb/WA2um1OaHTCSVa7K1evTp07rnnNl+2bFkkIyMjvs8++6x7+OGHF5TkM0REkomZVQFeB2oAPdx9TbCJRCouM2sF3AEcA3wAdHX36cGmEhEREZHyIqmLvYbVG0bnXTpvRpAZ+vbtu2HevGAziIiUFTMLAc8CnYD93V0fZIiUAjPLAq4DBgOzgcOBt3xX1kgRERERkUonqYu9rfnqoa9qxaNx2+eSfVYGnUVEpKKwxJoH9wJHAP3c/buAI4lUOGYWAc4HbgIcuAx41N21xIeIiIiIFFu5K/Y+uPaD+pOGT2oEsObXNan9RvTT+jMiIiXjChKjhwa6+8cBZxGpUIqK8yOAu4BmwP3ArZrqLiIiIiK7olwVe5tKvf739SeUFmL8+eMbAqjcExHZNWZ2MnAnMMTdxwadR6QiMbMuJDbGOAgYBxzq7rMDDSUiIiIiFUK5KfY2L/X2uWSf37+vck9EZNeYWW/gCeAed7836DwiFYWZNQRuAU4HviaxbuWkQEOJiIiISIVSLoq9rZV6e523F6ByT0RkZ5lZZ+BV4BXgyoDjiFQIZlYVuBz4J7ASGAS84O7xQIOJiIiISIWT9MXe1kq9TVTuiYjsHDNrCrwNTAFOU+kgsmvMLIVEiTccyARuBe5197xAg4mIiIhIhZUSdIBt2V6pt8le5+3FYY8cxuf3fN7w3cvfbVAW2Ro1atTpnnvuqVMWzxIRKWlmVgt4h8RooqPdPT/gSCLlmpkdAHxFYlr7W0Brdx+uUk9ERERESlPSjtjb0VJvk/I4ci8ajWJmhEKhoKOISCViZunAG0A1oId25RTZeWbWmsTGM0cB7wNd3P27QEOJiIiISKWRlCP2ilvqbVIaI/eGDx9eNzs7u2PVqlW71q5du/OAAQOa9erVq/WSJUtSr7766iYZGRldW7Vq1QESRd31119fr1mzZh2rV6/epWPHjruPHTu2xqZ7vfnmm9XNrNujjz6a1axZs44ZGRl7Llq0KDxmzJisDh067F6jRo0uWVlZnQ8++OBWP/74Y+qm6+LxONdcc039Bg0adKpevXqXgQMHNj300ENbDBgwoNmmc1asWBE6+eSTmzRs2LBTzZo1uxxwwAGtfvjhh1RERDZjZiHgWaAD0N/dFwYcSaRcMrNaZnYv8APQFjgU6KdST0RERETKUtIVex/d+FG9nSn1Ntm83Hv/n+/X35Us3333XdqwYcMav/LKK79s2LBh6pw5c747++yzV3zyySc/N2jQoOC2226bn5ubO/WXX375HmDYsGH1Hn300XrPPvvsnFWrVk275JJLlp588smtJk2alLH5fV966aVan3/++cycnJypDRs2jNaoUSM2evToeatWrZr2ww8/fA9wwgkntNh0/kMPPVT7oYceqv/cc8/NWbVq1bS//OUvG957772am47H43EOO+ywluvWrQtNnTr1hyVLlkxv37593hFHHNE6Pz/fduXXQEQqDjMz4D7gcOAod/8+4Egi5Y6ZpZrZ34FfSKyndwmwh7u/7e4ebDoRERERqWySrtj7+c2fs7JaZNHl9C47fY89Bu1B7ba1+fmtn2vtSpZIJOLubtOmTUtftWpVSmZmZvyQQw5Zv7Xzn3rqqboXX3zx0p49e+ZGIhHOPffc1b169cp56KGH/rAW3913372wfv36sfT0dA+Hwxx77LFre/TokRcOh2nQoEF02LBhi6ZPn1519erVKQD//ve/a59wwgkrDj744A2RSITLLrtsRbt27X5fs2fy5MkZ33zzTbVnnnnm13r16sXS09P9gQceWLRo0aK0jz/+uOqu/BqISIXyD+BC4BR3nxB0GJHyxBL+BswgMfX2MaCVuz/s7tFg04mIiIhIZZV0xd6Ro4+cl782P/ps/2fJX1v8tdwLNhTw3KHPseG3DbG/Pf63ubuSpV27dgWjR4+e8/TTT9dp2rTpHh07dtx91KhRWy0Lly1bFmnVqtUfQrdo0SJ/0aJFf5gS27Zt24LNX48fP75ajx492tStW3ePatWqde3Xr187gMWLF0cAli5dGmnatOkf7tu4cePfX8+cOTMtFotZ48aN96hevXqX6tWrd8nKyuoCMG/ePE3HFRHM7BTgduAydx8bdB6R8sTM9gQ+BF4DpgLt3P2f7p4TaDARERERqfSSrtir37X+xlPeO+WnVT+vKna5t6nU++2732KD3hn0U6PujXZ5J7pBgwatmThx4s+rVq2adumlly694IILmn/77bdpiRltf1SvXr3CX375JW3z782dOzetUaNGfyjyQqHQ71N1Nm7caMcff3zrPn365MyaNWvG+vXrp7777rs/Amya0VO/fv3CX3/99Q/3Xbhw4e+vGzZsWBiJRHzFihXT161bN23T18aNG78577zzVu3qr4GIlG9m9ldgDHC3u98XdB6R8sLMGpnZk8DXQDqwn7sPdPdd+uBQRERERKSkJF2xBztX7pVGqTd9+vS0F198MTMnJyclEomQlZUVAwiFQtStW7fwp59+qrL5+aeccsryBx98sP7kyZPTCwsLGT16dNaECRMyzz///BVbe0Z+fr7l5+enZGVlxbKysuLz5s2LXHvttY02P+fEE09c+eKLL9aeMGFCRmFhIffdd1/tH3/8MX3T8X79+q1v3bp13qmnntpk0aJFYYDly5eHnnzyyZrr1q1Lyn/GIlI2zKwr8AowDvhnwHFEygUzq2pmNwGzgIOAk0jsID050GAiIiIiIn+StKVPccq90ij1APLz81PuuOOOBo0bN96jWrVqXa+66qrskSNHzu3QoUP+tddeu/jdd9+tWb169S5t2rRpD3DjjTcuO/PMM3874YQTWmZlZXW999576z/99NOze/Xqlbu1Z2RmZsbvueeeeSNGjGiQkZHRtV+/fq2POeaY1Zufc9FFF60899xzlw0cOLBVrVq1unz66afVDjrooJy0tLQ4QDgc5qOPPpqVnp4e7969++5Vq1btuscee7R/9dVXs8xMC3mLVFJm1gx4C/gKON3d48EmEkluZpZiZqeTKPSGAMNITLt9QRtjiIiIiEgysl35/9QpU6a0CIfDH7Zp02Ztenp6wfavKL6lU5dWeabvM21rta4VHvTOINJq/GFGaqmVesmuXbt27Y8++uhVt91229KgsxRHXl5e6qxZs2pEo9GDu3XrNqc415pZBxKLlnfUbp4i22ZmtYFPgQJgf60FJrJtZnYQMALoTGJjjBvdfVmwqURERKQi08+4UhKSdsTeJtsauVeZSr3HHnssa/369Zabm2tDhw7dbfbs2VVOPvnk1du/UkQqGzNLB94AMoBDVOqJbJ2ZtTGz10hsjvEb0Nndz1epJyIiIiLlQdIXe7Dlcq8ylXoATzzxRN0GDRp0rlu3bpexY8fWfu65537p2LFj8bcNFpEKzcxCwL+B9iRKvUUBRxJJSmZW28zuA74HWpP4/dLf3WcEHE1EREREZIeFgw6wozaVe8/0fabts/2fDadEUipNqQcwefLkWUFnEJHkZontuu8HDgH+quH8Iv/LzFKBi4AbgEJgMDDa3aOBBhMRERER2QnlYsTeJpuP3KtMpZ6IyA76J3ABMMjdJwYdRiSZWMLRJEbo3QY8ArRy90dU6omIiIhIeVVuRuxtUr9r/Y0X/3Txd+5uGbUzYkHnERFJBmZ2Komy4u/uPi7oPCLJxMy6AfcAvYAXSIxonRdoKBERERGRElCuRuxtkl4rPa5ST0Qkwcz6Ao8Dd7n7/UHnEUkWZtbYzJ4CvgZSgX3d/USVeiIiIiJSUZS7EXsiIvJfZrYn8DIwFrgq4DgiScHMqgH/AK4gsdPtCcBYd/dAg4mIiIiIlDAVeyIi5ZSZNQfGA18AZ7h7POBIIoEq2hX6NOBWoCowFLjP3TcGGkxEREREpJSUy6m4IiKVnZnVAd4hMRppgLsXBBxJJFBmdjAwBXgMeJXExhh3qNQTERERkYqsXBZ7y5cvD02fPj1t+fLloaCzFFf37t3bXnLJJQ2DziEi5ZeZZQBvAFWAQ9w9J+BIIoExs7Zm9gbwAbAY2MPdL3T33wKOJiIiIiJS6spVsTdjxoy0vn37tqxfv36XLl26dKxfv36Xfv36tZwxY0Za0NlERMpC0VTDfwPtgP7uvjjgSCKBMLPaZnY/MANoQeL3w6Hu/n3A0UREREREyky5WWNvxowZafvuu+/uubm5KfF4YhmpeDzOBx98kLnvvvtWnzx58syOHTvmBxxTRKTUmJkBDwD9gT7uPjPgSCJlzszSgIuB64AC4CJgjLtHAw0mIiIiIhKAcjNi7/LLL2+cm5ubEovFbPPvx2Ixy83NTbn88ssbl/Qzu3fv3vaMM87IPuKII5pXr169S/369fe444476m5+zgsvvJDZoUOH3atXr96lWbNmHW+44YZ6sVhsm/dds2ZNuG/fvi2rVq3atUmTJh1HjhxZe9Ox+++/v3a9evX22Pz8IUOGNOzWrVvbTa+HDx9eNzs7u2PVqlW71q5du/OAAQOalcw7FpEkdzVwPnCSu08KOoxIWbKEAcAPJDbHeAho7e6PqtQTERERkcoq8BF7ZtZtV+8Ri8Xsvffeq7kj93L3KcW597hx42o/99xzs1977bW5zzzzTM2zzjqr5WGHHba2Y8eO+RMmTMg45ZRTWj788MNzTzvttNWff/55xoABA1qFw2G/4YYbtrq2z9ixY+uMGTNm9vjx42e/8sormYMGDWrZpk2bjX379t2wvTzfffdd2rBhwxp/8sknM/fee++NOTk5KZMnT84oznsSkfLHzDbt9DnY3V8JOo9IWTKzvYF7gJ4kpqJf4+6/BptKRERERCR45WbEXlD69++/5sgjj1wXCoU4/fTT19SoUSP62WefZQCMGjWq7oEHHphz9tlnr45EIuy///65F1100dInnnii7rbuecABB+ScdNJJOZFIhIEDB+b07dt3zejRo+vsSJ5IJOLubtOmTUtftWpVSmZmZvyQQw5ZXxLvVUSSk5n1A0YDd7j7yKDziJQVM8s2s2eAL0n8P8tf3P1klXoiIiIiIgmBj9jbkRF0y5cvD9WvX7/LprX1tiQlJYWlS5dOq1u37rbnwRZTgwYNCjZ/nZGREV+3bl0IYNGiRZG2bdtu3Px469at85cuXZq6rXs2bdo0/8+vp0+fvkOj7tq1a1cwevToOaNGjao7ZMiQpk2bNs0fPHjwsvPOO2/Vjr0jESlPikYivwy8CFwTcByRMmFm1YF/AFcAS4DjgXHu7oEGExERERFJMuVixF7dunVjffr0WRMKhbb4P/ShUMj79OmzpqRLve1p1KhR4dy5c/+wI+8vv/ySVr9+/YKtXQMwf/781D+9TmvYsGEhQI0aNWJ5eXl/+OeyZMmSyOavBw0atGbixIk/r1q1atqll1669IILLmj+7bffamdgkQrGzFoAbwGfA2e6+9Y/3RCpAMwsZGZnAz8DlwA3AO3d/SWVeiIiIiIi/6tcFHsAI0aMWJiRkRH/c7kXCoU8IyMjPmLEiIVlnenss89e8fHHH2c++eSTNaPRKJ9++mn6yJEj65922mkrtnXdhAkTMl944YXMaDTKuHHjarz33ns1zzrrrBUA3bt3z83NzQ099thjWbFYjDfffLP6+PHjszZdO3369LQXX3wxMycnJyUSiZCVlRUDCIVCpftmRaRMmVkd4B0So5WOcfdtfmAgUt6ZWR/gG+ARYBzQyt3vcveN275SRERERKTyKjfFXseOHfMnT548s3fv3jkpKYnYKSkp9O7dO2fy5MkzO3bsmL+dW5S4gw8+eMOTTz45+84772xQs2bNrieeeGLLc84557frrrtu2bauO+6441aOGTOmTmZmZtfLLrusyV133fVr//791wO0b9++YPjw4fOvv/767MzMzK6jRo2qc/zxx/9eFObn56fccccdDRo3brxHtWrVul511VXZI0eOnNuhQ4cyf/8iUjrMLAP4D5AKHOruawOOJFJqzGx3M3sTeB9YAHRy94vdfXnA0UREREREkp7tysyWKVOmtAiHwx+2adNmbXp6epmNJlm+fHlo8eLF4YYNG0bLevqt7Jq8vLzUWbNm1YhGowd369ZtTnGuNbMOwAygo7t/XzoJRYJlZmESa+rtD+zn7jMDjiRSKsysLnAjcD7wA3C5u78fbCoRERGRsqOfcaUkBL55xs6oW7duTIWeiFQ0ZmbAg0BfoI9KPamIzCwNGAxcB2wkUew94e7677qIiIiISDGVy2JPRKSCuhY4Bxjg7p8GHUakJBUV1wOAO4EGwAjgDndfF2gwEREREZFyrNyssSciUpGZ2enAMGCwu78acByREmVm3YGJwEvAZKCtu1+nUk9EREREZNeo2BMRCZiZHQKMBm539weDziNSUsysiZk9B3wBONDd3Qe5+/yAo4mIiIiIVAgq9kREAmRme5EYxfRv4JqA44iUCDOrbma3Aj8BfwGOBXq5+1fBJhMRERERqVi0xp6ISEDMrAUwnsTUxLN9V7YpF0kCZhYCzgRuAdJIbJAx0t3zAw0mIiIiIlJBacSeiEgAzKwu8A6wmMRmGQUBRxLZJWbWF5gKPAyMBVq5+wiVeiIiIiIipUfFnohIGTOzqsCbQCpwqDYQkPLMzNqb2VvAu8A8oKO7D3b3FcEmExERERGp+FTsiYiUITMLAy8ArYD+7r4k4EgiO8XMdjOzh4BvgYZAH3c/0t1/DDiaiIiIiEilUT6LveXLQ0yfnsby5aHSfEz37t3bXnLJJQ1L8xkiUnmYmQEPAX2AI1SASHlkZlXM7B/Az8DRwLlAN3f/INhkIiIiIiKVT/kq9mbMSKNv35bUr9+FLl06Ur9+F/r1a8mMGWlBRysJr7/+evUePXq0qVmzZhcz6zajgrwvEfnddcBZwInuPjnoMCLFYQkDgZnATcB9QGt3H+PusUDDiYiIiIhUUuWn2JsxI419992dDz/MJB5PfC8ehw8+yGTffXevCOVetWrV4ieddNLKRx55ZG7QWUSkZJnZmcDNwMXu/lrAcUSKxcz+AnxKYhr5RKCtu9/g7uuDTSYiIiIiUrmVn2Lv8ssbk5ubQixmf/h+LGbk5qZw+eWNS+Oxa9asCfft27dl1apVuzZp0qTjyJEja286dv/999euV6/eHpufP2TIkIbdunVru+n18OHD62ZnZ3esWrVq19q1a3ceMGBAs609q3fv3hsGDx68smvXrnml8V5EJBhmdijwKDDc3R8OOo/IjjKzZmb2PPAZEAX2dvdT3X1BwNFERERERAQIBx0As267fI9YzHjvvZo7dC/3KcW59dixY+uMGTNm9vjx42e/8sormYMGDWrZpk2bjX379t2wvWu/++67tGHDhjX+5JNPZu69994bc3JyUiZPnpxRnOeLSPlmZnsDLwHPkZiKK5L0zKwGcDVwGbAQGAC86u4eaDAREREREfmD8jNiLyAHHHBAzkknnZQTiUQYOHBgTt++fdeMHj26zo5cG4lE3N1t2rRp6atWrUrJzMyMH3LIIZq2JFJJmFlLYDwwCThbpYgkOzMLm9l5wC/A+STKvfbu/or+/RURERERST7Bj9jbkRF0y5eHqF+/y+9r621JSgosXTqNunVLdAHvpk2b5v/59fTp03do1F27du0KRo8ePWfUqFF1hwwZ0rRp06b5gwcPXnbeeeetKsmMIpJ8zGw34F0So52OdffCgCOJbJOZ9QNGAG1J7N58s7uvDDaViIiIiIhsS/kYsVe3bow+fdYQCm15tEAo5PTps6akSz2A+fPnp/7pdVrDhg0LAWrUqBHLy8v7w6/hkiVLIpu/HjRo0JqJEyf+vGrVqmmXXnrp0gsuuKD5t99+W+43+hCRrTOzqsCbQAg41N3XBRxJZKvMrIOZvQ28A8wGOrr731XqiYiIiIgkv/JR7AGMGLGQjIz4/5R7oZCTkRFnxIiFpfHYCRMmZL7wwguZ0WiUcePG1XjvvfdqnnXWWSsAunfvnpubmxt67LHHsmKxGG+++Wb18ePHZ226dvr06WkvvvhiZk5OTkokEiErKyuWiBza4rNisRi5ubm2ceNGA8jPz7fc3FyLRqOl8dZEpBSYWRh4EWgB9Hf3pQFHEtkiM6tnZo8A3wL1gYPd/W/u/lPA0UREREREZAeVn2KvY8d8Jk+eSe/eOaQUxU5Jgd69c5g8eSYdO+Zv+wY757jjjls5ZsyYOpmZmV0vu+yyJnfdddev/fv3Xw/Qvn37guHDh8+//vrrszMzM7uOGjWqzvHHH79i07X5+fkpd9xxR4PGjRvvUa1ata5XXXVV9siRI+d26NBhi1nffvvt6lWrVt2zS5cuHQH22muvDlWrVt3zoYceqr2l80UkuZiZAQ8DvYEjVJBIMjKzKmZ2FfAzcCRwFrCXu38UbDIRERERESku25W1sKdMmdIiHA5/2KZNm7Xp6ekFJZhr25YvD7F4cZiGDaOlMf1WSk9eXl7qrFmzakSj0YO7des2pzjXmlkHYAaJaWLfl05CkZ1nZjcCNwDHuPvrQecR2VxR8TwQuB3YDbgTuNvdtamTiIiISAD0M66UhOA3z9gZdevGVOiJSDIxs7OBm4DzVepJsjGzHsA9wF+Ap4Br3X1RsKlERERERGRXlZ+puCIiScrMDgMeAW5191FB5xHZxMyam9kLwGQgn8SU29NV6omIiIiIVAwq9kREdoGZdQfGAs8C1wccRwQAM8s0szuAH4FuwFHAQe4+JdBgIiIiIiJSosrnVFwRkSRgZq2A8cBE4BzflUVLRUpA0a7M5wA3AyHgH8DD7l526+CKiIiIiEiZUbEnIrITzGw34B3gV+BYdy8MOJJUYkUbY/QHRgCtgZHAMHdfFWgwEREREREpVZqKKyJSTGZWjcRIvRTgMO0qKkEys04kSua3gJ+ADu5+mUo9EREREZGKT8WeiEgxmFmExJp6zYH+7r4s4EhSSZlZfTN7FJgG1CWxht7R7j4r2GQiIiIiIlJWNBVXRGQHFU13fAQ4EDhYBYoEwczSgcuAq4G1wJnAM+4eDzSYiIiIiIiUuXI5Ym85y0PTmZ62nOWh0nxO9+7d215yySUNS/MZIlKu3AicDgx0988DziKVjJmlmNlJJKbbXgvcDbRx96dU6omIiIiIVE7lqtibwYy0vvRtWZ/6XbrQpWN96nfpR7+WM5iRFnS2knDTTTfV69Chw+7Vq1fvUqtWrc4HHXRQq6+//rpK0LlEBMzsHBLF3gXu/p+g80jlYmb7AZ8BzwL/B7R296HuviHYZCIiIiIiEqRyU+zNYEbavuy7+4d8mBknMTAhTpwP+CBzX/bdvSKUexs3brQRI0YsWLJkyfT58+d/27p1642HHHJIm/Xr11vQ2UQqMzM7nMQU3GHu/mjQeaTyMLMWZjYWmARsALq5+5nuvjjgaCIiIiIikgTKTbF3OZc3ziU3JUbsDyVXjJjlkptyOZc3Lo3nrlmzJty3b9+WVatW7dqkSZOOI0eOrL3p2P3331+7Xr16e2x+/pAhQxp269at7abXw4cPr5udnd2xatWqXWvXrt15wIABzbb2rNtvv31p//7911erVs2rVavmw4cPX7JixYrI9OnTNWpPJCBmtg+JzTKeIjFiT6TUmVlNM7sTmAl0Af4G9Hb3qYEGExERERGRpBL45hmGddvVe8SI2Xu8V3NH7uX4lOLce+zYsXXGjBkze/z48bNfeeWVzEGDBrVs06bNxr59+253+tN3332XNmzYsMaffPLJzL333ntjTk5OyuTJkzN29NmvvfZajfT09HinTp3yi5NZREqGmbUG3gQmAOe5uwccSSq4ol2XzwVuIvHh25XAI+5eEGQuERERERFJTuVmxF5QDjjggJyTTjopJxKJMHDgwJy+ffuuGT16dJ0duTYSibi727Rp09JXrVqVkpmZGT/kkEPW78i1X3zxRfrll1/e9JZbbllQo0YNLYouUsbMrB7wDvArcJy7FwYcSSowSzgM+Ba4F3gaaOXu96vUExERERGRrQl8xN6OjKBbzvJQfep32bS23pakkMJSlk6rS91YSeZr2rRp/p9fT58+fYdG3bVr165g9OjRc0aNGlV3yJAhTZs2bZo/ePDgZeedd96qbV330UcfZRxzzDGt//nPfy4aMmTIil3JLyLFZ2bVgPFFLw9z9x0q5EV2hpntAYwA+gCvAEe4+y/BphIRERERkfKgXIzYq0vdWB/6rAkR2uI0uBAh70OfNSVd6gHMnz8/9U+v0xo2bFgIUKNGjVheXt4ffg2XLFkS2fz1oEGD1kycOPHnVatWTbv00kuXXnDBBc2//fbbrW708frrr1c/8sgj2wwdOnThNddcs7wk34uIbF/RVMiXgKZAf3dfFnAkqaDMrL6ZPQZMA7KAA9x9gEo9ERERERHZUeWi2AMYwYiFGWTE/1zuhQh5BhnxEYxYWBrPnTBhQuYLL7yQGY1GGTduXI333nuv5llnnbUCoHv37rm5ubmhxx57LCsWi/Hmm29WHz9+fNama6dPn5724osvZubk5KREIhGysrJiAKFQaIvPevrpp2uefPLJre6///5fL7nkkpWl8X5EZOvMzIBRwAHA4e7+c8CRpAIyswwzuw74BTgEOA3o7u6fBJtMRERERETKm3JT7HWkY/5kJs/sTe+clKLYKaTQm945k5k8syMdS2WDieOOO27lmDFj6mRmZna97LLLmtx1112/9u/ffz1A+/btC4YPHz7/+uuvz87MzOw6atSoOscff/zvU2fz8/NT7rjjjgaNGzfeo1q1al2vuuqq7JEjR87t0KHDFrNeffXV2Xl5eSkXXXRRs4yMjK6bvh5++OFapfHeROR/DCVRshzv7l8EHUYqFjNLMbNBwE/AVcAdQBt3f8bdtZaqiIiIiIgUm+3KJo9TpkxpEQ6HP2zTps3a9PT0MlvceznLQ4tZHG5Iw2hpTL+V0pOXl5c6a9asGtFo9OBu3brNKc61ZtYBmAF0dPfvSyehVFZmdh7wCHCuuz8WdB6pWMxsf+AeoBswBrje3ZcEm0pEREREgqSfcaUkBL55xs6oS92YCj0RKSlmdgTwEDBUpZ6UJDNrSWJk3gDgQ2BPd58WaCgREREREakwys1UXBGR0mBmfwFeBJ4gMRVXZJeZWZaZ3Q3MBDoCRwB9VOqJiIiIiEhJKpcj9kRESoKZtQHeBD4CLvBdWZtAhN93VT4fuAlwYAgwyt0Lg8wlIiIiIiIVk4o9EamUzKw+8A4wh8RmGSpeZKcV7ah8OHAX0AK4H7jV3VcHGkxERERERCo0TcUVkUrHzKoD44E4cLi7bwg4kpRjZtYF+D/gDeA7YHd3v0KlnoiIiIiIlLZdLfZigMfjcRWEskOK/l1xIBp0FqmciqZKvgRkA/3d/beAI0k5ZWYNzOxx4BugBrC/ux/n7rMDjiYiIiIiIpXErk7FXRiPx5csXLiweb169dampqYWmJnWqJL/4e5WUFCQumzZshrxeHwusCjoTFL5FE2XfAzYHzjI3X8JOJKUQ2aWAVwO/BNYDZwCPO/u8UCDiYiIiIhIpbNLxV63bt1iU6ZMOXrDhg03zZs3769F09tEtsjdo/F4/DV3v6lbt26xoPNIpTQMGAT8zd2/DDqMlC9mlgKcDNwG1Cz6673unhtkLhERERERqbx2efOMbt26LZsyZcqFsVisBlALsF2PJRWQA6uAtd26ddOoTilzZnY+cC1wtruPDzqPlC9mdgAwAugKjAGud/elwaYSEREREZHKrkR2xS0qanKKvkREkoqZ/Q14ELjJ3R8POo+UH2bWCrgTOJrEBhld3f3bYFOJiIiIiIgkaNMLEanQzKwH8AKJUVY3BxxHygkzyzKze4AfgN2Bw4C+KvVERERERCSZlMiIPRGRZGRmbYE3gQ+AC9xd08Blm4p2Tb4AuBGIA5cCj7l7YZC5REREREREtkTFnohUSGZWH3gH+AUY6O7RgCNJEivaMflIEtNumwH3AcPdfU2AsURERERERLZJxZ6IVDhFO3S/BUSBI9x9Q8CRJImZWVfgHuBA4CXgEHefE2goERERERGRHaA19kSkQimaSjkOaAz0d/ffAo4kScrMGpnZE8AUIAPo6e7Hq9QTEREREZHyQiP2RKTCKJpOORrYDzjQ3WcHHEmSkJlVBa4A/gGsAE4GXnT3eKDBREREREREiknFnohUJLeQKGmOcPevgw4jycXMUoBTgVuBGiT+ffmXu+cFGkxERERERGQnaSquiFQIZnYhcA1wrru/HXQeSS5mdiDwNfA4iZ2SW7n7bSr1RERERESkPFOxJyLlnpkdBYwEbnD3MQHHkSRiZm3M7DXgIxLTbru4+3nuvizYZCIiIiIiIrtOxZ6IlGtmti/wPIm19W4JOI4kCTOrZWb/Ar4HWgOHAv3c/btAg4mIiIiIiJQgrbEnIuWWmbUD/gP8H3Chu3vAkSRgZpYKXAjcAESBwcBod48GGkxERERERKQUqNgTkXLJzBoA7wA/AyeouKncinZE/htwF9AEuBe4zd1zAg0mIiIiIiJSilTsiUi5Y2Y1gLeAAhI74G4IOJIEyMz2BO4BDgBeBPq6+9xgU4mIiIiIiJQ+rbEnIuVK0VTLl4GGQH93Xx5wJAmImTU2s6dI7HZbBdjX3U9QqSciIiIiIpWFRuyJSLlRNN3ycaAHcKC7zwk4kgTAzKoBVxZ9/QacBLyoNRZFRERERKSyUbEnIuXJcOBE4HB3/zroMFK2zCwEnArcClQDhgL3ufvGQIOJiIiIiIgERFNxRaRcMLOLgKuAs939naDzSNkys4NJTLkdDbwOtHL3O1TqiYiIiIhIZaZiT0SSnpkdDTwAXO/uTwYcR8qQmbU1s9eBD4ClwB7ufoG7/xZwNBERERERkcCp2BORpGZmPYHngUdJTMGUSsDMapvZ/cAMoCVwiLsf4u7fBxxNREREREQkaWiNPRFJWma2O/AG8C5wsTZHqPjMLA24CLgeKCj6+zHuHg00mIiIiIiISBJSsSciScnMGgLvAD8BJ6rYqdiKdjw+GrgTaAzcA9zu7msDDSYiIiIiIpLEVOyJSNIxsxrAW0A+cIS75wYcSUqRme1Fosjbn8S0697u/muwqURERERERJKf1tgTkaRiZqnAK0B9oL+7rwg4kpQSM8s2s2eAr0h80NTD3U9SqSciIiIiIrJjNGJPRJKGmaUAY4B9gAPcfU7AkaQUmFk14J/AFSR2uh0IvKQ1FEVERERERIpHxZ6IJJPhJEqew939m6DDSMkysxBwOnALkAHcCNzv7huDzCUiIiIiIlJeaSquiCQFMxtMYhTX2e7+btB5pGSZWW/gG2AUianWrdz9TpV6IiIiIiIiO0/FnogEzswGAPcB17r7U0HnkZJjZu3M7D/A/wELgT3c/SJ3Xx5wNBERERERkXJPxZ6IBMrM9geeAx4Bbgs4jpQQM6tjZg8AM4BmQD93P8zdfwg2mYiIiIiISMWhNfZEJDBm1h54HXgHGKzNE8o/M0sDBgPXAfnABcAYd48FGkxERERERKQCUrEnIoEws0YkCr0fgZNU/JRvZmbAAOBOoAFwD3C7u68LNJiIiIiIiEgFpqm4IlLmzCwTeAvIBY5w99yAI8kuMLPuwETgJWAy0Nbdr1WpJyIiIiIiUrpU7IlImTKzVBK7ou4G9Hf3lQFHkp1kZk3M7Fngi6Jv7ePug9x9fpC5REREREREKgtNxRWRMmNmKcATQHegl7vPCzaR7Awzqw5cBQwBlgDHAS9rjUQREREREZGypWJPRMrS7cDxwGHuPjXoMFI8ZhYCzgSGAVWA64EH3D0/0GAiIiIiIiKVlKbiikiZMLNLgCuBM939vaDzSPGY2V+BqcDDJNbSa+Xud6vUExERERERCY6KPREpdWZ2LPAv4Bp3fybgOFIMZtbezMYD7wG/Ap3cfbC7rwg4moiIiIiISKWnYk9ESpWZ9QKeJTHS6/aA48gOMrO6ZvYg8C3QGPirux/h7jMDjiYiIiIiIiJFtMaeiJQaM+sAvA68DVyizRWSn5lVAS4BrgXygPOAJ909FmgwERERERER+R8q9kSkVJhZI+Ad4AfgJBVDyc3MDDgWuANoANwN3Onu6wINJiIiIiIiIlulqbgiUuLMLJPEKL0NwJHunhdwJNkGM9sHmASMBT4F2rj79Sr1REREREREkpuKPREpUWaWBrwK1AX6u/vKgCPJVphZUzP7N/A5EAO6u/sp7r4g4GgiIiIiIiKyAzQVV0RKjJmlAE8CewG93H1eoIFki8ysBnAVMARYBAwAXtUaiCIiIiIiIuWLij0RKUl3klin7RB3nxZwFvkTMwsDZwLDgDTgGuBBd88PNJiIiIiIiIjsFE3FFZESYWaXApcDZ7j7/wUcR/7EzPoB04CHgBeBVu5+j0o9ERERERGR8kvFnojsMjM7HrgHuMrdnw06j/yXmXUws7dJ7FA8B+jo7pe4+4qAo4mIiIiIiMguUrEnIrvEzA4AngEeJDEVV5KAme1mZg8D3wINgN7ufqS7/xhwNBERERERESkhWmNPRHaamXUEXgfeBC7V5gvBM7MqwN+Ba4H1wNnA0+4eCzSYiIiIiIiIlDgVeyKyU8ysMfA2MAMYpOIoWGZmwEDgdmA34C7gLndfH2gwERERERERKTWaiisixWZmNUmUeuuBI909L9hElZuZ9QAmA88DE4A27n6jSj0REREREZGKTcWeiBSLmaUBrwG1gf7uvirYRJWXmTUzsxdIlHoFwF7ufpq7Lww4moiIiIiIiJQBFXsissPMLAV4CtgTOMTdfw04UqVkZplmdjvwI7AXcAxwoLtPCTaZiIiIiIiIlCWtsScixXEXiRLpEHefHnSYysbMwiQ2w7gZiABXAQ+5e0GgwURERERERCQQKvZEZIeY2RBgCImNMj4IOk9lY2aHAHcDbYAHgWHuvjLYVCIiIiIiIhIkTcUVke0ys4HACOAf7v5c0HkqEzPraGbvAG8BPwMd3P1SlXoiIiIiIiKiYk9EtsnMDgSeBh4gMWJMyoCZ1TOzUcB0oB5wsLsf5e6zAo4mIiIiIiIiSUJTcUVkq8ysE4kdcP8DXObuHmyiis/M0oFLgWuAtcBZwDPuHgsyl4iIiIiIiCQfFXsiskVmlg28DXxLYl09FUulyMwMOAG4HagD3Anc7e4bAg0mIiIiIiIiSUtTcUXkf5hZTRKlXg7wN3ffGGyiis3M9gU+A54DPgTauPtQlXoiIiIiIiKyLSr2ROQPzKwKiem3WcAh7r462EQVl5m1MLOxwKdAHrCXu5/h7osCjiYiIiIiIiLlgIo9EfmdmaWQ2CijK4lSb37AkSokM8s0szuBmUAX4CgSm2N8E2QuERERERERKV+0xp6IbG4EiZKpv7t/G3CWCsfMwsC5wFAgBFwJPOLuBYEGExERERERkXJJxZ6IAGBmQ0jsxnqSu38YcJwKpWhjjEOAu4FWwEjgFndfFWgwERERERERKdc0FVdEMLMTSIzWu9Ldnw86T0ViZnsA7wLjgR+BDu4+RKWeiIiIiIiI7CoVeyKVnJkdTGJdvftIlHtSAsysvpk9BkwFagMHuvsx7v5zwNFERERERESkgtBUXJFKrGg02askdsEd4u4ebKLyz8zSgSHAVUAOcAbwrLvHAw0mIiIiIiIiFY6KPZFKysyaAG8D04BTVTztmqIdhU8EbiMxQu8OYIS7bwg0mIiIiIiIiFRYmoorUgmZWRaJUm8NcJS7bww2UflmZj2Bz4FngPeB1u5+s0o9ERERERERKU0q9kQqGTOrArwOZAL93X11wJHKLTNraWbjgInAemBPdz/L3RcHHE1EREREREQqARV7IpVI0XTRZ4DOwCHuviDgSOWSmdU0s7uAH4BOwJFAb3efFmgwERERERERqVS0xp5IJWFmBtxLooTq7+7fBRyp3DGzCHAecBNgwBXAI+5eGGQuERERERERqZxU7IlUHpcDlwAnuvtHQYcpT4pK0cOAu4EWwAPALZrGLCIiIiIiIkHSVFyRSsDMTgLuAi539xeCzlOemFlnEhti/AeYAezu7per1BMREREREZGgqdgTqeDMrDfwJHCvu98TcJxyw8wamNloYCqJjUZ6ufux7j474GgiIiIiIiIigKbiilRoRaPNXgFeJbEenGyHmWWQmLb8T2A1cCrwb3ePBxpMRERERERE5E9U7IlUUGbWFHibxIiz01RMbVvRjsEnA7cBNYHbgXvcPTfIXCIiIiIiIiJbo6m4IhWQmdUiUeqtAo5y940BR0pqZtYL+BJ4isSvW2t3v0WlnoiIiIiIiCQzFXsiFYyZVQFeB2oAh7j7mmATJS8za2VmLwMTgDVAV3c/x92XBJtMREREREREZPtU7IlUIGYWAp4FOpEo9RYEHCkpmVmWmd0D/AC0Bw4H/uru04NNJiIiIiIiIrLjtMaeSAVhZgb8CzgC6Ofu3wWbKPmYWQS4ALgRcOAy4FF3Lww0mIiIiIiIiMhOULEnUnFcCVwMDHT3jwPOklSKSs8jgLuAZsD9wK2apiwiIiIiIiLlmabiilQAZnYycAcwxN3HBp0nmZhZV+ADEusOfgu0d/crVeqJiIiIiIhIeadiT6ScM7M+wBPAPe5+b9B5koWZNTSzMcAUoBqwv7sf5+6zA44mIiIiIiIiUiI0FVekHDOzLsArRV9XBpsmOZhZVeAK4B/ASmAQ8IK7xwMNJiIiIiIiIlLCVOyJlFNm1hR4m8SItNMqe3FlZikkSrzhQCZwK3Cvu+cFGkxERERERESklGgqrkg5ZGa1gHeAFcDR7p4fcKRAmdmBwFckpiS/BbR29+Eq9URERERERKQi04g9kXLGzNKBN0isG9ejMm8CYWatgTuBo4D3gS7u/l2goURERERERETKiEbsiZQjZhYCngM6AP3dfWHAkQJhZrXM7F7gB6AtcCjQT6WeiIiIiIiIVCYasSdSTpiZAfcBhwF93f37gCOVOTNLBS4AbgRiwCXAY+4eDTSYiIiIiIiISABU7ImUH/8ALgROcPcJQYcpS0Wl5t+Au4AmwL+A4e6eE2QuERERERERkSCp2BMpB8zsFOB24FJ3Hxt0nrJkZnsC9wAHAGNJjFacG2wqERERERERkeBpjT2RJGdmfwXGAHe7+31B5ykrZtbIzJ4EvgaqAPu5+0CVeiIiIiIiIiIJGrEnksTMrCvwCjAO+GfAccqEmVUFriQx9Xg5cBLwort7oMFEREREREREkoyKPZEkZWbNgLeAr4DT3T0ebKLSVbTj76nArUA14GbgPnfPCzSYiIiIiIiISJLSVFyRJGRmtYF3SIxYO9rd8wOOVKrM7CASU25HA28Ard39dpV6IiIiIiIiIlunYk8kyZhZOvAfIAM4pCLv/Gpmbc3sdeBDYBnQ2d3Pd/dlAUcTERERERERSXoq9kSSSNF01H8DuwP93X1RwJFKhZnVNrP7gBlAKxIFZn93nxFwNBEREREREZFyQ2vsiSQJMzPgfuAQ4K/u/kPAkUqcmaUCFwE3AIXAYGC0u0cDDSYiIiIiIiJSDqnYE0keVwEXAMe7+8Sgw5SkotLyKOBOIBu4F7jN3dcGmUtERERERESkPFOxJ5IEzOxUYDhwibuPCzpPSTKzbsA9QC/gBRKjEecFGkpERERERESkAtAaeyIBM7O+wOPAXe7+QNB5SoqZNTazp0nsdpsK7OvuJ6rUExERERERESkZGrEnEiAz2xN4GRhLYipuuWdm1YB/AFcAvwEnAGPd3QMNJiIiIiIiIlLBqNgTCYiZNQfeAr4AznD3eMCRdknRjr6nAbcCVYGhwH3uvjHQYCIiIiIiIiIVlKbiigTAzOoA7wDLgAHuXhBwpF1iZr2BKcBjwKtAK3e/Q6WeiIiIiIiISOlRsSdSxswsA3gDqAIc4u45AUfaaWbWzsz+A/wfsBjYw90vdPffAo4mIiIiIiIiUuGp2BMpQ2YWBp4H2gH93X1xwJF2ipnVMbMHgBlAcxLv5VB3/z7gaCIiIiIiIiKVhtbYEykjZmbAA0A/oI+7zww4UrGZWRpwMXA9kA9cCIxx92igwUREREREREQqIRV7ImXnauA84Fh3nxR0mOIoKiWPAe4EGgEjgDvcfW2gwUREREREREQqMU3FFSkDZnY6id1iL3H3VwKOUyxmtjfwCTAO+Bxo6+7XqtQTERERERERCZaKPZFSZmb9gdEkRriNDDrPjjKzJmb2LPAliT8r/uLuJ7v7rwFHExERERERERFU7ImUKjPrRmKk2/PANQHH2SFmVt3MbgF+AvYFjgd6uvsXwSYTERERERERkc1pjT2RUmJmLYC3gM+As9w9HnCkbTKzEHAGcAuQDtwAPODuGwMNJiIiIiIiIiJbpBF7IqXAzOoA7wBLgAHuXhBwpG0ysz7AVOAREiMMW7n7XSr1RERERERERJKXij2REmZmGcCbQCpwaDJvMmFmu5vZm8D7wHygk7tf7O7LA44mIiIiIiIiItuhYk+kBJlZGHgBaAMc4u6LA460RWZW18xGAt8BTYC+7n64u88MOJqIiIiIiIiI7CCtsSdSQszMgAeBvwJ9krEkM7M04BLgOiAPOB94wt1jgQYTERERERERkWJTsSdScq4FziGxpt6nQYfZXFHpeCxwB9AAGAHc4e7rAg0mIiIiIiIiIjtNU3FFSoCZnQEMAwa7+6tB59mcme0DTALGApOBtu5+nUo9ERERERERkfJNxZ7ILjKzQ4DHgNvd/cGg82xiZk3M7DngcyAOdHf3Qe4+P+BoIiIiIiIiIlICVOyJ7AIz2wt4Cfg3cE3AcQAwsxpmNhz4CfgLiSm4vdz9q2CTiYiIiIiIiEhJ0hp7IjvJzFoC40lMbz3b3T3gPGHgTBJTgtNIbJAx0t3zg8wlIiIiIiIiIqVDI/ZEdoKZ1QXeARaR2CyjIOA8fYGpwEMk1tJr5e4jVOqJiIiIiIiIVFwq9kSKycyqAm8CEeCwIDehMLP2ZvYW8C4wF+jo7oPdfUVQmURERERERESkbKjYEymGoumuLwCtgP7uviSgHLuZ2cPAt0BDoI+7H+nuPwaRR0RERERERETKntbYE9lBZmYkprr2AXoHUaKZWRXg78C1wAbgXOApd4+VdRYRERERERERCZaKPZEddz1wFok19SaX5YOLSsXjgTuA3YC7gTvdfX1Z5hARERERERGR5KGpuCI7wMzOBIYCF7v7a2X87L+Q2Hn3BeAToK2736BST0RERERERKRyU7Ensh1mdijwKDDc3R8uw+c2M7Pngc+AQmBvdz/V3ReUVQYRERERERERSV4q9kS2wcz2Bl4CngOuK6Nn1jCz24Afgb2BAcAB7v51WTxfRERERERERMoHrbEnshVm1goYD0wCznZ3L+XnhUms4TcMiABXAw+6e0FpPldEREREREREyieN2BPZAjPbDXgHWAgc6+6Fpfy8/sB0YCTwPNDK3e9VqSciIiIiIiIiW6NiT+RPzKwq8CYQAg5193Wl+KyOZvYO8DbwC9DR3f/u7itL65kiIiIiIiIiUjGo2BPZTNF02LFAC6C/uy8tpefUM7NHSIzSqwcc7O5/c/efSuN5IiIiIiIiIlLxaI09kSJmZsDDwMEkirYSL9nMrApwKXANsJ7EmnrPuHuspJ8lIiIiIiIiIhWbij1JPomCrT3QE9gXaAxkbICaM4B28ARmi4CvSGxs8SXuG0vgyTcAZwLHuPtnJXC/3xWVhicAtwG7AXcCd7v7+pJ8joiIiIiIiCQhswYkfsbtCbQDqq6HrB+BNvA0Zr8BM4BPgUm4rwgurJQnVsobfYrsmMRItjOAw0iUeVnFuLoA+Ab4GHgI9wXFf7ydDTwGnO/uo4p7/XbuvS9wD7AP8BRwrbsvKslniIiIiIiISJIx6wecTKLMa17Mq2eRGMjyBO6TSjqaVBwq9iRYZiHgAhJTUxuUwB0LgCeAu4DWbDbiD6gCFAK5wGrgS+BTg47A68Bt7n59CWQAwMyaA7cDxwMTgMvdfUpJ3V9ERERERESSkNnBJGZrdS+hO34M/BP3L0voflKBqNiT4JjVA14D/hJkjAXgs2FeL7gjBZ7FfcOu3M/MMkkUlZcC84ErgDdcv9lEREREREQqrsTAlXuAS0rh7g7ciPuwUri3lGMq9iQYZo2AyUCToKP8yQrgbuC+4q7bV7Sj7rnAUCBU9NeH3b2gxFOKiIiIiIhI8kisq/4KcFQpP+lR3M8r5WdIOaJiT8qeWQrwIXBA0FG24Rfgb7j/sL0TizbGOIREIdgaGAkMc/dVpRtRREREREREkoLZP0ksxVQWzsD9yTJ6liQ5FXtS9sz6AO8HHWMHxIGPSKy/Nwn4FvfY5ieYWSdgBPBXEtOK/+nus8o4p4iIiIiIiATFLA1YBmSW0RPnAS1QoSNAOOgAUikdubUDcYxl1GMB2SykMSupTSERooSJEiaFOBEKiVBIVTbQmIVks4BGLCKNEp/xmgL0LvoCWIfZZ8ATdWDCysRU27OA6cBB7v5xSQcQERERERGRpHcAWyn1HMghkwVks4BsllKfAlKLfqqNYDhhokQopAobacASsllAYxZSg3Vbe14zYA8SP4tKJadiT4JQPZ9UvmFPJtGTaXRhQbgFC1KasKhwNwo98t8TM6JEQk4k4oRSnHjciMagMGps2BgiGkv5/dx6kZWJOrBwLm35kZ5MYl8mU4vVJZYb6Av0nQTx62DNy3Am8Iy7x0vqISIiIiIiIlKuVHfgJ9oyiZ58SXfmhVqyINSMhbEGrI9l/H5ielqMKqlxImEnHEoMuCuMGtGYkZefwsaC0O/n1ghtIDu0iOzoPJrHf+EvfE5PJtGcuRhUK+s3KclJU3GlTJhRE9gP2K9ZZOEJS2K7Nc+Pp1K3ZgF77xOiaYsQ2dmQnQ2NGyf+2qgRVKmy9XvGYrBsGSxcCAsWbPY1P8533xTy45w0ANqn/sx+BR/Rk0nsz0SaM68k39ojwGDcoyV5UxEREREREUleZkSAvYCeNVPW9g+lxA9eGa1JemqMvfaM0Wr31N9/tt38q0aNrd/THdas+e/Ptpv/rDvr+wKmTA9TGE2hfmQlObGqb+TFq3xEYtmoqe7Etn5nqchU7EmpMSMM9AuFONOdI+Nxwi1aUHDQgZ66X0+jZ09o1QrMSuf5K1bA5MkwaRJ8+nEBX08NURANsXd4KqdHH+MEXiip0XyvAcdofQMREREREZGKzYzOwOmRCKcVFpJVqxaF++9PqFcvUvbbD7p2hdTU0nn2xo3w9deJn3EnTiQ2cSK+bh3hSITfCgt5HHjKnZ9K5+mSrFTsSYkzoyOJP+hOLyyk9n77ET3zTMJHHAF16waXa+NGmDgRnnkqzriXnFg0zt/8dU73MfTlPcK79gHHpbjfV1JZRUREREREJDmYURc4KTWVcwoK6NCkCYVnn03k+OOhTZvSG6yyPfE4zJgBL7wAY8ZQuGwZkUiErwoLGQ2MdWdNMMmkLKnYkxJjRq9IhNsLC+nRsGHiD7pTT4WWLYNO9r/WroVx4+DJxwqZ+HmERuFlXBe9kbN4nAg7Nat2EdAErbUnIiIiIiJSIZjRxIybgFOrVIETTiDljDOwnj2DK/O2JhaDDz6AJ54g/sorEI0Sjcd5GBjuzm9B55PSo2JPdpkZHcJh7o1G+WuvXkRvuIHwQQdBSsr2r00Gv/wC9/3LGfVInGxbxG3RKziOl9iJP6e74K5diUREpMyZ2f0kdp1vCnR192mbHUsDRgD9gI3AdHcfVHSsNfAUUAfIAU539++38oyzgKtI7Br/IXChuxdu75iIiEh5U7RG/A0pKQxu0AC/6SYiJ54IVasGnWzHrFkDTz8NN99MdM0aorEYdwJ3uJMbdDYpeeWkepFkZEZ1M+42Y/ruu3PQ++/Dxx8T7t27/JR6kFjn74GRxk8/h9hvYGMGMpY+oY+YSbvi3iqtNPKJiIjsgHFAT+DXLRy7HXCgjbt3Aq7Y7Ngo4FF3bwPcATy5pZubWXNgGLA/0AqoB5y7vWMiIiLliRlmxqnhMLNr1mTwffcRnj2byNlnl59SD6BmTbjkEvj1V8LDhlElI4NrIxF+NuMos50ZwyLJTCP2ZKeY0S4S4e0qVWh8xx2Ezz0XQqHtX1cefPYZXHhOIT/MhMfjZzCI53bksrVAPdw3lnI8ERGRrTKzecBRm0bsmVlVYAnQ2N3X/unc3YBfgFruHjUzKzq3p7v/8qdzrwRauvv5Ra8PBa5x957bOlaKb1VERKREmVE1FOKZeJyjzzsPv/VWrFatoFOVjCVL4IoriP/736SYMdqdC93RyPoKohyNq5JkYUafUIivOnem8U8/Eb7ggopT6gH06AFfTYsw+NIwp/As13Mz8e1/qDFGpZ6IiCShlsAq4Boz+9rMJppZ76Jj2cASd48CeOLT3vlAky3cpwl/HA04b7PztnVMREQk6ZnRKBJhctWqHPHhh/DwwxWn1ANo0ACee46UV1+F1FTOCId534wK9A4rNxV7UixmnG/GuwMGkPHJJ4QbNAg6UekIh+HuEcajj8LtoWsZaC+RS/rWTp8BXFOG8URERHZUmMS6ez+4+17AJcCLZlYv2FgiIiLJwYw9IxG+adKE9lOmED7wwKATlZ6jjoLPPiNUpw77RSJ8bUaboDPJrkvaYs+GWpoNtRNtqL1qQ+1CG2o1gs5U2ZlxLfDwDTeQ8sILpKRvteeqOM45B957P4UPqh1Jn/DH5JP651M+BQ7GPS+AeCIiItszH4hDYl0Jd58KzAU6AQuABmYWBiiaituk6Jot3afpZq+bbXbeto6JiIgkLTP2C4WYvN9+1P7qK8KtWgWdqPR17QrffEO4Y0eyw2G+NqN90Jlk1yRdsWdDrbkNtdsjKZElhj23b/a+R6SGUh8IWWhZytCUUTbUugSdsTIyozcw7L774Kabkm9r79J00EEw6fMI30X25B/cuenbecAtQG/clweXTkREZOvcfQXwAYkdcTdtdNEcmOnuvwHfAIOKTh8ALPzz+npFXgaONLP6RQXg+cALO3BMREQkKZlRKxJh3F//Svi99whlZQWdqOw0aACTJhHu2pX0SIRXzLY+PU2SX1JsnmFDLQQcFk4JXxSNR/9aN6Nu7IK9LgifvefZZGdmsypvFU9Pf5qRX44snL16diSSEplSGC98ABjrN2qkVIkyawK0AaoC6YBPpGekf/iDkf2OiFR/+WVLqUyl3uaeew4GDYLnOWHRCbz4PYkREPlALrAUmAxMwn1pkDlFRKTyMbNRwGFAfWAlsM7dWxUdawE8DtQh8d+um9395aJjbUnshFubxEZQZ7j7d0XHRgNvuPsbRa/PAa4qeuTHwPnuXri9YyIiIoEwSyExQr0n0BWoAWQAoTiW1zPls+7z6u7V4NsZoZQ6dYIMGpx586BTJ2IbNjAmHteO9uVVoMWeDbUGwNmRlMiFhfHC+gc1Oyh6cfeLw0e0OYJIKPI/57s7H8/7mIe+eij+6o+vmpmtj8ajo4FRfqP/VOZvoLxLfKreGdiPxB92+5FYSPt3cYxDU97lx/oHMu37CDVrln3MZHLm6XFef24d06IdyWbh1k6bTWKK7tvAS7jHyiygiIiIiIhIZWVWHzgT6AX8Bcjc0mn3M5jL7F98+FEKBxxQlgGTz8svw7HHAjDQnbEBx5GdUObFng21FOCgkIUuinv8yOpp1f2cPc8Jn9ftPFrXbr3D91mybgljpo7hoa8fKly8bnEknBKeEI1HRwKv+436hHibEp9cnABcC9ueT/8KR3Osvcynnxo9epRJuqS2YQPs2amQ7vNe5Bk/ZUcu+QUYBjxDMgyPFRERERERqWjM6gLXA+cAVbZ16hoyaZCyjCuvTePmm8skXdI791z8iSfIiUbZzR31KeVMmRV7NtRqA6dFUiKDC+OFzbo36h69eO+Lw8d1OI4q4W3+vtumWDzG27+8zYNfPhh7d/a7oXBKeEVhvPAR4DG/0bVw85+ZdQaeIjFSb7uOsVdZ0/MwPvzkf0dQlhV356abbuKxxx4jJyeHbt268dBDD9GxY8dA8owcCVddmseyWB2qkrujl30EHIf7ylKMJiIiIiIiUrmY9QOeB3ZolbzHOZMLw4+ybHkoKWakHX300bz22mu8//779OnTJ5AMc+ZAy5YAHO7O+EBCyE4r1c0zbKiZDbUeKUNTnk6xlCXp4fQ7z97z7GbTzpvGF2d/ET6l8ym7VOoBhFJCHN7mcN4e9HZozt/ncMW+V9SplV7rKsPmhW8Ov2lD7ZCiNfzE7EgSU0R3qNRbTU3G22EMOj24Ug/g7rvvZsyYMbz77rusWLGC/fbbj379+rF+/fpA8hx/PGz0NF7nb8W57CDgC8walVIsERERERGRysXsVGA8O1jqATwXOo3DDiUpSr2nn36a3NwdHixSalq0gL33JpqS8vuGWlKOlNqIPRtqp6aGUv9ZECto36Fuh8LB3QdHTup0EtXTqpfK8zZXECvg1Zmv8uBXD0Ynzp8YjqREFhXGCx8E7vAbPV7qAZKR2Z7AZ0Dqjl7yOGdyUSTxSUbmFlcmKBvNmzfn0ksv5e9//zsA0WiUBg0acM8993DKKTs0HbbEHdovSsr/vc+b8UOLe+knwMFad09ERERERGQXJGajfQGk7egli2hINgt4aVwKAwaUXrQdsXDhQvbdd18mTZpE06ZNAx2xB/Dgg/D3v5Mfi1HHnWBG0chOKZURezbUMgx7Yq+Ge+0++czJfHfBd5Hz9jqv2KXes88+S48ePejRowcffPDBDl+XGkplYMeBfHLGJ+EfLvyBv7X7WyNgOLBH8d5JhfIkxSj1AD7kYA46kEBLvZycHObNm0f37t1//144HKZr165MnTo1sFxHDQjzAQfvzKW9gENKOI6IiIiIiEhlcxPFKPUAJnAAKSlw2GGlE2hHuTtnnnkm1113HU2aNAk2TJGjjoJYjDRgn6CzSPGES+OmfqPnhm8Oj1u4duHRXRt0jSQ2Xy2eNWvWcOedd/Lll1+yfv16DjroIKZNm0YoVLxZte3qtGNF7opYJCXyQ2G88LtiB6kIEqP1OhX3stUpdajXMNhZzGvXrgWg5p/GSWdlZf1+LAj16sHGeBobSaMK+cW6dgmc2dBsbilFExERERERqdB2h9QZcFhxRyqtJoua1aJUqVKsMS8l7uGHH8bdOffccwPNsbnddvv9b2sGl0J2RqkUewAxj125aO2io/71+b+4qudVxb7+iy++YP/996dKlSpUqVKF7OxsZs+eTZs2bYp1nzd+eoOP530cYgr38x+62U0WAkIkRitu/tet/f2Ofi9przkXskYV61ctYWNKOmnF+vyj5NWoUQNIFL2bW716NY0aBbdcXZWipSE3UqXYxd4XcDSJLxERERERESmmZezc9MN80khLLZsNRLdm9uzZDBs2jM8//zzQHH8WDkNKCh6Pb3tXYUk+pVbs+Y0+34ba8KEThl5/audTQw2rNyzW9StXriQr67/rX2ZlZbFyZfE2FM2P5jN4/GDse8P/448V6+L/ihd9xYq+4n/66/a+VxLXFO7KPTOhJRR/EcwasdWsW1fcq0pWZmYmzZo146uvvqJHjx5AYo29adOmBba+HsCmwYLVKf4vUCcYBTxQsolEREREREQqh3ywQvggArtt/+z/qs461uUGOytt4sSJrFy5km7duv3h+wMGDGDgwIE8+uijgeTKy4N4HAOCmxonO6XUir0id8XisfOu/uDq+k8d9VSx5uPWrl2b1atX//56zZo11K5du1gP/9fn/2LR+kWFvtT7AAspfjkW99LaXaQsmaUBRwDFWi2vkS9k8vQCirk0X4m78MILufvuuzn44INp2bIlt9xyC5FIhKOPDm7Q28yZ0CCynFBhsfdiibWEf7n7j6WRS0REREREpFIwGwMUa3pgIxaxLjfMggWQnV1Kubbj+OOP/59NMrKzsxk1ahR9+/YNJhSJn3GLLAoshOyUUtk8YxO/0XML44WXPT39afty0ZfFunafffZh0qRJ5Ofns2rVKubPn0/Lli13+Pol65YwdMLQWJz4cP/EP3H3Oe7+q7svcPfF7r7M3Ze7+yp3X+Pu69w91903unuhu8cqRKkH4J4P3FDcy45lHNN+SOWHH0ohUzFcccUVnH766fTp04fatWszceJE3nnnHapVqxZIHnf491MFHFv4/M5cfhMq9URERERERHbVMKBYP6325gNqhtfxwgullGgHZGRk0Lhx4z98AdSpU4datWoFluvf/4bUVBYAwe1SKTvFSru7sqFmkZTI5M71O+/1xdlfhFNsx7vEp59+mocffhiAm2++mb/+9a87fO3pr53u//7u38sK44Ut/UbPLXbwisjsKeDUHT09jtEksoTTrqzHrbeWYq5yZsoU2Gsv+Jx92IdiFdb3AlfgXuxhfiIiIiIiIvInZs2AN4EOO3rJOTzKV+1PY9r3wc5MSyaxGDRoQOHy5dzhzvVB55HiKfViD8CG2p7A188c/YwN2qPYS70V21eLvqL76O4AJ/qNHmAXn4TMrgduJLG5xnZdyZ2Ma/R3fvk1lWJuSFxhXXYZ/OfBX/m5sBk7OL98FTAE96dKNZiIiIiIiEhlY1YDGAns0CLsH3MAB/Ex334LnTqVbrTy4v/+D4rGUe3ujmaYlTOlOhV3E7/RvzFszOXvXR5dX7C+dJ/lzkVvXRSNpEQ+B14s1YeVR+7DgG4kPtXYrjMZw6IlKdx+e+nGKi+mToWHRsY4v/CBHSn1VgM3AS1V6omIiIiIiJQC97W4n0ri59zXgG2OXurFJ+wensWF5xYSjZZFwOSWmwuXXBT13cOzFjtWrM1IJDmUSbEH4Pi1q/JW5d8+qXQbon9/92++WvxVqDBeeLHfWEHWyCtp7tNxPwLYE7gTmAwUbOnU3fmR2+P/4MYb4kyaVJYhk8+6dTDwmAJ6+GQu494tnZIDvA1cBxwINMJ9KO5ryi6liIiIiIhIJeT+De5HA42BgcADwDckNsf8XQrO89Hj+OpLZ+jQAHImmUsvibNkdp69Fe3bEJiA2QTM9g86l+y4MpmK+/vDhtrlkZTInT9d/FNK86zmJX7/9QXraXl/y+jyDcufjt8YP6vEH1CRmVUB9gJ6Am2BDCAd8DiWu0/o655Lduvc8NsZoZQA1/MMjDucMsjjL4+NbRgbPfq8I3gzj8R2wRuBXGAp8IPWzxMREREREUkiZtWAzkB1Ej/nhoC8v/Jenw+sz9/ff9/o3TvQhIF58UU44QR4mWM4hlf/fHgkcBnuGteY5Mq62EuNpER+PLDZgU3P6HJGiY8WfH/O+zw9/encmMda+I2+rKTvX5mZUScS4fv99qP2a68RyswMOlHZcYfbb4drrgHgcHfGBxxJREREREREdoEZFgrxcs2aHPHBB4Q7dw46UdmaOBEO6x/llNxHeZCLtnbaO8ARKveSW5kWewA21A4D3ijFR/zTb/S7S/H+lZYZ3cJh3m3Zksy33ybcvOQHXSadggI4/3z8iScAuMyd+wKOJCIiIiIiIiXAjMxwmDfDYXqMHUvoiCOCTlQ2nnoKzjkrxqE+nhfix1OF/G2dfifu/yyrbFJ8ZV7sSflmRpNIhLerVaPNm28S3nffoBOVnpUr4aijiH32GYWxGMe785+gM4mIiIiIiEjJMSM1JYVH3Dnj7rvhssvAdmCnxPIoHodrr03MSPsHd3AbV5Oy7b1GILFGYSNcsyKTVZltniEVgzvzCwv5y9q1vHfAAcQfeSTxh0NF89VXsNdeFH7xBb/FYvxFpZ6IiIiIiEjF405BPM5Z7vzj8svxM87A16wJOlXJW7YMBhwVY8SdUcZwBndw1Y6UepBYk/BvpRxPdoGKPSk2d9bFYhwZjXLnhRfi3bsT/frroFOVjJUr4dxz8X32gUWL+LKwkD3dmR50LhERERERESkd7rg7dwFHP/cca1u2JPr00xVjEEs0CiNHQtuWUb56eznvx3tzBk8W9za1SyGalBAVe7JT3Im5c7U7Xb/9lq/33htOPJH4L78EnWznrF8Pt9wCTZsSe+IJVrlzSmEh+7uzNOhsIiIiIiIiUvrceT0apcXq1Yw+7TS8a1ei776b2FCxvHGHceOgU7sCLrskynkbRvBjtBUH8MnO3O77ks4nJUdr7MkuM8OA4yIRbo/FaHbCCXDmmdhBB0FKklfHP/+cWDj04YeJ5uRQGItxFzDCnbVBZxMREREREZFgmNElHOb2aJR+++xD9IILCA8YANWqBZ1s21avhhdfhFEPFjJtRoTj7SWG+bW04eedveVvQDbuBSUYU0qQij0pMWaEgVNTUxlcUECXhg0pPPNMIqedBq1aBZ3uv3JyYOxYePxxol98QTgSYUVhIaOBe9xZHnQ+ERERERERSQ5m7B8KcXk8zuFpaTBwIClnnIHtv3/yDGSJxeD99+HJMTFeew0sFuVof4Ur/U66Mm1Xbu3AYbi/XSJBpVSo2JNSYUYH4LRIhDMLC6ndowfRo44i3LMndOsGaWlll8UdZs2CSZPg/96L88prFo9GLW7Ga7EYY4D33YmWXSIREREREREpT8yoC5yYmso5BQV0zM6m8MQTifTqBfvuC1lZZZvnt9/g00/hk09g7HMFLF6eyr7hLzg9OprjGUvmLk5Ccyg0uAD3x0sospQSFXtSqopG8fUNhTg9JYU+hYVkRSLE996beK9eiaJv772hbt2S21J8wwb47rtEkffpJzEmfRJnRU6EKin57JPyFS2is156gjPPc2d1yTxRREREREREKgszOgOnpaVxVH4+zQHatKHgoINI7dkTevSApk0hHC6Z5xUWwpw5iSJv0iT4+GMK5s4lFdybpS5ef2LBU9VP58ldmW77B3MgfjbkfwQPAPe6u9aeT2Iq9qTMFK3F1wroCeyXlsbBm/4QTE+N0bh+lMZNUshuESE7Gxo3ThR+kUjiD8RIJDHEuLAw8bVuHSxcCAsWwIJ5MRbOi7JgcQqr10UAqBNeTc/YJ+znE+nJJPbkG1IpBJiA+4EB/TKIiIiIiIhIBVE0km9foGdqKgcWFtLFnXBKCl63LoXZ2dCsGZEmTbDsbGjQIDGDLRJJfLkndq4tLISNG2HRoqKfcRfgc+dSuGABtnIlEXdISaEgFOLrwkI+Bj4FPnNnNWbdgRuAw3bx7cwDbj8Sxv0HzgaGAJnA48Cd7v7rLt5fSoGKPQmUGXXHMeC9dVTvsoBsFpDNgpRmLAg3Y2G8ITnRra9MmppSSOPwUrLj88mOztl0NY1ZSFt+ojU/s5VBgN/i3rmU3pKIiIiIiIhUUmakA12ApkA20DglhSaRCC3caVxQQK1tXO6pqaw0Y0FBAXPcWQC/f80Dpruz9U0szLKB/UkMpukJdAC2tRLgMhIF4aSiv36D++/LVJlZOnAW8A+gAfAccLu7/7iNe0oZU7EnwTP7F/D3LR2KkUIhEaKEKSRCiBgRColQSIjY1oq77XkW91N2PrCIiIiIiIhI8ZmRAoSBSNGXA1GgEIi6Ey/Bh9UEOgPVgQwgBOQBucBc3Hdo7q6ZpQInA1cBrYFXgOHu/k2JZZWdpmJPgmfWFfiabX+SUJJ64/5hGT1LREREREREpNwzsxBwDHANiVGJ7wC3uvukIHNVdkmyObNUau5TgTvK6GmjVOqJiIiIiIiIFI+7x9z9JWBPEuv51QAmmtknZtbfrKS2xJTiULEnyeJ64MFSfsazbGXKr4iIiIiIiIhsnye8RWIdvwNITO19G/jazAaYmbqmMqRfbEkO7jHcLyaxMOfqEr77euAy3E/BPb+E7y0iIiIiIiJS6RQVfJ+4e39gbxIbfIwDvjez08wsEmjASkJr7EnySSzw+feir6xduNN6EqMAR+C+vASSiYiIiIiIiMhWmFl7EptsnAQsBO4EnnD3vECDVWAq9iR5maWRaP17AvsB+8I2twZfC3xGYqvuScCXuOeWdkwRERERERER+S8zaw5cCZwJrAHuAR5293VB5qqIVOxJ+ZFYiLMdsBuQDlS5GE6ZC3uMh6OBH3Avua3BRURERERERGSnmVkDYAhwAVAI3A/c7+4rAw1WgajYk3LNzAYBTwDVXOvniYiIiIiIiCSd/2/v7mO1rO87jr+/132fA2KrBw5SY0coolZUimAJHMvhYS3KdI3aWu2oNJHhIvMhJtp2Lpg1uD+q6yRmS2mbYepDrnYdpW2GYTVS20hNxOTAtqqzGbbF9ckGxYijDjjf/XHTKuFJOQ/XuW7fr3/unHP/ruv3uZLDH3zy+12/iOgGbgJuBjqBLwP3ZOYvKw3WBjw8Q3XXBzSB86oOIkmSJEmSDpWZOzPz88Ak4PPAp4CfRsSXI+L0KrPVncWe6u45YA8wo+ogkiRJkiTpyDLz1cz8IjAZuAW4GPhJRDwYEedWGq6mLPZUa5m5H9gGzKw4iiRJkiRJegsy83eZuQY4C7gWuAD4cUSsj4hZ1aarF4s9tYOtWOxJkiRJklQrmbk3Mx+k9Xqtj9PaqrslIh6JiAXROkRTR2Gxp3bQB3wgIppVB5EkSZIkSW9PZvZn5nrgg8BiYBTwGLA5Ii4d9IKvjEmUcTll1L4Xq/0DSLSKvROA91cdRJIkSZIkHZ9s+V5mzgd6gVeADcDWiLg6IhoDnqSMs4mOLcC3Ib5a93Kv1uGlA54G9uJ2XEmSJEmS2kJmbs7MS2j9X/8nwNeBZyNiWUR0HtdNyziPaG5m7PRx9DwI0bgWiq9RDkJhWBGLPdVeZv4f8GM8GVeSJEmSpLaSmVsz8ypgKvAj4CvAf0fETREx5i3fqIzpRPNxumedzIc3NZl8Dcz/14JofIpolJTRMUSPMKQs9tQu+nDFniRJkiRJbSkzn8vMa4EzgO8CdwM/i4jbI+Lko15cxgeJ5uOccuG7WfhIk46TWr8/bTEs3FgQzSuJxjcpj3MlYIUs9tQutgIzIuq9N16SJEmSJB1ZZv48M28C3gfcB9wO/Dwi/jYiTjnkgjLmEI0fMGH+GBZsbNDxroO/P/XDsPB7BUXHR4nGesoYNeQPMYgsQdQu+oCTgMlVB5EkSZIkSUMrM3+TmX8FTAL+HlhBawXf6oj4IwDK6CUa3+fUi0azYEOD5hF27r5nPvzxpgbF6MVEcwNlnDBMjzFgFntqF/8B9ON2XEmSJEmS3jEy8+XMvJNWwbcSuAp4fmlvPNxP41FOu3QU877ToDH66Dc65UL4yGMNGicsIJobKePEoU8/cBZ7aguZ+RrwHBZ7kiRJkiS942Tm7sxcDZx+x+V8ae1fFJfkey/vpHddQeONV+c9/fTTzJ07l97eXubOnctTTz31xk26Z8FHftikeeKHiOYjlPHu4X+Stycys+oM0qCIiIeA8Zm5uOoskiRJkiSpAmX8KRTfzkmfLKLn/oKiedDXL774Ip2dnXR1dfHMM8+wfPlynnjiiYPvses/4dEF+9j76lZy7yKW5CvD+ARviyv21E76gJkREVUHkSRJkiRJw6yMK6D4Dqd/uhE9DxxS6gFMmDCBrq4uAEaNGkWj0Tj0Pl3TYNHmJp1dM4iOH1DGuCFOftws9tRO+oBTgPdWHUSSJEmSJA2jMq6GWMcZ1xXMXhsUhyns3mTfvn3ccMMNrFy58vADTp4Ki37UZFT3eUTHDylj/BCkHjCLPbWTbQc+fc+eJEmSJEnvFGVcA/F1zroxmLUmiKPXXf39/SxdupTLLruMiy+++MgDTzoTLnqiyegJZxMdj1PGewY5+YBZ7KltZOYu4HlgRsVRJEmSJEnScChjGfAAU28LLrg3OMbbuTKT5cuXM336dFasWHHs+79rcqvcG3PaFKJjM2WcNjjBB4eHZ6itRMS/AJ2ZeVnVWSRJkiRJ0hAq43pgDeeuhA+s4lilHsCGDRu48sormTNnDgDjxo1j/fr1x57rf38Bj87fx2s7/ofcO48l+cIA0w8Kiz21lYj4a2BFZk6sOoskSZIkSRoiZdwM3Mu0VTDtjuGZc8+vW+Xe7p/+6kC597PhmfjILPbUViJiMbARmJCZv606jyRJkiRJGmS/X6l30lSYsmx45/7db+HZL0I0fkXuncGS/M3wBjjYoef+SvW29cDnDOCRKoNIkiRJkqQh0Bizh9z/a3Y/D/9+hFNth1LRAbCb5JXhn/xgrthT24mIXwD/kJlfqDqLJEmSJEnSUPFUXLWjPjwZV5IkSZIktTmLPbWjPmBm1SEkSZIkSZKGksWe2tFW4IyIOLnqIJIkSZIkSUPFYk/tqO/A5/RKU0iSJEmSJA0hiz21oxeAnbgdV5IkSZIktTGLPbWdbB317Hv2JEmSJElSW7PYU7vaiifjSpIkSZKkNmaxp3bVB5wTEWOqDiJJkiRJkjQULPbUrvpo/X1PqzqIJEmSJEnSUGhWHUAaItuBV4EZlPEisI8l+ULFmSRJkiRJkgaNK/bUljKzH9i2bD4fheK/iOYzlDGn6lySJEmSJEmDxWJPbevGRbz0leXFJUz6ZJNTF51ANL5PGXOrziVJkiRJkjQYIjOrziANvjKu6M9iHZOXFsWctZD7YfMn+vnlw3vJ/X/Cknys6oiSJEmSJEkD4Yo9tZ8yroJYF2deF0XPfVA0oNEJvesKJn6sA4p/o4yLqo4pSZIkSZI0EBZ7ai9lXAPxDc66MWLWmiDe9CdedMCFZcH7/qwJxcOUcWl1QSVJkiRJkgbGYk/to4xlwANMvS244N4g4tAxRRPm3F9w+qcbUHyXMq4Y9pySJEmSJEmDwGJP7aGM64G1nLsyOP8uDlvq/V7RgNlrgzOuKyDWtbbuSpIkSZIk1YvFnuqvjJuBNUxbBdPvPKTUe+ihh+jp6aGnp4dNmza1fhkFzFoTnHVjQHyjtYVXkiRJkiSpPjwVV/VWxmeAuzn/Ljjns4d8vWvXLubNm8eWLVvYvXs3CxcuZNu2bTQajdaATNj2OXj27xJYzpK8b1jzS5IkSZIkHSdX7Km+ylgJ3M3M1Yct9QCefPJJent7GT16NOPHj2fixIls3779jQERcP5dcO7KANYe2NIrSZIkSZI04lnsqX7KCMpYBdzJrC/B2bcccejOnTsZO3bsH34eO3YsO3fuPHhQRGsL77RVAGsObO2VJEmSJEka0Sz2VC9lBPAFiDuY/U9w5oqjDu/u7ubll1/+w8+7du2iu7v78IOn3dFavQf3HtjiK0mSJEmSNGJZ7Kk+WqXeaojP0HM/TPnzY14ye/ZsNm/ezOuvv85LL73Ejh07mDJlypEvOOezMHM1wN0HtvpKkiRJkiSNSM2qA0hvSRkFxD9CXM+HymDS1W/psq6uLm699VYWLFgAwD333PPGwRlHcvYt0BgFT/3lnZTRCfwNSzxlRpIkSZIkjSyeiquRr1XqfZUormXuNwsmfmx45t2+Fp68Dsi7gNst9yRJkiRJ0kjiij2NbGUEFF+D/qVMXgqZsONbwzN3RxdMvAJeWP85Wv9WbhueiSVJkiRJko7NFXsa+f55zBb275lVaYbGiRu5evcllWaQJEmSJEl6E1fsaeTbv2cOENVmeM0GXJIkSZIkjSiu2JMkSZIkSZJqqKg6gCRJkiRJkqS3z2JPkiRJkiRJqiGLPUmSJEmSJKmGLPYkSZIkSZKkGrLYkyRJkiRJkmrIYk+SJEmSJEmqIYs9SZIkSZIkqYYs9iRJkiRJkqQastiTJEmSJEmSashiT5IkSZIkSaohiz1JkiRJkiSphiz2JEmSJEmSpBqy2JMkSZIkSZJqyGJPkiRJkiRJqiGLPUmSJEmSJKmGLPYkSZIkSZKkGrLYkyRJkiRJkmrIYk+SJEmSJEmqIYs9SZIkSZIkqYb+HxZuJBe5l2RyAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = plot_helper.plot_info(line_values=env._thermal_limit_a)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly, it is possible to display some data about the generators, for example the maximum power they can produce." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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lHud7ku+lX7qzOhfBKgH7AGlAKsndmhkkF7XMwn1+7l+r1QLOAs4hWVR+AjwBvOHum3N7Psk9FXqSb7Yq9gbVhE7/gz+6QzVLrsDbLZsoFXuefuMu5/6Zm6LlD0gkaJ+VRan0dGIdOxLec09CdevClh/16kGVKmA7ufLmzbBoESxcmPyxYEHyx/ffE5s6lUhWFpaSwpJYjI/dmQB84s7s3X09IiIiBS175d0hQKeUFA6JxWjjTqR6dWKdOxNp3BirV++f76UVK+78vXTjRvj99///XvrVV2TOnEmKO5Qqxa+bN/MRyQ8lH+ubZSIiUhSZURnoAnQqVYoumZk0d8fq1yezUydSGjRIvn9u/dm0fPmdn3fdur/fR7e8l/76K3zxBZnz55MCeKlS/Lx5Mx/z93vpsq2C1QEOAjqS3BHXnB1/Dl/Mll1xyZ1x07b9ei0EHEZyNd5RwBpgJPCku8/a+SuTvKRCT/Jd3Ow/WTCuVHJZ8W6ZSmtGcCbPR85gZbwCDWpneqcuUTp3NuvYEZo12/kHjV21YQN88w1MmACffkrWV1/B5s2Eo1Emx2I8CYxxZ03+XF1ERGT3ZW/76WjGWaEQJ2dlUXqPPcjs0oWUTp2gY0eoXz//3ktXr4Yvv0y+l37yCfFJkwjF41gkwmfxOE8Br7uTkT9XFxER2X1mRIBu4TBnu3O0O6EWLYh36UJ0y3tpjRr5d/0//4SJE/96L4398ENy/EUoxDtds9774C2OOjiF2PHs3kKaycAg3N8CMLPqwJkkV+M1Iln8PQG86u6bdu8Vya5SoSf5y6w18BVQZldPsYJKjKIPIyLnMiW+N43qZnLWeSn07QsNGuRZ0lyLxeCzz2D4cBKvvAJZWcSBVxIJ/gd8qvl7IiJSWJhRGzgtJYVzMzNp0Lw5sfPOI9q7N1SvHlyuTZtg3Dj43//IGjeOUCjExnic50jeCe/7wjwzSEREShYzmgJnRqOcHYtRtUMH4uecQ+S446BChZ0enm/WroU33oDhT2UlPpsYDtWILOfU+HDOZAR78fNunXsZTDsIFs6Ew0luz30WeMLdZ+RBdNlNKvQk/5hFgB+BPXfl8JWkczfX8nDoEkLRMCeeFOLMs0N06gShQnZ/5lWrYMwYePJJ4lOnEolGmR2LcTXwlj6MiIhIUMyoa8Yg4Ixy5cg6/XQiZ54Jbdvm3yq8XbVkCTz3HDz5JLF584hGo3wbi3Fl9ogLERGRQJixVzjM3VlZHFWtGrGzzyZ6xhnQtGnQyf6/efNg5EgY+VQmv/+RQo/QOO5KXM3eTN/lcy6D2PVw+9Nwr7tvzLu0srtU6En+MTsSGJvbw2JEGMrF3BYeSKRcaa6/OUr//jmbNVAYTJsGAweSeOMNQtkfRi505/ugc4mISMlhRlngxlCIK2rUgNtvJ3rKKVC6dNDJds49uZXohhuIT5hAJBJhXDzOxe7oTnkiIlJgzKhqxl3AWU2bknXXXUR69YJIZKeHBi4rK7kC/sZrYvwwI8xp9hyD/Wqq7/o9qZYArXBfnocxZTep0JP8Y3YPcFVuDpnIgfw38hSzacqVV4e5+upgly/vjm++gUsvJf7114TNeNSdGzRjT0RE8psZR0ejPJaSQrVbbyV8wQVFo8j7N3cYPx4uuYT43Ll4IsEdwN3u6M55IiKSb8wIAWdHItyXnk6ZIUOI9OsH4XDQyXIvkUjuJLvm8hjrlm/izqxrOJ/HCe3aJrL/4d4/rzPKritkGxelmMnV/yWGchGd+ZxanZswfUaYO+4oumUewH/+A198QWTECKxCBc6LRplsxh5B5xIRkeLJjJAZ9wJvnHgi1efOJXz55UWzzIPkluDu3WH6dCJ33020VCluikaZYEbVoLOJiEjxZEbpcJgxZjwxYABpc+cSOf30olnmQXJUVZ8+MHNulPOuSOOS8DBOCL3Gxl0bcX8SZqXyOqPsOq3Qk/xjdjjw3s6eFifMZTzIMAZw111wzTWFb67P7lqyBI48kvj06WyIx+nhzhdBZxIRkeLDjNRwmFFm9BoxglC/fkEnynszZ0K3bsT++MOXXBW7c8Ad3Fgb6AjUB1KB0kAM2AisBL4heRe+b3DXnXNFREqi5Fz3fUi+XxwI1CD5nlEK2EzyPWMp8OU79PjxuMhbt5cqHdrnjTcIH3poUKHzz4QJcEzPGI02Tuft+BHU4I/cnqIR7r/kRzbJPRV6kn/MwsBUoOX2nrKOcpwcepmPwofx3AthTjyxwNIVuA0b4JRTyBo7Fk8kOM2d0UFnEhGRos+MGtEo48qUoeXbbxPp3DnoRPnnzz/h6B4xfp6yideyjuIQPs3JYZnAZOB94GHN/xERKebMUoFzgF7A/kDZnR3yM83oEXmfRPWajH0/SvPm+R0yOHPmwJGHZZK5aBlj44fTkp9yemgWUAX31fmXTnJDhZ7kL7MWwNdAuX8/lEmUgyJfMC+tDW+OjdKhQ8HHK2hZWXDVVfDAAwCc4c4zAUcSEZEizIz0aJRptWtTY/x4ooXxjnt5LSMDTu+XxeuvO+O9G134JDeHrweGAnfiviF/EoqISCCSC0ouAG4Aquf0sHk0Yr/wZJq2SeXNsVGq5/jIomvFiuRKvWnfZfJN1r7sxc85OewD3LvldzbJORV6kv/M2gDvALW3/u2rGcwjpS7nu8mRYv0dkG254gp46CE2Z2XR2p1ZQecREZGixwwLh3m1UiV6/fgjkZLwAWSLRAJOPC6Lr8au4Id4c6qwIrenmAP0wH1OPsQTEZGCZlYZeA3I1Tr1GBE6Rr5mU5NWfPV9lNTU/IlXGG3eDJ32j5E5fRZfx/el9I7vORUDOuA+qYDiSQ6o0JOCYVYVGAycBoQ/oCvd+ICnn4azzw44WwAyM6FD+6zEhp9+yZgS33tmGTaVJrmEeSOwBvie5Nyfr3BfF2RWEREJiJkBLUjO/ekI1APKkD0r7h6uSrvWBu/xwQdGcZzzszMrV0Lr5jHaLhvPm4le7ML43ZVAR9xn5nk4EREpOGbpJHeF5Xqd+nXcyUMpVzNpapi99sr7aIXdvHnQZu84Z2cM40Eu297TEsD5uD9VgNEkB1ToScEyazqfhgMPiHzX+6BjKobGvBQudjfAyKk5c6BtqzjnbXqI+7hye0/LAqYBHwNDcV9YYAFFRKTgJbcL9QVOIDm8u9K2njaTPWkXmsIlV5fmrrsKMmDh8vnncMjBCYb6RVzIo7tyimlAe9wz8ziaiIgUFLOXSb5v5spHdOEwPuCJJ0Occ04+5Coinn8eTj0VxnIkRzLu3w+vAU7F/e0AoslOqNCTAmfG4KpVuWz2bKIVKwadJlhPPQXnnZtgAfWow6KdPT0TeBq4Gfdc7y0SEZFCzqw3cDuwx86eeqK9wtwWR/Ht5CjRaP5HK8yuuw4eHbKeP7Kq7Gy70PYch/vreZ1LREQKgFkzyNkAuH9rF5lG7cNb8ObbJXeRyRa9T8xi+pvzmB5rtmXF+2aSnz1vwz3Xt8KVgqFCTwqUGaGUFH6/7DJq3n13MBnGjBnDI488wrRp01i3bh2xWIxIJBJIls2boXrlGDdtuJYruD+nh/0BHI37N/kYTURECopZaWAEcHJOnr6WNKqHlvHQY6U499z8jbYt1157LWPHjuW3336jbNmyHHzwwdxzzz3UrVu34MMAixZB3brOq34cx/JGro9fAq/WglvyPpmIiOS3H+C0veHq3B43i6bsySw++AC6ds2PZDs2aNAgnn32WZYvX040GqVdu3YMHjyYNm3aFHwY4IsvoGNH+IzOn3VmwlhgFO47XXEiwVKhJwXKjAOBiVOnQuvWwWQYP348K1euJCMjg7PPPjvQQg/grDMT/PDCj3wfa5ObwzKAI3D/LH9SiYhIgTCLAh+SiyHez3Iq/cMjWPJHmMqV8y/a9lx33XWccMIJ7L333mzcuJELLriAGTNmMHXq1IIPk+3gjjGqffkmL/mJuT52FMk9ziIiUvRcD9yxC8cN5BYer3QDi/6MEg7ndaqdmzVrFtWqVSM9PZ3MzEwefvhh7rnnHhYvXkw4gECJBNSt47HFS+x+d64t8ACyS4JrMaSk6tOkCbFWrQhsg9Dhhx8OwKeffhpUhH/o0zfEiJGtmU0TmpLjm+2VAUZhtjfuK/MxnoiI5K/byOUd+UaH+3F4NwIp8wDu2mpoX0pKCldffTVt27Zl1apVpKenB5Kpz2lRLvmqF2s9jfLk7l5SLZM37Xouf5KJiEh+2g86ALm6WYMDo6On0btfMGUeQLNmzf7O4044HObPP/9k5cqVVK1atcDzhEJw6mkWfeABTjXjencSBR5Cck2FnhSoUqXo3KsX0ZI+o2BrhxwCKZEsvop3yE2hB1ALOBO4L3+SiYhIvjJLAy7O7WFf2QHc0SOgTyDb8P7771O/fv3AyjyA7t1hU6IU02hNJybm5tD1reBBd1+aX9lERCQfmf0MXAs0zukhq0hndqwRD3bPv1g5MXbsWPr27cuaNWswMy677LJAyrwtuneHwYOpBdQAFgcWRHJMhZ4UtIpBrSgorMJhqJiWxZpVFXJ97Bo4qaLZe/kQS0RE8tl4OKRbcsV1jiUw1sZTA1ud928ffvghgwYN4tVXXw00x5avxxpy/V56ISrzRESKLvcszPoCE8lhv7HlvSLo99IePXqwevVqVq5cyTPPPEOdOnUCzbPV16MCKvSKBBV6UtCCHFdXaEUjTmwXdiH/DO2B6XmfSERE8tsIoFsuj0kQwgkVijvbvvPOO/Tr14/nn3+e7t2DXeaw5euRy/fS9YBuMCUiUvTNApYAObo7Uzy7BikM76UAlSpV4pJLLiE9PZ2mTZvSOqBh81t9PQrJV0Z2RtWKFCgz1q5dS42gcxQ2a9aHqcCaXB9XKznL+868TyQiIvmtSfKDx7jcHBMhi9TwJtauLZ1PqXLmhRde4IILLuCll176azZtkNZkv4Xm8r20HDAas//gHsuHWCIiUjCeIIdlHkB51gKwdm1+xcm9RCJBLBZjzpw5gRV6a/5+C839B1MJhAo9KVCxGLO//57GQGDDf7KysojFYmRmZgKwefNm4vE4KSkphEKhAs8zZw6sz4jQkF9ye2iiLtzr7j/lRy4REcl3P2H2KXBwbg5qGPqNyZObceaZ+ZJpp4YNG8ZNN93EO++8Q6dOnYIJ8S9TpiR/3oX30rZAD+CNPA0kIiIFw6wJcFJuDqnEStLCG5g8uSwHHZRPuXbioYce4uSTT6Z69eosW7aMG264gZSUFA488MBgApF8Lw2H2ZyVxZ+BhZBcMXcPOoOUIGb0DYd5bulSrEqVYDKMHDmSM7fxKeiTTz7h4IMPLvA8t94Kj9y2kkXxakTIys2ht+F+c37lEhGRAmDWEJgCOR/+dis38Uj6TSz6M0oQYyzMjEgkQqlSpf7x++PGjQus4DvjtAQzRk/j2/g+uT52MbxSGwbmfSoREclvP8Bpe8PVuT3uDEYyo80pfDslJT9i7VTPnj357rvvWL9+PeXLl2e//fbj5ptvZt999w0kD8CBBxL/+mtey8qid2AhJFdU6EmBMqNcOMyKYcNIOf/8oNMEzx2aN8mk67wneDh3Nzq8B7gW/QcsIlL0me0LvA05G0kxhz1oyhzGj4duuR3CVwxt2gTVK8cZuPEqLuPBXB8/Cuib56lERKQgXA/csQvHvc9hHM77zJ4NTZrkdaqiZ+FCqFcPgKPdeSvgOJJD2nIrBcqd9eEwb44YwbHnnUfELOhEwZo0CX6el8L/GJ3TQ5YCl+E+Jh9jiYhIQXL/HrP9gEeBXjt7ehPmsm9kKs8+04pu3Qp+VERh89ZbsG5jiN68uEvH7538JtmzeZtKREQKwn/gQJIz9HKlCx9TLbKS556rxK235kOwIuaFFyASYX08zvigs0jOaYWeFDgzOgKfP/44dt55QacJzubNsH+7GNFZP/JNvB076TaXAPcBj+G+sSDyiYhIAMwOBG4BDgW229Y9T19O5Xneew8KwT0pArN8ObRuHqPjijd4MZGrEUpbbACa4L4kj6OJiEhBMAsDc4CGuT30Vm7irpRb+G5SmJYt8z5aUTF7NrRuTdamTdzjzvVB55GcU6EngTDjzpQUrpk8mVCLFkGnCcZllzpPD8tgSlYr9mDevx/+BZiQ/WMi7j8XeEAREQmOWUXgAKAT0BHYD/hraJ0Dp9iLfFrpWKb9FKV69UBSBsodjukVZ/L4ZUyLt6ASq3blNGfhPiKvs4mISAEy6wB8Ti53IMYJ0zn8JWsbt+W7qVHKlMmfeIXZ5s2w337Ef/6Zn2Ix2ruTGXQmyTkVehIIM6LRKF/tsQetJ08mUrp00IkK1rvvQo8e0IyfL/2Zvd4FygBZwEZgDe4rg00oIiKFilkpoBrJ94syQOYL9ImcFX1u/MGHhKqNG0c4gBu1B+qRR+CiAQk+4RAO4vPcHp4gOcJiaD5EExGRgmbWExgNlMvNYb9Sn9bh6fQ9J5VHHythb6TAFVfAQw+xKSuLVu7MCTqP5I4KPQmMGY3CYX488khKjxlDKDU16EQF44sv4IgjiG/YwEuJBP3c0X+EIiKyS8w4wIwJ55+PDR2KBXHX2yC8+ir0PSWLq2N3cCu35PbwecD5uH+YD9FERCQoZi2Bp4H/5OawFzmJk3mRwYPhqqugpMx5HzoULrkEgDPdGRlsGtkVJa+ClkLDnflZWXQfN471nToRX7o06ET5b/RoOPhgEhs3Mj6R4FyVeSIisjvc+dKdU554gvhRR5G1fn3QifKXOwwZAiee6JwZe4qbydUk83nAOcBeKvNERIoh9+m47w8cA3yf08N68xL3cxnXXpPg/HMTxGL5lrBQyMqCiy7Cs8u8G4Bngk0ku0or9CRwZjSNRhlftSp1xo8nUhwHkrrDnXfCjTcC8CBwpTtZgYYSEZFiw4wOkQhj99yTtPfeI1K7dtCJ8l4sBhde6P70U1h/nvrocc4vHcL3ZavZgv/yMzCRv+fRzi+wsCIiEjyzGiTn0G6ZR9uGHSxqeoOj6Rsew4GdI7z8eoQKFQomZkFavx569ybrvfdIJBKc6r6Lt4iXQkGFnhQKZlSJRHirVCnaP/oo4VNPLT5Lnf/8Ey66iMTLL2PuDHDn0aAziYhI8WNGo2iU8enpNBg5ksgRRwSdKO/Mmwdnn03WxInEs7I42Z03gC2zBasDqUBpIEZyHu0q3FcHFFdERAojsxnAXjt6yve0o1dkHJUaVmTE81Haty+gbAVg8mQ47TTis2axLh6nhztfBZ1Jdo+23Eqh4M7yeJxDNm7k8dNPxzt1Ij59etCpdk88Do89BnvsQfz11/nTnSNU5omISH5xZ34sRvsay6fPOPJIOOHYLBYsCDrV7snIgNtug+bNSXz5JfOysjjwrzIPwH0z7gtw/xn3qbj/hPsvKvNEROQfzJqykzIPYF8m8U28HVXnf83++zvnn5dgxYoCyJePVq2Ciy+GfffFZ89mUjzOvirzigcVelJouLM5kWAAsP+33zKjVSv8jDPwovZhxB1eew322ovYhReSWLeOh2IxmrgzPuhsIiJSvDk2YFpi71bj6M7Ud36n6R5ZXHEFRe7DSDwOTz8NDRsSHzSIzZmZXB+Lsbc7k4LOJiIiRVLVnD6xHgv5JKszz/hpvD58FY3qx7njDtiwIT/j5b2MDLjnHqhfn/hjj7HGnf6xGAe4oxEUxYS23EqhZEYY6BONcpc7NY8/Hs4+m1CXLhAOB51u25YtgxdegCefJDZzJtFwmFezsrjendlBZxMRkRLArCPwGdnfsN1MCo9zPrdHBrIpmsYpfcOcdbbxn/8U3rEWCxbAM8/AU08R+/13wsBT7tzqzuKgs4mISBFmVg1YDOTq0+Ra0riXK7k/fBWpaRFOPSvKWWdBixb5EzMvzJwJI0bA8OHEV68mKyuL+4F73FkddDbJWyr0pFAzoxRwWjTKubEY+9asSax/f6JnnAGNGgWdLrmC4P334emnSbz1FgCZiQSj3HlUqwhERKRAmb0BHP3v315LGk9xDsOj5zEj1pQ9G2dy1nkpnHoq1KhR8DH/bdMmePNNeOopsj7+mHA4zJp4nJHAo/qmmIiI5BmzscCRu3LoH1TjUS5gZOQcFsRr0b5tjDPPjXLyyVCxYt7G3BVr18JLL8FTTxH/9lsi0Sh/xGI8BTymb4oVXyr0pMgwozlwZjTKmbEYlfffn3jXrkQ6dYIOHSAtLf8zuCcHc0+YABMnwttvE1u2jGg0ylexGE8Cr7izPv+TiIiI/ItZBskbQ2yTA9+xH8M5i9HhfmzwVLocnOCgLhE6dYL27aH0do/OO4kEzJiRfC+dMAF/5x2y1q8nHA7zfjzOU8A77mzO/yQiIlKimDUEpgLld/UUCYxPOIThdjav2fEQiXB4N+h0cJhOnaBtW4hG8yzxdsXjMHVq8r30889JjBuHx2IkgNcTCf4HfOROVv4nkSCp0JMix4wocARwXEoKh2ZmUidkTpsWMTodmkLHjtCkCdStC+npu76tKBaDxYth4UKYMgUmfJbFhE+zWLoihVCIWCTC95mZfAA8786cPHyJIiIiuWcWJ4dbiTZShtc5lrftKCZEDmFxrBopkSz2bZtFpy4pHHBAciV8vXpQfpc/9sDmzfD778mttN9/D599RmLCBBJr1xIJh9kUCvFlLMZ44AV3Fu36lURERHLA7CDgdSB9d0+1mgqM4WTeCx3JxFBnVsQrkloqTof9nY4HR9l/f2jQIPm5tGzZXb/Oxo3Jz6S//QbffAMTPonz1dewPiNCJMI6dz7PymIcMNqdlbv7uqToUKEnRd7DdlGn6vzx+QQ6MTHahWmxvfDs+72klopTt2YW9RqGqNswSo0akJKS/K5JNJpcJRCLJX+sXw8LFyRYOD/GwoWwZHmUhCfPUyGyngMTE+mU+JQW/PTNUbx9sDubgnzdIiIi/2D2OdApt4c58CsNmEAnJtCJiSld+Dmz8V+Pl0+NUbdWgnqNwtRtEKFatb/fRyMRyMpKrhSIxWDNGvjtN/yXX4gtXIitXMlf6xSiUVZlZfFpIsHnwERgqjvxPHjlIiIiOfax2b4N4e2GkGeDJ7IIbf6efb+aRuuDt7yX/ppZ+6/HK6XFqFs7Qd1GEeo1CFO58t/vo1veS7d8Ll25Ehb+lsWCeXEWLjJWrE356zx1o0voFPuETnxOTZbcewxvXuNOIq9ehxQtKvSk6DPbF/huyy83kMpC6rKAeiyk7t//HG7A0nBtYkT/+hEmiwhxosQp6+upE/uFevxGXRZSjwV//VyTJYT467+VL3E/MJDXKiIisj1mpwCj8uJUa0n76330Hz9HGrIsVJ2lVmvZesptdidqRhYQy/6xdvNm5gMLgIVb/bwQ+MMd/cVTREQCYWYRoD9wm4ENgTcuhw4GzXfjtDFgBHAH0Ae4a8sDK0nfzntpI1aFKv31mTROJPszafJ3Kvoq6sbm/+PzaN3sT7ZV+Mdt6wfhPnA3sksRp0JPij6zssCfQGoBXXEY7hcV0LVERERyzmwM0Dufr/I87qfm8zVERETyjJkdCjwA7AUMA25191WYhYDWJFe4d8z+eUcr9+LAZJIrzScAE3BfkX2Rw4D38+s1bMPRuL9VgNeTQkaFnhQPZsOBMwvgSglgP9wnF8C1REREcscsBfgf0C+frjASOBf3WD6dX0REJM+YWRPgXuAoYCxwhbvP2slBjYHGJBeMlCFZ4m0E1gBTcN+wnePCwFygQd6k36HFQEPcMwvgWlJIqdCT4sEsHZgG1M3nK92J+w35fA0REZHdY3Yeye0/lfPojMuB63F/Ko/OJyIikm/MrAJwI3AJMAe43N3HF8CFDwQ+I4c3qdpFCaAb7h/l4zWkCAgFHUAkT7ivArqS/I5IfnkIuCkfzy8iIpI33J8AGgI3AL/vxpkWAtcCDVTmiYhIYWdmYTM7l2SJdxZwGdC6QMo8APcvgBNIrujLD5uAPirzBLRCT4obs8rAw8ApeXjW5cCVuD+Th+cUEREpEGZ2agN49gp4ZgBkkpwRtNc2nurATP45F+i3gksqIiKy68ysC8k5ec2BR0jOyVsZUJg2JEdg7JOHZ/0B6I/7dzt9ppQIKvSkeDLbBxgI9ARsF8+yguQbwlDc1+VRMhERkQKT/eHmPeBBd796qweiJGcDpZIs8jKADbjHg8gpIiKyqyw58+5e4BjgXZJz8n4ONBSAmZFcrXcTsPdunGkGcDvwIu6JvIgmxYMKPSnezCoCB/L3XYv2A1K28+ylbFmRkFyd8APuWQWQUkREJM+ZWUuS72fjgVNcHwJERKQYMbPy/D0nbz5wmbu/F2yq7TCrz9930e1EcqX89hae/MzWn0vdfymQjFLkqNCTksWsNMkbZ6SOhObDYNTJcPSVMBn33ZkxJCIiUmiYWS3ga+A34DB33xRwJBERkTxhybvJnkVy1VoUuAV43IvSHdiTN3WsDpR5BvZ6CF44AXpdD18S1DZhKXJU6EmJZWYtgOlAS3f/Keg8IiIiecHM0kjeYa8scIC7rwg4koiISJ4ws4OBB4GWwKPAwMDm5OURfS6VXaW73IqIiIgUE2YWAV4C6gBHqMwTEZHiwMwamdmrwCfAEmBvd7+4qJd5IrtDhZ6IiIhIMWDJ4duPAgcBPd19fsCRREREdouZlTezwSTvwt4cONLdj3D3mQFHEwlcJOgAIiIiIpInrgX6A8e6+7dBhxEREdlV2XPyzgDuAEoBVwGPFak5eSL5TCv0RERERIo4M+sL3Alc7O5vBp1HRERkV5nZQcB3wBPAK8Ae7j5UZZ7IP6nQExERESnCsgeEjwDud/dhwaYRERHZNWbW0MxeAT4FlgGt3X2A5sGKbJsKPREREZEiysyaA68Db5HcjiQiIlKkmFmamd0F/AzsDfQEuuuOryI7phl6IiIiIkWQmdUE3gVmAKe6eyLgSCIiIjlmZiGSc/LuJDkn7xrgUXfPDDKXSFGhFXoiIiIiRYyZlQPeATKBo909I+BIIiIiOWZmnYDvgaeAV4Em7v6gyjyRnNMKPREREZEixMwiwBigHtDB3ZcHHElERCRHzKwBcA9wIvAByTl50wMNJVJEaYWeiIiISBFhZgY8DBwK9HL3uQFHEhER2SkzK2dmd5Cck9cGOAo4XGWeyK7TCj0RERGRouNq4DzgeHf/OugwIiIiO5I9J+804C6gDHAd8Ii21orsPq3QExERESkCzOxk4G7gMnd/Peg8IiIiO2JmHYFvgf+RvCN7E3d/QGWeSN5QoSciIiJSyJlZZ+AZ4EF3fyjoPCIiIttjZvXN7EVgArAaaOPuF7j7smCTiRQvKvRERERECjEz2xN4AxgLXBlsGhERkW3LnpN3G8k5efsARwOHufuPwSYTKZ40Q09ERESkkDKz6sA4YBbQz92zAo4kIiLyD9lz8k4lOSevLHAjMMzdNwcaTKSY0wo9ERERkULIzMoC7wBZwFHuvjHgSCIiIv9gZgcC3wDDgbdIzsm7T2WeSP5ToSciIiJSyJhZGBgNNASO0NwhEREpTMysnpmNBiYC64C27n6+u/8ZcDSREkNbbkVEREQKETMzYCjQDeji7nMCjiQiIgL8tXr8GuAqYBFwLPCmu3ugwURKIBV6IiIiIoXLFcB/gRPd/cugw4iIiGTPyesL3A2kATcDQ7W1ViQ42nIrIiIiUkiY2YnAEOBKd3816DwiIiJm1gH4CniG5B3Xm7j7EJV5IsFSoSciIiJSCJhZR+A54GHggYDjiIhICWdmdc1sFPAlsBHYx93Pdfc/Ao4mIqjQExEREQmcmTUD3gTeAy7TLCIREQmKmZU1s0HALOA/wHEkZ7pODTSYiPyDZuiJiIiIBMjMqgHvAnOBPu6eFXAkEREpgbLn5J0CDAbKAwOBh7S1VqRw0go9ERERkYCYWSrwNmBAL3ffGHAkEREpgcxsf5Jba58DxgFN3f0elXkihZcKPREREZEAmFkYGAXsARzh7n8GHElEREoYM6tjZs+TvOnFZqCdu5/j7ksDjiYiO6EttyIiIiIFzMyM5I0vugNd3X1WwJFERKQEyV4hfhVwDfAHcALwmma4ihQdKvRERERECt6lwEVAb3efGHAWEREpIbK/obRlTl5F4FbgQXffFGQuEck9bbkVERERKUBmdjxwH3CVu78UdB4RESkZzKw9yTl5zwPvA03c/W6VeSJFkwo9ERERkQJiZgeQ/CD1GMlST0REJF+ZWW0zexb4BogB+7r72ZqTJ1K0qdATERERKQBm1gR4C/gAuERzikREJD+ZWaqZ3QzMBjoBJwIHufvkYJOJSF7QDD0RERGRfGZmVYFxwC/AKe4eDziSiIgUU9lz8noD9wCVgNuBB7S1VqR40Qo9ERERkXxkZmVIrswLAz3dfUPAkUREpJgys/2AicAo4EOSc/LuUpknUvyo0BMRERHJJ2YWBl4AmgFHuvsfAUcSEZFiyMxqmdkzwLeAA/u5+1nuviTgaCKST7TlVkRERCT/3Av0AA5z95lBhxERkeIlexX4FcB1wDKSW21f1pxWkeJPhZ6IiIhIPjCzS4BLSc7M+zzgOCIiUoxkz8k7ieScvMrAncD97p4RaDARKTDacisiIiKSx8zsWOAB4Fp3HxN0HhERKT7MbF9gAjAG+ARo6u53qMwTKVlU6ImIiIjkITPbn+Qw8idIrpwQERHZbdlz8kYA3wEGtHf3M9x9ccDRRCQA2nIrIiIikkfMrDHwNvARcJFmGImIyO7KnpN3GXA9sAI4GXhJ7zEiJZsKPREREZE8YGZVgHHAAuBkd48HHElERIqw7Dl5JwBDgKrA3cC92lorIqAttyIiIiK7LXv1xJtACtDD3dcHHElERIowM9sH+Ax4Kfvnpu5+m8o8EdlChZ6IiIjIbjCzEPAs0AI40t2XBhxJRESKKDOrYWbDge9J7qj7j7uf7u6LAo4mIoWMttyKiIiI7J57gKOBbu4+I+gwIiJS9JhZaf6ek7ca6AuM0Zw8EdkeFXoiIiIiu8jMBgBXAP3c/dOA44iISBGTPSfveJJz8qoBg0nOydsYaDARKfS05VZERERkF5jZ0cBDwA3u/kLQeUREpGgxs7bAp8DLwESgmbvfqjJPRHJChZ6IiIhILplZe2A08D/groDjiIhIEZI9J+9pYBJQCujg7qe6++8BRxORIkRbbkVERERywcwaAe+QvOvgBZpvJCIiOZE9J+8S4AZgLXAqMNrdE4EGE5EiSYWeiIiISA6ZWWXgXWARcJK7xwOOJCIihVz2nLxjgXuBGiRvpjTE3TcEGkxEijRtuRURERHJgeyVFW8AqUAPd18XbCIRESnszKwN8DHwKvAVyTl5A1XmicjuUqEnIiIishNmFgKeAVoBR7r74oAjiYhIIWZm1c3sKWAyyW8EHeDufd19YcDRRKSY0JZbERERkZ27i+R2qe7uPj3oMCIiUjiZWSmSc/JuJDkn7zRglObkiUheU6EnIiIisgNmdgFwNXCau38cdB4RESl8sufkHUNyTl4tknPy7tHWWhHJL9pyKyIiIrIdZtYLeBi42d2fCzqPiIgUPmbWGvgIeA34huScvFtU5olIflKhJyIiIrINZrYvMAYYCdwebBoRESlszKyamT1Bck5eOeBAd+/j7gsCjiYiJYC23IqIiIj8i5k1BMYCE4Hz3d0DjiQiIoVE9py8i4CbgA3AmcDzmpMnIgVJhZ6IiIjIVswsHXgXWAqc6O6xgCOJiEghkD0n7yjgPqA2yXl5g919faDBRKREUqEnIiIiki171cUbJLdO7e/ua4NNJCIihYGZ7Q08ABwKvAgc6u6/BZtKREoyzdATERERAcwsRHJeXhvgSHdfFGggEREJnJlVNbPHgKlARaCju5+sMk9EgqYVeiIiIiJJdwAnAEe4+49BhxERkeCYWQowALgZ2AicBTynOXkiUlio0BMREZESz8zOA64FznT3D4POIyIiwciek9eL5Jy8uiTn5N2tOXkiUtio0BMREZESzcyOBB4FBrr7yIDjiIhIQMysJck5eV2Bl4DD3P3XQEOJiGyHZuiJiIhIiWVm7Uh+aHsWuDXgOCIiEgAzq2JmjwLTgEpAZ3fvrTJPRAozrdATERGREsnM6gPvAF8B57m7BxxJREQKUPacvAuBW4AMoD/wjObkiUhRoEJPREREShwzqwi8CywDTnD3zGATiYhIQcmek9eD5Jy8+sD9wF3uvi7QYCIiuaBCT0REREoUMysFvA5UBP7j7muCTSQiIgXFzFqQLPC6Aa8A3d39l2BTiYjknmboiYiISImRvSrjf0A74Eh3/z3gSCIiUgCy5+Q9QnJOXlXgIHc/UWWeiBRVWqEnIiIiJcltwMkky7xpQYcREZH8ZWZR4AJgILAZOJfknLysIHOJiOwuFXoiIiJSIphZf+AG4Gx3fz/oPCIikn+yV2QfQXJ7bUPgAeBOd18baDARkTyiLbciIiJS7JlZd+Bx4DZ3Hx50HhERyT9m1hwYB4wFpgN7ufu1KvNEpDhRoSciIiLFmpm1AV4GRgG3BJtGRETyi5lVNrOHgR+AGsAh7n6Cu88POJqISJ7TllsREREptsysHvAu8C3Q39094EgiIpLHsufk/ZfknLwYcD4wQnPyRKQ4U6EnIiIixZKZVSRZ5q0Ejnf3zGATiYhIXjOzLXPyGgEPAndoa62IlAQq9ERERKTYMbMU4FWgErC/u68ONpGIiOQlM9sLuI/kjS9eB3q6+7xgU4mIFBzN0BMREZFiJfvOhk8B7YEe7r4g4EgiIpJHzKySmT0E/AjUBrq4+3Eq80SkpNEKPRERESluBgJ9gV7uPiXgLCIikgey5+SdBwwCsoALgP9pTp6IlFQq9ERERKTYMLOzgJuBc919XNB5RERk95nZ4cADwB7AQ8Dt7r4m2FQiIsHSllsREREpFsysG/AEcKe7PxV0HhER2T1mtqeZjQXeA2YDzd39KpV5IiIq9ERERKQYMLPWwCvAS8CNAccREZHdYGbpZvYgyTl5dYGu7n6Mu88NNpmISOGhLbciIiJSpJlZHWAsMAk4y9094EgiIrILzCxCck7erUACGEByTl480GAiIoWQCj0REREpssysAvAusBY4zt03BxxJRER2QfbYhAeAJsBQknPyVgcaSkSkENOWWxERESmSsu94+ApQFTjC3VcFHElERHLJzJqZ2dvAeGAu0MLdr1SZJyKyYyr0REREpMgxMwOeBA4Aerr7bwFHEhGRXMiek3c/MB1oAHRz96PdfU6wyUREigZtuRUREZGi6CbgNOAod58UdBgREcmZ7Dl55wC3Zf/WxcBTmpMnIpI7WqEnIiIiRYqZnQ4MAi5w97FB5xERkZwxs67AFJIz8p4F9nD3x1TmiYjkngo9ERERKTKyPww+DQx29yeCziMiIjtnZk3M7C3gA+BXknPyLtecPBGRXadCT0RERIoEM9sbeJXkjTCuDziOiIjshJlVNLP7gJ+ARsDh7t7L3WcHHE1EpMjTDD0REREp9MysNvAuMBU4w90TwSYSEZHtyZ6TdzZwO2DApcCT2lorIpJ3tEJPRERECjUzKw+MBTYAx7r75oAjiYjIdpjZocBkYBjwPNDE3R9VmScikrdU6ImIiEihZWZR4CWgJnCEu68MOJKIiGyDme1hZm8AHwILgL3d/TJ3XxVsMhGR4kmFnoiIiBRKZmbAY0AnoIe7/xJwJBER+Rczq2BmQ4AZQFOgu7v3dPefA44mIlKsaYaeiIiIFFY3AGcCx7j790GHERGRv5lZmL/n5IWBy4En3D0WaDARkRJCK/RERESk0DGzfsBtwMXu/nbQeURE5G9mdgjJOXmPAqNJzskbpjJPRKTgqNATERGRQsXMugDDgSHu/kjQeUREJMnMGpvZa8DHwCKSc/Iu0XxTEZGCp0JPRERECg0zawG8BrwOXBtwHBERIXm3cTO7h+ScvL2AI939SHefGXA0EZESSzP0REREpFAws1rAOGA6cLq7JwKOJCJSomXPyTsTuAOIAlcCj2trrYhI8LRCT0RERAJnZmnAO0AGcLS7bwo4kohIiWZmBwPfA48DL5Kck/ewyjwRkcJBhZ6IiIgEyswiwEtAHeAId18RcCQRkRLLzBqZ2avAJ8AfQCt3v1j/bxYRKVxU6ImIiEhgzMxI3iXxIKCXu88POJKISImUPSfvbmAm0ALoQfKbLDOCTSYiItuiGXoiIiISpGuB/sCx7v5N0GFEREqa7Dl5Z5Cck1cKuBp4VFtrRUQKN63QExERkUCYWR/gTuASd38z6DwiIiWNmXUGvgOeAF4hOSfvIZV5IiKFnwo9ERERKXBmdhAwArjf3R8OOo+ISEliZg3N7GXgM2A50NrdB7j78oCjiYhIDqnQExERkQJlZs2BN4C3gauCTSMiUnKYWZqZ3UlyTl4roCdwuLv/FGwyERHJLc3QExERkQJjZjWAd0l+mDzV3RMBRxIRKfbMLAScTnLMQRngOuARd88MNJiIiOwyrdATERGRAmFm5YCxQAw4yt0zAo4kIlLsmVknknPyngZeA/Zw9wdU5omIFG0q9ERERCTfmVkEGAPUA47QnCYRkfxlZg3M7CXgc2AlyTl5F+r/vyIixYMKPREREclXZmbAw8ChQC93nxtwJBGRYsvMypnZHcDPQBvgKKCbu08PNJiIiOQpzdATERGR/HYVcB5wgrt/HXQYEZHiKHtO3mnAXSTn5F0PDNPWWhGR4kkr9ERERCTfmNnJwGDgMnd/Leg8IiLFkZl1BL4F/kfyLuJN3P1+lXkiIsWXCj0RERHJF2bWGXgGeMjdHwo6j4hIcWNm9c1sDDABWAO0dff/uvuygKOJiEg+U6EnIiIiec7M9iS5SmQscEWwaUREipfsOXm3kZyTty9wDNDV3X8INJiIiBQYzdATERGRPGVm1YFxwCygn7tnBRxJRKRYyJ6T14/knLxywI0k5+RtDjSYiIgUOK3QExERkTxjZmWBt4Es4Ch33xhwJBGRYsHMDgC+BkYA75Cck3efyjwRkZJJhZ6IiIjkCTMLA6OBRsCRmuEkIrL7zKyemY0GvgDWA/u4+3nu/mfA0UREJEDacisiIiK7zcwMeAjoBnRx99kBRxIRKdKyVzxfA1wFLAKOBd50dw80mIiIFAoq9ERERCQvXA5cAJzk7l8GHUZEpKjKnpPXF7gbSANuBoZqa62IiGxNW25FRERkt5jZicC9wJXu/krQeUREiioz6wB8BTxD8i7hTdx9iMo8ERH5NxV6IiIissvM7EDgOWAY8EDAcUREiiQzq2tmLwBfAhkk5+Sd6+5/BBxNREQKKRV6IiIiskvMrCnwFjAeuFRznUREcsfMyprZQGAW0AE4HjjE3acGmUtERAo/zdATERGRXDOzasA4YC5wirtnBRxJRKTIyJ6TdwowGKgADAIecvdNgQYTEZEiQyv0REREJFfMLBV4GzCgl7tvDDiSiEiRYWb/Ibm19jngPZJz8garzBMRkdxQoSciIiI5ZmZh4AVgD+AId/8z4EgiIkWCmdUxs+eAr4HNQDt37+/uSwOOJiIiRZC23IqIiEiOmJmRvPHFEUBXd58VcCQRkUIve1XzVcA1wB/ACcBrmjsqIiK7Q4WeiIiI5NSlwEXAye4+MeAsIiKFWvY3QbbMyasI3Ao8qK21IiKSF7TlVkRERHbKzI4H7gOudvcXg84jIlKYmVl74AvgeeB9oKm7360yT0RE8ooKPREREdkhMzuA5IfSx4B7A44jIlJomVltM3sW+AbIAvZz97PdfUnA0UREpJhRoSciIiLbZWZNgLeAD4FLNPNJROT/M7MyZnYTMBvoDJwEdHb3ScEmExGR4koz9ERERGSbzKwq8C7wK8m5efFgE4mIFC7Zc/J6A/cAlYA7gPu1tVZERPKbVuiJiIjI/2NmZUiuzIsAPd19Q8CRREQKFTPbD5gIjAY+Apq4+50q80REpCCo0BMREZF/MLMwyZl5ewJHuvvSgCOJiBQaZlbLzJ4BvgWc5Jy8MzUnT0RECpK23IqIiMi/DQF6Aoe5+8ygw4iIFAbZK5cvB64DVpDcavuyZouKiEgQVOiJiIjIX8zsEuAyoI+7fx50HhGRoGXPyTuR5Jy8qsBdwH3unhFoMBERKdG05VZEREQAMLNjgQeA69x9dNB5RESCZmbtgM+BF4FPSc7Ju11lnoiIBE2FnoiIiGBm+wOjgCeBwQHHEREJlJnVNLMRwHckPzO1d/cz3H1xwNFEREQAFXoiIiIlnpk1Bt4GPgYGaB6UiJRUZlbazK4H5gCHAn2Aju7+XbDJRERE/kkz9EREREowM6sCjAMWAL3dPR5wJBGRApc9J+8EkjcFqgrcTXJO3sZAg4mIiGyHVuiJiIiUUNl3bHwTKAX0dPf1AUcSESlwZrYP8BnwEsl5ec3c/TaVeSIiUpip0BMRESmBzCwEPAu0AI5w9yUBRxIRKVBmVsPM/gd8T3Ln0n/c/TR3/z3gaCIiIjulLbciIiIl0z3A0cDh7j4j6DAiIgXFzEoDlwHXA6uBfsBozQ8VEZGiRIWeiIhICWNmA4ArgH7u/knQeURECkL2nLzjSM7Jq0Hyjt5DtLVWRESKIm25FRERKUHM7GjgIeAGd38h6DwiIgXBzNoCnwCvAF8CTd19kMo8EREpqlToiYiIlBBm1h4YDQwH7go4johIvjOz6mb2NDAJKA10cPd+mpMnIiJFnbbcioiIlABm1gh4m+SdHC/QrCgRKc7MrBRwKXADsBY4leScvESQuURERPKKCj0REZFizswqA+8Ci4GT3D0WcCQRkXyRPSfvWJJz8mqSvAHQEHffEGgwERGRPKYttyIiIsVY9t0c3wBSgR7uvi7YRCIi+cPM2gAfA68CXwPN3H2gyjwRESmOVOiJiIgUU2YWAkYCrYAj3X1xsIlERPJe9py8J4HJJL95cYC793X3hQFHExERyTfacisiIlJ83QUcB3R39+lBhxERyUvZc/IuBm4C1gGnAy9oTp6IiJQEKvRERESKITP7L3A1cLq7fxx0HhGRvJI9J+9o4F6gNsl5eYO1tVZEREoSFXoiIiLFjJn1BIYBN7v7s0HnERHJK2bWCngQOAQYA3Rx9wWBhhIREQmAZuiJiIgUI2a2L/Aiydl5twebRkQkb5hZNTN7ApgCpAEHuvspKvNERKSk0go9ERGRYsLMGgDvABOB893dg00kIrJ7zCwFuAi4GdgAnAk8rzl5IiJS0qnQExERKQbMLB0YB/wBnOjusYAjiYjssuw5eUeRnJNXJ/vnwe6+PtBgIiIihYQKPRERkSIu+06PbwDlgP3dfW2wiUREdp2Z7Q08ABxKcoRAV3f/LdhUIiIihYtm6ImIiBRhZhYCRgBtgR7uvijgSCIiu8TMqprZY8BUoCLQyd1PVpknIiLy/2mFnoiISNF2O3AicKS7/xB0GBGR3MqekzeA5Jy8DOBs4FnNyRMREdk+FXoiIiJFlJmdC1wHnOnuHwSdR0QkN7Ln5PUE7gPqZf98l+bkiYiI7JwKPRERkSLIzI4EHgUGufvIgOOIiOSKmbUE7gcOA14Gurn7r4GGEhERKUI0Q09ERKSIMbN9gJeA54FBAccREckxM6tiZo8C04AqwEHufpLKPBERkdzRCj0REZEixMzqA2OBr4Fz3d0DjiQislPZc/IuAG4BNgH9Sc7Jywo0mIiISBGlQk9ERKSIMLOKwLvAcuB4d88MNpGIyI5lz8k7kuT22vrZP9/l7usCDSYiIlLEqdATEREpAsysFPA6UBHY393XBJtIRGTHzKwFyQKvG/Aq0N3dfwk2lYiISPFQJAq9SZMmhYE6QDjoLFIoJYCl7dq12xR0EBGR/JC9wuVpYF+gk7svDDiSiMh2mVllkvM9zwd+BA5298+CTSUiIlK8FPpCb9KkSdVDodDroVCoJmBB55FCyd09NmnSpCeB+9q1a6d5UiJS3NwKnAL0cPepAWcREdkmM4uSnJM3EMgEzgNGak6eiIhI3ivUhd6kSZPMzAampqY2rFOnzopQKJQIOpMUPu5uGzZsSF2yZMmlsVgM4N6gM4mI5BUz6w/cCPR39/FB5xER2RYz2zInryHwAHCnu68NNpWIiEjxVagLPaBCKBQ6rHr16mvLli2r7ZSyXampqZuB9EWLFp07adKkYdp+KyLFgZl1Bx4Hbnf3/wWdR0Tk38ysOXAf0B14jeRK4nnBphIRESn+QkEH2Il0M4ukpKToLn6yU2XLlt2YvdWjRtBZRER2l5m1AV4GRgE3B5tGROSfzKyymQ0FfgBqAoe4+/Eq80RERApGYV+hZwBmpploslPZf06Mwl9Ui4jskJnVA94FviO51VbvgyJSKGR/8/S/JOfkxbP/ebjm5ImIiBSswl7oiYiIlChmVgEYC6wEjnN3rVIXkUIhewzA/UBj4EGSc/LWBBpKRESkhNJKJik0zKzdG2+8kRZ0DhGRoJhZCvAqUBk40t1XB5tIRATMbE8zexcYB/wMNHf3a1TmiYiIBKfYFHqzZs1KMbN206dPLxV0lrzQvn37ZtFodJ/U1NS2W37cfffdVYPOJSIi+cPMDHgK2J/kUPkFAUcSkRLOzCqZ2UPAdKA2cKi7H6c5eSIiIsErNltuN2/ebEFnyGv//e9/lw4dOnRx0DlERKRADAT6Ar3cfUrAWUSkBDOzCHA+MAjIAi4A/qc5eSIiIoVHkV2h1759+2annXZavZ49ezYqX758m7Zt27YE2G+//Zqnpqa27dOnTz2AjRs32oABA2rXrVu3Zfny5dvsu+++zb744osyObnG+vXr7eKLL67VoEGDlmXLlm1bp06dvR9++OHKAN99913pDh06NE1PT2+dlpbWplWrVnu+9dZbf20XXb58ebhnz56N0tPTW5crV65tgwYNWo4YMSJ9y+Mff/xx2fbt2zerWLFim1q1au19ySWX1IrFYnnytdnRa164cGGkWrVqrW677bZqW55/ww031KhVq9beS5cuDQNceumlf73mGjVqtDr99NPrrlu37q8/K8cff3yDHj16NOrbt2+9ihUrtklPT2996623Vps7d260Y8eOTcqWLdu2cePGLT788MOyW465/PLLa7Vr167ZhRdeWLtSpUqtq1Sp0vq8886rs6MiNj+/RiIihYmZnUnyTrYXuPu4oPOISMllZocD00jOyhsONHH3J1XmiYiIFC5FttADePnllyufeuqpK1atWjX122+//Qngu+++m7Fx48Ypo0aNWgBw6qmn1p88eXLZTz/9dNaKFSumHnfccSt79erVdPny5eGdnb9v374NPvnkkwqvvfba3HXr1k2ZOHHiz23bts3Y8vjVV1+9dOHChT/8+eef07p27bq2b9++jRctWhQBGDRoUI3169eH5s+f/+PatWunvP/++7NbtWqVATBt2rRSPXv2bNq/f/8/ly1bNvXTTz+d9d5771W88cYba2x9/WeffbZa+fLl2zRs2LDFBRdcUHvNmjU5+ve1o9dct27d+AsvvDDvzjvvrP3BBx+Uffvtt9Puv//+mqNHj55Xo0aNLIAmTZps+uCDD2avW7duyjvvvDP7k08+qXDttdfW3PoaH3zwQcWuXbuuW758+dShQ4f+NnDgwLp9+/ZteP/99/++Zs2aKZ07d17bv3//hlsfM23atLKRSMQXLVr0wwcffDBr7Nix6TfffHP1bb2GnH6NRESKOjPrBjxJcrj8k0HnEZGSycyamdk7wHvAHKCFu1+lOXkiIiKFU5Eu9Lp27bq6d+/ea8LhMOXKlUv8+/GlS5eGX3vttcqPPfbYb40bN45Fo1Guv/76ZWlpaVkvvfRShR2de8mSJZG33nqr0iOPPPLbPvvssykUCtGgQYNYx44dNwLst99+m4499ti15cqV8zJlyvj999+/GOCzzz4rC5CSkpJYtWpV5Icffijt7jRt2jSzXbt2mwAeeOCBaoceeujqc889d1U0GqVp06aZl1566dLRo0dX2XL9O+644/dZs2b9uGrVqqmjRo2a/8knn1To06dPg519TXLymg877LANN95446K+ffs2PuOMMxrdeuutCw866KCNW85x4YUXrmzSpElmKBRi33333XT22Wf/+emnn5bf+jrt2rVbf+aZZ66KRCKceuqpq8uVK5fVpUuXte3bt8+IRCKcddZZK3777bdSK1as+Ks4rVChQtZ99923uEyZMt62bdtNF1100dJRo0ZVYRty8jUSESnqzKw18ArwEnBjwHFEpAQys3Qze4DknLz6QFd3P8bd5wQcTURERHagSM/Qq1+/fuaOHp8xY0ZpgI4dO+619e/H43H7/fffU3Z07OzZs1MA9t57703benzOnDkpl112WZ1JkyaVXbduXcTMfMOGDeE//vgjCjBw4MA/srKy7Nxzz22wZMmSlAMPPHDtkCFDFrVs2XLz/PnzS3/zzTdpaWlpf5WK7m6JxN+d5GGHHbZhyz936NAhY8iQIQuPOeaYpuvXr7dy5cr57r7mAQMGLL/nnntqpaamZl166aXLt37ukCFDqowYMaLq4sWLS2VlZRGPx61ChQr/2GZRrVq1f+x9LVOmTKJmzZp//d6WgnX16tWhypUrZwHUrFkzMxL5+49c48aNNy9dunSb/x5y8jUSESnKzKwOMBaYDJzl7tv9f7uISF7LnpN3LnAr4MAAknPy4oEGExERkRwp0iv0QqGQb/XP/+/xOnXqxAAmT548Y926dVO3/MjIyJhy5513Lt3RuZs0aZIJMH369NLbevzMM8+sn0gk+Pbbb2euX79+ypo1a6aWLVs2a8vnsbS0tMSDDz64eNasWTPmzJnzYyQS8dNOO60hJMuwo446auXWmdavXz9l48aN2x2CHg6HHZKl1o5y5/Q1n3LKKQ1atGixMS0tLevCCy+ss+X3P/zww7LXXXddvcGDB//+xx9/TFu3bt3Ua6+9dlFefM5csmRJSjz+998R58+fX6p69erbHIq3K18jEZGiwswqAO8Ca4Fj3X1zwJFEpAQxs8OAqcBDwDMk5+Q9oTJPRESk6CjShd7WatasGQuFQv8o4Jo2bZrZtWvX1eedd169LSvuVq1aFXrppZfK//bbb9Edna9WrVrxnj17rhwwYEC9adOmlQL47bffohMnTkwFWLduXbhs2bKJqlWrZq1duzY0YMCA2hkZGX9tL33hhRcqfP/996VjsRhpaWmJ0qVL+5ZS7qKLLvpz3Lhx6cOHD0/ftGmTxeNxpk+fXuqVV14pD8kbV7zyyivl165dG0okEnz//felr7rqqrpdunRZnZaWtsMlajl5zYMGDao2ZcqUsq+++ur8V155Zd7o0aOrPPPMMxUBVq9eHQ6Hw9SoUSNWqlQpnzhxYurTTz9dbQeXzLE1a9aEr7rqqloZGRk2bdq0Ug8//HD1U045Zfm2nruzr5GISFFlZlHgZaAacKS7rwo4koiUEGbW1MzeBt4H5pOck3eFu68ONpmIiIjkVrEp9MqVK+fXXnvtoosuuqh+Wlpam379+tUDeP311+e3adNmY7du3ZqWLVu2bbNmzVo+/fTTVXOy4uyFF1747YADDljXo0ePpqmpqW0PPPDAPadNm1Ya4MEHH1wwY8aMMunp6W323HPPFrVr145Vr179ry3A8+fPL3X88cfvUaFChba1atVqvWzZssiIESN+BTjooIM2vvXWW7P/97//ValZs2ar9PT0NieccELjX375JQUgIyMjNGjQoNq1a9duVa5cubbHHXfcHh07dlz34osv/pKTr8WOXvP48ePLDR48uPaoUaPm1axZM96qVavNDz/88K8DBgxo8MMPP5Q69thj1/bt23dZt27dmqWlpbW57rrravfu3XtF7v+N/H+tW7fekJmZabVq1WrVpUuXPbt377769ttv3+ZKyZ19jUREiiIzM+AJ4ECgh7v/GmwiESkJzKyimd0P/AQ0BLq5+1HuPjvgaCIiIrKLrDCP7Jk0aVKjSCTycdOmTdeWKVNmh/PypHC7/PLLa3322WdpkyZNmpVf18jIyEiZPXt2+Xg83qVdu3bzd/Z8M2tBcgB0S3f/Kb9yiYhsYWY3A7cAR7n72KDziEjxlj0n7xySc/IMuAl4SltrRUQKD30ulV1VbFboiYiIFGZmdjowCLhQZZ6I5Dcz6wpMAYYCz5Gck/eYyjwREZHioUjf5XZ37bHHHi0WL168zS2cCxcu/GHL3VkLm6KaW0SkpDKzQ4GngcHu/njQeUSk+DKzJsC9wFHAO8AJ7p5vOyREREQkGCW60Js7d26RXM5aFHPff//9i4POICISBDPbG3gNeAW4PuA4IlJMmVlF4EbgYmAOcLi7vx9oKBEREck3JbrQExERyU9mVht4F5gGnOHuO7xTuYhIbplZGOgP3E5ynM5lwBPaWisiIlK8aYaeiIhIPjCzNGAssAE4xt03BxxJRIoZM+tCck7eMOAFYA93f0RlnoiISPGnQk9ERCSPmVkUeBmoCRzh7isDjiQixYiZ7WFmrwMfAQuBvd39UndfFXA0ERERKSAq9ERERPKQmRnwGNAJ6OnuvwQcSUSKCTOrYGZDgBlAM5LfMOjh7j8HHE1EREQKmGboiYiI5K3rgTOBY939u6DDiEjRlz0n72ySc/LCwOUk5+TFAg0mIiIigdEKPRERkTxiZv1IfuC+2N3fCjqPiBR9ZnYIMBl4FBgNNHH3YSrzRERESjYVerJds2bNSjGzdtOnTy8F8Nhjj1Vq0KBBy6BziYgURtnD6YcD97r7I0HnEZGizcwam9lrwMfAYpJz8i7RTE4REREBFXqSC//9739X/vrrr9ODziEiUtiYWQvgNeAN4Jpg04hIUWZm5c1sMMk5eXsBR7r7Ee4+M+BoIiIiUohohp5s06ZNmyzoDCIiRYGZ1QLGAdOB09w9EXAkESmCsufknQncAUSBq4DHtLVWREREtkUr9ALUvn37Zqeddlq9bt26NS5btmzbevXqtRw2bFjlLY+PGTOmQosWLfZKS0tr06BBg5Y333xz9aysLADOOeecOr169Wq45bknnHBCg3A43G7ZsmVhgI8//rhsmTJl2mZkZBjAL7/8Eu3Vq1fDatWqtapUqVLrXr16NVy8eHHk31l69uzZqHz58m3OOuusuv/OO3To0MrVq1dvteXXxx9/fIOePXs2Ou200+pVrFixTeXKlVtfcskltbY+ZsqUKaUPOeSQPSpXrty6WrVqrfr161dv7dq1+nMnIsWCmZUD3gEygKPdfVPAkUSkCDKzg4DvgceBl0jOyRuqMk9ERES2p1iv0Nu4caPNmDGjVEFes3nz5ptTU1M9p89/6aWXqgwfPnze2LFj57322msV+vXr17hp06abSpUq5aeeemrjxx577JfTTz991ddff516/PHH7xGJRPzmm2/+8/DDD197zjnnNEwkEoRCIT7//PPydevW3fz222+XP+uss1a999575ffbb7/1ZcqU8YyMDOvSpUvTww47bM3cuXOnuzunn356/RNOOKHhl19+OWdLlpdffrnyyJEj57/55pvzN27cGNq68Nue999/v+KwYcN+GT58+IJPP/20bPfu3Zt17dp1Xa9evdYtWbIk0qVLl2aXXnrpknfffXfe6tWrw8cff3yjc889t+6YMWN+29WvsYhIYWBmEZIfvOsAHdx9RcCRRKSIMbNGwBDgOGA80NfdZwSbSkRERIqCYl3ozZgxo9R+++3XoiCv+d133/2077775niFxkEHHbSmT58+awB69+695tlnn1399NNPV4lEIhx88MFr+vfvvwqgU6dOGy+88MKlI0aMqHrzzTf/2b1793UbN24Mf/HFF6mlS5dORKNRP/PMM/8cP358+bPOOmvVxx9/XL5Xr16rAF566aUKGzZsCD/++OO/h0LJxXEPPPDA740aNWo1b968aOPGjWMAXbt2Xd27d+81AGlpaTnaMrbPPvusP/fcc1dlH79hzz33zPj666/L9urVa90TTzxRuX79+ptvueWWPwHKlCkTHzhw4KKePXs2i8fjv0UixfqPn4gUY2ZmJO84eTBwiLvPCzaRiBQlZlYeuA64HPgF6AGMc/ccf1NYRERESrZi3ag0b95883ffffdTQV8zN8+vX7/+5n//etq0aamRSMSbNWv2j2KwSZMmm5cuXZoCUK5cOW/Xrt36d999t3ypUqW8c+fOa3v06LH2scceq7Fq1arQtGnTyj7++OO/AcyePbv0ypUroxUqVGiz9flSUlJ8/vz5KVsKvfr162fm9vVWr179H1tBUlNTE+vWrQsBzJkzp9RPP/2UmpaW9o/rmhkLFy6MNmzYUNtIRKSouhboDxzn7t8EHUZEiobsOXlnkJyTVwq4GnhUW2tFREQkt4p1oZeamuq5WS0XhAULFqT869elatWqFYtGo/7LL7/8Y7vw3LlzS9WoUeOv0u2QQw5Z++GHH5ZPSUnxs88+e9m+++67yd259957q6Wnp8e3vPYaNWrEatasuXnhwoU7vENtKBTK0+8K16hRI9auXbv1X3/99ey8PK+ISJDMrA9wJ3Cxu78RcBwRKSLMrDPwINCK5Ky8ge6+PNBQIiIiUmTp5gQB++yzzyqMGTOmQjwe55VXXin//vvvVzz77LOX9+/ff/mnn35aYeTIkRXj8ThffPFFmWHDhtU4/fTT//qL35FHHrlmypQp5SZPnlyuZ8+e6wA6d+68dujQoTU6deq0dsvz+vXrtyoej9sll1xSa8WKFWGARYsWRZ566qn0/Hxt559//ooZM2ak3n333VXXrVsXSiQSzJ07N/rcc89VzM/riojkl+zB9SOAB9z94aDziEjhZ2YNzexl4DNgOdDa3QeozBMREZHdoUIvYCeeeOKK4cOHV6lQoULbyy67rN6QIUN+6969+/ouXbpsGDly5Lx77rmnZsWKFduecsopjc8555w/b7zxxj+2HNuhQ4eMtLS0rCZNmmRUqVIlC6Bbt25r1q9fHz7ssMP+KvTS09MTX3755c8LFy5MadmyZfNy5cq17dChw56ff/55Wn6+tiZNmmR+9tlnP3/00UflGzVq1LJChQptDj/88KY//PBDmfy8rohIfjCzvYA3gLeBK4NNIyKFnZmlmdmdwEygNdALONzdC3QcjIiIiBRPVphn706aNKlRJBL5uGnTpmvLlCmT6/luhV379u2b7b///uuGDh26OOgsxUFGRkbK7Nmzy8fj8S7t2rWbv7Pnm1kLYDrQUn+5FpEdMbMawNfAYuBQd88IOJKIFFJmFgJOJ7k1vwwwCHjE3Yvd32VFRGT36XOp7Cqt0BMREdkBMysHjAViwFEq80Rke8ysE/Ad8DTwOtDE3R9QmSciIiJ5TYWeiIjIdphZBBgD1AOO0MwrEdkWM2tgZi8CnwMrSc7Ju8DdlwUcTURERIqpYn2X28Lu22+/nRV0BhER2TYzM2AocCjQxd3nBhxJRAqZ7BW81wFXAAuBo4G3vTDPtBEREZFiQYWeiIjItl0FnA+c4O5fBR1GRAqP7Dl5pwJ3AWWBG4CHtbVWRERECoq23IqIiPyLmfUGBgOXu/trQecRkcLDzA4EvgGGA28Be7j7fSrzREREpCCp0BMREdlK9lD7Z4GH3P3BgOOISCFhZvXNbAwwEVgLtHX38zUnT0RERIKgQk9ERCSbme0JvEnyrrZXBBxHRAoBMytnZrcBPwP7AscAXd39h0CDiYiISImmGXoiIiKAmVUH3gVmA/3cPSvgSCISoOw5ef1IzskrB9xEck7e5kCDiYiIiKAVekXS0KFDK1evXr1V0DkAUlNT277zzjtpQecQEdkdZlYWeBtIAL3cfWPAkUQkQGZ2APA1MBJ4B2ji7veqzBMREZHCQoVeCWRm7d54441clXDbKxE3btw4pWfPnuvyLp2ISMEyszAwGmgMHKl5WCIll5nVM7NRwBfABpJz8s5z9z8DjiYiIiLyD9pyKyIiJZaZGfAQ0A041N1nBxxJRAKQvUr3auAqYAlwHPCGu3ugwURERES2o9iu0DOjXVA/cprxzjvvrFq3bt2WZcuWbVu5cuXWxx9/fINk9n+uoJs1a1aKmbWbPn16qa2Pv+2226pVr169VcWKFduceOKJDdasWRMCSCQSXHrppbWqV6/eqmzZsm2rV6/easCAAbUB9thjjxYAJ598cpPU1NS2nTt3bgIwfPjw9BYtWuxVvnz5Nunp6a27dOmyx88//5wC8N5775W76qqr6i9btiyampraNjU1te1jjz1WaVtZx4wZU6FFixZ7paWltWnQoEHLm2++uXpW1t9jqMys3R133FFtn3322TM1NbVt06ZNm48fP75cbv/9iojkkcuBC0jOzPsi6DAiUrDMLGRm/YBZwGXAQKC5u7+uMk9EREQKs2Jb6BV2P/74Y6nbbrutzmuvvTZ3w4YNU+bPn/9j//79l+f0+BUrVkSnTZuWOmfOnOlTpkz5aebMmWXOO++8ugBvvvlm+dGjR1eZOHHizxs2bJjyww8//HTMMcesBpg7d+5PAGPGjJmzcePGKZ9//vkcgPLly2c9/fTTv65cuXLqjBkzfgI4+eSTGwF07959/ZAhQ36rWrVqbOPGjVM2btw45b///e/Kf2f67LPPUk899dTGl1122dKVK1dOfe655+Y//vjj1e+4445qWz/v2WefrfLss8/+smbNmikdO3Zcd+aZZzbcxS+jiMguM7MTgXuBq9z9laDziEjBMrP9gS+BZ4FxJOfk3aM5eSIiIlIUqNALSDQadXe3qVOnllm5cmWoQoUKiSOOOGJ9To93d5544omF5cuXTzRs2DB28803L3r11Vcrx+NxUlJSEpmZmTZlypTS69evt+rVq2d17dp1w47Od8IJJ6zt0KFDRiQSoWbNmvHbbrtt0bRp08quWrUqx39GnnjiiaoHH3zwmv79+6+KRqN06tRp44UXXrh0xIgRVbd+3kUXXfRHy5YtN0ejUS644IJlS5YsSVm4cKG2f4tIgTGzA4HngGHA/QHHEZECZGZ1zewF4CtgE7CPu5/j7n8EHE1EREQkx1ToBWTPPffMfPrpp+c/++yzVerXr9+qZcuWez3xxBOVcnp8+fLl45UrV/5rL2uTJk0y4/G4/f7779EePXqsv+WWW34fMmRIzRo1arTZd999m73++uvld3S+sWPHluvQoUPTqlWrtipXrlzbww8/fE+AxYsXR3OaadGiRdGGDRv+47vaTZo02bx06dKUrX+vTp06mVv+OS0tLQGwZs2acE6vIyKyO8ysKfAWMB64VNvqREoGM0s1s4Ekt9d2AI4HDnH3qUHmEhEREdkVxXZVlDuTgs6wM/369Vvdr1+/1bFYjGeeeSb93HPPbdShQ4cNqampifXr1/9VcC1YsOD/lWpr166NrFixIryl1Js3b15KJBLxOnXqxAAuvfTSFZdeeumKjIwMGzx4cLWTTz55j6VLl05NT09PJGfA/23Tpk120kknNbn88ssXv/vuu3PT09MTX3zxRZmOHTs23/I5NxTaefdbu3bt2C+//PKPOX9z584tVaNGjcztHSMiUpDMrBrJrXXzgFPcPWsnh4hIEZd985s+wN1ARWAQ8JC7bwoyl4iIiMju0Aq9gEybNq3Uiy++WGHNmjWhaDRKenp6FkA4HKZly5YbnnnmmcobN260hQsXRgYNGlTr38ebGRdccEGdtWvXhn799dforbfeWuvYY49dEYlE+OSTT1LHjRtXbv369VaqVClPS0vLMjMikWR/W6VKldjMmTNLbznX5s2bbfPmzaH09PSs9PT0xK+//hq94YYbam99vVq1asVWr14dWbp06XZX0vXv33/5p59+WmHkyJEV4/E4X3zxRZlhw4bVOP3003M8G1BEJL+YWSrJlXkG9HL3jQFHEpF8Zmb/ITkn7zmSq3KbuPtglXkiIiJS1KnQC8jmzZtDgwcPrlmnTp1W5cqVa3vttdfWHTZs2C8tWrTY/Oijjy5YtmxZtEqVKm0OPfTQpn369Fnx7+MrV64ca9myZcYee+zRsnXr1i2aNGmy6YknnlgIsG7duvBVV11Vt3r16m0qVKjQZsSIEVWff/75uVu2t950002Lhg4dWiMtLa3NIYccskeFChUS999//6/33XdfzdTU1LaHH354k+OOO27V1tfr1avX2q5du67ec889905LS2vz+OOP/7/twV26dNkwcuTIeffcc0/NihUrtj3llFMan3POOX/eeOONmkkjIoEyszDwAtAEOEKzskSKNzOrY2bPAV8DMWBfd+/v7ksDjiYiIiKSJ6wwjw6aNGlSo0gk8nHTpk3XlilTRts2ZYcyMjJSZs+eXT4ej3dp167d/J0938xaANOBlu7+U/4nFJGgmNlDwPlAV3efEHQeEckf2StxrwSuAf4ErgJe1axMEREprPS5VHZVsZ2hJyIiAmBmlwIXAyerzBMpnrLn5J0MDAbSgduBB7S1VkRERIorbbkVEZFiy8yOB+4Hrnb3F4POIyJ5z8zaA1+Q3Fb/IdDU3e9SmSciIiLFmQo9EREplsysA/A88Dhwb8BxRCSPmVltM3sW+AbIAvZz97PcfUnA0URERETynQo9EREpdsysCfA2ydU6F2t+lkjxYWZlzOwmYDbQGTgJ6Ozuk4JNJiIiIlJwVOj92+9vpjFun73447PUoKOIiEjumVlV4F3gV5Jz8+LBJhKRvGBJvYGfSd704g5gL3d/WaW9iIiIlDQq9LaWtdmYfGV9Vk1JZdIl9fFE0IlERCQXzKwM8BYQBXq6+4aAI4lIHjCz/YCJwBjgE5Jz8u5094xgk4mIiIgEQ4Xe1mbeW5UNv5XiwBdh9Q+pzH2iUtCRREQkZ8wsTHJm3p7AEe6+NOBIIrKbzKyWmY0EvgWc5Jy8M9x9cbDJRERERIKlQm+LjKVhZg6pzZ6XQv2ToPHZ8OOgusTW6mskIlI0DAF6Ake7+8ygw4jIrsuek3cDyTl5hwAnA53c/ftgk4mIiIgUDiqrtph6dW1CpUK0vDH561a3Q3xjhB9urhFsMBER2Rkzuxi4DDjD3T8POo+I7JrsOXknATOB64G7gT3d/UXNyRMRERH5mwo9gOXfluGXF6rS5k6Ilk/+XpnqsPfNMOfxGqydlZIfl23fvn2ziy++uFZ+nBugXbt2zS6//PJ8O7+ISGFgZscADwLXufvoYNOIyK4ys3bA58CLwGck5+Tdrjl5IiIiIv+fCj1PwKRL6pLeBhqe8c/Hml4MZevCpMvqBBFNRER2zMz2B0YDTwKDA44jIrvAzGqa2XDgO5J/N23v7qe7+6KAo4mIiIgUWir0fn2hIiu+TqPdQxAK//OxcArs84CxZFw6i8aWCyagiIhsi5k1Bt4GPgYGaDueSNFiZqXN7HpgDtAV6At0dPfvgk0mIiIiUviV7EIvnmFMu6Eu9U+Gah23/ZxaPaBGN5hyZX0S8XyLMnny5NKdO3dukp6e3rp69eqt+vTpU3/FihV/NYx33XVX1SZNmrQoV65c2ypVqrQ+5phjGi5ZsiSy5fFYLMb5559fp0qVKq3T09NbX3jhhbXzLayISMDMrAowDlgA9Hb3/PsftIjkqew5eSeQnJN3A8nVtXu6+2gV8yIiIiI5U7ILvZ9ur87m5Sm02cEuLTNo9wCsm1OaWQ9WyY8Yq1atCnXv3r1ps2bNMhYsWPDjt99+O3POnDmle/fu3WDLc2rWrBl79dVX565Zs2bKl19+OXP+/Pmlzj333LpbHr/ppptqvP322+njx4+ftXjx4h8ikYhPmzatbH7kFREJkpmVAd4ESgE93X19wJFEJIfMbB/gU+BlYALQzN1vc/eNgQYTERERKWJKbqG34bcoPz9Ui+bXQNl6O35uhebQ5EL46c46bF4e3vGTc++ll16qGIvF7NFHH/09LS0tUb9+/diDDz644KOPPqq4YMGCCMAZZ5yxulWrVpvD4TBNmzbNvPLKK5dOmDChwpZzjB49usoFF1zwR7t27TaVKVPG77vvvsXly5fPyuusIiJBMrMQ8AzQAjjS3ZcEHElEcsDMapjZ/4DvgRRgf3c/zd1/DziaiIiISJFUcgu9yVfUplQ67HVVzp7faiAQCjP1upp5HWXhwoXR2rVrZ0aj0b9+r3nz5psB5s2blwLwzDPPVGzbtu2elSpVal2uXLm2559/fsM1a9aE4/HkLrM//vgjpVGjRpu3HB+JRKhVq1ZmXmcVEQnYYOAY4Fh3/yngLCKyE9lz8q4lOSevG9APOMDdvwk2mYiIiEjRVjILvT8+S2Xhq5VpM8SIpObsmJR0aHUrzB9ZnVXTSuVlnLp168YWL16cEovF/vq9mTNnlgJo3Lhx5rx586JnnXVW4/PPP//P33///Yf169dPefzxx38B2DJqpnr16pm//PJLypbj4/E4S5YsSUFEpJgwswHAlcBZ7v5J0HlEZPuy5+QdD8wAbgbuJbm9dpTm5ImIiIjsvpJX6HkCJl9aj4qtkjfC2Lgo5z9q94DUujDpkp3s0c2dE088cXUkEvGLLrqozvr1623BggWRyy67rO4hhxyypl69evG1a9eGE4kE1apVi6empvqPP/5YasiQIf9YKdi7d+8VjzzySI0pU6aUzsjIsKuuuqrWmjVr8nx7sIhIEMzsKOAh4EZ3fz7oPCKyfWbWFvgEeAX4kmSRN0hz8kRERETyTmTnTylmMleGWTenDPEN8EbdnT9/W2JryhLfaERS8+Q7zJUqVUq8++67sy+99NK6derUaZ2SkpLo0qXLmocffvh3gLZt22667rrrFp177rkN+vXrF27atGlG7969V0yfPv2v5YW33Xbb0lWrVoW7du3aLJFI0KdPn+WtW7fekBf5RESCZGb7AWOA4cCdAccRke0ws+rA7cDZwLdAB3f/OthUIiIiIsWTFeZdD5MmTWoUiUQ+btq06doyZcrk3Ty4VVNKs2k3bm5Rpmacii037/yJUpAyMjJSZs+eXT4ej3dp167d/J0938xaANOBlprFJVI4mVkj4CtgCtDL3WM7OURECpiZlQIuAW4E1gLXAKPdPRFoMBERkSJAn0tlV5W8FXoA6W03BR1BRER2zMwqAe8Ci4ETVeaJFC5mZsCxwBCgFnAPcI+7a4eAiIiISD4reTP0RESk0DOz0sCbQCrQw93XBRxJRLZiZq2Bj4FXgW9Izsm7RWWeiIiISMFQoSciIoWKmYWAkUAr4Eh3XxxsIhHZwsyqmdmTJLfBlwUOdPc+7r4g4GgiIiIiJYoKvX9Zs2lN6K4Jd1XdGNtoQWcRESmh7gKOB45z9+lBhxGR5Jw8M7sKmAP0AE4H9nf3L4NNJiIiIlIyqdDbysQFE1NbP966xfUfX1+v7RNtm09aPKl00JlEREoSM/svcDVwtvv/tXff8V7WdR/HX58zQDYIyJChojhAhUjMPcNtmRv3yJFpilZmmjnS1LQ0Fw7cpKZmJWqWlmLejkwwV+5woKIIDtYZn/uP38HUUNY55zrj9Xw8eMDh/K7rep8jcd+/N9/v55v3Fp1Hau2i5JvA08CpwPmUttde56EXkiRJxbHQA2pqa/jp337aa/NrNl99ha4rVE48YCJdl+nadsOrNlzj3IfO7VHr/78qSQ0uIrYHLgROzsxri84jtXYRsRbwF+B3wGPAapn5k8z8qNhkkiRJavWF3msfvFax2TWbrXL6A6f3O3mTk7l333tjwwEb8uABD8bR6x4d3//z9wduN367QdM+nlZedFZJaqki4qvATcA1wGkFx5Fatbo5eZdSmpPXGdgwM/fMzP8UHE2SJEl1WnWh97tnf9f5K2O/MmTKzCmdJx4wkR9v/GPKy0q9XWV5JWdueSb37HMPk6ZO6jps7LAh97x0T4eCI0tSixMRKwB3AH8HDs3MLDaR1DpFRJuIOJbSnLwdgQOBdTPz78UmkyRJ0ue1ykJvTvWcOOyOw/p96+ZvrbL5CptXTDpsEuv1X2+Br91ypS158vAnGdZrWOU2N2yz2vfv+X6f6trqRk4sSS1TRHQD7gLeBnbJzKqCI0mtTt2cvB0pzcn7GfBrYHBmXuOcPEmSpKap1RV6T73zVNt1Ll9n9euevK7XlTteyY273EjXZbp+6TU9O/TkjtF3cN6o87jg0Qv6rn/l+qu+9P5LlY2TWJJapohoS2k2Vydgu8z8oOBIUqsTEWsC9wC/B/5J6cCLE52TJ0mS1LS1qkLv7Y/eLl/3inXXCGKZxw95nAOHH0hELNK1EcH3vvY9Hj7oYd6f836Hr1721SGzqmYt2sUtzAUXXNC9V69eaxWdQ1LzFRFlwFXAV4BtM/P1giNJrUpE9IyIS4BJQDdgo8zc3Tl5kiRJzUOrKvR6duhZ06tDr6otVtwiVuux2hLdY3if4azff/1YocsKc9tXtm9Rc56qq6upqalptOfNmTOnVRaikgA4HdgV2Dkznyw6jNRa1M3JG0NpTt43gYOAkZn5YKHBJEmStFhaVaFXFmVst8p279/y7C1LPHN9Xs08/vDvP7DDqjtMX9o8r732WsWWW245qFOnTsP69eu35iWXXLJsRIy44447OgHcd999HUaOHLlq165dh/Xt23fN733ve32rqv47XioiRvzsZz9b7itf+cpq7du3Hz548OA1/vSnP3X89DMuvPDC7quuuuoanTp1GrbyyisPueyyy7rN/9wdd9zRKSJGXHbZZd1WWGGFoe3bt//KG2+8UTFu3LhuQ4YMWb1z587DunXrtvbmm2++8nPPPdcG4O677+74/e9/f+C0adMq27dvP7x9+/bDL7nkkmUB/vnPfy6z8cYbr9KtW7e1e/Xqtdbo0aMHvvfee5+cDjxy5MhV99133wHbb7/9Sp07dx524IEH9l/a76Gk5iciDgF+BBySmX8uOo/UGtTNydsBeAo4A7iI0py8q52TJ0mS1Py0qkIPYPehu7//+gevx2NvPrZE19/3yn3MmDOD0WuOfn9ps+y2224r1dbWxssvv/yvJ5544plbbrnlk7Jt8uTJbbfffvvBBx988DvTpk2b9Le//e3fd999d9cTTzyx96fvce211/a49tprX5k5c+YTG2644YcHHHDAivM/d8EFF3T/2c9+1vfyyy9/dcaMGZMuuuii/4wZM2aFz5d+v/3tb5d9+OGHn505c+YTffv2re7cuXPNFVdc8er06dMnPfPMM08D7LHHHisBbL311h+dc845/+nZs2fVrFmznpg1a9YThx9++PT333+/bOuttx686qqrzp4yZcq/Hn300WdfeOGFZXbfffcVPves7vvss89777///qSxY8e6xU5qZSJiW+Bi4JTMvKroPFJrEBFDgT8Bf6C0xXb1zPxxZn5YaDBJkiQtsVZX6K3ff/1Zy3davurWZ25doutvfeZW1ui5xuzVeqw2b2lyvPTSS5UPP/xwp3POOef1nj171vTs2bPm5z//+RvzP//LX/5yuS222GLGIYcc8n5lZSWDBw+ed/TRR7/1m9/8psen73PkkUe+PXTo0LmVlZV85zvfmTZ16tQ2r732WgXAhRde2GvMmDFTN95441nl5eVstdVWH22//fbTx40b1/3T9/jFL37xeu/evWvatWuXFRUV7LLLLh+st956sysqKujTp0/1aaed9sbkyZM7vP/++1/45+Xmm2/uWlVVFRdffPHrnTp1qh04cGDVr371qyn33ntv1ylTplTMf92WW245Y/fdd59ZXl5Op06dXBEgtSIR8RXgZuB64JSC40gtXkT0iIiLgMlAD2CTzNwtM18pOJokSZKWUsXCX9KylEUZ266y7fRbnr1luZ9v+fNY1EMxAKprq7n9uds56CsHLfV22//85z9tAFZZZZVPisHBgwd/8uuXX355mUceeaRTp06dusz/vcyM2trPdmD9+vX75Jr5BdnMmTPL+/fvXz1lypRlTj755P6nnnpqv/mvqampiXXWWecz/yK/6qqrfqacnDBhQsfTTz+974svvrjM7NmzP9ky++abb1Z269Zt7oK+ntdee61y+eWXn1dZ+d/Df9dYY425AC+99FKbAQMGVAMMHDhwqYpQSc1TRAwEJgAPU9pq26JmkEpNSUS0Ab4DnAzMBb4NXJOZjTcoV5IkSQ2q1a3QA9htyG7vv/z+y/Hk24s3h33ifyby7ux32XPonku93XZ+sfXCCy+0mf97n/71csstV7XjjjtO//DDDyfN//HRRx89MWvWrCcW9Rndu3evOvvss6d8+h6zZs164v7773/x068rLy//5I31nDlzYrfddltlyy23nPn8888/9dFHHz3xpz/96TmA+e+/y8r+949N//79q9588802n57x9+yzz7YFGDRo0CclXllZmW/ipVYmIroCdwLvUjoEw2JfagB1c/K2A/4FnAVcCqySmeMs8yRJklqWVlnobbbCZh8v12G56lufXbxtt7c+eyurLLvK3LV7r73AVWqLY9CgQVUjR4788Ac/+MHy7777bvm7775b/qMf/Wj5+Z8/8sgj37nrrru6jRs3rtucOXOiurqap556qu0tt9zSeVGfcdhhh719zjnn9Ln//vvb19TUMHv27Lj//vvbT5w4sf0XXTN37tyYO3duWbdu3Wq6detW++qrr1b++Mc/Xv7Tr+nbt2/VjBkzKt56661PVu/tuuuuMyoqKvLII4/s99FHH8WUKVMqjjnmmP6bbbbZzPmr8yS1PnUrhW4DugLbZubMYhNJLVNErAHcDdxBqdBbPTN/5Jw8SZKklqlVFnrlZeVss/I202955pZFXi1Wm7Xc+uytud0q2y31dtv5br755lcyM1ZcccU111577TW23377GQDt2rWr3WSTTWb94Q9/eP7KK6/s0adPn7W6des2bJdddhn0yiuvtFnIbT9x0kknvXP88ce/+Z3vfGdg3Um5a33/+9/v/9FHH33hf/cuXbrUnnfeea+ee+65fdq3bz98q622WuVb3/rWZ1Yk7rDDDh9sueWWM1ZbbbU1O3XqNOzSSy9ddtlll6298847n3/qqafa9evXb+2vfvWra6y44opzb7rpJuf0SK1U3UyDK4F1gO0y87WCI0ktTkR0j4hfA08CywGbZuYumflywdEkSZLUgKIpjzF6/PHHV6qoqLhv8ODBH7Rr165et2hNeGFCx+3Hb7/qs0c8y2o9Vlvo6x967SE2GLcBjxz8yDMjlx85uz6zfPKMhx5qt8EGG6zx6quvPjlw4MCqhV+hT5s9e3ab559/vnN1dfXmI0aMWOgbmYgYAjwFDM3Mpxs+odS6RMRpwI8olXl/KjqP1JJERCWlOXk/BeYBJwBXu7VWkqTmxfelWlKt7lCM+bYatNVH3dt1rznyriPL11xuzYW+/rE3H2OFLivM+2rfr9ZbmffYY48tM3fu3LL11ltv1quvvlo5ZsyY/uuuu+6HlnmSmruIOBg4ETjYMk+qXxGxLXAesCLwK+BnmflBoaEkSZLUqFptoVdRVsH+w/Z/+95X7u3611f/ukjXHDD8gPfKov52Kb///vvlhxxyyIpvv/12Zfv27WvXXXfdDy+55BK3pElq1iJiK0rD+E/PzCuLziO1FHVz8s4FtqY0m3K7zHyp2FSSJEkqQqst9AB+MeoXU4GpRT1/1KhRH7/66qtPFfV8SapvETEMuAUYD/yk2DRSyxARy1LaWvsdSltyNs/MRfvXSEmSJLVIrfJQjC/zxmNvLPO7fX834J2n32lbdBZJak4ioj8wAXiM0lbbpjukVWoGIqIyIo4EXgT2AA4HRljmSZIkqVWv0Pu8Nx57Y5kbtr5htbkfzi1/+S8vd93nz/v8e7khy80tOpckNXUR0QW4E5gBfCsz6/UgI6m1iYitKc3JW5n/zsmbWWgoSZIkNRmu0Kszv8zrsUaP8qNePIqOfTpWXvf161Z1pZ4kfbmIaAPcCnQHtsnMGcUmkpqviFgtIu4E7gL+DayRmT+wzJMkSdKnWejx2TJv77v2psuALuz7530t9SRpISIigMuBr1Ea0D+l4EhSsxQRy0bE+cC/gH7AFpm5U2a+WHA0SZIkNUGtvtD7fJnXpmMbANot285ST5IW7mRgL2DXzHyi6DBScxMRFRFxBPACMBr4LjA8M+8rNpkkSZKaslZd6H1RmTefpZ4kfbGIOIBSofedzLyr6DxScxMRo4DJwC+Bq4CVM3NsZtYUm0ySJElNXast9BZW5s1XRKm3/PLLr3neeef1aOjnSNKSioivA5cBZ2bmZUXnkZqTiFg1Iu4A/kTpBNshmXmcc/IkSZK0qFplobeoZd58zXGlXnV1NTU1/gO/pPoXEWtROgTjZuDEguNIzUZEdIuIXwJPAQOBr2fmNzLzhYKjSZIkqZlpdYXe4pZ58zVEqXfGGWf07N+//9AOHToM7969+9o777zzChtvvPEqU6dObfOjH/1oQPv27YevvPLKQ6BU0J100km9VlhhhaGdOnUaNnTo0NVvvvnmzvPvdccdd3SKiBGXXXZZtxVWWGFo+/btv/LGG29UjBs3rtuQIUNW79y587Bu3bqtvfnmm6/83HPPffJF19bWcsIJJ/Tu06fPmp06dRq2++67D9x2221X2nnnnVeY/5p33323fK+99hrQt2/fNbt27Tpsk002WfmZZ55ZtG+cpBYlIvoBdwL/BA7MzNqCI0lNXt2cvO9QmpO3N3AkpTl5fyk2mSRJkpqrVlXovfPUO22XpMyb7zOl3pbXrfb+K+9XLmmWf/3rX21PO+20frfddtuLH3/88RMvv/zyvw4++OB3H3jggRf69Okz78wzz5wya9asJ1588cWnAU477bRel112Wa/rr7/+5enTp0866qij3tprr71WfvDBB9t/+r6//e1vl3344YefnTlz5hN9+/at7ty5c80VV1zx6vTp0yc988wzTwPsscceK81//cUXX9z94osv7n3DDTe8PH369Elf+9rXPr7nnnu6zv98bW0t22233aAPP/yw/Iknnnhm6tSpk9dYY43ZO+ywwypz586NJf36JTU/EdEZmAB8AOyUmXMLjiQ1eXXb0ycB5wPXAKtk5qWZWV1oMEmSJDVrra3QW2b29Nnla+211mKXefO1W7YdQ3YdwkdvfVQx/YXpS7xKrbKyMjMzJk2a1G769OllXbp0qd1mm20++qLXX3PNNT2/+93vvrXhhhvOqqys5JBDDnl/4403nnnxxRd/ZtbeL37xi9d79+5d065du6yoqGCXXXb5YL311ptdUVFBnz59qk877bQ3Jk+e3OH9998vAxg/fnz3PfbY493NN9/848rKSo455ph3V1tttdnz7/fQQw+1/+c//9nxuuuu+0+vXr1q2rVrl7/+9a/feOONN9r+7W9/67CkX7+k5iUiKoFbgF7Atpn5fsGRpCYtIgZHxB+Ae4CXKc3JOzYzZxSbTJIkSS1Bqyr0huw2ZOaIw0a8NeE7E5h83eQlusejFz3KvT+6lw2O3+CNQaMGfbykWVZbbbV5V1xxxcvXXnttj4EDB641dOjQ1ceOHbvsF73+7bffrlx55ZU/sxpmpZVWmvvGG298plRcddVV53364wkTJnRcb731Bvfs2XOtjh07Dt9qq61WA3jzzTcrAd56663KgQMHfua+/fr1++TjZ599tm1NTU3069dvrU6dOg3r1KnTsG7dug0DePXVV912K7UCERHAWGADYPvMfLXYRFLTFRFdI+JcSnPyVgJGZeaOmfl8wdEkSZLUglQUHaAxRVmw3UXbvQFw+3639wZYe5+1F/n6Ry96lLu+excbHL/BG1ueueVbS5tn7733nrH33nvPqKqq4pprrul2yCGHrLTeeut9XHrv/Fm9evWqevHFFz8zt++VV15pu/zyy3+mwCsvL8/5v54zZ07stttuq4wZM+bNO++888Vu3brV/v3vf2+34YYbrpFZelnv3r2r/vOf/3zmvq+//nrbVVdddTZA3759qyorK/Pdd9+d3LZt20RSa3QSsB/wjcz8R9FhpKYoIiqAg4HTgACOBi5za60kSZIaQqtaoQf/LfVGHDrirdv3u32RV+rVd5k3efLktjfddFOXmTNnllVWVtKtW7cagPLycnr27Fn173//e5lPv36fffaZdtFFF/V+6KGH2lVVVXHFFVd0u//++7scdthh737RM+bOnRtz584t69atW023bt1qX3311cof//jHy3/6NXvuued7N910U/f777+/fVVVFeeff3735557rt38z2+11VYfrbLKKrP33XffAW+88UYFwLRp08qvvvrqrh9++GGr+/MjtTYRsR9wCnBEZt5RdB6pKYqILYAngF8D11Oak3exZZ4kSZIaSqtaoTff4q7Uq+8yD2Du3LllZ511Vp+DDz54xcyMPn36zLvwwgtfGTJkyNwf//jHbx533HEDOnXq1KNPnz7znn/++WdOPvnkt2tqamKPPfYYNH369MqBAwfOufbaa1/aeOONZ33RM7p06VJ73nnnvXrWWWf1PfHEE/v3799/7hFHHPH2/fff32X+a4444oj3Xn/99crdd9995Y8//rhsm222eX+zzTab2bZt21qAiooK/vrXvz7//e9/v+/IkSNXnzFjRkXnzp2rR44c+dEuu+wysz6+F5KaprqS4grg7My8tOg8UlMTEasAvwB2pHRgzC6Z+e9iU0mSJKk1iPlbL5uixx9/fKWKior7Bg8e/EG7du3mLfyKxZO1yYQjJiz/+NjHe3/zmm8usNRriDKvqVtttdXW2GmnnaafeeaZzerrnT17dpvnn3++c3V19eYjRox4eWGvj4ghlGYcDc3Mpxs+odR8RMSawIPAXcDozKwtOJLUZEREF0pb0Y8CXgDGZOafik0lSZKaI9+Xakm1yhV68y1spV5rKfMuv/zybnvuueeMsrIyzjnnnJ4vvfTSMnvttZcnWEqtVEQsD9wJTAb2t8yTSiKinP/OySsHjgHGurVWkiRJja1VF3rwxaVeaynzAK666qqeY8aMGVhbWxsrrLDCnBtuuOHFoUOHzl34lZJamojoRGnr4MfANzNzTsGRpCYhIjYHfgmsAVwEnJqZ04tNJUmSpNaq1Rd68L+l3sv3vMyT1z/ZKso8gIceeuj5ojNIKl5EVAK/BfoA61lWSBARKwPnAN+ktHJ198x8rtBQkiRJavUs9Op8utR7/NLHe7eWMk+SACIigIuBjYFNMnOhcyillqxuTt6PgaOBl4BtMvPuQkNJkiRJdSz0PmV+qbfVuVu9Wdm+sumeFiJJ9e8E4EBgp8x8rOgwUlHq5uQdCJwOVALHApdmZlWhwSRJkqRPKSs6QFMTZYFlnqTWJCL2plReHJWZfyg6j1SUiNgUeBy4BLgJWDkzf22ZJ0mSpKbGQk+SWrGI2AwYB/wiMy8qOo9UhIhYKSJuA/4KTAXWzMyjnCMpSZKkpspCT5JaqYgYAvwOuB34YbFppMYXEZ0j4izgWWB1YNvM3CYzny04miRJkvSlnKEnSa1QRPShdGLnU8C+mVlbcCSp0dTNyTsA+BnQBvg+cIlbayVJktRcuELvc6ZNm1Y+efLkttOmTSsvOsviGjly5KpHHXVU36JzSGraIqIjMAGYC3wjM+cUHElqNBGxCfAP4FLgt5Tm5F1gmSdJkqTmxEKvzlNPPdV21KhRg3r37j1s2LBhQ3v37j1sq622GvTUU0+1LTqbJNWXiKgAbgb6Adtk5nsFR5IaRUSsGBG3AH8D3gHWzszv+r8BSZIkNUcWepTKvPXXX3/1++67r0ttbWnXWW1tLffee2+X9ddff3VLPUktQUQEcBGwKbBDZr5UbCKp4UVEp4g4E3gOWBPYHtg6M58uNpkkSZK05Cz0gGOPPbbfrFmzympqauLTv19TUxOzZs0qO/bYY/vV9zNHjhy56gEHHNB/hx12WLFTp07DevfuvdZZZ53V89OvufHGG7sMGTJk9U6dOg1bYYUVhv7kJz/pVVNT86X3nTFjRsWoUaMGdejQYfiAAQOGXnjhhd3nf+6CCy7o3qtXr7U+/foxY8b0HTFixKrzPz7jjDN69u/ff2iHDh2Gd+/efe2dd955hfr5iiU1AT8Evg2MzsxHig4jNaSIKI+IA4EXgMMo/flfMzMnZGYWm06SJElaOi36UIyIGLG096ipqYl77rmn66LeKzMfX9R733LLLd1vuOGGl26//fZXrrvuuq4HHXTQoO222+6DoUOHzr3//vvb77PPPoMuueSSV/bbb7/3H3744fY777zzyhUVFfmTn/zknS+6580339xj3LhxL02YMOGl2267rcvee+89aPDgwXNGjRr18cLy/Otf/2p72mmn9XvggQeeXWeddebMnDmz7KGHHmq/qF+PpKYrIkYDZwLfy8zbC44jNaiI2Ag4H1ib0qy8kzPz3WJTSZIkSfXHFXoF2nrrrWfsuOOOH5aXl7P//vvP6Ny5c/X//d//tQcYO3Zsz0033XTmwQcf/H5lZSUbbbTRrCOOOOKtq666queX3XOTTTaZOXr06JmVlZXsvvvuM0eNGjXjiiuu6LEoeSorKzMzY9KkSe2mT59e1qVLl9ptttnmo/r4WiUVp+4QgKuAX2bmBUXnkRpK3Zy8m4EHgHcpzck7wjJPkiRJLU2LXqG3KKvlpk2bVt67d+9h82fnLUhZWRlvvfXWpJ49e375ftfF1KdPn3mf/rh9+/a1H374YTnAG2+8Ubnqqqt+5uTJVVZZZe5bb73V5svuOXDgwLmf/3jy5MmLtMputdVWm3fFFVe8PHbs2J5jxowZOHDgwLlHHnnk24ceeuj0RfuKJDU1EbE6cDvwR+C4YtNIDSMiOgE/AsYAU4AdgTvcWitJkqSWqtWv0OvZs2fNlltuOaO8vHyB/09/eXl5brnlljPqu8xbmOWXX77qlVde+cxhHC+++GLb3r17z/uiawCmTJnS5nMft+3bt28VQOfOnWtmz579mf/mU6dOrfz0x3vvvfeMiRMnvjB9+vRJRx999FuHH374ik8++aSHgkjNUET0Bu4CngX2ycwv/pcLqRmKiLKI2B94HvgOpVJvaGb+0TJPkiRJLVmrL/QAzj333Nfbt29f+/lSr7y8PNu3b1977rnnvt7YmQ4++OB3//a3v3W5+uqru1ZXV/P3v/+93YUXXth7v/32+9JtQ/fff3+XG2+8sUt1dTW33HJL53vuuafrQQcd9C7AyJEjZ82aNav88ssv71ZTU8Mdd9zRacKECd3mXzt58uS2N910U5eZM2eWVVZW0q1btxqA8vLyhv1iJdW7iOgA3AFUAd/IzNkFR5LqVURsCDwKXAn8DlglM3+ZmV/6D1+SJElSS2ChBwwdOnTuQw899OwWW2wxs6ys9C0pKytjiy22mPnQQw89O3To0LkLuUW923zzzT+++uqrXzr77LP7dO3adfiee+456Nvf/vY7J5544ttfdt2uu+763rhx43p06dJl+DHHHDPgnHPO+c/WW2/9EcAaa6wx74wzzphy0kkn9e/SpcvwsWPH9thtt90+KQjnzp1bdtZZZ/Xp16/fWh07dhx+/PHH97/wwgtfGTJkSKN//ZKWXERUADcCA4FtMnNawZGkehMRK0TETcBEYAYwLDO/459zSZIktSbRlHekPP744ytVVFTcN3jw4A/atWvXKP/iPm3atPI333yzom/fvtWNvc1WS2f27Nltnn/++c7V1dWbjxgx4uWFvT4ihgBPUdqe9XTDJ5QaXkQEcBFwALB5Zv5fwZGkehERHYHjKc2CfA04FnBrrSRJatZ8X6ol1aIPxVgSPXv2rLHIk9SMHQccBuxqmaeWICLKgH2AM4EOwI+BX7u1VpIkSa2ZW24lqYWIiN2Bs4ExmXlr0XmkpRURGwCPAOOAP1Cak3euZZ4kSZJaOws9SWoBImIj4Frggsz8VcFxpKUSEQMi4jfAg8CHwPDMPCwz3yk4miRJktQkWOhJUjMXEasCvwfuBMYUHEdaYhHRMSJOBf4NrAPsBGyRmU8Wm0ySJElqWpyhJ0nNWET0Au4Cngf2ykxngKrZqZuTtzelOXmdgJ9QWm3qKeuSJEnSArhCT5KaqYjoAPwRSGDHzJxVcCRpsUXEesD/AVcDEyjNyTvHMk+SJEn6YhZ6ktQMRUQ5MB4YBGzjbDE1NxHRPyLGAw8Bs4CvZOYhmfl2wdEkSZKkJs8tt5LUzEREAOcDW1GaL/Z8wZGkRVa3svQHwPeBqcC3gNszMwsNJkmSJDUjFnqS1PyMAY4AdsvMvxcdRloUdXPyRgM/BzoDPwXOd2utJEmStPjccvt506aVM3lyW6ZNK2/Ix4wcOXLVo446qm9DPkNSyxMRuwK/AI7LzN8WnUdaFBHxNUpba6+ldIjL4Mw82zJPkiRJWjIWevM99VRbRo0aRO/ewxg2bCi9ew9jq60G8dRTbYuOVh9+//vfd1pvvfUGd+3adVhEjHiqhXxdUmsSERsA1wEXAecVHEdaqLo5eTdQOvRiLjAiM7+dmW8VHE2SJElq1iz0oFTmrb/+6tx3Xxdqa0u/V1sL997bhfXXX70llHodO3asHT169HuXXnrpK0VnkbT4ImIw8AfgHuB7zhtTUxYR7SPiZODfwPrALsCmmflEsckkSZKklsFCD+DYY/sxa1YZNTXxmd+vqQlmzSrj2GP7NcRjZ8yYUTFq1KhBHTp0GD5gwIChF154Yff5n7vgggu69+rVa61Pv37MmDF9R4wYser8j88444ye/fv3H9qhQ4fh3bt3X3vnnXde4YuetcUWW3x85JFHvjd8+PDZDfG1SGo4EbEcpW2KLwF7ZmZNwZGkBYqS0ZSKvOOAU4HVM/NWS2hJkiSp/rTsQzEiRiz1PWpqgnvu6brI98p8fFFvffPNN/cYN27cSxMmTHjptttu67L33nsPGjx48JxRo0Z9vLBr//Wvf7U97bTT+j3wwAPPrrPOOnNmzpxZ9tBDD7Vf1GdLah4ioj2llXkB7JCZC/37QSpCRKwL/ApYF7gK+LFbayVJkqSG4Qq9Am2yySYzR48ePbOyspLdd9995qhRo2ZcccUVPRbl2srKyszMmDRpUrvp06eXdenSpXabbbb5qKEzS2o8EVEO3AAMBrbNzLcLjiT9j4hYPiKuAx4GqoCvZuZBlnmSJElSw2nZK/QWZbXctGnl9O497JPZeQtSVgZvvTWJnj3rdZvbwIED537+48mTJy/SKrvVVltt3hVXXPHy2LFje44ZM2bgwIED5x555JFvH3roodPrM6OkQp0LbAtsmZnPFR1G+rS61aPHAT8E3gF2BdxaK0mSJDUCV+j17FnDllvOoLx8wW9AysuTLbecUd9lHsCUKVPafO7jtn379q0C6Ny5c83s2bM/899n6tSplZ/+eO+9954xceLEF6ZPnz7p6KOPfuvwww9f8cknn2z2B3hIgog4GvgesG9mTiw4jvSJujl5ewLPAT8ATqc0J+8WyzxJkiSpcVjoAZx77uu0b1/7P6VeeXnSvn0t5577ekM89v777+9y4403dqmuruaWW27pfM8993Q96KCD3gUYOXLkrFmzZpVffvnl3Wpqarjjjjs6TZgwodv8aydPntz2pptu6jJz5syyyspKunXrVlOKXL7AZ9XU1DBr1qyYM2dOAMydOzdmzZoV1dXVDfGlSVoKEbEzcB7ww8y8qeg80nwRsQ7wd0pbwf8CrJKZZ2bmnGKTSZIkSa2LhR7A0KFzeeihZ9lii5mU1X1Lyspgiy1m8tBDzzJ06Nwvv8GS2XXXXd8bN25cjy5dugw/5phjBpxzzjn/2XrrrT8CWGONNeadccYZU0466aT+Xbp0GT527Ngeu+2227vzr507d27ZWWed1adfv35rdezYcfjxxx/f/8ILL3xlyJAhC8x61113derQocNXhg0bNhTgq1/96pAOHTp85eKLL+6+oNdLKkZErAdcD1wKnFNwHAn4ZE7eNcCjQA2wTmYemJlTC44mSZIktUrRlHfHPP744ytVVFTcN3jw4A/atWs3r1EeOm1aOW++WUHfvtUNsc1WDWf27Nltnn/++c7V1dWbjxgx4uWFvT4ihgBPAUMz8+mGTyh9uYhYBfg/SocLfDMzXUKrQkVEO+BY4EfANEpbbH/r1lpJkqT64ftSLamWfSjGkujZs8YiT1Jji4gewJ3Aq8AelnkqUkQEsBtwNtAdOAM4LzNnFxpMkiRJEuCWW0kqXN0qqD8AlcD2mflRwZHUikXEV4GJwI3AX4HBmfkzyzxJkiSp6bDQk6QCRUQ5pZl5qwPbZOZbBUdSKxURfSPiKuCxut9aJzP3z8w3i8wlSZIk6X+55VaSinUOsD0wKjOfLTqMWp+6FaJjKM3Jew/YA7jZOXmSJElS02WhJ0kFiYijgGOAvTLz/qLzqHWpm5O3K6U5eT2BnwO/cGutJEmS1PS55VaSChAR3wR+BZyQmeOLTaPWJiJGAA8ANwH3U5qTd5plniRJktQ8WOhJUiOLiHWB3wCXU1oVJTWKiOgTEeMozckrB9bNzP0y842Co0mSJElaDG65laRGFBGDgD8C9wFHOKdMjSEilqG0vfsEYAawF3Cjf/4kSZKk5skVep8zjWnlk5ncdhrTyhvyOSNHjlz1qKOO6tuQz5DUtERED+Au4HVg98ysLjiSWrgo2QV4FjiR0iEsq2bmbyzzJEmSpObLQq/OUzzVdhSjBvWm97BhDBvam97DtmKrQU/xVNuis9WHn/70p72GDBmyeqdOnYYtu+yya2+22WYr/+Mf/1im6FxSa1G3Qup2oC2wfWZ+VGwitXQRMRz4G/Bb4EFKRd6pmTmr0GCSJEmSlpqFHqUyb33WX/0+7utSSy0AtdRyL/d2WZ/1V28Jpd6cOXPi3HPPfW3q1KmTp0yZ8uQqq6wyZ5ttthn80UcfRdHZpJYuIsqAa4GhwLaZ+WbBkdSCRUTviLgSeJxSgbxeZu6Tma8XHE2SJElSPbHQA47l2H6zmFVWQ81nyq0aamIWs8qO5dh+DfHcGTNmVIwaNWpQhw4dhg8YMGDohRde2H3+5y644ILuvXr1WuvTrx8zZkzfESNGrDr/4zPOOKNn//79h3bo0GF49+7d1955551X+KJn/fznP39r6623/qhjx47ZsWPHPOOMM6a+++67lZMnT3aVntTwzgK+CeyUmU8XnEUtVEQsExE/BJ4HtgL2AdbPzIeLTSZJkiSpvrXoQzGCGLG096ihJu7hnq6Leq8kH1/Ue9988809xo0b99KECRNeuu2227rsvffegwYPHjxn1KhRHy/s2n/9619tTzvttH4PPPDAs+uss86cmTNnlj300EPtF/XZt99+e+d27drVrrnmmnMX9RpJiy8ijgCOA/bJzL8WnUctT0QE8C1K8/F6A2cD52TmQv9viSRJkqTmyRV6Bdpkk01mjh49emZlZSW77777zFGjRs244ooreizKtZWVlZmZMWnSpHbTp08v69KlS+0222yzSDO5HnnkkXbHHnvswNNPP/21zp071y7dVyHpi0TEjsAFwImZeX3RedTyRMQw4K/ALcD/UZqT91PLPEmSJKlla9Er9BZltdw0ppX3pvew+bPzFqSMMt7irUk96VlTn/kGDhw49/MfT548eZFW2a222mrzrrjiipfHjh3bc8yYMQMHDhw498gjj3z70EMPnf5l1/31r39t/61vfWuVH/7wh2+MGTPm3aXJL+mLRcQ6wI3AOOCMguOohYmIXsDpwEHAY5S21v5fsakkSZIkNZZWv0KvJz1rtmTLGeWU54I+X055bsmWM+q7zAOYMmVKm8993LZv375VAJ07d66ZPXv2Z/77TJ06tfLTH++9994zJk6c+ML06dMnHX300W8dfvjhKz755JNfeIDH73//+0477rjj4FNOOeX1E044YVp9fi2S/isiVgTuAB4AvpOZC/z7RVpcEdE2In4AvABsA+xL6dALyzxJkiSpFWn1hR7AuZz7enva136+1CunPNvTvvZczm2QkwHvv//+LjfeeGOX6upqbrnlls733HNP14MOOuhdgJEjR86aNWtW+eWXX96tpqaGO+64o9OECRO6zb928uTJbW+66aYuM2fOLKusrKRbt241AOXl5Qt81rXXXtt1r732WvmCCy74z1FHHfVeQ3w9kiAilgXuAt4Eds3MqoIjqQWIkp2AZ4BTgF9S2l57fWY6OkGSJElqZSz0gKEMnfsQDz27BVvMLKv7lpRRxhZsMfMhHnp2KEMb5OCIXXfd9b1x48b16NKly/BjjjlmwDnnnPOfrbfe+iOANdZYY94ZZ5wx5aSTTurfpUuX4WPHju2x2267fbJFdu7cuWVnnXVWn379+q3VsWPH4ccff3z/Cy+88JUhQ4YsMOuPfvSj/rNnzy474ogjVmjfvv3w+T8uueSSZRvia5Nao4hYBvg90AHYLjM/LDiSWoCIWBu4F7gNeIRSkXeyc/IkSZKk1iua8k6wxx9/fKWKior7Bg8e/EG7du3mNcYzpzGt/E3erOhL3+qG2GarhjN79uw2zz//fOfq6urNR4wY8fLCXh8RQ4CngKGZ+XTDJ1RLFhFlwHhK2yA3zMx/FRxJzVxELAecBhwMPA4cnZkPFZtKkiRJ9cn3pVpSLfpQjCXRk541FnmSlsAZwM7A1pZ5WhoR0RY4EjgJ+Bg4AHBrrSRJkqRPWOhJ0lKKiMOBHwL7Z+a9RedR8xQRAewInAssD/wCOCszPyo0mCRJkqQmx0JPkpZCRGwPXAicnJnXFJ1HzVNErAWcB2wB3ARskZn/KTaVJEmSpKbKQzEkaQlFxFcplS/XUJp1Ji2WiOgZEZcCTwBdKc1f3MMyT5IkSdKXcYWeJC2BiFgBuAP4O3BoNuUThtTkREQbSnPyfkJpTt6BwHXOyZMkSZK0KJp6oVcLZGZG0UHU9NXW1pYBCVQXnUUtW0R0A+4E3gZ2ycyqgiOpmaibk7cDpTl5/SnNyfu5c/IkSZIkLY6mXui9VVtbO33atGm9e/bsOT0iXAGj/5GZMW/evDZvv/1259ra2leAN4rOpJar7gTS3wGdga9l5gcFR1IzERFrUpqTtyVwM/D1zHy10FCSJEmSmqUmXeiNGDFizuOPP/7t6dOnXz5jxoxlAVfqaYEys7q2tvb2zPzpiBEjaorOo5YpIsqAccBXgI0y8/WCI6kZiIiewCnAocAkYOPMnFhoKEmSJEnNWpMu9ABGjBjxz8cff3yD2tra3niIhxYsgenAByNGjHAVpxrSacBuwHaZObnoMGra6ubkHQGcDMwGDgaucU6eJEmSpKXV5As9KK3UA14tOoek1isiDgFOAA7MzHuKzqOmq25O3naU5uQNpLTN9szM/LDQYJIkSZJajGZR6ElSkSJiG+Bi4NTMvKroPGq6ImII8Evg68AtwNaZ+UqxqSRJkiS1NG5hlaQvERFfAX4L3AD8tNg0aqoiokdEXARMBnoAm2TmrpZ5kiRJkhqCK/Qk6QtExEBgAvAI8O3MdEajPiMiKvnvnLy5wCGU5uR5OI8kSZKkBmOhJ0kLEBFdgTuBd4FvZea8YhOpKambk7ctpTl5K1LaZntGZn5QaDBJkiRJrYKFniR9Tt3ppLcBXYGvZebMYhOpKYmINSgddLEVcCuwbWa+XGwqSZIkSa2JM/Qk6VPqVl5dCawDbJeZrxUcSU1ERHSPiF8DTwK9gc0ycxfLPEmSJEmNzRV6kvRZpwJ7Attn5qSCs6gJqJuTdzilQ1GqgMOAq5yTJ0mSJKkoFnqSVCciDgJOpHQAxt1F51HxImIbSttrVwJ+BfzMOXmSJEmSiuaWW0kCImIrYCylwuaKovOoWBGxekTcRelglGeBNTLzh5Z5kiRJkpoCCz1JrV5EDANuAX4DnFRsGhUpIpaNiAuAfwF9gc0z81uZ+VLB0SRJkiTpE265ldSqRUR/YALwGHBQZmbBkVSAujl5hwKnADWUZuaNc06eJEmSpKbIQk9SqxURXShtqZwBfCsz5xWbSEWo2279S2Bl/jsnb2ahoSRJkiTpS1joSWqVIqINcCvQA/haZs4oNpEaW0SsBpwLbAv8HtgxM18sNpUkSZIkLZwz9CS1OhERwGXA14DtMvM/BUdSI4qIbhHxK0pz8voDW2bmNy3zJEmSJDUXrtCT1BqdDOxNaUXWP4sOo8YRERWU5uSdCtQC3wWuzMzqQoNJkiRJ0mKy0JPUqkTEAZQKvUMz886i86hxRMQoSnPyVgEuAE53m7UkSZKk5sott5JajYj4OqWttmdm5mVF51HDi4hVI+KPwJ+AF4EhmXmcZZ4kSZKk5sxCT1KrEBFrUToE47fAiQXHUQOrm5N3HvAUsAIwKjO/kZkvFJtMkiRJkpaeW24ltXgR0Q+4E/gncEBm1hYcSQ2kbk7eIZTm5AEcBVzunDxJkiRJLYkr9CS1aBHRGZgAfADslJlzC46kBhIRWwJPAOcD1wIrZ+YllnmSJEmSWhoLPUktVkRUArcAvYBtM/P9giOpAUTEKhHxB+DPwKuU5uSNcU6eJEmSpJbKQk9SixQRAYwFNgC2z8xXi02k+hYRXSPiXOBpYCVgq8zcITOfLziaJEmSJDUoZ+hJaqlOBPYDvpGZ/yg6jOpP3Zy8g4HTgACOBi5za60kSZKk1sIVepJanIjYj9KhCN/NzDuKzqP6ExFbUDrc5NfA9cAqmXmxZZ4kSZKk1sRCT1KLUlf4XAGcnZmXFJ1H9aNuTt7vgb8AU4A1M/MY5yJKkiRJao0s9CS1GBExFLgNuBX4UcFxVA8ioktEnENpTt4qwNaZuX1mPldwNEmSJEkqjDP0JLUIEbE8cBfwJLB/ZtYWHElLISLKgYOA04FyYAwwNjOrCg0mSZIkSU2AK/QkNXsR0QmYAHxM6RCMOQVH0lKIiM0pzcm7GPgNpTl5F1rmSZIkSVKJhZ6kZi0iKoHfAn2AbTNzesGRtIQiYlBE/A64F3iD0py87/nfVJIkSZI+y0JPUrMVEUFpFdfGwPaZ+XLBkbQEIqJzRJwNPAOsRqmY3TYzny04miRJkiQ1Sc7Qk9ScnQAcCOyUmY8VHUaLp25O3oGU5uRVAscBl7q1VpIkSZK+nCv0JDVLEbE3pSLoqMz8Q9F5tHgiYlPgceAS4CZKc/J+bZknSZIkSQtnoSep2YmIzYBxwLmZeVHRebToImKliLgV+CvwFrBWZh6Vme8VHE2SJEmSmg0LPUnNSkQMAX4H/B74QcFxtIjq5uT9HHgWGAJsl5lbZ+YzBUeTJEmSpGbHGXqSmo2I6APcCTwN7JOZtQVH0kLUzcnbH/gZ0JZSCXuxW2slSZIkacm5Qk9SsxARHYEJwFzgG5k5p+BIWoiI2Bh4DBgL3EJpTt75lnmSJEmStHRcoSepyYuICkoHJ/QD1svMdwuOpC8RESsCZwO7AH8G1s7Mp4tNJUmSJEkthyv0JDVpERHARcDmwI6Z+VLBkfQFIqJTRJwJPAesBWwPbGWZJ0mSJEn1yxV6kpq6HwLfBnbOzIeLDqP/FRFllObknQEsAxwPXJSZ84rMJUmSJEktlSv0JDVZETEaOBM4OjN/V3Qe/a+I2IjSnLzLgVuBlTPzl5Z5kiRJktRwLPQkNUkRsQlwFfCrzLyg6Dz6rIhYISJuBh4AplOak3eE8w0lSZIkqeFZ6ElqciJideB24A7guGLT6NMiomNE/IzSnLxhwI7AqMx8qtBgkiRJktSKOENPUpMSEb2BOykVRntnZk3BkcQnc/L2pbQFuh1wAnChW2slSZIkqfG5Qk9SkxERHSityquhdKLt7IIjCYiIDYFHgSsprZxcJTPPs8yTJEmSpGJY6ElqEiKiArgRWAHYJjOnFZtIETEwIm4CJgIzgeGZebj/bSRJkiSpWG65lVS4iAjgAmBLYPPMfKHgSK1aRHQEfkhpfuEbwDeBP2RmFplLkiRJklRioSepKTgOOAzYNTP/r+gwrVXdnLx9KM3J6wCcSGlO3txCg0mSJEmSPsMtt5IKFRG7A2cDx2bmrUXnaa0iYgPgEWAc8EdKc/LOtcyTJEmSpKbHQk9SYSJiI+BaStttf1VsmtYpIgZExG+AB4EPga9k5qGZ+U7B0SRJkiRJX8BCT1IhImJV4PfAncAY57M1rojoEBGnAv8G1gF2ArbIzMnFJpMkSZIkLYwz9CQ1uojoBdwFvADslZk1BUdqNerm5O0F/BzoBPwEuMCttZIkSZLUfLhCT1KjiogOlGa0JbBDZs4qOFKrERHrAf8HXANMoDQn7xzLPEmSJElqXiz0JDWaiCgHxgODgG2c09Y4IqJ/RIwHHgJmUZqTd0hmvl1wNEmSJEnSEnDLraRGERFB6eCLrYAtM/P5YhO1fHWrIX8AfB94C9gZ+J3zCiVJkiSpebPQk9RYjgG+C+yWmQ8WHaYlq5uTtydwFtAFOAU4PzPnFBpMkiRJklQv3HIrqcFFxK7AucD3M/O3RedpySLia5S21l4H3E1pTt5ZlnmSJEmS1HJY6ElqUBGxAaVy6SJKpZ4aQET0i4jrKR16MRcYkZkHZ+ZbBUeTJEmSJNUzCz1JDSYiBgO/B+4BvufstvoXEe0j4mTgeWADYBdg08x8othkkiRJkqSG4gw9SQ0iIpYD7gJeAfbMzJqCI7UodYeMzJ+T1xU4FfiVW2slSZIkqeVzhZ6kehcR7YE/UPo7ZvvM/LjgSC1KRIykNCfvekqrHwdn5s8t8yRJkiSpdbDQk1SvIqKcUtE0GNgmM98uOFKLERHLR8S1wCNANbBOZh6UmVMLjiZJkiRJakRuuZVU384FtgO2zMznig7TEtSteDwWOB6YBuwG3OJMQkmSJElqnSz0JNWbiDga+B6lmXkTC47T7NXNydsdOBtYFvgZcJ5bayVJkiSpdXPLraR6ERHfAs4DfpiZNxadp7mLiHWAB4HfAPcCq2TmGZZ5kiRJkiQLPUlLLSLWA24AxgLnFBynWYuIvhFxDfAokJTm5B3gnDxJkiRJ0nwWepKWSkSsTOlE23uBI53rtmQiol1EnAi8AGxKaavtRpn5j0KDSZIkSZKaHGfoSVpiEdEDuAv4D7BHZlYXHKnZqZuTtxulOXk9gDOBczNzdqHBJEmSJElNliv0JC2RiGhHaWVeJbB9Zn5UcKRmJyK+CkwEbgT+SmlO3umWeZIkSZKkL2OhJ2mxRUQZcB2wOrBtZr5VcKRmpW5O3lXAY0AAIzNz/8x8s+BokiRJkqRmwC23kpbEOcAOwKjMfKboMM1F3arGY4ATgOnAnsBNzh2UJEmSJC0OCz1JiyUijgLGAHtl5v1F52kO6ubk7UKpCO0J/JzSnLxZhQaTJEmSJDVLbrmVtMgi4pvAr4ATMnN8sWmah4j4CnA/cDPwADA4M0+zzJMkSZIkLSkLPUmLJCLWBcYDV1BaYaYvERG9I2Ic8A9Kq6HXzcx9M/ONgqNJkiRJkpo5t9xKWqiIGAT8kdJKs+848+2LRcQy/HdO3gxgL+BGv2eSJEmSpPpioSfpS0VEd+Au4HVgt8ysLjhSk1Q3J29nSnPyelFaxfgLt9ZKkiRJkuqbW24lfaG61Wa/B5YBts/MDwuO1CRFxHDgb8Bvgb9TmpN3qmWeJEmSJKkhWOhJWqCIKAOuBYYC22TmmwVHanLq5uRdATwOtAXWy8y9M/P1gqNJkiRJklowt9xK+iJnAd8Ets7MpwvO0qTUrVz8HvBj4ANgH+A3mVlbaDBJkiRJUqtgoSfpf0TEEcBxwL6ZeV/ReZqKujl5OwG/AHoDZwPnZObHhQaTJEmSJLUqbrmV9BkRsSNwAXBSZl5XdJ6mIiKGAfcBtwL/B6yamT+1zJMkSZIkNTYLPUmfiIh1gBuBq4CfFRynSYiIXhFxGfBPoD2wfmbulZmvFRxNkiRJktRKueVWEgARsSJwB/AAcHhmZsGRChURbSnNyTsR+BDYD7jBOXmSJEmSpKJZ6EkiIpYF7gKmArtlZlXBkQpTNyfvG5Tm5C0PnAOc5dZaSZIkSVJTYaEntXJ1J7beDnQAtsjMD4pNVJyIWAv4FbAZpa3Hm2fmlEJDSZIkSZL0Oc7Qk1qxiCijNC9vbWDbzHyj4EiFiIjlImIs8ATQCdggM/e0zJMkSZIkNUWu0JNatzOAXYBtMvNfRYdpbBHRBjgKOAn4GDgAuN45eZIkSZKkpsxCT2qlIuIw4IfA/pn5l6LzNKa6OXk7UpqT16/u57My86NCg0mSJEmStAgs9KRWKCK2By4CfpqZ1xSdpzFFxJrAL4EtgJuALTPzP8WmkiRJkiRp0TlDT2plImIEpSLrWuDUguM0mojoGRGXAJOArsBGmbmHZZ4kSZIkqblxhZ7UikTECsAdwN+BQzIzi03U8Orm5H0X+AkwGzgIuNY5eZIkSZKk5spCT2olIqIbcCcwDdglM6sKjtSg6ubk7QCcC/Sv+/lM5+RJkiRJkpo7Cz2pFYiItsDvgM7A1zLzg4IjNaiIGEppTt6WwG+Br2fmq4WGkiRJkiSpnjhDT2rh6laqjQO+AmyXma8XHKnBRESPiLgYmAwsC2ycmbtZ5kmSJEmSWhJX6Ekt3+nA7sC2mTm56DANoW5O3hHAyZTm5B0MXOOcPEmSJElSS2ShJ7VgEXEIcAJwUGbeU3Se+la3+nA7SvPxBgLnUZqT92GhwSRJkiRJakAWelILFRHbABcDp2bmuKLz1LeIGEKpwBsF3ApsnZmvFJtKkiRJkqSG5ww9qQWKiK9QOgziBuCnxaapX3Vz8i6iNCdvOWDTzNzFMk+SJEmS1Fq4Qk9qYSJiADABeAT4dmZmwZHqRURUAt+hVFDOAw4Frs7MmiJzSZIkSZLU2Cz0pBYkIroCdwLvAt/KzHnFJlp6dXPytqG0vXZF4JfAGZn5QaHBJEmSJEkqiIWe1ELUnfR6G7AssG5mziw40lKLiDUoFXlbUfratsvMl4pNJUmSJElSsZyhJ7UAdavYrgDWoVR6vVZwpKUSEd0j4tfAk0BvYLPM3NkyT5IkSZIkV+hJLcUpwGhg+8x8ougwS6puTt7hlObkVdf9epxz8iRJkiRJ+i8LPamZi4iDgJMoHYBxd9F5llREzJ+TtxLwK0pz8pr9tmFJkiRJkuqbW26lZiwitgLGAj/LzCuKzrMkImL1iLiT0mEezwJrZOYPLfMkSZIkSVowCz2pmYqIYcAtwG8ordBrViJi2Yg4H/gXsDywRWZ+yzl5kiRJkiR9ObfcSs1QRPQHJgD/AA7KzCw40iKrm5N3KKW5fzXAd4ArnZMnSZIkSdKisdCTmpmI6EJpe+oM4FuZOa/YRIuubovwL4GVgfOB091aK0mSJEnS4rHQk5qRiGhDaZttD+Brmfl+wZEWSUSsSunAi22B3wPfyMwXik0lSZIkSVLz5Aw9qZmIiAAuA9YDtsvM/xQcaaEioltE/BJ4ChgAbJmZ37TMkyRJkiRpyblCT2o+Tgb2AXbIzH8WHebLREQFpTl5pwK1wHcpzcmrLjSYJEmSJEktgIWe1AxExP6UCr3DMvPOguN8qYgYRWlO3mDgAuC0zJxRaChJkiRJkloQt9xKTVxEfB24HPh5Zo4tOs8XiYhVI+KPwJ+AF4EhmXmsZZ4kSZIkSfXLQk9qwiJiLeBW4LfAjwuOs0B1c/LOozQnb0VgVGZ+IzOfLziaJEmSJEktkltupSYqIvoBdwJPAAdkZm3BkT6jbk7et4HT6n7rKOBy5+RJkiRJktSwXKEnNUER0RmYAHwI7JSZcwuO9BkRsSWlovEC4Fpglcy8xDJPkiRJkqSGZ6EnNTERUQncAvQCts3M6QVH+kRErBIRfwD+DLxKaU7emMx8v9hkkiRJkiS1HhZ6UhMSEQFcCmwAbJ+ZrxQcCYCI6BoR5wJPA4OArTJzB+fkSZIkSZLU+JyhJzUtJwL7A9/MzH8UnGX+nLyDgNMp/QPAMcBYt9ZKkiRJklQcV+hJTURE7AucChyZmX9sAnm2AP4JXAjcAKycmRdZ5kmSJEmSVCwLPakJqCvPrgTOycyLC86yckTcDvwFeA1YMzOPdk6eJEmSJElNg4WeVLCIGArcVvfj+AJzdImIc4BngMHANpm5XWY+V1QmSZIkSZL0v5yhJxUoIvoCdwJPAvtlZm0BGcr575y8cmAMpTl5VY2dRZIkSZIkLZwr9KSCREQnYAIwm9IhGHMKyLAZpTl5FwO/AVbJzAst8yRJkiRJaros9KQCREQl8FtgeUpbW99r5OcPiojbgPuANynNyfteZk5vzBySJEmSJGnxWehJjSwigtKKuI2B7TPz5UZ8dueIOJvSnLzVgW0zc5vMfLaxMkiSJEmSpKXjDD2p8f2I0sy6nTLz0cZ4YN2cvAOAnwGVwPeBS9xaK0mSJElS8+MKPakRRcTelEq1ozLz9430zE2AfwCXAjdTmpN3gWWeJEmSJEnNk4We1EjqDqAYB5ybmRc2wvNWiohbgb8BbwNrZeaRjT2vT5IkSZIk1S8LPakRRMQQ4HfA74EfNPCzOkfEz4FngSHAdpQO3nimIZ8rSZIkSZIahzP0pAYWEX2AO4GngX0zs7aBnlMO7E9pS29bSsXhxW6tlSRJkiSpZXGFntSAIqIjcAcwF/hGZs5uoOdsDDwGjAVuoTQn73zLPEmSJEmSWh5X6EkNJCIqgJuAAcDXMvPdBnjGisDZwC7An4G1M/Pp+n6OJEmSJElqOiz01HqUVsutDwwCOjwHA68G9oR9iHiO0gq3Z8jMpX9UBHAhsDmwWWa+tLT3/Nz9OwE/AsYAU4AdgAlZD9klSZIkSQ2kNJJpA6AP0O456D8O2BNGEzEZ+DuZbxSaUc1C+P5fLVZEB2ArYKO6H8OA8oVcNR34OzARuJfMfy7Zo+OHwJnAzpn5uyW5xxfctwzYDzgDaAecAlyUmfPq6xmSJEmSpHoSsTywNbAhpfelgxbhqleABym9L/0TmVMaLqCaKws9tTwR7YHvAscBPZfybn8DfkLmRCLaAiPq7tkeaENpNt4s4E1gEpnVEbEnMB44OjPPX8rnfyIiNgJ+RamYHAv8pCG28UqSJEmSllJEf+BESgcXtlmKO1UD1wKnkfnq0gdTS2Ghp5YlYn1KZdrAer7zO0AXSqfHfpGPp8G/L4G1p8DtV8A+1MMhGBGxAqU5ebsCfwGOycynlva+kiRJkqQGEPEd4BxKC0HqyxzgBDJ/WY/3VDNmoaeWI2IX4Hq+vHRrTNOAXwAXkfnx4l5cd0Luj4Bjgdfqfv6jc/IkSZIkqYmK+BXwvQZ8wljg8PqY/a7mzUJPLUPEmsCjwDJFR1mAN4CDybx7UV5cNydvX0oz+NoDpwK/dk6eJEmSJDVhEYcDFzfCk8a4Uk8WemoZIu4DNis6xpdI4A/AecCjZM5Z0IsiYkNKc/KGA5cDJ2XmtMYKKUmSJElaAhGdgKlAh0Z42lygL5nTG+FZaqIs9NT8RfSmtAqu7MteVk0501mWebShikqqqaCMWiqoppIqOvAxnfmAaPjE84B/UDqxaAKZEyNiIHAWsDtwH6U5eU82fBRJkiRJ0lKLGA3csLCXzaEtM+hKFZVUUUkN5ZRTU/dRFV2YSTsWuP7j8w4m88qlzq1mq6LoAFI96E9dmTeNHjzCurzCirxGf6YwgNcqV+K1GMCbVT2pyfIvvVHH8lkMKH+T/jWv0L/mVfrzGgOYwho8w3CeoJLq+sjbBli/7scPX4iYsjH0fqA0J++bwB+ckydJkiRJzcpAKG3NeolBPM6I0vtR+vNaDGBK5SBey35Mq+q20Bv1qJxB/3idAVUv0z//88n70uE8wWCen78Ipb4PglQzY6GnZiuCAFZchX+vtwn3M7HNFvx73koA9Ogyj/79kv4rVjB8YDnfGAD9+0Pv3tC2LVRWQkUF1NZCdTVUVcGHH8Jrr7XntddW5rXXVublV6r426u1vDa1grlV5bQvn8PXeIQNa/7GRkzkazxMRxb7rIv/sQoMuB+ogvsq4U6Hm0qSJElS8xBBObD2t7hl9bJIHqzYlLeqelAWtfTpUc2AAdB/pQo2G1BG//4wYAB07156Tzr/fen896RVVTB9Orz2WlemTOnKa1OG8M+Xq7h9SvLmtDbUZrBc5XQ2rL6f8qwa/Nvgq8CkzPpZeaLmxS23anYiGA4c0KYNu8+bx3IVFeQ6w6vZePOK2HBD2GAD6Lbwf/RYZJnw3HMwcSI8OLGWifdV8eqbbSmPGkaW/5N9q69kD26kKzPr43H3AtuRObc+biZJkiRJql8RVABblZdzELBVTQ3tO3bMmo03qCnfaNMKNtoIRoyAZerxyMZ58+Dxx0vvSyf+rYYHHiyr/uDDqCgvZ3YEf66u5krgrkyq6u+pasos9NQsRNAdGN2mDYfOm8eQFVagav/9qdxsM1hnHWjXrnHzvP46PPgg3PGHWm69NaG6mm/lrRyYV7IZf6WMpfrf1flkHl1PUSVJkiRJ9SCCVYEDKis5qKqKHhtsQPUee1Cx8cYwdCiUfelU9/pVWwvPPFMq+G68keoHHqCispLpVVWMA67K5JnGS6MiWOipSYtgaHk5P8lkpzZtiN13p+ygg4gNN4RohNMrFsWMGXDTTTBu7DwefaINAyvf4IiqX3EEF9Ge2UtyywRWIvPVeg0qSZIkSVosdaOedqis5ISqKtbt1Yuqgw+mcv/9YeWVi073X6+8AldfDZdfTtXUqVS2acM/5s3j58BtmUu34kRNk4WemqQIBpSVcVptLfussQY1xx5Lxa67QqdORSf7ck8/DVdeCWMvrqZrzXv8tPpEDmQc5dQu7q2OJfO8hsgoSZIkSVq4CDaorOS8qipGbr89tUccQdnXvw7lX37WYqFqauC+++DSS6m97TbKKiv5Z1UVx2byt6KzqX5Z6KlJiaANcEx5Oaf07UvZz39O5R57NO7S5fowdSqcdmotl18Oa8W/uLT6YNbhH4tzi7PIPL6h8kmSJEmSFiyC5crK+EVtLftstBHV55xDxbrrFp1q8T3+OPzgB9Tcdx/l5eXcVFPDMZlMLTqX6kczq0nUkkUwqLKSyZWVnHHyybR94QUqR49ufmUeQJ8+cPElZUx+soxO6w5hXR7heM6klkXeJ/x8Q+aTJEmSJP2vCLavqODFnj3Z85Zb4P77m2eZB6WDOe69l/Lf/x569WLn8nJeiOBbRedS/XCFnpqECDaoqOCO1Ven4+9+R8WgQUUnqj+ZcMUVcMThNeyQf+C62r0WNltvFrA8mTMaJ6EkSZIkKYIjIzh/n33gwguJpj7yaXF8/DEccwx5+eUA/AA419l6zVszXPukliaCPcrK+OtWW9HpoYdaVpkHpcM7vv1t+PO95fy1w/ZsWv4gb9Hryy4ZY5knSZIkSY0jgvKyMs4HLjj9dOLqq1tWmQfQoQOMHUucey4RwTkRjI2gsuhcWnKtdoVenBKDgS2AW/PkfKfoPK1VBMcB53zve3DuuU17uGh9+Pe/YbtR86h+8x3+Ur0pK/PS519yJpknFJFNkiRJklqbCCorKrg9gq2vu46y3XcvOlHDu/122GMPamtq+Gt1NdtnMqfoTFp8rarQi1OiAti+sqzyqKraqs3KogygBri5NmsvBP4vT25F35CCRTAK+NM558BxxxWdpvG8+y58fbMqeO45Hq7+Km2ZBzADOIrM64pNJ0mSJEmtRwQ/b9uW4+67j/L11y86TeP5xz9gk02omTWLizL5XtF5tPhaRaEXp0Qv4NuVZZXfraqt6jVqpVE1R657ZPkmAzfht8/8lvMfOb/qybefrGxT3uaZeTXzzgduyJPz46JztygRZUB7oB1QvSl/7fj3ik2f2Gknut10E2WxyGdFtAwvvADD16rm4DkXVf+Ko+8DHgQ+pDQ/bybwGJkvFxpSkiRJklqCiG7A+kBvSu9L2wJzT+fHA3/CaceOvSz49rcLTViI66+HffYBYPtMJhQcR4upxRZ6cUoEsGFZlB0B7NKxTcc85CuHVBz21cMYtOxnh7RlJo++8SgXPXZR3vjUjZnk7Ora6iuBS/LkfK6I/M1exOrAhsBGdT+vOP9TtQTbl93FM703Z9LTlXTtWlDGgl17Ley3H9zJNmzD3Qt6yZuUir6JwH1kPtOoASVJkiSpOYroCXyd/74nHQJ8ZhnJNHqwVsUzbLjDstx8azmtbZHJfPvsQ+2NN/JBdTVrZDK16DxadC2u0ItToiOwd5vyNt+bVzNvtWG9h1V/b93vVew+ZHfaVbZb6PXvznqXcU+M49eP/rrq9Q9er6woq/hbdW31r4E/5MlZ3eBfQHMW0Qf4IbAX0OOLXnYN+3JQ2VU8MLGM1rSk+fMyYe/RNfzllhn8p3p5lmHuwi65GziZzEcbIZ4kSZIkNS8RvYEfAYcAy3zZS/eJ63mg965MeroN3bo1Srom6cMPYc01qXrjDe6oquJbRefRomsxhV6cEmsAh5dH+YFlUbbM6DVHxxHrHBHrLL/OEt2vpraGu1+8m18/+uuae166p7yirOKdqtqqC4Er8uS0tf60iGWAk4AxLOQvTYBNyh+k1ze/xs23tPATMBbBG29A//7JLbkz3+J3i3rZlcB3yXRwqSRJkiQBRBwE/BJY6Pm0H9CJ5cre5YJL2nDIIQ0fram77jrYbz9qMumVyXtF59GiKSs6wNKIU6IyTold2pzW5n7g6QGdBxz68y1/3n7qsVPLrv7m1Utc5gGUl5Wz3eDtuHvvu8tfOPIFvrfu95br3LbzT4J4rfzU8pvilNi4bltv61ZaynwfcAKLUOa9zvJMrFmPPfcqrszLTE4++WT69u1Lhw4d2HjjjXnqqacKybL88rDx+tX8JvZanMsOAu4lYtkGiiVJkiRJzUfE2cAVLEKZB3A736Q2ytl554aNtah22mknIoK//OUvhTz/m9+EykoCaCLfES2KZlnoxSnRN06JkyvLKl8P4rdfH/T1De4cfSevHP1K5XHrH0f39t3r9XmDlh3EOaPO4a1j36q46htXla/da+2dgPvblLV5Nk6Jw+OUWKS/NFqc0sq8e4H1FvWSm9idzh1q2Gabhou1ML/4xS8YN24cf/rTn3j33XfZYIMN2Gqrrfjoo48KyTN630ruiO35YNH+b8986wNXNVAkSZIkSWoeIr4NfH9xLhlfvg9bjYLu9VsdLJFrr72WWbNmFZqhUyfYcUeorGTfQoNosTTLQq9teds/dWrT6aQx641Z7qWjXmLC6Anl26yyDWWx6F/O9ddfz3rrrcd6663Hvffeu0jXtKtsx37D9uOfh/6z8tGDH2X0WqMHV5RVXFRRVnHukn4tzdzPgDUX54I/VuzEjjuVs8xC1/I1nIsvvpjjjjuONddck3bt2nHaaacxb948fve7Rd7yWq923hnmZhv+wpaLe+mORHyjITJJkiRJUpMX0YnSNttFNot2/KV2c3bbs/gRUK+//jonnngil19+edFR2H13yqqqWD+CrkVn0aJploXevJp5/+jYpmPtTzb5CSt2W3HhF3zOjBkzOPvss/nrX//KH//4R44++mhqamoW6x7rLL8Ox29wfGQm1bXV/1zsEM1dRFtKWz8Xy9tlfVhpUHF/7GbOnMmrr77KyJEjP/m9iooKhg8fzhNPPFFIpu7doUuHat5huSW5fHR955EkSZKkZmJHoMPiXPA+3ajJclZaqYESLaLM5MADD+TEE09kwIABxYYBVixVKwE0gXWLWhQVRQdYEkme8M7H7+xx3v+dV3nixicu9vWPPPIIG220EcssswzLLLMM/fv356WXXmLw4MGLdZ9j7zm2pizKXqzJmis+/fsRUUapLC2v+9Hifr0t9JoAXRbrGwZ8REc6dlzcq+rPBx98AEDXrl0/8/vdunX75HNF6Ni+lo8+WvxvzMewRseIIQ0QSZIkSZKatOfga6su5jUfUXrf1WGxasD6d8kll5CZHNJETuX41Pv0At+xa3E0z0Lv5Jwap8Tppz9w+ikHDj+wvG+nvot1/XvvvUe3T51L3a1bN957b/EOcvnLy39hwgsTyrmOgbzEh/HT+HTx1RTU1P2obYhfz4R2SxKqPbMocjxA586dgdIqzU97//33WX755QtIVDJrdhntWfxvzJ9hKFDMiR6SJEmSVKCzgSsX85r577uKfF/60ksvcdppp/Hwww8XF+JzPvX9KHagnxZZsyz06pxXm7XfOeHeE/pc/c2rF+u02e7du/P+++9/8vGMGTPovhjTMKtrqzlywpG15TPKn6l5qeY8Gqg0W9JfZ2YuzvdjiZRWIb4O9Fmcy7rXvsvrry/+Nun60qVLF1ZYYQUee+wx1luvdJZHdXU1kyZNYp999ikk04cfwoyPyum+BKeD94AfAhPqP5UkSZIkNW0zoEst3F+2GN1GN0pdwOuvN1SqhZs4cSLvvfceI0aM+Mzv77zzzuy+++5cdtlljZ7pU9+P6Y3+cC2RWJzuJyIuoLRHfSAwPDMnfepzqwDXAD2AmcD+mfn0F9znIOB4Siva7gO+k5lVC/vc/9znlNgTGP+Pb/+DEX1HLOglCzRjxgw22WQTHn30UT7++GM22WQTJk2aRHn5oi2uG/uPsRw+4fCaJIfmyfncIj+4pYk4DjhncS45jRP5dbef8OY7lVQUVCefc845/PrXv+bOO+9k0KBBnH766Vx99dX8+9//pmMB+4Gvvx4O2LeaqdmbHotX6j0IbErm4g2AlCRJkqSWIuIESgc2LrKNK/5O353W5cabi9lgN2vWLKZP/2xv1r9/f37zm98watQoll122UbPtN9+5I03MnnuXIY3+sO1RBb3dIJbgA2B/yzgc2OByzJzMHAWcPWCbhARKwKnARsBKwO9gEMW9rkvcGNlWeU/jrr7qOrFKSa7du3Ksccey6abbsp2223Heeedt8hl3sw5M/nRvT+qTvKiVl3mlZwH3L04F+zJb5j2fiWLeLBwgzjuuOPYf//92XLLLenevTsTJ07k7rvvLqTMAxh/XTWj4i+LW+b9G9jTMk+SJElSK/dzYPziXDC6+lr+8PvSbqkitG/fnn79+n3mB0CPHj0KKfNmz4ZbbqF23jyuafSHa4kt1gq9Ty6KeBX45vwVehGxHPAisGxmVkdEAFOBDTPzxc9d+31gUGYeVvfxtsAJmbnhl33uC7OcEusCD9+y6y3svMbOi/21LK4f/vmHnPfweR9W11avkCenS1Ej2gDjgL0W9ZJ1Kp5gyJ5rcfW1zfKQ5Xr17rvQp3ctV9Xsy97csKiX/YlSmff+Ql8pSZIkSS1dqYP4CXAii7D99l260yfe4qprK9h77wZP1+TdeivssgsJ9MvkzaLzaNHUV6PSH5iamdUAdTPcpgALOnt5AJ9d4ffqp173ZZ9boDw5HymLst8c86djquZUz1mi8Ivq5fdf5ryHz6utrq0+yTKvTuY8MvcG9qH033yh9q2+kpturOUpj3LgtFOTdszmG/x+UV7+JPAtMre2zJMkSZKkOplJ5inAMOBW4EtXLvXgPbaNuznz1KpCD8doCubOhdNOqantVzH1X0nYczQjLWKJVG3W/vDND9/MCx65oEGfc9w9x9UG8SpwcYM+qDnKvB5YBTgMmAjM/aKXHsalrF07iT13qWL27MYK2PRMmAAX/Dq4qOYwOvHRgl4yD/g7pS3sWwHDyPxdY2aUJEmSpGYj82kydwGGAj8A/sgXHPJwfu13eePlORw7prYxEzY5Pzo+efGZeWX3VW+8FvAyEUcT0bboXFq4Zr/l9pP7nhKntq9sf8LLR71c3qtjr8X+mhbmgf88wCZXbwKwQ56cd9T7A1qa0l8A61Cah7ghpZmI7YF2QPXzrFI1onxS3/0ObVd24UWLdUhxizB1Kgxdo7Z2lQ/+8a+Ha9edQOn7UkPpiPCZwD+AR8ls2GWnkiRJktSSlfqJNYANgN6U3pe2BeaexKkrnc5Ju952G+y0U5Ehi3H33bDNNnA1+7Ef1376Uy8Co8l8rKBoWgT1UujV/d7fgKsz8+qI2AU4PjO/uoBrV6J0OudXgLeB3wP3ZOaFX/a5hWY6JTpWllW+NHrN0T1P3uTkem2IkmSnm3aqfmbaMw9U11ZvmScvwTdN/yOCPYHxN9wAo0cXnabxzJoF225LzUMP8UZVFWtm8kHRmSRJkiSpNSovZ1zHjuzzyCNUrLZa0Wkaz0svwfojq9ji/Vu4IUezgBJlFqXZ7X9o9HBaJItV6EXEWGA7Sq32e8CHmbly3edWpXSybXfgA+CAzPxX3eeuAP6QdX8QIuLbwPF1t/0bcFhmVi3scwvNd0rsxxecrlsPaoG18+R08ls9Kivjl8DRZ58Nxx4L0cIX6731Fmy3HdVPPsns6mo2y+TxojNJkiRJUmsVQYfKSu5fZhnW/sMfqNh006ITNbyHHoJvbFdF/4+e5a/VG9Hli9eYzAJGkPlcI8bTIlqiFXpNVZwSZZRW9zWE2XlyPt1A9261IghgDHDOIYfAhRcSlZVFp2oYTz8NW21F9Tvv8EZVFVtl8u+iM0mSJElSaxdB+/Jyrge+MW4cZfvuW3SihnPjjbD/vjWMqrmL8bV70JGPF3bJ3WRu0xjZtHhaVKGn5iuCncrL+c1mm1Fx442Ud+9edKL6ddddsOuu1Mybx2NVVeyQybtFZ5IkSZIklURQBpwJ/ODHP4af/hQqKgoOVY9qauDMM+Gkk+B7/IpzOZZyFulAkBqgF5nvNXBELaYWccqtmr9MfldTw0Z/+xvTV16Z6quugpbQNb/1FoweTe2228Ls2dxUVcVmlnmSJEmS1LRkUpvJD4FDzziD6mHDqP6//ys6Vf34xz9g3a9UccpPqrmAI/kVxyxqmQdQDvRrwHhaQhZ6ajIyeay6msEzZ3LpQQeR665L9QMPFJ1qyXz8MZxxBqy8MjW33MJbwDdra9k7E0+tlSRJkqQmKpPLMlnz3//m7+uvD3vvTb76atGplsxrr8GB+9cycmTS/unHeCKHcSQLPXP082qBqQ0QT0vJLbdqkiL4SkUF51VXs8lWW1EzZgzlW2wB5eVFJ/ty06bBddfBmWdS/f77VNfUcDZwdubCBxNIkiRJkpqGunnvu1VWcnZtLf0OO4yyww6DoUOLTrZwzz4LY8fCpRfX0Duncnr18ezFDQs6yXZR/JXMzes3oeqDhZ6arLq/QLesrOT0qipG9ulD1UEHUXnAAbDSSkWn+6/qavjTn+CKK6j94x8BmFtTwxXAzzJ5u9h0kiRJkqQlFUEb4ODKSk6oqmL54cOpOuQQKvfYA7p2LTrdf33wAdx0E4wbW8XDj1fSv2Iqx1b/nMO4lLbMW9LbzgW+Ruak+kuq+mKhp2YhgtWB/SsrOaiqiu4bbUT1fvtRsdlmsOKKEEv4Tw1Las6c0hyCO+6AceOomjaNyspKHqqq4jLgFlfkSZIkSVLLUXdoxqZlZRwE7FJRQcXOOxO7705suCEUcbDj9Onw97/Db2+q5ZbfJrXVNeyUt3FgXsnm3Lc4c/IWpAo4gMwb6imu6pmFnpqVCCqBrcvLOTiTbWtrqejZk6pNN6Vi441Lf5GuuWb9b82dMQMeeggmToQH/1rFo4+XMa+6nP6VU6mtqrnwDfqdn8mL9ftUSZIkSVJTE0FXYPfKSg6pquIrAKuswrzNNqPNRhvBRhvBgAH1v/DktddK70knToS//pV5//43bQBGVEzmwOqx7Mlv6MaMpX7Om8CR8MhtcExmtpCjQVoeCz01WxEsA6wDbFRRwabA+tXVdOjQvrZ2lYFVZf1XqqD/wHL69y/9Zdq/P/TuDW3bQmVl6UdNTWnLbFUVfPhh6S/IT/+Y8lIVr/2nlpffaENmMLjyFTasuo+NmMhGTGQlXibgh2SeXex3Q5IkSZLU2CLoDmwAbNimDZtXVTEsk/Jll6VqhRXIlVaicsAAon9/Pnlv2r37f9+TVlT89z1pVVVp1d1rr8GUKZ/8nK+8QtWrrxLvvktlBDWVlTw5bx73AQ8CDyaxHvBTKJWLS2FmwvlD4cln4Djga8B9wGnA/WmB1KRY6KnFiKAcWHNfrvlBb97a8zX6M6ViEK+VDeCNquWoyUVbttep/GMGlL9B/+pX6V/7KgOYwuo8y4Y8SC/eWdAlF5J5ZH1+LZIkSZKk5ieC9sBIYAQwIIIBbdqwUm0t/auq6Lao96msZEZZGa9VVfFybS1TgNeAfwIPf+GIp4jNgM2AjYB1gXaL8KjngIl1P/5I5ozSrSKAzYETgU0plYenA/dY7DUNFnpqeSK2Ae789G/VUMZb9OYtelNF5Sc/yqmhgmoqqaIDH9OP1+nCB4v7xOPIPLfe8kuSJEmSWpy6XWbLA92AyrofFUA1pZl1VcAM4PVM5izlw9pQKhW/CnQB2gPlwGxgFvAC8CCZ0xZ+q9iQUrG3FfAYpWLvjxZ7xbLQU8sTUUlp23+PRnhaDbASmVMa4VmSJEmSJBUiIkYCPwZ2BJ6kVOzdmplLdfqGlkxZ0QGkepdZBTTWFtifWeZJkiRJklq6zHw0M78BDAeeB24CnoqIvSOioth0rY+FnlqmzBspDQVtSOOBUxv4GZIkSZIkNRmZOSkzdwWGAo8D1wDPRcRBUdrqq0ZgoaeWK/MUYB9gZj3feR5wIpl7kVlTz/eWJEmSJKnJy8xnMnMfYFXgfuBS4IWI+E5ELFNsupbPGXpq+SKWA44HDmPRTvn5IjXAb4BTyXyhPqJJkiRJktQSRMRA4IfAQcB7wDnA2MycVWiwFspCT61HqdjbCtiQ0jHeqy/CVf+hdHz3g8A9ZL7ScAElSZIkSWreIqIv8H3gUOAj4Dzg4sz8oNBgLYyFnlqviB7A+pSODW8PLHMpbD0F+p8BPwAeIvP1QjNKkiRJktQMRWlRzRjgCKAKOB+4IDPfLzRYC2GhJ31KRBwAXAx0yszqovNIkiRJktScRcSywPfqfpQBFwK/zMxphQZr5jwUQ/qsScAywGoF55AkSZIkqdnLzOmZeTIwEPg5cAjwakT8IiL6FJuu+bLQkz7raUpLgYcXHUSSJEmSpJYiM2dm5hnACsBPgL2BVyLi1xHRv9BwzZCFnvQpmTmPUqlnoSdJkiRJUj3LzI8y81xgReA44JvASxFxeUSsVGi4ZsRCT/pfTwDDig4hSZIkSVJLlZmzM/NCYBClgzO2AJ6PiGsiwjFYC2GhJ/2vJ4DhERFFB5EkSZIkqSXLzHmZeTmwKnAg8DXgmYi4MSLWrPcHjo8VGB/L1ft9G5mFnvS/JgFdKQ3slCRJkiRJDSwzqzLzWmANYE9gCPBkRPwuIkbUy0PGxw4QLxCVTzE+Vq2XexbEQk/6X5PrfnaOniRJkiRJjSgzazLzJmBtYCdgAPCPiLgzItZf4huPjx2h7HesuE853dbuRlQ8yPhYvZ5iNzoLPelzMvMD4EUs9CRJkiRJKkRm1mbm7cBXgW0p7aT7e0TcGxGbLdaYrPHxTSi7jUEHlPG1q4LN/1JBt+FdiYqJjI81GiJ/Q7PQkxbMgzEkSZIkSSpYltwFbEDp4Iwy4D5gYkRstdBib3x8C+IWVj64jJGXBVEGbbrAFn+pYNkRXepKvSEN/5XULws9acGewBV6kiRJkiQ1CXXF3n2ZuRmwEfARcDfwSETsuMBib3zsAvFbVjm0jHUuKZV581V2hs3/XMGyX+1cV+oNbaQvpV5Y6EkL9gTQLyJ6FB1EkiRJkiT9V2Y+mJlbAyOBqcDvgUkRsWtElAMwPnaFuIlVDg++evFny7z5KjvB5vdU0H1kp7pSb61G/DKWioWetGCT6n52lZ4kSZIkSU1QZj6Wmd+gNDLr38BNwFOXHBi/TuJGBh8RfPXC4Mt25VZ2gs3+VEGPdTsRFQ8wPtZulPBLyUJPWoDMfAt4Cws9SZIkSZKatMycnJm7AUO/vx3vHrpFfJfBR5Yx4oLPlHlPP/00G264IRtttBEbbrghjz32WOkTlR1hsz+V02O9jnWl3rBCvpDFEJlZdAapSYqIO4EZmTm66CySJEmSJGkhxsdeENflqt+L+Mp5fH5l3jvvvEObNm3o2rUrzzzzDAcffDAPPfTQf19QPQv+tl0N0x6cRVZvyuj8ZyN/BYvMFXrSF/NgDEmSJEmSmoPxsQ/Edaw2ZoFlHsByyy1H165dAWjbti3l5eWffUFFe9h0QjnLbdSeqPgb42NEIyRfIhZ60hd7Alg1IjoUHUSSJEmSJH2B8bEfcA2rHxcMP2eBZd6nVVdXc8QRR3DiiSf+7ycr2sMmE8pZbpP5pd46DRN66VjoSV9sEhBAsznlRpIkSZKkVmV8HABcxRo/DIadtdAyr7a2ln322YdvfOMbbLXVVgt+UUU72OSP5fTarB1RcR/jY936D750LPSkL/Yy8CFuu5UkSZIkqekZHwcBVzLkhGDtMxda5mUmBx98MGuvvTaHH374l9+7oh1s8odyem3ejii/l/HxtfoLvvQ8FEP6EhHxAPBcZh5SdBZJkiRJklRnfHwbuIwhJ8Japy60zAO444472GWXXfja10rd3LLLLsttt9325RfVzIEHdqrhrT/PJWu2ZHT+Xz2kX2oWetKXiIjzgfUzs0numZckSZIkqdUZH4cClzL0J7DmTxepzFsqNXNh4rdqmPqneWTN1xmdf2/YBy6chZ70JSJif+BSoFNmVhUcR5IkSZKk1m3+yrzuI2HVYxrvubVzYdLxMHfaHLJmM0bnw4338P9VUeTDpWZgEtAWWA34V7FRJEmSJElq5crbL0/NrFreexQe2rOIBG2AjkU8+NNcoSd9iYhoA3wEHJSZ1xWdR5IkSZIkyVNupS+RmfOAp/CkW0mSJEmS1ERY6EkL9wQWepIkSZIkqYmw0JMW7glgWERDH5sjSZIkSZK0cBZ60sJNAroCKxSaQpIkSZIkCQs9aVFMBhIYVnAOSZIkSZIkCz1pYTLzQ+BFnKMnSZIkSZKaAAs9adF4MIYkSZIkSWoSLPSkRWOhJ0mSJEmSmgQLPWnRTAKWj4ieRQeRJEmSJEmtm4WetGieqPt5GOOjD+OjQ6FpJEmSJElSq2WhJy2CzHwbmPqz3dgP4nWi8jHGu1pPkiRJkiQ1Pgs9aRF9dxRvHb9j7MVKB5TRrtfKROUDjI/lis4lSZIkSZJal8jMojNITd/4GJ0ZN7DqkcSIX8GsKfDnDauZ/fZLZNUmjM63i44oSZIkSZJaB1foSQszPvaGuJ7Vji6VeRHQYSB8/e8VtOsziKicyPjoXXRMSZIkSZLUOljoSV9mfOwLXMtqx0Z85dxSmTdfhwHw9QcraN93xbpSr09hOSVJkiRJUqthoSd9kfGxH3A1q/8gGH72Z8u8+Tr0ryv1ll/BUk+SJEmSJDUGCz1pQcbHgcBVrHF8MOznCy7z5mvfr1Tqdeg/gKh8kPGxfKPllCRJkiRJrY6FnvR54+Ng4EqGnBCsfcZnyrzrr7+e9dZbj/XWW4977733v9e0Xx62nFhJhwHzS71+jR9ckiRJkiS1Bp5yK33a+DgEGMvQk2DNUz5T5s2YMYONN96YRx99lI8++ojNNtuMSZMmUV5e/t/rZ0+FP29czcf/eYOs2ojR+VrjfxGSJEmSJKklc4WeNN/4OBQYy9CTYa1T/2eb7SOPPMJGG23EMsssQ48ePejfvz8vvfTSZ+/Rrg98fWIFHVdYvm6l3oDG+wIkSZIkSVJrYKEnAYyPw4FLWfOnsNZPF/iS9957j27dun3ycbdu3Xjvvff+94XtesOWEyvotFLfulJvYINkliRJkiRJrZKFnjQ+jgAuZs1TYc2Tv/Bl3bt35/333//k4xkzZtC9e/cFv7hdL9jygQo6DepTV+qtUL+hJUmSJElSa2Whp9ZtfBwFXMhap8OaJ33pS9ddd10efPBB5s6dy/Tp05kyZQqDBg364guWWa6u1Fu5d12pt2L9hpckSZIkSa2RhZ5ar/FxNHA+a58JQ3+80Jd37dqVY489lk033ZTtttuO884777MHYizIMj1LpV7nwb3qSr2V6iW7JEmSJElqtTzlVq3T+DgGOI9hZ8EaP2j45819D/6yWTUfPDet7vTblxZ+kSRJkiRJ0v+y0FPrMz7GAOfSZ2sYfGTjPXfedHjsO0nNnLfJqg0t9SRJkiRJ0pKoKDqA1OjK2w+nZhZMvbv0o3EF0Bvo1NgPliRJkiRJLYMr9NT6jI9KoE2hGUbnx4U+X5IkSZIkNVsWepIkSZIkSVIz4im3kiRJkiRJUjNioSdJkiRJkiQ1IxZ6kiRJkiRJUjNioSdJkiRJkiQ1IxZ6kiRJkiRJUjNioSdJkiRJkiQ1IxZ6kiRJkiRJUjNioSdJkiRJkiQ1IxZ6kiRJkiRJUjNioSdJkiRJkiQ1IxZ6kiRJkiRJUjNioSdJkiRJkiQ1IxZ6kiRJkiRJUjNioSdJkiRJkiQ1IxZ6kiRJkiRJUjNioSdJkiRJkiQ1IxZ6kiRJkiRJUjNioSdJkiRJkiQ1IxZ6kiRJkiRJUjPy/zQUGImgQRz9AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = plot_helper.plot_info(gen_values=env.gen_pmax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Of course we can also project on the powergrid some information about the loads, for example their ID" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = plot_helper.plot_info(load_values=[el for el in range(env.n_load)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create an agent" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see how well the \"do nothing\" agent (the most basic imaginable) performs, using some \"gym like\" methods (see http://gym.openai.com/)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from grid2op.Agent import DoNothingAgent\n", "my_agent = DoNothingAgent(env.action_space)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We run the \"standard gym loop\", and we save all the observations:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "all_obs = []\n", "obs = env.reset()\n", "all_obs.append(obs)\n", "reward = env.reward_range[0]\n", "done = False\n", "nb_step = 0\n", "with tqdm(total=env.chronics_handler.max_timestep(), disable=not display_tqdm) as pbar:\n", " while True:\n", " action = my_agent.act(obs, reward, done)\n", " obs, reward, done, _ = env.step(action)\n", " pbar.update(1)\n", " if done:\n", " break\n", " all_obs.append(obs)\n", " nb_step += 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can check if the episode has been completed, or if there has been a \"game over\":" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of timesteps computed: 94\n", "Total maximum number of timesteps possible: 2016\n" ] } ], "source": [ "print(\"Number of timesteps computed: {}\".format(nb_step))\n", "print(\"Total maximum number of timesteps possible: {}\".format(env.chronics_handler.max_timestep()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we see here, there is a \"game over\": The agent successfully managed to run the network 94 timesteps, while the episode could have lasted 2016.\n", "\n", "Let's try to investigate this, for example by plotting the last observation. \n", "\n", "First, we need to create a utility object to make the plot:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "last_obs = all_obs[-1]\n", "_ = plot_helper.plot_obs(last_obs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, the last obsevation is pretty clear: 4 powerlines have been disconnected, thus isolating the load on the bottom right. This has led to a game over. \n", "\n", "It's also possible, of course, to inspect the previous state, just before this one:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "previous_obs = all_obs[-2]\n", "_ = plot_helper.plot_obs(previous_obs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now we can see the cause of the problem: all the powerlines that could provide power on the bottom right load are overloaded in this situation, so the protection worked and disconnected the lines to prevent impacting the surroundings." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Highly non linear and non local effects\n", "\n", "The previous case was particularly suited to get started with the problem adressed by the grid2op platform. In this second section we will show what is the principal way of acting on a grid and illustrate why it is rather difficult to do so.\n", "\n", "For that, we will use the \"rte_case14_realistic\" grid shown below" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/benjamin/Documents/grid2op/getting_started/grid2op/MakeEnv/Make.py:306: UserWarning: You are using a development environment. This environment is not intended for training agents. It might not be up to date and its primary use if for tests (hence the \"test=True\" you passed as argument). Use at your own risk.\n", " warnings.warn(_MAKE_DEV_ENV_WARN)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "env_14 = grid2op.make(\"rte_case14_realistic\", test=True)\n", "plot_helper_14 = PlotMatplot(env_14.observation_space)\n", "_ = plot_helper_14.plot_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's, like before, plot an observation" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "obs_before = env_14.reset()\n", "_ = plot_helper_14.plot_obs(obs_before)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As stated in the previous notebooks, there are two main types of actions in grid2op: Actions that change the status of powerlines (connected/disconnected) and actions that change the topology in a given substation.\n", "\n", "Note that connecting / disconnecting powerline can have a global, highly non linear impact on the powergrid as illustrated below, when we disconnect the powerline of id `17` going from substation `4` to substations `5`. \n", "\n", "The way we interact with the environment is described in detail in notebook [03_Action](03_Action.ipynb), so we focus here only on the consequences of these actions." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "act = env_14.action_space.disconnect_powerline(line_name='4_5_17')\n", "obs_after, reward, done, info = env_14.step(act)\n", "_ = plot_helper_14.plot_obs(obs_after)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can have a \"quick\" look on the effect of this action. \n", "\n", "First let's look at the bottom right part of the grid. We can see that flow there did not change too much:\n", "\n", "|origin | extremity | flow before | flow after |\n", "|-------|-----------|-------------|------------|\n", "| 0 | 1 | 46.01% |43.42%|\n", "| 0 | 4 | 36.85% |33.96%|\n", "| 1 | 4 | 77.39% |71.06%|\n", "| 1 | 2 | 28.35% |28.43%|\n", "| 1 | 3 | 40.10% |42.33%|\n", "| 2 | 3 | 15.65% |17.80%|\n", "| 4 | 3 | 36.42% |56.29%|\n", "\n", "Though some of these powerlines are really close (in terms of graph distance \\*) they do not seem to be impacted too much (see the powerline going from (substation) 0 to 4 and the one going from 1 to 4).\n", "\n", "On the other hand, if you look at the topmost part of the grid, you can spot really high differences, though these powerlines are extremely far (in terms of graph distance) from the powerline disconnected (3 or 4 substations apart for some of them). \n", "\n", "|origin | extremity | flow before | flow after |\n", "|-------|-----------|-------------|------------|\n", "| 3 | 8 | 22.72% |37.84% |\n", "| 8 | 9 | 7.35% |144.79% (opposite direction)|\n", "| 9 | 10 | 41.52% |42.61% (opposite direction)|\n", "| 8 | 13 | 45.53% |97.78%|\n", "\n", "To recap, some powerline next to the disconnected one have approximately the same flows (36.85% to 33.96% for example) while some others \"really far away\" are dramatically impacted by this change, seeing their flow completely blowing up from roughly $7\\%$ to more than $140 \\%$.\n", "\n", "\n", "\\* When we mention \"distance\" on a graph it is more of a figure of speech rather than a well defined mathematical distance on a set (with its triangle inequality, etc). We can intuitively define the \"graph distance\" between two powerlines by the smallest number of lines we need to \"go through\" if we want to move from the the first powerline to the second.\n", "\n", "Of course, the same kind of effect can be observed after a change in the topology of some substations. We will not illustrate this however." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 2 }