{ "cells": [ { "cell_type": "markdown", "id": "be5d3b4f", "metadata": {}, "source": [ "# Theory\n", "\n", "## Discrete spaces\n", "\n", "A discrete space is defined by a set of states and the connections between them, which we consider here finite for practical reasons.\n", "Here, we consider that each state $i$ has an associated scalar value $f_i$ e.g. potential energy, fitness or a phenotype of interest. \n", "\n", "The module `gpmap.space` contains general classes for a number of different discrete spaces for testing and use. These include, for instance, a multidimensional finite grid `GridSpace` or a `SequenceSpace`, which are subclasses of a `DiscreteSpace` class that can be arbitrarily defined by an adjacency matrix connecting a number of different discrete states and the vector $f$ with the phenotype associated to each state. " ] }, { "cell_type": "code", "execution_count": 1, "id": "6b281ef0", "metadata": {}, "outputs": [], "source": [ "# Import required libraries\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import gpmap.plot.mpl as plot\n", "\n", "from gpmap.space import GridSpace\n", "from gpmap.randwalk import WMWalk" ] }, { "cell_type": "markdown", "id": "af23cb8d", "metadata": {}, "source": [ "A very simple discrete space that we can visualize in a straight forward manner is a two-dimension grid.\n", "Among the predefined discrete spaces, we provide a class `GridSpace` that we will use here for illustrating the behavior of the visualization technique. \n", "This class allows us to define a space of this type by defining the number of dimensions `n_dim` and the length `length` of each dimension (number of different values along each axis)." ] }, { "cell_type": "code", "execution_count": 2, "id": "6f2f76f5", "metadata": {}, "outputs": [], "source": [ "space = GridSpace(length=20, ndim=2)" ] }, { "cell_type": "markdown", "id": "cbe140d9", "metadata": {}, "source": [ "by printing the newly created object, we can see a summary of the properties of the space, including the number of states, some of the labels associated to those states, and the total number of edges connecting pairs of states. " ] }, { "cell_type": "code", "execution_count": 3, "id": "6d7fb98c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Discrete Space:\n", "\tNumber of states: 400\n", "\tState labels: [0-0,0-1,0-2,...,19-17,19-18,19-19]\n", "\tStates function values: undefined\n", "\tNumber of edges: 1520.0\n" ] } ], "source": [ "print(space)\n" ] }, { "cell_type": "markdown", "id": "af26363c", "metadata": {}, "source": [ "We can now add a phenotype to each possible state. For illustration purposes, `GridSpace` has a method that places different peaks at specific locations of the two-dimensional grid. Lets add three different peaks. \n", "The `GridSpace` object contains a ``nodes_df`` attribute that stores a dataframe containing the `x,y` coordinates of the grid and the associated function at each point." ] }, { "cell_type": "code", "execution_count": 4, "id": "926944d8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " i j\n", "0 0 1\n", "1 1 0\n", "2 1 2\n", "3 2 1\n", "4 2 3\n", "... ... ...\n", "1515 397 396\n", "1516 397 398\n", "1517 398 397\n", "1518 398 399\n", "1519 399 398\n", "\n", "[1520 rows x 2 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "edf = space.get_edges_df()\n", "edf" ] }, { "cell_type": "markdown", "id": "e51ce539", "metadata": {}, "source": [ "This space can be easily represented in 2D, so we can directly use our functions for visualizing functions on discrete spaces directly using the given `x` and `y` coordinates" ] }, { "cell_type": "code", "execution_count": 6, "id": "34563daa", "metadata": {}, "outputs": [ { "data": { "image/png": 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/E02JluPXQvCJzScy0Xw6TVPcDEnA84A30cmmU22aIzU1hz17fAgNySW/Am1CcVEJpw/6E3Qtg4SYdIv1ADcuh7Hr99MkhmZXqF2TPDhUivwGjMjJycHNzQ21Wo2rq1hWIr1ez8czfuPCvvLUmJ0HtmGZ53xsbMX2zz62/SrfvbMD/Z95gKvWdOWzzXN4rHFNIX1cdDqL564jM700vaeVlYqF/xvJ0FEdhfRarY5339nOtauRZbE+fVuwdNlYg0xFf8XO/b78sPIkt8+qWjVc+e6TSdSp5fbXwj8Ji0ljwac7yM4tzWttY23F+3OHM7h7CyF9kUbLyz/vwie83Oie7vo4H04dKryX+6/nrvLtyfK0kg2qVWbDjPHUdBHbT943OZHp+3eRqyltYO2srfll2EgGNhTLlpZfUsyMi+u5mVV+weHRqDNLO4hnd9oet51DyYfKntd1rMvbLd+mko1YHa6kRTHPazOFutKLLkdrW37q7kH3Go2F9NlFhUzat5XgzHKTmNuxK2916ytch+WHT7HJuzx/eFv3Wqx9bhyV7M3nVQc4FxTJ62sPUPxnmlUXB3t+nj2G9g3FMr6lq/OZ/dk2YlPKL37njunFC0+bT7V7mw9/PMzhc0Flzzs8/hjf/G8s9nZi+5CfOXOLTz7eh1Zb2ia4ujry5VceNGlSS0ifkpjFmzNXkZqYDZTmJnhp8VM8M6WHkF6v1/Px3LVcPFT+PXTu/zjvr34RG1vxPfUr0qZKTCN72g+Iy4f8DAwbwPtkAKfvysd7Lwryivh1+d4ywwbITM1h9WcHhcuw6scTZYYNpT3OX746QoHg1fnJE4EGhg1w/lwIly6GCumz1QX8uuYMd14GpqTlsHrTBSE9wHebzpQZNoBWp+erdafQlIj1FPdcDjAwbIADV29xJSRWSJ+QncP3py4ZxGIysvn17FUhPcCy86fKDBtAo9Px3tmTwj3FjZFXDQwbwDPKmxuZYj3uxMJEA8MGSChM4HDSYSE9wIf+B8sMG6BQV8IK/0N/oTDkN/9rBoYN8Mv1q4RnifVW/ROSDAwb4GZiChuv+QnpdXo9K3acKjNsgNyiYj7bfVpID7Bqv5eBYQP8tucSyRk5QvprN2IMDBvA71Y8+08FCOk1Gi3ff3e0zLABcnIK+eXnk0J6gPU/niwzbCgdSVv1zVGyM8VGTi4fvWlg2ADeZ25xeo/PPRSSvxtp2g+IgEumje3mpTAhfURQgsnh8Jt3mehflsHP2JgKCzREhCQL6W/eiDMZv+EvZnhBIUloSnRG8RuB8UJ6gOshxsaUnVtIVEKmkN4n3PR7+YaLGd71uET0JgafrsWI1aFIq+VGaopRPDEvl/hcscbeJ8P05+2dITZdEZIbYjIemid28ZVRnEdknvEwamReOhnFeSYUxlxNNP15XUkS+xy9Y01/X9dixfSJmTkkZxtPrQTEpVAseAF4Pcy4DHpFwS9cbMrFP9h0Wf2CxOoQE5OOWl1oFL9xj9+pKW76RhvFSjRaQm6KHSPgSsQ94uHCZZA8WCqW91BiRJ2Gpoew03KS8PT0NKvPy9agUsHdfmFfSSWkB7Bz0IPaMKZSgde1swSEmB+OS0vLNhlPTIoUKkOW2vT8tbWqWLgOrg4qsu7qBFhbwcWzx/G9bP4aMzfV9Bx4fEQwnp7mTS++UGMyblWQJ1QHRVFwVVmRoxj2qu1QcfrgQexV5utQaJNm8pcZ7RuAp7f5OmQ4ZkBd43h+Yj6efubroEPB0cGKQpVhHRwVKw7v2oc15qcZ9AWm11NE+vji6R9k8m93Ep1nev65OD1N6HvQ6PTYWqkouWsO2cXWip3btwlNlSjFps+loOtXyIq8blYfG1NgMq7OTBSqQ1GRDisruHuAplIlK+Hfk5Wt6d+k743LRCaar0NiuukL/joNqgu9v+TBI037ATFwYnd2/XyM5DsWelSrU5m3vnyZyjXE5nDyY7ZxdFv5MKyVlYqXl06gx+A2QvqG7iEsX7zVYLHLkJEdePGl0UL64cPzmT1rFRl3DLHXqVOZt5dMp5JgHt6U7H2cuVje07O2tuL1BaPp1L6BkL5qg1u8/7PhMO64wR2ZOfVJIf2TWbl4fLaJrLzyHkrj2lVZOncKDoK5uUM37OZ8eHTZczsbaz6YNIYO9cTmQpUAf/539oRBbE7nbjzfrZeQvkdeBhPOrCS3pHzk5XG32iztP0sor7WiKHwS/AlheeWjPHZWdsztMZd6TvWEyqAJu8iXgccNYvPaDOS5ZmJ16JCRxtjdmyi8YxFf59p1eXf0JCHD1Or1BKzyJCi5fAGbi709K6ZMoGE1sTzvedUv8dsxw+mphaOfZHzPdkL6Nl0Teenz7WjuGGLv0aYBi+Y8K6Qv1pQQ/tZGou8YJars4si7Cz2oVV2sTSgsOMHOndcMYi/Pf4qBA1sL6Vs2iuDdeevQ3THE3mdIG+YumCSkzx9RyPzrX5AcWz6tUa2WG8M8xObEJQ8euRDNBBVdNJGZombPL8cJ84+h2CqPJd8voEbdqsJ6nU7P0a1XuHw8kPSsFOa9M4m2XcUWL93mpm8MB3Z5ExYSybMeTzJs9BNYW4vPgqSl5rBjx1UuXbxB374deXZcF6pWE1u8BKWL2fYe9sfLO4KszFRee3kMrVu6W1SHqwEx7D11k4ioGJ57ph8j+rYWXkQGkJCuZuNpXy75BTGkR0em9O9I5UqOwvriEi2br/lzITyG/PRU3ps0htbuYgt/bnMqOpJttwKIjotlbv+BjG7+uEX6qNwM1kVc5mr4LUa06cq0Jt1wsRW7cAIo0hVxMvUkt3JukR2XzZyec3jM6TGLynAsIYh9cf7EJyQwr/tTDKnbyiJ9SGYaa2744h0eythOXZnepiPOtmKLyKB0Dnr91et4xyagyUhjxXMTaSRo2Lc55BvM4eshJCcmMH/sMPq1FltId5vgmFS2nrzOjVthjBnUnfEDOmAvuLAUQJ1byNaDvgSGJVKcn8HSRR641xRblAmlF2BHj97k3NlgUlOTmDN3FJ07N7KsDjfi2LfFi+DACEZP7MeI8V0tWkSWmZrDnlVnCL8ZRxE5LPlqLjXqVLaoDHIh2gNEkRihVqsVQFGr1RU+xubNm++rDI+6/mEog6zDw1EGWYeHowz/ZB0eRJsqKUUuRJNIJBKJ5BHhHzXtc+fOMXLkSNzd3VGpVOzZs8fg7yqVyuTjiy++uOcxly1bZvT6li1b/s01kUgkEonk7+cfNe38/Hzat2/PTz/9ZPLvSUlJBo/Vq1ejUql49tm/XgjSunVrA92FC+L3CUskEolE8rDyj64eHz58OMOHD7/n32vXrm3wfO/evTz55JM0bvzXi0lsbGyMtBKJRCKRPOo8MnPaKSkpHDx4kBdeeMHsa8PCwnB3d6dx48ZMmTKF2Ni/3hykuLiYnJwcg4dEIpFIJA8bj4xpr1u3DhcXF8aOHfuXr+vWrRtr167lyJEj/PLLL0RFRdGnTx9yc++deOKTTz7Bzc2t7FGvnti9rBKJRCKR/H/yyJj26tWrmTJlCg4Of32v6vDhwxk/fjzt2rVj6NChHDp0iOzsbLZt23ZPzZIlS1Cr1WWPuDjxbQIlEolEIvn/4pHYEe38+fOEhISwdetWi7WVK1emefPmhIffe69ce3t77O3t76eIEolEIpH87TwSPe1Vq1bRqVMn2rdvb7E2Ly+PiIgI6tQR24JSIpFIJJKHlX/UtPPy8vDz88PPzw+AqKgo/Pz8DBaO5eTksH37dmbNmmXyGAMHDuTHH38se/7GG29w9uxZoqOjuXTpEmPGjMHa2hoPD4+/tS4SiUQikfzd/KPD497e3jz5ZHkiiEWLFgEwffp01q5dC8CWLVtQFOWephsREUF6enmSjvj4eDw8PMjIyKBGjRr07t0bLy8vatSo8fdV5C5KNGKp/+6FTqtHuY8t4fV6xSBpSIXKcJ96rVZ3/3W4z23xtfepL9HdXx10ih4991cGPWI5uO+pV0xnLRPX61Husw66+6yDRmec7tWi99fr7+tcUhQF3f2eS9r7q4NWd39tgqLcf5tQIpjSVPL3IhOGmKCim9t7nw1m1ScHiA5NxrW6Pa+u8KDnELEMXQDpqTn88Nkhrl4IxdpWxdhJPZg+d4Bwwg+dTs/qDRfYc+A6BQXF9OjahIUvD6FmDRfhMpy7GsYvG88Tm5hJo3rVmD+tP907iicoiE/N5rONJ7kSGIO9jYppI7oza2R34YQfJTod3x64wE6vmxRpShjYrhnvjB1ANRcn4TIcCAjm2zOXiMtS06p2Td4e3JduDcXvCAjPymDphZNcSoylksqKBV1781KHrsL6Il0JXwYeZV+cH8XaEoY91pZ32o7AzU48acnF9LMcTNpNpiaDhk6NmVBvKo0rNRXW52uCiMxcRm6xN1qNC81qvU4d12kW1KGI7fEbuJZ5CZ1OR/cafRj/2HM4WIvXYUu0F2sizpJWnEuHKvV5q/VIWriKT1NdT01kmddJ/NKTqKyy5p1eg5nYXCxDF4C6qIgPTpzmcHAoKArj27flnSf74WBBwo/V57xZe96HjLwCujaux7ujn6RJzWrCeu+weL7ceZbg+FQqO1jz1qQhDO8svkNjprqAr1ad5Ny1cKxUCmOHPsG8KX2wtRFL+KEoChs3XmTnzmvk5hTRpUsjXnl1KO7u4olXvC+E8sfXR4kOT8G1qh0Ll46j5wDLksfIhCEPDmnaJqjICZYQlcac4V+i1ZRfUVtZW/H93ldp0spEcmMTvDz1d8KDkwxi017qz5RZ/YT06z0vsXq94e5vzZvW4vcfpgvpw6JTeWHxBoNetq2NNRu+eZ56dcz/yPV6hQnvriUm2TCX8iKP/ngMfkKoDF/vP8fa0z4Gsc5NHmP1y+OF9D5xCUxZu82gb+hoa8PReTOo5Wo+W5lGp6P/lj9IzDO8RfDzfkOZ0LKtUBk+9N/Pthhvg1j/Wi34odtkIX2g+gY/hBtu1eto7cSKNl/hbGO+Djp9AT4J/dDqMwzizav/SHXnp4TKsCbqZ65lXTKIdanSkxmN5gnpTyQFsPj6FoNYFTtnDvR/HUcb85m+sooK6bvjd3I0xQbx9UPG0+8xsYvI2Tv3cioi0iA2uUM7lg8ZKKTf7R3IuzuPGcRqu7lw+I0Z2AmYZkp2HqOXr6HojpE3lQpWL5xAxyZibcL8D7bhG2h4N8uUUZ15+TmxNmHnzmv8/JNhmth69aqyes1srKzMX0gnxKQzZ+wPlJQYtms/eM6lSUvxCzBp2g+OR2Ih2qPAqT2+BoYNoNfpObHT+x4KQyJCko0MG+DoPvOJ6m9z6OhNo1hoeAphESlC+sNnAo2GxUu0Oo6eCxLS+4UlGBk2wL7zAUJ6gN1XAo1i3hHxxKVnC+l3+QUZDeYWlmg5EBgspL8QH21k2ABbg40/W1No9Tr2xfsbxc+mhJJelGdCYcyljHNGsUJdAb5ZV0282pjMwhNGhg2QmrddSF+kK8In64pR3CfrCkW6IqFj7In3MYplafI5m3pLSH84OsTIsAG2ht4Q0qfn53P6LsMG2BUQhFYvNly/09v4vE1W53I5PEZIf9QnxMCwARQF9nmJ/Z7ik7ONDBtg/ynx39Phw8bnYlxcJgE3xW5rPXXA38Cw4c92zYJ26WHCXL6Lu9m1axeDBw+mRo0auLq60qNHD44ePfr/U9h78Ejc8vUooC0xPWcVFBiMp2eBWX1aUqHJeE5OHp6enkJlyMkxvYHMwYOHqVXD/C1tQUHZJuP+/jfx1P/1rnIAMRnGjSxARmaWcB0Ki0wfY8++/VR3NH+6hqZkm4x7+17HKTrMrD6gxPT3kJyWJlQHHQoapxK4qxOjoLBzzy5cFVuzx4h2jwYTHeor3leIzzZ/AeZcw5fqzYzjySlx+J8yXwetVQn6pjqjOugVHdt3bMNGb74O8c6JJluX85cuklVi3rQuaU2fy5GxMULfg1qrMzkTr9Fq8dyyBRuB6Zrk1HST8VNnzpJ43fii5m6840xfpIWGh+PpafrYd5KZU2IyXlhYLPx7yswwvogGOHrsBIFB5qc6/G+YPt/ud93OP8XtfBczZ840u1EXlJr84MGD+fjjj6lcuTJr1qxh5MiRXLlyhY4dO/4/lNgYadoPiD4j2rP9t9NGi0VmLRpH265NzOr1egXf8z+QFG/4Ixs+ugseHkOFypCZe4rtuw179u61K/PK/OlCQ2GPt4/n5aWGQ5oqFSyYNYbmjWuZ1ZdodZx98w/S1fkG8XGDuuDxTE+BGkCw1XF2XzHsSTSvU50FM6cK6euERfLSlr0GMWuVisWTxtGomvkh/oISDQc2/Y662LBH+XzXnni07yJUBj/vbRxNNBwx6Fi1Pi+NEptTvpbZkFVRPxvEbFQ2vDDwJarYVTWrL9ENxyfhMHrF8GKxdaNZDGg3SagMOeEpBOYY9tJau7Vn6kSxOtjFXuOjAMPvwdHajsWjnsfNzvz6hCfzczm6/Xc0esOL4Xl9BzOq8eNCZTi9aSs+CYkGsWEtmjN19AghffF5H744ZDjq4epoz1szn8PJzvyFS8/ULC6uWGc0ejVn3DD6tBYb4r8avp6wmDSD2LB+bfDwGCKkLy4+x4b1Fw1i1apVYuHC6djamh/i79IhkQVevxi1a/2GiU0VPWyYy3dxN99++63B848//pi9e/eyf//+f8y05fD4A6Jp67q8+vE4XKuUNkh2DtbMWTpayLABrKxULPtiEo2a1gRKzbL/kDZMnztAuAwvTOvDgH4tywy6ccMarFg6RsiwATq0eoyFMwfg4lzaK3dzcWTxS0OEDBtK57+/fGU0DeuUGouVCp7u1ZoZT3cTrsObo/sysG1TbneEWj1Wky+nPy2s79+sMa8P6IWzXem8aTVnJz4bPUzIsAGcbO1YOfQZGrhWBsAaeK5Ve2a27SRchnfbPU3vmuVd3Q5V6vHpE3+dme5OulTtwVN1nsHOqrQObrZVmNX4ZSHDBrC1rkzLGr9gZ+0OgF5nQx2XF6hZaaJwGZ5r8CLNK5UvNmpeqRXPNTB926UpxtbrzNRGvbC3Ku0X1HZw48snPIQMG6C2sws/PjmKWk6lQw62qFjQvoewYQN8M3I4T9Qtn3ft26ghHwwR/z1N7dWRSd3bY2tdam71qrrx49RRQoYN0KBmFVZMG0bVPxdR2lmreGVUL2HDBlixaCQt7/j99e3SlFemic1nA0yZ0othw9qVLWatV68qyz98VsiwAZo+7s6r74/GtfLtds2KOW+NoG1n8TqIUlRUZJQDwtxDrVYbxYqLTY/WPQj0ej25ublUrSr2W/xbUCRGqNVqBVDUarXF2uIijRIXkaKsX7exwu+fGJeprPpjfYX1WVn5yi+/VVxfVKRRfvptnVJUXFLhY8QmZyqr1lb8M0hT5yk/r6l4HfKLNcr3a9crxVpthfR6vV6JzM5UVm2qeB1SCtXKL57rKqwv1BYof2z/XdHqK1oHrVKgiVA8t66ucBkyi9OVNdtWVVifoylUftyyRtHpdRXSl+h0Snh2urLmPr6HBLVa+XXDhgrrswsKlR/XrFf0en2F9JoSrRKVnKGs3XAfdUjJVlauvo86ZOcrv/xS8XOxuEijxEamVrhdM9emFhYWKrVrWiuARY9KlSoZxd5//32hMgHK7t27LarHZ599plSpUkVJSUmxSPcgkcPjDxg7e1sea1wTmysVH8So81gVHJ0q/tVUruyEm0vF9fb2tlRxscXeruLHqFerCo52Ff8Mqrs6U9m+4u/vZGdLdTsb7KzFehR3o1KpaORWBS9VxetQ08EVN4E57HvhYO2IU0klrFUVrYM1jraNUXTm51/vRRW7athrxW/zuhsXWweq6u2xquDnaGNlRRO3aly9j+/B3dUV1wqeBwBujg5UtbcRvm3xbmxtrGlYqyqXBW/dNIV7TTecHe6jDm5OuLlV/Fy0s7elXqMa2Hj9PYOzGo2G5FQdMT4NcXURe4+cXD0NOkUTFxdnsCL979qSevPmzXzwwQfs3buXmjVr/i3vIYI0bYlEIpE8FFRyUVHJReziSP/nSklXV9e//TayLVu2MGvWLLZv386gQYP+1vcyhzRtiUQikTwU6BQ9OsGdQ3TK/e20J4qnpyczZ85ky5YtjBghtojx70SatkQikUgeCvQowlv/VmSL4Ly8PIOMj7fzXVStWpX69euzZMkSEhISWL9+PVA6JD59+nS+++47unXrRnJyMgCOjo64ublZ/P4PArl6XCKRSCQPBXoL/1mKt7c3HTt2LLtda9GiRXTs2JGlS5cCkJSUZJCw6vfff0er1fLyyy9Tp06dsserr776YCpcAWRPWyKRSCQPBToLkrNUJIlL//79/zLxyu1EVbc5c+aMxe/xdyNNWyKRSCQPBX/38Pi/AWnaEolEInko0KNgegNa06/9LyJNWyKRSCQPBbKnbR5p2hKJRCJ5KPi757T/DUjTlkgkEslDgf7Ph+hr/4tI036AFBVqOLnjKuEB8WTkJ1MwsginSg4WHcPnUjiXT98iJi6Ffr0ycK9fzSJ9QkImhw/fwO96Bk2bRtKlS2OL9AUFxRw+EcDZy5k4uV5n6MA2ODhYtv3hRZ8ILvlGER+bQ/9UNXVqWnY/Y1RiBvsvBXIjRE2z4Dg6t6xnkT6nsIjdVwM5Ea3G/koAI55oib2t+KmuKArHQsK5GBVDclYeT+bmUdvFRK7Mv+BWRio7wwMJLM6mWUoCnWvVtUifpclnb5wvZxwTcYm/zlD3dthaiW9jqVf0+GV7EZ4XSGK1BHJLsnGxrWxRGYLU8RxJ9CfEIZH26nhauT1mkT6tMJ9tYTc4W5KJc2QQIxq2xNpK/C7TEp2OA8EhXEtIIDs3j6EFhVR1smxL1esxiRy6GUJEUg4dk9JoWaeGRfqU7Dx2X77J5Qg1NfzDGNiuqUXbmWpKtBzyukVgZDKZSXk8XVCEi5NlbcL1m7GcuRhKVFQ2PXpn0LCeZW1CSlI2hw/44XMtjUb1w+jey0Te1r+gqFDDyT2+hAcmkJGbRsHIYpwq/T1bheosmNMWfd2/DZXyV+vf/6Pk5OTg5uaGWq0W3h5PU1TCG89+R9iN8uTyDZrX5uu9rwkb97ofT+C58mzZc3sHWz76ZTptnmggpA8IiGfxm54UF5fnun3uuZ7MmCmWFaigoJh5r28iKqY812+LZrX54YvJwvuQf7v2NNsO+ZY9d3K046f3J9BCMFOYV2A0r/2wlxJteUrGBc/2YfpwsbSY2fmFTPl+C7Hp2WWxJxrXZdWccdgI7v285MAxdt4oT63p5mCP57SJNK0u1lgeiQ5l3sl9BsN3K3oOYmorsVR+aUW5TL/0K8lF6rJYzxrN+KHzNGHDWBv1Df7q8j3HK9m4sbDZh1SzF9sz+VDCdZbd2IHyZ8OoQsWyduN4qq5YHeJysxlzcCPpReVpWp9q0IKfn3xGSK8oCjN37uZcdHRZrI6LCzuneFCrktgF1JYr/izfd6rsubWVim8mPc2g1k2F9JHJGUz/dis5BeVZo0Z3a83yKWJpMbU6PfO+3I5vaEJZ7LGabqz932QqVxK7+PDcdZVf1pa3CbY21nzy3hi6dhTLshUWksQbL2+goEBTFhszoSvzForVQVNcwhsevxIWEF8Wa9CsFl9vfdki4zbXpt7++42gmrgI7j2em6unXatUi9rpfwNyc5UHxJm9PgaGDRATmsyxrV5C+qyMPLavuWAQKy4qYd1PJ4TLsHrVWQPDBti69QpZWfn3UBhy6NhNA8MGCAlL5uSZW0L6pFQ1Ow5fN4gVFGpYtf2SkB7gx50XDAwb4I8DXuQViqXb23rphoFhA/hGJnAqINy04C5CU9MNDBtAXVTMLxevCukBPr16zmi+7UufCxRptfdQGLIp+qKBYQNcSgvDK12sDtH5oQaGDZCnVXMqdZ+QXqfo+SnkaJlhAygo/BRyVHjryF8DrhgYNsChmBB8UhPuoTDkfHSMgWEDJOXmssbH17TgLopLtHx33PC80+kVvjp6XkgPsPLoVQPDBth7JZCwxPR7KAw5cz3cwLAB4lPV7Djtfw+FIfkFxazdYliHEq2O39eL12H9qnMGhg2wd8c1kpOyhfRnDvgZGDZATFgKx3ZeEy6DJegtfPwXkcPjD4ioW4km4ycPXqDQKcmsPjk2H+1dZgUQEhCLp6enUBmCg+ONYiUlOtas2UadOuZ7+2cuZZqMHzpyHnVGgFl9VFIRehMDN/5BMcJ1CI1LNYoVFpfwx4at1HIxP0x/IiLbZHzX8TNkBPmY1d/IKzQZvxIaLlSHEkUhqiDLKJ5dXMTKrZ5UtzL/kzvnFAMmqrrt3BGiNd5m9amVo6GOcfxGnA/aC85m9QUqLaluOcbHLc5h7dZNOAkkB7ygSTYZ33DsIKHWLmb153PzTMbP3LhJg0Tzxp9ZrEVdWGQUj8nIZv2mzdgK5Ji/FmTanNft2EfrGuZ7yhcjck3GT13yxTkvyqw+LVNDYVGJUTw8MkX49xTgH2MU0+sV1q3ZQf1G5s+Fa4dNf9ZRIebbtIqgR4UOyxKG/NeQpv2AaNLG9Hzf4FF9GeXR16w+OzOfU9u/oKTE0LhbtWuIh4eHUBl8vDdz/brhj9TW1poXXpiIm5uTWb19JV+CfzHu2T89oi/DBrYxq09Oz+HQlT+MjLtjm0Z4eIw2qwc4HLGJoOgUg5iTvS0vTpuEs4OdWX3+yasEH7poFB8/dAAD25ofFu2SnsHO39cbxXu0aIbHqGFm9QBrt68iQm14AVTVwZHZkzywtzb/k0sPPsaayHNG8Un9htOtuvk6xOSH822YcW+uQ/0uPNvT/LmkV/TsPvMFKXf19ms5uPH8sClYC6TJvOV1nPXBxr3i54c+TYca7mb19WNiOLp9p1F8YPt2ePTtY1av0WrZ/NkfZBUYXoQ1rlGVaVMmm9UDBGiPcOCa8SjTzAmjaVzb/FRJbd8wvH7abxQf3LszHiO6mtUXFGg4eO5nCgsNjbt509rCbUKI/3YungsxiFlZqZgxczw1a5tfa1LDwYdbXtuM4k0et2yNhih6pfQh+tr/InJ4/AHRd+QTtOpsOM/UpM1jDB7fTUhfuaozHrP7G8QcneyYvkA8DdwLs/rh6GhobFOe6ylk2ADDB7ehWRPDOc/Wj7szoG9LIX3t6q54jOxkEHNxtmfWhJ5CeoBXxvXB3tZwwdWcZ3oJGTbA+B7taFSzqkGsW7N69G8ttiCvafVqeHRsZxCr6uTIvF5i3yPA/7r1x/aOBVcq4K0ufYUMG2Byo57UdaxiEOtXsyVdqzUR0jdwbkqnKr0NYm62VRhQc5SQ3kplxSsthxuYs7WJ2F/xUptu1HYynHse3biVkGED9Kxfn0FNDOtbz82NGZ2eENLb2diwaGhv7lwCYGNtxRvDzBv+bWYP7UaVu+aex/VqK2TYAH07NKHr4/UNYg3rVOXZ/u3uoTDEycmOWVMMy2tnZ8NL08x3Am4zbVZfKrkYjrKN8+guZNgAfUe0p9Vda2qatHJn8NhO91DcH7o/e9qij/8iciGaCSqyEA1AU6zl7F4fwgPiSc2J461P5uHgKGY2t7npE82lU7eIig7jtf9No5Z7ZYv0KSlqjh69iY+3Py+8MJJ27eubF91BUVEJx88EceToRZ5+qg8D+z+OnQUrrwGu3Yjhom8ksdFhLHllMjWqWrbyOj41m4OXg/D1v8n8KSNp20Ssob9NfpGG/T63OHrBi2cH9WVoh+bYWouvvAY4Ex7FhchoEiPCWT51MtUrmR9KvJPw7Ax2hQVxMyiAxSPG0LZ6bYv0uSVFHEi4zsnrl5nYfQgDarcSNkwo7S0H5vgSlhtAdGAcLw1ciLON+WFpgzrkJnMk0Z+goCAWDfKgqYtldcgqKmRH+E1OXb/G830HM7h+M6wsWHmt0+s5GhbOtfh4MiIjWTH1OVwdLFt5HZSQwqGbIYQEB7Nkyjga16hqXnQHGbkF7PUK5MI1X2aMHkKf1mILwG6j1eo47h1KQGQS6fGRLF0wDWcL24TA4ETOXAohPDyENxZMpG6dKuZFd5CelsvRg/5cvXKd6TNH8ISFd5RoNFrOHvAjPDCB1Ow43lox2+J2TXQh2qXAOlQSXIiWl6unZ+uk/9xCNBSJEWq1WgEUtVpd4WNs3rz5vsrwqOsfhjLIOjwcZZB1eDjK8E/WwVybevvvFwLcFb+Yx4QeFwLc77udfhSRc9oSiUQieSiwZNj7vzo8Lue0JRKJRCJ5RJA9bYlEIpE8FOiwQifYlzS+Qfa/gTRtiUQikTwUKIoKvSI27K0Ivu7fhjRtiUQikTwUyDlt80jTlkgkEslDgU6xQqcIDo//R29WlqYtkUgkkocCPSr0gnPa+v9oli9p2hKJRCJ5KJDD4+aRpi2RSCSShwLLhsdlT1sikUgkkn+M0uFxmeXrr/hHN1c5d+4cI0eOxN3dHZVKxZ49ewz+/vzzz6NSqQwew4aZz7T0008/0bBhQxwcHOjWrRtXr4rnQr5figqKiQyMp6RILHfy3SiKQkx4Cvk5xin5RElLzSErU4NSwSvRgoJiMjI0FBZqzL/YBHq9QmRMGvmFFb+TMikth8zcin8GuQVFpOaVUKSp2Peg0+sJTUonr6TidYjLVpNeUrH3B8guLiRJr6FYV7FjaPU6wnOTKFRVvAzROVmkKxX/HjILC0kuKaFEV7HPUaPVEpKcRqGu4tmTo1OzyK7g7xEgIyeftLwSdPqKlaFIU0JoTBpFJRWvQ0xcBrl591GH9Fyy0ovRV7QOBcVEBiVQUvz33h2t//M+bZGH6Nz3v41/tKedn59P+/btmTlzJmPHjjX5mmHDhrFmzZqy5/b29n95zK1bt7Jo0SJ+/fVXunXrxrfffsvQoUMJCQmhZs2af6m9Xw6sPceaj/dSkFuEjZ0VToW1GTdvsLA+PCiRT9/YQkJ0aR7fxICNvPnpeByd/7rOtyks0PDpR3u5dCEURYGrl37lf0ufoVkLE8mV78GWbVdYv+ECRUUlHD3+E7Ne6MfoUWKZlQACghP48KuDJKWoUakgIWM/b786HHs7sVMtJ6+I9388iJd/NACXwtex4pWnafSYWGYlgF/3X2b9UW+KSrTsDvqdReP7Mapna2G9V3gs/9t2lGR1HiogZvsx3h87UDjpSEZ+Aa/sO8iVuNL85ifWbeL7USNoUKWycBk+8T7Nmls+aPQ6Nu34hQ+6DeLpho8L6y+m3eKzoJ1kaHKxqqoi69YeXms5CivBpCNJ+Tm8fG4vvmml+ZRPH97AT31HU8dZLDGDXlFYfuoUW27epESvZ+sff/Dx4MEMaCyerOLwzRBWHDxNZn4h1irIOHKON4eJZ7iKT8/mjbUHuRVfmqPd+8ftfD59BNVcxLLelWh1fLLxJAcuB6HTKxwJW8WyGUONMnf9FQfOBfLd5jPk5BdjYwXaSpd4cax41ruY2HSWfbyXqD/bhPCYbbz31ihcXMQSp2iKS/hq+V7OHQ9Er1e4cuJ7Fi8fS2sLEgkd2HCRNV8cLG/Xit0Z99IAYb0lyOFx8/yjlyrDhw9nxYoVjBkz5p6vsbe3p3bt2mWPKlX+OsPN119/zYsvvsiMGTNo1aoVv/76K05OTqxevfpBF9+AUL8YflqylYLcIgC0Gj2rPtyD/8VQIb1Op+fDVzaWGTbA5ZNBrP32mHAZVq08zcXzpYYNEB+XybL3dqIT7KVc94vh95WnKSoq7VnlFxTz3Q/HCBFMeK8p0fK/j/aQlFKah1lR4OT5YNZvuyxch+82nCkzbIDIuHT+961xTuJ7ccYvgt8PeFH0Zw83p6CY5euPE5mUIaTPL9awcMMBktV5pXUAdnsHsu68cW7oe7H0+MkywwYITEll0YHDwvrdEYH8FngVjb60V5NRVMDCcwdIyMsR0mdr8nnvxiYyNLkA6FUKu+Ivszf+inAZFl86VGbYAL5pCSy+dEhYv9nfnw3+/pT82bNLy89nwYEDZBYWmlGWkpidw+IdR8jML329ToHVF33Y52ec3/pevL3hcJlhA3iHx/PR9pPC+k3Hfdl7MRDdn4mbU7LyeOOX/eQXiY1ARSdm8tEfx8jJLwZAq4c/dntxzjdCuAzvf1Ru2ABXvaP46XcL6vDHOc4cDUD/Zx2SE7JZ/uZWNIIjUKE34vhp6U7Ddu3TA/hfDhMugyXo/+xBiz7+izz0tT5z5gw1a9akRYsWzJ07l4yMeze+Go0GHx8fBg0qz0FtZWXFoEGDuHz53sZRXFxMTk6OwcNSLhy8bjJ+bp+PkD40IJ7UxGyj+PkjN4XLcO60cYOWkqwmJFjMdM+eC7Yofjf+AfFkqQuM4qcvhAjpAU5fMb7IiUrIIDIu3cSrjTnha6zXKwqnfMOF9BdDY8gtKjaKH70hdvGl0ek4EWbcKPsnJZOYkyt0jIMxxp+3VtFzLE6sDBfTb1GsNx7SPplyQ0iv1hRxISnaKH4hKRp1cZHQMQ6HGTfqRVotpyLEDOvkrQi0JoZyjwSIfQbJWbncjEk2ip8JiKBEKzbEe8LH+L3yCzV4BcYI6U9fC0Nvojd48orY7yE6Jp3oGOPz/sw58d/ThZNBRrHszHxu+kaL6Q/7m4yfO2g6fr/oFJVFj/8iD/VCtGHDhjF27FgaNWpEREQE77zzDsOHD+fy5ctYmxiqTE9PR6fTUatWLYN4rVq1CA6+t/F88sknfPDBB/dVVnsHW5Px6JhIPD09zeozk033QEp0xUJ6gJISY7MBOHXqOP43zA+xR0VmmoyHhgbj6WncAN5NUprp9y8syBOug6KYblCPHT2Mm7P50zU+Vm0yHhR4E8+cSLP68BzTdcjNzhKqg15RsMJ4X2QVcHDfXioJDLGnak1foNzwuY6nn/keTphdFpgYxc5MSROqQ7GiN1kHK2D3zp3YCwyxZ2aaPpd8r16l5Kb5C9EbWcYXfwCpSYlCdcgvKb0h6G7LtAK2bdsqlNc7JzvLZNzr0kVSQ73N6oMi80zG4+NihOqQk3uv3rBO+PeUX2i6DOfPnyU06ppZfWhYgsm4wz3au/vFsr3H/5vD4w+1aU+aNKns/23btqVdu3Y0adKEM2fOMHDgwAf2PkuWLGHRokVlz3NycqhXr55FxxgwrhvbfjyOpqi8h2Nja83895+n0eN1hY4R5vUzITfjDWLjnn+SiR79xQqhu8Sq308bhFo+7s78Bc8Lybt3T+OleWvQast7OHZ2Nixa5IF7ncpm9Yqi4B+6lqhYQ9OZOrEvY0eIzYtnq86zfq/hwsHObeozZ9Z4IX2bqCRmfLbVoIfjZG/LkpcmUcOtkll9iU7H+S/WkpBlONoyd8QARndqJVSG8BOn2eDrZxAb3KwpL44ZKaSvnxTNc8e2GjRJbnYOLBs7FTd783OZxboSvC98VjY8fps5XcbQt6bY3P7NiwfYGRFgEBvduA3P935aSF8tPJy5+/YZxGo4O/Pe1Kk42ppv8EcUFnH+m9WoC8svolQqWDT2KXo2aSBUhkDtfk7dMBxhebZXe6Y8+6SQ3rVhEEtXHzWIuVdzZfHcqdjamL/4Gpydh/ebayi4o02wUql4beYztGkqts4kNGoLPtcNe/bPPtMVD49+Qnpn66v89LnhtEb9xjV49Y2ZqAQuXPr3ymDOhc/QFJdfQNjYWjNoXBeh97cUvWKFXnBO29Qoxn+Bh354/E4aN25M9erVCQ83PdRZvXp1rK2tSUlJMYinpKRQu3btex7X3t4eV1dXg4el1GlQnQ82zKVZu/qoVCqq1HHivTWzhQ0bYOmPU+kztA02NtY4OFnz3MsDGT9LfOHNxMk9mD6zL5UrO2FlBX2ffJzlH4uZHUCjRjVYvuxZGjeuAUDzZrX5eMU4IcMGUKlUfP7+s/Tu1hRrayucHKyYM13csAFeHN+LaaO74uLsgLUVDO31OCteETMKgLaN6vDZ7BE0qlO17PlPr44VMmwAW2trVs56lj4tGmJtpcLF1oolo/oLGzbA2/37MKPzE1Sys8NWBePatuazp4YI63vVacg3fZ6mkWsVVEDXWvXYOGSikGED2Fvb8m2nWXSu2hQrVLjo7Hjr8WeFDRtgRbehTG3xBM42dtih4rnmHfmo+1Bh/ZCmTfl48GAec3VFBfSsX5/1zz4rZNgAro4OrHr+WTo3rItKBVXtrPns2WHChg3w4eQhPNOtNQ62Nthbq3iuX0deH91HWD+iRyvenNSfWlUqoVJBrzYN+XnRs0KGDVC9ciW+e/NZ2jStU1qHSjZ8tGCEsGEDLF0ymkFPtsLW1hp7OysmT+jOjGnidRg1oSsvLBhE1WqVUFlBj34t+Oj7KUKGDVCnfjU+WP0izdo+Vtqu1Xbkvd9m0Kilu3AZLEF05bglPfJ/HcpDAqDs3r37L18TFxenqFQqZe/evfd8TdeuXZX58+eXPdfpdErdunWVTz75RLgsarVaARS1Wi2suZvNmzdXWPtv0D8MZZB1eDjKIOvwcJThn6yDuTb19t9/8+2krA/tJvT4zbfTfbfTjyL/6KVKXl4efn5++Pn5ARAVFYWfnx+xsbHk5eXx5ptv4uXlRXR0NCdPnmT06NE0bdqUoUPLr/gHDhzIjz/+WPZ80aJFrFy5knXr1nHr1i3mzp1Lfn4+M2bM+P+unkQikUgsQK4eN88/Oqft7e3Nk0+Wzy/dnleePn06v/zyCzdu3GDdunVkZ2fj7u7OkCFD+PDDDw3u1Y6IiCA9vXwOdeLEiaSlpbF06VKSk5Pp0KEDR44cMVqcJpFIJJKHC8vu05am/f9O//79/3LXrqNHj97zb7eJjo42is2fP5/58+ffT9EkEolE8v+M3MbUPP/NSxWJRCKRSB5BHupbviQSiUTy30EOj5tHmrZEIpFIHgos21xFmrZEIpFIJP8YekWFXnB7UtHX/duQpi2RSCSShwK9BT1tecuXRCKRSCT/IJZtYypNWyKRSCSSfwwdKnSCt3KJvu7fhjRtiUQikTwUyJ62eaRpP0DSk7LZ8fNxwm/EUmJTwIBeGdSqX01Yr9PqOODpxeWTQWRmp9OifhhP9GpmURl8r0Wxb7cPkRGJ2FtfZfTYzljbiJ/cyUnZbN3qxRWvRDLSjzFxUg9q1HAR1ms0Wnbt9cHragQ56nRatYmjfVvLMqZd8o5g37EbxMSk41jFj1FD2mNlJX5VHZuUxcZD17jmn04aZ5nyVGequTkL6ws1JWw+dZ1Lt6IpyM6mTVQSbRuJJ3kAOBYQxi6fQOITMrHzDmBsp9bCSRoAQtPTWenjg09GBvEXLvBi505UdnAU1ueWFLPq1hUup8RQomTSLjOZ1lXvnTTHFHtDbrH7VhBJ2Rk4hdxidIvHLdIHJaWy9rIPfrEZpJ2+xMwenajkYD5F7G3U+UWsPePN9ahESnLUdElOp2nt6sJ6RVHYdymIo9eCSU3JomaLMAY+YdnvKSAiiS1HfQkMzaDQ+QqThz6Bg714WspMdT6bDngTGJ6EtjCbXv0zqf9nMhsR9HqFAwf9OHc+mPT0VBo2CqdH96aW1cE3mj2brxAWEoNN8QVGT+6OnZ1405+enM2OX08RfjOeEus8BvTOoFY98XbNEnSI96DFsqL/+1Apf7Ul2X+UnJwc3NzcUKvVwhm/crMLeHngR6QllOfgrVLDlR9PLqFqTTehY3z51jZO7rte9lylUvHOt5PpPaSNkP78mWA+fG8nd36jA4e24e33RgvpMzPymD1rFVlZ+WWxmjVd+X3VC7i4iBnGex/s4sKl8pzPVlYqPvlwHF07NxbSHz4VwMc/HDGIjRnWgUUvDRLSJ6apmf7eRnLyy1M6PlarMhtXTMVRMAfwS9/t4GpoXNlzG2srfn9lHB2bimVs23TZj48OGKZIndW3M4uGimVnisjM5JnNm8gvKU/p2LxaNfZPeQ5bgXzcekVh3LF1+GUklsXsrW3YPngabQSN++drV/jy8gWD2Os9evNyl25C+sDEFCav3kqxtrxpbVe3NltemCR0AVai1THpm82EJZVvUexkb8vmhR40riVmGD/svsCaI4Y5oxdP7M+kAR2F9H6hCcz7dDtaXXmq2s6t6vHzW2KZ8wqLSpi2ZD3xKdllMRdnB9Z9/Bx1aoi1Cd/9cIy9+3wNYovfeIphQ9sJ6b0vhbF0wSb0d9ShR/+WvP/tZCF9bnYBLw/7nLTE7LJYlRou/Hj4TarWFM+GaK5Nvf33d72G4FBJ7HdalFfCiu7HLGqn/w38N8cX/gZObvcyMGyArLQcjmy8KKRPScji1H4/g5iiKGz59bRpgQk811/k7kuwU8cCSE7KFtIfOuhnYNgAqak5HDt6U0gfFZ1mYNhQ2lPYvNVLSA+wfofxa/cdv0FWdr6JVxuz84S/gWEDxKdkc/xKiJDePzLRwLABtDo9a49fu4fCEEVR+O3MFaP4xst+5BdrhI6x5rqvgWEDhGZkcDwiQkh/ISnKwLABinVa/rhlXC5TaHQ6fvc1ru9K32todGL9mzWXfQ0MG+BGQjIXI2PuoTDkdGCEgWEDFBSXsOnc9XsoDMkv0uB50vi1qw9f/cutk+9kw8FrBoYN4B0Ux43wxHsoDDnpFWJg2AC5+UXsPO4npM/OLuDAQePXbtp8WUgPsHXVeQPDBrh8Jpjo8JR7KAw5ufOagWEDZKXlcsRTvAyWcHtzFdHHfxE5PP6ASI3PNBm/fPYaqjpqs/qUmDyTjUlcVAqenp5CZYiNSTWKKQp4bt5FbXfzPeWLl9JMxs+dvYqmxLxhxMYVmoxHRCQK1yHxrkYOQKfTs2HzDmpUsTOrv3I9y2T8xJlL5Ceav/gISjNdh6DIOKE6aPUK6XkFRvGiEi1rPbdS1d78T+5apulz6cC5s6h9fMzqryo5JuN+MeF4xpqvQ75eR05xsVE8p7iYdVs8qWRlvrfvH5thMr7n+EnirzmZ1V9JMn2R5h0YgqfW9Hl6J1mFWopKtEbx9JwCNm7yxMbafG//Vrjp99m59wiBAr8nrxDT38MVnwCqqcwbf0aGBt1dhguQmJQl/HuKCk8wGd/muZd6Tc1Pe107afoiK+Ue7d39oliw97giF6JJ7od2PZuz+7dTRvExU4cxYJz5IcXC/GLO7/yEgjzDxrJLn5Z4eHgIlSE0YAcXzhr2KJ2c7Zkz7zkcHc0bXvVqAXz68T6j+MRJQ+jZq7lZvTqnkFPnf0ajMWwse/d8HA+PEWb1ANdCtnPN37ChqOLmxNwXn8PW1rxZ2NXw5/N1J43i08YPo3Or+mb1KVm5HF66Cp3e8AJqUJc2eEx48h4qQw7+6smNuGSDWN0qrsyd9pzQ0LD62lU+v3DBKD535CjaCmSr65aTwb4Dv3H3JeDI1p3waN/frB5gx8a1hGYaGm/zqtV4ccpzQvqUkxf59fxVg5gKmD9+LI2qVzGrbx+XwqlvNhvFR/fpisfALmb1er3CwfDVJGUYGmfbRnWY+twks3qABN0ptt3VK7a2UjFvxnhqVTVveM0DY7n60Xaj+JhhvRg7uINZfUmJjtNnfyIr2/Ai8ImODfHwEKtD4q3dHN9nOOJgZ2/DnAXP4VrZ/MVTo2oBfHDhD6N4+x6WrQ0QRW5jap7/Zq3/BroObkP/sYaNSfeh7ej3TGchvaOzPS8vHW2waKxGHTdmvj5MuAwvzhtIjTvmmaytrViwaKiQYQMMGNDKyJwHDmpNd8EfqJurIy/PGWhgTO51KjNzuthcLsCCmU9StUr5ojE7W2vemDNYyLABRvZrTdfWhuY8un9bIcMGqFXFhVdG9+HONWONa1flxeFic7kA740cgJujQ9lzR1sb3h89UHgx3bQOHenk7m4Qe+GJTkKGDdDYtRoL2vQ2iLWpUpsXH+8upAf4cMAgKtmVnzeV7OxY/qTYugKAmT070apOTYPYvH7dhQwboFW9Wkzr94RBrGMjdyb17iCkt7JS8e5zg3C4Y8GVm7MDb03qL6QHeGFUdxrXLZ8/V6ng5fF9hAwboFPr+oweYDj33KVNfZ7uL7ZGxdbWmtcWDjM496tUcWbe3IFCeoBpLw+gTr3yhW9WVipeenO4kGEDdB3Uiv7PdDKIdR/chn6jxNYFWMrtHdFEH/9F5EI0E1RkIdptbvlEEXEjlvCEWyx8d47F752eouba2RD8bvjw+nuzsLNgpSqApljL5YthnDp1jgWvelC9huULNG7eiGPbtkNMnvw0j7cSW3x1J8kpaq56RxFw04c3X39e2HBvU1RcwoWr4Zw9d5HXXvagamXxld9QOq/scyuOHfuO8fykkbRsaHku9bi0bLyCY7jl78s7c6djY23Z9W1+sYaTtyK4eOkSb0+fTBVn8ZXfUFqHC7Ex7DhxgrmjR9Oyeg2L9AAR6nQup8YQfs2P9ybNwNrKsjrkFBdxPDICLy8v3ps8BVd7B/OiO9Dp9VwIj2HviVPMHz+GxjXEV03fJjQxHd+oBCJuXuedl6ZbtAIfIDuvkLP+kVy7eoUlc5/D2UHsAvY2Wp2eS/5RHDp+mvnPj+OxWpUt0gOERKUQEJ5ERLAfixc8b7E+Myufy5fD8fW9xptvTMdBcEHlbUpKtFw5F8qJY2eY++pkarlXtrgMt3yjiQiIJzw+kIXvvGSxXnQh2sKLo7AXXIhWnFfCt732yYVokvvj8U6NeHpGP2o1EVsdejfVa7kxfEJXGraubLFhQ+nQV78Bj9OytWuFDBugbbt6tGrtWiHDBqhdy41RIzrQqIGTxYYN4GBvy6A+j9OqsbPFhg2lq+47t6pP+wbOFTJsgHo1KjO+T3uaVXOw2LABnO3tGNXhcTpUcbLYsKG0Dn0aNKS7k3OFDBugiVt1nmvWiRYqJ4sNG8DV3oFnH2/NEw5OFhs2gLWVFf2aN6JLFacKGTZAc/fqTOrVnsZu9hYbNkDlSo6M7tWa1rUdLTZsKL1zoO8TTWhf37lChg3QolEtnh3cgXrVxW93u5OqVZwZ8VR7mjZxttiwAWxtbeg9sBUtOlSpkGEDPP5EQ56e1ptajf5ec5Q9bfPIOW2JRCKRPBTosRLeU1zuPS6RSCQSyT+ITlGhE+xBi77u34Y0bYlEIpE8FMjUnOaRpi2RSCSShwLFgr3HFXnLl0QikUgkkocZ2dOWSCQSyUOBTM1pHmnaEolEInko0Cvic9X6/+gOI3J4XCKRSCQPBbfzaYs+KsJPP/1Ew4YNcXBwoFu3bly9evWery0pKWH58uU0adIEBwcH2rdvz5EjR+75+v8PpGlLJBKJ5KFA/2fCENGHpWzdupVFixbx/vvv4+vrS/v27Rk6dCipqcbJlgDeffddfvvtN3744QeCgoKYM2cOY8aM4fp1sWxzfwfStCUSiUTyUHD7Pm3Rh6V8/fXXvPjii8yYMYNWrVrx66+/4uTkxOrVq02+fsOGDbzzzjs89dRTNG7cmLlz5/LUU0/x1Vdf3W9VK4yc037AxEekEBEQT3aycXpGEfJzi7juFUFSVB56vR4rC7ef1OsV/K5HEx2ZT15eEZUqWb79ZHR0GhHhecTFZVCvXjXzgrvIySnk+vUYkpKKUBTF4u0ndTo9vv4xRMUVUFCowUkw4cmdhMekERZfSGKKGvdalm8pm5VTgE9IPAlZYjmw76ZEp+NKSCxhWUUUabQGiStECUhMITC3kCR1LnXcxJJU3Elqfh5XExOI1VasDhqtlouRsYTkF6HRarGzsbwON2KTCMoqJC0njxqulSzWJ2fmciMqkeTcEvMvNkGRpoQrgbFEpReh1eqwsbF8W13/0ATCkgrJyimgiqtYoo07SUxVExSRRLq6YnUoLNTg4xtNfEIhOp0eawu31VUUhZs+0UQH55CrLsDFzfI6xEemlrZrKRVr10SxZNj79utycgwzudnb22Nvb7xlrEajwcfHhyVLlpTFrKysGDRoEJcvm84PXlxcjIODYRvq6OjIBRNZ+P6/kAlDTFDRhCG/vLuN/avPleXFHjypO699/ZywaXmdvsVni7dRWFDayNZvUpOPVz5PdUHTSU/P5e3XPYmOKs0D7OhoxztLR9NDIK0mlP64v/ziEEcO+QOlWY2eGdOZ+a8MEdIDnD59i8+/OEhxcWl6zmbNavHZpxOpLJhVKCk5m9ff20ZCYjYAlZztWf7OM3Tq0EBIr9XpWf79IU5eKk1RaqVSMeWZLsyZLJ5pbN+5AD7dcJISrQ6Adk3d+e61MVRyEts7OjI5g3m/7SYpKxeAys4OfDdrNB0auZtRlqLRanl1+0FOh0YCYK1SseDJnszp01W4Dmv8ffno0lm0+tJ8zD3r1mfViGdwtBXbuzooKZXZW3aT9mdu8BqVnPh90hijzF33olBTwoI1e/EKjwPAxsqKN0b25bne4tmhVh25yi8HLpWlSe3bphFfvPg0drZiFw83whN5/fu9ZOeV5kivVdWFHxaNpZG72IVoXkExr32xm5thpbmvbW2sefP5AYzq31a4Dr9sOc/GfdfQ/9kmDOzenGXzRwjvZ+/rG837y3eTn1+asreuexU++3Qi7nUqC+mzM/N59+X1hN9KAsDewZZFHzxDv6EW1GHpTvavu1Derk3oymtfeFh0MS6aMGTCyanYOYtdpGvyNWwbuMEo/v7777Ns2TKjeGJiInXr1uXSpUv06NGjLL548WLOnj3LlStXjDSTJ0/G39+fPXv20KRJE06ePMno0aPR6XQUm8g5//+BHB5/QPicucW+VWe58xro+BYvLhwUm/vQFJfw1f92lhk2QGxEKqu+OipchpW/nCozbCi9Qv/8kwNoirV/oSrn/LmQMsMGUBTYvcsb72uRQvr8/GK++PJQmWEDhIWlsGbtecEawPe/nSwzbIC8/GI++fogWp1eSH/0XFCZYQPoFYUNu68SEJIopM/MKTAwbCht/FcfMP5B34uPdpwqM2yA7Pwilm4+huj18Rafm2WGDaBTFL49dZHQ1HQhfVyOmg8vnikzbIBLCbH84e8jWAN49+DxMsMGSMsr4N0Dx4X168/5lhk2gFav5/N9Z0nIVAvpwxPT+XHfRYO85ucCothx/oaQXlEUPlh1tMywAVIyc/lso3Gu9Xuxdt+VMsMGKNHq+GLtKTLVYr3NgLBE1u+9WmbYACe9QjlyPkhIr9Pp+ezLg2WGDZCQmMVPP58QrAFs+OVUmWEDFBeV8M2yveTnFQnpfc4Fs2/tecN2bdtVLtzRTjxIFAvms5U/57Tj4uJQq9Vljzt70vfLd999R7NmzWjZsiV2dnbMnz+fGTNmWDwC+iCRpv2A8D1j+ofoe/qWkD40IIFcdaFR3OdimHAZrl2NMIrl5hQSEixmWNeumjbnq/eI383NgHiKioyHAK8Jmj7ANd9oo1haRh7RMWKGdcXPWA9wxd90/G68b8UaGPZtvALE9BqtFu/weKN4TFoWCRlihnUh3PR7XQiPEdPHxRgYxW3OxkYJ6TMLCglMMl6YE5icSmaB8Tlqiouh0UYxvaJwOSxWSH8pyHRdL90S+wwS0tTEpmQZxX2C4ykuEbuI9boRbRQr0erwCRKrg9c9zjkvf7HvITo6jbS0XKO4t4+YHsDnUrhRrKhQQ+B1sTr4ng22KH6/VCTLl6urq8HD1NA4QPXq1bG2tiYlJcUgnpKSQu3atU1qatSowZ49e8jPzycmJobg4GAqVapE48aNH2zFLUDOaT8gqtxjCDshLQ5PT0+z+pxM00MtVrY6IT2AtbXpxujS5TMEBJkfFk1KMm7kAOJiw/D0TDP5tztJTzc9d6rXFwnXwd4e7m5TVSo4c/oY166Yn49MTzVtjJFhQXh6mm/w4+7xPWgKcoTqoCgKjjYqCrWGpmmtguOHD+JgY/46OecedQi/6Y9nTKhZ/S2N6V5UUXqmUB1K9Ap2KhWau4zfTqXiwO7d2FqZHxYtzMo2GQ/09aYkMsCsPizV9MVBTnqKUB2KSvRYq0B317WLg62Kndu3CQ3tlhQaGyaAn48X6dHmR9Aio/NNxjNSE4TqUFCgRaUqHfG6E3s7hH9POkyfC1e9LxARb37kJSYhyWS8Ss2/J0VnRea0RbGzs6NTp06cPHmSZ555pvQYej0nT55k/vz5f6l1cHCgbt26lJSUsHPnTiZMmGDRez9IpGk/IAaN78aOn46jzsgrizm7OvLGx7Op+ZhYLuHk4I1cPmXYM5/56tMMGfOEkL5a5Rt8/sl+g1jP3s15ac54If2AAWpenPmHwXBc5cpOLH57GlWqiOW1jo7x5Pp1Q3OcN+8p+vZpIaS3r+TLd78aDv8N6t+KWS88LaTv2TeTF97aSGFxeY+/RtVKLFk4lUrO5uekFUUhaIUngZHJZTErlYo3nn+a7m0aCpWhoMZVfjh40SA2rld7ZowbIKTvkJzKxD+2oNGV9/jrVXHj/RemYS+wGEyr1+O1dT2hmRllMRsrK5aNfIbOdcRypKedvMDvl64ZxKb36MS0gWJrA1pEJTDz1x0GQ/RNa1Xjf7OfE5rPLS7R4vfheuLTyy9g7GyseWfmWFrWE5tXT1WdZMdpw2HcmSN7MvnpbkL6xm2iee3z3QajFq0a1+KNlycLmf6ogmIC3lxLWmZ5m+Bgb8PbL0+ggbtYm5Cavp/jJwINYs8//yRjn+kspK9XM4gVr28xiHXo2oj5r80Q0mcPzmXOlc/uatccGObR4y9UFefvThiyaNEipk+fTufOnenatSvffvst+fn5zJhR+nlMmzaNunXr8sknnwBw5coVEhIS6NChAwkJCSxbtgy9Xs/ixYstfu8HhVyIZoKKLkSLj0jB85vDhN2Iw9pZy1vfvETDlmKLj6B0vmnbH2e5dPIW+YU5zFo4ir7DxBeMAJw5FcS+3T7ExSXz9KiuTJrSE3t7scVHAFGRqWzccBG/6+F07tKC56b1smgFeUFBMZs2X8bLK4KiohzmzXuaXj2bWVSHIycD2H/Yn6TkVMY83Z1Jz3bF1lZ81W9IZArrdl3hRlAUPTu3YMa4HtSpKb6CPCe/iFX7r+AVEI2uKJfXpz9Nj7YNLarDzss32e0VQGpaOlMG9eC5/k9gbcE8mF98Er9fuMqNqBgGtm3FvL7dqWXB6uv0ggJ+9PbiYnwsqrw8Phgxmh516wnrFUVh4zU/9ty4RWZmBjP79+a5Lh0sWnx0NSKONWe8uRUdz5BObXhpUDeqVRJfuZyancfvh7zwDU/AWpPPuzOfoX1j8d+TTq9n8zFfjl0JJjs7ixmj+zG2fzthPcCVm9FsOuhDRHQCQ/q0Z8Yz3XB1Fr8jIylNzaqdlwkMT8JaX8B7C8bRolEtYX1JiY6t265w9lwweXlqZjw/iCGDLWsTLp8JZs+my8REJTJkVFc8ZvXFUXBRJZSuHPf87hhhN+Owdirhra9epGGLOhaVQXQh2shjL2AruBCtJF/D/iGrLG6nf/zxR7744guSk5Pp0KED33//Pd26lV7I9e/fn4YNG7J27VoAzp49y9y5c4mMjKRSpUo89dRTfPrpp7i7i5+HDxxFYoRarVYARa1WV/gYmzdvvq8yPOr6h6EMsg4PRxlkHR6OMvyTdTDXpt7++4ijs5RnLswTeow4Ouu+2+lHETk8LpFIJJKHAplP2zz/6Orxc+fOMXLkSNzd3VGpVOzZs6fsbyUlJbz11lu0bdsWZ2dn3N3dmTZtGomJf70SetmyZahUKoNHy5Yt/+aaSCQSieR+qcjq8f8a/6hp5+fn0759e3766SejvxUUFODr68t7772Hr68vu3btIiQkhFGjRpk9buvWrUlKSip7/JO710gkEolEDGna5vlHh8eHDx/O8OHDTf7Nzc2N48cNN3P48ccf6dq1K7GxsdSvX/+ex7WxsbnnfXcSiUQieThRQDgRyH91BfUjtbmKWq1GpVJRuXLlv3xdWFgY7u7uNG7cmClTphAb+9cbCRQXF5OTk2PwkEgkEsn/L7KnbZ5HxrSLiop466238PDw+Mvl/d26dWPt2rUcOXKEX375haioKPr06UNurumNEgA++eQT3Nzcyh716onfGiORSCSSB4M0bfM8EqZdUlLChAkTUBSFX3755S9fO3z4cMaPH0+7du0YOnQohw4dIjs7m23btt1Ts2TJEoO9a+Pi4u75WolEIpFI/ike+lu+bht2TEwMp06dsugmeoDKlSvTvHlzwsON9+C9zb1SuUkkEonk/w95y5d5Huqe9m3DDgsL48SJE1SrZnlu57y8PCIiIqhTx7IdfCQSiUTy/4scHjePRabt7+/PihUr+Pnnn0lPN8y6lJOTw8yZMy1687y8PPz8/PDz8wMgKioKPz8/YmNjKSkpYdy4cXh7e7Np0yZ0Oh3JyckkJyej0ZQnphg4cCA//vhj2fM33niDs2fPEh0dzaVLlxgzZgzW1tZ4eHhYVDaJRCKR/P+iKCqLHv9FhE372LFjdO3alS1btvDZZ5/RsmVLTp8+Xfb3wsJC1q1bZ9Gbe3t707FjRzp27AiUbubesWNHli5dSkJCAvv27SM+Pp4OHTpQp06dsselS5fKjhEREWFwAREfH4+HhwctWrRgwoQJVKtWDS8vL2rUqGFR2SQSiUTy/4toLu3bj/8iwnPay5Yt44033uCjjz5CURS++OILRo0axfbt2xk2bFiF3rx///4GydXv5q/+dpvo6GiD51u2bDH9wv8HQv1jWf/FQcJuxuFUxZp2TSNp3UU872peTiFrfzjBxVNB6BUNzngxyqO7RWXYs8eHvXt8SEvLJiX5CLNe7E+lSuIJDgJuxrN2zTlu3YrDz3cLM2f1o4UFyQGyswtYufIMXlciAA1ubv489VR7Yb2iKGzbdY39h/zIzMwhXX2CF6b3xclRLIkAgM+NGFZ7XiQ0Mgm/iF3Mfq4PTRqKX7SlZeXx85bzeN2IxhoNVerfYlivx4X1Or2eNUeuse9iIOrcXFLszjF3VE/sbcWXkJy7FcVvJ68QlpiCV8l+Fg7rRaOaYpmhAOKz1Xx59gKXY+Jw0JZQNSSMoS3EE7eU6HT8euoK+3xvkZ+fR/rxS8wZ0A1ba/HELSf8w1h9/BpRiWn4Fh1k4aje1K0mnrglJjmLH3Zd4HpYAo5WWuq1iaJ320bC+mKNlt93X+KoVzBFhYUUOl9h+tNdLErccvTSLTYd9CYuKYOQ7MPMm9ibmlVdhPXhcWn8su0igeFJONloadYuls6t773HxN0UFmpYtfYcZ8+HUFJShLXtVcY/28WixC1H9/qya9NlkpMySArbw8wFg6ksmLUPIPRGHOu/OkRYQDxOla1o1yyK1p3FvwdLkHPa5hHO8uXm5oavry9NmjQpi23evJnZs2ezZcsWunTpgru7O7o70gk+qlQky1daUjYvDfiYwrzytJb2Drb8dGwxdRuJpRJ8+8U1+F2NNIjNfWsEoyeLGfee3d788IPhhjQdOjTgq68nC+nj4zOZPWsVxcXlCa2dnOxYvfZFatQQ+xzmzltHSIhhDt63Fo9g6FCxzEQbt1zmj7XnDGK9ejTjo/fHCunDo1J58c0NaLXlKSFdXRzY9NMLVHY1n2FKr1eY8vY6ohIyDOKfLBzFk13ETO+H3RdYc8QwreVT3VqyYqbpjYTu5np0Is//ug2dvvynWd3FiUOLZ+Bkb/7iRaPTMfT3tcSry/cbUAGrJ46ld6MGQmVYsfcUnl6GaS0ndW/Pe6PF0oteuhXDvF93GeSCdq/qyr53n8fWxrzxFxRpGPPuWtLV5Tmpra1UrHxzAu2bimVYev+3wxy+ZJjqdtqILsyfIJZe9PS1MJZ8Z5jqtqF7VTZ9Ok3I+NW5hYx/cw05eeU5rW2srVizfArNGohdRL73wS4uXAoziL3wfF+eE0yNeXy/H18u220Qa966Lj+sny2kT0vK5qUhnxm3a4feoG4j8Qth0SxfXXe/io1ACl0AbX4xV8d8Z3GWr0cd4UtOe3t7srOzDWKTJ0/mjz/+YOLEiezevdu08D/CyR1XDU5sKE21eXSLl5A+JiLVyLAB9gnqAXbvNk5q7+cXQ3R0uolXG3P4kL+BYQMUFGg4djRASH/rVqKRYQPs2Wtcrnuxe5+vUeySVxgpqWIb3uw75m9g2AA5uUWcOBcspL8WGGNk2AA7jl0X0uv0eraf8TeKH70WQnZeodAxtnr5Gxg2QHpuAcduht1DYcjp8EgDw4bS3aM2+RqXyxSFmhJ2eRt/57u9AyjUlJhQGLPtgj93dwcSM3M4G2h8jpvihE+YgWED6PQKO86K1SE7r5BjXsbf+c5T/uj1Yntp7TjuZxSLTszEO1DsltCjl4MNDBtAq9Oz5/QNIX1qag4XLxt/53tM/Ebuxb5tV4xioYEJBN+MF9Kf3OVtul0zcdwHgVyIZh7h8boOHTpw+vRpOnXqZBCfNGkSiqIwffr0B164R4k8tekG2c/nJp6e+Sb/diep8QUm4xlp2Xh6egqVIT0922R89+791K5tfojc77ppc7927TpW1jFm9XFxpj+DxMR04Tpkq40/K0WB7Tt2U62K+V5mQKCx4QJc8rpGSW6IWX1oouk6xMYnCdVBp1fIK9KYjG/ZtgM3R/M/ueCILJPxMxcvUxhmvsH3yTV9LoXFxgrVoVCrp1hrPGJWrNWxees2nGzMX+uHR5v+Hk6cPkdakLdZvXes6d9McFiUUB3UBVqjCx+AgkINmzw9sbEy3+DHxqeZjB85dpLIAEez+ithpjd0uhkUgqdnqll9ZpbG6MIHSn8jor+npETTddi//zDXA8znZ/e+YvoCJU9t+hy7XyxZYPZfXYgmbNpz587l3LlzJv/m4eGBoiisXLnygRXsUaP7kDbs/O2UUfy5ec/QdUBrs3ptiY4rR78iM83wh95/WAc8PJ4RKkNiwiEOHTLsiVSt6syCBdOwERiSbNwonHeWbDeKvzBrFG3bmt8lrqiohIuXfiI317B3MWxoRzw8BprVA4RG7+X0WcMeknudyrw8d5rQPF7NesEs+3K/UXzuzGdo1riWWX1OfhGnF/xG0V0jDqMGdcHj2Z5m9QBXMndzMSDaINbsserMmTlVSG975SbLdp4wiFmpVCyaMo761Sub1Q/My+PQz6so0RuOOEzu1QOPrp3uoTLk9G9b8Y02zKj3REN3Xpg6UUhfcsqHr/YYthc21la8PmMiNdzMm0Xv1GzOvbsW/V2u5fFUH8b2FZtqOR+9gbBYQ9Pq0a4hU6eITbXk2V1i1W7DkS57OxtemzMZV2fzF8GdY9Lw+t8Go/jUsQMZ3L2FWb2iKFy6+juJSdkG8b69W+DhMdqsHiAn6Qi7Nl02iFVycWDBa9NxEFgn0rZpJG+e/9Eo3n1wG6H3txTFgh70f9W0hYfHx4wZwzfffHPPv0+ePNlgNfl/jTZdmzD19aewsSs1R5WVivHzBgoZNoCNrTXvfD6BKtXLG7Q2TzTghYVDhMvw4uwnDcy1ShVn3nvvGSHDBujWvSmTPLpjbV16WtjaWvP8jD5Chg3g4GDLu/8bhZtbeS+kU6eGTJ/eW7gO818ayON3LHyrUd2FpW+PEl54M6BXC8Y+1RHrP3tSdnY2vDyjv5BhA7g6O7Bs7lO4OJXPq/V5oglTR3YRrsM7UwbS7LHqZc/rVncVns8GGNOlNWO6tMbqzzo72tny7pgBQoYNULNSJT55agjOdqWNsgoY8XhzpnbqIFyGFc8OoXGN8oVvjWpUYcWz4ueiR78ODHuiBbe/Nmd7Oz6YPETIsAHq1azMkucG4GhvC5TWYVSv1ozuLfZ7Avhg9jDq1ihf+Na0XnXefn6QsH7qyC707VS+hsfFyZ4P5g4XMmyAZg1q8OqUftjb/tkmqGDc4A4M6tZcSK9SqXhvyShqVC9f+NayeR3mzxG7AAaY+tKTdOpeXge3yk4s+Xi8kGEDtOnSmKmvDTNs1+YMoOuTrYTLYAkKpSNrQo+/pQQPP8IL0f5LVGQh2m2y03OJCU3G++YlXnjJ8ikDbYmO4JtxnDt/mnmvzrBYDxAZmcrePQdZ8IpYD/tuMjLyWLt2GzNnTqSKBatMb6PRaLl1K5GLF08zb17Fpk3CIlI4cOAwC+ZPw8ba8j2AUtNzWb9xB7NfmISri/mhzLspKi4hMCKZKxfPMO9FsR7y3QRFJ3PoyFEWzZ6GlcBw7N0kZuWwbvsu5k/1wMXR8h378jUaApJS8D57hpenWV4HRVG4GZfMsePHeH2m2EjH3cSlZbNp5x5emTFZaBHd3eQWFBMcm4rPpTPCIxV3otcrBEQmcfLEcV6bU7FzMTYpi60797LgxSk4/HkRYQnqvELCY9Pw8TrH7JnPWazX6fQEBSdy5vRJFsyvWB1iIlPZtWM/Ly+cjp2d5RthZqfnEhOWjPeNirVrogvR2u94HWsnsXNdV1CM/7iv5EI0yf1RuboL7Xs2w8nV8gYKSnvcbZ5oSJWa4rdp3U3jxjWpXcehQoYNUK1aJdzdHStk2FDau23fvj5VBOag70WzJrWoXdO+QoYNULO6C3VrOVTIsAEc7G3p1KoeVSpVfKffVg1rU9fNrkKGDeBexZWGLvYVMmwAZzs7ujWoR1ULbjW7E5VKRbv6dajrZFchwwaoV6MyDdzsK2TYUNq77dKyntBaAFNYWalo19Sd2m4VPxfr16nCY9XsK2TYAG6VHOnUqj4ujhX7PVpbW9G29WNUr1bxOjRoXJPa9ZwqZNjwZ7vWo+LtmihycxXzPPR7j0skEonkv4FeUaGS92n/JdK0JRKJRPJQcHu+WvS1/0Xue3hcp9Ph5+dHVpbp21QkEolEIhFBDo+bx2LTXrhwIatWrQJKDbtfv3488cQT1KtXjzNnzjzo8kkkEonkP4I0bfNYbNo7duygffvSvaT3799PVFQUwcHBvPbaa/zvf/974AWUSCQSyX8DuSOaeSw27fT0dGrXrg3AoUOHGD9+PM2bN2fmzJncvHnzgRdQIpFIJP8NhO/RtmDu+9+GxaZdq1YtgoKC0Ol0HDlyhMGDBwNQUFCAtQUZgCQSiUQiuZNSMxYdHv+nS/vPYPHq8RkzZjBhwgTq1KmDSqVi0KDSHYauXLlCy5YtH3gBJRKJRCKRlGKxaS9btow2bdoQFxfH+PHjsbcv3fjB2tqat99++4EXUCKRSCT/DWTCEPNU6D7tcePGGcX+61m+JBKJRHJ/KIjvKf4fHR0XM+3vv/+e2bNn4+DgwPfff/+Xr33llVceSMEeRfR6PVdP3yIiIIG4tCx0Wh3WFm4lGh2eyqVzwQSHZJMzvADXyk4W6dU5hZw6ewvfGzl0655GYwsS1UPpPscXL4fhc11Ng4bhdO/WxOJtOMPCU/C6EkFoaC55eUVUqmTZlqxZ2fmcOhvM9Zs59OqTQf3HqlmkLynRcc4rjGsBOTT2jaJrx4YWb8MZGJbEVf9oIqLzyS/U4CyYYOE2aVl5HL8WwrWoPPqkZvNYzcoW6YtLtJzwD+NCfB6NQ2Pp1ry+RXoA75h4rkTFE6su4BlNCY52lm3DmZSVw1G/UK4n5dM/K4c6VSzb37lQU8Jx31AuxuTRIjyeJ5o+ZpEe4NqtWK6HJhCfVEhxiRZ7C7dkTUjN5sS1UG5G5TEoK48aVcQSltwmv1DD8SsheIXn0jYiiTZN6pgX3YGiKFwOiCYwMpmE5EJKtDpsLWwTYuMzOXc5lKCQXIZl51OlsmXbC+fnFXH6eCB+VzPp3DGJZi0tq0NpuxZMRFACcanZFWrXRJE9bfMIJQxp1KgR3t7eVKtWjUaNGt37YCoVkZFiSe4fZiqSMESn1fH+rNX4nCvP2dymSyM+Wj8bO8E9i/duu8rPXxwue+7i5sjnv0yncTOxDFWRUWksfHsLOTnlOaFfmTOQsaPF0jFqNFrefHsrNwLiy2JdOjfikw/HlWX+Mscmz8v8saY8JWPVqs5899VkHqtb9S9U5QQFJ/Lm/7aRX1Cak9rKSsWbrw5j+BCxdIwFhRoWvruV4PDksljfHs1Yvni08MXHr5vPs37P1bLntaq78MvySdSuLnYu+ATHsfDb3RRpStN7WltbsWL2UwzqIpbdKaegiBk/bCM8qTwn9cguj7NiyjAhPcDyg6fYfK08TWuDqpXZNHMC1SuJNfjngqJ4be1+NH/m1bazseab55+mb6vGQvqMnHxmfLWNuLTsstjEfu15e+IA4Tq8v+oIBy8FlT1vUrcaK9+aKJxl68TVUN779RA6XWmKUgc7G75ZNIZOj4tlrUvOyGH2R1tJzihPlzt9RBdentBHSK8oCm/9vJ/TPuFlsccb1uLXxeNxchC7CDx8IoDPfziC/s/c4M5Odny5fDytWrgL6RNiM3h97joyM/LKYjPmDsBDMPOeTqvj/dlr8DkfWhZr07kRH62dJdyugXjCkMbr3sHaSez71RUUETn9Y5kwxBRRUVFUq1at7P/3evwbDLuiXDhy08CwAQKuRXFyt4+QPi+3iFXfHzeI5aoLWf3jiXsojPl9zVkDwwb4bc1ZcvOK7qEw5PjJQAPDBrjmHcXZ8yH3UBiSmZnH2g0X7orls3rteSE9wC9/nCkzbCjN0vTTylMUFZUI6fcf8zcwbIBzl8O44hslpI9PzmbD3qsGsZT0XNbs8LqHwpivPM+UGTaUjl58tfk0Wp3+L1TlbD533cCwAfZfu4VvZIKQPiQ5zcCwAWIys/njoreQXlEUPt19usywATRaHZ/uPoNoUsC1x70NDBtg61l/QuLTTAvuwi8swcCwASISMvA84Suk1+r0fL3pdJlhAxRptHy9+YyQHmD13isGhg2w/tA14lOyhfSXbkYbGDbAregUdp8VuzW2uLiEH/84VWbYAPkFGn5efUZID7D29zMGhg2wYeUZMtJz76Ew5MLRmwaGDRDgHcXJPWLfg8VYsrHKf7SnbfEtX0VF9zaApKSk+yrMo0zw9Zh7xGOF9JGhyRQXa43it+4y0b8i8FaiUay4WEtEZKqYPsi0KQTdEjSL0GS0WmNjCjJRrnsRFGz82ry8YuLiM8X0IabPwaAQsTIEhSeZvJUkMEzs3C7SlBAWZ2xM6ep8ktLVQsfwjzb9XjfuEb+b6/GmX+cXJ6bPzCskLsO4rHEZajLzCk0ojLkZZfq97hW/mxsRpr+vgEgxfVK6mvTsfKN4WGwaRRqxC8CbJsqgKOJlMKX/q/jdxMRnkpdfbBS/1zluimAT7YdWqycsWOwYwX6m2697xe8XeZ+2eSxeiPbEE0+wefNmOnToYBDfuXMnc+bMIS1N7Er638ZjjU3PHafnJODp6WlWn59bgkplfCI6OiOkB3By1JNreFGNSgXe185yK9D8V52ZkWMynpIcKVQGtdp0Y2hroxGug6uLFVnZhsZvbQUXLhzH+5r5ebScLNPGGB8bgqdnnFl9arbGZFylyxOqg6IouDpYk1OkM4jbWas4ffwwttbmeweabNPfQ2zwTTxTwszqowtM14GcbKE66BUFJxsrCu66AHOyseLwvj1YC0wz6PNNfw8RAb54xgea1cemme4cFKnThOpQolOws1ah0Rn+oFwdrNm9c4dZPYBVibHpAwT7XyMr2s+sPjHJ9AVOXkaSUB2KNXqsrUFneCrhWslK+PdkbWf6N+l34zJRceZHAZMy0k3GH7NwrYwock7bPBabdv/+/enevTsffPABb731Fvn5+bz88sts27aNjz766O8o4yPBgGc6sXfdBeLCy3u1tetV5e1PXsJFcDGZJucwe7eWD81aW1uxcMmzdO7RVEjftHkUb7+/02BI8Jmnn2DWC4OE9CNGFDJn/jqSkssb3Pr1qvLO29NxFFyIlZ17kKPHA8qe29pas/iNZ2nbRmwRUt36oSz7eK/BkKDH+O7MeL6vkH7w0Dxmv76B9Mzyq5dmjWuy5I0p2AkuYkrJ38eZq+Xm6Ghvy7uvjKNFY7G1BZUbBrFs1RGDC7AXn+nFtBFdhfR9M9RM+dqTrPzyRr9Dozr8b84ErK3EBsfC1u/kUmR5b8jF3p6Ppo6nSQ2xRX3WDfz5aOcpg9jCUf3w6N1BSN8tKYPpX24lr7C8p9i9ZX3emvuskF6n1xP52TZuhJf3SitXcuSD+R64V3cTOoZS5So/bSufrlGp4LWpgxnRu5WQ/omeqcz+aCuFxeXG179TUxbOGSWk15RoifxoCyGx5W1CjcrOLFswmeqVxRbElajOs3F7+dSMlZWKRfNG0Len2PqIto/H8tYrGyjRlDv/4KfaM2feaCF94ahiXg36gbiIO9q1x6oybILYuWwxlgx7/0dNW2gh2t0cPHiQWbNm0bRpU5KSkqhUqRIbN26kTZs2f0cZ/9+pyEI0gFx1AQc2XiIiIIHcknSWfPYSlauJr1ZVFIUzxwK4dCaE5JR4XnlzAs0eF1twcpvQ8GT2H/InMCiUKZMGMqDf4xatnM7OLmDPPl/Onvdl4JOdGT3yCVxcxFd/6/UKx04E4HUlgrS0BF5/bYLFK9gDbyVy8Kg/ISERTJsymH69W1ikT8/MY/fB61zw8mfowC6MHtYBZyd7Yb1Wq+PgmUCu+EeTmZbI2wvG07CuZSvYfULi2H8hkIiISGZPGEafDmILuG6TlJXDlvP+XLp+k9H9uvNsz7YWrf7WaLXs8A3EKyqWnORElk+dSP2qlS0qw6WQGA743CIqKooF456iZ4sGFunj0rLZetafa/6BjB3UkzE92whfOAEUFZew69xNrofGk5eRxPsve1C7mmULjs77RXLMK5i4mBhemf40T7QUW4R2m5ikTLaf9MP3RjATnurN071bY2PByum8wmJ2nblBQGQS+ZlJfLBgirBh3+bsxRDOXAolMSGWV+aMoXVLy9qEqPAU9u/yIeBGMOM8BjJoeDuL7gjJVRdwYNNlIgITyNWks+TT2Ra1ayC+EK3BH+9hJbgQTV9QRMysDx/6hWj5+fl8+umnnDx5ktTUVPR6wxEsi9eCKRVAp9Mp8+bNU1QqlWJra6scOXKkIod5aFGr1QqgqNXqCh9j8+bN91WGR13/MJRB1uHhKIOsw8NRhn+yDuba1Nt/b7DyPaXRpo+EHg1Wvnff7fT/B5MmTVLq1KmjLF68WPnmm2+Ub7/91uBhKRYPj0dERDB58mSSk5M5evQoZ8+eZdSoUbz66qt89NFH2Npadi+oRCKRSCTw75zTPnz4MAcPHqRXr14P5HgWrx7v0KEDjRo1wt/fn8GDB7NixQpOnz7Nrl276Nr1b5rnkEgkEsl/A0Xw8YhQpUoVqlYV26dCBItN++eff2bLli1Urly5LNazZ0+uX7/OE0888cAKJpFIJJL/FuIZvsR75P80H374IUuXLqWgoOCBHM/i4fGpU6eajLu4uLBq1ar7LpBEIpFI/qP8Czcf/+qrr4iIiKBWrVo0bNjQaArZ19eyjWoqlDAEICgoiNjYWDSa8ntCVSoVI0eOrOghJRKJRPKfRvXnQ/S1Dz/PPPPMAz2exaYdGRnJmDFjuHnzJiqVqmxbw9u3Fenu3glAIpFIJBIR/oU97ffff/+BHs/iOe1XX32VRo0akZqaipOTE4GBgZw7d47OnTtz5syZB1o4iUQikfyHEF2E9ogtRgPw8fFh48aNbNy4kevXr1f4OBb3tC9fvsypU6eoXr06VlZWWFlZ0bt3bz755BNeeeWV+yqMRCKRSP7D/At3REtNTWXSpEmcOXOmbAF3dnY2Tz75JFu2bKFGDcs2n7K4p63T6XBxcQGgevXqJCaWbjPYoEEDQkLEskFJJBKJRHI3/8aEIQsWLCA3N5fAwEAyMzPJzMwkICCAnJwcXnnlFYuPZ3FPu02bNvj7+9OoUSO6devG559/jp2dHb///juNG1u2VaNEIpFIJP9mjhw5wokTJ3j88cfLYq1ateKnn35iyJAhFh/P4p72u+++W7Z36vLly4mKiqJPnz4cOnSI77//3qJjnTt3jpEjR+Lu7o5KpWLPnj0Gf1cUhaVLl1KnTh0cHR0ZNGgQYWHmsxz99NNPNGzYEAcHB7p168bVq1fNah4Uer0edVa+QcILS8nLLTKZ4lKU4uISijUV1+t0egqLdfdVh9zcIrS6iuuLih5MHZT7uBzPyStEdx+fQWFxCZr7+B61Oj2FJRXXA2TnF6K7j8+goFiDRjAPuClKdLr7r0Ne4X2di/mFGkrupw7a+6uDoihk5RWiv4/vIS+/mJL7OJc0Gi3FxRVfJPwg2jUh/oVz2nq93uROoba2tkb7kItgcU976NChZf9v2rQpwcHBZGZmUqVKFYsSU0DpRurt27dn5syZjB071ujvn3/+Od9//z3r1q2jUaNGvPfeewwdOpSgoCAcHExvKr9161YWLVrEr7/+Srdu3fj2228ZOnQoISEh1KxZ07LKWsiFYwGs/PIIKQlZOLnYUNvVj4EjOwjrExOz+Oqzg/hfj8HaWkV2+hHmLhgsnKBAq9Xx/ZrTHDgZgEajxTt8C0teHkbd2pWFy3DsdCC/bThPWnouRy6sZN7MfvTvKZ6wIzo2g8+/O0xgcCI2Nipyi07z0ox+WFuLXR8WF5fw3a8nOHYqiBKtjoDwbSx+dTg1q7sIl2HfMX9Wbb5AZnYBx6/8wSsvDKRHZ/FRoJCoFD77/TjBESnY2agosL7IixN7Cp/fBUUaPl17guNXQ9Hr9Pin7+HdF4ZQ1VUs2xvA5tO+rDxyley8Qg7ErGPJxAF0aS6e7MIvJpEP9pwkNDkdB2sVBaevMvtJ8R0LcwqKWL71BKduhqPXK9wsOcDSiYNwFUzmALD6yFXWH/Mmp6CYozEbeGfKQNo3Fk924R0cy2ebThGVlImjrRWqmr5MHiy+gVNmTgEfrj3GxRtRgEJY4SGWTB2Ek4NYxjpFUfh132U8T14nv1DD6djN/G/aIFrWF29HzgdE8cX2M8SlZeNsa4VD/Rs827udsD41I5dPfj7KtRvRqFSQkHeURTMHYG8vtl20Tqfnj99Ps2+vL0VFJfhcW8cbi0fQoEF14TJcOB7Ayq8q3q5ZxL9wTnvAgAG8+uqreHp64u5eev4nJCTw2muvMXDgQIuPV6EsX38HKpWK3bt3l93TpigK7u7uvP7667zxxhsAqNVqatWqxdq1a5k0aZLJ43Tr1o0uXbrw448/AqVXOfXq1WPBggW8/fbbQmWpSJavmPBU5j37A7o7roZVKhXfes6hRVvzaSkVReHF51cSHWWYj3zy1F7MfLG/UBl+33yB9Tu8DGKN6lVj/bfPCxnOrbAk5ryx0WCuyNraijXfTadhffM/cp1Oz5QXV5KUYphL+aUZ/Zg8rptQHb779QS79htuNtCqpTu/fPWckN73ZiyvvrfVIGZna82mn16gdk3zKR2LNVrGzf+DjGzDXMpvzBrI2CEdhMqwfOVRDlwwzBndrXUDflgslpbyzI0IXvttn0HMwc6Gg8tfoKqLeePPKypm8GeryCkqNoh/NmEYT3d8/B4qQ15fs58T/uEGsUHtm/LVDLF9GA5eucV7a44YxFyc7Dn40QtUcjSfcS0zp4DRS1YZpMUE+Gr+aPp1aCJUhpe/2smVoBiD2MherXl/5tB7KAzZfsafTzcZpiet5urE/k9fwF4gW1liRg5jPliLRmvYw/391XF0aSF2ATb7nU0EhiYZxMY/9QQLZw4Q0ntuvswfv582iNWu7cb6TXOFLqRjIlKZN85Eu7Z5Di0E0+2CeJavet8tx8pRMMtXYRFxry596LN8xcXFMWrUKAIDA6lXr15ZrE2bNuzbt4/HHhP/HKECw+P/X0RFRZGcnMygQeW5oN3c3OjWrRuXL182qdFoNPj4+BhorKysGDRo0D01AMXFxeTk5Bg8LOX0QX+DExtKjfjkfj8hfVhospFhAxw/ckO4DEfOBBrFouIyCIlMEdIfOxNktLhDp9Nz/NwtIf2NwHgjwwY4ejLAxKvvUYZTxnUICk4kLiFTSH/ktLFeU6Lj5IVgIf3VG9FGhg1w+GyQkF6r03PsivF7XQmMIT07z4TCmANXjN+rSKPlxHXzU0MAZ25FGhk2wF5fsTrkFRVz+maEUfz0zQjyTBzXFAe9jN8rt6CYszfE0hCe8gkzMmyAA5eMv19TpGfnGRk2wNErwWgFh8oPXjY+7zNyCvAKND6uKY75hBgZNpj+fk0Rl5RlZNgAh038zu/F8WM3jWLJyWpu3Ig18Wpj7rdds5h/4fB4vXr18PX15eDBgyxcuJCFCxdy6NAhfH19LTZsuI8d0f5ukpOTAahVq5ZBvFatWmV/u5v09HR0Op1JTXDwvRvtTz75hA8++OA+S2z6DAoNCcHTM9esOi3VdGOYX1CAp6enUAkK8k3vbXv0yFGuVzU/JBgakm0yHhgQiKdnvFl9QnKRybharRauw5077N3Jgf0HqOxmfkgwMtK0ufv5+WFVbN4wIhMLTcbT09OF6qDTK+hMNNQAu3fvoZKD+amOuLgsk3Fvb290CeYb/BtZpuuQlJwsVIdird7k3KVer7B9+w4cbMxf6yclmf4eLl++TE6kn1m9X7zxhROU9lBE6pB3j/lbnU7Hli1bsBbIJ52enmEyfu7cORJvmV8n4xdn+iItMjJSqA5ZucYXLVD6GxH9PamzjS+iAU6dPEVwsKNZfWDgPS74/64B2n/h8DiUjk4MHjyYwYMH3/exHlrT/v9kyZIlLFq0qOx5Tk5O2TCGKP2fas+2VefR6wyHkV5aNJ7H29c3q1cUBT/v34mNSTeIjxzdFQ8PsaEwte4cG3cZNiYN6lbllXnThIbH23VMZN5bmwyHx61UvDL3WRo3MH8voVan56r/76SkGY5UPDu6Bx4TewjVITnrOHsOGt7r36JZbebOmSakb9Yqmtfe324Qs7Gx4rV5E3EXmNsv1pRw8dZKsnMMjW/yM70ZP1xsPjUs7zCHLxn20jq3qseLM8YL6Wv5hfP6yv0GMQdbG96aNYlqrs5m9U8XFXPq0z/IKza8AJo1rD/PdGotVAY/zT6j3nb/Nk2YMXWUkL5Sw0DeX3fMMOZgx1svTcFFYHh8sDqfC0tWUazRGsRnjxvCgE7NhMrgm7ada8FxBrGh3R/nuSnDhfRWtfz43NNwaLmKiyNvzpmKg535prNvupqLH6w16tm/POkpurdsIFQG38iN3Ao37KQ8PbA9Hh6D7qEwRK+7yOo/zhrEatZyZeHC57EWuPjq0TmFeeN/NGrXnhzRXuj9LeZfsiPa999/z+zZs3FwcDC7QNvS274e2uHx2rVrA5CSYnill5KSUva3u6levTrW1tYWaQDs7e1xdXU1eFhKw2a1WPzpeKrXKtU6VrLhtQ/HCBk2lP4Qln88ntZ/zhNZWcFTIzvw/Av9hMvwwsRejBrcDts/F661beHOp0vGCC+gat3SnbcWDKNqlVJjqFGtEu8uGiFk2AA21lZ8uuxZWjQr/aytrVU8O6oTHoLz2QBzZ/Zn6MDWZfNtHdrWY/k7o4X1nds35LXZA3FzLe1F1KnpxoeLRwsZNoC9nS1fLRlL0z/rbGutYsqoLowb1lG4DG9OG8Cgrs3LenPd2zZg+UtiRgEwoENTFj7TB1enUnOrV6MyX780SsiwAVwc7Pl5+mga1yxNB2hvpeLlgd2FDRtg2aTB9G/TGCuVChXQv01jlnmI9xJG9mjNS093p9Kfi74a1a7Kty+PFjJsgOpuznz18mjq1awMgIONilfG9RE2bIAPZz9FjzYNUKlApYJBnZuzeIrYBTDAhCfbM31YZxz/XPTV7LHqfP/KM0KGDVC3uhtfvPg07tX+bBNsVLw98UlhwwZY8fooOrYu7UBYqWBY31a8PE28TZg0qQdjnu2M3Z9lbt68Nh9/MkHIsOHPdu2T8VSv+WcdnG147QPxds1i/iXD49988w35+fll/7/X49tvv7X84EoFCA0NVX777Tflww8/VD744AODR0UBlN27d5c91+v1Su3atZUvv/yyLKZWqxV7e3vF09Pznsfp2rWrMn/+/LLnOp1OqVu3rvLJJ58Il0WtViuAolarLauEoiharU5JT1UrGzduslh7m6ysPGXduo0V1ucXFCur1myosL5Eq1NWrtqgaLW6Ch8jIzNPWbe+4nXIyy9SVq2ueB00Gq2yctUGRafTV/gY6Vl5yvoNFf8ec/OLlNVrK/4ZFGtKlN/XblD0+orXITUnT1l/H+eiOr9QWX0f32ORpkT5/T7ORb1er6Rl5d5XHbJzC5Q191GHwuISZeV91EGn0yup2bnKhvtpE9T5ytr7aBMKCoqVP/6oeB3ut10z16be/nu9Lz9UGvz0hdCj3pcfVridfpSxeHh85cqVzJ07l+rVq1O7dm2DXpxKpWLp0qXCx8rLyyM8vHyFalRUFH5+flStWpX69euzcOFCVqxYQbNmzcpu+XJ3dzfImjJw4EDGjBnD/PnzAVi0aBHTp0+nc+fOdO3alW+//Zb8/HxmzJhhaVUrhLW1FdVquGIlMGd2LypXdsbWtuKDIE6Odjjai90mZgobayucHa2Fb9MyRdUqztgKXs2bwtnJHkeB+d97YWtrjbOj9X19D9UqO2NjXXF9JSd7HOwq/hnY2dpQyc7a4lsp76SGizM29/EZuDo5CM1h3wt7Wxsq3ce5qFKpqF650n3Vwa2SI/b3UQcHOxuc76MOVlYqarhVEppHvxeVXZ2wu482wdHRDienitfhQbRrQvwL57SXL1/OG2+8gZOT4Z0fhYWFfPHFFxZ5JlRgeHzFihV89NFHJCcn4+fnx/Xr18seluYF9fb2pmPHjnTsWDr0uGjRIjp27FhWicWLF7NgwQJmz55Nly5dyMvL48iRIwb3aEdERJCeXj4PPHHiRL788kuWLl1Khw4d8PPz48iRI0aL0yQSiUTycKFSLHtUBEs23+rfvz8qlcroMWLECOH3++CDD8jLM16UWFBQUKEF0Bb3tLOyshg/XmxBjTn69+//lztWqVQqli9fzvLly+/5mujoaKPY/Pnzy3reEolEInlE+JsXolm6+dauXbsM7mjJyMigffv2FnmgoigmR8v8/f2pWrWqxXWwuKc9fvx4jh07Zv6FEolEIpE8RHz99de8+OKLzJgxg1atWvHrr7/i5OTE6tWrTb6+atWq1K5du+xx/PhxnJychEy7SpUqVK1aFZVKRfPmzalatWrZw83NjcGDBzNhwgSL62BxT7tp06a89957eHl50bZtW6M9VSuStUQikUgkEhXiw963+653b4Zlb2+Pvb3xXQq3N99asmRJWUxk8607WbVqFZMmTcLZ2fydHN9++y2KojBz5kw++OAD3NzKd2S0s7OjYcOG9OghdivsnVhs2r///juVKlXi7NmznD1reP+fSqWSpi2RSCSSilGBhWh376nx/vvvs2zZMqOXV3TzrdtcvXqVgIAAVq1aJVS86dOnA9CoUSN69eqFjc2D2RbF4qNERUU9kDeWSCQSicSACsxpx8XFGeytYaqX/SBYtWoVbdu2pWtX8cQ7UJoY6+TJkwbJtgCOHj2KXq9n+HDxPRzgPjdXURTlvlIfSiQSiURSRgU2V7l7Y6x7mXZFN9+CUuPdsmULL7zwgsVVevvtt9HpjLfVVRRFOInVnVTItNevX0/btm1xdHTE0dGRdu3asWHDhoocSiKRSCQS4O+95cvOzo5OnTpx8uTJspher+fkyZNm55a3b99OcXExzz0nlm3wTsLCwmjVqpVRvGXLlgb7lIhi8fD4119/zXvvvcf8+fPp1asXABcuXGDOnDmkp6fz2muvWVwIiUQikUj+7lu+zG2+NW3aNOrWrcsnn3xioFu1ahXPPPMM1apVs/g93dzciIyMpGHDhgbx8PBwoQVtd2Oxaf/www/88ssvTJtWnsBh1KhRtG7dmmXLlknTlkgkEknF+JtNe+LEiaSlpbF06VKSk5Pp0KGDweZbsbGxWFkZDkCHhIRw4cKFCt/qPHr0aBYuXMju3btp0qQ0F3x4eDivv/46o0aJJeC5E4tNOykpiZ49exrFe/bsSVKSce7X/xL5eUUc2u1D2K0kcgoyGPFUIa5u5tPf3cnZCyFcuBxGYkIWXbun0qSR8Q3/f0VYbBp7zt7kZlA2NZuGMrBLc4v0OXmF7D5+g1PXMtE5XeWZwe2p5CS+sEOvVzhxMZjLPpGkJGXTo08GDR+z7Oo0ODyZAydvcis4k3pNI+jdpYlF+ix1PruO+HHeKxNrFx+eHtgWJ0fzqUlvo9XpOXrhFlduRJOerKZ3chb1alexqAw3whI5cCGQ0LBsGraJpkfbhhbpU7Pz2H7OnwvB2Vid9WN0jzbCiSoANFode32CuBIRhzopl35ZObhXsSwRzrWwOA5cu0VkpJqmYXF0aWZZ5rvEjBy2n/fHKzgbuws3GNW9dVkyGxGKNFr2XgrALzwRdWoug7LzqFG5kkVluBwUwxHvYKKj1TwekUiHJu4W6ePSstl28Qbeodk4XQlkROfHsbFge9+CYg07rwbgH5NEfkouQ/IKqFbJybzwDs5fj+DktTDiY9W0j0qmVaO/nn+9m+jYDPYf9sPPP4PqtYMY2O9xi7Yjzc8r4uBuX8KCk8jNz6xQu/Yw8Vebb505c8Yo1qJFi/tau/X5558zbNgwWrZsWZY/Oz4+nj59+vDll19afDyVYmFp2rRpw+TJk3nnnXcM4itWrGDr1q3cvGmcdP1RIycnBzc3N9RqtXDGr6JCDa/OWEV0RGpZzL1eVb5fOwsXV7ET/OeVp9i2y7vsua2NNZ8uH0enjmJZga4GxvLa17spuSOfs8fQJ3htcn8hfW5+ES+8s4n45OyyWON61Vm5YjKODuZzWQN89stR9p8oPwfs7Wz4btkE2rQQaywvXA3nf5/vRXdHPucZE3rwwqReQvrM7HxmvbWR1PTyHOYtm9Til48mY2srZhjvfX+AE5dDyp47Odrx6/sTadZA7ALqqFcwS387ZJDi9NWJfZkyvLOQPikzh6mfe5KRU54f/YmmdVm5cLxwYzt3zR7OBZff6eHqaI/nyx40rCF28bHj0g0+3Hry/9g77/CoqvSPf2bSCy2UhN577x2kFwFBpIk0hV27/rCsuipYVtbVtetaAREIRXqLQOikAAmB9IT03nuZen9/RALDTJgzATXo+TzPPE/mzX3vnDNz7/me8t7zmtjeWDCBh0b0EfJPyipg6QfeFJffyBM/smc7vnhqjpC/0ajwt493EhybVm1rXN+VTa8sormH2D35k28QH+06U/1epYJ/LZ/GtMHdhPyj03JY8ckOym5KcTq5fxc+WCG2haVOb2DJV9sJS7kR+OTVsB7bnl1Ek3pi06Lf7vHj+70B1e/t1Cref2YWYwaIdWTDItNY/dp2NJobKU7vn9KHl5+bKuRfUaHluUfXm7Vrn294TLhdA+tt6vX/t3/7X6hv2qb6dhgrK0l48582tdN/FIqicOzYMa5cuVIdBzZmzJhancvmQLS33nqLN998k6lTp/LOO+/wzjvvMHXqVN56663bbjf6Z+fEkVCTCxsgPSUfn32Xa/AwJS+/lF37TPdu1+kNbNh8TrgM3+3xMxFsgB3HQ8gtNN/31hIHToSZCDZAfEouv5yLtOxwC6kZBRz0Ne20abR6Nuz0E/IH+M77nIlgA2zde5Hi0koh/z0+ISaCDRAVl8WpgBgh/5jEbBPBBiiv0LJxT6CQP8D/dp3n1q7wD/sDqdTqhPy3nLhsItgAwdfSOB8u9rhlUEKqiWADFFdoWH/6Ug0epugNRr46bL7ZxFeH/c1yQ9fExmOXTAQb4Hx4IkGxqUL+58MTTAQbIK+4nC3HxfIbVGr1fHvY9DdTFPhy/3khf4Dvj14wEWyAo5djiErNrsHDlGNh10wEGyCzsIRtfleE/EvKKvnpsOlvZjAqfL1LvA4/bvUzEWyAw0evkppeIOR/wqeGdm2/WLtmM9ef0xZ93SOoVComT57MSy+9xNNPP11rwYZaTI/PnTuXwMBAPv74Y/bu3QtA9+7duXDhQnXij78iyYk5Fu2nfQPR2ydZ9U/PqsRgoUGMvZaBt7e3UBmiEzPNbAaDkQ1bfqaVh/Up7hOXCy3af/H1oyIn3Kp/YnqFmVgBhEenCNchITnXzKbR6tm4aTtNG1mf4j4TkG/RfuiXM+Smhlj1j04tt2i/EhEvVAe9QSE9p8jMXlqhYcOmbTR0s37L+YVZrsMunxOkhlnvPATlWq5DYHg03jrz7/dWynQG8krMz5FXUs7GLVtxE5ixuBiWZ9G+48AvxDS3Pj18IaXMot3vcjjeBuvLcAUVekorNGb2tLxiNm3eioNA9rbL0Za/q827D9KzqfVR5un0Eov2U5dCaJxvvU3ILtah0erN7PFpucL3U0RUuplNUWDzlj20bWW9DoGnLLdryQnWr6Na8Ruvaf9R+Pr64uvrS3Z2NkajaTtf0xaqNVGrLVoGDhzI5s2ba+P6p6Vrz5YW7dNmjeb+B61Pi5aUVHL01FdmveI+vduyaJHY5vQBabvxD000sTk52vP35Qup72Z9ysml6VUivjtmZp8zYyyTR3a36p+bX4pP4LdmnY/BfTuyaJFYwMWZq1sJjTZtaNxdnVj16CJcnK2LtuJ6ka82nTazz5s9kZGDrE8ppmQUcPTyerPOx/CB3Vi0aIplp1s4ErWJa6mmjZpHfVdWLX8Ye4E13cKDfmajRIAls6cysHMrq/790rM58ukWM/u4Ab1YNPM+q/6KorAncQOpeaadj5aN6/PoI4uFpujTHE6x5YT5aGzFvJl0a219maFLbCqn/7vTzD5peH8WzTKPqbkVncHA7pjvzWYsOrdowtJHHrbqDxCtHGNPQJiJTaWCVQvn0LaZ9WWGFpHxnFu/z8x+/8ghLLrPeptQqdGxL+RbSm+ZsejVsQWLFi206g8QlbCPU+dMZ47s7NSsfHQeTRrXs+rv5RFGxOXdZvaa2rs7xZZHuWqb5ev35vos9KBBg2jevPkdpdoFwenxm/d2LS4uvu3rr8roCT3oN7i9ia1771ZMnN5XyL9ePWdWLhttYnN3d+Jvy8WnUZ6aN4p6twSNPT53pJBgA0wb051eXZqb2Ab1asP4oWLBbE083Fn+0DATW8P6LqwUXI8GeHLZWJP1c5Xquk0skGz25L50viV4b+Sgjgwf0EHIv3XzRiycPtDE1tTDnUcfHFaDhznPP3wfTjeNRu3UKp5fNFZIsAEW3def9l6m2X+mDOoqJNgA3Vs0Y96Q3ia2Vh71eWys2Jq6SqXipTljTQKu7O3UvDznPuE19WWTBtGysek649xRvYUEG2Bg51ZMHdzVxNbOy4NF48Vm8xzs7Hhh7liTHNZODnasfkj8flo1ZQjNGpgGvi0ZN1BIsAFGd23PuB6m1123Fk2ZP0wsLsDZyYFnF4zm5jbe1dmBZxeK1+HRJaNo2MB0ZmPpouFCgg0wekJ3+t/SrvXo3YpJ08XqYDO12FylrvP111+zceNGAgMD2bt3L3v27DF52YpQIJqdnR0ZGRk0a9YMtVptsadwPf2YpZ1f7jVqE4gGYNAb8T8TTWxUOulZ13j59ZXCwU/Xib2WxbmAWGKiI3j5hcU0amjbc3z5xeX84h+FX+Alnlr6AN3a2ZZHXK83cOpCLPuPnObBGeMZNaijTdGyAOExGfgHxRF3LZJXnn+EBvVsizTNzS/l6JlILl4K5plVD9KhbVOb/DVaPaf8Yzh89AzzZk9ixMAONkXLAlyJSiXgahKJ1yJ57blHqCfY8blOZl4xvwREEXw5hP979CHatbAtBV+FVsfRoBh8Tp3nkVmTGdGjrc099IBryQTGpZAaG8XaVUtwcxKPoAdIzS3EJziGK1ev8PLyebRu0tAm//JKLT6Xojl+1p/lD05lSNc2NvkrioJ/RBLBsWmkJ0TxxlNLcXEUC4i8TmJWPseCYwkPvco/Vi4QDmK7TkmFhiOXojjpF8iqh6YzoKNYx+k6RqPCmah4riRlkhUXzZq/L8XJwbYJzrjUXE5cjCUqMoxXnlhE00a2RdAXl1Rw7GQE589fZOWKWfToZlsEvUFvxP9sNLGRGaRnX+Plfz5mc7smGojW4Y33sBMMRDNUVhL/zmt1PhCtcePGXLhwofpxrztF6Oo5ceJEdd7PkydP3pUP/jNiZ69m1PjujBrfHW/vbJsvbIDOnTzp3MkTb+8UmwUbqqZhF00ZAPnRNgs2gL29HRNHdCMn6TL3De1ssz9Azy7N6dmlOd7eKTYLNlSN2B+ePRhVxTWbBRuqlgSmjO1BfvoVmx8Xu07fbq3o260V3t7JNgs2gFfj+iy7fwiOxXE2CzaAi6MDDwzvSXniVUb2bGezP8CwTm0Y1qkN3vnJNgs2QKsmDVk5eQjeeXE2CzaAq7MjD47qjSYlzGbBhqoR/4ie7RjRsx3e3sk2CzZAO08PVk0bindhvM2CDVDPxYn5o/tiSI2wWbAB1GoV9/XoyH09OuLtnWyzYAN0bNWEjq2a4F2ZaLNgA9Sv58LcWQPRlsXYLNjwa7s2rjujxnXH2zurVu2aMH/CNe2VK1eydetW3njjjbtyPqEraOzYsRb/lkgkEonkrvEnFO3Kykq+/fZbjh8/Tp8+fczSWX/00Uc2nc/mbp+Pjw/u7u6MGjUKgC+//JLvvvuOHj168OWXX9KokW2bUEgkEolEAn/OQLSrV6/Sr18/AMLCbg1stD0ozWbRfumll3j//fcBCA0NZfXq1bzwwgucPHmS1atXs2HDBpsLIZFIJBLJn5G7vaRcq3za1zOW7Nq1i5kzZ/Lee+8RHBzM9OnT72rhJBKJRPIX4k84PX63sVm0HR0dKS+vevbx+PHj1YlDPDw8/tKPfEkkEonkzvgzTo+PGzfuttPgJ06csOl8Nov2qFGjWL16NSNHjuTChQts374dgJiYmOrN0CUSiUQiqRX3iBiLcn09+zo6nY6QkBDCwsJYtmyZzeezWbS/+OILnnzySX7++Wf+97//0bJl1c44R44cYepUsU3oJRKJRCIx4084Pf7xxx9btK9du5bSUrG8EDdjs2i3adOGgwcPChdMIpFIJBIR/ozT4zXxyCOPMGTIEJvTc9os2snJybf9f5s2tm+iIJFIJBLJn3GkXRP+/v44C+7+djM2i3a7du1uu6j+Z9jGVCKRSCS/P3/GkfaDDz5o8l5RFDIyMrh06VKtdkmzWbQvXzbN3KPT6bh8+TIfffQR//rXv2wuwJ+N4uIKkpJyqaioXedFbzASHZ9FfolY7mVLJGTmk16iRW8w2rxvOEBBSTmphVqKSito4G77NqR6vYHIhCwKy8zTCooSn5pLZqEWo1Gxed9wgLzCMtLyNZSWa3B3tZ6W9Fa0Oj1RidkUlde+DrEpOWQV66r35beVrMJSUou1lGu0uNZiG9IKrY7I9GyKtLXvSEemZpNZVvtrMSO/mNQSLRVaXa22IS3XaIlOy6GklnVQFIWI1Gyyy2tfh9T8IlLKtGh0+lptQ1pSqSE6O5cSfe3qYDQqRKRkkXMndcgsICNPi15vEE5cczN32q4J8ycaacfHx9OuXTsaNGhgYler1XTt2pW3336byZMn23xeoYQhIhw6dIgPPviAU6dO3Y3T/aHUNmGIt7c/m348h1arR62GhxePZMUK8Yw8odFpvPHpQbLzqoITBvZqw3urZwrvfV1cXslLPxwkMCYFgGYN3fnPivvp10F8v+Gv957nR59L6PQGnBzsWDVrOMunDRH2vxiezJtfHya/qOqxwJF92/PuU/fjKpilK7+onFc+2cfVmKr0nC2aNuC952bSrb34Puqfbj7FjqOXMRiMODvZ89TCMcybLJ7r/dzleN75/hcKSyoAGD+4M289Pg1HwQY7u6CEF77YT2RSFgBtPBvx4VOz6NCisZC/0aiwbucJdvuFYjAquDk78tLc+5g9rKdwHY5ciebtPb4UV1aldZzVvzvvPDRZuBOXmlfIc+sPEJtRlWK0k1djPn10lvAe5HqDkTXeRzl0KRJFqdrD+/X5E5g6oKt151/ZGxjOf3afokyjRQXMHdGbfz40QbgTF5+Vx3PrD5CYUwBAj1bN+PTRWXg1FMtwpdXr+cd2H46Fx6Io0MjNhXfmTmJcd/H97DdfDOFD37NU6PSogaVDB/DqZPGtoKNSsnnhhwOk5VU9TtuvQws+WjkTj3rWc5IDVFTqePOTg5wPjgfAo4Era5+dzqDebYXLcKftGognDOmy+j3snAQThmgqifmo7iYMuTnRFsCCBQv47LPP8PS0PSfEzdg+DKuBrl27cvHixbt1unuO8LBUvv/uFNpfk9YbjbD5p/NcuBAn5K83GHn9kxuCDRAUlsxXW84Kl+Gz/eeqBRsgu7CUl9YfRH9Lfuua8A9L5PuDgeh+HRFodAa+2HWOK9fSrXhWUanV8doXB6sFG+D8lQS+3+MvXIdPfjpZLdgA6TlFvPHFIUT7lr6B0XgfCarO6V2p0fPRphPEJucI+ZeUVfL6V4eqBRvgxMVYNh0Sv7bX/eRbLdgAyVkFvPH9EWH//YHh7Dx3FYOxqs5llVre3nqM1NxCIf+ckjJe3fFLtWAD7L8cyVb/EOEyvLntWLVgA1zLzOPNbUeF/bedDeHgxcjqvOQlFRpe3/wLucVlQv6puYW8te0YZRotUDWo+tkvlL0XwoXL8Mpmn2rBBohIzebdn32F/X84fYmjYbHVdSgoq+ClbUcorqgU8o/OyuVdn5NU6H5tE4CNgcEciYgR8lcUhZc3HKoWbICQ+HT+s+uUeB12+lULNlR1il//+CAardio/U7btb8yt7ZZR44coaxM7Pq/HTaL9q35s4uKioiKiuL111+nc+faZYX6M3DuvOUb8dw5sRs08loGOfnm4f+nL8YKl+HEVfMbKaeojLCkTCH/k5evWbSfuixWhpCoNIrLzBu000GWz2sJS8emZBYQl5Jr4WgL/pfM/RUFzliwW+JCeDIVGvMGzdJ5LaHTGzgfmmBmj07OJiNPbPOhE1fNP8uoKJwKjbdwtDlnoxLQWYgt8Q0Xq0NRWSWX4lLN7EHxaRRZ+H0tcTLU/FrUGQycCTf/bixxKiweo4WOmqXvxhLp+cVEpmWb2c9GJqLViy15+EaY16FCq8P/2u2Dca9zPPqaxRnc41FidYjLyCM5p9DMflLwOwA4c9H82OLSSi5HmP++lrjTds1Wrq9pi77uJe7SpLbta9oNGzY0W59TFIXWrVuzbdu2u1KoexG3GtZNk5Pj8fb2tuqfV2y556sYtEL+AIpOY9F+5uRxIgOtrycmJ1gWlfjYaLy9rY+20wu0Fu3ayjLhOtipLM8K+B7z4aKr9cs1I63Qoj06Mgxv70Sr/ok5lr/DstIioToYFQV7Ndy6BKtSweGDB3B1tN5Pzs0stGgPv3IZ78xoq/6RhZaFtSgvV6gOOoOCnQoMt7QxdirYt2c3DnbWp6cL8wos2q8EXUSTGGrVPyy73KI9LytDqA7lOiMqzJc97VWwc8cO1AIxBmVFlutw0d+P/LAgq/4xhZZHVZkpyUJ1KKq0vH5sjyJ8P2kqLZfB79wZEiIDrPrHXSu0aHdzsz1ORIg/0Zq2SqUy08raxLbcis2ifevm52q1mqZNm9KpUyfs7W0P0vizMGlyL7ZtC6Ci4oZwOTra88LqhbRuI7aWGZGxnZBI0x7w8rmjWXD/QCF/g1cwH+4+bWIb2Kklzz42X8h/eGY+D6/9Ce1NATOuTg68+veFeDUWWzO6krmZ6ETTEc6qeeOYNba3kH+5kz/f7fIzsY3s14G/PzZHyH/A8CwefXNr9fQ4QD1XJ159ZjGN6ltfBzQYjVx+9UeSMkwb7KcensyEIV2EypDrcJqffjFt1CcP7spjy+4X8u8Wl8Zjn+40GWl61HPl9ceX4CYQG6DV6/H7cCMZhSUm9hfmTmd013ZCZUhyOs5Of1NxnTO0N0vnTxTybxOZyJNf7zGxNW9Uj38+vgRHgXZiVqWWwHc3kF96Q7zVKhUvPTxTOK91tOowRy6bdnIeHjOAxbPE1mM9QmNYvfWQia1dk0a8unIpdmrrna8pZeX4fbXRZJnCXq3mn/MfpEfzZkJliNDu5UyY6ezE0klDWTRtmJC/u2co6742Xdbo2r4Zq59eIuQ/fnwRjz36vVm7Nn1aXyF/m/kTibaiKCxfvhwnp6oOTmVlJY8//jhubm4mx+3evdum8woFog0YMABfX18aNWrE22+/zYsvvoirq1ggxL1IbQPRIiLS+OH708TGZuLuDv945SH69hV/br24tIIvN5/hzKVrKAYdyx8azUJBwb7O5pPBbD8TQk5hMdMG9+T5B0bTQDCQDSAoOoX/7fUjIj6dPp1b8dSckfTuKB7IlldUxufbznA+JB479Kx66D7mThC/wY1Ghc0HL7Db9ypFxaVMG9ObpxaMrnEmwxIBVxP57mc/YpMy6d+9DU8uHE3XduLBH1l5JXy27QyBoYk4qA08tWgCM0aLB4HpDUZ+OBjA/nNhlJSV88CYfjw1ZyTOTuLR0yevxvGdTwDX0nMY1r0dz80aTcfmYp0/gOS8Qv57+CyBcSm4YODlOZOZ1lc8CEyr1/OVjz8HLkVSUVHB/NEDeHLqcCHBvY5PcDQ/HLtAUlYeI3t25P9mjaZN04bC/nGZeXxy4CzBcWm42xl5ZeF0xvUWDwKr0Or47PB5jlyORltZyeJxg/n7pGE2PVGxNyic9WcukZZXwLienXlh2hiaCwayAURkZPPfE+cIScugAQpvzZ3B6I7thP1LKzR8uv8cx0NiMeg0LJs8nBUTB9v0RMWeo1fYfiiIrNxCxg3vztOPjMGjoZt1x+t1uMN2DcQD0bo9a1sgWtRndTcQbcWKFULH2ZwZUxHA2dlZSUlJURRFUdRqtZKdnS3ids9SVFSkAEpRUVGtz7F169Y7KsO97l8XyiDrUDfKIOtQN8rwR9bBWpt6/f/dnnlP6fniR0Kvbs+8d8ft9L2IULe5X79+rFixglGjRqEoCh988AHu7u4Wj33zzTdt6zVIJBKJRMKfc3OVu42QaG/cuJE1a9Zw8OBBVCoVR44csbh+rVKp7rpot2vXjqSkJDP7k08+yZdffmmxrLdOSzg5OVFZKRb1KpFIJJI/iD/RmvZvhZBod+3atToyXK1W4+vrW/3A+G/NxYsXTbZGDQsLY9KkScybN69Gn/r16xMdfSMA5W5E7EkkEonkN0aKtlWERPvmQLQ1a9bUODX+W9C0aVOT9//+97/p2LEjY8fWvKuQSqXCy8vrty6aRCKRSO4iql9fosf+FREKo4yMjKzeyeXtt9+uVQ7Qu4FWq2Xz5s08+uijtx09l5aW0rZtW1q3bs0DDzxAePjtd1HSaDRmm8ZIJBKJ5HdGsfH1F6RWgWgffvjhHxKItnfvXgoLC1m+fHmNx3Tt2pX169fTp08fioqK+PDDDxkxYgTh4eG0amX5+c5169bx1ltv/UallkgkEokIMhDNOnU+EO1mfvjhB6ZNm0aLFjU/Nzx8+HCGDx9e/X7EiBF0796db775hnfeeceiz6uvvsrq1aur3xcXF9O6deu7V3CJRCKRWEeuaVulzgeiXScpKYnjx4/bvHuMg4MD/fv359q1mvfrdXJyqt61RiKRSCR/IH9RMRbF5oQhRqPxdxdsqNo1plmzZtx/v9hWkNcxGAyEhobSvHnz36hkEolEIrkb/JkThtwthEba+/fvZ9q0aTg4OLB///7bHjtr1qy7UrCbMRqNbNiwgWXLlplNyy9dupSWLVuybt06oCpQbtiwYXTq1InCwkI++OADkpKSWLly5V0vl0QikUjuInJ63CpCoj179mwyMzNp1qwZs2fPrvE4lUpl8kz13eL48eMkJyfz6KOPmv0vOTkZ9U2b9xcUFLBq1SoyMzNp1KgRAwcOxM/Pjx49etz1ckkkEonk7iED0awjJNpGo9Hi378XkydPrjEX6alTp0zef/zxx3z88ce/Q6nMScssZNOuAKLjslAbSxkxOo+2rcSTPGh1ejYdC+Lk5WuUFRfi2e0a4/t3sqkMxyOvsSUwhKT0XApPBfLYqIE2JXmIz8rne98LBIbnErHtKH+bNITWjRsK+1dodGw4dpFzYQlUlhTSOjyBUT3b21SHXy5Es+vMVdIy8tB5XGLRhP442NsJ+8em5LD+8AVCInNI0B/n0fuH4uUhnuShpFzDRp+L+IcnoS0romP/ZIZ0sy1Bwn7/cPb6h5OZlYfiGczC+/rblOQhPCWTH3wvcjU2l8TdJ1k1cQhN6osneSgsr+Cb0xcIjE/BWFpM16Q0BrRtKeyvKAo7L4SyLziC3Jw87AKvMm9Ib5s2KgpOTGPD6SDCE3JJPnCav48fQkM3F2H/nJIyvj15gaDENFTlxfRKyaR3a/H9F4xGhc0XQjgUGkVBfh5Ol8N5sL944hcA/8Rk1l8MJio9l9RTZ3l82BDqOYvHv6SXFPNFUCCXMzNwKC2hX24O3Zs0te74K3qDkR/9gjkaFkNxQQENrkYzvY944heA86EJePteJj45l0JXP5ZPHYyLDclr0jIK+OnnQKLjMlErZTa3azYhR9pWEcry9VejNlm+CovLWfr8RvILb6QSrOfuzI8fLaNZEzHBeOmbA/gGmwbMvbNiKvcP6y7kf+BKJC/v8jGxTe7RiU8XzhTyzywsYe4HP1FccSOVYON6rux5aSmN3MUa2ye/2I1/5I1tZ1Uq+O+qWYzrK5adaeepK/x76wkT28wRPVi7fIqQf0pWAYvf3ky55kZ+ck+Peux4e5lQWkuAFf/extX4jOr3apWKL59/kCHdxYR749GLfLr3nIlt0X39eHn+OCH/mPRcFn+yFc1NKVLbNm3Izy8uwcnBegfMYDTy0Fdbic7MqbbZ26n5aeV8+rYWi+347Kgf35wINLH9bdwQnpsyUsj/SlIGS7/Zgf6mFKldmjfh52cXC6W11Or1zP7kJ5LyCqttTvZ2eD+5iK7NxUTvX0dO8lNgiIntxYmjWDlqsJC/X2IyK7bvNkmR2r9lc3YsWSjkX6rVMsV7I2mlN1Kkujk4cGj+Eto1bCR0jn/uPsqeYNN9Jt6cOZ6FQ8Uy550KiePFr/Zzcys/rEdbvvy/B4X8C4vLWfbsBrN2beMny4XbNRDP8tXn0fewcxTM8qWt5Or6upvl67fCpkA0o9HI+vXrmTFjBr169aJ3797MmjWLTZs21TgS/qtw5GS4yYUNUFJayYHjV4X8U3IKzQQb4Mejl4TL8MM582OPRlwjOb9QyH93QJiJYAPklZSz/1KEkH90SraJYAMoCmw6Ll6HTb+YH3s4IJLcojIh/52nrpgINkBWfgm/BEYJ+V+OTTURbACjovDT0aAaPEwxGhU2HTc/dte5UEpu+W5rYuvZyyaCDZCUU8iJsDgh/3OxiSaCDb+O2M4HC/lr9Xo2n79sZt/iF4JWrxc6x6ZzwSaCDRCTkcu56EQh/+PhcSaCDaDRG9jiFyLkX1KpYfulUDP7er8gjEaxtmr9hSATwQa4nJbBxZTUGjxMORAbZSLYAGU6HT+FXRHyzykpY3+I+b33w1nb7qdbm+aAiCSik7MtO9yCz4ka2rVjYnWwGbm5ilWE500VRWHWrFkcPnyYvn370rt3bxRFITIykuXLl7N792727t37Gxa1bpObb3mXuICLV3BVkq36pxZqLduz8vD29hYqQ3JunkX71j37aOtqfZTpn1Bk0X4m8BKOGTFW/ePyLSdlSUjLEq5DZr75bnQGo8KW7btoVs/6lN6l0AKL9hPnAtCk335nPICorAqL9pjEVKE66I0KBaXm59DqDfzkvYNGLtZvuZCYfIv2X06epTDKuvAG55dbtIfHJwjVoUxvpExjfj2WabRs8t6Om731vn5YnOVr8eDxk6SHBFr8380E5FjupIVEx+DtnWvVv0CrR2shvia/vIIt3t7YCyxVRKVb/pzdvxzlmsA0//FyyzsrXogMxzslw+L/biazQofBQgcjo6hY+H5KSM2xaN+57xAdm1gf0Z6/XGjRnpP3x+yKKbFBtDdu3MiZM2fw9fVl3DjTab4TJ04we/ZsNm3axNKlS+96Ie8FBvVty/YD5iOshQ+OZ8LIblb9K7V6Dv3jW4rLTUdjY/t3YdGi6UJluLTzMIdDo01sDVyceH7pYpwFplUbhUQTsumwmX3FrCmM6t7Oqn9JhYZDr31LpdZ0NDZxUA8WLZpo1R/AP2cv58MSTGxNG7rx1GOPYG9nXSxcWoby7qZjZvaV8++nX2fra7q5RWX4vPK92Shx6oi+LJo3xqo/wMmsHVy+lmZia920IU+seERoTVh/OpgP9p02sz+58AG6tLA+NTwqv5AjH280GyU+MGwQi8YPs+oP4PPZFiLTTUdj3Vs0Y+WSxUL+Bcf8+fJ4gIlNrVLx7MNzhWIkBmTkcPyzzWb2uWOGs2jUAKv+iqKw7/ONJN0yyzSoTUuWLJ5v1R8g6cQZfrhgek87qNWsXriApu7W4ws6Z6Thu3ubmf2RkWNY0KO3VX+9wci+D78nu8S0AzO6S3sWLZpt1R8gTneMPWfDTGzOjvY899jD1HO1vjbfvks8V97ZZWYf0q+d0OfbjFzTtorw9Li3tzevvfaamWADjB8/nldeeYUtW7bc1cLdSwwf0IEHJpuuM00Z24Nxw8WCRpwd7Xlz6WQTcW3r2YjnHhwtXIYXJ4+mXeMba2XODva8/cAkIcEGmNynCzMGmnYw5g3vLSTYAPVcnHh90UQcbwoa69yiCU/MGH4bL1NeWngfLRrfWJ9ydXLgzWWThQQbYMaIHoy7KXhPpYJHJg8UEmyAJg3ceHnhOJN11x5tPXls+hDBGsBrC8fTtMGNRr2eixNrHpkkHMQ1f0QfRnRtW/1erVLx+ORhQoIN0NqjIS9MGY3dTaPJgW1bsmykdbG7ztoHJ+Bx02jSw82FNXMmCPsvGzOQge1vfOd2ahUvTB8tHNTYtXlTnpowDPVN39mIzm1ZOLSPkL9KpeJfD0yi/k1BY83qufHm/ePFKgA8MWIIfZp7Vr+3V6t5fdJ9QoINMKh5S1b1G2iS2GJKh0482FXsSRZ7OzXvPjgZN6cbs2QtG9bnH9NqTpZ0K0/MHkGnlk2q3zvY2/HPJROFBBtg2MAOPDDFtF2bPLYH942wLRhOFPmctnWEA9G8vLzw8fGhX79+Fv9/+fJlpk2bRmZm5t0s3x9CbQLRrhOfnEtsQjYxEZd45gnbZx2KyioJiEgiKNCffzy5VCho52YMRiN+ccn4+J7gpaUP09BVLKjjZqLTcti0+wAr5s2ik1cT6w63kF9STmBUMiEXA/jH48tsipoG0OkNBEQkcfzkKV5ctVi4gbmZiMRMvHcfYuXDD9LWSyzo52ZyCku5GJ1CaFAgLz+xzOb0rlqdnvMRSZw+fYaX/7YYV8EguJu5kpjBjgNHeOLhB2llQwT/dTIKS7iUmErEpQv8Y+Uym/0rdXrORSdy9txZXn1siXDn72aCElLZdfgozyyeR/OG4oFL10nNL+JyUjpRQRd4qRZ1KNNoOXstEf/z5/nno0tsepICqkbsgcmp7D16jNWL5tOsFhkO4wvzuZKVybULF3lpie11KKnUcC42kYv+frz62FIc7MSfpICqOIsLUckc/sWX/1u5kEb1XG0uQ0JyLjHxWVXt2pO210E0EK3vUtsC0a5skoFoNZKfn4+np2eN//f09KSgwPJ64l+JDm2aMGVsD5o0FH+k4mYauDkzZXBX2jd2slmwAezUakZ3bkevBi61EmyAri2b0quJS60EG8CjnivTBnejXSMnmwUbqkYDo/t0oFszl1oJNkCPdl70aO5aK8EGaNrQnelDu9OmkVOt8rE7Otgzrm9HujZ1rpVgA/Rt15xeTVxqJdgAzRvWY2a/7rRxq93nOzvYM7FXJ7o1cK6VYAMMbN+K3h4utRJsgFYeDZjZvzutalkHNydHpvbsQrd6zjYLNlSN2Ie1bU1fd5daCTZAh4YezOnag1b2tatDPWcnpvXuSud6zjYLNoBarWJYj7Z093KplWADtG/ThCn39aRJo9rVQRSVotj0+isifBUbDAaLSUKuY2dnh14wslQikUgkEjPkmrZVbIoeX758eY2JNTQascdZJBKJRCKxhNwRzTrCor1smfV1jL9q5LhEIpFI7gJypG0VYdHesGHDb1kOiUQikfzFkSNt69QuukQikUgkkruNHGlbRYq2RCKRSOoEcqRtHSnaEolEIqkbyJG2VaRoSyQSiaTO8FcdQYsiRVsikUgkdQNFwSwt2e2O/QsiRVsikUgkdQK5pm0d2/fJlNyWqKQs9p4JJaPIcqpNa+SWlLEnKJzookq0evPUgtbQGgwcjYsluLKcnHKxHNS3ciUtg6DicsIzsmrln1VUyu6gcGKKK82yZYmg0ek5djWW0LwKCsssp8q0RnB8GiHZ5cTUkF7RGun5xewJDCOuUIPBaHsdKrQ6fEKiCcuroLjCcsrS26EoChfiU7icX058tuVUndZIzi9k5+Uw4so1tcp3X6rRcjAsitCSCkotpOq0hlFROB+fRHBxuXBO91uJy8tnR0goCRW1q0NxZSV7IyO4WllBhU5n3eEWDEYjJ1PiuagrI7XEcupaa8QUZbMj/jJJ1O5aLqioYHdEBGGVFWhqseuk3mDkVEQ8V/LKySqqXUrNqMQs9p4OJaOGFMJ3DZlP2yrCCUP+StQmYYiiKLy94SgHzt/I2TxhYGfee/x+4T3Ej1yN5tUdv6D7NQ9wy0b1Wb/yIVp5NBDyTy0uYvHunaQUVzUujmo7Ppg8lZldrKcGhaoG6v/2HMYnMrbaNqdPD/49c7Lw/tu7LoXx1j5f9L8KXfsmjdjw2EM0qy+2b3N8dj6rvtlF9q+Ni7ODPR88Mp37enYU8tfpDTy//gBnI2+k91w4qi+vzRXP7rTlzGU+2Hu6OrVllxZN+O6Jh2jkbj2HMkBUWjZ//3Y3+b/m1XZ1cuDT5bMY1qWNkH+FVscTP+7lQkJqtW3l2MGsnjJKuA5fn7vAJyfPV7drfVt6sX7xg7jXsKPhrVxOSefv3nspqqza6bC+sxPfLppN/9YthPxLNRoe3bKbK2lVCYRUwHP3jeCJ0UOF6/DhqXN843+x+v3QNq34bv5sXBzE9vX3S0nm8QP7KdVWCU1jFxd+nDOXHs2aCfkXVFbw8KHtROZX5aRWq1S8Pmwcj/YaKFyHty/78NO1S9Xvx3p15KuR83FUi+0h7hsfzzOHDlL5q1h7ubvz09yH6OjhIeSfXVTKY9/tIuHXjp+9Ws2bcyfw4OBeQv6KovDOD0c5eO5GuzZ+UGf+9aR4uwbiCUMGz3kXewexnAl6XSUX97wuE4ZIase5qwkmgg3gGxTLsQvRNXiYUq7V8dYe32rBBkgrKOa/R84Kl2HduTPVgg2gNRp4/cRxygVHGIcjYkwEG2DP1QhOXUuowcOUwvJK/nXwZLVgAyTkFvDZcT8hf4D/7DtVLdhQlWlq7c/HTb6X27H3QriJYANsO3eFS9dSa/AwJauwlP/uO2OSizomPZdvjwUK+QO8u+tEtWADlGt0rN15DKNRrH+8NeCKiWADfH/6IhG35LeuicS8AhPBBriSlskP/ub53mvizUO+1YINUFyp4c1DvsL+P/gHVQs2VA2KPj3lR2KeWFKh8MwsE8EGCExOZXPQFSF/o6Lw6rFj1YINkFdRwZqTJ4T8AT677F8t2NfP+V7AKbLKxEargTlJJoINcDozjl0JIUL+OoOBV48drRZsgMzSUt45dVLIH+Dzo37Vgg2gNxp5b+9JisrFZn/OXUkwEWyAE5diORYo1q7ZzO8w0v7yyy9p164dzs7ODB06lAsXLtR47MaNG1GpVCYvZ+faJWK6W0jRvktcjEy2bI9KEfKPSMuipNJ8//bAODF/AP9U8zKUaDWEZYtNc/snWv4s/wTLdbuVK8npVOrMp+8CbKhD4DXzY/NKyonLzBPyvxBr+bMCY8XqEBSfatLpsHbeW9Ho9FxJyjCzp+UXk5YvNr0aGG/5swLixOoQmJRisT0T/R3zy8qJyTZfVojJziW/rFzoHAEWriXl17KJ4F/DcQGC/ilFRSYd2OsEZaQLTzH7pyeZ2fSKkYAMsTIEZCdaPm8N9luJzcsjt9z8+/ZPEb+fLli4nyp1ekKS0oX8L9XQrl2KFC+DLfzW+bS3b9/O6tWrWbNmDcHBwfTt25cpU6aQnV1zh7h+/fpkZGRUv5KSzK+L3xMZiHaX8PSwnHowOy0Rb29vq/4FWssNibOiF/IHcNHrKbzFpgIunjxJnJ31nzov3/IIIiPuGt7e5kJ0K1mVlkf09toK4Tq426kovGVQrQbO+h7lsoP1KcWCzGKL9uSYSLwLrd9sqSWW1+yM5SVCdVAUBTd7NWV6U+G3V4GvzyGc7Kz3k8tzLYt7fNhVvFNjLf7vZmLLLCfv0RUWCNVBb1RwUqvQ3DIz4KRWcWjvXuwF0q1qCwot2qODg/GODrf4v5tJqCGWoSw7S6gOlUYj9sCtd5W7Ws2uHTuElnuUCsv3Q0RAIOUXQ6z6p6iKwcIlW5Scjnei9TqUGgyogVu7kPVUKuH7Sa21/D1e9j9Heoj12aP0RMvfQU3t3R3zG0ePf/TRR6xatYoVK1YA8PXXX3Po0CHWr1/PK6+8YtFHpVLh5eVl82f9VkjRvkvMGNGDLUeDyC64cZE3dHfhzScfpmkjsfXchG2HOXzFdNrppTmTmdanq5B//ZhonvE5aGK7v0tXnpo6Q8h/QkkpM7/bTEH5jRu9WT033ln+CA1dxKaEojft5XT0jelptUrFqw/dz9iu7YX8nTqEsWbnMRPbg8N6s+qhiUL+o3MLWfDfrSazFi096rPm8SW4OonlAo74YgdBcWnV7+3Vav75yCwGdWol5G9oFcx/9p02sS0eM5Dls8YI+Q/OymPB/7yp0N7oBHVo6sGbqx7B0d56x8WoKIT8sJXwjBujB0c7O9YumEPvFmKNT9HpAD4/7W9i+9voYSwZO0zIv1d6Jg9v3IH2pmWNns2b8fpjD6MWEEytwUDQD5uJy7sxteviYM87Cx+ic1OxPO+ZZ0/zXZDpksBzo0bz8ACxNen2GSk8cmgHeuWGbA7xasWrMxcJ+c/Sawk++i0pZYXVtnoOTrwz8RHauIvleU88fgzv0FAT20vjx7OgV28h/5aRCTy9cZ/Jcs+Ybu15/tHZQv7TSyuIfOMn03atnguzx4p9fl1Cq9USFBTEq6++Wm1Tq9VMnDgRf3//Gv1KS0tp27YtRqORAQMG8N5779GzZ8/fo8gWkYFoFqhNIBpAZl4xGw9fJCo5C1VlEW8/vZDWnmI3J1StYW0+fxnfiDhK8vN44cFpjOkmJnbXOZWYwE9XQ4hPTeXhYcNY3ncADnZiQS9QFXH8jd9F/COjGdOrO38bMZgWDcS/A41Oz8bzwZyOjqe8IJ9X5s1gWEexAKzr+IZeY2dAKMlpaSyeMJKFI/vaFPQSn5XHet9LXIqI5b4BPXlswmCaNhDrOAGUa7RsPBmEX1QSmuJ8Xn3kAQZ0aGlTHY5cjmZ3YBjpGRksmzqGecN6CwfzAURl5LD+7CUuR8cxeVAfVo4ZTCM3sUA4qIqa/sEviIDEFHRFBaxdMIc+goJ9nT1Xwtl7JZKsrCz+Nuk+HuxnW0N1NT2T9f5BXI1LYMagfqwcMYj6NqwH5pWX813AJS6lpKEUFfLugofo7tlU2F9RFLxDQzkQHUVuTjbPjJ/IrG5iQZnXuZiZyg+hlwhPTuLBfoP4W5/BuDmIdf4AsitK+CbKjyv56ahyi1k3bTGd6ot1OqAqOPSnKyEciY2lMCeX1VMmM6VTZ5vqEHgtmc3nLhOTlMLc0UNYNnoATg7i47XMvGJ+PHSR6MQs0BTx1rO2tWsgHog2dOY7NgWiBR54g5SUFJNzOjk5WUwhnZ6eTsuWLfHz82P48OHV9pdffpnTp08TGGg+8+Dv709sbCx9+vShqKiIDz/8kDNnzhAeHk6rVmKd+LuOIjGjqKhIAZSioqJan2Pr1q13VIZ73b8ulEHWoW6UQdahbpThj6yDtTb1+v+HznhHGTnnA6HX0BnvWAxPW7NmjcXPSEtLUwDFz8/PxP7SSy8pQ4YMEaqHVqtVOnbsqLz++us21f9uIqfHJRKJRFInqM3mKpZG2pZo0qQJdnZ2ZGWZBuZmZWUJr1k7ODjQv39/rl27JlbI3wAZPS6RSCSSusH1QDTRF1XR3Te/ahJtR0dHBg4ciK/vjUcXjUYjvr6+JtPlt8NgMBAaGkrz5s3vvK61RI60JRKJRFIn+K23MV29ejXLli1j0KBBDBkyhE8++YSysrLqaPKlS5fSsmVL1q1bB8Dbb7/NsGHD6NSpE4WFhXzwwQckJSWxcuVK2z/8LiFFWyKRSCR1g984NeeCBQvIycnhzTffJDMzk379+uHj44OnpycAycnJqG8Kei0oKGDVqlVkZmbSqFEjBg4ciJ+fHz169LD9w+8SUrQlEolEUif4PRKGPP300zz99NMW/3fq1CmT9x9//DEff/xx7T7oN0KKtkQikUjqBkal6iV67F8QKdoSiUQiqRv8xtPjfwakaEskEomkTqDChunx37QkdRcp2hKJRCKpG/zGe4//GZCiLZFIJJI6we8RiHavU6c3V1m7dq1ZLtNuVvYO3rlzJ926dcPZ2ZnevXtz+PDh36m0EolEIrkjfod82vc6dX6k3bNnT44fP1793t6+5iL7+fmxaNEi1q1bx4wZM9i6dSuzZ88mODiYXr16/eZlDYpP5aPD54hIzaaxk4q2MUmM6NJW2D+vvJx/nTrFsbg47AwGCi9c4PHBg4UTTSiKwtdRfmy+dokCdSkXA/bwz36TaezsJlyGs6mJfHDxLOElmezYu5lXho5laPPWwv6ZJSW8e+oUJ+MTcFIUKoKCeHSgWFYlqEqQ8MXZALYHh1JSXsHVA0d5ZeIYGghmGQM4ER3Hpyf8uJady6ENO3h50hj6tBJPlpFaUMS/j5zm3LVEXFSguniFhYP7CvvrDAY+PeHHrpBwyisriTp4nJcnj8HNUTzRxOGIaL44G0BiXj4+W37mlYljbUqWEZefz7unT+GfkkJ9wDE8nLk2ZCbS6PX85+xZ9kREoNVquXbyJC+NGoWzg4PwOXZFhvPVxUBSCgs4um8Xr4++j44ejYX9I3Kz+Zf/KS5mptFQUVHvWhQzOokn/CjTaXkv6CT7EyIw6nQkBp3kxf5jcFCLJ9DZkXiRDdfOk+laiN+Frfyj5zRauYkny4gpSWR9/D6iSxJxb+ZIh7xeDG0sniGrWFvJu0G+HEmOAqOezKtneLbXKJsS6Gy4FMyGS8HklJRwft9BXh9/H171xBPoBMWn8snBc0SkVLVr7aKTGN5VvF2zBZWioBKc9hY97s9Gnc7ytXbtWvbu3UtISIjQ8QsWLKCsrIyDB2+kpxw2bBj9+vXj66+/Fv7c2mT5Sssv4oEPN1Gpu5HB18HOjp//bzEdPcUaqnnbthGcbpqc/h+jR/O3wYOF/L+P8uffV31NbP0bt2LnhOVC/rEFudy/axNa4410is529hyb/yit6zWw6q8oCjN++omonFwT+zsTJ/Jw3z5CZfj0lB9fnjPNtjO6Q1t+ePhBIf/QtEwWfr8Nw02XtbuTIz7PLKeJu/XOi95g5P7PN5Kcb5rT+oOHpjGjj5hgrPM5xY+Bl01sU3p05tN5YilSA5NSWLr5Z5OBREMXZ3yffJR6zpa3aLyZSr2OcevXk1VWZmL/btYDTOjYUagMr/zyCzvDTfNez+vZk39PmSLk7xsfx6qDe01snm7unFz2KM721oW/WKNhrPf3FFTeSBOrArbMnM+IlmJZ4546vZdDSVEmthXdB7FmsFia18Opofwj+GcTW2tXD/aPfxp7AeEv0Bbz+KV3KDdUVtvUqPmg32q61BMTvWUntnEmI8HE9kyvkazuK5bm1TvkKm8cNW0TujZtwsHljwgNBtLyi5jzvnm7tuOFxXT0Eu+AiWb5Gj1mDfb2glm+9JWcPfOWzdkY73Xq9PQ4QGxsLC1atKBDhw4sXryY5OTkGo/19/dn4kTTG3LKlCm3zZUKoNFoKC4uNnnZyoGgSJMLG6pGXLsvhNfgYUp0To6ZYAN4X70qXIat8cFmtst5qUQXZls42pyd0WEmgg1QadCzO0asDsHpGWaCDeB95YqQP8C2y6FmtrPxSaQWFlk42pyfg8NMBBugVKPlYGh0DR6m+Mcnmwk2wLaLYr+DwWhkZ3CYmf1Y5DXyy8qFzrH9cqjZzF9hRSU+UbFC/ifiE8wEG2BrqFgdynU69kVFmdn3RUVRrtNZ8DDHO8z8s7LKSvGNjxfyPxIfYyLYUDUb6h0pVoe8ynKOJJv/5jtir2IwGi14mLMj6aKZLaU8n4BcsTqcyQkyEWwAI0aOZt6+PbpOammhmWADbI29bOFoy3iHmN9P0Tm5BKeZtzWWOHjJcru2R7Bds5XrI23R11+ROj09PnToUDZu3EjXrl3JyMjgrbfeYvTo0YSFhVGvXj2z4zMzM6u3o7uOp6cnmZmZt/2cdevW8dZbb91RWcu1lhuzqxEReJemWfVP1mot2vNKSvD29hYqQ7662OJzEHuPHKIN1nuvVyoLLNqDrl7BOybJqn9spcaiPSs/X7gOxeUVFu0/792Hp5P1EVpEeqFFe8ClIJwSrQt3RHGlRXtaZpZQHQyKQoUFYTMqCjt27aaBg/URWmym5d/hbEAA+kjzRvhWgsotdw4SU9OE6lBhNKI1GMzsWoOBbTt24CIwNZtQaN55Azhx7hzFQeady1s5rym1aI9NTBSqQ6Gix2ihUa/Qa9m6bRv2IqNM50yw8HMdPXWCFMMlq/5h9VLAwgRVVHw03pes1yFLsdwmFGsqhO+nrPw8i/ZDR48R42J91iYopcSivUJjuWx3jHxO2yp1WrSnTZtW/XefPn0YOnQobdu2ZceOHTz22GN37XNeffVVVq9eXf2+uLiY1q3F13EBJvbuxPpT5jfyk3OmMVxgXdtgNHLghx/IKDG9Seb07s2iCROEyhAVdIQtcUEmtuau9Xlx+jKhNbDWqYkEHt5pZv+/+x+gf7MWVv01ej0Hvv2O/ApT4Z03cACLRo+26g8QvM+HfaGRJrYOjT14btkSoem8JpHXeGb7ARObCnhhwRw6N2ti1b+0UsOR/35P2S2N0sJRQ1k0doj1CgD+2/bjGx1nYuvVwpPHlz4s5O90NZxXDhw1sdmpVLy8cB6tGlpfpphUXs7B778zE95lo0ayqF9/oTKc2LkT/5QUE9vw1q15dN48IX/dlcusPX3CxOZoZ8erCxfRxNXVqv+o4iKOeH9vNmuycvR9PNRVLD7lyKGNXM0z7bBPaN2ZJePmCvmXxpzhsyjTqWU3eydenrMMdwfrneCksgyeCV6Hcou6LB44m+FNrMdIKIrCwYPfEVdsKrwz2vdk0YiZAjWA1NPn+CbQdMagkYsL/1j6CE63iQ+6Ts+kDAI+3WZmn9S3s9Dn24x85MsqdX56/GYaNmxIly5dasxl6uXlVatcqU5OTmbp3WylT5vm/GPWWFwcq0aD9ip4ZuoIIcEGsFOr+WrmTFo3uNEo39e+PS+OGiVchhf7jGdc807V71u7NeTLEQ8JB62MatWOFweNwtmu6mZ2c3DgjeHjhAQbwMnenq9mzcTLvSrIRQVM7dyZZ4YNE67Da5PGMrzdjQ5Te49GfDr3fuFgvEndO/G3UYNxtKsaIrk7OfLWzIlCgg3g7uzEJ/Pvp4m7a3UdZvbpxoqR4sF0a2dMYEDrG99Z52aN+fDBabfxMGVO7x4sG9wfh19/twbOTrw/a4qQYAM0cXXl0+nTaeziAlTd5At79WZxH/Fguv9MmUKvm2atenl68r7gejbA4t59WdizN3a//m6NXVz4dOr9QoIN0Lp+A/47bhoNnKrE0Q5Y0XsAc7uIB9N9OnoW3RreCN4b2LQl/xomXoflnUYwo1Uf1L9OXzVxcue/g+YLCTZAW7fmPNVpAa52VcerFRXzWk8SEmwAlUrFF6Nm06G+R7VthGdb3hgo1okHeGbEMKZ06VQ9AedVz52vZs8QEmyAPm2b89IDN7Vranh62giG2RBgawvXH/kSff0lUe4hSkpKlEaNGimffvqpxf/Pnz9fmTFjholt+PDhyt///nebPqeoqEgBlKKiItvLWFGphCZnKD9s2myzr6IoisFoVMKzspQvNm2qlb+iKEpySb7y360bFIPRWCv/wsoK5T8/bVSKNZW18tcbDEpoZqby1aafauWvKIqSmFegfLThR8VYyzrkl5UrH67/USmt1NTKX6vXK2FpmcrXP9a+DnE5econG36stX9uaZnywYYflQqtrlb+lTqdcjUzU/n6p9rXITY3V/nkx9rXIau0RPnPjxuVSl3t6lCh0ypXsjKUbzfXvg5R+dnKp1tqX4fM8iLlv9vWK1qDvlb+FfpKJaY4SdmwrXZlMBqNSkR+lvL5HdQhrahI+XDjj4reYKiVf0lFpRJ2B+2atTb1+v/HjnhDmTDmX0KvsSPeqHU7fS9Tp0faL774IqdPnyYxMRE/Pz/mzJmDnZ0dixYtAqpyn7766qvVxz/33HP4+Pjw3//+l6ioKNauXculS5dqzOjyW+Du7ESv1l642Nfuq1WrVPRo1gwPwZ6wJVq7N6I5TqgFR6e30sDJmVZ2jtRztL7mZQk7tZpenp40tBd/tOZW2no0xMvJQXiEfSuNXF1o4eyAm5P4Y1Y342BnR88WntQXWIOuiQ5NPGgmsA5fE43dXGnp5ICzQ+2uBSd7e3p7elLfrvZ16NS4Mc1seMzrVpq5udPKwVF4ZHcrzvYO9GnmhbsNj2ndStdGTWmqqn0dPF3q09zobNOjYjfjbOdE53ptcDLWrgwqlYrujZrR+A7q0KJ+fVo4Otj0qNjNuDs70fMO2jVhrk+Pi77+gtTpNe3U1FQWLVpEXl4eTZs2ZdSoUQQEBNC0adWU1625T0eMGMHWrVt5/fXXee211+jcuTN79+79XZ7RlkgkEsmdoTJWvUSP/StSp0V72zbzAIibuTX3KcC8efOYJxgsI5FIJJI6hAxEs0qdFm2JRCKR/IWQj3xZRYq2RCKRSOoEchtT60jRlkgkEkndQE6PW0WKtkQikUjqBgogGmD219RsKdoSiUQiqRvI6XHrSNGWSCQSSd1AwYbp8d+0JHUWKdoSiUQiqRvINW2rSNGWSCQSSd3AiMVMhTUe+xdEivZdRGsw4BMdS1hmFgVl5Tyo19u8fWNwTirH0mJJUAoZV16Cl6t5CtLbkacp5GT2Ba40SKR/cTzd6newyV9j0OGTFs5xxyzqpV5lSoseOKhtq0NAVjInU+NINhYxsaKMpi5uNvmnlhSxJzaCoMoieuVk0rvp7RO+3EqFTsfe6EgOlxZRPzaaKR07Y2/j9o3nkpM4m5RIalkpUyoq8Pg1+YYoiYUF7IuK4kppCf1ycujetKl1p5so1WrZExPB0fIiPOJjmdS+k03b0iqKwsnUePwyksnUlzBdU1mdfEOUa4V57I+PIExXxODCPDo1bGyTf5G2kj3xYfgaCvBMvca4lh1t2pbWqCj4pkcTlJdClrqImToN7g62ba17rSQD38yrRLpkMqo8l9auYoljrlOiK+Vcrh+RHrGEFoXTu4F4whIAo6InofQs2RURaBtnojNW4qC27XeIKUnhTPZVYtzSGV+Zj6ezh3Wnm8ipKGN3XBjnDQW0z0xmmFcbm/y1BgO/RMUSlpFFQUnt2jVR5Jq2dVSK8het+W0oLi6mQYMGFBUVCWf80hoMLNu+i4upN3Jn9/byZOuiebgI7t38dYQ//wk5Wf3e3d6RzRMW06dxcyH/2JIk3gz7nHLDjZzQS9rO4qHWk4X8K/RaVvhtILwwvdo2wKMt349YKizcH14+wxdhftXvGzo6s2PKYro0FBOtwPQUlh/ZRYVeX217e+QElvYSSylZrNEwf9c2ovNu5HMe26YdP8ycI7zv8lunTvBjSEj1+yauruycv5C2DRsK+Z9OTODvB/dXp8ZUq1S8P3Eyc3uINfh5FeXM3eVNYlFhtW1qh858PW2WkD/Ai2cPszM2rPp9C7d67J7xCM3dxDqBRxKjeebUAfRK1XDGXqXm8/tmMq1dVyH/jLJi5vpsJr28uNo2t0Mv/jtyhnAdngnYyS9pUdXv27p5sH3ccjycxDqBh9OD+FfYzxh/Xfx0UNnxfv+lDG8iVoesymzeifg3RbobdZjkOZ6l7cRSrBoVAz5pr5BSdqHa5uHYnlltvsDJzl3oHPvSzvNZzK7q985qR9b1XUWfhh2F/GMKc5jvs5VC7Y024anew3mp/xghf63BwIqtu7iYcqNd69Xcky2PiLdrYL1Nvf7/CT1fwt5OrGOmN2jwDf/Apnb6z0CdThhyL3E4KsZEsAFCM7PYFRYh5F+gKeeTq2dMbKV6LR9cOVmDhzmbkw6YCDbAtuTDFOtKhfz3p4SYCDZAcH4SPmnhQv4ZZcX8L9zfxFaoreSjK2eF/AHWBZ4xEWyADy6epUynrcHDlK1hV0wEG+B0ciK+ifFC/vH5+SaCDZBbXs4XgQFC/gDvnT1jksvaqCj8+9wZs/zWNbHhSrCJYAP4xMfil5os5B+am2ki2ADpZSV8HRoo5G9UFN69eLJasAH0ipF3L57EKNjH/yY80ESwAXbFh3E1L0PIPyA70USwAZLK8tkYK1YHnVHPF9GHqwUbQKcY+Dz6kJA/wL60gyaCDXAs6wQZFZk1eJiSXBZgItgA+doEIgv3C/lX6DX8EGda3kqjlm/jDtTgYc5HIedMBBvg67AAMsqKa/Aw5UhkjIlgA4RlZLH7qli7ZjMyYYhVpGjfJcIys2yy30pMYQ5ao3mjHpYv1kAAXCs1b9R1ip7kcrGGMrwo3aI9oga72XEF2Rgs3EiheeJ1CMs1/75KtFoSigqE/EOza/gdarCL+tdkv5VKvY7Y/Dwze15FBeklYg3l1Zw7K8PVXMvfd032W8mvLCet1LysaaXF5FeWC50jtIbrVvRaCCuwfM2FF4r5Z1YWUqArM7MnlGVTadAJnSOhLMkm+63kVEbZZL+V1Iocym7phAPElKQK+YPl79ugKEQUZAv5h2dYvubCBds1m5GibRW5pn2X6NLU8lpZWUoy3t7eVv1LFD12wK2y3UirCPkDuDS1p/SW5TK1ouKCjx+hxkvWy2CfDxZmpvIjE/EOtV6GfEWHCvMnMdzLdcJ1aIodGbdEmDig4uLR44SqrPcxNeUlFu05UdF4J1gfqWbqLDfozqVlwnXwsLMj/5ZRtbNKxZnDR/AXWNNVyoss2jNCw/COvmbVP9mgsWi3zysSqoNRUaiHmpJbfod6qPHZsw87gTrYGSzXIflSCN5B1kUrXVUGFmZfDel5QnXQY8SpkR0atenv0MDgyJ4dP1v1BzA004OFWezQ01dI0lqfudE1TAcLISVpMWV4n7FeB61Kj31TNXq16e/QUOssfC26681nqFRA1Bl/slUXrfrnl1jupHWuob27Y2QgmlWkaN8lZnXvxubgK0Rk3+jBdvTw4L0lC6nnJLZGUxhykq8jbkwvO6rtWDfuIYZ6thXy71M0mLXhX6I13hCe2a0nsmz0A0L+M3WVxJ39joTSG9PL3ep78dbolTjbia1fZQYe5aeY4Or3rvYO/GfSfPo2EVuX90qO52+/7EVnvHFHPjd4JCsGDBPyn1JRzuwdW0kpviEaA5u34O0583EQzCud+ssR9kRGVr+v5+jE+/Pm07WJWEPVIDaGZ48cMplK/seY+1jaT2xdflxpCQ/8vJWsshvLGiNbteHNWQ8JB6PFH9/N0eQbAu/h7MKHMx6mbf1GQv6OsaG8fO5IdQdMBbwxagrzO/cW8h9RUsCcI5vI11RU2ya16syr4+YK+RsVhfhzW/DLTqi2NXOux7/HL8PLRWz90jn5PB9F3ZhKVqPipf4PMcGrj5D/6PI03on4N+WGG3UY2XgYfx+6UsjfoOg5kJxJVuWNpYp6Dl7MGf0GLvYNhc5hn9ic9QmHb7xX2fHCwIcZ2riHkH+P3AwWHfWmXH+jTXika3+eGioW5zJHp+fapu1EZN1o1zo09uChPrYF5IkiA9GsIwPRLFCbQDSAMq2WXaHhhGVlU56SwrrlS4QF+zq+abEcT40lLS6eNfcvpGMD23q0qeWZHMvy52p0KA8PmcNgD7FG9jolukp2JwfzS4g/9/cfyZw2/XG1F6+Doij8khLDidQ4suITeWvWItoJCsV1IvNy2BkdRmhUJM9Mms6Y1u1s8i+oqGB7RCjHgi7x4PCRzO3eA2d78aAZo6JwOCaGM0mJ5CYl8c6ChbS0MdAlNCuL3ZHhRETHsPr++xnaqrVN/rnl5XhHXOXk5WAWjBzN7K7dcbIT72PrjUb2x0fil5FEfkIy781djJdgENp1grLT2BsXQWxsLC9NfYCBzVra5J9VXsLW2BDOhYaweMQ4ZrXrYVMUv9agZ39KGBdzkyiKS+XdB5bRxFksgOs6wfnxHM+8QnxsHM+PW0i3+q1s8s/V5HEy+wzB0cHM6j+ToR6DUAvM+FxHb9QQU+xDVkUESZEFLBz7T5ztGthUhkv50ZzJvkLStQSevW8JHd1b2OSfVFKAd8wVLkWEsXLMJKa06WJTFH+ZVsuuK+GEZ2ZTlvZru+ZsW7smGog2sfP/2RSIdjz2479cIBqKxIyioiIFUIqKimp9jq1bt95RGe51/7pQBlmHulEGWYe6UYY/sg7W2tTr/5/Y8Xllapd/CL0mdnz+jtvpexEZiCaRSCQSyT2CXNOWSCQSSd1AbmNqFSnaEolEIqkj2PIolxRtiUQikUj+OORI2ypStCUSiURSNzAqCI+gjVK0JRKJRCL541CMVS/RY/+CSNGWSCQSSd1ATo9bRYq2RCKRSOoGcnrcKlK0JRKJRFI3kCNtq0jRlkgkEkndQMEG0f5NS1JnkaJ9l9EZDWSWlaC/g15gTmUBGpXe+oE1oDEUozhYznYlgs6oo8K+HL1Rj726dpdIVmUBGpVY/mhLFGrLKVaJpVC0RKVeRz469EajTftd30xqaRGVdxDskldZTrFS+9+x4tc6GIxG7GpRB0VRSC8vRHsH6ZDyNKWU3cG1WK7XUKzWoiiKTftdX8eoGMnR5KO/g2upWFeAzs5y5jMRdMZSVI6Ws5aJoCh6MGRgp6799Vyqy8VoZ56mU9hfX0GJWiwnvSV0RgMZd9iuCSFH2laRCUMsUNuEIbviQlkXfJLcynJcUfPa0Ek80kUssxNAcnkmH0ZtJrY0BZWiYrznIJ7tsgBHtViyC4NRg3/2f4gvOYqCAQ+nroz2fJOGTu2Fy3A6+wR703dRpi+lvn0D5raaz/Amo4T9Y0vSWBexjfjSDNSKivtbDuW5rnOwV4tl2CrTa3jz8n6OpkdgRKFfo1asG/ggbdw8hMvwQ3Qgn4efpUSnwdPFndf7T2Z66+7C/sE5qbzsf5i44jzsUbGk20BeHzhROMNWkaaCF/0P4ZsaiwIMbdaGj0fOpLmb+LX0Rfg5vosMoFSvpaVrA94aNIVxLToJ+wfkxLMm5AApZQU4KCqWdRnJ//WYICyceZpS/nl5N345VZnCRjTtxL/6P0hjJ7GEHYqi8L9rv7Az6TyVRh0tXRrzSo85DGosXodL+WF8HbedHE0B9kY75rebyoI204T9C7V5bEv+nPiycFCgR4NBzG/9FK72onUwEp73AUklP2NUNLg7tKdv07fwcO4nXAal0gel+F0wZqPVOePk8Rwqt8dsqEMGPunvk1ERAYqKLvXHMKnFahzVLkL+eqOBj6P3cjj9EjrFQEd3L/7ZYwFd6osnf9kVG8Z7F09Vt2v/HDGBR7qJt2tgQ8KQZiuxVzsKnVNv1HI8+/u/XMIQuff4XSIiP4uX/A+TW1mVf7YcI68H/sKlbLGE9UbFyNvh3xNbmgKAolLwzb7IpsTDVjxvcDnvO+JKjqD8mpU7XxPNyYxXEO2XXSuJYUvyj5Tpq1JCFuuL2Jj4PSnl1vNQQ1UD8eqV9cSXZlTVSaVwID2ArUknhOvwQdhRfNLDMf469xVSkMrqizuE/U9nxPFeyHFKdFUjq6yKUv7Pfy+JJflC/hV6HStP/UxccV5VnVDYEHWJjVHWcw9f582LRzn+q2ADBGYn8/z5/cL+h5Mj+Tj0DKW/5kJOKy/iyXO7yKoQmz0p0lbwdOA2UsoKANCpFL6PPcfu5MvCZVhzZW+1YAP45VxjzZW9wv4H0i7xU8IpKn9NE5tWkcc/QjZRrLOcn/lW8jSF/Dvye3I0VXXQqw1sTT7E+dxgK5438E7+tEqwAVQQUXyJvWnfC/snFG8hoXgLRqXqWirVJXAh8xn0xgornlUo+iSUwtVgrEpr6ehQiVLyPormjHAZDqW+UyXYACqFmJLTnMn6Vtj/p8QT7EsLRKdUtQlxpZn848pG9EaxmYuIvGxePHfEpF37p98xLmaJtWs2c32kLfr6CyJF+y5xMCnKJH/ydfYlRAj5x5akkFaRY2Y/mX1JuAzxJUfNbMW6FHI1kRaONudCfoCZTUHhogW7Ja4UxpOrMZ9GPJYp3tAeTgs1s0UWZRJXYv7dWOJAcriZTa8YOZwi9h2cSY+nQGPeKO9LMD+vJXRGA0eSo8zsF7JTyCwXE939SeafpTUa+CUlWsj/VGY05XrzqdCDKebfrSVKdJWczYo1s5/NiqVEJzZFeyzzipmt3KDlbLbY7xCQdwWdhaWF04L3Q5Euj4Qy888KLQrAILhkkVZ6xMymMxaRU+En5E/lEcD8s5SKA+bHWiBfk0y25pqZPapYvBN83MLvkKMp4nJBvJD/wYQa2rU4sd/RZqRoW0Wuad8l7GuYdoyLjcU7Ps+qf55DGTQzt2vKK/H29hYqg7a3Biykoj36yzHU5eY3761ca3INLKS+jgyPwvus9TKkO5RY9C8tLhGug8FFDxa+Sp9Dh/FQrE+bJalyLPqHXbmK9xXrMwaRiuWRYGF+gVAdDIqCYuFRFBWwf+9e6qms33LpZFmsw+WgIByCzMX0VkLtisHCV5WTlSVUBw0GVG4Kyq1lUBR2/fwzTlhf6siul2WxDBcDAinWxlj1v+aWARZWRNJT0/C+Yr0OOrtK6ILZ92g0KGzfth2VwHjFpUcBdhZSkJ89cx5DYbZV/66tQ+lnYTUgPiGZi1HW66B3LIYeFuxag/D9VNKo2GIrf/rkSa7prHeAInWW1/IdahknYhX5yJdVpGjfJR5o35P/hQegM94I+rFTqXht2lx6NfYSOkdk0H+IL0szsc3uMJ5F48XW8ULyyrmS/4OJrZFjZ2Y98JyQf1JZIu9FrkW56aaxU9nx2NhVeDk3t+pvVIwE+/+HtIpcE/ui7pOY32asUBlSwn7hxzh/E9sAjzY8NXqZkH/H7GQePvmTyW3vbGfP6zMX08LV+rqXxqDn2L6vzUbFjw8dz6LO/YTKEB5whG3XQkxsY1t04G/jFwj5e6VfY+UZ0yUBd3tH3pi5BA8nV6v+s/QaTh39hEKt6YzBU0OnM61VL6EyRATtwCc9zMQ2pWUvlg+cL+TfNPMKb1w1FZYGDq68/MBjuNpb6FneQrGulL9dWkuFwXRkv3zQfAZ59BQqw/r4DKJKTJcEBjcZx0OLFgv5JxU7cjX3LRObs10zpk99BTuV9Q6kYrgPJecscHMdVHTs+SKd+g8WKsP2xGjSK0x/h/7NZjJ20SIhf1XSGb6IPWhia+XSmNUTVqJWWRfeIUV5nN2zwaxde7CT2G9gK4piRBEM/hQ97s+GnB6/S3Rs0Jivxz5Ih/pVwwMP7Pls9APCgg2wpudKBjXqjgoV9kY1D7Yax6K2k4X9+3gso0fDRdirXEGBlq7DGN/ifWH/tm7tWNXhSZo4NQXA08mLxzs+IyTYAGqVmvf7PcaARlXDC0ejHY+0m8BDrUcLl+H57hN4uP0QXOwcUCkwzqsrHw2eJ+w/pFkb/jNkJs1/FeguDZry7aj5QoIN4GRnz8bxCxjUtBUALqh5oe8YYcEGeHPQRBZ06ouj2g41ML1NNz4aOVPYf1yLTrwzaCqeLlUBUz0befLD2AVCgg3gZu/Et8MfoXejqmAjN8WOl3tNFhZsgDf7zGJGy77Yq+xQKzCjZV/e6DNL2H+iV1+e7Xo/jRyr6tCjfms+HvCokGAD1HdwZ03PJ+jg9uvvoHfk8Y4LhAUbYEGbZ+jTYDhq7FAZ1Qz2GM+sliuE/dvWn0u3Rs/goG4AgIdzf4Y2/5+QYAOo7JqjavQ/sO8CQFllA1QN1qFyFBNsgBmtXqeD+3BUqFEZ7OnbaBYjm4rXYX6bUSxrPwF3e2cABjbqxAf9HxUSbKhq174ZP5sO9aum0DxUdnx+30x6NxFv12xCUapG0CKvv+j0OIrEjKKiIgVQioqKauVfqtUoW7ZsqfXnV+o1yuattfc3GHXKFu9NtfY3Go3KpjvwVxRFqbjDOmgNemXT1s219jcajcqGO/BXFEUp02mUzXfwO2r0euXHLbUvg+Eu1WHLHfwOGr3ujn4Hg9Gg/Lj1p1r7K4qilOsr76gOWoNG2XxH15Je2bptY639FUVRjIZSZesd1EFn0Chb7qAOeqNB+fEOr6U7adestanX/z+hwRJlSsPHhF4TGiy5o3b6XkVOj/8GuDk41uqZ1Os42TmitrSoKYhaZY/qDn5alUqF/R1eGs53WAcHtR32dzARpFKpcLrDiSRXe0fhx7ws4Whnh4PgiMYS6rtUB9Ud/A6OdvZ39DuoVWocBNbAb4eLndMd1cFB7Yj6jq4lOzCKja5rPIfaDYuBCoLYqx2F1uFrwk6lxuEOr6U7bdeEMBpBJROG3I46PT2+bt06Bg8eTL169WjWrBmzZ88mOvr2EbQbN25EpVKZvJydnX+nEkskEomk1sjocavUadE+ffo0Tz31FAEBARw7dgydTsfkyZMpKyu7rV/9+vXJyMiofiUlJf1OJZZIJBKJ5LejTk+P+/j4mLzfuHEjzZo1IygoiDFjxtTop1Kp8PL6jQIlJBKJRPKboBiNKILT4zJ6/B6gqKjqmUEPj9tvaVlaWkrbtm1p3bo1DzzwAOHht98YQ6PRUFxcbPKSSCQSye+MnB63yj0j2kajkeeff56RI0fSq1fNj6507dqV9evXs2/fPjZv3ozRaGTEiBGkpta87d66deto0KBB9at169a/RRUkEolEcjtEH/e6/voLcs+I9lNPPUVYWBjbtm277XHDhw9n6dKl9OvXj7Fjx7J7926aNm3KN998U6PPq6++SlFRUfUrJSXlbhdfIpFIJNZQlKqocKGXFO06y9NPP83Bgwc5efIkrVq1ssnXwcGB/v37c+2a+R6+13FycqJ+/fomL4lEIpH8vihGxaZXbfjyyy9p164dzs7ODB06lAsXLtR47O7duxk0aBANGzbEzc2Nfv368dNPP9W2eneFOi3aiqLw9NNPs2fPHk6cOEH79uIpJq9jMBgIDQ2leXOxXb0kEolE8gchPMo21uo57e3bt7N69WrWrFlDcHAwffv2ZcqUKWRnW95L3sPDg3/+85/4+/tz9epVVqxYwYoVK/jll1/utKa1pk6L9lNPPcXmzZvZunUr9erVIzMzk8zMTCoqbuypvHTpUl599dXq92+//TZHjx4lPj6e4OBgHnnkEZKSkli5cuUfUQWJRCKRCPJbj7Q/+ugjVq1axYoVK+jRowdff/01rq6urF+/3uLx9913H3PmzKF79+507NiR5557jj59+nDu3Lk7rWqtqdOPfP3vf/8Dqr64m9mwYQPLly8HIDk5GfVNGWcKCgpYtWoVmZmZNGrUiIEDB+Ln50ePHhbS5UgkEomkzqBXNMIjaD1VudpvfdrHyckJJyfzPe61Wi1BQUEmgzy1Ws3EiRPx9/c3O/5WFEXhxIkTREdH8/774jkd7jZ1WrQVgUCDU6dOmbz/+OOP+fjjj3+jEt2eAm0p25P8iS5OR+OSz6TKYpo4i6+PK4qRK4UniCoOILNVNinl/Wnt2s2mMui1QejKNjOwZyTacjUOLvNQ2bCVZrk+l8jCHeg6neVyXgndG8zD2d5Cvs0aMCgGzuWeIbQwhOxmOSSVDaOtm23LGiEFcRxMD+Rag3iaZAYz0bO/TdsnppcXsjk+kPNOqRREn2Jx+6E0cHQR9tcY9GyLu8y5rHiKVTkMKMyma0MLeVNvw5n0eH6Ou0q8IZv6SZHc37a7Tf5JJQVsjLqEvyGLgjA/lnYdiLuDWLINgAq9ji3XggnITqKMXIYU59KxfhObyuCbFsvexFCSyaZZWiwTWna2yT+uOJef4i5yyS6d8hh/Hu4wCBd7B2H/Mr2GbYmBXM5Potwpl1Fl+bR2u/3jnrdyOvsKJ7ODSWuQRuf8aAZ5dLXJP60ihVPZR4lsGc7J7MaMajIOB7V4HbSGYqKLdpBXGY7SupIy3TjcHGzbQ+Jk1kXO514ho1E6PQtj6dPQtt8hNC+DzTHBXDVkocRcZn6nvtjbkFozr7ycTZdCCM/KxlBYwoTSUpq5u9tUBms4Ojri5eXFuczDNvm5u7ubPe2zZs0a1q5da3Zsbm4uBoMBT09PE7unpydRUVE1fkZRUREtW7ZEo9FgZ2fHV199xaRJk2wq591EpYgo41+M4uJiGjRoQFFRkXBQWqm+kmV+X5JSfiN3tqdzA34a8TQNHd2EznEo7SuCCm5sKKNCzYK2/6RLPbGsQLrKE1TkPwYYqm0Org/j0vDfQv6VhkIOJq+gTJ9Vbavn0IoZrTfgaCdWh+/jv+ZC/o1eq53Kjuc7v0TX+mKidSIrhHfCtpikB13QZixPdBbLkpVVUcy809+Qp7mxa17nes3YPnYVTnZije2qs9s5kX4jcNHJzh7vcY/Qt3FLIf/t167wSoBp4/N/fUbzbJ9RQv5JJQU8cGQjRdobKR37eHixa+oyocZWURQWn9xCYPaN/OFu9o7snLhUuPOxIfoC714+bmJ7vf9EVnQdIuQfU5TNgpMbKNNrq21DmrTlp7FLhDpgeqOBpee/I7zoRqra+g4ubB31uLBw/5R4lI0Jphs0vdB1PtNbDBPyTyyL4+OYd9Epumpbr/r9eLLTi0L+BqMGn9QVFGnjqm3Odo2Y2noTrvZiv8P6+H3sSvWtfq9CxcvdljGm2QAh/4DMJJae2GaSWnNWux58OuoBIf8SjYbZP24lqaCw2ta8Xj32LV+Mh6t4R1ikTa2srESr1Vr8X00oimJ2PdU00k5PT6dly5b4+fkxfPjwavvLL7/M6dOnCQwMtPgZRqOR+Ph4SktL8fX15Z133mHv3r1mM8C/F3V6Tftewic9xESwAbIqi9iXaj3RPECRNofggqMmNgUjZ7K3C5dBU/IJNws2gK58G0ZDupB/bNF+E8EGKNGlEl/iU4OHKRkV6SaCDVUj70MZ+4X8AX6MP2oi2AC7U85RpLv91rXX2ZZw0USwAWJLsvklPULI/2peuolgQ9XI++tI69NnUNWIfHr1rJn924hAyvViDdL6qIsmgg1wNT+TE2k1PwFxM/7ZSSaCDVCm1/JdlOVG6VZ0RgNfhp83s38Zfh6d0WDBw5wfYvxNBBvgQm4SATmJQv5nsqNNBBugWFfB5gQ/If8Kg4btySfN7JsSjwrN4AH8knnARLABwopDSCyLq8HDlORSXxPBBqg0FBBT9LOQf7GujH1pp0xsCgpbk48I+QN8EeZnItgA+xMjiCvKq8HDlH3hUSaCDZBRUsKOq6HCZRDF2dnZ7Ckea68GDRqY2SwJNkCTJk2ws7MjK8u0jcvKyrrtDppqtZpOnTrRr18/XnjhBR566CHWrVt3V+tuC3V6evxeIrnM8k1wKvQCjoHWRbPCNRulo/laTmZJIt7e3kJlmDQiBkezwaSRY79sIL+og1V/fdsz0NTcfjHsOJdTrAtOrls2tDC3J+THC9chpWm2WTIknWJg095tNNFbzyd91jHd4lV9KPAMZeesC/cVSi12Za+kitVBpxjJMJaY2cv0Wtbv2EZjlfXRfoAhy6J9z5kT5KmDrPpfoNhiQqlLCTF4J1ivQykGClQVZvYCbQUbt3vjLpC165JdqsXvcefJX0g0NrDqH+iQCxby/AReC8M71Pz7vZViu0oqmmrM7DmaQjZv2yqUuSy2XTRYaP/3ndxDsxLrsy5KC3+wcFhEnB+RR60vOeU7lKFvZt5JSi3LFr6fwg2W95zYdGgv3VTW76dfCizvDpmYXyj0+XUJR0dHBg4ciK+vL7NnzwaqRtG+vr48/fTTwucxGo1oNObX1u+FFO27RN9GbdiWZD46mTNwHLNaDbLqX2ko4+Po8+iMpiOsjo36smjRIqEylOcdRa/xNTWqXJk89VlU6npW/WOL6uGXbS5so/vOo92o8Vb9i3VFvHL1KnpFb2Lv69mfRcPF6hAQVMCVwngTW317V/724FKh6W19XACRYeYzA0vGTGNUs05W/UeVFrLr8FcYbxmNje/Ui0WDplv1B9h5eANh+ZkmNi/Xejwx+xHsBKa3c66eI8bCaH3V5BkMaGp9n4IBhdns9/nezD61e38W9bP+OyqKwvbD35BQkm9ib1/Pg5XTFwtNb6dcPc73MeazE49PfZAuDaxPDXfPT+ak33dm9mk9hrKoyzir/gajgRMB75KrKTKxd6nXiiXjFlv1B1CSKziXe8LEpkLFI5OW0djJQu/2FtLL2nMqw3x2Y0CXGXQbstCqv9ao42zAG5Toy03svRp2ZNFYsfsp8Nw+9iWa3tOOajuenrOQpi7Wl7waRsXgv++QmX1gKwu983uA1atXs2zZMgYNGsSQIUP45JNPKCsrY8WKFUDV00gtW7asHkmvW7eOQYMG0bFjRzQaDYcPH+ann36qDpL+I5DT43eJ+zx7MqaZ6brt4MYdmdain5C/s50bk70eNcmZ62bXgImey4TL4FT/NVTqm4ONVDjXf0NIsAE61J9CcxfT9fPWbqNo4z5WyL++QwPmtJxnYmvo0IgHWj4o5A/wVOdZ1LO/sVamVql5puts4fXoh9oOoJ+HaWDK9Ja9GNm0o5B/a/eGPNPDdO25jVtDnu4hth4NsGbQJNwdbuRfdlTb8dbgyUKCDbC82yB6eZhO1y3s1E9IsAG6NmzGY12Hmtg61W/M37qLreWqVCrWDpyCs92NPr2znT1rB04RDghc2XUEHeuZBr6t6DxMSLAB+nm0YW4b085ut/rNebj98Bo8TLFT2/Fs57k4qG7MCrjaOfFUpzlC/gDTvebQxNG0vNObzxESbIDmrkNp6z7ZxNbEuQ+d6s8W8ndUO/B4p4dMcoG727uysoN4HVb3HUNzV9P7/6V+9wkJNsDkLp2Y0Ml0lm5E29Y80NO2wMq6woIFC/jwww9588036devHyEhIfj4+FQHpyUnJ5ORkVF9fFlZGU8++SQ9e/Zk5MiR7Nq1i82bN/+hjxDLQDQL1CYQDapGKBfyrhFVnE5aUBSvPLQKtQ2R2wB5mnRiSgK5cimcFZNW42RnfQrLpAzGEnQVhwgOPs3g4S9jZ29b5LaiGEkrD+DUhd2MHzKf5q6DbU58n16RRmjRFcIvhfPUtGdxshOPegYo0ZVzKvsqfhcDeHbKEpq7NLbJ36AYOZ0Zw55zx1ky7n6GNLF9U57IgizOZMYTHxLKW/NW4GxD1DNAXmU5h5MiCbx0iX/OXkRzN9t22dMZDRxPjWXf2VOsmjyDgYKCfTNX89Lxz04iMSSMtfNX4GRn28RaTkUpR1KiCAoK4vXZi2nqYlvEsNag52h6FIf9zvD4pNn08bB9dBaSn0xwfiJJlyN5fe5KHNTWp+ZvJqeykDM5VwkJuswL0x+joaONdTBquVxwgdOXTvHw6CW0cm1rkz9AVnkQeZpwQgKSWTj1VdQq2+qQWZGHf95VQoOu8H/T/0Y9B9vahHK9lsNJUfgG+LH6/ofo3NC2pwgUReF8YjLhWdlkRoTzxoplqG1sE2rbpkrMkSPtu4hKpWJok84s6zCW9vr6Ngs2QGOnFgxvMocGBR1tFmwAlboejm4LSUgdY7NgA6hUalq5jcAucyAt3IbYLNgALVxaMsVrOs1LWtks2AD1HFyZ2XIYfSo8bRZsADuVmvHNuzFC37hWgg3QvZEnf+8+nH7Us1mwARo7u7Kk60BGquvbLNgADmo7prXpxlh1g1oJNkCfxi34e/fh9MHdZsEGaOriztIugxhGfZsFG8DRzp4ZrXsx2tioVoINVSPuRzuNoZu+vs2CDdDUuSFzW4+hR0UzmwUbwFHtyNDGo2id37FWgg3g6TqQHo2WoirsaLNgA3i5NGZOq3F0Lve0WbABXO0deahjH8aoG9gs2FDVro1q35a/DxtMFxcnmwVbcneRoi2RSCQSyT2CFG2JRCKRSO4RpGhLJBKJRHKPIEVbIpFIJJJ7BCnaEolEIpHcI0jRlkgkEonkHkGKtkQikUgk9whStCUSiUQiuUeQoi2RSCQSyT2CFG2JRCKRSO4RZJavu0xmWQmR+TkUGvXWD7aAxqAjpCCRTLty6wfXQFp5LGXuGeiNWuzVjtYdbiG7Mp80pwJyNYU0cWpos3+5XktwXgoZqkrrB1tAURQu56RzzViJ1mDA0c72rR+TiwqJ1laSU15GU1ex5Ag3U6rVEpyeTqZOZ/1gCxgVhctp6cRXatAbjdgLJgu5mYT8AmIqNOSXV+Dh6mLd4RaKKyu5nJFBdi3rYDAaCUpLJ0GjwWA0Cic8uZnYvDxiNJUUV1ZS39lCrk0r5FeUcyU7kxxD7eqgNxq5kJ1CorESo6LUagvOmKIsrqnLKNVV4u5gex0KtMXElaZSYle7+0FrMHAxO4VkpRJFUWq1tXBYZhbXKjSUa3W4mufvtUpWYSkxGTkUacTyqUt+O2TCEAvUdnP7Dy6e5ZsrF9ArRlTA8l4DWTPceirE61zIu8Y/Q7ZRpKsS7J4NWvHRwKU0EtwzuUxfhHfSO6RXxADgYlePua1fpoN7X+EyfB23mwNpZzCiYKdS81CrCSxvP0PY/0RGNP+4tJcSXVW+2UFN2vDVsIXUdxRr7DLLSlh+fCdRBTkANHF245vxsxnYTGz/baOi8NrJY+yICEUBHNRqnh8ygicHDbXqe52DUdG8dvQoZb+K3ei2bfnqgVm4Oog1dsmFhazauY+4/KrUll713Plm7gP09BTLcKU3Gnn50C/sj4gCwNHOjn/cN5plg/oL12FnaBhrfU9Qqa/qPE7s1JHPZtyPk71YP/1aXh6rdu8luagqtWXrBg34/sHZdGosthe8Rq/nucOHOBoXB4CzvT1rx41nfq9ewnXYeDWY9/xPozVUCcWszt34aMJ04Q5QWF4Wq07uIqO8Kv92h/oebJwwjzb1Ggr5l+u1PH9hO+eyq+rgau/I2/1mMr1Vb+E67Eg+ypakI+gVAygwpflwnu68QDgvQVBOKo+f3k1uZRkA3Ro2Y8P4+Xi5imXuK66s5O+793MxJQ2Aek5OfDhjChM6iWW9A/js8Hk2nriE3ljVrj08uj//mHOfsD/IhCF3Ezk9fpfwT0/my5AA9IoRAAXYEBbEsaRrQv46o543r2yvFmyA8KJUPo82zw1dE8czN1YLNkCFoYQ9KR9iMIqNUgLyQtmXdhojVf04g2Jke8oxrhbGCvmX6bW8fPGGYANcyk3m88hTwnV468LxasEGyK0s49nTB8zyW9fE/pgotv8q2AA6o5EPAs4Rmp0l5F9QUcHLv/hUCzbA2aQk/hd4QbgOb/ziWy3YAJklpbx4UPx33H4ltFqwoWqk9a7vKeLz8m/jdYOMkhJeP3a8WrABjl+LY2PwZeEyvOJztFqwAVKKinjF56iw/8bLl6sFG6BSr+efx4+RUVIi5B9XkM9b505UCzbA/tgovCOuCpdh9fmD1YINEF+czz8DfhH2/y7mbLVgQ5WI/zN4H4VasVmw2JJkfkw8WCXYACr4JdOf09lBQv5GReH5c/urBRsgqjCbty4dE67Dp+f8qwUboESj4YUDPpRptUL+F6+l8P3xC+iNN9q1LWcvczIs7vaOkt8MKdp3iRPJli/imuy3ElGURr62zMx+LjvKwtGWiS25ZGYrMxSRViEmuhfyIizaA/PChPyDcpMo1WvM7CczYiwcbRnfFPPvK62smOibhPx2nEis4XeowX4rfsnJaPTmU4An4+OF/DV6PX6JyWb22Nw8UgqLLHiYcyouwcymACct2C1xJiGxupG9mRNxYnUoqKjg8k05ha9zOSODgooKoXOcSDD/LIOicCYxUcj/ZHI8lrppor9jSmkRMYW5ZvZzGYloDGJLV6ezzO8bjVGPf7bY93gxP9yi/UIN9luJLswhtcz8mjmRKjYQADhh4Zop1Wq5dJOQ347TEZavuTMRYt+B5O4j17TvEo2cLafMy4hLwDvV26p/vroSGpjb1ZUGvL2t+wPoOitgYRb65C9ncdRcseqfUj8ZLMy6JUTE4X3BehnSVJVgYQldKa0QroOzEW4dA6iA0z6/EKKyfrnmWGjkAOLCI/COS7LqH6cx73QAaIqKhOpgVBScVCoqb5kZUANHDx7E1c56P7kgr9CiPfrKFbzjrHeAIiosr52W5+UK1UGnKDioVOhuqYODCg7s2YODwJpqWYHlWYGwS5cwhlnvBEZrLI9mCzMzhepQrhhQA7d2XZxQ8fP2HUJr2xrHYrAQTnH5fACFxlCr/jFumdDQ3J6VkI53iPU6FCl6VGDWeXE2Inw/KeWWv8cLZ8+SfiHAqn9yRqlFe0M322MsJHcHKdp3ibmde/L1lUCKtTcafVd7B956cAFt6zcSOkf0pQ0E5Jr27lf1nsrcNmLrsUH5jTiU/pWJrYN7fx558O9C/vdV5PJk0PtUGm/Ipru9Cy9OXoWHk4UehaUynFrP5fxUE9vzQ6czs7XYOmBxWCDrLp0ysU1r25XHx80W8h+Ql8usHZtNplUbu7jw9qLFNHS23tAYFQX/n34iKsd0lPaPadOYKLgOmHPWjy/8Ak1sD/buyWPTJwv590jPZMGW7SajZU93d9YuWyIURKQzGDi/4UeSCgurbWqVitdmzWR4mzZCZUg6cdJsOn1x//4sHT9OyL9tcjJLd+8yWdZo27Ahby5dioNAYOEDOi3ntm4go+zG9La9Ws2bMx+kv2dzoTJE+x1mxzVTcV3VexiL+48R8vfKiOapQFNx7FK/Ga+Me1RoTbpEV87jl/5Foe5GHRxU9jw7djnt3MTyi189s4cjyaazbU/2H8OinsOE/N0iolh94IiJrX+L5ry0ZKGQ/4SiUoL+s4mSihvtmoujAw8OFY9NkNxdZCCaBWobNBGRl81HQecJz82iXqWOD2Y+RN+mYg0MQJlewzexxzmdHYG+pIJVfacxu/Vgm8p+Of8oF/MPkVuczcDmE7iv2cM42VmeBbBEdEkSmxOPEJETRx/PLixpO50O7i2F/Yu0FXwacZJTGbEoZZWsHjKdmW3EA3cANkUGszUmhOyCAub1Gsj/9RuJs714xOvF9FQ+vehPWFoqw9t35MVhI+nYSCyACiC3rIz/nj/P2cQk7CoreXXqFKZ26SLsb1QU1l8MZufVMAqKinh4yCCeHDHUpih4v8RkvvQPJDItnbFdOvN/Y0bQpmFDYf+MkhI+Once/+QUHDSVvHn//Yzr2EHYX2808u2Fi+yJiKC4uJilw4bx9yGDbYqCPxEfz/8uXuBaZiYTunbjhZEjaV5PLIAKqp4A+PDCOS6mp+Gi0fD2tAcY1bqtsL/WYOCLUD/2J0RSXlLCyoGjWNljiE0R5EfTIlh/7TyJeVlMbt+HZ7uPp4mzWGAoQEp5Fj8lHiS6OAn7YoXVQ5fTs4F4EFilXscnV89xJDkKbWkZjw++j2VdBwn7A+wLj2TDpWBScnKZ0ac3q8eMoIENkfzRaTl86eNHZFo2boqWd1fMpVcbL5vKIAPR7iKKxIyioiIFUIqKimp9jq1bt95RGe51/7pQBlmHulEGWYe6UYY/sg53o02VVCED0SQSiUQiuUeQoi2RSCQSyT2CFG2JRCKRSO4RpGhLJBKJRHKPIEVbIpFIJJJ7BCnaEolEIpHcI0jRlkgkEonkHkGKtkQikUgk9whStCUSiUQiuUeQoi2RSCQSyT3CPSHaX375Je3atcPZ2ZmhQ4dy4cLtcxvv3LmTbt264ezsTO/evTl8+PDvVFKJRCKRSH476nyWr+3bt7N69Wq+/vprhg4dyieffMKUKVOIjo6mWbNmZsf7+fmxaNEi1q1bx4wZM9i6dSuzZ88mODiYXr1+28w0sdm5fHE6gPD0LNx0GvpmZNOjuXkZa6Jcp+XTYH+OJcWiLS/FMSaMuV1sK/OhtGB+Tg4gvX42OdFHWNVxAi72FvJl1kBYfiafXjnPJX0aZ07v4f/6jqJLw6bC/sUaDZ8E+nEyMR5jWRn1YqOZ0bmrTXXYFnyV7cGhZOXlkXXKjydGDcHJXvxSvZKcwVcnAwhNyCF4+2GemjCcdk3EMq0BFJRV8OUv/vhFJ6JoyvEKj2NcT/EkD4qisPVsCHsDw8krKKC4cQCPThgslN3qOpeupfLdsUAik3IIM/rw1LQRtPAQT7SQU1zKlz7+BF5LwU5bQdvoJEZ0FU+2YTAa2XQ6mP2XIigqKqLy5CWWjh2AnQ0JQ87HJPHDyYvEpOQQufMYz0wZTtP64sk20gqL+dzXj+CkdBy0FXRMSGVI+1bC/jqDge/8L3EwIorS4mJ0Fy+zZFA/VDYkDDkWf43vLl8iLj+LiFPH+b+hzXxtAwAAFuxJREFUI/BwEU/Ak1CczydXz3I5Nx0Xg4ZuOWn0byqegEej1/OV3wV8omOpKClGFXKVhf36CPsDHA2J4aczwSRn5JDsfIonpw6nnouTsH98ai7f7/YnKiEbZ3UlA4Zn07WdeLsmubvU+SxfQ4cOZfDgwXzxxRcAGI1GWrduzTPPPMMrr7xidvyCBQsoKyvj4MGD1bZhw4bRr18/vv76a6HPrE1GmpzSMmZ8tYmim3IZuzk6su/xR2jVSCyt5QqfXZxMMU0u/+/RU1jYTewm3ZtykffC95jYRjbtyscDlwn5p5QWMu3gekp1N1JzNnR05uislTRzEWts5+/axsX0NBPb51PuZ0aXbkL+GwKDWXfstIlteo8ufPLg/UL+17LzmP/VVip1+mpbE3dXDj6/jPou1jMbKYrCgk+2EpmWXW1TqeCLFQ8wpodYlqz/+fjzv19McxXPHdaLNQsmCflHpGTxyKfb0BtupOZs3qgee19Zhotgas4HP/iJxJyCaptapeL7Jx5icEcx0ftw/xl+PB1kYls6dgAvzRor5H8xLpWV3/2MwXijeWnftBG7Vy8R6rxUaHXM+HwT6YXF1TYHOzVbVy2gV0uxDFOvHz7GjhDT3N3PjB7GM6OHC/mfTIznsQN7TPJZ92zajAMLHhES/mJtJRP3f0tOZVm1zcnOngPTVtC5YROhMjy//zAHI6NNbK+OG8NjQwYK+ftcjubln0xnGgd0aMnGp+cL+ecVlrHolR8pLr3Rrrk6O7L5vSW0aCbWroHM8nU3qdPT41qtlqCgICZOnFhtU6vVTJw4EX9/f4s+/v7+JscDTJkypcbjATQaDcXFxSYvW9kbEmEi2ABlWi07g8Nq8DAlrjDfTLABvg+9JFwG76TzZrbzOdEkleVaONqc7bFXTQQboFBbya44sTpczco0E2yAH0KChfwBNgQEmdl8ImPJLC4V8t9+4aqJYAPklpZz6Ep0DR6mXIxLNRFsAEWBn85ersHDFKNRYYuFY/ddjKC4vNKChzne50JMBBsgo6AE36vXhPzPRiaaCDZUpQvdKliHSp2eHf5XzOw7/c2/25rYcv6yiWADJOQUcDYqUcj/WMQ1E8EG0BmMbAk0L5cliioq2XM1wsy+6eJlkxzft2N9SDC3Hhmek01AWoqQ//7ECBPBBtAY9GyJFbsfMktKORwVY2bfcEn8fvrptPmxwfFphKdkCvkfOhtuItgA5ZVa9p0KrcFD8ltTp6fHc3NzMRgMeHp6mtg9PT2Jioqy6JOZmWnx+MzMmi/SdevW8dZbb91RWfPKyi3aL1wNxTs72ap/okFj0Z5eWIC3t7dQGTIb5Fnshu08tJeWBjer/oGGPIv28yFBNAxNsOofrbUsSkk52cJ1yCkxF2ejouC9ezdeTtZHmZdTCi3aTwcEQoJ5I34rEfkVFu3xqelCddAbFYrLzX9LvcHIlh07aehk/ZYLiy6waPc9c56S2BCr/pdzLF+LUQlJQnUo1xmp0JqLc4VWzxbv7bg6WO/rRydYvpZ8Tpwi6+rtY1IA/PPKLNrDYq/h7Z1v1b9Ap0dnNJrZiys1bPH2xl5gpBxXkG3Rvv/4cRKdXKz6nzIWWrQHx0Tifc3y93MzGVqdxQ5GTkmp8P2UkpVj0b77oA9XG1qfIvePsDyAKSi2fI1JfnvqtGj/Xrz66qusXr26+n1xcTGtW7e26RxjO7dnY4B5r/bRqROZ1L2TVX+NQc/OrV+TX2kqGlM7dWPROLGp4eirOzmcbjqaaujgyrMPLcdRbf2n9kiO4eLp3Wb2Jybcz8jm7az6l2q17Fr/jdlofUbP3iy6b4JVf4CzO/dzPDrOxNaifj2eXfqI0Hqq6+UIXv35FzP7k3Nn0ae19WnVgrIKDr/zHVq9wcQ+c3h/Fk0fZdUf4EzRzwTGmo7GOnh68MTyJUL+qnMhvLfrpJn9mcVz6ODZ2Kr/fQXFHH1vvdlId+6YISyaMESoDL6fehOabNrR7dXak8eWPizkX3riAp/6mM782KlV/N8j82jeyPr06JDsPI59vsnMvnDsSBYN6ydUhgPf/EhcnqnAD2vXmiUPPyTkn+p3lq+CTDsYjnZ2vLRgodC6do/cdHx9fjSzLxs+nrkdelv1NxiN7P1mPenFJSb28Z07sujBWVb9ARIcT7DtvOnshJuTI6tXPIybs/VYl05hyTzz75/N7CP6thf6fMndp05Pjzdp0gQ7OzuysrJM7FlZWXh5WW6Avby8bDoewMnJifr165u8bGV4hzY8NmIg6l978Cpg0aA+TOwmFsDkZGfPx/fdTz3HG73fHo2b8erQ+4TL8EzXqXSt36L6vbu9M2/1mS8k2ACTW3fmkS79uT4GUatU/L3HUCHBBnB3dOTDSVNxc7gxIu7v1ZzVw0aIVoHXJ99HpyYe1e8bujjzwQNThQOgZvbtzgP9u1e/t1OreGr8MCHBBmjk5sLaeZNwdrjxnQ3u2IpV48XEDuD1eRNo3eTGel+Teq68+/AUYf+5w3szqW/n6vf2dmpemDVGSLABmjeqz2sPjsfR/sba8eju7VkyZoBwGd6aPwmvhvWq33s1rMdbCyYL+y8ZPYDR3W407I72dvxz9nghwQbo2KwxL08dg4Pdjd99Ss/OzB9sXeyu859ZU2jqdkNc2zRqwFtTxTqPAE8OGsrwVjc678729vx7/GThQLS+TVrwf31GY3fTqP7BDr2Y014suNROrea/M6bS6KZYjI6NPXhj4n1iFQCemjqCvu2aV793dXLg3UVThAQbYHCvNiy+f9CNdk0FD07oy9hB1gcikt+GeyIQbciQIXz++edAVSBamzZtePrpp2sMRCsvL+fAgQPVthEjRtCnT5/fNBDtOmmFxURl5tC5WWPaeDS0yReqIsgDM1Kp5+jIQM+WNkW6QlUgVWhhMsW6CgZ6dLApcvw6SSUFRBfm0KORJ63cxYNNrlOq1RKYloKHiyv9vZpbd7gFo6IQlJxGuU7HsHatbYocv05CTj7xOQX0aumJZwPxiOXrFFdUEhyfRtMG7vRs5Wnd4RYMRiNBcWnoDUYGd2qFg7145Ph1rmXkkpJbRJ92XjSuZ31541YKSisISUynhUd9urYQfwLgOnqDkYtxVTMGgzu2xt7O9j5+VHoOGQXF9GvXgkZu1qeUbyW3tIwrKZm08WhAZ0+x4K2b0RoMXEhKxV6tZnCbljZFv18nNDuLrLJShrRoSX0n68GMt5JZXsLVvAw61m9MxwZiHa+b0ej1BCSl4OLowKBWLasF1BauJmVQUFrBoI6thAX7ZjJyi4lNyqZDqya08mxos78MRLt71HnR3r59O8uWLeObb75hyJAhfPLJJ+zYsYOoqCg8PT1ZunQpLVu2ZN26dUDVI19jx47l3//+N/fffz/btm3jvffes+mRL3mBSSQSyd1Dtql3jzq/pr1gwQJycnJ48803yczMpF+/fvj4+FQHmyUnJ6O+qfc8YsQItm7dyuuvv85rr71G586d2bt372/+jLZEIpFIJL81dX6k/Ucge4USiURy95Bt6t2jTgeiSSQSiUQiuYEUbYlEIpFI7hGkaEskEolEco8gRVsikUgkknsEKdoSiUQikdwjSNGWSCQSieQeQYq2RCKRSCT3CFK0JRKJRCK5R5CiLZFIJBLJPYIUbYlEIpFI7hHq/N7jfwTXd3YtLracAF4ikUgk4lxvS+Wu2XeOFG0LlJRUJZ1v3bq1lSMlEolEIkpJSQkNGtie7ldyA5kwxAJGo5H09HTq1atncz5rqOpVtm7dmpSUFLk5fi2R3+HdQX6Pd478Du8cRVEoKSmhRYsWJlkZJbYjR9oWUKvVtGrV6o7PU79+fXmT3yHyO7w7yO/xzpHf4Z0hR9h3B9nlkUgkEonkHkGKtkQikUgk9whStH8DnJycWLNmDU5OTn90Ue5Z5Hd4d5Df450jv0NJXUIGokkkEolEco8gR9oSiUQikdwjSNGWSCQSieQeQYq2RCKRSCT3CFK0JRKJRCK5R5CifZf58ssvadeuHc7OzgwdOpQLFy780UW6p1i7di0qlcrk1a1btz+6WHWaM2fOMHPmTFq0aIFKpWLv3r0m/1cUhTfffJPmzZvj4uLCxIkTiY2N/WMKW4ex9j0uX77c7NqcOnXqH1NYyV8WKdp3ke3bt7N69WrWrFlDcHAwffv2ZcqUKWRnZ//RRbun6NmzJxkZGdWvc+fO/dFFqtOUlZXRt29fvvzyS4v//89//sNnn33G119/TWBgIG5ubkyZMoXKysrfuaR1G2vfI8DUqVNNrk1vb+/fsYQSidzG9K7y0UcfsWrVKlasWAHA119/zaFDh1i/fj2vvPLKH1y6ewd7e3u8vLz+6GLcM0ybNo1p06ZZ/J+iKHzyySe8/vrrPPDAAwBs2rQJT09P9u7dy8KFC3/PotZpbvc9XsfJyUlem5I/FDnSvktotVqCgoKYOHFitU2tVjNx4kT8/f3/wJLde8TGxtKiRQs6dOjA4sWLSU5O/qOLdM+SkJBAZmamyXXZoEEDhg4dKq/LWnDq1CmaNWtG165deeKJJ8jLy/ujiyT5iyFF+y6Rm5uLwWDA09PTxO7p6UlmZuYfVKp7j6FDh7Jx40Z8fHz43//+R0JCAqNHj65OlyqxjevXnrwu75ypU6eyadMmfH19ef/99zl9+jTTpk3DYDD80UWT/IWQ0+OSOsXN05N9+vRh6NChtG3blh07dvDYY4/9gSWT/NW5eSmhd+/e9OnTh44dO3Lq1CkmTJjwB5ZM8ldCjrTvEk2aNMHOzo6srCwTe1ZWllwDuwMaNmxIly5duHbt2h9dlHuS69eevC7vPh06dKBJkyby2pT8rkjRvks4OjoycOBAfH19q21GoxFfX1+GDx/+B5bs3qa0tJS4uDiaN2/+RxflnqR9+/Z4eXmZXJfFxcUEBgbK6/IOSU1NJS8vT16bkt8VOT1+F1m9ejXLli1j0KBBDBkyhE8++YSysrLqaHKJdV588UVmzpxJ27ZtSU9PZ82aNdjZ2bFo0aI/umh1ltLSUpPRXkJCAiEhIXh4eNCmTRuef/553n33XTp37kz79u154403aNGiBbNnz/7jCl0Hud336OHhwVtvvcXcuXPx8vIiLi6Ol19+mU6dOjFlypQ/sNSSvxyK5K7y+eefK23atFEcHR2VIUOGKAEBAX90ke4pFixYoDRv3lxxdHRUWrZsqSxYsEC5du3aH12sOs3JkycVwOy1bNkyRVEUxWg0Km+88Ybi6empODk5KRMmTFCio6P/2ELXQW73PZaXlyuTJ09WmjZtqjg4OCht27ZVVq1apWRmZv7RxZb8xZCpOSUSiUQiuUeQa9oSiUQikdwjSNGWSCQSieQeQYq2RCKRSCT3CFK0JRKJRCK5R5CiLZFIJBLJPYIUbYlEIpFI7hGkaEskEolEco8gRVsiqQGVSsXevXur30dFRTFs2DCcnZ3p169fjbY74dSpU6hUKgoLC+/4XL817dq145NPPvmjiyGR/KWQoi35S7F8+XJUKhUqlQoHBwc8PT2ZNGkS69evx2g0mhybkZFhknVszZo1uLm5ER0dXb2XtyXbnTBixAgyMjJo0KDBHZ/rt+bixYv87W9/q5VvRkYGDz/8MF26dEGtVvP888/f3cJJJH9SpGhL/nJMnTqVjIwMEhMTOXLkCOPGjeO5555jxowZ6PX66uO8vLxwcnKqfh8XF8eoUaNo27YtjRs3rtF2Jzg6OuLl5YVKpbrjc/3WNG3aFFdX11r5ajQamjZtyuuvv07fvn3vcskkkj8vUrQlfzmcnJzw8vKiZcuWDBgwgNdee419+/Zx5MgRNm7cWH3czdPjKpWKoKAg3n77bVQqFWvXrrVoszS9HRISgkqlIjExEYCkpCRmzpxJo0aNcHNzo2fPnhw+fBiwPD2+a9cuevbsiZOTE+3ateO///2vSX3atWvHe++9x6OPPkq9evVo06YN33777W2/Ax8fH0aNGkXDhg1p3LgxM2bMIC4urvr/mzZtwt3dndjY2Grbk08+Sbdu3SgvL6/+3OvT44qisHbtWtq0aYOTkxMtWrTg2WefrfHz27Vrx6effsrSpUvviVkFiaSuIEVbIgHGjx9P37592b17t8X/Z2Rk0LNnT1544QUyMjJ48cUXLdpEeOqpp9BoNJw5c4bQ0FDef/993N3dLR4bFBTE/PnzWbhwIaGhoaxdu5Y33njDpHMB8N///pdBgwZx+fJlnnzySZ544gmio6NrLENZWRmrV6/m0qVL+Pr6olarmTNnTvUSwdKlS5k+fTqLFy9Gr9dz6NAhvv/+e7Zs2WJxdL1r1y4+/vhjvvnmG2JjY9m7dy+9e/cW+j4kEok4MjWnRPIr3bp14+rVqxb/5+Xlhb29Pe7u7nh5eQHg7u5uZhMhOTmZuXPnVotahw4dajz2o48+YsKECbzxxhsAdOnShYiICD744AOWL19efdz06dN58sknAfjHP/7Bxx9/zMmTJ+natavF886dO9fk/fr162natCkRERH06tULgG+++YY+ffrw7LPPsnv3btauXcvAgQNrrJOXlxcTJ07EwcGBNm3aMGTIELEvRCKRCCNH2hLJryiK8rusJT/77LO8++67jBw5kjVr1tTYUQCIjIxk5MiRJraRI0cSGxuLwWCotvXp06f6b5VKhZeXF9nZ2TWeNzY2lkWLFtGhQwfq169Pu3btgCrxvU6jRo344Ycf+N///kfHjh155ZVXajzfvHnzqKiooEOHDqxatYo9e/aYxAdIJJK7gxRtieRXIiMjad++/R2dQ62uuqVuznir0+lMjlm5ciXx8fEsWbKE0NBQBg0axOeff35Hn+vg4GDyXqVSmUXD38zMmTPJz8/nu+++IzAwkMDAQAC0Wq3JcWfOnMHOzo6MjAzKyspqPF/r1q2Jjo7mq6++wsXFhSeffJIxY8aY1V0ikdwZUrQlEuDEiROEhoaaTRvbStOmTYGqNfDrhISEmB3XunVrHn/8cXbv3s0LL7zAd999Z/F83bt35/z58ya28+fP06VLF+zs7GpVxry8PKKjo3n99deZMGEC3bt3p6CgwOw4Pz8/3n//fQ4cOIC7uztPP/30bc/r4uLCzJkz+eyzzzh16hT+/v6EhobWqowSicQyck1b8pdDo9GQmZmJwWAgKysLHx8f1q1bx4wZM1i6dOkdnbtTp060bt2atWvX8q9//YuYmBizaO/nn3+eadOm0aVLFwoKCjh58iTdu3e3eL4XXniBwYMH884777BgwQL8/f354osv+Oqrr2pdxkaNGtG4cWO+/fZbmjdvTnJystnUd0lJCUuWLOHZZ59l2rRptGrVisGDBzNz5kweeughs3Nu3LgRg8HA0KFDcXV1ZfPmzbi4uNC2bdsay3G9M1NaWkpOTg4hISE4OjrSo0ePWtdNIvmzI0Vb8pfDx8eH5s2bY29vT6NGjejbty+fffYZy5Ytq57eri0ODg54e3vzxBNP0KdPHwYPHsy7777LvHnzqo8xGAw89dRTpKamUr9+faZOncrHH39s8XwDBgxgx44dvPnmm7zzzjs0b96ct99+2yQIzVbUajXbtm3j2WefpVevXnTt2pXPPvuM++67r/qY5557Djc3N9577z0AevfuzXvvvcff//53hg8fTsuWLU3O2bBhQ/7973+zevVqDAYDvXv35sCBA//fvh2bAAzDQBR1JtEMXlrbeKa4M4FA6hy8V2mDXxz6/F2fc557rTW6e1TVeY0D3q77Ob4BAL9l0waAEKINACFEGwBCiDYAhBBtAAgh2gAQQrQBIIRoA0AI0QaAEKINACFEGwBCiDYAhNi3bc4Rbq+aVwAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 1, figsize=(5, 5))\n", "plot.plot_visualization(axes, ndf, edges_df=edf,\n", " nodes_size=20, edges_alpha=1)" ] }, { "cell_type": "markdown", "id": "b9781dfe", "metadata": {}, "source": [ "This representation displays the structure and distribution of the phenotype of interest very clearly along the complete space. However, in more complicated spaces, such as sequence space, obtaining an intuitive low dimensional representation where we can see where these peaks are located and the relationships between them is not so straightforward. In the following section, we will explain how we can do it in this very simple example.\n", "\n", "## Evolutionary model\n", "\n", "We can define an evolutionary random walk on the graph representing a discrete space (e.g. sequence space). For convenience, we assume a Weak Mutation model of evolution, such that mutations are always fixed or lost before a new mutation arises. Lets start by assuming that mutation rates are uniform across all mutation types and compute the continuous time rate matrix $Q$, such that $Q_{ij}$ represents the rate at which a population at genotype $i$ evolves towards genotype $j$. This can be obtained by multiplying the assumed mutation rate of 1, by the fixation probability relative to a neutral substitution with scaled selection coefficient $S_{ij}$\n", "the fixation probability relative to a neutral substitution.\n", "\n", "$$\n", "Q_{ij} =\n", "\\begin{cases}\n", " \\frac{S_{ij}}{1 - e^{S_{ij}}} & \\text{if i and j are neighbors}\\\\\n", " -\\sum_{k \\neq i} Q_{ik} & \\text{if } i=j\\\\\n", " 0 & \\text{otherwise}\n", "\\end{cases}\n", "$$\n", "\n", "For simplicity, we also assume that $S_{ij}=c(f_j - f_i)$, in which case $c$ can be interpreted as $N_e s$ for a Wright-Fisher population. \n", "\n", "If we obtain the eigendecomposition of $\\mathbf{Q}$\n", "\n", "$$\n", "\\mathbf{Q} = \\sum_k \\lambda_k r_k l_k^T\n", "$$\n", "\n", "We can calculate the transition matrix after some time $t$\n", "\n", "$$\n", "P = e^{Qt} = \\sum_k e^{\\lambda_k t} r_k l_k^T\n", "$$\n", "\n", "We can now use this eigendecomposition to study how the probability of being at any possible state depends on a specific state $i$ after some time $t$ given by the vector $P_i$, where $\\lambda_1=0$, $l_1=\\pi$ and $r_1=1$.\n", "\n", "$$\n", "P_i(t) = \\sum_k e^{\\lambda_k t} r_{k,i} l_k^T = e^{\\lambda_1 t} r_{1,i} l_1^T + \\sum_{k\\geq2} e^{\\lambda_k t} r_{k,i} l_k^T = \\pi + \\sum_{k\\geq2} e^{\\lambda_k t} r_{k,i} l_k^T\n", "$$\n", "\n", "The left eigenvectors $l_k$ form a basis for the probability distribution. Thus, the probability of being at any genotype at time $t$ after being at genotype $i$ can be obtained as a linear combination of these basis vectors. The weights associated to each basis vector are given by $e^{\\lambda_k t}r_{k,i}$. The first factor decays exponentially with time and the associacted eigenvalue $\\lambda_k$ in a sequence independent manner, whereas $r_{k,i}$ controls how sequence $i$ influences the sequence probability distribution over time. As time increases, $P_i$ converges to $\\pi$, becoming independent of sequence $i$. Therefore $r_{k,i}$ provides information about how sequence $i$ approaches the stationary distribution, such that sequences with similar values of $r_k$ will approach the stationary distribution in similar ways. \n", "\n", "We can calculate the projection coordinates $u_k$ normalizing the right eigenvectors by the square root of the decay rate $-\\lambda_k$.\n", "\n", "$$\n", "u_k = \\frac{r_k}{\\sqrt{-\\lambda_k}}\\frac{1}{r_k^T D_\\pi r_k}\n", "$$\n", "\n", "This way, the square distances in the low dimensional representation approximates the commute times between every pair of states ($H_{ij} + H_{ji}$)\n", "\n", "$$\n", "H_{ij} + H_{ji} = \\sum_{k\\geq2} (u_{k,j} - u_{k,i})^2\n", "$$\n", "\n", "An important consequence is that we can do such calculation without computing the dense distance matrix relating every pair of possible states to generate an embedding. This enables us to visualize spaces containing up to few million states for which a dense distance matrix can not even be stored in memory. \n", "\n", "## Intuitive understanding\n", "\n", "In practice, as selection strength $c$ increases, paths that cross fitness valleys or containing deleterious mutations become less and less likely. As the number of paths available between a pair of sequences decreases, the expected time the random walk would take to evolve from one to another and back increases. Thus, fitness peaks that are isolated from each other will be pushed appart from each other in the low dimensional representation, while states separated by many neutral paths will be pulled together in the low dimensional representation. \n", "\n", "Lets see how this happens in our 2D grid landscape" ] }, { "cell_type": "code", "execution_count": 7, "id": "def1f1b7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rw = WMWalk(space)\n", "fig = plot.figure_Ns_grid(rw, nodes_size=10, edges_alpha=1,\n", " ncol=4, nrow=1, pmin=0, pmax=0.5)" ] }, { "cell_type": "markdown", "id": "b3eff16f", "metadata": {}, "source": [ "With very low selection strength, we can still appreciate the 2-dimensional grid quite accurately, given that distances in the new embedding remain very close to the original 2D representation the graph. However, as the selection strength increases, the 3 isolated peaks are pulled appart from each other. Interestingly, we 2 of the peaks are slightly more accessible to each other, separated by shorter paths that go through relatively functional states. These two peaks are separated along Diffusion axis 2. The third peak is separated from the other two peaks along Diffusion axis 1 because the paths separatign them are longer and the intermediate states separating them are less functional. This shows how the different Diffusion axes are ordered according to how much they slow down the evolutionary process. " ] } ], "metadata": { "kernelspec": { "display_name": "gpmap", "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": "3.8.18" } }, "nbformat": 4, "nbformat_minor": 5 }