diff --git a/docs/tutorial_toolbox/synaptic_connections.ipynb b/docs/tutorial_toolbox/synaptic_connections.ipynb index f4197ad39..397f50127 100644 --- a/docs/tutorial_toolbox/synaptic_connections.ipynb +++ b/docs/tutorial_toolbox/synaptic_connections.ipynb @@ -388,7 +388,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2021-03-25T03:02:48.939126Z", @@ -407,7 +407,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -439,16 +439,27 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 5, "metadata": { "pycharm": { "name": "#%%\n" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "conn = bp.connect.One2One()\n", - "conn(pre_size=size, post_size=size)" + "conn(pre_size=10, post_size=10)" ] }, { @@ -480,7 +491,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": { "pycharm": { "name": "#%%\n" @@ -491,9 +502,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "pre_ids JaxArray(DeviceArray([0, 1, 2, 3, 4], dtype=uint32))\n", - "post_ids JaxArray(DeviceArray([0, 1, 2, 3, 4], dtype=uint32))\n", - "pre2post (JaxArray(DeviceArray([0, 1, 2, 3, 4], dtype=uint32)), JaxArray(DeviceArray([0, 1, 2, 3, 4, 5], dtype=uint32)))\n" + "pre_ids: JaxArray([0, 1, 2, 3, 4], dtype=uint32)\n", + "post_ids: JaxArray([0, 1, 2, 3, 4], dtype=uint32)\n", + "pre2post: (JaxArray([0, 1, 2, 3, 4], dtype=uint32), JaxArray([0, 1, 2, 3, 4, 5], dtype=uint32))\n" ] } ], @@ -502,9 +513,9 @@ "conn = bp.connect.One2One()(pre_size=size, post_size=size)\n", "res = conn.require('pre_ids', 'post_ids', 'pre2post', 'conn_mat')\n", "\n", - "print('pre_ids', res[0])\n", - "print('post_ids', res[1])\n", - "print('pre2post', conn.pre2post)" + "print('pre_ids:', res[0])\n", + "print('post_ids:', res[1])\n", + "print('pre2post:', res[2])" ] }, { @@ -523,9 +534,20 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "conn = bp.connect.All2All(include_self=False)\n", "conn(pre_size=size, post_size=size)" @@ -546,7 +568,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 11, "metadata": { "pycharm": { "name": "#%%\n" @@ -557,14 +579,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "pre_ids JaxArray(DeviceArray([0, 0, 0, 0, 1, 1, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3, 4, 4, 4, 4], dtype=uint32))\n", - "post_ids JaxArray(DeviceArray([1, 2, 3, 4, 0, 2, 3, 4, 0, 1, 3, 4, 0, 1, 2, 4, 0, 1, 2, 3], dtype=uint32))\n", - "pre2post (JaxArray(DeviceArray([1, 2, 3, 4, 0, 2, 3, 4, 0, 1, 3, 4, 0, 1, 2, 4, 0, 1, 2, 3], dtype=uint32)), JaxArray(DeviceArray([ 0, 4, 8, 12, 16, 20], dtype=uint32)))\n", - "conn_mat JaxArray(DeviceArray([[False, True, True, True, True],\n", - " [ True, False, True, True, True],\n", - " [ True, True, False, True, True],\n", - " [ True, True, True, False, True],\n", - " [ True, True, True, True, False]], dtype=bool))\n" + "pre_ids: JaxArray([0, 0, 0, 0, 1, 1, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3, 4, 4, 4, 4], dtype=uint32)\n", + "post_ids: JaxArray([1, 2, 3, 4, 0, 2, 3, 4, 0, 1, 3, 4, 0, 1, 2, 4, 0, 1, 2, 3], dtype=uint32)\n", + "pre2post: (JaxArray([1, 2, 3, 4, 0, 2, 3, 4, 0, 1, 3, 4, 0, 1, 2, 4, 0, 1, 2, 3], dtype=uint32), JaxArray([ 0, 4, 8, 12, 16, 20], dtype=uint32))\n", + "conn_mat: JaxArray([[False, True, True, True, True],\n", + " [ True, False, True, True, True],\n", + " [ True, True, False, True, True],\n", + " [ True, True, True, False, True],\n", + " [ True, True, True, True, False]], dtype=bool)\n" ] } ], @@ -572,10 +594,10 @@ "conn = bp.connect.All2All(include_self=False)(pre_size=size, post_size=size)\n", "res = conn.require('pre_ids', 'post_ids', 'pre2post', 'conn_mat')\n", "\n", - "print('pre_ids', res[0])\n", - "print('post_ids', res[1])\n", - "print('pre2post', conn.pre2post)\n", - "print('conn_mat', conn.conn_mat)" + "print('pre_ids:', res[0])\n", + "print('post_ids:', res[1])\n", + "print('pre2post:', res[2])\n", + "print('conn_mat:', res[3])" ] }, { @@ -592,9 +614,20 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "conn = bp.connect.GridFour(include_self=False)\n", "conn(pre_size=size)" @@ -615,7 +648,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 13, "metadata": { "pycharm": { "name": "#%%\n" @@ -626,10 +659,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "pre_ids JaxArray(DeviceArray([ 0, 0, 1, 1, 1, 2, 2, 2, 3, 3, 4, 4, 4, 5, 5,\n", - " 5, 5, 6, 6, 6, 6, 7, 7, 7, 8, 8, 8, 9, 9, 9,\n", - " 9, 10, 10, 10, 10, 11, 11, 11, 12, 12, 13, 13, 13, 14, 14,\n", - " 14, 15, 15], dtype=uint32))\n" + "pre_ids JaxArray([ 0, 0, 1, 1, 1, 2, 2, 2, 3, 3, 4, 4, 4, 5, 5,\n", + " 5, 5, 6, 6, 6, 6, 7, 7, 7, 8, 8, 8, 9, 9, 9,\n", + " 9, 10, 10, 10, 10, 11, 11, 11, 12, 12, 13, 13, 13, 14, 14,\n", + " 14, 15, 15], dtype=uint32)\n" ] } ], @@ -643,12 +676,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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iDfHx8UhOTkZNTQ3rUogPrvZlZPIEF3zRmrEHofbeNpje+jFilm5A5Nwv+Pk61Bh5ulDwSY9rIzsRnhUrVuDYsWPo6+tjXYpoCS748pOjEapSgHc6wNutgNMB8E7wdit4pwP2/g6Y3voRokrWIaq40ufXoMbI04uCT3oWL15MwSdQkZGRKCsrw0cffcS6FNES7KpO0/430HvEs3tEzNKHAY5D78e/B6f2vDp3+j++475NjZGnl91uR3R0NNra2hAZGcm6HBIEJ06cwNe+9jX6g0agnn/+eZw+fRqvvvoq61JESXDBB1BjZDEqKSnBjh07qMejRNhsNsTGxqK5uXlae8OS8bly5QqWLl2K5uZmQbU3FAtB/sYer8iGRjW51WTUGJkNmu6UFrVajXnz5uH48eOsSyE+ZGVlQavV4uTJk6xLESVBBl9RmhZPV+YjTD2x8m726syndlkMUPBJj+uK7ESYaHXn5Aky+ABgU+kMPF05C2FqJcZqUMBxN3t00tUA2CkoKMDZs2dZl0GCiFZ2ChsF3+QJ8hzfSNQYWRxaWlpQUFCA9vZ2aqUkEY2NjSgpKYHJZKLXVICsVit0Oh0uXbpEDcUnSPDB5zKyMfLew58gOyMVqxfPpcbIAsHzPBITE3Hu3Dno9XrW5ZAg4HkeBoMBH3/8MWbOnMm6HOLD+vXrcffdd+NrX/sa61JERbBTnaPFR4bisfIsbH9oHr6gqsMdyit4rDyLQk8gOI6j83wSw3EcTXcKHE13To5ogm+kjIwMXL9+nXUZZBQKPumhjezCtnbtWuzZswc2m411KaIiyuBLT0/HjRs3WJdBRqHgkx5a2SlsycnJyM7Oxscff8y6FFERZfDRiE+YKPikp6SkBOfOnYPFYmFdCvGDpjsnTpTBl56eTsEnQHPnzkVtbS0cDgfrUkiQREREIDc3F6dOnWJdCvGDgm/iRBl8iYmJGBoawsDAAOtSyAiRkZFITk5GfX0961JIENF0p7CVlJSgu7sbV69eZV2KaIgy+DiOo/N8AkXTndJDKzuFTaFQYO3atTTqmwBRBh9w8zwfBZ/wUPBJD63sFD6a7pwYUQcfnecTHmpdJj25ubno6emByWRiXQrxY+XKlThy5AgGBwdZlyIKog0+WuAiTDTikx6FQoHFixfTeT4Bi4mJwcKFC7F3717WpYiCaIOPpjqFKScnB83NzfSXp8TQdKfw0XTn+Ik2+GjEJ0wqlQp5eXm4cOEC61JIENHKTuFbt24dqqqqIJL2y0yJNvhoxCdcNN0pPYsWLcLx48dpj6aA5eXlISQkhM6xj4Nogy81NRUtLS2w2+2sSyGjUPBJT3x8PJKTk3Hx4kXWpRA/OI6j6c5xUrEuYLJCQkKg0+nQ3NyM9PR01uWQEQoLC/G3v/2NdRkkyFzTnQUFBaxLIX6sW7cOP/3PbYhb+hBqW/vQZ7YjWqNCfnI0HiihS7i5iDb4gFtbGij4hIVGfNLk2sj+rW99i3UpxIczjT14uzUWLQu3YPtHl2Bx3DrXp1G1YvueOlTkJWLLndkoStOyK1QARDvVCdACF6HS6/VwOBy070tiqIOLcL1Z3YANL1dj76V2cKoQj9ADALPdCYvdid0XTdjwcjXerG5gU6hAiDr4aIGLMNFFaaWpoKAADQ0N6OvrY10KGeHN6gZsrarBsM2BsRZ08jwwbHNga1WNrMNP1MFHIz7hog4u0qNWq1FcXIzjx4+zLoV87kxjD7ZW1WLY5nQ/1nfiL2j57fdx/b/uQ8dft/v8vGGbE1uranG2qWeaKhUWUQcfjfiEi0Z80kTTncLy4oF6mO2eW0xUkfGIKXsIkYUrA36u2e7AjgPyvJKKqIOPRnzCRcEnTdS6TDg6Biw4WNfuNb0ZnleG8NwlUIRFB/x8ngf2X2pH54D8LjIs6uBzreqkTgXCM3fuXNTU1NCGZ4lxjfjo3xx775xouu2vwQF45+Ttfx2xEXXwRUdHQ61Wo6uri3UpZJSoqCjodDpcuXKFdSkkiAwGA0JCQnDt2jXWpcgaz/M4c70dFrtz7IMDMNudqG3pD1JV4iHqfXzArVFffHw861LIKK7pztzcXNalkCByTXdmZmayLkVy7HY7TCYTWlpa0NLSgtbWVvftkfdbW1uRcP+PoZ4x/7a/Z5/ZFoTKxUUSwXfjxg3Mn3/7/wOQ4HIF35e//GXWpZAgKly0FG981oJPFaeoM8g4DQ4OBgwy10d3dzcSEhKg1+vdH8nJyZg7dy5Wrlzpvp+cnIx/+r9avHe6+bZri9aog/ATiovog48WuAhXYWEh/vjHP7IugwTJmcYevHigHvv78mBT2nBxxJuuHDuD8DyPrq6uMUdnLS0tsNls7tAaGWp33HGHx/3ExEQolcpxff/85GiEqlq9pjt5pwNwffBO8HYroFCCU3h/XY1KgXx9VFB+H2Ii+uCjLQ3CVVBQgJ/85CesyyBBcHOTdC3M9s83SSs9Rwnmz998d1804VBdB56uzMem0hnTX2gQ2Gw2mEymMUdnJpMJ4eHhXqMzg8GAhQsXegRdTEwMOI4Lap3rSwzYvqfO6/HeI39A75G33PcHL+xHzNKHoV220etYHsD6+Yag1iUGog++9PR0Wl4tUDk5OWhqasLQ0BDCw8NZl0Mm6VZnkLEXUozsDAJAUOHnmm4ca4TW3d2NxMRErxFaQUGBe7rR9ZxGo2H28yREhuLO3ER8VGPy2NKgXbbRZ8iNxnHA8rxEWU5Piz74XItbiPCo1Wrk5ubiwoULWLhwIetyyCT46gwCAK3/+//C0nzJPX2mjIpH6ub/cT/v6gxSaNCi0KCdsvp4nkdnZ+eYo7PW1lb3dOPoEVp5ebnH/YlMN7L2eEU2Dl/uwLBt4tuGNColtlRkT0FVwif64EtPT6epTgFzLXCh4BMnX51BXOJWfQdRRav9fq6rM8jOTQsm/H1d041jjc5MJhMiIiI8gkuv1yMtLQ2LFi3yGLFFR0cHfbqRtaI0LZ6uzB/3iNwlTK3A05X5U/pHiZCJPviSk5PR29uL4eFhhIWFsS6HjEIdXMTLX2eQ8RrZGcQ1nTYwMOAVYr6Crbe3F4mJiV6LQQoLC7F69Wr3/aSkJKbTjULgmk72OAfrB8fdHOmJ+RxsMIg++BQKBQwGAxobG2m/mAAVFBRg9+7drMsgkzBWZ5CeA6+j58DrUMelQlv+FWgyCr2OsVqtWPHtpzF04v/Q0tICh8PhNdWo1+uRl5fncT8hIUE0041CsKl0BgoNWuw4UI/9l9rB4daCIwAIVXEAOCzPS8SWimzZjvRcRB98wK0tDRR8wkMjPvGqbe3z2xkkdvnXoY5PA6dUY7DmENr+9G/Qf/15qGP1HsfxChVmL1mJn/7s29Dr9YiKipLcdKNQFBq02LlpAToHLHjnZBNqW/rRZ7ah+tA+rF1SiH/a8AVZLmTxRRLBRwtchCs1NRVWqxVtbW3Q6XSsyyGfczgcaGtrg9Fo9PvRU/QwQvx0BglNyXPfjixYgcGLBzF85TOoF9zjdWxYTBzy8vK8HidTIz4yFI+VZ7nvP3nhbUS1fIb4yLUMqxIWSQQfLXARrpEXpV2xYgXrcmRhaGjIHV5NTU0+Q81kMiE2NhapqakeH+Xl5e7bO04Noupix/i+Kcfh5q4wb3LsDCIkixcvxmuvvca6DEGRRPBlZGTg4MGDrMsgfhQWFlLwBYHT6UR7e3vAUZrRaITZbEZKSgpSU1NhMBiQmpqKzMxMLFu2zB1qer0eISEhAb9fYecV7K3r8prudJoHYGm+BE16AaBQYrDmECyN5xG34tteX0OunUGEpLS0FN/5znfA8zxNM39OEsFHIz5hy5xdhL9e7ETDLurt6M/w8PCYgdba2oro6GivUVpZWZnH/bi4uKC8wfnrDMI7Heg59CZsXU0Ap4A63oDE+38Mdbx3BxC5dgYRktTUVISGhuLatWvUWPxzkgg+OscnTO7ejsYU2MITUS/D3o48z6Ojo8NnkI2chhwcHPQKtPT0dCxZssR9PyUlBaGh0/eHgr/OIMrwGOi/tn3Mz5dzZxChWbx4Maqrqyn4PsfxEriipNlsRkxMDIaGhmgJtEB49Xb0Q8z7isxmM5qbmwOO0lpaWhAREeEVaqM/EhISBDkNdaaxBxterp5UZ5AwtRK7NpfKfum8EDz77LMwGo147rnnWJciCJIY8Wk0GsTGxqK1tRWpqamsy5E9sfd2dLXBGmvqsb+/H3q93ivEFi5c6DFKE3NjBeoMIg2lpaV48sknWZchGJIY8QE3h/Lbt29HWVkZ61Jkzd8IwdbRiM7dL8FqqocyLAaxy7+O8DzP12o6RghWq3XMUZrRaERYWFjAEZrBYEBCQgIUCsWU1SokchjBS9ng4CB0Oh26urqmdbpcqCQx4gNuLXCh4GPLV29H3ulA25/+DVHFa5G04d9gvnEe7X/6V+gTM6COuzVCv53ejjzPo7u7e8xA6+npQXJysleQFRcXe9ynq0l4GqsziIrjoVQqqTOIQEVERCAnJwenT5/G4sWLWZfDnGSCjxa4sOevt6OtsxGOgS5ELbwPHMchbEYRQlNnY/D8PmjLv+I+zldvR+Bmw+KWlpaA+9Kam5uhVqu9Aq2oqAjr1q1z3xdT532h8dcZpOlqHZT9rXjjX79HC1kEbPHixfj0008p+CCh4EtPT8elS5dYlyFrfns7+pwa42Ft9/5DxW6345EfP4/Qq4fdodbV1QWdTucVaoWFhR73IyMjg/rzEN9Gdwb55BMbnnhiO+Ij/5FhVWQspaWl2LNnD+syBEEywZeRkUHNkBnz19tRHW+AMjwGfZ/+CdEL74P5xlmYb5yHJqPA61gHFFDGp+EbFd9wB1pSUhKN0gRs/vz5qKmpweDgICIiIliXQ/xYvHgxtm7dyroMQZBU8NFU59TjeR5dXV0eU4yu25+oCoHoGV6fwylVSPzyj9H10f+gr/pPCNFnI2LWHYDSdysrfXoW7ruPrt8nFhqNBkVFRTh+/DgqKipYl0P8yM/PR3t7O9rb25GYmMi6HKYkE3zUveX2DQ8PewSZr9vNzc3uFY+utliuc2mdQ2n4rNP31w7RzUTyxp+777e+8UNEzPXdwox6O4pPWVkZPvnkEwo+AVMoFFi4cCGOHTuGdevWsS6HKckEn0MdjpCiSmx54xjMTo7aYo3gcDi8ejz6CrXBwUGkpKR4BFpKSgoWLFjgvp2SkuJ3Oktx8ArO7anzOd1pbbsGdVwqeN6J/pNVsA90I7LgLq/jqLejOJWVleHVV19lXQYZQ2lpKT799FPZB5/o9/G52mIdrGuHxWwGVLca72pUCvCApNti9fX1jTlKM5lM0Gq1XqO00bdvt3tIx4AFS5/Z5zP4uve9ioEzH4J3OhCaNgdxKx+DOjbF67hQlQKfPEXXDROblpYWzJ07F+3t7bLZ2yhGf/nLX/DCCy/gww8/ZF0KU6IOPilvqnUt4R8r1JxOp98gc91OTk6etk2rm9/4zKu343hxHLB6dtKk9vER9jIzM1FVVYX8/HzWpRA/2trakJeXh87OTln/gSLaqU6xtsUauTgkUKh1dnZ6LOF3BdmsWbM8Qi06OlpQPR4fr8jG4csdk+rtqFEpsaUiewqqItPBdZ6Pgk+4dDodtFot6urqZP06iTL4zjT24If/8iy6T38Ea3sDImbdiYS7fwAAsHbcQOdffwF7dwsAICQ5G7ErH0NIQjqGbU5srapFoUE7JZ0lRi4OCRRqGo3GK9AKCwuxZs0a9+M6nQ4qlfheHurtKF+u4PvGN77BuhQSgOs8HwWfyLx4oB7O8FjElD2E4Wsnwdus7udUkXFIvO+foIzRAbwT/SffR8efn0XKN18AMLm2WKMXh/gLtcHBQY+mxa5QW7Bggft2oMUhUuEaUUt1Gpr4VlZWhhdeeIF1GWQMrg4ujz76KOtSmBFd8LnaYoXn3uzJaWmth8PW4X5eoYmEQnOzgwfPAxyncI/+XI+NbIvV398/ZqC5FoeMPofmulaa6/H4+HhZz5uPNFZvx1AVB4Cj3o4SMnfuXDQ1NaGrqwtxcXGsyyF+LF68GL/73e9Yl8GU6ILPb1usUW5sfwi8dRjgecQs2+jxnNViwaINf4+2g//rXhwyMtSysrJQXl7uflyv11NH80nw19vx08P7sXrxXPzoYVq9KSUqlQqLFi1CdXU1KisrWZdD/CguLsalS5cwNDQk22bsogs+f22xRkv/wS44rWYMnt8LZbTO4zleqcadX3wYv3jz54iJiRHU4hApGt3b8em696Bq+hTxkfTmKDWu83wUfMKl0WgwZ84cnDx5EnfccQfrcpgQ3bxcn9k+7mMVIRpEFq9F519/Acdgj8dzXGg4tFothR4DrjdHIj302oqD6zyfXIku+KI1Exyk8jx4uwWOfs9eWtQWi50lS5bg008/hd0+/j9iiDiUlpbi+PHj9NoK3OLFi1FdXc26DGZEF3z5ydEIVSnAOx3g7VbA6QB4J3i7FbzTgeFrp2BtvQLe6YDTMoTuvb+BQhMJdUKa+2tQWyy24uLiYDAYcP78edalkCDTarXIyMjA2bNnWZdCAnBtaZAr0Z3jW19iwPY9deg98gf0HnnL/fjghf2IWfow1IkZ6Prof+Do7wCnCkGIPge6B/8F3IhWZjyA9fMNDKonLq4psXnz5rEuhQSZ67WdP38+61KIH1lZWRgaGkJLSwv0ej3rcqad6IIvITIUd+Ym4iPHRmhHrdZ0icj3f8KW44DleYm0mpCxsrIy7Nu3D1u2bGFdCgmysrIy7N69G9/73vdYl0L84DgOixYtwqeffor77ruPdTnTTnRTncDNtlga1eQuTEptsYShrKwMR44cYV0GmQK0wEUc5HyeT5TB52qLFaaeWPnUFks48vLy0N/fj+bmZtalkCDLycnBwMAAjEYj61JIAHI+zyfK4ANudgZ5unIWwtRKjLUjgeOAMLUST1fOorZYAsFxHJYsWYKjR4+yLoUEGcdxKCsro9dW4BYtWoQTJ07A4Zh4Q3mxE23wATfDb9fmUqyenYRQlQIaleePE6rkEKpSYPXsJOzaXEqhJzA03SldNN0pfLGxsdDr9bh48SLrUqad6Ba3jOavLdZnnxxCeVE2fvbVNbSQRaDKysrw1FNPsS6DTIGysjI8+eSTrMsgY3Cd5ysoKGBdyrQS9YVoA9m6dSu6u7uxbds21qUQP4aGhpCYmIiOjg6EhYWxLocEEb224rBjxw6cPHkSv/nNb1iXMq1EPdUZyNKlS/Hxxx+zLoMEEB4ejjlz5uDEiROsSyFB5nptP/vsM9alkADk2rpMssG3aNEinDt3DsPDw6xLIQHQeT7povN8wldYWIhr166hv7+fdSnTSrLBFx4ejrlz5+L48eOsSyEB0JujdNFrK3xqtRpFRUWye5+UbPABN6c7aTQhbK43R4meapY1em3FQY77+SQffHSeT9gMBgPCw8NRX1/PuhQSZAaDAWFhYfTaCpwcz/NJPviOHj0Kp3PsC9cSdug8n3TRdKfwuYJPTiNzSQdfcnIy4uLiUFNTw7oUEgC9OUoXvbbCl56eDp7ncePGDdalTBtJBx9A051isHTpUnpzlCgKPuHjOE525/lkEXw0jSZshYWFuH79Orq7u1mXQoKsqKgI165dQ09PD+tSSAByO88n+eC74447KPgETqVSYeHChbK9RIqUqdVqLFiwQFZvqmIkt0sUST748vPz0dPTg5aWFtalkABoSky66LUVvgULFuD06dOw2WysS5kWkg8+hUKBJUuW0KhP4Og8n3RR8AlfdHQ0MjMzcfbsWdalTAvJBx9A5/nEoLS0FMeOHYPdbmddCgky18IJOV73TUzkdJ5PFsFH5/mELzY2Funp6bL5i1NOEhISkJKSgvPnz7MuhQQgp/N8sgi+BQsW4MKFCxgcHGRdCgmApsSki15b4aMRn8SEhYWhsLAQx44dY10KCYDO80kXBZ/wzZkzBy0tLbLYViSL4APoPJ8YUOsy6aLgEz6lUomSkhJZDBBkE3x0nk/4cnJyMDQ0hKamJtalkCDLz89HV1cXWltbWZdCApDLeT7ZBF9ZWRmOHj1KK8sEjOM49+tEpMW1rYheW2GTy3k+2QSfTqeDTqfDhQsXWJdCAqDpTumi6U7hW7x4MY4dOyb5KzXIJvgAOs8nBvTmKF302gpfSkoKwsPDceXKFdalTCmOl3q0j/DKK69g//79ePPNN1mXQvwYHh5GQkIC2tvbER4ezrocEkQDAwNISkpCV1cXQkNDWZdD/Lhvw1egW/xFhKdko89sR7RGhfzkaDxQYkB8pDReN1kFX21tLdasWYOGhgbWpZAASktL8eyzz6K8vJx1KSTI5s+fjxdffBFLlixhXQoZ5UxjD148UI+9F1vA8zycnNL9nEalAA+gIi8RW+7MRlGallmdwSCrqc68vDwMDAzAaDSyLoUEQOf5pIumO4XpzeoGbHi5Gh/VmOCAwiP0AMBsd8Jid2L3RRM2vFyNN6sb2BQaJLIKPteqQXpTFTZ6c5Quem2F583qBmytqsGwzYGx5v94Hhi2ObC1qkbU4SerqU4AePbZZ2E0GvHcc8+xLoX40dzcjIKCAnR0dIDjONblkCBqaGjAkiVL0NzcTK+tAJxp7MGGl6sxbLu1zYu329C5ewfMDafhNA9ApdUj9s6vIixrgcfnhqmV2LW5FIUG7TRXfftkNeIDbq7s/Pjjj1mXQQJISUlBdHQ06urqWJdCgiwjIwMcx9F5doF48UA9zHbPvc280wFVVAKSH/k50n6wC9ryTWj/8zOw95g8jjPbHdhxoH46yw0a2QVfSUkJamtrMTAwwLoUEgBNSUuT63QDTXey1zFgwcG6dq/pTUWIBtplG6HSJoHjFAjPXgRVTBIsrZ4hx/PA/kvt6BywTGPVwSG74NNoNCguLpZFdwIxozdH6aLXVhjeOTG+1oCOwW7YuowISUz3eo4D8M5J8bUYlF3wAbSRXQzozVG66LUVhtrWPljszoDH8A47Ov5vGyILVkAdn+b1vNnuRG1L/1SVOGVUrAtgYenSpXjhhRdYl0ECKCgoQFNTE7q6uhAXF8e6HBJExcXFqKurQ39/P6KioliXIxs8z6OtrQ3Xr1/H9evXcfqCA4D/3z/PO9Hx1/8GlCrErfyO3+P6zLYpqHZqyTL4ysrK8JWvfAUOhwNKpXLsTyDTTqVSYdGiRTh69CjWrVvHuhwSRKGhoSguLsaxY8ewYsUK1uVIht1uh9FodAfb6I8bN24gIiICGRkZyMjIgCOrElD5Dj6e59FZ9Twcgz3QPfAzcEr/URGtUU/VjzRlZBl8CQkJSElJwblz5zBv3jzW5RA/XFNiFHzS43ptKfjGb3h4GDdu3PAbbC0tLdDpdO5gy8jIQElJCe6//35kZGQgPT0dkZGR7q+38+AVbN9T53O6s+vDF2HrbETShn+HQu2/TZlGpUC+XnyjdlkGH3DrPB8Fn3CVlZXhmWeeYV0GmQIFC8vw/F+OoXPXKcn2g5yonp4ev6F2/fp19Pb2wmAweATbihUr3LcNBgNCQkLG/f3WlxiwfY/3liF7bxsGTv8NUKrR9KuvuB+PW/M4Iucs9ziWB7B+vmHSPzMrstvA7vLaa69h9+7deOutt1iXQvzo6elBWloaurq6oFaLbzqFeHP1gzxwqQ0Wixmc6lbISa0f5EhOp9Pj/JqvD57nPULNNUpz3U5OToZCEdz1iJvf+Awf1ZjG7NjiC8cBq2cnYeemBWMfLDCyDb66ujrcdddduHHjButSSAAFBQV47bXXsGCB+P5xEU83W2PVwmwP3BqL4wCNSomnK/OxqXTGtNV3O2w2G5qamvyGWmNjI6Kjo72CbeSHVqud9m42vjq3jJeYO7fINvh4nkdSUhJOnDiBtDTvZbpEGB577DHMmTMHTzzxBOtSyG241Q8y8PL5kcLUCjxdOUsQ4Tc0NBRwtGYymZCcnOw31NLT0wV7mS2xvzaTIdtzfBzHuc/zbdiwgXU5xI+ysjJ88MEHFHwidqaxB1uran2+sQ5ePIieI2/B0dcOZUQs4td9H5q0uQCAYZsTW6tqUWjQTumogud5dHd3Bwy2/v5+j2nHjIwMrF692n07NTVVtNPxrvCS6mjcF9mO+ABg27ZtaGhooD19AlZfX4/ly5ejsbGRdSlkkvydRxq+dgqdHzyPxHufQkhKLhwDXQAAVVSC+5hgnEdyOp1obW0NGGwKhSLgNKROpwv6+TWhOdvUgx0H6rH/Ujs43Nyc7uI6/7o8LxFbKrJFOb05kqyD7+jRo9iyZQtOnTrFuhTiB01Ji1vHgAVLn9nnc8l86xs/REThKkQVrQr4NUJVCnzy1Bf8rva0Wq0Bz681NTUhJiZmzPNr5KbOAQveOdmE2pZ+XLh8Fd1tzfjW+rVYP186K25lHXwWiwXx8fFobm5GdHQ063KIH/fddx8efvhhPPTQQ6xLIRPkb68Y73TgxrYvQ7tsIwbO7AbvsCI8pxTa5d/w2jcWqlJgY2EMFkb2+gy2trY26PX6gOfXwsLCpvPHloyjR4/iiSeewPHjx1mXElSyPccH3OwgMX/+fFRXV2PVqsB/dRJ2XFdqoOATH3/9IB2DPYDTjqFLR5C06RlwCiXa//Tv6P1kF2Lv/KrHsRa7E799dzc+7vjEHWZr1671OL+mUsn6rWzK5OXl4dKlS+B5XlLXT5T9/y2uBS4UfMK1dOlS/P3f/z3rMsgE2Ww2mLp9NzDmPh/VRZXcA1XkzV6sUQvv8xl8ALB89Tq88ujPpqxW4ltcXBxCQ0PR2toKvV7PupygoeBbuhS//OUvWZdBAigpKUFNTQ0GBwcRERHBuhwCoK+vD0ajEU1NTTAajT4/Ojs7kXzfU1BklXp9vlITCeWIRSxjEWM/SKlwjfoo+CSkrKwMjzzyCOx2O02XCJRGo0FhYSGOHz+OiooK1uVImsPhgMlkcoeXv2BzOp0wGAxITU11f8yaNQt33XUXUlNTYTAYkJSUhN8cue63H2RkwV3oP/FXhGWWAEoV+j/7M8KzF3odJ9Z+kFLhCj4p/duT/Tt9XFwc0tLScObMGZSUlLAuh/jhmpKW0j++6TY4OOgzxEaGW1tbG2JjY93h5Qq15cuXe4RcTEzMuM75+OsHCQAxSzfAMdwH468fA6dSIyJ/GWLKvM/jirUfpFS4gk9KZB98wK03VQo+4SpYWIYXq06gnZoae3E6nWhvb/c75egKNrPZ7BFeBoMBmZmZWLZsmfsxvV4/oUbHY0mIDMWduYk+9/FxShXiV29B/Ootfj+f427uHZP7a8xSXl4eDh06xLqMoJL1dgaX119/HVVVVdi1axfrUsgocm1q7GI2m/0GmuujpaUFUVFRHqE2esSWmpqKuLg4Jivz5NoPUipqa2txzz334PLly6xLCRoKPgBXrlxBeXk5mpqaJLVkV+yk3NSY53l0dXWNuUCkv78fer3eK9RGBltKSgo0Gg3rHykgOfaDlAqr1Yro6Gj09fUFdTaAJQo+3HwT0uv1qK6uxowZM1iXQyDuN0qr1YqWlpaAC0Sam5uh0Wh8BtrIYEtISJBMqywp/yEjdbm5ufjzn/+MWbNmsS4lKOgcHzwbVlPwsedqamyq/jMGz+2Ftb0BEbPuRMLdP3AfM9xwGl27d8LR146QlFwkrPsBhmN0U9rUmOd59Pb2BlwcYjQa0d3dDZ1O5zXVOG/ePI/7ctuasal0BgoNWr/9INUcoFAqJNMPUkpcC1wo+CTGFXwbN25kXYrsvXigHma7A6rIeMSUPYThayfB26zu5x1DvWh/9z8Qv/YJhGcvQs+hN9H+52eg/+p/w2x3YMeB+gk3Nbbb7WhtbR1zgYhCofAalRUUFGDNmjXux5KSkqBUKoP9a5GEQoMWOzct8OgH2We2of7iWehCHdj55KO0kEWApLayk4Lvc3fccQdef/111mXIXseABQfr2sHzQHheGQDA0loPh63DfcxQ3VGEJKQjIv8OAEDMHY+g//lHYOtshDo+DfsvtaNzwOJ+A+3v7x9zgUhbWxsSEhK8phtd+9JcH9TTNTjiI0PxWHmW+/4f/nAFb7/9NuIjNzOsiviTl5eHo0ePsi4jaCj4PldcXIwrV66gp6eHOrUz9M6JpjGPsbVfh1o3031fEaKBSpsMa/sNqOPTYLNaseo7/4zhk3+B0WiEzWbzCrScnBxUVFS4pyOTk5NFez01KSguLsaPfvQj1mUQP/Ly8vDb3/6WdRlBQ8H3ObVajQULFqC6uhpr1qxhXY5s+WtqPJLTZoYyPMbjMUVoBHjr8M3nFSpkl5Tjx09tgsFggFarpdW6ApeTk4P29nZ0d3cjNjaWdTlkFJrqlLCSsgr8z6Gr+FsvbZIOJovFgra2NveHyWTye9++9NsIy/JuWzWSQq2B0zLk8ZjTOgQu5NalZyLjdCgoKJiSn4cEn0KhQFFREU6fPo3ly5ezLoeMotPpYLPZ0NnZifj4eNbl3DYKPtzaJL0PC+Gw23DqdLP7OY2qFdv31El6k/RE8TyPnp6egAE28vbQ0BASExORlJQEnU4HnU6HpKQkJCUloaCgwH1fp9PhmUMm/OVca8Dvr07MwOC5ve77TqsZ9u5WhCSmux+jpsbiU1xcjFOnTlHwCRDHce5RX1lZGetybpvsg89rb5HS8w3Ttdx690UTDtV1SHZvkcViQXt7e8AAc91vb29HeHi4R2C5PlxBNvK5iUw1zkm1YHdNGyx2J3inA3B98E7wdiugUCI8dwm697+KwdojCM9eiN4jb0GtmwF1/M0rtFNTY3GaP38+9u7dO/aBhAkKPomYyCZpngeGbQ5sraoBAMGHn2tUNp7pRZPJ5B6VjQ6t0WHm+ggNnZqp35FNjXuP/AG9R95yPzd4YT9ilj4M7bKNSPzSj9C1eyc6//rfCNHnIvGLT9762UFNjcWouLgY27ZtY10G8UNK5/lk27nF1T/QVP2e303SLj0f/x69H/8eug3/jrAZ85j1D7RarR7hFWh01t7ejrCwMI+wGj06G3k/NjZWMAtANr/xmc+mxuPBccDq2UkT3sdH2LNardBqtejo6EB4eDjrcsgob7/9Nn7/+9/j3XffZV3KbZPtiG+sTdIutu4WDF06AuXnV4kGMOlN0qO5OoGMZ3qxra0NAwMDPs+V6XQ6zJkzx+N+YmKi4Ps3+vN4RTYOX+6YVFNjjUqJLRXZU1AVmWohISGYNWsWzp49i9JS74vXErakNOKTZfCNZ5O0S9dHOxFb8TV0fviS+zGeh9cmaRer1erzXJmvcGtvb4dGo/E5GpszZw6WL1/uda5MKn0bAylK0+LpyvxJ9urMp1ZXIuZa4ELBJzw5OTm4evWqJC7aLe7qJ2k8m6QBYLD2Y3AK1efL61/yeM5ut2HjT36FyMZqj3Dr7+/3e65s9uzZXufKxDoqm2quc6jU1FheiouLcfLkSdZlEB/CwsKQnJyMhoYGZGeLe1ZFlsE3rk3S1mH0HHwduof+zefzDiihiDXgwSUPep0rk8OobDqM1dSYc9oREhJCTY0lZP78+XjttddYl0H8cE13UvCJUJ/ZPuYxPYf/FxFzvgC1NtnvMfqMLDz4YODN1uT2+GtqrIYd7732Ao795TdIjAob+wsRUSgsLMTFixdhs9mohZwAuYJv3bp1rEu5LbIMvmjN2D+2+foZOPo70X/qfQCAc6gPHe/9HNGl6xFTuv7zr0P/MKfL6KbGALBv66NobahHInVokYyIiAjMmDEDFy9eRFFREetyyCh5eXk4e/Ys6zJumyyDLz85GqGq1oCbpJMe3go4bq0qbHn9B4hd8S2EZZYAoE3SQlBeXo7Dhw9TazKJcS1woeATnry8PLz99tusy7htsjwZtb7k1ubm3iN/wI1t96Ov+h0MXtiPG9vuR++RP0AZFg1lZKz7A5wCCk0kFJ/3g6RN0uwtW7YMhw4dYl0GCTJa4CJcUtnSINsN7LRJWvyuXbuGpUuXwmg0CmbzPbl9+/btw09/+lMcPnyYdSlkFKfTiejoaDQ3N4v62pSyHPEBNzdJa1STu0o2bZIWhhkzZkCpVOLKlSusSyFBNG/ePJw5cwZO5/j3cJLpoVAokJOTI/pRn2yDz7VJOkw9sV8BbZIWDo7jsGzZMhoZSExcXBzi4uJQX1/PuhTigxSmO2UbfMDNfWJPV85CmFqJsWbKOA4IUyvxdOUs2iQtIOXl5XSeT4Lmz5+PU6dOsS6D+EDBJwGbSmdg1+ZSrJ6dhFCVAhqV56+Et1kQqlJg9ewk7NpcSqEnMBR80kQLXIRLCsEny+0Mo/nbJB2tUeODP/wGv/jeg6hcQQtZhGjWrFno7e2F0WhEamoq63JIkBQXF+P5559nXQbxgYJPYnxtkg47E40j+z5E5YpyRlWRQEae59uwYQPrckiQuKY6eZ6nFbsCk5ubi8uXL8PpdIq2PaM4q55GlZWVqKqqYl0GCYCmO6VHr9dDoVCgqWl8DeXJ9ImKikJsbCwaGxtZlzJpFHxjKC0txfXr19Hc3My6FOIHBZ/0cBxHC1wETOzTnRR8Y1CpVFi5ciX+9re/sS6F+FFUVITGxkZ0dnayLoUEkat1GREeCj4ZoOlOYVOpVFiyZAk+/vhj1qWQIKKVncJFwScDa9aswd69e2Gz2ViXQvyg6U7poalO4aLgk4GkpCRkZWXhk08+YV0K8YMaVkvPzJkz0dvbi46ODtalkFEo+GSCpjuFbeHChaipqUF/fz/rUkiQKBQKzJs3j0Z9ApSRkYH29nYMDg6yLmVSKPjGqbKyEh988AHrMogfGo0GJSUlOHr0KOtSSBDRdKcwKZVKZGVl4fLly6xLmRQKvnFauHAhmpubRb13ReroPJ/00AIX4RLzdCcF3zgplUqsXr2aRn0CRldqkB4a8QlXXl4e6urqWJcxKRR8E0DTncK2ZMkSnDhxAmazmXUpJEjy8/PR1NRE524FiEZ8MrF69Wrs27cPFouFdSnEh6ioKMyePRvHjx9nXQoJEpVKhTlz5uDMmTOsSyGjUPDJREJCAmbNmkUbpQWMtjVID013ClOiYSauh+fg+7tO4RuvH8f3d53CzoNX0Dkg/IEBXZ1hglzTnStWrGBdCvGhvLwcL730EusySBAVFxejurqadRnkc2cae/DigXocrGtH2KIH8N7pW32MNapWbN9Th4q8RGy5MxtFaVp2hQZAI74JWrt2Le3nE7A77rgDR48ehd1uZ10KCRLq2Skcb1Y3YMPL1fioxgSL3QlOFeLxvNnuhMXuxO6LJmx4uRpvVjewKXQMFHwTVFJSgs7OTjQ0NLAuhfgQHx+P9PR0nD59mnUpJEgKCgpQV1dH59YZe7O6AVurajBsc4DnAx/L88CwzYGtVTWCDD8KvglSKBS0rUHg6DyftISFhSErKwvnz59nXYpsnWnswdaqWgzbnB6Pd/xlG5p+9RXc+MUDMP7PZvSf+dDj+WGbE1uranG2qWcaqx0bBd8kUPsyYSsvL6f9fBJD051svXigHma7w+vx6NIHkPrdV5H+D29Dt/4n6Dn0Biyt9R7HmO0O7DhQ7/W5LFHwTcKqVatw8OBB2i8mUK6N7E6nc+yDiSjQyk52OgYsOFjX7nN6MyQxA5xK/fk9Dhw42LtbPI7heWD/pXZBrfak4JuEuLg4FBQU0HSaQKWmpiImJgY1NTWsSyFBQq3L2HnnRFPA5zs/3IEb276M5pe/A2VkHMKyFngdwwF452TgrzOdKPgmiaY7hY2mO6Vl3rx5OHfuHBwO7+k2MrVqW/tgsfufPYlfvQVp//BHJG18BmG5S8Ap1V7HmO1O1LYIp/sOBd8kUfsyYaOG1dISExOD5ORk0XYKEZvh4WGcP38e7777Lk6dH/t3zimU0KTNgaO/A/2nfA8I+szCuZA3bWCfpHnz5qGvrw/19fXIzs5mXQ4Zpby8HD/5yU/A8zw4jmNdDgkC1wKX2bNnsy5FEqxWK65du4bLly/j8uXLqKurc99ubW3FzJkzkZOTA+esewFl1Pi+qNPpdY7PJVrjPRJkhYJvkjiOw9q1a/HBBx/g7/7u71iXQ0bJzMyE0+nEtWvXkJmZybocEgSuBS4bN25kXYpoOBwOXL9+3We4NTY2wmAwICcnBzk5OZg9ezbuvfde5OTkICMjAyrVzXjYefAKtu+p85rudAz2wHz9DMKyF4FThcDccBqDNQeRcM//41WHRqVAvn6c4TkNKPhuQ2VlJV599VUKPgHiOM59no+CTxqKi4vx7LPPsi5DcJxOJ4xGo89wu3btGnQ6nTvccnNzsXLlSuTk5GDmzJkIDQ0d8+uvLzFg+x4flx/iOPSf+gCdH+4AeCdUMTrErvg2wnNLvQ7lAayfbwjCTxscHM+PtQef+NPT04O0tDSYTCaEh4ezLoeMsmPHDpw4cQKvvPIK61JIEJhMJuTn56Orq0t209c8z8NkMvkMt/r6esTExHiEm+t2VlZWUN6bNr/xGT6qMY3ZscUXjgNWz07Czk3eqz1ZoRHfbdBqtZg/fz4OHDiAyspK1uWQUZYtW4bt27ezLoMEiTJCi8iF9+Hbrx6BUxWKaI0K+cnReKDEgPjIsUcuYtDZ2ekz3C5fvoyQkBB3oOXk5ODBBx9ETk4OsrOzER0dPaV1PV6RjcOXOzBsm/iqWo1KiS0VwloHQSO+2/TMM8+gqakJv/rVr1iXQkZxOp1ISEjAhQsXoNfrWZdDJmnk1QCsVit4xa2/1zUqBXhA8FcDGKmvr89vuNntdp8jt5ycHMTFxTGt+1avzvE3hghTK/B05SxsKp0xdYVNAgXfbTp79iy+9KUvob6+XnbTL2Jw7733YuPGjXjwwQdZl0Im4eabbS3M9sCNkTnu5sji6cp8QbzJDg0Nob6+3ivc6urqMDAwgOzsbJ/hptPpBP0+ItbXYzQKvtvE8zzS0tKwd+9e5OXlsS6HjLJt2zY0NDTghRdeYF0KmSChjzAsFguuXr3qc+TW3t6OzMxMn6O3lJQUKBTi3UJ9tqkHOw7UY/+ldnC4uTndxTUCX56XiC0V2Sg0aFmVGRAFXxBs3rwZs2fPxve//33WpZBRjh07hm9961s4e/Ys61LIBJxp7MGGl6u9zind+O/1Hvd5uxVRxZWIW/Ud92NhaiV2bS4Nypuu3W5HQ0ODz3AzGo1IT0/3GW7p6elQKpW3/f2FrHPAgndONqG2pR99ZhuiNWrk66Owfr7wz7lS8AXBu+++i5deegm7d+9mXQoZxWazIT4+Hg0NDczPkZDxG88qQqfVjKZfbYLugZ9Bkz7X/fhEVxE6nU40Njb6DLfr168jOTnZZ7jNnDkTarVwNmWT8aNVnUGwYsUKfPWrX8Xg4CAiIiJYl0NGUKvVKC0txZEjR3DPPfewLoeMQ6CrAYw0dOkIlOExCE2b4/H4yKsBuEYePM+jpaXFZ7hduXIFcXFxHuF25513urcDaDSaqfpRCSMUfEEQHR2NRYsWYd++ffTmKkCuC9PSayMOY10NwGXg3F5EzP2Cz8UgDocd39z6G4RcOegOuPDwcI9we+SRR9zbASIjI4P9YxABo+ALkrVr16KqqoreXAWovLwcTz75JOsyyDiNdTUAALD3tsHSeB7xlU/4fp5XoF8RiW/ed5877LRa7RRUS8SIgi9IKisrUVlZSU2RBWjRokW4cOECBgYG6C97ATObzWhubkZDs2nMYwfO70OoYTbU2mS/x8zInY1HHlkYzBKJRFDwBcmsWbPA8zxqamqoe7zAhIWFYd68eaiursZdd93FuhzZ4Xke3d3dMBqNMBqNaGpqct8e+Vh/fz/0ej3CvvBdIGluwK85eH4fYkrXBzxGSFcDIMJCwRckHMe5L05LwSc8ruvzUfAFl81mQ2tra8BQMxqNCAkJQWpqKgwGA1JTU5Gamor58+fjnnvucT+WkJAAhULh92oALuamGjgGOhGef4ffuoR2NQAiLBR8QVRZWYlf/vKX+OEPf8i6FDLKvNJl+M8/7EffrlPoM9sl2ecx2Pr7+8ccpXV2diIxMdEr1AoKCjwem8hqZ79XA/jc4Pm9CM8tgyLUf/NloV0NgAgL7eMLosHBQSQnJ8NoNE5501gyPq4+jwcutcFiNoNT3wo5MfZ5DAan04m2trYxQ83hcLiDbGSojXwsKSnJfd22YJLa1QCIsFDwBdmqVavw3e9+F1/60pdYlyJ7UukrOBFms9krwEbfb21thVarHTPUYmJimC3U8te5ZTyC2bmFSBMFX5D98pe/xMWLF/HrX/+adSmyJvQ+jxPF8zy6urrGHKUNDAwgJSUlYKilpKSM6wKkrEntNSTCQcEXZJcuXcKKFSvQ2NhI2xoYcY0WTNXvYfDcXljbGxAx604k3P0DAADvsKHj//4LlpZ6OPrakPTwf0CTUQiAzWjBZrOhpaVlzAUiGo3Ga1Q2OtRcC0SkQo6jdjL1aHFLkOXm5iI0NBTnzp1DYWEh63Jk6cUD9TDbHVBFxiOm7CEMXzsJ3mb1OCbUMAdRC+5Fx3s/93jcbHdgx4H6oJ0f6uvrCzj1aDQa0dHRgaSkJK9QKyoq8nhMju3wNpXOQKFBK/qrARBhoeALMte2hg8++ICCj4GRfR7D88oAAJbWejhsHe5jOKUa0QvvvXln1OjIV59HXxwOx7gWiDidTq+R2ezZs7Fy5Ur3/alaICIVhQYtdm5aIOqrARBhoX9tU2Dt2rX4j1/8CjGl61Hb2kfL56fRePs8jmXn7tO4I97sN9RcC0RGh1pFRYXHfZYLRKQmPjIUj5VnsS6DSAAFX5CdaezBn9ri0Vi8Gdv3XILFfuvEhEbViu176mS3fH46jafP41gsdide/uP7+JtxvzvAMjIysHTpUvd9vV4vigUihBBvFHxBNPJEPKcK8Qg94Na5id0XTThU10En4ifIZrOhp6cH3d3d6Onp8bjt+u8RWw4Q4r9/43itWHsPXnn0X4NQNSFEaCj4gmQiS695Hhi2ObC1qgYAZBN+PM+jv7/fZ2CN/q+vx8xmM7RaLWJjY33+V6vVItERhfbB26+V+jwSIl0UfEFwprEHP/yXZ9F9+iOvpfP2HhOMO78JTn3rYpbRpV+GdunDGLY5sbWqFoUGrWhWo1kslkkHV29vL8LCwnwGlut2VlaW31CLjIwc83xZ7MEruPJ5n0fe6QBcH7wTvN0KKJTgFErwdhtuNrYCeKf95nNKNTiOoz6PhEgcBV8QvHigHs7wWL9L5wEg7Qe7wCmUXo8He/n8WJxOJ/r6+iYVXN3d3bDb7YiNjfU76kpMTHRf+8xXeE316sWRfR57j/wBvUfecj83eGE/YpY+DO2yjTD++jE4+toAAG27/hkAkPqdV6DSJlGfR0IkjoLvNrmWz4fn+l46P5bxLp+/dTwPs9k86eDq7+9HZGRkwFFXXl6e3ynFsLAwQa9STIgMxZ25ifioxgTtso3QLtvo8zjDlld9Ps5xN/eE0cpbQqSLgu82jXf5vHHH1wGOg2ZGMWKXfx3K8Bj3c06nE//8WhXmaTrGNY3IcZzPwHL9V6/XY9asWT6PiYmJgVLpPfKUkscrsnH4csek+jxqVEpsqciegqoIIUJBwXebxlo+rwiPRvKj2xGSlAnncB+6dr+Ejr9sQ9JD/+Y+xuYEjtZch8V63h1SqampfkddGo3G7/cjQFGaFk9X5k+yz2O+aM63EkImh4LvNvWZ7QGfV4SEIVSfAwBQRsQibuV30fTCV+C0DHlcT6x48VL85tHvT2WpsuJaKUt9Hgkho1Hw3aZozQR/ha7TY6PeiWn5fPBRn0dCiC8UfLcpPzkaoapWmK02n0vnra31UIRGQBWXAqd5AF0f/Rqh6QVQaG41HKbl81OH+jwSQkajyxLdpo4BC5Y+sw+m/W94LJ0HgJilD0Mdb0D3wd/BOdQDRUg4NDPmIXb5N6CMjHUfF6pS4JOnvkBvwIQQMg0o+IJg8xuf4aMaU8DzSP5wHLB6dtK07eMjhBC5k84VKxl6vCIbGtXktgjQ8nlCCJleFHxB4Fo+H6ae2K+Tls8TQsj0o8UtQULL5wkhRBzoHF+QnW3qoeXzhBAiYBR8U4SWzxNCiDBR8BFCCJEVWtxCCCFEVij4CCGEyAoFHyGEEFmh4COEECIrFHyEEEJkhYKPEEKIrFDwEUIIkRUKPkIIIbJCwUcIIURWKPgIIYTICgUfIYQQWaHgI4QQIisUfIQQQmSFgo8QQoisUPARQgiRFQo+QgghskLBRwghRFYo+AghhMgKBR8hhBBZoeAjhBAiKxR8hBBCZOX/B4ERdV7LpJ98AAAAAElFTkSuQmCC\n", + "image/png": 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6JaetuhAyj+EQSWXQ1BajIvENeD/8D9gP++0SDh+73VPwDbJZs2bh8ccfxxNPPMG6FALgP//5D3744Qfs2rWLdSmkFzQaDfz8/PDzzz8jLIwayvZWRUWFWRg2NTVh9OjRiBkzASnSu6DlOn+jrqktQWXiG/CYuRJOUZNN7uvoXFRWaNf0IMrMzMTly5exZMkS1qWQmzZu3Ig///nPrMsgvfTjjz8iNDSUQq+Phg0bhnvvvRf33nuv8bbKykqcPXsW3/xcDF2bDhBbjovaA+vQdOlHcNpW2PmEwSHMfGQnArDjXAlvut1T8A2iNWvWYPXq1bCzs2NdCgGQnZ2NK1euYN68eaxLIb20ZcsWPProo6zLsEk+Pj6YP38+0m6cx5lOut17zlmNIbNWobVUBXXRJYgkMrPH8K3bve1seOG5qqoqJCcnY9WqVaxLITd9++23eOyxxyCTmf+iEv5raWnBnj176JzbAdZZt3sDkVgCeUAMdDdqcON8SgfPo+nv0nqNRnyDZP369Vi0aBEtoOAJnU6H//73v0hLS2NdCumlffv2YezYsdQgdoB11u3ejF4P7bXyDp6HP28wacQ3CFpbW/HFF1/gj3/8I+tSyE1paWnw8/NDTEwM61JILyUmJtI05yBQDHOFvdQ8KnRN9WjKOgZ9Wws4vQ4tV8+iSXkM8iDzvZRyqRgKX5fBKLdbaMQ3CLZs2YKRI0fSiyyPfPPNN1i+fDnrMkgv1dfX4/Dhw/j2229Zl2LzFo3xx8eHcszvEIlw4/x+1B5YB3B6SN284THjGThGTDB7KAdg0Wj+tPqi4BtgHMdhzZo1eO+991iXQm6qra3FwYMHsWHDBtalkF7auXMnZsyYATc3N9al2LyhzvaYEuFlto9P4uiGYcu6fl0Tido7Y/BlKwNAwdevLJ1WLmuqQitkmDNnTtdPQAZFYmIi5s+fT10xrFhiYiKeffZZ1mUIxvNTw3Eit6ZX3e7lUglWT+XXmcS0gb0fdHZauUivgVgixczoYbw+rVxIRo8ejffffx+zZs1iXQrphfLyckRHR6OsrAwODg6syxEMWzqrk0Z8fdTVaeWcWAYdB6RlVeJ4Tg1vTysXioyMDNTU1GD69OmsSyG9tG3bNixcuJBCb5AZXrf43O2+u2hVZx/89g6o8xYdAMBxQItGh3dTlNh0qmBQ6iPmNm7ciCeffBISiYR1KaSXaDUnO49NCEbSygmIcdNCpNdCfttqT7lUDHupGHOifZC0cgIvQw+gqc5e6+i0cgDQ1JWi7OsX4KSYiKH3vWZ2Px9PKxeCtrY2+Pv707mOViwvLw8TJ05EaWkppFKasGJlxYoVGBE7Ch5j5lllt3v6l9NLnx/Ng1pr+UJvXdp62PuO6PB71Vod1h3N49Vp5UKwb98+REVFUehZsS1btuCRRx6h0GOI4zikpqbi9ddfx4gR1vm7RFOdvVDT2IpjOdUWpzebso5BLHeyuInTgOOAI9nVqG1sHcAqye02btxIe/esGMdxNM3JAxcvXoRcLkd4OL9WavYEBV8v7DhbYvF2fWsz6k9shsf0FV0+h+G0cjI4ysvLcfLkSSxatIh1KaSXMjIyoFarMWGC+QZpMnhSU1Mxb948q+4nSsHXC6qKBpMtCwb1xxPgHD8bUteuz+Pk22nlti4hIQEPPPAAnJ2dWZdCeikxMRFLly616hdcW7B//36r72hCwdcLlk4rb6u8CnVhBlzHLez285RW16GlpaU/SyMWcBxH05xWTq/XUwsiHmhoaMDZs2cxdepU1qX0CV0h7gVLp5Wriy5Be70SJevaX1y5NjXA6VFe8xJ8l39i8XnO/nwCHq/Nh7e3NyIiIjBixAiTj9DQUOrd1w9Onz4NrVaLSZMmsS6F9FJ6ejo8PDwQGxvLuhRB+/HHH3HXXXfBycmJdSl9QsHXC+2nlVeYTHc63zEHTlH3GP/c8MtOaK9XYsic5y0+h1wqxsurHsOK795CUVERcnNzjR+HDh1CTk4OSkpK4OfnZxKGhoAMCgqilW3dZBjt0RSZ9aJFLfywf/9+zJ07l3UZfUb7+HqhprEVE98/bPE6n0H9ic3Q1pdb3McHAPZSMX768/RO97toNBrk5+cbAzEnJ8f4dUVFBYKCgkzC0PAREBAAsZhmsQGgubkZ/v7+uHjxIvz9+XM6POm+trY2+Pn54ddff0VwcDDrcgSL4zgEBQXhwIEDiIqKYl1On9CQoRc6Oq38Vu6Tl3X4/d09rVwmkyEiIgIRERFm96nValy9etUYhufPn8e2bduQm5uLuro6hIaGmk2dRkREwNfXV1Ajn127dmH8+PEUelbs4MGDiIiIoNBjLCsrC2KxGAqFgnUpfUbB10usTyuXy+WIjo5GdHS02X1NTU3Iy8szjg5//vlnfPfdd8jNzUVTUxPCw8PNpk5HjBgBLy8vqw5FS90xTuy/iNWP06IWa0aLWvghNTUVc+fOterXCAOa6uwDazyt/Pr168ZQvHXqNDc3F1qt1uLU6YgRIzBkyBAm9XZHZ90xOG0r7OUOmBbpRd0xrFBTUxP8/PyQk5MDb29v1uUI2syZM/GHP/wBCxd2f+U6X1Hw9ZGhO0NLm7Z9DrMDfD+tHGhv0HprEN56bdHOzs7iIpsRI0bAxcWFWc1ddccwsIb//sTc1q1b8e233yI1NZV1KYLW2NgIX19flJWVMf197y801dlHj00IRpyfGxa+sQ6yoDsgEYuhvmXEIZeKwaH9mt7qqeG8Ppja09MTnp6eZidjcByHqqoqkyDcvn07cnNzkZeXBxcXF4sjxfDwcDg6Og5YvT0Zcd/aHQMAhZ+VoNWc/HDkyBGMGzfOJkIPoBFfvzh9+jSefPJJnPz1ApLPl1rlaeW9xXEcysrKzKZNc3NzcfXqVQwdOtTiIpvQ0FDY2/f+v0lH3TEqNr+O1rJsiMTtbYckLp7wW/mlyWOoO4Z1qKurQ0hICIqLi+Hq6sq6HEFbvXo1QkJC8Kc//Yl1Kf2CRnz9YOvWrViyZAmGusix6h7rPK28t0QiEfz8/ODn54dp06aZ3KfT6VBcXGwShkeOHEFubi6Kiorg6+trceo0ODgYMpms07+3s+4YQ2Y/C5f4OR1+L3XHsA7JycmYM2cOhR5jHMdh//792LNnD+tS+g0FXx/p9Xps374dBw8eZF0K70gkEgQHByM4OBizZs0yuU+j0aCwsNBkkU1KSgpyc3NRVlaGgIAAi4tsAgMDca1F22F3jO64tTuGrY7EbUFiYiJefPFF1mUIXk5ODjQajU2dmkNTnX104sQJPP/887h48SLrUmxGa2srrl69anGRTU1NDfxmPgVd9FxwYvP3bRWbX4empggAIBviB/d7Hoc8aKTZ4+RSMV6eFSG4Ebq1KC0tRVxcHMrKyiCXy1mXI2hr1qzB5cuXsWHDBtal9Bsa8fWRYZqT9B97e3tERUVZPB2iubkZqxNO42hBs8Xv9Zi2HDLPAIgkMjQpj6Mq+X/hu3wtZB6+Jo+j7hj8lpSUhAceeIBCjwdSU1PxzDPPsC6jX9G5Vn2g1WqxY8cOLF68mHUpguHo6AixvOPWQvbDIyG2d4RIKoNz3AzY+0Wh5coZi4+taWgaqDJJH9FqTn5obm5Geno6Zs6cybqUfkUjvj44evQoAgMDERZG02WDyVJ3jA6JRAAsz+b/uH8vhr6xEAqFwjjCNHwEBgbSeaeMZGdno7S01Opb39iCY8eOYdSoUXBzc2NdSr+i4OuDpKQkGu0xYKk7BgDo1Y1oLcuGPDAOEEvQpDyO1uJMDJlhPk0jl4rx+kvP4P51f4RSqYRSqYRKpcL+/fuhVCpx7do1REREmAXiiBEjqFXUANuyZQsWL14MiUTCuhTBs4Wms5bQ4pZeamtrw/Dhw3Hu3DkEBgayLkdQOuqOoWu+jqpt/4CmrgQQiSHz9If75MfgEDLK7Dm66o7R0NAAlUplDERDOBYWFiIwMNAsEBUKBS277wccx0GhUCAhIQHjx49nXY7gjRgxAtu3b8cdd9zBupR+RSO+Xjp06BAiIyMp9BjoqDuGxNENvk993OX3d6c7hqurK8aPH2/24tva2oq8vDxjIKalpeGTTz5BdnY23N3dzQIxKioKPj4+NnGw72A4d+4cdDodxo0bx7oUwcvLy0NjYyPi4+NZl9LvKPh6iaY52WLVHcPe3h4xMTGIiYkxuV2v16OoqMgYiBcuXMCWLVugVCqh0+ksXkcMDg6m6bzbGBa10BsF9mypG8PtaKqzF9RqNXx9fZGVlQVfX9+uv4EMCGvpjlFdXW1yHdHwdVVVFUaMGGEWiBEREYJcxq/T6RAYGIhDhw5ZfaNTW7BgwQI88cQTeOSRR1iX0u8o+Hph9+7d+OSTT3DkyBHWpQjeb90xNICo41WYfOzO0NjYiOzsbLNAvHr1Kvz8/CxOm7q7u7Mue8AcPXoUL7/8Ms6fP8+6FMFTq9Xw9vZGQUEBr1uS9RZNdfYCTXPyx2MTgqHwdsLCNz6H04jxEItEVtMdw9nZGWPGjMGYMWNMbtdoNLhy5YoxEI8ePYovvvgCKpUKTk5OFgNx+PDhVjUlZalp8OX003hgyeOsSyMAjh8/jri4OJsMPYBGfD1maIyZm5sLLy8v1uUQALt27cLatWuxY28qdpwrsdnuGBzHoaSkxOK0aUtLi8XriKGhoZBK+fP+tsumwfZyTFN4U9Ngxl555RV4eHjgr3/9K+tSBgQFXw9t27YNX3/9NQ4cOMC6FHLTokWLMHfuXPz+979nXQozdXV1FgOxvLwcoaGhZoEYGRk5oL0SLaGmwdYjKioKCQkJGDvWNjuYUPD10IMPPoj77rsPy5cvZ10KAXD9+nUEBgaioKAAHh4erMvhnebmZuTk5JgFYl5eHnx8fCxOm3p6evZ7HdayEIkABQUFGD9+PCoqKmz29CIKvh5oaGhAQEAAvcjyyMaNG7Fnzx7s2rWLdSlWRavVIj8/3ywQlUol7O3tLU6bBgQE9Oo6YkdNgwGgKesY6tO3QNdQDYmTBzzv/SPkAb+1v6GmwYNv/fr1SE9PR0JCAutSBgx/Jv+twJ49e3DPPfdQ6PHI5s2b8eyzz7Iuw+pIpVJjj8Pf/e53xts5jkN5ebnJtOnevXuhVCrR0NCAyMhIs0AMDw/vtHFwR02DW/LP49rRb+G18M+wGx4BXWOd2WOoafDg279/v80v3qMRXw8sWLAAS5cuxbJly1iXQgCUlZUhJiYGZWVlcHBwYF2Ozauvr7d4jFtxcTGCg4MtHuOmhszi8XIAUJHwGpxGzoZL/OxO/96ujpcj/aetrQ1eXl64cuUKhg4dyrqcAUPB1011dXUICQlBSUkJXFxcWJdDAHz00Ue4dOkSNm7cyLoUQVOr1cjNzTULxJycHAydvASSO34HTmw6IuT0OhT9+yG4T16Gxow0cLo2OI6YAPdpT0MsMw04aho8eA4fPow33ngDp0+fZl3KgKKpzm7atWsXZs2aRaHHI4mJiXjvvfdYlyF4crkccXFxiIuLM7ldp9Nh1bc/4VBeg9n36JrqAb0Wzdnp8HnsfYjEElQnv4PrPyXBY8oTJo+lpsGDJzU11Sa7MdzONpfsDADatM4v2dnZKCsrw7Rp01iXQjogkUigl1o+ek10c1TnMuY+SJ2HQOLoBpdx93fYNLhBrRmwOslv9u/fj7lz57IuY8DRiK8bqqqq8Msvv2D37t2sSyE3bd68GUuWLKFDnnmuo6bBErkzJC7dv4b0Y+o+3L/rXcTGxhpHlxEREbzanG/tiouLUV5eLojOGPSvphuSk5Mxf/78Qd/wSyzjOA6bN29GUlIS61JIFzpqGgwAznEzcePsPjiEjgEkUtw48z0cw81fdOVSMZY9NBcKLhaXLl3C1q1b8dZbb6G0tBSRkZHGIDR8+Pn5WdXxbXxx4MABzJo1SxBvJin4uiEpKQkvv/wy6zLITb/88gukUqnZGZeEfxaN8cfHh3Is3uc2cQl0LQ0o/WoVRFIZnBST4Xa3+eUEDsDquaPh6XwXHn74YePtTU1NuHz5Mi5duoRLly7hwIEDuHTpEjQajUkQGkaJbm5uA/Vj2oT9+/dj4cKFrMsYFLSqswtlZWWIjY1FeXk57O1pOTUfvPjiixg6dCj+9re/sS6FdMPKhDNmTYO7SyQC5kT79GgfX1VVlTEMDR9ZWVkYMmSI2ehQoVDAzs6u54XZGI1GAy8vL2RnZ8PHx4d1OQOOgq8Ln3zyCc6fP49vv/2WdSkE7SeO+Pn5IT09HeHhvWsmSwZXZye3dKW/Tm7R6/W4evWqSRhmZmaioKAAYWFhZiPEoKAgmz2uy5Ljx4/j5ZdfxtmzZ1mXMihoqrMLSUlJNntCuTU6dOgQgoODKfSsSHyAO96ar+jlWZ2KfjmuTCwWIzw8HOHh4XjggQeMt6vVaiiVSmMYfv7557h06RJu3LiBmJgYsxHiQJxjygf79+8XxDYGAxrxdaKwsBBjxoxBeXl5p0cykcHzxBNPYOzYsXjxxRdZl0J6yNidQaNDZy86fOjOUFdXZzIyNHx2cnIyC8OoqCirPzlo1KhR+OyzzzBx4kTWpQwKCr5OfPDBB8jNzcVXX33FuhSC9k4Dfn5+UKlUgrgOYYsultTjpS9TUKhxhp1MZjVNg4H21cRFRUVm1w/z8vIQGBhoFoihoaG8XCF5exNgGafB99+tQ8bur+DjJoyV6xR8nRg7dizef/99zJgxg3UpBMDWrVvx7bffIjU1lXUppA9GjRqFf7z3ISocgmyiaXBbWxuys7NNRoeXLl1CdXU1oqOjzQKR1Zu2zpoAi/Ra2NnZYWqklyCaAFPwdSAvLw+TJk1CaWkpL9+1CdHvfvc7LFq0CE888UTXDya8lJOTgylTpqCkpMTmf68aGhpMgtDwIZVKTTbix8XFISYmBs7OzgNWCzUBNkXB14F3330X5eXl+Oyzz1iXQgDU1tYiLCwMxcXFdF6qFXvnnXdQWVmJTz/9lHUpTHAch7KyMrNAVKlU8PX1NRsdjhgxos+n01ATYHMUfB2Ii4vDF198gUmTJrEuhaC9OebRo0exdetW1qWQPoiLi8O6deswefJk1qXwilarRV5entnosKysDJGRkWYjxO6eTmNpK0nRh4tMHsNp2+Ayaj6GzDbta2nLTYAp+CzIysrCnDlzUFhYKKi9PHw2efJk/L//9/9w3333sS6F9FJWVhZmz56NoqIi+r3qpqamJmRlZZkFokajMQvD2NhYs9Npujo8QN+mRsmnj8H74X9AHhhrcl9vDg+wFrSPz4KkpCQ8/PDD9MvJE4WFhVAqlZgzZw7rUkgf0O9Vzzk5OWHcuHFmB0ffejrNr7/+im+++QZZWVnw9PQ0hmBI1EgcyXHr9Jpec3Y6JI5usA+IMbuP44Aj2dWobWy1ugVHXaHguw3Hcdi6dSsSEhJYl0Ju2rJlCxYtWkRHS1kxjuOQlJREJyD1E29vb8yYMcNkxbler0d+fr4xEBNO5kLjPhKQdvx703jpRzjFTu9w2lQEYMe5EptrAkzBd5uMjAxoNBpBtOawFps3b8a6detYl0H64OLFi1Cr1bjzzjtZl2KzxGIxwsLCEBYWhvvvvx+1SedRcqGsw8drr1ehtTgTnvM7PgzCVpsA05zDbbZu3YrFixdTWxOeuHjxIhoaGgRzooStSkpKwiOPPEK/V4OoQa3t9P7GzMOw94+GzH1YF89je02AKfhuYZiOoU7r/JGYmIilS5fSdSErRr9XbHTUBNigKfMwnGOnd+N5bO+4RprqvMWvv/4KOzs7xMfHsy6FoP2aRWJiIn744QfWpZA+OHv2LEQiEUaPHs26FEHprAmwukQJXWMtHBWdb9eSS8VQ+Nrevll6G32LrVu3YsmSJTQdwxMnT56Eu7s74uLiWJdC+mDbtm10+YCBRWP8O7yvKfNHOEbcDbF952dzcgAWje74eawVjfhu0uv12LZtG9LS0liXQm7avHkzli1bxroM0gccx2Hbtm3Ys2cP61IEZ6izPaZEeFncx+c594Uuv18kaj8w3Na2MgA04jNKT0/HkCFDEB0dzboUgvaDf5OTk7FkyRLWpZA+OH36NORyOY3aGXl+ajjk0t6diSqXSrB6qm32vaTgu4kuvvNLamoqoqOjERQUxLoU0geG3yua5mTD0ATYQdazl/r+bALMRzTVifZz8nbs2IGTJ0+yLoXcRNOc1k+v12P79u10+YAxw0HT1tIEeDDQiA/AsWPH4O/vj/Bw2xzWW5sbN24gNTUVixYt6vrBhLfS09Ph4eFBlw944LEJwUhaOQF+XA3E0EMuNX3pl0vFsJeKMSfaB0krJ9h06AE04gNA05x8s2vXLkyZMgWenp6sSyF9QL9X/BI73BVFiX9FYvIeXG5xsYkmwL0l+ODTaDTYuXMnzp49y7oUctPmzZvx9NNPsy6D9IFOp8OOHTtw4sQJ1qWQm9LT0+Hm5oZJ4+6A0JutCX6q89ChQ4iIiKBFFDxRUVGBX375hdoPWbljx45h+PDhGDFiBOtSyE2JiYl03fwmwY/4aDqGX7Zt24b77rsPjo6db6wl/GbYtE74oa2tDdu3b8eZM2dYl8ILggq+msZW7DhbAlVFAxrUWjjJREgt1OJPf72fdWnkps2bN+Ptt99mXQbpA61Wi507d+L06dOsSyE3paWlQaFQIDg4mHUpvCCI4MsorsfnR/NwLKcaAEzOrnMYtwgPfpuFqZHVWD0lHPEB7oyqJLm5uSgsLDTpMUasz+HDhxESEoKQkBDWpZCbEhMT8eijj7IugzdEHNdZf17rt+lUQfv+Fa2u007EQtm/wmf/8z//g7q6OnzyySesSyF9sGLFCkRHR+PVV19lXQoB0NjYCH9/f+Tl5WHo0KGsy+EFm17c0h56SrRoOg89AOA4oEWjw7spSmw6VTAo9ZHfcBxH70ptQFtbG3bv3o1HHnmEdSnkpu+//x4TJ06k0LuFzU51ZhTX490UFVo0pi05tPWVqE1bh7ZSFSCVwSlyIjxmroRI3H6eXYtGj3dTVBjp726zx/Xw0dmzZ6HT6TB+/HjWpZA+OHjwIBQKBQICAliXQm6iN5TmbHbE9/nRPKi1OrPba9PWQeLoDv8/JGD48k+hLs7EjXOm/d7UWh3WHc0brFIJfjuijM50tG60SppfqqurkZ6ejoULF7IuhVdsMvhqGltxLKfa4vSm9nolnKImQSS1g8TZAw4hY6CpKTJ5DMcBR7KrUdvYOkgVC5tOp8PWrVvpXamVU6vV2Lt3Lx01xyPbt2/H/Pnz4ezszLoUXrHJ4NtxtqTD+1zH/g5NWceh16ihvVGDlqtn4BBi3hlaBGDHuY6fh/SfI0eOwM/PD5GRkaxLIX2QmpqK+Ph4DB8+nHUp5Caa5rTMJq/xqSoaTLYs3EoeEIfGCwdQ/NEjAKeHU+wMOETcZfY4tVYPVfmNgS6VgDox2AratM4vBQUFyM7Oxpw5c1iXwjs2OeJrUGst3s5xelRu+xscI+9G4KvJ8H8pEXp1I+qPbrT4+MLyKjQ0NAxkqYLX0tKC77//nhrOWrnm5makpKTgoYceYl0KuWnLli1YtGgRZDIZ61J4xyZHfK5yyz+WvuUGdA3VcBm9ACKpDBKpDM4jZ6L+eAI8ppkfinz5/K/w9X0AQ4cORUxMjPEjNjYWUVFRcHJyGugfxebt27cPY8aMga+vL+tSSB+kpKRg3Lhx8Pb2Zl0KuSkxMRHr1q1jXQYv2WTwKYa5wl5aYTbdKXF0g9TNBzfOp8D1zgfBtbWg8dKPkHmbnzAhl4rx8ooleGbjG8jPz8fly5dx+fJlHDx4EGvWrEFOTg6GDRuG2NhYk1BUKBRwcHAYrB/V6tE1CNtAqzn55dKlS7h+/TomTpzIuhRessmTW2oaWzHx/cMWr/O1VV5F3aGvoKnKB8QSyAPjMGT2c5A4uZs8zl4qxk9/nt5hfyqtVourV68iMzPTGIqZmZm4cuUKAgICjCNDQyBGRkbCzs5uIH5cq3Xt2jUEBwejqKgIbm5urMshvdTY2Ag/Pz9cvXqVeijyxOuvvw4AeO+99xhXwk82GXwAsDLhDA4qK7s8scUSkQiYE+2D9Y+N7fH3ajQa5ObmGoPQEIr5+fkIDQ01mzINDw8X7Bz8hg0bkJaWhu3bt7MuhfTBli1b8N///hf79+9nXQoBoNfrERISgr1792LkyJGsy+Elm5zqBIDnp4bjRG4NWjTmm9i7IpdKsHpqeK/+XplMhujoaERHR+Phhx823t7a2ors7GxjEG7evBmXL19GSUkJwsPDzaZMw8LCIJFIelWDtUhMTMRLL73EugzSRzTNyS8//fQTXFxcEBcXx7oU3rLZER9w61mdlrc2WOIgE+Ot+VGDdlB1c3MzVCqVMRANI8XKykpERkaajA5jYmIQHBwMsdj6F+OWlJQgPj4eZWVlsLe3PJ1M+O/69esICAhAUVER3N3dWZdDAKxevRoBAQF44403WJfCWzYdfID1dmdobGyEUqk0mS69fPky6urqEBUVZTZlGhAQwNvjvm7vg+gql6Iy+zzsSs7iu68+Z10e6YOEhARs374de/bsYV0KQfulluHDh+OXX36htlCdsPngA4CLJfX4vz3n8HNBA+T29lDfsuhFLhWDAzAt0gurp4bz/mDq69evIysry+waYmNjI6Kjo82mTIcPH84sEDvrgwitBjI7GaZH+VAfRCu2YMECLF26lA4g4IkffvgB//znP5Gens66FF4TRPABwEcffYTM3ALcufQlqMpvoEGtgatcBoWvCxaN9u9w9aa1qKurM5suvXz5MjQajdnoMCYmBt7e3gMaiNY60ibdZ1iVW1JSAhcXF9blEADLli3D3Xffjeeff551KbwmmOCbM2cOnn32WTzwwAOsSxlU1dXVZqPDzMxMiMVis9FhbGxsvyxHt4Zrq6TvvvnmG/zwww9ITk5mXQrBbw1nc3Nz4eXlxbocXhNE8LW0tMDb2xslJSW0XwztTV8rKirMRoeXL1+Gg4OD2egwJiam2wsXMorrsWTDKbPVtJqaYtSmfYG2yjxIHNzgMW05HCPvNnmMg0yCpJUTeD/dTNrNmTMHK1asoKazPJGYmIhNmzYhJSWFdSm8Z7PbGW518uRJxMfHU+jdJBKJ4OvrC19fX8ycOdN4O8dxKCkpMYbgqVOn8J///AdZWVlwd3c3Gx1GR0ebTXFZ6oPI6XWoSv5fuIyaB58l/wt1USaqk9+Gr1cQZEP8jI8z9EHszf5JMriqq6tx6tQp7Ny5k3Up5CY6Ban7BBF8Bw4cwOzZs1mXwXsikQgBAQEICAjA3Llzjbfr9XoUFRUZR4bHjh3DunXroFQq4eXlZQzCoMhYHLnqaXZNT1NbDF1jHVzG3Q+RSASH4HjY+0WjKfMw3O953Pi4W/sgWvs1V1u3c+dOzJ07l86r5YmamhqcPHkSW7duZV2KVRBE8KWlpeGrr75iXYbVEovFCA4ORnBwMBYsWGC8XafTGc8xzczMxLZfC6FxdQUkt51EY3EynUNbdaHZrYY+iKvuCevXn4H0r6SkJLzwwgusyyA3bd++HfPmzaOGs91k/Tuhu1BeXo6SkhKMGzeOdSk2RyKRIDw8HAsXLsRbb72FUdMWmIceAJmnPySObmg4nQxOp0VL/jmoizLBac073FMfRP6rqKjAuXPnMG/ePNalkJtomrNnbH7El5aWhhkzZtj88V980FEfRJFECq+H/oK6g1+i4VQy7HzD4RQ1yWJIAkCGKgc//liLqKgo+Pr68nZjvlAlJydjwYIF1IWEJwoLC6FUKqnhbA8IIvjo+t7g6KgPIgDYeYdg2LLfToqvSHgNTrEzLD5Wfb0Ob7/9OZRKJVpbW6FQKBAVFYWoqCjj16GhoZBKbf6fLy8lJSXhT3/6E+syyE2GhrPU/aX7bPqVQ6/X4+DBg/jnP//JuhRB6KgPIgC0VeVDNsQPHKfHjXMp0DZeg3PcTLPHyaViPDlvFlZ99CwAoLa2FiqVCkqlEkqlEsePH4dSqUR5eTlCQ0PNAjEyMpIWXAyg0tJSZGZm0ptJHklMTMRnn33GugyrYtP7+M6dO4dHH30UKpWKdSmC0FkfxGuHv0FjxgFweh3sA2IwZNYqyDyGmz2uqz6IBs3NzcjNzTUGolKphEqlQm5uLnx8fCyOEmlTb9+tWbMGGRkZ2LhxI+tSCNobzt57770oKCiwicPrB4tNj/jS0tJo3nsQDXW2x5QIL4t9ED2mPw2P6U93+v0iUfuZqd3ZyuDo6Ij4+HjEx8eb3G5YaWoYJZ46dQrffvstlEolJBKJxUAMCgqiF41uSkpKwt///nfWZZCbEhMTsXTpUvr320M2PeKbNm0aXnvtNdx7772sSxGMjk5u6Y6BPLmF4zhUVlYaR4a3jhLr6uoQERFhFooRERHUMukWhYWFGDt2LMrKygTbPJlP9Ho9QkND8f3335u9ASSds9nga2xshK+vL8rLy2lvyyCztrM6b9y4AZVKZRaI+fn5CAgIMBkdGr4WYu+5Dz74ALm5ubQnlifS09OxcuVKZGZm0srnHrLZqc5jx45h3LhxFHoMGMLLWrozuLi4YNy4cWZ7Pdva2nDlyhVjEB4+fBiff/45VCoVXFxcLAain5+fzb4IJSUl4b333uv6gWRQbN68GcuWLbPZf28DyWaDj44pY+uxCcEY6e+Od3edweniRqvsg2hnZ2cMtVsZzjQ1BGJWVhaSk5OhUqnQ3NxsDMNbQzE0NNSqpgdvbx4s0rSg3D0GcePu7vqbyYDTaDTYvn07fvnlF9alWCWbnepUKBRITEzE6NGjWZciaG+++Saa9RJEzX/KJvsg3q6urs44ZXrr1Glpaalx+8WtgRgZGcmrWYnOmgeLOS1kMjtMjfSi5sGMpaSk4J133sFPP/3EuhSrZJPBV1hYiHHjxqGiooJWOzHEcRwUCgUSEhIwfvx41uUwpVarkZOTYxaIubm5GDp0qNlKU8P2i8GcxqLmwdaDGs72jU0G34YNG3D06FFs3ryZdSmCdvnyZcybNw+FhYV0HaIDOp3OeOTU7aEIwBiCt2+/6O8j+KxtQZKQNTU1wc/PDzk5OfD29mZdjlWyyWt8aWlpuO+++1iXIXjJycl48MEHKfQ6IZFIEBoaitDQUJNtNxzHobq62mSDflpaGpRKJWpqajBixAizQIyIiIBcLu9xDRnF9Xjtf/6FaxcOoq26AE5RUzB0wcvG+1sKLqAubT10DdWwGx6Bofe+DKmbN1o0erybosJIf3deXqO1VXv27MFdd91FodcHNjfi02q18Pb2xuXLl+Hr68u6HEGLj4/HZ599hsmTJ7MuxaY0NjYiOzvbbJR49epV+Pn5WRwlenh4dPh8KxPOYPfuXQBEaMk/B07TZgw+XfN1lH75DDznvQjH8PGoP74J6pLL8H3iQwDt055zon2oefAgWrBgARYvXozHH3+86wcTi2xuxHfmzBn4+/tT6DGWl5eHyspK3H03rQLsb87OzhgzZgzGjBljcrtGo8HVq1eNgXj06FGsX78eKpUKjo6OFk+tkbt74VhONRwj2v8/tVbkQaepMT5nc87PsBsaCCfFJACA26RHcWPto9DUFkPmGUDNgwdZTU0NTpw4gS1btrAuxarZXPDRMWX8sHPnTtx///3UDmoQyWQyREZGIjIyEvfff7/xdo7jUFpaanL9cNeuXVCpVNCOmAqnCYs7bBGlqS6EzDvE+GexnRxS92Foqy6CzDMAADUPHkw7duzAvHnz4OLiwroUq2ZzwXfgwAH84x//YF2G4CUnJ+Odd95hXQYBIBKJ4O/vD39/f8ycadoRY3XCaaRk1XTwnYBeo4bE0c3kNrG9E7i2FuOfqXnw4ElMTMRrr73GugyrZ1Nr/evr63Hx4kW6psRYcXEx8vLyMHXqVNalkC6o9Z2/BIhlcuhbm01u07c1Q2Rn2oS2vLYeWq3lRsSkfxQWFiIrKwtz585lXYrVs6kR35EjRzBx4sRerWwj/WfXrl247777rOqkEqHqrHkwAMi8gtB06Ufjn/VtamivVcDOK9DkcaeOH4bLq/MQGhqKyMhIKBQKk89CPNu0v23duhUPPfQQNZztBzYVfHRMGT8kJyfTdIyVMDQPVrdpAL2u/YPTg9O2AWIJHCPuwrUj36BJlQ7H8HG4nr4FMu9g4/U9oP34uZdXP4nHv3kdubm5yM7ORnZ2NtLS0vDpp58iOzsbTk5OxuuPt4ZicHAwXQfupsTERKxdu5Z1GTbBZrYzcByH0NBQ7Nu3DzExMazLEazKykpERkaioqKCRt5WwNA8uPJIAq6nm64UdJu4FO6Tl92yj68Kdr439/G5+xgf11XzYI7jUFZWBpVKZQxFw9eVlZUICwszCUTDB40Sf5OZmWk8DIJOo+o7mwm+3NxcTJ06FSUlJbRhmqGvvvoKhw8fxtatW1mXQrppZcIZi82Du6Ov+/iam5uRm5trDMJbw9HZ2dlsyjQyMlKQo8Q333wTWq0W//rXv1iXYhNsZqozLS0Ns2fPptBjLDk5Gb///e9Zl0F64Pmp4TiRW9Or5sFyqQSrp4b3+u92dHREfHy8WSNVwxaMW8Nw//79yM7ORlVVFcLCwiyGopubWwd/k3W4vSuGq1wKxTAXJCbvwe6kTazLsxk2M+JbuHAhli5diiVLlrAuRbCuXbuG4OBglJaW8qrjAOmaNZ3V2dTUZLyWeOtIMScnBy4uLiZBaPh6IM437U+ddcWwEwNtGg1mx/nj+anUFaM/2ETwtbW1wcvLC1euXMHQoUNZlyNY3333HXbv3o1du3axLoX0wqZTBXjnByVa2rQQdXIdia/dGfR6vXGUeHso1tTUmIwSbw1FV1dXpnVTV4zBZxPBd/z4cbz66qv49ddfWZciaAsXLsSiRYvoDEEr9o+132B3TgtaPEIhAqyueXBHmpqakJOTY3YdMTs7G25ubmZTpgqFAoGBgQM+SrSmkbYtsYng+8tf/gKO4/Duu++yLkWwbty4AT8/PxQVFdFqPCs2duxYvPPOOxg3aRp2nCux+ebBhlHi7YtrVCoVamtrER4ebnFfYn8cGZZRXI8lG06h8tRuNF360awzBqfToGbPB2gtz4OuoQo+S/8JedBIAICDTIKklROs6s0Hn9jE4pYDBw7g3//+N+syBC0lJQUTJ06k0LNi586dQ01NDWbNmgWJRCKIszfFYjECAgIQEBCAWbNmmdxnGCUawnDfvn348MMPkZOTAzc3N7MwNIwSu7vd4POjeVBrdZA6e8Lt7sXGzhi3svePgcvYhajZ/Z7J7WqtDuuO5lFXjF6y+uCrqalBTk4O7rrrLtalCNrOnTvx0EMPsS6D9MGGDRuwYsUKXi8CGUxOTk4YNWoURo0aZXK7Xq9HSUmJyQhx7969yM7ORm1tLUaMGGF2HfH2UWJNYyuO5VSD4wDHSMudMUQSGVzHLWz/w21hSl0x+sbqg+/QoUOYMmUKHePDUEtLCw4cOIDPPvuMdSmkl5qampCUlISLFy+yLoX3xGIxAgMDERgYaDZKbGxsNLmWuHfvXnzwwQfIzc2Fu7u7MQgb/O6EXte3hXjUFaP3rD74qA0Re2lpaRg1ahS8vLxYl0J6adu2bZg0aRL8/f1Zl2LVnJ2dMXr0aIwePdrkdr1ej+LiYmMgbi1UQ9PH9+rUFaP3rPrsG47jjBvXCTvJyck0zWnlvvrqKzzzzDOsy7BZYrEYQUFBmD17Nl588UUoRo7u+pu6oUGt6ZfnERqrDr6srCzIZDKEh/f+5AjSN21tbdi3bx8eeOAB1qWQXsrMzERxcTHmzZvHuhTB6KorRvefhzqg9IZVB59hmpOOKWPnyJEjiIyMhJ+fH+tSSC9t2LABy5cvh1Rq9Vc+rEZ7V4z2l19Or2vvhnFLZwxO3358HKfVtN8HgNNr2++7uQNNLhVD4Uud2HvDqv+lp6Wl0fQMYzTNad1aWlqwefNmnDlzhnUpgrJojD8+PpQDALievtWkM0bT5SPGzhilX62CrqEKAFCV9DcAgN+zX0Pq7gMOwKLRdE22N6x2A7tarYa3tzdtmGZIp9PB19cXp0+fRkhICOtySC9s2rQJmzZtQmpqKutSBIdlVwyhs9qpzpMnTyIuLo5Cj6GTJ0/C39+fQs+KbdiwgWZNGHl+ajjk0t7tmexrVwyhs5qpztvbdeRlFWLYtMdpAydDycnJePDBB1mXQXrJcFbl7373O9alCFJ8gDvemq/o5VmdCjqurA94P9XZVbsOkViMqZFeWD2F2nUMJr1ej8DAQBw8eBBRUVGsyyG98Nprr0EqleK9997r+sFkwBi7M2h06OzFmLoz9B9eBx+16+Cv06dPY/ny5cjKymJdCumF1tZWBAQE4KeffqLtQDxwsaQeT76fiAbnAMikUpvpisFXvJ3q7Em7Do4DWjQ6vJuiBAAKv0FAqzmt2/fff4/Y2FgKPZ5w0VxDUeJfce5yDlJz6m2+KwZrvBzxZRTXY87KN3HtwkGzVh2tpSrUn9iEtoo8QCSGPDAOHrNWQeo8BAC16xgMHMchPDwcO3bsMDvAl1iHmTNn4ve//z2WLFnCuhQC4I9//CPs7Ozwr3/9i3UpgsDLVZ2fH82D3tEDbncvhvNI00Ng9epGON8xF37PfQO/1d9AZOeA2h/WGO83tOsgAycjIwMcx+GOO+5gXQrphStXriAjI4NO2+GJ+vp6/Pe//8WLL77IuhTB4F3wGdp1OEbcDceIuyB2cDW53yFsLJwUkyC2d4RYJofLmAVoLVUa77+1XQcZGIYWRHRijnX6+uuv8fjjj8PenqbO+OCrr77C/Pnz6YDwQcS74NtxtqRHj28tvgzZ0ECT2wztOsjAoOt71kuj0WDjxo20d48n2trasHbtWrz66qusSxEU3gWfqqLBZMtCZ9qq8nE9fQs8pi03uZ3adQwclUqF+vp6jB8/nnUppBf27duH8PBw2oLCE9u2bUNERARdKx9kvAu+BrW2W4/TXCtD1ba/w2PmSsgDYi08D7XrGAiGTetiMe/+6ZBuoJNa+IPjOHz44Yc02mOAd69e3WnXob1ehcotf4HbxCVwjp1u8THpRw5h9erV2LBhA86ePYvWVrrm1x8M1/eI9SkqKsLp06exaNEi1qUQtHc2UavV1A6KAd7t42tv11EBdZumvU3HLa06IJZA13QNlVvehMuYe+Eyar7F57CXinD/tHHwrXdEeno6Pv30U+Tl5RmnFEaPHo1Ro0YhPj4eLi7U1qO78vPzUVxcjMmTJ7MuhfTC119/jUcffRSOjo6sSyEAPvzwQ7zyyis0e8IA7/bx1TS2YuL7h1F5JMGkVQcAuE1cCohEuH4yESKZ3OS+wFd3GL+2l4rx05+nm2z4VKvVuHTpEs6fP49z587h/PnzyMzMREBAgEkYjho1Cp6engP7Q1qpDz/8ECqVChs2bGBdCukhnU6H4OBg/PDDDxg5ciTrcgRPqVRi2rRpKCgogFwu7/obSL/i3YhvqLM9pkR44aBuGdwnL7P4GPdJj3b4/SJR+9E+t59yIJfLMW7cOIwbN854m1arhUqlMgbhvn37cOHCBbi7uxuD0PB5+PDhgl++v3PnTvz1r39lXQbphdTUVAwfPpxCjyc++ugjPPfccxR6jPBuxAe0n9yyZMMptGh0Pf7evp7cotfrcfXqVZOR4blz5yASiUyCcPTo0QgNDRVMGJaVlSE2NhYVFRWws7NjXQ7pofvvvx/33XcfVqxYwboUwausrIRCoUBOTg68vLxYlyNIvAw+oGdndRq0t+uI6vezOjmOQ1lZmUkQnj9/HvX19cbpUUMgKhQKSKW8G0j32eeff45Tp04hISGBdSmkhwxvWoqKiuDs7My6HMH7+9//joqKCnz55ZesSxEs3gYfwP/uDDU1Nbhw4YJJIJaUlCA2NtZkZBgbG2v1UxrTp0/Hiy++iPvvv591KaSH3n33XRQVFdELLQ+0tLQgKCgIx48fh0KhYF2OYPE6+ID2dh3rjubhSHY1RADv23XcuHEDGRkZJmGYm5uLESNGmIwM77jjDt6uKL296a+9SIed33yKczvWwW+oG+vySA/o9XqEhYVh+/btGDt2LOtyBO/LL7/Evn37sHfvXtalCBrvg8+gtrEVO86VWGW7DrVajczMTJNp0kuXLsHPz89sEc3QoUOZ1dlZ01+RXgs7Oztq+mtl0tLS8Prrr+Ps2bOCuR7NV3q9HlFRUfjyyy8xdepU1uUImtUEn63RarXIzs42GRleuHABrq6uZoto/Pz8BvxFi+/TyqR3Hn74YUyfPh3PPfcc61IEb+/evfjHP/6BM2fO0JsQxij4eESv1yM/P99sRalerzcbGYaFhfXbxlc+LSQi/aeqqgqRkZEoKCiAmxtNUbM2depUrFy5Eo8+2vF2LDI4KPh4juM4lJeXm60ovXbtGuLj400CMSoqqscrSjtr+ttWU4TafR9Be60cAGA3LBwes1bB7mY3DGr6y28ffPABlEolvvnmG9alCN7Zs2fxwAMP4MqVK5DJZKzLETwKPitVW1trtqK0uLgYMTExJiPDuLg4ODg4dPg8KxPOYPfuXQBEaMk/B07TZgw+vboRenUTJG7eAKfHjXM/oDEjDcNXfAagfdpzTrQP1j9Giyb4huM4REZG4rvvvsNdd93FuhzBe/TRRzF69Gi89tprrEsh4OHJLaR7PD09MWPGDMyYMcN4W2NjIzIyMnD+/HmcPn0a69evR3Z2NsLCwkxGhnfccQdcXV1Nmv4CQGtFHnSaGuPzieXOEMvb931xHCASiY2jP8Nthqa/fF9gJDTHjh2DnZ0dJkyYwLoUwSsqKkJqairWrVvHuhRyEwWfDXF2dsbEiRMxceJE422tra24fPmycWSYlJSES5cuwdfXFz5TH4N26Gh01aSj6OPF4NpaAI6D223HyBma/q66J2wAfiLSW4b2Q7SIgr21a9fiySefhLu7O+tSyE001SlAOp0O2dnZeGNPNjKu/3b82LXjCdA11BinOm+lb1OjKfNHSFy94Rg+zuS+B+7ww8eL7xjoskk31dbWIiwsDFevXsWQIUNYlyNoDQ0NCAkJwdmzZxEcHMy6HHIT9cMQIIlEgujoaHj6+nf7e8R2cjiPmofafR9B11Rvch81/eWXhIQELFiwgEKPB77++mvMnDmTQo9naKpTwLrT9NcEx4HTtkJ3oxYSJ3fjzVeUl/Ddd1lQKBRQKBS0dJ4hjuOwYcMGup7EA1qtFp988gm2bdvGuhRyGwo+Aeuq6a+68CIkDq6QeQeD07Si/ngCxHJnyIYGGJ9DKuLgJdMiLe1HrF27FtnZ2XB1dUVUVBQUCoXxs0KhGJSN+EL3888/Q6vV4p577mFdiuAlJycjICAA48ePZ10KuQ1d4xOwrpr+yryCUH98E3Q3aiCS2sHOdwQ8pj4FO+8Q4+Nub/qr1+tRUlIClUoFpVJp8rmpqckkDA2fw8PDaW9TP3nqqacQGxtLy+YZ4zgOd955J95880062J2HKPgEbmXCGRxUVnZ6TFlHerqP79q1ayZBaPi6uLgYwcHBFkPR1dW154UJVH19PYKDg5Gbm0t93hg7ceIEnn76aahUKkgkEtblkNtQ8Akcy6a/Bq2trcjNzTUbJWZnZ8Pd3d1iIA4fPpymTW+zbt06HD16lK4p8cD999+P2bNnY/Xq1axLIRZQ8BHentWp1+tRXFxsMjo0fG5paTFeO7w1FMPCwgQ5bcpxHEaNGoV///vfmDlzJutyBC03Nxd33303CgsL4ejoyLocYgEFHwFgfd0Z6urqLAZiSUkJQkJCzBbW2Pq06a+//orFixcjLy+v3w4vJ72zevVqDBkyBO+88w7rUkgHKPiIkbU1/bVErVYjLy/PbGGNYdr09inTqKgo+Pr6WtW06e2Ngl3lUlxOT8MEb+B///Jn1uUJWm1tLcLDw6FUKjFs2DDW5ZAOUPARM9bc9LcjhmnT2wNRpVJBrVabjAwNoci3adPOGgVzmlbYy+WYpvCmRsEMvfPOO7h69Sp1xOA5Cj4ieLW1tcjOzjYLRcO06e2jxMjIyEGfNrW2qWghUqvVCAkJwcGDBxEbG8u6HNIJCj5COqBWqy2uNs3JyYGHh4fF1aYDMW3K18VHxNQ333yDbdu2ITU1lXUppAsUfIT0kF6vR1FRkcU9ia2trWYLa6KiohAaGtqradPOGgXfqv5kIq6fTIT3knfgEHwHAGoUPJg4jkNcXBw+/vhjzJo1i3U5pAt0ZBkhPSQWixEcHIzg4GDMnTvX5L7a2lqTIPzPf/4DpVKJ0tJShIaGmo0SIyMj4eLi0uHf9fnRPOgdPeB292Jjo+Dbaa6Vozk7HRJn00Op1Vod1h3No0bBg+DAgQOQSCS0lcRKUPAR0o88PT3NeiIC7dOmOTk5xlBMSUnBRx99hJycHAwZMsTinkSps0enjYIN6g6uh8fUp1B74AuT26lR8OD58MMP8corr1jV6mAho+AjZBDI5XKMHDkSI0eONLndMG1qmDK9cOECtm7dCqVSCXHMbDiMfxiQdDxF2qQ6CZFYCoewcQC+MLufGgUPvIyMDGRlZWHp0qWsSyHdRMFHCEO3TpvOmzfP5L7n/nsK+5W1HX6vvq0F9ce+g/fi/+3wMWqtHqryG/1WLzH30Ucf4YUXXoCdnV3XDya8QEc8EMJTrVznhxvXn9gMp5jpkLl3vlH6cu5VHDlyBAUFBdBqtf1ZouCVlZVh7969WLVqFetSSA/QiI8QnuqqUbC6MAO6G7W4cf4HAIC+uQE1u9+D64RFcJuwyPi4+qoy/O1vHyM/Px/V1dXw8/NDSEiIxQ8fHx+6TtUDn376KZYtW0bd7q0MBR8hPNVVo2Cfpe8Cut+6apR/9zI8ZvweDqFjjLfJpWKsWDQPq9a+AKC9E0ZhYSHy8/ONH7t37zZ+3dzcjODg4A6D0d3dfbD/M/BWY2MjNmzYgNOnT7MuhfQQBR8hPLVojD8+PpSD6+lbTRoFN10+AreJS+E+eZnpN4jEEMudIbZzMN7EAVg02t/4Z3t7e0RERCAiIsLi33njxg0UFBSYBOPx48eNX0ul0g5DMTg4GA4ODhaf15pZOhtVMcwV18+nYsqUKQgLo4VD1oY2sBPCY4PZKLgrHMehtrbWJBRv/SgqKoKHh0eHwRgQEACp1Hrea3d2NqpcKoa6tRVj/Rzx1wfH09moVoaCjxAe40Oj4O7S6/UoKyvrMBgrKysxfPjwDoNx2LBhvLm+SGej2jYKPkJ4zlbO6mxra0NRUVGHwdjY2IigoKAOg9HDw2NQ6rSV/96kYxR8hFgBIYxAGhsbza4v3vohFos7vb7YH93ODSPsylO70XTpR7PzUbX1lShdvwIimdz4Pa4THoL7xKV0NqoVoeAjxErYQqPg3uI4DnV1dR2GYmFhIdzd3Tu9vtidQ8IN11SbVD8BIpHxfNTbgy/w/30Pkdh0n2V/X1MlA8d6rjQTInAj/d2x/rGxNtkouCsikQienp7w9PTE2LHmwaLX61FeXm4Shunp6di0aRPy8/NRUVEBX1/fDkeLvr6+qGvW4FhONTgOcIzs/HxUS+hsVOtBIz5CiM3TaDSdXl9saGjA8BlPQh8zF5z4t5HhteMJ0DXUmI34JM5DAJEI8uBR8Ji2HBJHNwDtI++XZ0XQ2ag8RyM+QojNk8lkCAsL63DPXVNTE57f9CuOFjR1+jxiR1cMe/Jj2PmEQt/SgLq0L1Cz99/wuXleKp2Nah3orE5CiOA5OTlBLHfq8nFiOwfY+46ASCyBxMkDQ2Y9B3X+eehbm42PaVBrBrJU0g8o+AghBF2fjWqRYdvhLVeMXOVdL6IhbFHwEUIIDGejtr8kcnpd+5mot5yPyul1aC3Lhqa2BBynh66lAXUHv4J9YJxxtCiXiqHwdWH5Y5BuoMUthBCC9jM5J75/GK1aPepPbDY5HxUA3CYuhczTH9eO/Rf65nqI7RwhD74DHtOehsS5fXO9vVSMn/48nVZ18hwFHyGE3MSns1HJwKGpTkIIuen5qeGQSztvANwRuVSC1VPD+7kiMhAo+Agh5Kb4AHe8NV8BB1nPXhrbz+pU2NyJObaK9vERQsgtDGec2vrZqEJG1/gIIcQCIZ+Nauso+AghpBNCPBvV1lHwEUIIERRa3EIIIURQKPgIIYQICgUfIYQQQaHgI4QQIigUfIQQQgSFgo8QQoigUPARQggRFAo+QgghgkLBRwghRFAo+AghhAgKBR8hhBBBoeAjhBAiKBR8hBBCBIWCjxBCiKBQ8BFCCBEUCj5CCCGCQsFHCCFEUCj4CCGECAoFHyGEEEGh4COEECIoFHyEEEIE5f8Dd9wwnGmhyh8AAAAASUVORK5CYII=\n", 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" ] @@ -659,7 +692,7 @@ ], "source": [ "# Using NetworkX to visualize network connection\n", - "G = nx.from_numpy_matrix(conn.conn_mat)\n", + "G = nx.from_numpy_matrix(res[1])\n", "nx.draw(G, with_labels=True)\n", "plt.show()" ] @@ -678,9 +711,20 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "conn = bp.connect.GridEight(include_self=False)\n", "conn(pre_size=size)" @@ -701,7 +745,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 19, "metadata": { "pycharm": { "name": "#%%\n" @@ -712,12 +756,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "pre_ids JaxArray(DeviceArray([ 0, 0, 0, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 3, 3,\n", - " 3, 4, 4, 4, 4, 4, 5, 5, 5, 5, 5, 5, 5, 5, 6,\n", - " 6, 6, 6, 6, 6, 6, 6, 7, 7, 7, 7, 7, 8, 8, 8,\n", - " 8, 8, 9, 9, 9, 9, 9, 9, 9, 9, 10, 10, 10, 10, 10,\n", - " 10, 10, 10, 11, 11, 11, 11, 11, 12, 12, 12, 13, 13, 13, 13,\n", - " 13, 14, 14, 14, 14, 14, 15, 15, 15], dtype=uint32))\n" + "pre_ids JaxArray([ 0, 0, 0, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 3, 3,\n", + " 3, 4, 4, 4, 4, 4, 5, 5, 5, 5, 5, 5, 5, 5, 6,\n", + " 6, 6, 6, 6, 6, 6, 6, 7, 7, 7, 7, 7, 8, 8, 8,\n", + " 8, 8, 9, 9, 9, 9, 9, 9, 9, 9, 10, 10, 10, 10, 10,\n", + " 10, 10, 10, 11, 11, 11, 11, 11, 12, 12, 12, 13, 13, 13, 13,\n", + " 13, 14, 14, 14, 14, 14, 15, 15, 15], dtype=uint32)\n" ] } ], @@ -743,12 +787,12 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -759,7 +803,7 @@ ], "source": [ "# Using NetworkX to visualize network connection\n", - "G = nx.from_numpy_matrix(conn.conn_mat)\n", + "G = nx.from_numpy_matrix(res[1])\n", "nx.draw(G, with_labels=True)\n", "plt.show()" ] @@ -796,9 +840,20 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "conn = bp.connect.GridN(N=2, include_self=False)\n", "conn(pre_size=size)" @@ -817,7 +872,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 24, "metadata": { "pycharm": { "name": "#%%\n" @@ -832,12 +887,12 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -848,7 +903,7 @@ ], "source": [ "# Using NetworkX to visualize network connection\n", - "G = nx.from_numpy_matrix(conn.conn_mat)\n", + "G = nx.from_numpy_matrix(res)\n", "nx.draw(G, with_labels=True)\n", "plt.show()" ] @@ -882,19 +937,19 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "JaxArray(DeviceArray([[False, True, False, False],\n", - " [False, False, False, False],\n", - " [ True, True, False, True],\n", - " [ True, False, True, False]], dtype=bool))" + "JaxArray([[False, True, False, False],\n", + " [False, False, False, False],\n", + " [ True, True, False, True],\n", + " [ True, False, True, False]], dtype=bool)" ] }, - "execution_count": 35, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -929,19 +984,19 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "JaxArray(DeviceArray([[ True, True, False, False],\n", - " [False, True, True, False],\n", - " [False, False, True, True],\n", - " [ True, False, False, True]], dtype=bool))" + "JaxArray([[ True, False, False, False],\n", + " [False, True, False, False],\n", + " [ True, True, True, True],\n", + " [False, False, True, True]], dtype=bool)" ] }, - "execution_count": 31, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -975,19 +1030,19 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "JaxArray(DeviceArray([[ True, False, False, True],\n", - " [ True, True, False, False],\n", - " [False, True, True, False],\n", - " [False, False, True, True]], dtype=bool))" + "JaxArray([[ True, False, True, False],\n", + " [False, True, True, False],\n", + " [False, False, True, True],\n", + " [False, False, True, True]], dtype=bool)" ] }, - "execution_count": 38, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -1044,35 +1099,35 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "JaxArray(DeviceArray([[ True, True, False, True, False, False, False, False,\n", - " True, True],\n", - " [ True, True, True, True, False, False, False, False,\n", - " False, True],\n", - " [ True, True, True, True, False, False, False, False,\n", - " False, True],\n", - " [False, True, True, True, True, False, False, False,\n", - " False, False],\n", - " [False, False, False, True, True, True, False, False,\n", - " False, False],\n", - " [False, False, True, False, True, True, True, True,\n", - " False, False],\n", - " [False, False, False, True, False, True, True, True,\n", - " False, False],\n", - " [ True, False, False, False, False, True, True, True,\n", - " False, True],\n", - " [False, True, False, False, False, False, True, True,\n", - " True, True],\n", - " [ True, False, True, False, False, True, False, True,\n", - " True, True]], dtype=bool))" + "JaxArray([[ True, True, False, True, False, False, False, False,\n", + " True, True],\n", + " [ True, True, True, True, False, False, False, False,\n", + " False, True],\n", + " [ True, True, True, True, False, False, False, False,\n", + " False, True],\n", + " [False, True, True, True, True, False, False, False,\n", + " False, False],\n", + " [False, False, False, True, True, True, False, False,\n", + " False, False],\n", + " [False, False, True, False, True, True, True, True,\n", + " False, False],\n", + " [False, False, False, True, False, True, True, True,\n", + " False, False],\n", + " [ True, False, False, False, False, True, True, True,\n", + " False, True],\n", + " [False, True, False, False, False, False, True, True,\n", + " True, True],\n", + " [ True, False, True, False, False, True, False, True,\n", + " True, True]], dtype=bool)" ] }, - "execution_count": 65, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -1085,12 +1140,12 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1101,7 +1156,7 @@ ], "source": [ "# Using NetworkX to visualize network connection\n", - "G = nx.from_numpy_matrix(conn.conn_mat)\n", + "G = nx.from_numpy_matrix(conn.require('conn_mat'))\n", "nx.draw(G, with_labels=True)\n", "plt.show()" ] @@ -1140,35 +1195,35 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "JaxArray(DeviceArray([[False, True, True, False, False, False, False, False,\n", - " True, True],\n", - " [ True, False, True, True, False, False, False, False,\n", - " False, False],\n", - " [ True, True, False, True, False, False, False, True,\n", - " False, True],\n", - " [False, True, True, False, True, False, False, False,\n", - " True, False],\n", - " [False, False, False, True, False, True, True, False,\n", - " False, True],\n", - " [False, False, False, False, True, False, True, True,\n", - " False, False],\n", - " [False, False, False, False, True, True, False, False,\n", - " True, True],\n", - " [False, False, True, False, False, True, False, False,\n", - " False, True],\n", - " [ True, False, False, True, False, False, True, False,\n", - " False, True],\n", - " [ True, False, True, False, True, False, True, True,\n", - " True, False]], dtype=bool))" + "JaxArray([[False, True, False, False, False, False, True, False,\n", + " True, False],\n", + " [ True, False, True, True, False, True, False, False,\n", + " False, True],\n", + " [False, True, False, True, True, False, False, False,\n", + " False, False],\n", + " [False, True, True, False, True, True, False, False,\n", + " False, False],\n", + " [False, False, True, True, False, True, True, False,\n", + " False, False],\n", + " [False, True, False, True, True, False, False, True,\n", + " False, True],\n", + " [ True, False, False, False, True, False, False, True,\n", + " True, False],\n", + " [False, False, False, False, False, True, True, False,\n", + " True, True],\n", + " [ True, False, False, False, False, False, True, True,\n", + " False, True],\n", + " [False, True, False, False, False, True, False, True,\n", + " True, False]], dtype=bool)" ] }, - "execution_count": 78, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -1181,12 +1236,12 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1197,7 +1252,7 @@ ], "source": [ "# Using NetworkX to visualize network connection\n", - "G = nx.from_numpy_matrix(conn.conn_mat)\n", + "G = nx.from_numpy_matrix(conn.require('conn_mat'))\n", "nx.draw(G, with_labels=True)\n", "plt.show()" ] @@ -1224,35 +1279,35 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "JaxArray(DeviceArray([[False, False, False, False, False, True, True, True,\n", - " False, True],\n", - " [False, False, False, False, False, True, True, True,\n", - " True, True],\n", - " [False, False, False, False, False, True, True, False,\n", - " False, False],\n", - " [False, False, False, False, False, True, False, False,\n", - " False, True],\n", - " [False, False, False, False, False, True, True, True,\n", - " True, False],\n", - " [ True, True, True, True, True, False, True, True,\n", - " True, True],\n", - " [ True, True, True, False, True, True, False, True,\n", - " True, True],\n", - " [ True, True, False, False, True, True, True, False,\n", - " True, False],\n", - " [False, True, False, False, True, True, True, True,\n", - " False, False],\n", - " [ True, True, False, True, False, True, True, False,\n", - " False, False]], dtype=bool))" + "JaxArray([[False, False, False, False, False, True, True, True,\n", + " False, True],\n", + " [False, False, False, False, False, True, True, True,\n", + " True, True],\n", + " [False, False, False, False, False, True, True, False,\n", + " False, False],\n", + " [False, False, False, False, False, True, False, False,\n", + " False, True],\n", + " [False, False, False, False, False, True, True, True,\n", + " True, False],\n", + " [ True, True, True, True, True, False, True, True,\n", + " True, True],\n", + " [ True, True, True, False, True, True, False, True,\n", + " True, True],\n", + " [ True, True, False, False, True, True, True, False,\n", + " True, False],\n", + " [False, True, False, False, True, True, True, True,\n", + " False, False],\n", + " [ True, True, False, True, False, True, True, False,\n", + " False, False]], dtype=bool)" ] }, - "execution_count": 80, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -1265,12 +1320,12 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 43, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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j4sWL5e4rKysL7dq1w6JFi+Dk5FTudhjhYYmPwfMvKdgf+B5BbxMBoEB5pryVatZmWpje3RStDNXK1QcRITIyMn9U9/DhQ3To0CF/VNe0aVOxjupycnKKvJ/269cJCQnQ0NAoMaHp6+uLfUHN3LlzoaamVq7k9fDhQ4wfPx6vX7+WyCg6Li4OCxYsQGBgILZt24ZRo0aJPY6MjAw4OjoiJSUF58+fh4aGRpHXff/+HWZmZrh79y7Mzc0r1OfLly/Rs2dP3Lt3r9gky4gPS3zV3ImHn8p9ivfvZGVl4fbt2/mjOi6Xmz+q69Wrl8jueWRkZJSY0GJjY5GSkgJdXd1iS2MZGBhAV1e3wieli0LLli1x+PBhdOrUqcyvJSKYmJjgwoULsLCwEH5wpXT37l24ublBXV0de/fuRfPmzcXSb0xMDAYOHIjWrVvD3d29xNM15s+fj7S0NBw6dEgofbu7u+PQoUN48OBBpawUVJWwxFeN/Ux6wqtGQUR49+5d/qju/v37aNeuXf6ornnz5hX6dE9E+P79+28r8+fm5hZ7Ly3vz9ra2pXylPG4uDg0a9YM3759K3cR5qVLl4LL5WLLli1Cjq5seDweDh06hFWrVsHR0RGrVq2CqqqqyPoLCQnBkCFDMGPGDMyfP7/E38Xo6Gi0bt0aL1++hJ6enlD6JyKMHDkSenp62LNnj1DaZMqHJb5q6vmXFIw+8hDZXH6Bx3kpCUi+dQC5sRGAvAKUzbqgbm8XyMj+b3n3r/UHs7OzERgYmD+qy87OLjCqK+0bGZ/Px7dv3357P01RUfG399PU1NSkdjFMRR0/fhyXLl3C+fPny91GeHg4bGxs8PnzZ6lI/omJiViyZAmuXbuGTZs2YezYsUKP69y5c5g2bRoOHz6MoUOH/vb6cePGwcDAAOvWrRNqHD9+/EDr1q2xZ88eDBpU+MBaRjxY4qumXI6HwPdNQqHpzYQzKyFXSw0aNq4QcDKR4L0MtVv1K3CqtAwAE6UM1Hjkgbt376J169b5BZ9btmxZKOnk5uaW6n5a3bp1SzxqRl9fv1JuZRAmJycnWFpaYurUqRVqp1WrVti7dy+6desmpMgq7vHjx3Bzc4O8vDz27duHNm3aVLhNIsKmTZtw4MABXL58uVRtvnjxAn369MG7d+9EUjT7wYMHGDJkCEJCQgpV3WHEgyW+aqi4M8YAIPbIVKj3nIiaJu0BAD8C/oYgNwsaNm4FrpMlPla0ykWfbp2RmZlZYmX+79+/l+p+mqRPM5d2RAQ9PT3cu3evwkW2N23ahM+fP+PgwYNCik44BAJB/rFHQ4cOxbp164pdfPI7OTk5cHFxwatXr3DlyhXo6+uX6nV2dnawsbHBjBkzytVvaWzcuBE3btxAQECAUM4NZMqGJb5qyD0oCjv93haZ+NLDriMn5g3UbVwh4GTgm/cKqHV1RC2z/+xh4uUi+8k5pD++WOIIzcDAANra2gUqYTDl8/LlSwwZMgRRUVEVbuvTp09o3749YmNjpfIDx48fP7BixQqcOXMGa9aswaRJk8r0O5SUlIShQ4dCW1sbnp6epZ4puH37NiZOnIiIiAiR/lwEAgH69esHS0tLrF69WmT9MEVjia8amuUdhkvPvhb5HDfpC5Kubss/WVq5eS9o9J9V5D2z/k01sc+xQ5W9nyZtduzYgbdv38Ld3V0o7VlZWWHx4sXo37+/UNoThefPn8PNzQ1ZWVnYt28fOnfu/NvXvHnzBgMGDMCoUaOwfv36Ut8vJCJ06NABc+bMgYODQ0VD/634+Hi0adMGp06dgrW1tcj7Y/5H8ne2GbFL4/CKfJxIgIQzK1DLzBJGc8/DYOYpCDgZSAn8p8jrOQJZlvTEyNfXF3369BFaew4ODr89y0/SWrVqhTt37mD27NkYPnw4xo8fj4SEhGKv9/X1Rffu3bF8+XJs3LixTItkzp49CyKCvb29MEL/LR0dHfzzzz8YO3YskpKSxNIn8xNLfNWQilLR9xQE2engpyWiTpsBkJFXgFxNFdRu2RvZUSHFtCN9e9yqqpycHAQHB6Nnz55Ca3PkyJG4du0aMjMzhdamKMjIyMDR0RERERHQ0NBA8+bNsWfPHvB4BT/AHTx4EGPHjsW5c+cwbty4MvWRm5uLJUuWYPPmzWJd6dqvXz84ODhg3LhxYJNv4sMSXzVkrqMCRfnCf/VytVQhr1oP6WHXQQI+BJwMZLz0h4J24aNllORlYa7Liu6KS3BwMJo2bVrmE9RLoq2tjc6dO+Pq1atCa1OUVFRUsG3bNgQFBeHKlSto3bo1goKCwOfzMWvWLOzevRv37t0r10rVw4cPw9TUtMh6naK2bt06JCYmYvfu3WLvu7pi9/iqoZJWdeYmfMB3v8PgfvsIyMpByagF1PtOg5yyWoHr5GUI9xf1graKdB83U1UsXrwY8vLyWLt2rVDb9fT0xPnz53H58mWhtitqRITz589j1qxZICI0bNgQV65cKdcHg/T0dDRq1Ag3b96UWDUbdoSReLERXzWkWVsR3RtroajbczXqNYTOH5tgONsbhjNPQWvo4kJJTwaAXEIEelq2x8WLF9kUjRgI+/5eniFDhiAwMBDfv38XetuiJCMjg3bt2kFVVRX16tXD69evceTIEeTm5pa5rW3btqFPnz4SLeHWsGFD7Nu3D6NHj0Z6errE4qguWOKrplytTVFDtnwLU5QU5HBm1URs2rQJq1evRvv27fNPWGCELykpCe/evStXbc7fUVFRQb9+/SpUCUYSHjx4AEtLS0yePBlPnz7Fo0ePEBQUhBYtWuDWrVulbic+Ph779u0T+ki6POzt7WFtbY1p06axf0sixhJfNVVPgYOch6egIFO2f2DEzYFTy9poZVgXAwYMQGhoKBYuXIg5c+aga9euCAwMFE3A1Zi/vz+6desmsn1llWF1569Onz6NQYMG4ciRI5g16+dWG1NTU/j4+GD79u2YNm0ahg0bhk+fPv22rdWrV2PcuHGoX7++yOMujd27dyM0NBSenp6SDqVKY4mvGsrMzMSAAQMwsbsZVg5qjpoKckVOe/5KRuZnjc5hDYHdbiPw8uVLAICsrCxGjhyJV69eYcqUKZg4cSL69OmDR48eieE7qR5ENc2Zx9bWFs+ePUNsbKzI+hAGIsLq1auxePFi+Pv7F7n/cMCAAQgPD0ebNm3Qrl07rF27FhwOp8j2IiMjcfbsWSxZskTUoZdarVq14O3tjXnz5iEyMlLS4VRZLPFVM3w+Hw4ODmjRogWWLVsGx0714e3SCf2a1oOivCyU/rPaU0leForysujXtB68XTph5/Rh2LVrF/r27Yvw8PD86+Tk5DB27FhERERg5MiRGDFiBAYNGoRnz56J+TusWohI5IlPSUkJQ4cOhbe3t8j6qCgOh4M//vgDN27cwMOHD9GyZctir1VSUsKyZcvw9OlTPH/+HM2aNcPVq1cLTR8uXboU8+bNK3dJNFFp0aIF1q5di9GjRxebtJkKIqbaEAgE5ObmRr169aKcnJxCzyelc8g96D3N8gqjCcce0yyvMHIPek9J6ZxC1544cYJ0dXXp9evXRfaVnZ1Nu3btonr16tGoUaPozZs3Qv9+qoPIyEjS19cngUAg0n78/Pyobdu2Iu2jvOLj46lTp05kb29PWVlZZX79rVu3yMzMjOzs7Ojt27dERPTgwQMyMDAoV3viIBAIaPjw4fTnn39KOpQqiSW+amTnzp3UrFkz+vHjh1DaO3bsGOnp6VFERESx16Snp9PGjRtJU1OTnJycKCoqSih9Vxd79+6l8ePHi7wfHo9HOjo6FBkZKfK+yuLFixdkbGxMK1asID6fX+52cnJyaMuWLaShoUGLFy8mS0tLOnr0qBAjFb7v37+TsbExXb58WdKhVDks8VUTFy5cIH19ffr06ZNQ2z169CgZGBjQu3fvSrzux48ftGLFClJXV6cpU6bQly9fhBpHVTVo0CA6deqUWPqaOXMmrVq1Six9lYaPjw9paWnRyZMnhdZmTEwMdevWjeTl5cnLy0vkI+mKun//Pmlra1N0dLSkQ6lSWOKrBh4+fEhaWlr09OlTkbR/6NAhMjQ0LNVoLjExkebPn09169al2bNnU0JCgkhiqgpyc3NJVVVVbD+jR48eUePGjSWeDAQCAe3evZt0dHQoODhYqG3zeDxq2rQpbdy4kVq0aEE9e/ak8PBwofYhbBs2bKCuXbsSl8uVdChVBkt8VVxUVBTp6OjQ1atXRdrPgQMHyNjYmD5+/Fiq679+/Upubm6krq5Oixcvpu/fv4s0vsro3r17ZGFhIbb+BAIBmZiYiOwDUmnk5ubStGnTqFmzZqX+XSqLo0ePUteuXUkgEBCXy6U9e/aQpqYmzZkzh1JTU4XenzDw+Xzq3bs3rVixQtKhVBks8VVhycnJZGZmRvv37xdLf3v27KEGDRrQ58+fS/2aT58+0cSJE0lDQ4PWrFlDaWlpIoywclmxYgUtWLBArH0uW7aM5s6dK9Y+8/z48YP69OlDtra2IklCmZmZZGBgQA8ePCjweEJCAk2YMIF0dXXJ09NT4iPeosTFxZGuri7dvn1b0qFUCSzxVVEcDoe6desm9jexHTt2kImJSZnv4b19+5bGjBlD2tratHXrVsrMzBRRhJVH586dydfXV6x9vn79mvT19Su0kKQ83r9/T+bm5jRjxgyRTelt3LiRhg8fXuzzDx8+pLZt21KXLl0oLCxMJDFUxM2bN8nAwIASExMlHUqlxxJfFSQQCGjMmDE0fPhwsb+BERFt3bqVTE1NKTY2tsyvffnyJQ0bNoz09PRo3759xOEU3kpRHaSkpFDt2rUpOztb7H23atWKAgMDxdbfnTt3qF69eiKdmUhKSiINDY3frlrl8Xh0+PBh0tbWJldXV0pOThZZTOUxf/586t+/v1SOSisTlviqoGXLllGnTp0kukdp48aNZGZmRl+/fi3X60NCQsjW1paMjY3p6NGj1e7G/sWLF6lPnz4S6Xvz5s3k4uIilr48PDxIS0uLbt68KdJ+5syZQ1OnTi319cnJyTR9+nSqV68eHTlyRCIfIIuSk5NDHTp0oJ07d0o6lEqNJb4q5ujRo9SwYUOpWC25du1aatKkCcXHx5e7jbt371L37t2pUaNGdOrUKal5AxK1adOm0datWyXS9+fPn0lDQ6PIIgfCwufzacmSJdSgQQORr6r8+PEjqaurU1xcXJlfGxoaSpaWltS+fXt69OiRCKIru6ioKNLS0qKQkBBJh1JpscRXhdy6dYu0tbVL3FAubitXrqRmzZrRt2/fyt2GQCAgPz8/6tixIzVv3pwuXrxY5ad6TE1N6dmzZxLrv2vXriJbCZyZmUnDhw+nLl26VOj3orQcHR0rtCJSIBCQp6cn6erq0sSJE8US8+94eXmRqakpWwxWTizxVREvXrwgLS0tCgoKknQoBQgEAlq6dCm1aNGiwjflBQIBXblyhVq1akXt2rWjGzduVMkE+PHjR9LW1pbo6PbAgQPk4OAg9HZjY2Opbdu2NHbsWLHcvw0LCyMdHR2hJIiUlBSaM2cOaWlp0d69eyU+/T5p0iT6448/quS/AVFjia8KiI2NJSMjI7FV+CgrgUBACxcupFatWgllsQCfzydvb28yMzMjKysrsS7EEIfDhw/TmDFjJBpDYmIiqaqqUnp6utDaDA0NJUNDQ1q/fr3Y3qz79etH+/btE2qbr169oh49elDLli3pzp07Qm27LDIzM6lJkyZ07NgxicVQWbHEV8mlp6dT69atacOGDZIOpUQCgYDmzp1Lbdq0EdpmdS6XSx4eHtSgQQPq06cPPXz4UCjtStqIESOk4s3Mzs5OaOXCLl26RJqamnT27FmhtFcafn5+ZGJiIpJ7lQKBgLy9vcnAwID++OOPcq1gFoYXL16QpqamVN3eqAxY4qvEuFwu2dnZ0aRJkyrFdIdAIKCZM2dSu3bthFYom+jnSjd3d3fS19engQMHSvTeWEXxeDxSV1enmJgYSYdCx48fpwEDBlSoDYFAQFu2bCE9PT16/PixkCL7PT6fT23atCFvb2+R9pOenk6LFy8mDQ0N2rp1q0gXBBXn4MGDZGFhIZGtL5UVS3yVlEAgoKlTp1Lfvn0pNzdX0uGUmkAgIFdXV+rYsaPQq3NkZ2fTzp07qV69emRvb18pj0J6/PgxNW3aVNJhEBFRWloaqaqqUlJSUrlen5OTQxMmTKBWrVqJvcjyqVOnqH379mL7QBgZGUk2NjZkbm4u9qID7AijsmOJr5LaunUrtWjRQmrrC5YkL2lbWlqKZFVaeno6bdiwgTQ1NWncuHH04cMHofchKuvXr6eZM2dKOox89vb25O7uXubXJScnk7W1NQ0aNEio9wlLg8PhUIMGDcRe3ksgENDly5epQYMGNHz48DKV7quovCOMLl26JLY+KzOW+CqhM2fOkIGBQaU+qoTP59PkyZPJyspKZG+MP378oOXLl5O6ujpNnTpVKqYPf6d79+7k4+Mj6TDyXbp0ibp3716m10RGRlKjRo1o3rx5xOPxRBNYCXbv3k22trZi7zdPVlYWrV69mjQ0NGjdunVim4JkRxiVHkt8lUxwcDBpampKZS3BsuLz+TR+/Hjq3r07ZWRkiKyfxMREmjdvntQfhZSenk61a9cW6c+irDgcDqmrq5f6zTQgIIC0tbXpyJEjIo6saKmpqaStrU3Pnz+XSP+/+vjxIw0dOpRMTEzo2rVrYumTHWFUOizxVSLv3r0jHR0dun79uqRDERoej0dOTk7Us2dPkRem/vr1K7m6upK6ujotWbJE6o5C8vHxKfPoShwmTZpUqioyR44cIW1tbfL39xdDVEVbunQpOTs7S6z/oty8eZMaN25MAwYMoPfv34u0L3aEUemwxFdJJCUlUaNGjcp1v0Xa8Xg8GjNmDPXp00cs00K/HoW0du1aqal+MWvWLFq3bp2kwyjE39+f2rRpU+zzPB6P5s6dS40aNfptEWhRio2NJXV1dbHeWyutnJwc2rx5M2loaNCyZctE+iEvLi6OdHR02BFGJWCJrxLIzs4mKysrsZ/NJk5cLpfs7e3JxsZGbCcyREZG5h+FtG3bNokW9SYiatq0qViX/JcWj8cjXV3dIlfJpqen06BBg8ja2lriJxm4uLjQ/PnzJRrD78TExJCDgwMZGRnRuXPnRLbqlB1hVDKW+KQcn88ne3t7GjVqVJUv0MzlcmnEiBHUv39/sR5H9OLFCxo6dCjp6enR/v37JbIXKyYmhtTV1SWyGKQ0Zs+eXWj6LDo6mlq1akUTJkyQyM/sV2/evCFNTU2JJ9/Sun37NjVv3px69+5Nr1+/Fkkf7Aij4rHEJ+UWLVpElpaW1WZzam5uLg0dOpQGDx4s9jfTJ0+ekI2NDRkbG9Pff/8t1gUCx44doxEjRoitv7J68uQJNWrUKP9N9PHjx6Snp0dbt26VijfWIUOG0JYtWyQdRpnk5ubSrl27SFNTk+bNmyf0KXd2hFHxWOKTYocOHSJTU9NqN12Rk5NDAwcOpGHDhklkc/6dO3eoW7duYj0K6Y8//qBDhw6JvJ/yEggEZGpqSk+ePKEzZ86QpqYmXbx4UdJhERHRvXv3yMjIqNJ+OIyPj6dx48aRnp4enThxQqgfJNgRRkVjiU9K3bhxg+rVq0dv376VdCgSweFwyM7OjkaOHCmRpdkCgYB8fX2pQ4cOIj8Kic/nk7a2ttRvtF++fDlZWlqSoaEhhYaGSjocIvr592RpaSkVtU0r6v79+9SmTRvq2rWrUMvusSOMCmOJTwo9e/aMtLS06N69e5IORaKys7OpX79+NHr0aIntS8o7Cqlly5bUrl07unnzptAT4LNnz8jU1FSobQobh8OhgQMHkoKCglRtkL506RK1aNFCau+NlhWPxyN3d3fS1tYmNzc3oW25YUcYFSQLRqrExMRgwIAB2LdvH7p06SLpcCRKSUkJFy9eRFJSEsaPHw8+ny/2GGRkZDBw4ECEhYVh/vz5mDlzJrp37447d+4IrQ9fX1/06dNHaO0JW2JiInr16oUaNWqgadOmeP/+vaRDAgDweDwsWrQImzZtgpycnKTDEQo5OTlMmTIFr1+/Bo/HQ5MmTXD06FEIBIIKtbt7926EhobC09NTSJFWcpLOvMz/pKamUsuWLWnz5s2SDkWqZGZmUo8ePcjZ2VniK1u5XC4dO3aMGjRoQH379qVHjx5VuM2+ffvShQsXhBCd8IWHh1PDhg1pyZIlxOfzaevWrTRp0iRJh0VEP88ttLa2rtKjmKdPn1KnTp2oQ4cOFd7qwo4w+h+W+KREbm4u9evXj6ZMmVKl/yGXV0ZGBnXr1o0mTpwo8eRH9HMBzsGDB0lfX58GDRpU7hJZ2dnZVLt2baEe0yQsN2/eJC0tLfLw8Mh/7MuXL6Suri7W7SZFycjIEPtRR5LC5/Pp2LFjpKOjQ5MnT67QYjd2hNFPbKpTChARXF1dISMjg3379kFGRkbSIUkdZWVl+Pj4ICIiAtOmTavw1E9F1ahRA1OnTsW7d+9gbW2Nvn37YvTo0YiMjCxTO/fu3UOLFi2gpqYmmkDL6cCBA3B2dsb58+fh5OSU/7iBgQGaN2+Of//9V4LRAbt27YKVlRXat28v0TjEQVZWFs7OzoiIiICysjKaNm2KAwcOlGvqf8qUKTAxMcGCBQtEEGklIunMyxBt3LiRWrVqxVZdlUJaWhp17tyZpk+fLlUj4/T0dFq/fj1pamrS+PHj6ePHj6V63YIFC6SqriKXy6U///yTzM3Ni60r6e7uTvb29mKO7H8SExNJQ0OD3r17J7EYJOnly5fUvXt3srCwKNcCOHaEEZvqlLjTp0+ToaFhpTgyR1qkpKRQhw4daMaMGVKV/Ih+HoW0bNkyUldXp2nTplFsbGyJ17du3Zru3r0rpuhKlpqaSra2ttSnT58Sp16TkpJIVVVV7Ofs5Zk5cya5urpKpG9pIRAIyMvLiwwMDGjs2LH09evXMr2+uh9hxBKfBN29e5e0tLSk4giVyubHjx/Utm1bmj17ttQlPyKib9++5R+FNGfOHPr27VuhaxISEkhVVVUim/T/6+PHj9SsWTOaOnVqqeIZMGAAnThxQgyRFRQVFUUaGhpSe7SUuKWnp9PChQtJQ0ODtm/fXqbfpep8hBFLfBISGRlJ9erVo3///VfSoVRaycnJ1Lp1a5o/f75UJj+inycG5B2FtHTp0gL7sk6dOkWDBg2SYHQ/BQcHk66uLu3evbvUP8eTJ0+SnZ2diCMrzMHBgVavXi32fqVdREQE9e3bl5o0aUJ+fn6lek11PsKIJT4J+PbtG5mYmEjssM6qJCkpiVq2bEmLFy+W2uRH9HNENWHCBNLU1KR169ZRWloajR8/nvbu3SvRuE6ePElaWlplPvU9PT2dVFVVxVpO7+nTp6SrqyuxKVZpJxAI6OLFi1S/fn0aOXJkqaYxq+sRRizxiVlWVhZ17tyZlixZIulQqoxv375R8+bNafny5ZIO5bciIyPJwcGBtLW1SVVVVailqcpCIBDQihUryNjYmF68eFGuNhwcHOjgwYNCjqx4vXv3pgMHDoitv8oqKyuLVq5cSRoaGrR+/frfbj2pjkcYscQnRnw+n0aMGEEODg5SsRetKklISKCmTZtWmmmwS5cuUc2aNUlfX58OHDgg1pMosrKyyN7enjp16kTx8fHlbufKlSvUtWtXIUZWvH///ZcaN24sFfdDK4uoqCgaPHgwmZqa/nZEX92OMGKJT4zmz59PXbt2lfjm36oqLi6OzMzMpPIU8//avXs3TZw4kR4/fkz9+vWj+vXr0z///CPyhQZxcXHUsWNHGj16dIUP3s3JySENDQ2Rn3jO5/PJwsKCzp07J9J+qqrr169To0aNaODAgRQVFVXkNdXtCCOW+MTkwIED1LhxY0pKSpJ0KFVabGwsNWrUiDZt2iTpUEo0YMAA8vLyyv9z3lFIjRs3ptOnT4tkRuD58+dkbGxMq1atEtonexcXF5GX2Dt+/Dh17Nix2oxGRIHD4dDGjRtJQ0ODVqxYQZmZmYWuKeoIo8R0Dh0MfE8zvUJp/LHHNNMrlA4Gvqek9Mr94Z0lPjG4du0a6ejoFLshmBGumJgYMjExoW3btkk6lCLl5OSQiopKoXsqAoGAbt26RR06dKAWLVrQpUuXhPZmf+3aNdLU1KTTp08Lpb08t2/fJgsLC6G2+SsOh0PGxsYUFBQksj6qk+joaLK3tydjY2O6cOFCod+vvCOM7kfE0mTPJ9R42XVqvOw6GS+6lv+f2f8/5nL8CT2L/iGZb6SCZIiIJF09pioLDQ1Fv379cOXKFXTu3FnS4VQbX758gbW1NWbMmIGZM2dKOpwC7ty5gzlz5iAkJKTI54kIV69exfLly6GoqIh169ahT58+5SplR0TYvXs3tmzZggsXLqBTp04VDb8APp8PY2Nj3Lp1C02bNhVq2wCwc+dOBAQE4OrVq0Jvuzq7ffs23NzcYGBggD179sDMzCz/ORu39Xir3BwkJ4+SsoOMDKAkL4elduZw7FRf9EELEavVKULR0dEYNGgQ3N3dWdITM0NDQwQEBGDXrl3Yv3+/pMMp4HfHEMnIyGDQoEEICwvD3Llz8eeff6J79+64e/dumfrhcrmYNm0ajh49igcPHgg96QE/j9EZPXo0Tp8+LfS2U1JSsHHjRmzatEnobVd3PXr0wLNnz2BrawsrKyssXLgQ6enpOPHwEz6pt4FAtuSkBwBEQDaXj/XX3+DEw09iiVtY2IhPRFJTU2FlZYXx48djzpw5kg6n2vr48SOsra2xePFiTJ06VdLhAAA6deqEDRs2oGfPnqW6nsfj4cSJE1i9ejXMzMywdu3a3xZnTklJwciRI6GgoAAvLy+oqKgII/QihYaGYtSoUXj37p1QC6wvXrwY3759w9GjR4XWJlNYfHw8Fi1aBL+wd6jZfzG4VPDvkJv0Bcm3DiI34T3kaqqibo/xqGVmWeCamgpy8HbphJYGamKMvPxY4hMBLpcLOzs7mJmZYe/evey0BQmLiopCjx49sGLFCkyaNEmisfz48QNGRkZISkqCoqJimV6bm5uLo0ePYv369WjXrh3Wrl2LFi1aFLru/fv3GDhwIPr164dt27ZBXl5eWOEXiYhgbm6O48ePo0OHDkJpMzY2Fi1btsTz589hYGAglDaZko3YfQshX3MA2f9NBJKAj69HpqFOa1vUaTcInOhXSDy/Brrj90BBXT//OhkZoF/TenB3bCeJ0MuMTXUKGRFh6tSpUFJSwq5du1jSkwImJibw9/fHqlWr8M8//0g0loCAAFhZWZU56QE/j0KaNm0a3r17h+7du6NPnz5wcHDA27dv86+5c+cOrKysMHPmTOzatUvkSQ/4OTU7ZswYnDp1Smhtrly5EpMnT2ZJT0ySMnLwMolfIOkBADf5C/gZ31Gn/RDIyMqhZv1WUNRvisxXAQWuIwJuRyYiOSNHnGGXG0t8QrZhwwY8e/YMp0+fFsubDlM6jRo1gr+/P5YtW4bjx49LLI7f3d8rjZo1a2L27Nl4//49WrRogS5dumDChAnYtm0bRowYgePHj4t9WtfBwQHe3t7lOiPuv16/fo0rV65g0aJFQoiMKY1zT2OKfqLI+UBCbuLnQo/KADgXWkw7UoYlPiE6efIkDh8+jGvXrqF27dqSDof5DzMzM/j6+mLhwoVCHZ2UhTASX57atWtjyZIliIyMRGRkJBYuXIjevXujWbNmQmm/LBo3bgx9fX0EBgZWuK1FixZh0aJFUnc4b1UWEZ+GHF7hw50VNAwgV0sVaY/Og/g8ZH8MBSf6FYhXeGTH4QkQEZcujnArjCU+IQkKCsLs2bPh4+MDXV1dSYfDFKNp06a4desW5s6dC29vb7H2HRUVhaysLDRv3lxobWZmZmLy5MmQlZVFeHg49PT00Lx5c8ybNw+JiYlC66c0hDHdeffuXbx48QKurq5CioopTmpqKsLCwnD+/HmEvYos8hoZOXloDV+G7KgQxOwdi7THF6HcxApydTSLvD6NwxVlyELDFrcIQUREBLp3746TJ0+id+/ekg6HKYUXL16gb9++2L9/P4YPHy6WPt3d3XH//n14enoKpb3Y2FgMGjQIzZs3x+HDh/PvG8bGxmLDhg3w8vLC9OnTMXfuXLGMnvIWpHz9+rVc9zCJCJaWlpg+fTrGjh0rggirFz6fj9jYWHz48AFRUVEF/v/hwwfk5OSgYcOGaNiwIZIbD0C0rE6p2o0/Pg/KzXuhTmvbQs8NtdDHTnsLIX8nwsduQlVQQkIC7OzssGnTJpb0KpGWLVvixo0bsLGxgZycHIYMGSLyPn19fYXWT2hoKAYPHgxXV1csXLiwwCIqfX197N+/H/Pnz8eaNWvQqFEjzJ49GzNmzBDpFLy+vn7+z7U83+fFixeRnZ2NP/74Q/jBVVEZGRn4+PFjgYSW9/Xnz5+hqamJhg0bwsTEBA0bNsSgQYPyk52Wllb+7417UBR2+r0tcroz99tHKKjrg0iA9NDr4GX8QO0Whd/rlORlYa5bR+TfszCwEV8FZGVloUePHujXrx/WrFkj6XCYcnj69Cns7Ozw119/YeDAgSLrh8/nQ0tLC+Hh4RWeCr906RImT54Md3f3Uo1WIyMjsWrVKty+fRsLFy7E1KlTUbNmzQrFUJwjR47A19cXZ86cKdPruFwumjdvjj179qBfv34iia0yEggEiI+PLzKxRUVFIT09HQ0aNMhPbL8muQYNGkBJSalU/SRl5KDL5oAiE9+PgL+R8fxfkIAPRcNmUO8zBQp19Qpdpygvi/sLe0KjdtlH++LGEl858fl8jBw5EsrKyvD09GTbFiqxx48fY8CAATh27Bjs7OxE0sejR48wadIkvHz5stxtEBG2bt2KPXv24NKlS2jXrmx7pl68eIEVK1YgJCQES5cuxcSJE1GjRo1yx1OU79+/o0GDBvjy5UuZNs27u7vj3Llz8PX1rXb/lrKzs/Hx48dCie3Dhw/4+PEjVFRUCiS0X5Ocjo4OZGUrvlSDz+ej50ovfOKqQKYc7VW2fXws8ZXTnDlzEBYWhn///Vfobx6M+D18+BCDBg3C8ePHRTLiWLt2LVJSUrB9+/ZyvT43NxdTp05FWFgYrl69WqH9bU+ePMHy5csRGRmJlStXwtHRUahbbwYNGoSRI0eW+j5dRkYGGjdujKtXr6Jt27ZCi0NaEBG+fftW5Ijtw4cPSE5OhrGxcZGJrWHDhlBWVhZpfNHR0XB0dARPVR/JFmORwyt7SmCVW6qBvXv34sCBA7h//z7q1q0r6XAYIQkODsaQIUNw+vRpod+v7datG5YsWQIbG5syvzY5ORnDhg1D3bp1ceLECaHdp7tz5w6WLVuGb9++YfXq1Rg5cqRQRg9eXl7w8PDAjRs3SnX92rVr8fr1a5HU+xSXnJwcfP78udCILe9rJSWlIqcjTUxMoKenBzk5OYnEffbsWbi6umLu3LmYN28eTj/5gvXX3yCbW3jKszg1FWSx1K5JpSpUzRJfGV25cgVTp05FcHAwGjRoIOlwGCG7c+cOhg8fjjNnzqBHjx5CaTM9PR16enpISEhArVq1yvTayMhIDBgwAMOGDcPGjRuFkph+RUTw9fXFsmXLkJOTg7Vr12LgwIEVmm7MzMyEvr4+3r17By0trRKv/fbtG5o2bYrHjx+jYcOG5e5T1IgI379/LzaxxcfHw9DQsMjE1qBBA6iqqkr6WyggIyMDM2fOxJ07d3Dq1KkCtV9PPPyE9dcjwOHxq+zpDCzxlUFISAhsbW3h4+MjtJqEjPQJDAzEyJEjcf78eXTr1q3C7V27dg07duxAQEDA7y/+hb+/P8aMGYMNGzZg4sSJFY6jJESEK1euYPny5ahZsybWrVuH3r17lzsBOjo65m9NKMmff/4JWVlZ7N69u1z9CBOXy8WXL1+KTGwfPnwAgCKnI01MTGBoaFhpKjWFhIRgzJgxsLKywp49e4qcQXgRk4IDge9xOzIRMvi5OT2PkrwsCEAPMy1MtzatNNObv2KJr5Q+f/4MS0tL7N+/XyxL3xnJ8vf3x+jRo3Hp0iV06dKlQm3NmDEDenp6ZSrBdeTIESxbtgze3t6wtrauUP9lIRAIcObMGaxcuRI6OjpYv349rKysytyOj48PNm7ciHv37hV7zfv379GpUye8efPmtyNDYUlNTS12X1tMTAx0dXWLTGwNGzaEurq6WGIUFYFAgG3btmHbtm3Yt28fRo0a9dvXJGfk4FxoDF5++Y7zV69j9NDBMNetgxFtDCrF6s3isMRXCikpKejSpQtcXFyk7lBTRnRu3boFR0dHXL58uULnKTZp0gQnTpwo1cINPp+PBQsW4OrVq/Dx8UGjRo3K3W9F/PcopHXr1pVpFSmXy4Wenh5CQkJgbGxc5DWjR49G8+bNsWzZMmGFnb9pu6jEFhUVhZycnEKjtrz/GxsbV9mFarGxsXByckJubi5OnDhR7N9JcYgIioqKSE9PL1dxAmnDEt9v5ObmwsbGBi1atJCK6RhGvK5fv45x48bh2rVr5ZrejomJgYWFBb59+/bb+3Pp6ekYM2YMMjMzce7cOakYYeQdhbRu3Tp06NABa9euLXXJtWnTpkHbyAS6lkMREZ+GNA4PKkryMNdRgalcEpzth+Ht27dlXrWYkZGRn8z+O3qLjo4utGn719Hbr5u2q4tLly5hypQpcHNzw5IlS8q9kEZHRwehoaHQ0yu8h6+yYYmvBESEcePGISUlBRcuXJDYyitGsq5evYqJEyfi+vXrZd47988//+DmzZu/rQsaHR2NgQMHokOHDjhw4AAUFBQqErLQZWdn4+DBg9i8eTN69eqF1atXlzgaff4lBWvOPcTTOA4UFRULbIxWkpdFTm4uGtXmYuu43mhlqFbgtQKBAHFxccUu/xfWpu2qLisrC3PnzsW///6LkydPVmjWAgCaNWsGLy+vIs+ArGwqx91YCVmzZg1ev36NwMBAlvSqsYEDB+Lw4cPo378/bty4gTZt2pT6tbdu3ULfvn1LvObx48cYOnQo5syZgzlz5kjliKRmzZqYM2cOJk+ejD179qBz584YPHgwVqxYUWja7NdVgZBTKFQNhMMTALLyeJcljxHu99BVORF1Ep7lJ7aPHz9CVVW1QGLr27dvfoLT0dGRyp+RNHn27BnGjBmDNm3aICwsTCirSjU0NJCcnCyE6CSPjfiK4eHhgVWrVuHBgwfQ0Sld8Vamajt//jymT5+OW7duoVWrVr+9XiAQQEdHByEhITAyMirymjNnzsDV1RVHjx7FoEGDhB2yyPz48QPbt2/HwYMH4eDggCVLlkBPT+//k17Z9oHJEQ/d6iRjSHMNsW3arqoEAgF2796NDRs2YOfOnXB0dBRa20OHDoWjo6PYirqLEhvxFSEgIAALFixAYGAgS3pMvuHDh4PP56Nfv37w9fUtNOWTlJGDc09j8u9n8bLSUafDMCir1yvUFhFh/fr1OHz4MHx9fWFhYSGm70I46tati+XLl2PAgAHYsmULGjVqBNOOvZDWbgJIrvA0bebrIKQEnwY/LRFyynWh0X8WlAx/3ivky8jjYY4eZrfthBaVcGm8tIiPj8e4ceOQmpqKR48eCX1fpKamZpUZ8bHE9x+vX7+Gg4MDvLy80KRJE0mHw0iZUaNGgcfjoW/fvvD390fTpk3x/EsK9ge+R9Dbn+ff/Tq1J9vcFpabA2BtpoXp3U3RylANHA4HkyZNwtu3b/Ho0SOpPb8xb9N2cQWSExIS8jdtDxs2DE8ULSCQkcN/JyGzP4bhR+AxaA1eiBp6jcHP+F6oLw6PjwOB7ytNrUdp4+Pjg0mTJmHy5MlYvny5SO4RV6WpTpb4fhEfH4/+/ftj27ZtQqvawVQ9Y8aMgUAgQJ8+fTB7/wUcDf1RbJULgYw8cngC3HqdgDtvk/BnVwOcXDUFenp6CAwMLHMlF2HjcrmIjo4ucsN2VFQUZGRkCqyO7NixIxwcHApt2s6r7i9TRHX/1HsnodrFAYr65gAA+SIOMSUCbkcmIjkjp1LvDxM3DoeDBQsW4PLly/D29hZKwYXiaGhoICEhQWTtixNLfP8vMzMTAwcOxPjx49khmMxvOTo64kGSPPYGx0JG/vdv1ERANpePLbfeokP30fBa5yr08mPFSU1NLXZfW2xsbKFN2yNHjizzpu1zT2OKfJwEfOTEvUdN046IdZ8M4ueiVqNOUOsxAbIKBX9uMgDOhcZgSjeTin7L1cKrV68wZswYmJub49mzZyKvG6yhoYHXr1+LtA9xYYkPPze9Ojg4oFmzZli+fLmkw2EqgedfUhDwXQ0y8vwCj8efXIScr5GQkf25Cliujgb0XQ797wJ5RbyUb4RXX9OEVuqJz+cjJiam2DqSubm5BRJbq1atMGzYMKFs2uZyuUhJScGTt7FFnuXGz0wBBDxkRQajnuNmyMjKIfH8OqTe90bd7k4FruXwBIiISy93LNUFEeHAgQNYtWoVtmzZgnHjxolllSub6qxCiAizZs3K3zTMlkkzpbE/8P3P5fpFUO87FXVaFX+0UXnuZ+Vt2i4qsRW1abu4k7b/SyAQIDU1FT9+/EBKSgpSUlLK9DWHw4GqqirqDFgA6BXe2C7z/6O6Om0HQr72z9FjnfZDikx8AJDG4Zb6Z1IdJSYmYsKECYiPj8f9+/fFWtmHJb4qZPfu3QgICEBwcHCVLVfECFdSRg6C3iaWWLm+JEXdz8rbtF1cgeT/bto2NzeHnZ0dGjRoAB0dHWRnZxdKSiEhIfD19S0yceX9OS0tDcrKylBTU0PdunWhpqZW6GsTE5MiH69bty5q164NGRkZzPIOw6VnXwt9r3JKtSFXxD294qgoSdfGfWly69at/Fsx58+fF/v7FUt8VcTFixexdetW3L9/H2pqapIOh6kkiruflScl0AMpgR5QUNeHWrexUDJuWegaHo+HsSv2QfbtbURFReHTp0+oXbs29PT0oKmpibp166JOnTpo1aoV2rZtCy6Xmz8ye/DgAW7cuJGfyOTk5EpMXLq6umjSpEmhx9XU1KCqqiqUUwXMdVSgKB9f5HRn7Ra9kf70Gmo2bAvIySM95DJqmbYvdJ2SvCzMdetUOJaqJicnB0uWLMGZM2dw/Phx9OzZUyJxsMRXBTx69AguLi64ceNGmQu2MtVbRHxakW/wAFC3x3goaBhCRk4BmW/u4Nv5tdAdvwcKdQtuWeBDFmGfvuG7ry94PF5+IqpRowZkZWUhKysLBQUFqKiolJjU1NTUpKJE14i2Btjp97bI51S7jAY/Ow2xh6dARl4ByuZdoWppX+g6AjCiTflPlq+KIiIi4ODggPr16+PZs2fQ0NCQWCzq6upISUmBQCAQ28IsUamWie/Dhw8YOnQo/v777zLXXmSqLz6fj69fv+LT1+KXdCvqmeV/XbtFL2S+DkJ2VAgU2g0sdG2Pvv1x2HM5lJWVK/29Zc3aiujeWAu+bxIKTQHLyMlDo990aPQr/mw+EghQXzEbdWuxqU7g59qDv/76C0uWLMG6devg4uIi8d8ReXl5KCsrIzU1VeQrSEWt2iW+79+/w87ODkuXLsXAgYXfjJjqi8fjISYmBp8+fcLnz5/x6dOnAl/HxsZCU1MTKv3+BOqVslCvjAx+jmUKq1dXpchDQCsrV2tT3HmXCE4ZypXlUVKQQ2LgCXS7uQuHDh1Cs2bNRBBh5ZCcnIzJkyfjw4cPuHPnjlQV0sib7mSJrxLJycnBsGHD0L9/f7i6uko6HEbMcnNz8xPbf5Pap0+fEB8fj3r16sHY2Bj169dH/fr1YWVlhT/++AP169eHoaEhFBUV4R4UhZ1+bwtNdwo4Gcj5GgkloxaArBwy39xBzpdXUO81uVAsNeRkqtz9rJYGqjBJe4HXNcyKLFtWnJoKslhq1wQOq8/j0KFDsLa2xqRJk7B8+XKJb/AXt9u3b8PJyQkjR47E6dOnpe7su7zEZ2pqKulQKqTaFKkmIowdOxbZ2dk4e/ZspZ+jZgrLyclBdHR0sSO2b9++QVdXNz+p/ZrgjI2NYWBgUKqVcnlVSv6b+PhZqfh2ZhW432MAGVkoaBhArasjajZoXagN4uVC6/5ujB8zEqNHj5bovRth2bFjB/755x/M2HMWO25/QjaXBxQqYPY/MjKAkrwcltqZw7FT/fzH4+LiMHv2bDx+/BgHDhyAjY2N6IOXMC6XixUrVsDDwwP//PMP+vUrfjuMJNna2uLPP/+EnZ2dpEOpkGqT+JYvXw5fX18EBARUu0+RVUV2dnZ+Yvtvcvv06ROSk5NhYGBQIKH9muD09fWFsoIRAFyOhxR5P6s0ZGSAPk20MUwrGZ6enrh+/Tp69uwJZ2dn2NraVsptNRcuXMCMGTNw//59GBkZ4UVMCuxX/w2uVmPIy8n9PIro/ynJy4IA9DDTwnRr02I38v/777+YPn062rVrh127dkltTdOKev/+PcaMGQNtbW38/fff0NbWlnRIxXJ0dES/fv0qfXWrajHV+ffff+PUqVN48OABS3pSLDMzE58/fy6U0PL+nJKSAkNDwwIJzc7OLv9rPT09sZ2b6GptirvvkpDNLXoTe0mU5OXg1qMRWhq0h42NDVJTU3H27Fls374dkydPhoODA5ycnNCmTRuJL2gojUePHmHKlCn4999/849fUuWnIvHiBrx69wmXXyYgIi4daRwuVJQUYK5bByPaGPy2Jme/fv3w8uVLrFu3Di1btsSqVaswderUKnM2JhHB09MT8+bNw8qVK+Hq6ir1f99VZUtDlR/x+fr6wtHREUFBQTA3N5d0ONVaenp6kVOQeV+np6fD2Ni40BRk3tc6OjpSNUVdnrPn8u5n/Tq196uoqCgcP34cnp6eqFWrFpydnfHHH39AT09PSFEL14cPH2BlZYXDhw9jwIAB+Y9v2rQJHz9+xKFDh0p4demFh4dj6tSpyMnJweHDhyvdMU7/lZKSgqlTp+LVq1c4ffp0pTnVfM2aNeByuVi7dq2kQ6mQKp34Xr58iV69euHcuXMirVrO/JSamlrs/bVPnz4hOzu7yISW92dtbW2pSmylkX/aOJdfzNrNn2RAUFKQL3Q/qzgCgQD37t2Dp6cnzp8/j44dO8LZ2RlDhgxBzZo1hRZ/Rfz48QOWlpZwc3MrtFisRYsW2L9/v1D/3QkEAvzzzz9YsmQJHB0dsXr16kq5KvbevXtwdHTEwIEDsWXLFqn5+yyN/fv3Izw8HAcOHJB0KBVSZRPf169f0blzZ2zcuBFjxoyRdDiVHhEhJSWl2BWRnz9/BpfLRYMGDYodsWlqakr9VE55vIhJwfx/fPE2owYUa9QodD+LLxCAF/0c59e6oE390pfvypOVlYVLly7Bw8MDT548wfDhw+Hk5AQrKyuJ/TxzcnJgY2OD1q1bY8eOHQWee/HiBQYMGIBPnz6J5INMYmIi5s2bh8DAQOzZsweDBw8Weh+iwOPxsHbtWhw6dAh//fVXgRFyZeHl5YWLFy/C29tb0qFUSJVMfBkZGejWrRuGDx+OpUuXSjqcSoGIkJycXOKITUZGptgVkfXr14e6unqVTGyl0atXL4yb4oYsnZaF7mcNb62PUYPtMGbMGEyaNKlC/cTGxuLkyZPw8PAAh8OBk5MTxo4dK/TTtktCRHB2dkZGRgbOnj1b6J7bwoULISMjg02bNok0jtu3b2Pq1Klo0qQJ9u7dC0NDQ5H2VxEfP37EH3/8gTp16uDYsWOVdqGOr68vNm3aBH9/f0mHUiFVLvHxeDwMGTIEOjo6OHLkSLV9I/4vIkJiYmKJI7YaNWoUuyKyfv36rJ5pMeLi4tC0aVPExcUVWz7swYMHsLe3x9u3b4VSYoyI8PTpU3h4eMDLywtNmjSBs7MzRo4cCRUVlQq3X5JVq1bhxo0buH37dqHFYgKBAPXr14ePj49Y7lvl5ORg8+bN2LNnD5YsWYIZM2YIbeWusJw6dQqzZs3CokWLMGvWrEo3nf+r0NBQTJgwAc+ePZN0KBVSpRIfEcHV1RXv37+Hj48PFBSqT/kjgUCAhISEYkdsnz9/Rq1atYodsRkbG0NVVVXS30altHfvXjx58gSenp4lXjdo0CD07NkTs2bNEmr/ubm5uH79Ojw8PHD79m30798fTk5O6N27t9BXQHp4eGD16tV48OAB6tWrV+j5O3fuwM3NDS9evBBqv7/z9u1bTJs2Dd+/f8ehQ4fQoUMHsfZflLS0NLi5ueHx48c4ffo0WrcuvJ+zsvn8+TOsrKzw5csXSYdSIZUm8SVl5ODc0xhExKchjcODipI8zHVUMLLt/5ZFb9++HR4eHrh7926VexPPO7amuD1sX758gYqKSrH314yNjSvlQoDKoEuXLli6dOlvN/W+ePECffv2xfv370X2d5GUlAQvLy94eHjg69evcHR0hLOzM5o2bVrhtgMCAuDg4IDAwMBiy2hNmTIFDRs2xMKFCyvcX1kREU6ePIn58+dj+PDhWL9+vcTeBx49eoQxY8agd+/e2LFjB5SVlSUSh7BlZGRAW1sbWVlZkg6lQqQ+8T3/koL9ge8R9DYRAApUy8jbCGttpgUz/mfsWDoTDx48kOq5/uLw+XzExsYWO2L78uUL1NXVi10RaWxszPYoSkB0dDTatGmDr1+/lmrj+ZgxY9CsWTOx3Ht+/fo1PDw8cOLECejq6sLZ2RkODg7Q1Cz7ApvXr1+jR48e8PLyQo8ePYq8Jjc3F3p6eggNDc3fzycJ379/x6JFi+Dj44OdO3di5MiRYrvlwefzsWnTJuzZswfu7u4YOnSoWPoVFyKCkpISUlJSKtVq1P+S6sSXv1Scxy+xQoYMAAE3B1M7amPxSCuxxVcWvxZALiq5xcbGQktLq9gRm5GRkVQcP8MUtG3bNkRGRuLIkSOluv7du3fo3Lkz3r59C3V1dRFH9xOfz4e/vz88PDzg4+ODHj16wMnJCf379y9Vso6Pj0fnzp2xevVqODkVPjU9z+XLl7Fjxw4EBQUJM/xyCw4OxtSpU2FgYID9+/eLfAFQdHQ0xo4dCzk5OXh6esLAoGoesaSnp4fHjx9X6u9PahOfKDYHi1Jubi6+fPlS7IrIuLg46OjoFDtiyyuAzFQu7dq1w+bNm9GrV69Sv8bFxQUaGhrYuHGjCCMrWlpaGs6dOwcPDw+8fv0ao0ePhrOzM9q2bVvkqCgrKwvW1tbo378/Vq5cWWLbo0aNQu/eveHi4iKq8MuMy+Vix44d2Lp1K+bOnYu5c+eKpCTc2bNn4erqirlz52LevHlVprpMUVq0aIETJ06gVatWkg6l3KQy8T3/koLRRx4WKAdFPC6Sbx0A59MzCDgZkFfTRd3uTqhpUvA8vZoKcvB26VRs/b/y+rUAclEjtm/fvkFPT6/YEZuBgUG1WmxTHbx//x5WVlaIjY0t0xvdly9fYGFhgfDwcOjo6IgwwpJ9+PAhv0qMkpISnJyc4OjoCH19fQA/R4ojRoyAiooKjh07VuJ0YVpaGgwNDfHx40exjWTL4uPHj3B1dUV0dDTc3d1hZSWcmaGMjAzMnDkTd+7cwalTp9C+feGT5asaa2trrFixQmInwQuDdK37/X/7A9+DwytYA5EEfMjX0YTOmE2QU9VCdlQIEi9vht6EfZBX+9/qMg6PjwOB7+HuWLYDZrOzswvVifz167wCyL8mtL59+4qkADJTOXh7e2PkyJFl/nRvaGgIZ2dnrF+/Hnv37hVRdL/XsGFDrFy5EitWrEBwcDA8PDzQokULtG/fHk5OTnjw4AFSU1Ph7e3923tkFy5cQI8ePaQy6QFAgwYN4OPjg3PnzsHe3h52dnbYvHlzheJ9+vQpHBwcYGVlhbCwsGqzeKwq1OuUuhFfcUe+FOXrUTeodnGAsnmXAo8rysvi/sKeBYrg5hVALm7E9t8CyP8dsenq6lbp6Qum7Fq0aAF3d3d06dLl9xf/R2JiIszNzfH06VPUr19f+MGVU3Z2Ni5duoS1a9ciMjISDg4OcHFxgZWVVYn7z/r06QMXFxeMHDlSjNGWT2pqKpYtW4Zz585hy5YtcHR0LNPiF4FAgG3btmHbtm3Yu3cv7O3tRRit9HFxcUGbNm0wdepUSYdSblI3RDn3NKZU1/Ezf4D7PRY1tAqvHuPzeBi3xh1KH+/lJ7eMjIz8RJb3/yFDhuR/LW0FkBnp9urVK6SkpKBz587ler2WlhZcXV2xevVq/PPPP0KOrvxq1qyJ2rVrIyUlBcHBwbh79y6mT5+OrKwsjB07Fk5OTjAxMSnwmri4OISEhODKlSsSirpsVFVVsXfvXjg5OWHKlCk4duwYDh48iMaNG//2tbGxsXB2dkZOTg6ePHkCY2NjMUQsXarCiE/qEl9EfNpvR3vE5yHpyjbUbtELChqFty7wIIscJQ04jhhRqQsgM9LL29sb9vb2Ffqdmjt3Lho1aoQ3b94Uuy9O3J4+fYoJEybAx8cHHTp0QKdOnTBv3jyEhYXBw8MDnTt3hpmZGZycnDBq1CioqqrCy8sLgwcPrnTL29u3b4/Hjx9j3759+cW2Fy1aVOzq6cuXL2PKlClwdXXF4sWLq+2tDU1NTcTGxko6jAqRukyQxuGV+DyRAEnXtgNy8lDvU/xQ29DEDPb29ujYsSMbzTFCRUTw8vLC6NGjK9SOqqoq5s2bhxUrVggpsor5/PkzBg0ahMOHDxeofCIjI4M2bdpg9+7diImJwbx583Dz5k0YGxvDwcEBBw8erPDPQlLk5eUxa9YshIWF4fnz52jVqhUCAgIKXJOVlYVp06Zh9uzZuHjxIpYvX15tkx5QNUZ8UpcNVJSK/4UiIiRf3wN+Zgq0hi6BjFzx16oosRWUjGiEhYWBiNC2bdsKt+Xm5obg4GA8ffpUCJGVX2pqKvr374958+aVuOm6Ro0aGDx4MM6fP4+oqCg0atQInz59wvjx4zF//ny8evVKjFELj6GhIS5evIitW7di/PjxcHJyQmJiIp49e4Z27dohPT0dYWFh5Z7arkpY4hMBcx0VKMoXHdb3f/eDm/wF2iNWQFah+D1vxM3BnSunsWnTJoSEhIDPL/sp2QxTHC8vL9jb2wulGkitWrWwbNkyLFu2TAiRlQ+Xy8WIESPQo0ePMtUR1dDQAAC4uroiICAA8vLysLGxQdu2bbF7924kJiaKKGLRGTRoEMLDw6GlpYUGDRqga9euWLRoEU6cOFHlyiCWV1VIfJVmVScv9RtiD04A5BQgI/u/1ZXqNq6o3axgCaUacjJY1YaPR0F+8PX1RUJCAnr06IHevXujd+/eMDExYac2MOUiEAjQoEEDXLt2TWinD+Tm5sLMzAweHh5iPzCZiDBp0iR8+/YNly5dKtPKZSKCqakpvL290a7dz+1DfD4fAQEB8PT0xNWrV9G9e3c4Ozujf//+laZAQ0JCAsaNG4fY2FjIyMhARUUF7u7uaNasmaRDkwqRkZEYOHAg3r59K+lQyk3qEh8AuBwPge+bhBLLlBVHRgbo17RegX18sbGx8Pf3h5+fH/z8/FCjRg306dMHvXv3Rs+ePaGlpSXE6Jmq7P79+5g8eTJevXol1A9Pnp6eOHLkCO7cuSPWD2Xr16/HhQsXEBQUVOZ9aI8ePYKTkxMiIiKKjDk9PT2/SsyrV69gb28PZ2dntG/fXmo/eF6/fh0TJ07EpEmTsGLFCsjKyuLQoUNYuXIlJk2ahOXLl1f7mrhJSUkwMzOr1KM+qUx8RVVuKa3fVW4hIrx58yY/CQYFBaFhw4b5o8GuXbtW+19spngzZ86EpqYmli9fLtR2+Xw+WrRoge3bt8PW1laobRfn1KlTWLx4MR4+fFiug1FnzJgBTU3NUi3O+fjxI06cOAEPDw8oKCjA2dkZjo6OUlPvkcPhYMGCBbh8+TKOHz9eaOQdFxeH2bNn4/Hjxzhw4ABsbGwkFKnk8fl8KCoqIicnp9LubZbKxAeIr1Ynl8vFkydP4Of3c1o0LCwM7du3z0+E7dq1q7R/uYxw8fl8GBgYICgoqFR7vsrq/PnzWL9+PUJCQkS+Cvnu3bsYPnw4/P39yzVly+PxoK+vj+DgYJiampb6dUSE+/fvw8PDA+fOnUPbtm3h7OyMoUOHSuzonlevXmHMmDEwNzfHoUOHULdu3WKv/ffffzF9+nS0a9cOu3btqrQnqVeUuro63r17l3+ft7KRusUteRw71cdSuyaoqSCH382KyMj8HOmVp0C1goICLC0tsWLFCty9exdxcXGYN28ekpKSMGnSJGhqamLYsGE4cOAA3r59Cyn9nMCIwZ07d6CrqyuSpAcAw4YNg6ysLM6fPy+S9vNERkZi5MiROHnyZLnvU/r5+aFBgwZlSnrAz60RXbp0weHDhxEbG4tJkybh1KlTMDAwwPjx4xEYGAiBoPQfdiuCiLB//3706NEDs2fPhre3d4lJDwD69euHly9fwsTEBC1btsT+/fur5eK5yr7ARWpHfHlexKTgQOB73I5MhAwAThHn8fUw08J0a1OhF6YGfk5xBAQE5I8IZWVl80eDvXr1KvIUaqZqmjJlCkxMTLBgwQKR9fHvv/9i5syZePXqlUj2iiUmJqJz585YvHgxJk6cWO52xo4diw4dOuDPP/8USlxxcXE4efIkPDw8kJGRkV8lpqyJtbQSExMxYcIExMfH49SpU2jUqFGZ2wgPD8fUqVORm5uLQ4cOwcLCQviBSqlOnTph586dlXd7B1USSekccg96T7O8wmjCscc0yyuM3IPeU1I6R2wxCAQCioiIoH379tGQIUNITU2NWrRoQbNnzyYfHx9KT08XWyyMeOXm5pKmpiZ9/PhRpP0IBALq1q0b/f3330JvOysrizp37kxLliypUDsZGRmkqqpKCQkJQorsfwQCAYWGhtLMmTNJW1ubLC0t6dChQ/Tjxw+h9XHr1i3S09OjhQsXUk5OToXa4vP59Ndff5G2tjbNmTOn2rwH2NnZ0dWrVyUdRrlVmsQnjbhcLj148IDWrl1L3bt3J2VlZeratSutWbOG7t+/T1wuV9IhMkJy48YN6ty5s1j6unv3LhkbGxOHI7wPdXw+n0aMGEEODg7E5/Mr1NapU6fIxsZGSJEVLzc3l65cuULDhw8nFRUVGjVqFPn4+JT73xWHw6G5c+eSvr4++fn5CTXWb9++kZOTExkZGdGlS5eE2rY0Gjt2LB07dkzSYZQbS3xClJGRQTdu3KC5c+dSq1atSFVVlQYNGkR79uyh169fk0AgkHSITDk5OzvTrl27xNafnZ0d7d27V2jtLViwgKysrISSTPv370/Hjx8XQlSll5ycTPv376eOHTuSjo4OzZ07l54/f17q179584Zat25NQ4YMoaSkJJHFGRAQQI0bN6bBgwdTdHS0yPqRtFmzZtH27dslHUa5scQnQgkJCXT69GmaOHEiGRkZkZ6eHjk5OZGnpyfFxsZKOjymlLKzs0lNTU2sf2ehoaGko6NDGRkZFW7L3d2dGjduLJQ3/MTERFJVVZXolN6bN29o8eLFZGBgQBYWFrRz585ip10FAgEdPnyYNDU1yd3dXSwfPjkcDq1evZo0NDRox44dVXLmZ+3atRWeMpcklvjERCAQ0Lt37+jAgQM0bNgwqlu3LjVt2pRmzJhBV69epbS0NEmHyBTj4sWLZG1tLfZ+R40aRRs3bqxQG9evXycdHR169+6dUGLav38/OTg4CKWtiuLxeOTn50djx44lVVVVGjhwIJ09ezZ/VJuUlERDhw6lVq1a0evXr8UeX2RkJPXs2ZMsLCzo0aNHYu9flA4cOEBTpkyRdBjlxhKfhPB4PHr8+DFt2LCBevbsScrKytSlSxdauXIl3b17l3JzcyUdIvP/Ro8eTe7u7mLvNyIigjQ1Ncu9sCMsLIw0NTUpODhYaDFZWlrStWvXhNaesKSlpdE///xDPXr0IA0NDRo0aBBpa2vTrFmzhHqvtKwEAgEdP36cdHR0yNXVlVJSUiQWizB5e3vTiBEjJB1GubHEJyUyMzPp1q1btGDBAmrTpg2pqKhQ//79aefOnfTy5Ut2f1BCMjIySEVFhRITEyXS/4QJE2jp0qVlft2XL1/IwMCAzpw5I7RYPnz4QJqamlL9oSw3N5emT59OderUIV1dXTIzM6P169dL/H5bcnIyTZ48mfT09Mjb27vS/3v28/OjHj16SDqMcmOJT0olJibSmTNnyMXFhRo0aEA6Ojrk6OhIx44doy9fvkg6vGrDy8uL+vXrJ7H+P336ROrq6hQfH1/q16SmplLLli1p8+bNQo1l3bp1NG3aNKG2KUzv3r2j9u3bk52dHSUkJJBAIKDg4GCaMmUKqaurU69evcjDw0Oi9yfv3btHzZs3JxsbG/rw4YPE4qiosLAwatGihaTDKDeW+CqJqKgoOnToEI0cOZI0NDTI3Nyc3Nzc6NKlS1Vm+kQaDRkyhP755x+JxjBjxgyaOXNmqa7lcrlkY2NDLi4uQh1VCAQCatKkCd27d09obQqLQCCgY8eOkaamJu3Zs6fI7zs7O5u8vb2pf//+pKamRs7OzhQQEFDhrR3lkZubS5s2bSINDQ3auHGjVI+gixMdHU16enqSDqPcpL5yC1OYQCDAs2fP8gttP3jwAM2bN8+vKNOpU6dKcwSMNEtNTYWRkRE+f/4MNTU1icWRkJCApk2bIiwsDEZGRsVeR0SYOnUqoqOjcfXqVaFWfgkLC8OwYcPw4cMHqTpZISUlBVOnTsWrV69w+vTpUpVgy6vW4uHhgZSUlPwqMaIqRVecjx8/wtXVFdHR0Th06BC6dOki1v4rIisrC+rq6sjOzpaq34dSk3DiZYQgOzub/P39afHixdS+fXuqU6cO2djY0LZt2+jZs2cS+VRbFXh4eNDgwYMlHQYRES1ZsoQmTpxY4jWbN2+mli1bUmpqqtD7nzt3rtQtX8/b6O/m5kZZWVnlaiMsLIxmz55N9erVo86dO9PBgwfp+/fvQo60eAKBgM6cOUN6eno0adIkSk5OFlvfFaWkpCSU7TaSwBJfFZScnEznzp2jqVOnkqmpKWlra5ODgwMdPXqUPn/+LOnwKg1bW1s6deqUpMMgIqLv37+TpqYmRUREFPn8mTNnyMDAQCT3f3k8Hunp6VF4eLjQ2y4PLpdLK1asoHr16gmtbFZubi5dvXqVRowYQSoqKjRy5Ei6du2a2PbgpaSkkJubG+no6JCnp2elWPyir69fad9PWOKrBj5+/Eh//fUXjR49mrS0tKhRo0Y0bdo0On/+vFg/3VYmSUlJpKKiIlW1Fzds2ED29vaFHg8ODiZNTU0KCwsTSb8BAQFkYWEhkrbL6sOHD2RpaUl9+vShr1+/iqSP79+/08GDB6lTp05Ur149mj17Nj179kwkff3X48ePqXXr1tSzZ0+KjIwUS5/l1bJlSwoNDZV0GOXCEl81w+fz6dmzZ7Rt2zaysbGhOnXqUPv27Wnx4sUUEBBA2dnZkg5RKhw+fJhGjRol6TAKyMjIIB0dnQIJ7t27d6Sjo0PXr18XWb8TJ06krVu3iqz90jp58iRpaWnR9u3bxTZ9HxERQUuWLCFDQ0Nq1aoVbd++vUwrbMuDy+XSzp07SUNDg1atWiXRfYgl6dGjB/n6+ko6jHJhia+a43A4FBgYSEuXLqWOHTtS7dq1qW/fvrRlyxYKDQ2ttvcHe/bsSRcuXJB0GIXs2bOH+vfvT0Q/R6WNGjWigwcPiqy/7OxsUldXp5iYGJH18Tupqak0duxYMjMzk9gIg8/nk7+/Pzk5OZGqqir179+fzpw5I9IPitHR0TRkyBBq3LgxBQQEiKyf8hoxYgR5eXlJOoxyYYmPKeDHjx908eJFcnV1JTMzM9LU1KRRo0bR4cOHK/W+o7L4+vUrqampSeXol8PhkJGREfn7+5OVlRXNnz9fpP2dP39eohuVHz58SA0bNiQXFxepWUiRnp5OHh4e1LNnT1JXV6cpU6bQ/fv3RXZf7vLly2RkZERjx46lb9++iaSP8pgyZQrt379f0mGUi9SewM5IhpqaGoYMGYJ9+/YhIiICoaGhsLW1RVBQEDp37gwTExNMmTIFZ8+erdQnMJfk3LlzGDhwIJSUlCQdSiGKiopYvnw5Ro8ejXr16mHTpk0i7e/kyZP4448/RNpHUfh8PtavX49BgwZh27ZtOHToEJSVlcUeR1Fq164NJycn+Pv7IywsDIaGhnB2doaZmRnWrVuHz58/C7W/QYMGITw8HNra2mjWrBn++usvsZ1SX5JKfQq7pDMvU3kIBAJ6+fIl7dy5k+zs7KhOnTrUtm1bWrhwIfn6+pZ7Sbm0sbS0JB8fH0mHUazFixeTkpISXblyRaT9/Pjxg1RUVIR6CGxpREdHU7du3ahHjx6VpkqRQCCgBw8e0NSpU0ldXZ169OhBx44dE/riqLCwMOrQoQNZWVnRq1evhNp2WW3fvr3UhRWkDUt8TLnl5OTQnTt3aMWKFWRpaUm1a9emXr160caNG+nJkyfE4/EkHWKZff78mTQ0NCp8MreoHD16lBo2bEhHjhyhtm3binTZ+19//UXDhg0TWftFOXv2LGlra9PGjRsr5e8P0c/7omfPnqUBAwaQqqoqjR07lvz8/IR2v5zH49H+/ftJU1OTFi9eTJmZmUJpt6w8PDzI0dFRIn1XFEt8jNCkpqbSlStXaMaMGdS0aVNSV1en4cOH08GDB+n9+/eVYm/S1q1badKkSZIOo0i3bt0ibW1tioiIID6fTxYWFnT+/HmR9dejRw+Rtv+r9PR0mjhxIpmamtLjx4/F0qc4xMfH044dO8jCwoIMDQ1p8eLFxe7FLKuvX7+Svb09NWzYkG7cuCGUNsvi2rVrZGtrK/Z+hYElPkZkYmNjydPTk5ycnEhXV5fq169PkyZNIi8vL6m6Sf+rtm3bkp+fn6TDKOTly5ekpaVFQUFB+Y/5+PhQkyZNRDIyiomJIXV1dbEs8AkJCaFGjRrRuHHjqvS5lM+fP6c5c+ZQvXr1qGPHjnTgwAGhVGq5efMmNWzYkEaNGiWyvY1FefDgAXXo0EFs/QkTS3yMWAgEAgoPD6fdu3fTwIEDSUVFhSwsLGjevHl08+ZNiU3X/Ordu3dUr149qZtii42NJSMjIzp58mSBxwUCAXXp0oU8PDyE3ufWrVt/WyKtovh8Pm3evJm0tLQq7bL48uByueTj40OjRo0iFRUVGj58OF25cqVCxaozMzNp8eLFpKmpSfv27RPL7/Dbt2/JxMRE5P2IAkt8jETk5uZScHAwrV69mrp27UrKyspkbW1N69ato4cPH0ok+axbt47c3NzE3m9J0tPTqU2bNrR27doinw8KCqIGDRoI/Z6khYWFSPeOxcTEUK9evcjKyoo+ffoksn6k3ffv38nd3Z0sLS1JW1ubZs6cSaGhoeW+LfDq1SuysrKiDh06iKyST57k5GRSU1MTaR+iwhIfIxXS09PJx8eHZs+eTS1atCA1NTUaOnQo7d+/nyIjI8Vyf7B58+ZSdewOj8ejAQMG0Pjx40v8/vv160cHDhwQWr/h4eGkp6cnsg8fly5donr16tGaNWvEVguzMnj79i0tW7aMjIyMqEWLFrRt2zaKi4srczt8Pp/++usv0tbWpjlz5ois7B6fzyc5OblK+XfIEh8jleLi4ujkyZM0fvx4MjAwIENDQxo/fjydPHlSJCWjXr58SQYGBlJTqUYgEJCbmxv16tXrt1NgISEhpKenJ7Tp4iVLltDcuXOF0tavMjMzaerUqVS/fn0KDg4WevtVBZ/Pp4CAABo3bhypqqqSra0teXl5lfl+67dv38jJyYmMjIzo0qVLIolVQ0NDau/Xl4QlPkbqCQQCioiIoH379tGQIUNITU2NWrRoQbNnzyYfHx+hfKJdtmyZSN7sy2vnzp3UrFmzUu+hGz58OG3ZsqXC/QoEAqpfv77QS4M9e/aMmjRpQmPGjGEHJ5dBRkYGeXp6Uq9evahu3brk4uJC9+7dK9MMSEBAADVu3JgGDx5M0dHRQo2vcePG9ObNG6G2KQ4s8TGVDpfLpYcPH9K6devI2tqaateuTd26daM1a9bQ/fv3yzz1IhAIyNTUlJ48eSKiiMvmwoULpKenV6Z7X+Hh4aSlpVXhpBIcHExNmjQR2tQyn8+nnTt3kqamJh0/flwobVZX0dHRtGHDBjIzMyNTU1Nas2YNffz4sVSv5XA4tHr1atLQ0KAdO3YIbXqyc+fOUnV7oLRY4mMqvYyMDLp58ybNmzePLCwsSFVVlQYNGkR79uyh169f//ZN/OnTp2RiYiIV+wwfPXpEmpqa5UrCzs7OtGLFigr1P336dFq3bl2F2sgTHx9PNjY21LFjR4qKihJKm8zPD2oPHz6k6dOnk4aGBnXv3p3+/vvvUm0FiYyMpJ49e5KFhQU9evSowrEMGDCALl++XOF2xI0lPqbKSUhIoNOnT9PEiRPJyMiI9PT0yMnJiTw9PSk2NrbQ9fPnz5eK08U/fPhAurq65X4j+fDhA6mrq5f7nktubi5paWkJpRi5j48P6ejo0LJlyyq0TJ8pGYfDoXPnztHAgQNJVVWVHB0d6datWyUuTBIIBHT8+HHS0dEhV1fXCs0SODs7099//13u10sKS3xMlSYQCOjdu3d08OBBGj58ONWtW5eaNWtGM2fOpKtXr1JKSgoZGRnRixcvJBrn9+/fqUmTJrRnz54KtePq6kpz5swp12uvXbtGlpaWFeo/OzubZsyYQUZGRgU22zOil5CQQLt27aLWrVuTgYEBLVq0qMT7b8nJyTR58mTS09OjM2fOlGvGY86cOVJxVmNZyRARSbpQNsOIC5/PR1hYGPz8/ODr64sHDx4AAObPn48+ffqgY8eOUFBQEGtMubm5sLGxQcuWLbFr164KtRUXF4fmzZvj+fPnMDAwKNNrx4wZAysrK0yfPr1cfYeHh8PBwQFmZmY4fPgw6tatW652mIp7+fIlPDw8cPLkSRgZGcHJyQmjR4+GhoZGoWuDg4MxdepUGBoaYv/+/WjQoEGp+9mwYQPS09OxceNGYYYvcizxMdXa9OnTkZmZCR0dHfj5+eH9+/fo2rUrevfujd69e6NZs2aQkZERWf9EhHHjxiE1NRXnz5+HnJxchdtctGgRfvz4gUOHDpX6NRkZGTAwMMD79++hqalZpv6ICAcPHsTKlSuxefNmjB8/XqQ/M6b0eDwefH194eHhgRs3bqB3795wcnKCnZ1dgQ94XC4XO3bswNatWzFv3jzMnTv3tx8AkzJyMG//OUTGp6OJRVuoKMnDXEcFI9saQKO2oqi/tQphiY+ptvh8PgwMDBAUFITGjRsDAJKSknD79m34+fnBz88PWVlZ+UmwV69eZR5F/c7q1atx7do1BAYGCu28ue/fv6Nx48Z4+PAhTE1NS/WaEydOwMvLC9euXStTX4mJiZg4cSK+fv2KU6dO5f8cGemTkpKCs2fPwsPDA2/fvoWDgwOcnZ3RunXr/A8qHz9+hKurK6Kjo3Ho0CF06dKlUDvPv6Rgf+B7BL1NhIDPB5f+9yFHSV4WBMDaTAvTu5uilaGamL67smGJj6m2bt++jblz5yI0NLTYaz58+AB/f3/4+fnB398fWlpa+YnQ2toaqqqq5e7f09MTK1euxIMHD6Cjo1Pudoqybt06vHnzBidPnizV9ba2tnBycoKDg0Op+/D19cW4cePg6OiItWvXokaNGuUNlxGz9+/fw9PTE56enqhTpw6cnJzg6OgIXV1dEBHOnTuHWbNmwc7ODps3b4a6ujoA4MTDT1h/PQIcHh8lZQ4ZGUBJXg5L7czh2Km+eL6pMmCJj6m2pkyZAhMTEyxYsKBU1wsEAjx79ix/NPjgwQM0b948PxF26tQJioqlm+IJDAzEqFGjEBgYiKZNm1bk2yhSeno6GjVqhFu3bqFly5YlXvvt2zeYmZkhJiamVKPOnJwcLF26FF5eXvDw8ECvXr2EFTYjZgKBAHfv3oWHhwcuXryITp06wcnJCUOGDEFubi6WLVuGc+fOYevWrSATK2y48QbZ3NKf/l5TQRZL7ZpIXfJjiY+plrhcLvT09PDkyRPUr1+/XG1wOBzcv38/PxFGRESgS5cu6NOnD3r37o3mzZtDVla20OvevHkDa2trnD59Gj179qzgd1K8nTt3IjAwEJcvXy7xur179+Lx48c4fvz4b9uMjIyEg4MDjI2N8ddffxW5WIKpnDIzM3Hp0iV4eHggJCQEw4cPh7OzM2rUqIFJC9YivcNEkFzh+37c77H4etQNyuZdoDlwXqHnayrIwdulE1oaqInhuygdlviYaunmzZtYs2YN7t+/L7Q2v3//jsDAwPxEmJqail69euWPCI2MjJCQkIDOnTtj5cqVcHZ2FlrfReFwOGjUqBHOnj2LTp06FXtdp06dsGrVKtjY2BR7DRHh6NGjWLx4MdatWwcXFxe2gKUKi4mJwYkTJ+Dh4YHc3Fzo2a/CF6oLoPDfeYLXchAvB/Kq2kUmPhkZoF/TenB3bCeGyEuHJT6mWho3bhxat26NmTNniqyPz58/598f9PPzg6qqKtLS0tC9e3ccOnRILMv9jxw5Ai8vL/j7+xf5/Pv379GlSxfExsZCXl6+yGu+f/+OyZMnIyoqCqdOnRLJ1CwjnYgI/vcew8UnAQKZwiuOM18HIevtAyhoGIKXEldk4gMARXlZ3F/YU2pWexaeh2GYKo7D4eDy5csYOXKkSPsxNjbGhAkTcOrUKcTGxsLIyAgGBgZIT0+HsbExOnbsiKVLl+L27dvgcDgiiWHcuHGIjo6Gv78/kjJy4B4UhVneYZjg8QSzvMOwyMMfQ+wdi016gYGBsLCwgLGxMR49esSSXjUjIyOD9wLNIrc2CHKykHL3JOr2nPj7dgCcC40RQYTlU/RvO8NUYTdv3oSFhQX09PTE1ueiRYvA5/Nx//59KCoqIicnBw8fPoSfnx+WLFmCV69ewdLSMn9atFWrVkXeHywrBQUFTF60DtNPhQGBuQCAHN4vixN42lCoY4ApJ0IKLD/ncrlYuXIljh07hr///rvEaVCmchMIBMjMzER6ejoyMjLy/5/39bUoOeTwahV6Xcqd46jdqi/kVbR+2weHJ0BEXLoowi8XlviYasfb2xujR48WW3/79++Hj48PHjx4kL/qU1FREd27d0f37t2xdu1apKSkICgoCH5+fhgzZgySkpLQs2fP/ERYlmoavzrx8BP+/qyCHE0zgFfEajz5GuAKgFuvE3DnbRKW2pmjkyYPY8aMgZaWFp49ewZtbe2KfPuMEBEROBxOoeRUVMIq7WMcDge1atVCnTp1ULt27fz/530dr9cbUCyY+HITPoDz+Tl0x+8udexpHK6wfxzlxu7xMdVKZmYm9PT0EBUVVeYKJeVx7do1uLi44N69e2jYsGGpX/fly5cC9weVlZXzk2DPnj1LtZry556rsi0/V5AhZNz1xJJRXeHm5sYWsFQQl8utUFL672MZGRlQUFAolJyKSljFPfbf52vWrFni7MIs7zBceva1wGNpTy4j5Y4nZGrUBABQLgcgARQ0DItNhkMt9LHT3kJoP9uKYImPqVa8vb3xzz//4ObNmyLvKzQ0FP369cO1a9fQsWPHcrdDRAgPD89Pgnfv3kWjRo3yE2GXLl1Qs2bNAq95/iUFo488RDaXn/9Y9PYRBdvl5aJOazuo951a4HFFORmcnWopVcvPxSFvyq88yam453k8HurUqVOhRPXrY7Vr1y72fqyouAdFYaff2wJT5AIuB5STnf/ntMcXwEtNgHo/V8jVKlzUQUleFrP7NMaUbiZiifl3WOJjqpWhQ4di8ODBGDdunEj7iY6OhqWlJXbv3o3hw4cLte3c3Fw8fvw4PxE+f/4cHTt2zE+ErVu3xrRTYfB9k1BsdQ1BLgcxex2hPXIVlIyaF3hOGpef/1felJ+wpvsyMjKQnZ2NWrVqCWUUlfeYoqJipR81J2XkoMvmgIL3hv8j5e7JSrWqkyU+ptpITU2FkZERPn/+DDU1NZH2Y2VlhXHjxmHu3Lki6ydPWloa7ty5A19fX/j5+SEhJRN1HHeDZIsfGWS89EfqvVPQm/pXkW/Mwn6j4vF4QklOvz6moKAglFFU3te1atUSyoKiqsjleEiJH6RKIo0fpNjiFqbauHz5MqytrUWa9LhcLkaOHIlu3bphzpw5IuvnVyoqKhgwYAAGDBgAANhyNQyHH8SCV8KbVMZLfyg371niaOTvwNcYYlZbKIkqb8qvNIlIT0/vtyMrZWVlsR8fVZ25Wpvi7rukAlPnpaUkL4fp1qUrli4uLPEx1YaXlxfGjh0rsvaJCNOmTYOCggJ2794tsSmur1kAj4rvm5f6DTlfXkHDbkax1+TwBNjjcR6Hn3mXmKjU1NRgaGj424RWFab8qrNWhmpYamde5sVSP2t1mkvd/WKW+JhqITk5GcHBwThz5ozI+ti0aRNCQ0Nx584dsS9A+FUah1fi8xmvAqBo0BQKaiWfCNF3wGAcPbtOmKExlVheoemqcDoDS3xMtXDhwgXY2Nigdu3aImn/9OnTOHjwIB4+fCiyPkpLRankf9aZrwKg2mlEidf8bIdNJTIFOXaqj5YGajgQ+B63IxMhg5+b0/PkncfXw0wL061NpW6kl4clPqZa8PLygpubm0javnfvHmbOnAk/Pz+xVoMpjrmOChTl44tchceJeQN+RjJqmVuV2IaSvCzMdeuIKkSmEmtpoAZ3x3ZIzsjBudAYRMSlI43DhYqSAsx162BEG3YCO8NIXFxcHJo2bYq4uDgoKSkJte23b9+iW7du8PT0RN++fYXadnklpnPQeaNfkff5km/uA3FzoDmw5NWm0rb8nGGEia3dZaq8c+fOYeDAgUJPeomJiejfvz/Wrl0rNUkvLCwMw/v3hUzc6yIOkAE0bNx+m/RkZH5OVbGkx1RVLPExVZ6Xl5fQa3NyOBwMGTIEI0aMwOTJk4XadnkkJibCxcUFtra2cHR0xJlVk6CkUPgYmdKQxuXnDCNMLPExVVp0dDQiIyPRu3dvobUpEAjg7OwMQ0NDrF+/Xmjtlkdubi527tyJpk2bQllZGREREXBxcUFrY3UstTNHTYWy/ROX1uXnDCNMbHELU6WdOXMGQ4cORY0aNYTW5pIlSxAbGws/Pz+JVvq4efMmZs2ahfr16+POnTto0qRJgeer0vJzhhEmlviYKs3LywubN28WWnuHDx/G+fPn8eDBA6HfMyytt2/fYs6cOYiMjMTOnTvRv3//YjeHV5Xl5wwjTGxVJ1NlvX//HlZWVoiNjYWcXPnud/3q5s2bGDduXP7pCOKWmpqKtWvX4tixY1i0aBFmzJhRppFsZV5+zjDCxEZ8TJXl7e2NkSNHCiXpPX/+HE5OTrh48aLYkx6fz8exY8ewbNky9O/fH+Hh4ahXr16Z29GorSg1x8IwjCSxxMdUWV5eXjh48GCF24mNjcXAgQOxd+9edOnSRQiRlV7e5viaNWvi2rVraNu2rVj7Z5iqiCU+pkp69eoVUlJSYGlpWaF20tPTMWDAAEyfPh329vZCiu73vnz5ggULFuDevXvYsmULRo8ezYo8M4yQsO0MTJXk7e0Ne3v7Cq265PF4sLe3R7t27bBw4UIhRle8rKwsrFmzBhYWFmjcuDEiIiLg4ODAkh7DCBEb8TFVDhHB29sbp06dqlAbf/75J/h8Pg4cOCDyxENEOHv2LObPn4+OHTvi6dOnqF+/vkj7ZJjqiiU+psoJCwuDQCCo0P2w7du3Izg4GPfu3RP5gafPnj3DzJkzkZqaCk9PT3Tv3l2k/TFMdcemOpkqx8vLC/b29uUepZ07dw67du2Cj48PVFRUhBzd/yQmJmLKlCmwsbHBH3/8gadPn7KkxzBiwBIfU6UIBAJ4e3uXuzbnw4cPMW3aNFy9ehWGhoZCju6nX8uM1apVK7/MmDC2XTAM83tsqpOpUvIOgm3evHmZXxsVFYWhQ4fi2LFjaN26tQii+32ZMYZhRI8lPqZKyRvtlXWa8/v37+jfvz+WL1+O/v37Cz2uspQZYxhGtNhUJ1Nl8Pl8nDlzpsz77XJycjB06ND8/XrClJqainnz5sHS0hLW1tYIDw/HgAEDWNJjGAliiY+pMu7cuQNdXV00bty41K8hIkyYMAGamprYsmWL0GLh8/k4evQozM3N8ePHD4SHh2PevHlCPSWCYZjyYVOdTJVRngNnV65ciaioKAQEBAjtiKG8MmNKSkq4evUq2rVrJ5R2GYYRDpb4mCqBy+XiwoULePLkSalf888//+DEiRN4+PAhatWqVeEYWJkxhqkc2FQnUyX4+/ujUaNGpa524u/vj0WLFuH69evQ1tauUN+szBjDVC5sxMdUCXmb1ksjPDwcDg4OOHv2LMzNzcvdJyszxjCVEzuIlqn0OBwOdHV1ER4eDj09vRKvjY+PR6dOnbBu3To4OjqWu89fy4zt3r2bVVxhmEqETXUyld7NmzdhYWHx26SXmZmJAQMGYMKECeVOenllxvr164cxY8awMmMMUwmxxMdUeqUpUcbn8zFmzBg0b94cy5cvL3MfRZUZmzJlCiszxjCVEJvqZCq1zMxM6OnpISoqCpqamsVeN3PmTLx69Qo3btwo8166X8uM7dy5k5UZY5hKji1uYSq1a9euoXPnziUmvd27d8PPzw/BwcFlSnqszBjDVE1sqpOp1H63af3y5cvYvHkzfHx8oKamVqo2WZkxhqnaWOJjKq3U1FQEBARgyJAhRT7/5MkTTJo0CZcvXy7VNgNWZoxhqgc21clUWpcvX4a1tXWRI7lPnz5hyJAh+Ouvv9C+ffvftsXKjDFM9cESH1NpeXl5YezYsYUeT0lJQf/+/bFgwQIMHjy4xDa+fPmChQsX4u7du6zMGMNUE2yqk6mUkpOTERwcjIEDBxZ4PDc3F8OHD0evXr0wc+bMYl//a5kxU1NTVmaMYaoRNuJjKqULFy7AxsYGtWvXzn+MiODi4gJlZWXs3LmzyNexMmMMw7DEx1RKXl5ecHNzK/DYunXr8OrVKwQFBRW5sfzXMmOenp6s4grDVFNsqpOpdOLi4hAaGgpbW9v8x06cOIGjR4/i6tWrUFZWLnA9KzPGMMyv2IiPkWpJGTk49zQGEfFpSOPwoKIkj+Sol+g3eASUlJQAAEFBQZgzZw5u374NXV3d/NdyuVzs378f69evh6OjIyIiIlC3bl1JfSsMw0gJVrKMkUrPv6Rgf+B7BL1NBADk8AT/e5LPhby8Ano1rQe7+vJwGd4PJ0+eRO/evfMvuXnzJmbPng0jIyPs2rWLlRljGCYfS3yM1Dnx8BPWX48Ah8dHSb+dMgCIl4P+ejnYP9sBACszxjDM77F7fIxU+Zn03iCbW3LSAwACAHlFBPxQw5HbEQXKjL169YqVGWMYpkjsHh8jNZ5/ScH66xHI5goKPJ729CoyX/ojN/ETlJt0h+aA2QWez+YKsO76a3RIJ4SHh6NevXriDJthmEqGJT5GauwPfA8Oj1/ocfnaGlC1tEf2x1AQN7fI18rKK0KjqwNLegzD/Bab6mSkQlJGDoLeJhY5vVnLzBK1GneGbE2VYl9PAG5HJiI5I0d0QTIMUyWwxMdIhXNPYyrchgyAc6EVb4dhmKqNJT5GKkTEpxXcslAOHJ4AEXHpQoqIYZiqiiU+RiqkcXhCaocrlHYYhqm6WOJjpIKKknDWWakoKQilHYZhqi6W+BipYK6jAkX5on8dScAH8XIBAR8gAYiXCxIUXv2pJC8Lc906og6VYZhKjlVuYaRCUkYOumwOKPI+X8rdk0gNPl3gMdUuDlDr+keBxxTlZXF/YU9o1FYUaawMw1RuLPExUsPleAh83yT8tmJLUWRkgH5N68HdsZ3wA2MYpkphU52M1HC1NoWSfOFz9EpDSV4O061NhRwRwzBVEUt8jNRoZaiGpXbmqKlQtl/LmgqyWGpnjpYGaqIJjGGYKoWVLGOkimOn+gBQutMZZH6O9Jbamee/jmEY5nfYPT5GKr2IScGBwPe4HZkIGfzcnJ5HSV4WBKCHmRamW5uykR7DMGXCEh8j1ZIzcnAuNAYRcelI43ChoqQAc906GNHGgK3eZBimXFjiYxiGYaoVtriFYRiGqVZY4mMYhmGqFZb4GIZhmGqFJT6GYRimWmGJj2EYhqlWWOJjGIZhqhWW+BiGYZhqhSU+hmEYplphiY9hGIapVljiYxiGYaoVlvgYhmGYaoUlPoZhGKZaYYmPYRiGqVZY4mMYhmGqFZb4GIZhmGqFJT6GYRimWmGJj2EYhqlWWOJjGIZhqhWW+BiGYZhqhSU+hmEYplphiY9hGIapVv4PR99frbXbmIYAAAAASUVORK5CYII=\n", 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" ] @@ -1281,7 +1336,7 @@ ], "source": [ "# Using NetworkX to visualize network connection\n", - "G = nx.from_numpy_matrix(conn.conn_mat)\n", + "G = nx.from_numpy_matrix(conn.require('conn_mat'))\n", "nx.draw(G, with_labels=True)\n", "plt.show()" ] @@ -1310,35 +1365,35 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "JaxArray(DeviceArray([[False, False, False, False, False, True, False, True,\n", - " False, True],\n", - " [False, False, False, False, False, True, False, True,\n", - " True, False],\n", - " [False, False, False, False, False, True, True, False,\n", - " True, True],\n", - " [False, False, False, False, False, True, False, False,\n", - " False, False],\n", - " [False, False, False, False, False, True, True, True,\n", - " True, False],\n", - " [ True, True, True, True, True, False, True, True,\n", - " True, True],\n", - " [False, False, True, False, True, True, False, True,\n", - " True, False],\n", - " [ True, True, False, False, True, True, True, False,\n", - " False, True],\n", - " [False, True, True, False, True, True, True, False,\n", - " False, True],\n", - " [ True, False, True, False, False, True, False, True,\n", - " True, False]], dtype=bool))" + "JaxArray([[False, False, False, False, False, True, False, True,\n", + " False, True],\n", + " [False, False, False, False, False, True, False, True,\n", + " True, False],\n", + " [False, False, False, False, False, True, True, False,\n", + " True, True],\n", + " [False, False, False, False, False, True, False, False,\n", + " False, False],\n", + " [False, False, False, False, False, True, True, True,\n", + " True, False],\n", + " [ True, True, True, True, True, False, True, True,\n", + " True, True],\n", + " [False, False, True, False, True, True, False, True,\n", + " True, False],\n", + " [ True, True, False, False, True, True, True, False,\n", + " False, True],\n", + " [False, True, True, False, True, True, True, False,\n", + " False, True],\n", + " [ True, False, True, False, False, True, False, True,\n", + " True, False]], dtype=bool)" ] }, - "execution_count": 87, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -1351,12 +1406,12 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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2796NM2fO4NChQwqKLn1qamoYMWIEHj9+jLi4OFhbW+PQoUMF9uSHhIQEeHt7w8HBAeXLl4evry+GDRuG8PBwHDx4EF27doWWlpagMSYnJ6NXr14wMjLCjh07UrYyW7FiBbS0tDB16tR8iWPUqFEwMTHB8uXL86U9pgRCZ17GiIjMzc3p3bt3Cqnr3r17+T4cFRAQQHXq1KE2bdrQ06dP863dvEhKSqJTp05R//79qWTJktSuXTvasWMHff/+XejQ0pBIJNSzZ0/q0aNHqp5WYGAgmZqa0ocPH/I1nvDwcDI1NaXbt2/na7tMMTjxMZXQoUMH+vvvvxVW344dO8ja2ppiY2MVVmdWJBIJrV+/noyMjGjOnDkUHx+fb21nl1QqpcuXL9PIkSPJyMiImjRpQps2baLPnz8LHVqGpFIp9evXjzp27JhqO7mYmBiqUqUKHTt2TJC4vLy8yMrKSmHbrbH8w5tUM5UwY8YMGBgYYM6cOQqrc9iwYRCLxThw4EC+zTYEgPDwcEydOhW3bt2Cq6srunbtmm9tp4eIEBQUhEOHDuHw4cMoXbo0nJyc0KdPH1SoUEHQ2LIil8sxcuRIvHnzBn5+ftDR0Um5NnToUGhoaGDbtm2CxdenTx9YWFgobSYpUxKBEy9jRES0b98+6tOnj0LrTEhIoLp166ZsY5XfLly4QNWqVaNu3boJsvD54cOHNGfOHKpcuTJVrVqV5s+fT6GhofkeR27J5XJydnampk2bpum5Hz58mKpWrZqvPfr0REZGUpkyZejKlSuCxsFyhhMfUwn3798na2trhdf74sULMjExocDAQIXXnR1isZiWLl1KRkZGtHz5cqXPjHz16hUtXbqUatWqRWXLlqVp06ZRcHBwgdtnUi6X07Rp08jW1paio6NTXXv37h2ZmJiozPM1Pz8/qlixYqGa2VvY8VAnUwlJSUkwMDDA9+/foa2trdC6fX19MWnSJNy9exdGRkYKrTu73rx5gwkTJuDVq1dwc3ND69atFVb3x48f4e3tDS8vL7x58waOjo5wcnJCkyZNcnWIqyqYP38+Tpw4gStXrsDQ0DDl+zKZDK1bt0anTp0wa9YsASNMbdSoUZDJZNixY4fQobDsEDrzMvZTrVq1cn12WlamTZtGHTt2FHS7KblcTr6+vlS+fHnq168fffz4Mdd1RUZG0pYtW6hly5ZUqlQpGjJkCJ09e7ZQbKa9fPlysra2pi9fvqS5tmzZMmrZsqWgC+jTExMTQ5UqVaKTJ08KHQrLBk58TGX069ePdu/erZS6JRIJNW/enBYtWqSU+nMiLi6OZs2aRcbGxrRx48ZsJ6uYmBjat28fde7cmfT19cnR0ZGOHz9OiYmJSo44/6xfv54sLS3TPVnh1q1bZGpqSu/fvxcgsqz9888/ZG5urvBjspjiceJjKmPlypU0ZcoUpdX/8eNHKlOmDJ07d05pbeTE48ePqWXLllSvXr0MD9RNTEyk48ePk6OjI+nr69Mff/xB+/fvz/VpFqrMw8ODKlasmO56ztjYWLK0tCRvb28BIsu+adOmkYODQ4F7plrUcOJjKuP06dPUtm1bpbZx5coVKl26tMr0GuRyOe3fv5/Mzc1p5MiRFBkZSRKJhM6ePUuDBw+mUqVKUatWrWjLli0UGRkpdLhKs3v3bipbtiy9fPky3evDhg2joUOH5nNUOZeYmEg1a9akffv2CR0KywQnPqYywsLCyNTUVOntrFixguzs7FRi78mfvn37Rg4ODqSjo0P6+vrUqFEjWr9+fZE4Af7QoUNkbm6e4VKLI0eOkKWlpeBLF7Lr7t27ZGJiovQDeFnuFcwpX6xQsrCwgEQiwZcvX5TazowZM2BiYoLp06crtZ2sEBGCg4Mxffp01KtXD8+fP8ewYcNQsWJFaGhooHXr1ihTpoygMSrbzxm3586dg5WVVZrrYWFhcHZ2xoEDB1CiRAkBIsy5+vXrY+LEiRg2bFiB3bu10BM68zL2qxYtWtCFCxeU3k5UVBRVrlyZDh06pPS2/is0NJTmz59P1apVo8qVK9OcOXPo4cOHKddlMhlt2bKFTExMaPLkyYXyeR7Rv0PbJiYmdOfOnXSvS6VSatmyJS1btiyfI8s7iURCjRo1Ijc3N6FDYengxMdUyoQJE2jt2rX50lZwcDAZGxvny24mb9++pVWrVlG9evXI3Nyc/vzzT7p161amkyC+fv1KQ4cOJQsLCzp8+HChmjBx6dIlMjY2phs3bmRYZuXKlfT777+r3NKF7Hr69CkZGRnR8+fPhQ6F/QcnPqZStm3bRoMHD8639rZu3Uo1a9akuLg4hdf9+fNn2rRpEzVp0oSMjIxo1KhRdPny5Ry/kV+7do1q1apF7dq1o2fPnik8zvx2/fp1MjExIX9//wzL3L59m0xMTBR2YodQXF1dyc7OrlCsryxMOPExlXLr1i2qX79+vrUnl8tp8ODB1L9/f4X0qL5//047duygtm3bUsmSJal///506tSpPE+kSU5OprVr15KRkRHNmzevwJ4IEBQURCYmJpkuKYmLi6OqVavS4cOH8zEy5ZDJZNS6dWtavny50KGwX3DiYyolLi6OdHR08vUTcnx8PNWpU4fc3d1zdX9cXBx5eXlR9+7dSV9fn+zt7cnb21spxxKFhYWRo6MjVapUifz8/BRevzLdv3+fTE1Ns9zdZMSIEfna61e2d+/ekbGxMd2/f1/oUNj/48THVI6lpWW+HiJLRPT8+XMyNjamoKCgbJVPSkqikydPkpOTE5UsWZI6dOhAu3btSrOhsrKcPXuWLC0tqUePHgViOPDx48dkZmaW5QL0Y8eOUZUqVQrdhJ49e/ZQ7dq1U50nyITDiY+pHAcHB/Ly8sr3do8dO0YVKlTIcKG4VCqlixcv0vDhw8nQ0JCaNWtGbm5u6e4pmR8SExNp0aJFZGRkRCtXrlSpdYm/ev78OVlYWGS5qPvDhw9kamoq2EkayiSXy6lHjx40c+ZMoUNhxImPqaCFCxfSnDlzBGl7ypQp1KlTp5TNrOVyOd28eZMmTpxIZmZmZGNjQy4uLirVy3r58iV16tSJrK2tVe5cuDdv3lD58uVp69atmZb7+SxsyZIl+RRZ/vvy5QuZmZnR9evXhQ6lyONjiZjK8fHxwc6dO/H333/ne9sSiQStWrVCvXr1oKenh0OHDqFYsWJwcnKCk5MTqlWrlu8xZQcRpSwGb9GiBVxcXGBmZiZoTOHh4fj999/x559/YsKECZmWdXFxwcmTJ+Hv7w91dfV8ijD/+fr6Ytq0abh//36BWZBfKAmceBlL4+XLl1S+fPl8b/fFixe0ePFiqlq1Kqmrq1Pv3r3p3r17BWr9XGxsLM2YMYOMjY1p8+bNgq2B+/z5M1WvXp1WrVqVZdng4GAyMTGht2/f5kNkwhs8eDCNGTNG6DCKNE58TOXIZDIqUaIEff/+XelthYWF0dq1a8nW1pZMTU1p/PjxdP36dbpw4QKZmZnRhw8flB6DMjx69Ih+//13srGxoVu3buVr25GRkVSrVi1auHBhlmXj4uKoevXqdPDgwXyITDVER0dT+fLl6ezZs0KHUmTxUCdTOZFxSWg1bBZqN+8IbX1D6GtrwMpMH44NysKoRLG81x8ZiaNHj8LLywsPHz5Ejx494OTkhFatWkFDQyOl3PLly+Hn5wd/f39oamrmud38RkTYv38/ZsyYgR49emDZsmWpTjNXhujoaLRp0wbt2rXDihUrIBKJMi0/ZswYJCQkYO/evUqNS9VcvnwZgwYNQkhIiNL/TlhanPiYyngQFg03/5e4+jwCEkky5KL/JSFtDTUQgJbVTTCuhSXqljPIUd0xMTHw9fXFoUOHEBAQgE6dOsHJyQkdO3ZEsWLpJ1O5XI7u3bvD0tIS69evz8MrE9b379/x119/4dixY1i5ciUGDx6cZULKjdjYWLRv3x6NGjXChg0bsmzD19cXU6ZMwf3796Gvr6/weFTdpEmTEBERgYMHDwodSpHDiY+phP2Bb7Hs9FOIpTJk9hspEgHaGuqY29kKA+wqZlpnYmIiTp8+DS8vL1y4cAEtWrSAk5MTunbtmu2JBVFRUWjQoAFcXFzQq1evHLwi1XPnzh2MHTsW2tracHd3R+3atbO8JzIuCUeDP+Dp5xjEiKUZ9r4TEhLQqVMnVK9eHVu2bMky6X38+BE2Njbw8fHBb7/9lufXVhAlJCSgfv36WLJkCXr37i10OEUKJz4muH+TXigSJfJs36OjqYa5na3TJD+JRIKLFy/Cy8sLf//9N2xsbODk5AQHB4dcDynduXMHnTp1QkBAgMrO6swumUyGbdu2Yf78+Rg0aBAWLFgAPT29NOV+7X0DQJL0f383/+19VzfRRrdu3WBmZobdu3dDTS3z087kcjk6dOiAZs2aYcGCBQp9fQVNUFAQunbtivv378Pc3FzocIoMTnxMUA/CotF3WyASJbKU771fm7pnRdJk6NXvDMP2Y1J9X0dTHYdH2aFWGX1cu3YNhw4dwtGjR2FpaQknJyc4Ojoq7M1ky5Yt2Lx5MwIDA1G8eHGF1Cmkr1+/YsaMGbh06RLWr1+Pnj17pvTSctL7LqahBsO3/igrfoODBw+mekaakbVr1+L48eO4evVqtsoXdvPnz0dwcDBOnTqllCFolhYnPiaoUfvu4ELolwzfYOXJYnzYNACmjguhXb5WqmsiAOayr3h/cB6MjIzg5OSEPn36oFKlSgqPk4gwePBgAMCePXsKzRvUP//8g3HjxqFs2bL/JvZIjRz3vkVyCRZ2q43BTatkWfb+/fto164dgoKClPL3VBAlJyfDzs4O48aNw4gRI4QOp0jgxMcEExmXhKarLqcaRvuvuIeX8OP6QZQZsz3dZKMGOQ44VsRvNlk/r8qr+Ph42NnZYcKECRg1apTS28svEokEGzduxOrth6FnPw8ypF5ALo3+gm/n3ZEc/hTQ0ETx6k1Rqu0oiNT+V+5n77tOWYMM20lISECDBg3w119/oX///sp6OQXS48eP0bJlS/5AkE8yH4xnTImOBn/Iskzcw0soXqt1hj0sLQ0NhMTpKjq0dBUvXhxHjx7F3LlzERwcnC9t5gdNTU1MmzYNHaasg4zS/py/nXeHuq4Byk7YhzJDN0Ec9gixd/1SlRFLZXD3f5lpO9OmTYONjQ0nvXTUrFkTM2fOxODBgyGTybK+geUJJz4mmKefYzLt7Ul/fEVS2CMUr90mwzJiqRyhn2KUEV66qlevDg8PDzg6OiIqKirf2lW2yLgkBIXFAaK0bwnSH19Q3LoZRBpaUC9RCjqVGkAS+T5VGSLgyrMIfItLSrf+kydP4syZM3B3d1dK/IXB5MmTAQAbNmwQNpAigJ8sM8HEiKWZXo97dBnFytaApkHme056HfXFnjGtYWhomKOvUqVKQUtLK8dx9+rVCwEBARg0aBBOnjyZ5SzGgiCz3re+bTfEP/kHxcrXhlwch8TXd2DQfECaciIAR+9+wOjfUz/r+/TpE0aNGoVjx46hZMmSig690FBXV8fu3bvRuHFjdOzYETVr1hQ6pEKLEx8TjL525r9+8Y8uo6Rd1mvnnHr1wPwtk/D9+3dERUWl+Xr//j3u37+f7rVixYrlOGEaGhpi1apVaNWqFVatWoXZs2cr6kcimMx639rlaiPu/jmEresNkBzFa7WBTrW0a+/EUjmefopN9T25XI4hQ4Zg9OjRaNq0qVJiL0wqV66M5cuXY+DAgQgMDMzVBzOWNU58TDBWZvoopvE53Tdc8YdQyOK+QdeqWaZ1aGuowdpcPyUhVamS9czCn4gIcXFxaZLhzwQaGRmJ58+fp5sw5XI5SpYsifnz58PLywuVKlXKVsLU19dXyRmhGfW+ieT44j0fevU6wmzgGsglifjmtxHR/rtQqtWwNOU/Rn5HfHx8ypIPV1dXxMTEYN68eUqNvzAZMWIEfH19sXTpUixevFjocAolTnxMMOVlH5GcnAyopf01jH90CbrVmkCtWOYTVwhAL5uyuWpfJBJBT08Penp6qFChQo7uTUxMxPfv3+Hn54dZs2Zh0qRJEIlEKYkxLCws3R5oQkICDAwMMhx6zShhGhgYKHXNW0a9b3liLGQxEdCz6QKRhibUNTRRok5bRP+zL93EFxRwFcbTOkNXVxcmJiZ48+YN+vTpg7Vr16J8+fIoX748ypUrhzJlyvAavgyIRCJs374d9erVQ5cuXdCoUSOhQyp0+DeP5bs7d+5g3rx5CA0NRfURa/E8QSPNOj6jjuOzrIfkctQwEClk4+qc0tHRgY6ODkaOHIkvX75g165duHLlSpabWUskEkRHR6fbi4yKisKLFy/S7YFGR0ejRIkS2X52+eufM9qL9FcZ9b7VdUtCo2RpxN47Df3GDqDkRMQ9vARN07RT7rU11DB5zECMOrAA79+/R6tWrTB69GhYWlri/fv3CA4ORlhYGN6/f4+IiAiULl06JRH+mhR//tfIyEgle8f5wdzcHJs2bcKgQYNw9+5d6Ormz8zlooLX8bF8ExISgvnz5+POnTuYO3cuhg8fjtAvCWl2bskuLTUg+cwqtKlfFWvXroWBgYHig84GuVyOLl26oEaNGlizZo3S2oiJickwYWb2pampmWWy1NQzxLKH2khv3Xryl9eIurgVkq9vADV1aJevDcP2Y6Fe3CBVuWIaargxszWMShTD+PHj8e3bNxw8eDDd5CWRSBAeHp6SCN+/f5/y/z//m5SUlCoRppccC3tC6NevH0xMTLBx40YA2d87lWWOEx9TutDQUCxcuBBXr17FrFmzMHr0aOjo6KRcz8tend1rGmHGjBk4deoUPD098ccffyjjJWTp27dvaNCgAdatWwcHBwdBYkgPESE+Pj7DiT+/foUaN0eCQRUgF7NURQCaVdTDpj518M8//2DixIm4f/9+nj6MxMbGIiwsLMPkGBYWhhIlSmSYFMuXLw9zc/MCPaQaFRWFOnXqYNGm3bgVZ5CtvVNzenJJUcSJjynNq1evsGjRIpw9exZTp07F+PHjM9znMq+nM1y+fBkjRoxA8+bNsWHDBpQqVUrBryZrt2/fxh9//IGAgABUrVo139vPK7/AR3A+9gLQyMVMQlkyRJc2IOrlfcTExKBkyZIwNTXN8tnlf4doc5KkiAgRERGpEuJ/k2NERATMzMzSTYo//2toaKjSQ6qzd57GwVAx1DSKIbM365ycXFLUceJjCvf+/XssXboUx48fx4QJE/Dnn39ma/1WyIdouPu/xJVnESCSI/mX0c+fn2pbVTfBuJaW6W6NFRcXh9mzZ+P48ePw8PBAt27dFPeissnDwwMeHh4IDAwsUMNwZ86cwZAhQ9BtympcjzfNVe+7f+MK6Ny5M2xsbDB58uRMe5fp9UC/f/+O4sWL53jij6GhIbS1tdONLTk5GR8/fsw0OSYnJ2eYFH/+/68jFPlJkSeXsP/hxMcU5uPHj1i+fDm8vLwwevRoTJs2LVdHAX2LS8LSgxdx6U4oGjZtAX1tTViZ66GXTfaeY1y9ehXDhw9H48aN4erqCiMjo9y8nFwhIgwcOBAaGhrYtWuXSvckgH+fHS5btgyenp44fPgwmjVr9r/et0SWaQ+D5HLoFNPAX///Juvq6oqDBw/i2rVruTqxXi6XIzY2NtvPLn8mz2/fvkFdXT1HGxf8/P8SJUogLi4uzfPFX///w4cP0NPTyzQ5mpubQ11dPesXmQPpnVzyU/yTq4gO8IIsJgLqxUvB6I8/oV3uf5u4Z2fv1KKMEx/Ls69fv2LVqlXYtWsXhg4dipkzZ8LU1DRPdW7fvh0BAQHYtWtXru6Pj4/HX3/9hUOHDsHNzS1fn7vFx8ejUaNGmDx5skrvtv/jxw8MHjwYX79+xdGjR1GmTJmUayEfojFktRd+FC8LTQ0NiNN5pqQb/Qa/Gydi44KpePjwIVq3bo3AwMAcraVUBCJCYmJirib+JCcnZ9mbNDAwgLq6OpKSkhAfH48fP34gIiIi1fPHyMhImJubZzoZp1SpUjn6IJTRySWJb+7h2xlXmHSfCa0y1SCL+3frPA0945QyIhHQoUZpeA6wVcjPuLDhxMdyLSoqCmvXroWnpyecnJwwZ86cVG+eebF48WIkJydj6dKleaonICAAQ4cORf369bF582aYmJgoJL6sPH36FM2bN8e5c+dgY2OTL23mxJMnT2Bvb482bdpgw4YNaXYICQ8PR+3atRH8+DnOv/iBp59iESOWpOp9R3/5gMaNGyM4OBhdunTB1KlTMWTIEGFeUC4lJydna+LPf79iY2Ohr6+fKjlqa2tDQ0MDcrkcUqkUCQkJiI2Nxffv3/H161dIpdKUZJjeZJxfh1QzO7nk875pKF6nPfTqts/0tf06y5alVnCnOzHBxMTEYMOGDXB1dYW9vT3u3r2b4wXgWQkPD0e9evXyXE/Tpk3x4MEDzJ8/H7Vr14arqyscHR2VPgRpZWUFNzc3ODo64s6dO4JMtsnIsWPHMGbMGKxevRpDhw5Nt4ynpyf69euHSubGGG1unG4ZoxJVMGDAAHTr1g01atRIOa+wINHS0kLp0qVRunTpHN0nk8nSrMfMKIFqampCQ0MDkZGRePnyJd6/fw8dHR1oampCJBJBJpOl9Ca1tbVhZGQEvYb2SK7SKs3mDiSXIenTS+hYNka450iQLBm6Ve1g0GoY1DRTJ7iM9k5lnPhYDsTHx2Pz5s1Yu3YtOnTogMDAQFhaWiqlrY8fP6Jz584KqUtHRwcuLi7o2bMnhg4dCm9vb7i5ueX4zS6nevfujYCAAAwePBi+vr6Cb2Ytk8nw119/4eDBgzhz5gxsbdMfBhOLxdi6dSv++eefLOu0s7PDpk2bsH17+uclFlbq6uowMjLK8fNjIsrwOWZkZCTCw8MRHh6OZ3qlQensaCSLjwbkUiQ8C0DpAasgUlNHxLGl+HHjMEq1GJSqbHp7p7J/ceJjWRKLxfD09MSqVavQvHlz+Pv7o0aNGkptMzw8HBYWFgqt087ODvfu3cOiRYtQp04dbNiwAX379lXqG7aLiwtatGgBFxcXzJw5U2ntZOXbt29wcnKCTCbDnTt3Mh3yPXz4MGxsbFC9evVM6/z69SumTJmC4cOHY+XKlTh27Jiiwy50RCIR9PX1oa+vj4oVK2ZYbtie27j89Gva+/+/V6fXoCs0Svw7cUyvYY90Ex8AxIgligm8kCn456kwpUlOToaHhwcsLS1x5coVnDlzBt7e3kpPesC/iU9Rzwt/pa2tjRUrVuDUqVNYtmwZ7O3t8enTJ4W385OWlha8vb2xfv16+Pv7K62dzNy7dw+2traoW7cuzp07l2nSIyJs3LgREydOzLROIsLQoUMxZMgQbNy4Ebdv38aNGzcUHXqRJJfLkRwbne41de0SUNdLf+g5PfraOZ9dWxRw4mNpSKVS7Nq1C9WrV8eJEydw/PhxnDhxQiHP3LJDIpHg+/fvSh2KbNiwIYKDg1G7dm3UrVsX+/btg7LmeZUrVw779u1D//79lZpk07Nv3z60b98eK1euhIuLS5YLxAMCAhAXF4cOHTpkWs7NzQ1fv37FokWLoKOjgyVLlmD69OlK+xkWdklJSTh79ixGjx4NCwsLBF3whTrS38avRO22iA0+BVl8NGTiOMTeOQFdy4ZpymlrqMHKXE/ZoRdIPKuTpZDJZDh8+DAWLlyIMmXKYOnSpWjWLPNjgZTh/fv3aNKkCT58yPhwVEW6e/cuhg4dinLlymHLli0KH2L9afHixbh06RIuXbqk9G20JBIJpk6dijNnzsDHxwe1atXK+ib8+1yyefPmmDBhQoZlHj9+jJYtW+LGjRspO9TIZDLY2Nhg4cKFsLe3V8hrKOx+/PiBM2fOwNfXF2fPnkWtWrXQo0cP9OjRAwZm5TKc1UkyKaIubkX8k6sQaWiiuFVzlGo1FKL/7LjDszozxomPQS6Xw8fHB/Pnz4e+vj6WLl2K1q1bCzZZITAwEBMnTkRQUFC+tZmcnIwVK1bAzc0Nq1atwpAhQxT++uVyOTp37ow6depg9erVCq37V58/f0bv3r2hr6+P/fv3Z3u/zLCwMNSrVw9v376Fnl76PQWxWIxGjRrhzz//xLBhqY8lOnfuHCZMmIDHjx/nagF7UfDp0yecPHkSvr6+CAgIQPPmzdGjRw9069YtzQhHRuv4soPX8WWOhzqLMCLCqVOnYGtri2XLlsHFxQU3btxAmzZtBJ2hp4yJLVnR0tLCggULcOHCBWzatAmdOnVCWFiYQttQU1PD/v37cfjwYfj6+iq07p9u3ryJhg0bonXr1jh58mSONon28PDAwIEDM0x6ADB79mxUq1Yt3WUQ7du3R4UKFbBt27bchF5oPX/+HKtXr8Zvv/2GGjVq4J9//sGwYcMQHh4OPz8/jBw5Mt1hfeeWltDWyN1uMNoa6hjXUjkzrgsD7vEVQUSEixcvYt68eYiLi8OSJUvQo0cPlZmO7urqiufPn2Pz5s2CtC+RSLBq1Sps3LgRy5cvx4gRIxT6swkKCkKXLl1w8+ZNhe1yQkTYunUr5s2bhx07dqBr1645uj8xMREVKlTAjRs3MlyicvbsWYwcORIPHjzIcCu6e/fuoVOnTnjx4kWmCbQwk8vlCA4Oho+PD3x9fREdHZ0yhNmyZcs0mwVkhvfqVA5OfEXMP//8g3nz5uHz589YuHAhevfurfA9BvNq1qxZ0NfXx5w5cwSN4+HDhxg6dChKlSqFbdu2ZTr9PKfc3Nywbds23Lx5M88bIIvFYjg7OyMwMBC+vr65Ohlix44d8PHxwalTp9K9HhERgXr16mH//v1o1apVpnUNGjQIFStWxOLFi3McR0ElkUjg7+8PX19fnDhxAnp6eujRowfs7e1ha2ubpzWcY9YcwLmvxQENzVydXMLS4sRXRNy6dQvz5s3Dy5cvMX/+fAwYMEBlzykbOHAg2rZtqxI7gUilUqxZswZr1qzBkiVLMHr0aIUsRCci9OvXD7q6utixY0eu63n//j169uyJSpUqYefOnShRokSuYqlXrx5cXFzQvn3abbCICN26dUPNmjWxcuXKLOt79+4dbGxs8PDhQ6UsSVEVcXFxOHv2LHx9fXH69GlUq1YN9vb26N69O6ysrBTSxo8fP1C9enVs3OeLK180cOVZBERAununZnZyCfsPYoXa3bt3qUuXLlS2bFny9PSkpKQkoUPKUqtWrej8+fNCh5HK48ePqXHjxtSyZUt69eqVQuqMjY0la2tr2rFjR67uv3z5MpmZmdHq1atJLpfnOg5/f3+ytrbOsA53d3dq0KBBjn53pk+fTiNGjMh1TKrqy5cvtH37dvrjjz9IT0+POnToQB4eHhQeHq6U9qZPn05Dhw5N+XNkrJg8r76kPw/do2G7g+jPQ/fI8+pLiowVK6X9wooTXyH1+PFj6tWrF5mZmdHGjRspMTFR6JCyrXr16vT48WOhw0hDKpWSi4sLGRkZkaurK8lksjzX+eTJEzI2NqZ79+5l+x65XE5r166l0qVL04ULF/Icg4ODA7m7u6d77fHjx2RsbExPnz7NUZ3fv38nExMTevToUZ7jE9rLly9pzZo11KxZMypZsiT17t2bDh48SNHR0Upt98WLF2RkZEQfP35UajtFESe+Qub58+fUv39/MjExodWrV1NcXJzQIeVYiRIllP6mkhdPnz6lJk2aUPPmzenFixd5rs/Ly4uqVKlC379/z7JsXFwc9e3bl2xsbOjt27d5bvvNmzdkaGhIsbGxaa6JxWKqW7cubd26NVd1r1u3jrp06ZLXEPOdXC6n4OBgmjdvHtWuXZtKly5NI0eOJD8/PxKL869n1b17d1q+fHm+tVeUcOIrJN68eUPDhg0jIyMjWrx4Mf348UPokHIlJiaGdHV18zR0lx+kUimtX7+ejIyMaN26dSSVSvNUn7OzM/Xo0SPT1/3y5UuqXbs2DR48mBISEvLU3k/Tp0+nKVOmpHttypQpZG9vn+u/C7FYTBUrVqQrV67kIcL8IZFI6PLlyzRx4kQqX748WVpa0vTp0ykgICDPf7e5cfHiRapUqVKBGqkpSDjxFXAfPnygsWPHkqGhIc2dO5eioqKEDilPQkNDqWrVqkKHkW0vXryg5s2bU5MmTXI8HPgrsVhMjRo1otWrV6d73c/Pj0xNTcnNzU1hHwri4uLIyMgo3WeW58+fp7Jly1JkZGSe2jh48CDZ2toqZFhY0eLj48nHx4cGDx5MRkZGZGtrS0uXLqVHjx4J+sFLIpFQ7dq16ejRo4LFUNhx4iugPn/+TH/++SeVKlWKpk+fThEREUKHpBAXL16kli1bCh1GjshkMtq0aRMZGRnR6tWrc91DePfuHZUuXZquXr2aqu7FixdTmTJl6Pr164oKmYiItmzZQt27d0/z/YiICLKwsKCLFy/muQ2ZTEa2trbk5eWV57oUITIyknbt2kXdu3cnPT09atOmDW3atInev38vdGgpPDw86Pfff1f5UY+CjBNfARMZGUmzZs0iQ0NDmjBhQqF78L13717q16+f0GHkyqtXr6hVq1bUuHHjXE/OOXPmDJUpU4Y+ffpE0dHR1K1bN2rSpInCZw3K5XKqWbMmXbp0Kc33u3fvTtOnT1dYW5cvX6ZKlSrl6/OxX71584Y2bNhALVu2JH19fXJwcKB9+/bRt2/fBIknM9+/fydTU1O6e/eu0KEUarxlWQHx48cPLFy4ENWrV0dUVBTu378PV1dXmJubCx2aQgmxXZmiVK5cGRcvXsSQIUPw+++/Y8WKFZBKpTmqo2PHjhgxYgS6du2KRo0aoWzZsrhy5YrC18NdvnwZANIsRt+6dSvev3+PpUuXKqytVq1aoUaNGvDw8FBYnZkhIoSEhGDx4sWwsbFBo0aNEBISgilTpuDz5884duwYBgwYkOHuM0JasmQJunXrhvr16wsdSuEmdOZlmYuNjaXly5eTsbExDR48WGFryFTVhAkTaP369UKHkWdv376ltm3bkq2tLT18+DBH9x4+fJg0NTWpc+fOSoqOqFu3brRly5ZU3wsNDSVjY2MKDQ1VeHuPHj0iExOTbM1czQ2pVEr//PMPTZ48mSpVqkQVK1akyZMn09WrVwWZnJIbz549IyMjI/r8+bPQoRR6nPhUVEJCQsparb59+yrlzUgVOTg4kLe3t9BhKIRcLqetW7eSsbExLV68mJKTkzMtL5VKaebMmVShQgW6ePEilStXjk6cOKHwuF69ekVGRkaplrqIxWKqX78+eXp6Kry9n0aMGEEzZsxQWH0JCQl08uRJGjZsGJmYmFC9evVo4cKFdP/+/QL5fKxr1660atUqocMoEjjxqRixWEybN2+mMmXKkL29PYWEhAgdUr5q3LgxBQQECB2GQr179446dOhA9evXp/v376dbJjIyktq2bUutW7emr1+/EhHRzZs3ycTEROG9/ClTpqR5hjd9+nTq3r27UhNGeHg4GRoa0rt373JdR1RUFO3bt4969uxJ+vr61KJFC9qwYQO9efNGcYEK4Pz581S5cmXBnoMWNZz4VERycjJt376dypcvT506daLbt28LHZIgypUrV+DfxNIjl8tp586dZGxsTAsWLEi1/VdwcDBVrFiRpk+fThKJJNV9GzdupPr16ytsPVdsbCwZGhqmWvx+8eJFsrCwyJeZwX/99RcNGjQoR/eEhYXR5s2bqW3btqSvr0/du3enXbt2FZqZzBKJhGrWrEnHjx8XOpQigxOfwKRSKe3bt4+qVKlCrVu3LnS9nZyQyWSkqalZIPYTza0PHz7QH3/8QXXq1KHg4GDas2cPGRsb0+HDh9MtL5fLqXfv3grb99LNzY0cHBxS/hwZGUkWFhb5tjfqjx8/qHTp0plu0SaXy+nx48e0bNkysrW1JUNDQxo0aBAdP368QO5ElBU3Nzdq1apVgRyeLag48QlEJpORt7c3WVtbU9OmTeny5ctChyS4z58/k4mJidBhKN3P3p+2tjaVKlWKgoODMy0fExNDVlZWtGvXrjy1K5PJyMrKivz9/VPisLe3z3DnFmXZvHkztWvXLk1sAQEBNH36dKpatSqVK1eOJkyYQJcvX87y2WhBFhUVRaampvTgwQOhQylSOPHlM7lcTidOnKC6deuSra0tnTlzhj/p/b/g4GCqW7eu0GEo3adPn6hZs2bUtm1b6ty5M9WsWZOCgoIyvefRo0dkbGycpzfIc+fOUZ06dVJ+37Zt20Z169bN9+dKycnJVLVqVfr777/p9OnTNGrUKDIzM6PatWvTvHnzKDg4uMj8m5g0aRKNGjVK6DCKHE58+UQul9PZs2epYcOGVKdOHfL19S0y/7iz6+TJk0qdwq8Kbty4QRYWFrRw4UKSyWQkl8vp4MGDZGpqSjNnzsz0Wd7+/fvJ0tIy1xt4//HHH7R9+3Yi+nejbWNj43w/BSM6Opq8vLyoadOmpKamRk2bNqU1a9YoZLPvgiY0NJSMjIzoy5cvQodS5HDiywf+/v7UrFkzsrKyosOHD6vkvoWqwNPTs1Ce4Ub07wcfDw8PMjExob///jvN9c+fP1PPnj3JysqKbt68mWE9Y8eOJQcHhxx/aHr+/DmZmJhQQkICJSUlUYMGDTI8ikjRPn78SJ6entShQwfS09OjP/74g7Zu3UoNGjSgPXv25EsMqqhz5860Zs0aocMokjjxKdGNGzeoTZs2VLlyZdq7d2+BWUgrlHnz5tGCBQuEDkPhEhMTaejQoVSzZk16/vx5pmW9vb2pdOnSNHXq1HRPYBCLxdSwYUNau3ZtjmKYOHEizZ49m4iIZs6cSV27dlXqiMPTp09p5cqVZGdnRwYGBtSvXz/y9vammJiYlDIBAQFUrlw5hZ00UZCcOXOGLC0tC/VELlXGiU8J7ty5Q507d6Zy5crRtm3bCvXDeUUaNmxYrs9+U1Xv3r0jW1tb6t27d7pn3qXn69ev1KdPH6pWrVq6G1O/ffuWTE1N6dq1a9mq78ePH1SqVCl6//49Xb58mcqUKZOyVlBRZDIZ3bp1i2bPnk3W1tZUpkwZGjduHJ0/fz7TN3cHBwdauXKlQmNRdcnJyWRtba2UzQlY9nDiU6CQkBCyt7cnc3Nz2rRpEy9GzaGOHTvSqVOnhA5DYS5dukRmZmbk4uKSq97VsWPHyNzcnCZNmpRmGr+fnx9ZWFik2t4qIlZMHv4vadKhuzR0dxBNOnSXPPxf0sr1m8nR0ZG+fftGZcuWpbNnz+b5tRERJSUl0fnz52ncuHFkYWFB1tbWNHv2bLp161a2h/N/btNVWNbkZYerqyu1bduWn/ELSEREJPR+oQXds2fPsHDhQly+fBkzZszA2LFjoaurK3RYBU6dOnWwd+9e1KtXT+hQ8oSIsG7dOri4uODAgQNo06ZNruv69u0bJk2ahMDAQOzYsQMtWrRIuTZv3jwEBARgzc4j8Lz2BlefRwAAkqTylDLaGmoQJyWhQRkdJNz2gZWpDtavX5/reOLi4nD27Fn4+PjgzJkzqF69Onr06IEePXqgevXquarT2dkZWlpaeYqroPj27Rusra1x+fJl1KpVS+hwiixOfHnw+vVrLF68GH5+fpg8eTImTJgAPT09ocMqsIyNjREaGgoTExOhQ8m1+Ph4DB8+HC9fvsSxY8dQoUIFhdR78uRJjB07Fvb29li5ciVKlCgBmUwGuwHTEVWxJeQidWT+L5kAqQQLutfG0GaWOWr769evOHnyJHx9ffHPP/+gSZMmsLe3R7du3RRyOsiXL19Qs2ZN3Lp1C1WqVMlzfaps4sSJkEqlcHd3FzqUIo0TXy6EhYVh2bJlOHLkCMaPH4/JkyfDwMBA6LAKNLFYjJIlSyIxMRFqagXztKyXL1/C3t4etra2cHd3h46OjkLrj4qKwuTJk3Ht2jVs374dH3UrY6lfKMS/9PCyoqOphrmdrTHArmKm5V69egVfX1/4+vri4cOH6NixI3r06IFOnTqhZMmSeXwlaS1duhSPHj3CoUOHFF63qnjy5AlatGiB0NBQGBsbCx1OkcaJLwc+f/6MFStWYN++fRg1ahSmT58OIyMjocMqFF6/fo3WrVvj7du3QoeSK35+fhg6dCgWLVqEMWPGQCQSKbWtMXNXQLPjdMhFGqmufT4wC0kfn0Gkpg4AUNczgsWoLanK6Giq4/AoO9Qpa5DyPSLCvXv34OvrCx8fH0RERKB79+7o0aMHWrdujWLFiint9QD/9pSrVasGHx8fNGrUSKltCYGI0KlTJ3Ts2BF//vmn0OEUeRpZF2GRkZFYvXo1tm/fjkGDBuHJkycwMzMTOqxC5ePHjwo/bDU/yOVyLF26FFu3boWvry+aNGmi9Db/+OMPtP1iiCvPI9O9bth+DPTqdsjwfrFUBnf/l9jctx6uXbsGHx8f+Pr6olixYrC3t8eWLVtgZ2eXrz3v4sWLY9GiRZgxYwauXLmi1A8OQjhz5gzevHmDcePGCR0KAye+TEVHR2Pt2rVwd3dH7969ERISgrJlywodVqFUEE9e//HjBwYOHIioqCjcvn1bIc+7siMyLgk33kQDotwlJiLg3KOPMKvoiErmxrC3t8fZs2dhbW0taMIZMmQI1q9fDz8/P3Tp0kWwOBRNIpFgypQpWLduHbS0tIQOh4ETX7piY2OxceNGbNy4EV27dsWdO3dQqVIlocMq1D5+/FigEt/jx49hb2+P9u3b4+jRo/n6hnY0+EOm16P99yDafw80DS1g8PtAaFeok6aMukiE6e5HMbNbA2WFmWMaGhpYvXo1pk+fjo4dO0JDo3C8Pbm5uaFixYro3Lmz0KGw/1cwZxEoSUJCAtasWQNLS0uEhoYiICAAO3fu5KSXD8LDwwvMUOeRI0fQsmVLzJ07F5s3b873T/FPP8ekWrLwq1KthsJizHaUdd6DEvU64uuxJZB8/5SmnBRq+JyoruxQc6xz584oXbo0du3aJXQoChEZGYlly5Zh3bp1hW74tiArHB+p8igpKQlbt27FihUr0KRJE1y6dInX2OSz8PBw1K9fX+gwMiWVSjF37lwcPnwY586dg42NjcLbICIkJibix48fGX7d+VYaQKl07y9W5n9r6UrUboP4J1eR+OoONG27pikbI5YoPP68EolEWL16NXr06IF+/fqhePHiQoeUJwsWLEDfvn1Ro0YNoUNhvyjSiU8ikWDXrl1YunQp6tSpg1OnTinlzYxlTdWHOiMjI+Hk5AQiwp07d9Kdjp6dpJXRV3R0dMr/q6uro2TJkul+GRgYQEvHGMjuXGyRCBkV1tfWzP0PRIkaNmyI33//HevWrcO8efOEDifXHj16hCNHjiA0NFToUNh/FMnEJ5VKceDAASxevBiVK1eGt7c37OzshA6rSBN6qJOIIBaL001GISEhcHNzg5WVFRo0aIBp06ZlmMDU1NQyTFo/vypWrJiSxNK7ntXSAc+rr7D+4vM0w51ycRySPj6DdvnagJo64kP/QVLYIxi2GZmmDm0NNViZq+5mC8uXL0fDhg0xatQolC5dWuhwcoyIMHnyZPz111+85EkFFZjEFxmXhKPBH/D0cwxixFLoa2vAykwfjg3KwqhE9tYYyeVyeHt7Y+HChTA1NcXOnTtTbQHFhEFEeUp86SWtzHpUGX2JRKI0CSk6OhqPHj1CmzZt0LBhw0x7YtlJWnmVkJCApNCrSEoyBNRT99hILkP0P/shifoAiNSgaVQWJg5/QdMo7UxkAtDLRnVnKFeqVAmDBg3CokWLCuQuJ6dOnUJ4eDjGjh0rdCgsHSq/gP1BWDTc/F9muA8hAWhZ3QTjWliibjmDdOsgIpw4cQLz58+Hjo4OlixZgnbt2vHDZhVARPj06ROsrKxw+/btHA8L/jdpZZSQsvOlra2dEldycjKmTJmC8+fPw8fHBzVr1hTwp/TvrjAeHh7Ys2cPmjRpArUWY/DgG2WxTVkGSI5WVY2wa7jy1xzmxbdv32BlZYXr16/neh9QISQnJ6NWrVpwdXVFx44dhQ6HpUOlE9/+wLdYdvopxFJZpv/ARSJAW0MdcztbpdqKiYhw9uxZzJs3D1KpFEuWLEGXLl044SlQRsODOfmSy+UgIlSqVCnTxJRZEvs1aeXVp0+f4OjoiFKlSmHfvn2CbUcnl8tx5swZuLm54fbt2xg2bBjGjBmDSpUq4UFYNPpuC0SiRJbzimXJEJ9agRXTx2LIkCEq/e9h9erVCAwMxPHjx4UOJdvWrVuHixcv4vTp00KHwjKgsonv36QXikRJ7vYhvHz5Mv766y9ER0dj8eLFcHBwKLB7QCpLZsOD2U1gRJSjXlV6Seyff/6Bi4sLLly4IPSPBDdu3EDv3r0xatQo/PXXX4L8zkRFRWHnzp3w8PBAqVKlMH78ePTp0yfN3p+5+TeiraEG3WdnoBMejISEBOjr68PT0xPW1taKfhkKIRaLUb16dRw4cADNmjUTOpwsRUREoEaNGrh27RqsrKyEDodlQCUTX0afZmWJsfh2eiPEb+9BTUcfpVoMRvGaLVOV0VIHTB7sx9end7Bw4UL07dsX6uqqt14pr7J6ppWdJEZEeRoa/NnTymuPYdeuXfD398eePXsU9NPJOSKCh4cHFi5ciF27duGPP/7I9xju3r0LNzc3HD9+HF27doWzszMaNWqU6c83N6MifRpYYPbs2Th27BgcHR2xc+dOjBkzBnPnzlX4xtqKsG/fPri7u+PGjRsq3TsFgDFjxkBbWxsbNmwQOhSWCZWc3OLm/xJiadohnKjzHhCpa6LshP1I/vIaX48ugqZpJWiZ/O/ol2SJHHqNe+Gqzz6V3fkhKSkp10ODP8unl7T++1WuXDnUqlVLqUlLEYTeriwxMRHjxo3DnTt3cOPGDVha5uzYnrxISkrC0aNH4ebmhg8fPmDs2LF49uwZTE1Ns3X/ALuKqFPWAO7+L3HlWQREQKrTGn4+B29V3QTjWlqmbEy9Zs0aNG7cGOPGjcOcOXMQGBiIWrVqwd3dHR06ZLzPpxD69++PtWvX4vjx4+jZs6fQ4WQoJCQEx48fx9OnT4UOhWVB5TJDZFwSrj6PSPPpVZ4sRsKzGygzwg1qWjrQLlcTupaNEf/4CrRaDvlfQTU1vEnSxQ+xDEYlFP/yfk1auR0elMvlWSatsmXLombNmhn2xFQlaSnCx48fBZs88u7dO/Ts2RNVqlTBzZs3UaJEiXxpNywsDFu2bMH27dtRu3ZtzJgxA126dMnVh7U6ZQ3gOcAW3+KScPTuBzz9FIsYsQT62pqwMtdDL5v0Zz47OjqiVq1acHBwQPPmzbF27VqMHTsWjRo1wvr16/Nt79GsqKmpwcXFBePGjUO3bt2gqal66w+JCH/++ScWLFgAQ0NDocNhWVC5xJfRPoTSqHCI1NSgafi/noGmaSUkvX+YpqwIwNG7HzD699SHWmaWtLKbxGQyWZZDg/9NWv/90tHRKTRJSxHCw8PRrl27fG/38uXL6NevH6ZNm4apU6cq/e+EiODv74/NmzfjypUrGDBgAPz9/RX2LMioRLE0v/NZsba2RlBQEIYNG4Zly5bh9OnT2Lt3L+rUqYNFixZh9OjRKvGooF27dqhcuTK2bt0KZ2dnocNJ48SJE/jy5QtGjx4tdCgsG1Qu8WW0D6FckghRMd1U31Mrpgt5cmKasmKpHJv3+WDHNO9USey/SSu951sWFhaoUaMGJ618lN+7thAR1q5di7Vr1+LgwYNo3bq1UtuLjY3F3r17U9ajjR8/Hrt374aenmosINfT04O3tzfWrVuHli1bYt++fejfvz/GjBmDPXv2wNPTUyW2k1u9ejU6dOiAgQMHQl9fX+hwUiQlJWHatGlwd3dX2ccrLDWV+1uKEUvT/b6apg4oKXWSo6QEqGml/zC+UvUamDtiEyetAiA/d22Ji4vD8OHD8erVK9y6dQvly5dXWluhoaFwc3PDwYMH0aZNG7i5uaFFixYq+TsoEokwdepUNGjQAP369cP48eNx5coV7NmzBx06dMCAAQOwaNEiQZN13bp10bFjR6xevRpLly4VLI7/cnV1hbW1Ndq3by90KCybVG5+v752+rlYw9ACJJdBEhWe8r3kr2+g+cvEll+VNzdB48aNYWVlBXNzc+jq6qrkG05RJ5VKERkZmS8H+7548QK//fYbihcvjuvXrysl6UmlUvj4+KBNmzZo1aoVDA0NERISknKig6r/DrZs2RK3b9/GqVOn4ODggJ49e+Lx48eIiopCzZo14ePjAyEngi9ZsgQeHh4IDw/PunA++PLlC1atWoW1a9cKHQrLAZVLfFZm+iimkTYsNS1t6Fb/DdHXDkCeLIb4wxMkvLyF4jVbpa1EJsFhz7WoXbs2RowYge3bt+Phw4eQyXKx2Jcp1ZcvX2BsbKz0IaJTp06hadOmGDduHHbs2KHQBe8A8PXrVyxfvhyVK1fGmjVrMGLECLx//x6LFy8ucIcXW1hYwN/fHxUrVkTDhg3x6dMn7N69G3v37sXs2bPRvXt3vHv3TpDYypUrh5EjR2LBggWCtP9ff/31FwYNGoRq1aoJHQrLAZVbxxcZl4Smqy6n+5wvO+v4AKCYhhquTv0d4a+eIjAwELdu3cKtW7fw6dMn2NraonHjxilfqjJzragKCgpKWUqgDHK5HEuWLMG2bdvg7e2NJk0Ut00XEeHWrVvYvHkz/Pz80KtXLzg7O6NevXoKa0NoBw4cwJ9//on169djwIABSEpKgouLCzZs2IBZs2Zh0qRJ+T7L8sePH6hWrZrgx4fdv38fHTp0wLNnzwTb3YfljsolPgAYte8OLoR+ydU+hCIR0KFGaXgOsE1zLSoqCkFBQbh16xYCAwMRFBSEEiVKoHHjxrCzs0Pjxo1hY2Ojkot4CysfHx/s3r0bJ06cUHjd0dHRGDhwIL5//44jR44o7ENOYmIiDh06hM2bNyM6OhrOzs4YOnQoSpVK/4y8gi4kJAQ9e/ZEx44dsXbtWmhpaeHly5cYN24cvnz5Ak9PT/z222/5GtPGjRtx/vx5+Pn55Wu7PxERWrVqhb59+2LMmDGCxMByTyUTX172IdTRVMfhUXYpC3UzQ0R4+fJlSq8wMDAQT548QY0aNVJ6hHZ2dqhatarKP5spqNzc3PDo0SN4eHgotN7Hjx/D3t4eHTp0SHmzzqs3b97Aw8MDu3btQqNGjTB+/Hh06NChSGyFFx0djcGDByMiIgJHjhyBhYUFiAiHDh3C1KlT0a1bN6xYsSLfkn9ycjKsra2xbds2pc/KTc+xY8ewcOFC3Lt3j2dyFkAq+S+2bjkDzO1sBR3NnIX3716dVtlKesC/M9mqVq2KgQMHYvPmzbhz5w6+ffsGV1dXVKlSBX5+fmjfvj2MjIzQsWNHLFy4EGfOnMG3b99y8apYepSxa8vPiSRz587Fpk2b8pT05HI5zp49iy5duqBhw4aQy+UIDAyEn58fOnXqVCSSHgAYGBjAx8cHXbt2RcOGDeHv7w+RSAQnJyc8efIEampqqFGjBg4ePJgvk1+0tLSwfPlyzJgxA3J59vcqVQSxWIzp06djw4YNnPQKKJXs8f2U19MZFOXz588pzwkDAwNx584dmJmZpRoirVOnjkJ6FUXNkCFD0KJFCwwdOjTPdUmlUsyZMwdHjhzBsWPHYGNjk+u6vn//jt27d8Pd3R16enoYP348+vbtC11d3axvLuQuXLiAgQMHpln4HxgYiDFjxsDExATu7u6oWrWqUuMgIjRu3Bh//vkn+vXrp9S2frVy5UoEBgbC19c339pkiqXSiQ8AQj5E53gfQmWTyWQIDQ1NNXHm1atXqFevXqoh0vLly/MQaRbatWuHadOm5Xl/yMjISPTt2xcikQheXl4wNjbOVT0PHjyAm5sbjhw5gs6dO2P8+PGws7Pjv8f/eP/+PXr27IkKFSpg165dKev7pFIpNm7ciBUrVmDixImYOXOmUg/nvXr1KoYMGYKnT58q/RBg4N8jq2rXro2bN28qPbEz5VH5xPdTTvchzG+xsbG4c+dOSq/w1q1bKZ9If/YKGzZsqDK7daiKGjVqwNvbO0+z84KDg9GzZ0/07dsXy5Yty/EWW8nJyTh+/Dg2b96Md+/eYfTo0Rg5ciRKly6d65iKArFYjEmTJuGff/7B8ePHUx1t9P79e0yYMAFPnz6Fp6cnWrVKZ9mRgnTr1g0tW7bElClTlNbGT8OHD4ehoSFcXFyU3hZTImJKIZfL6e3bt3T48GGaMmUKNWnShHR1dalWrVo0fPhw2rZtG4WEhJBUKhU6VEGVLFmSoqKicn3/7t27ydjYmI4cOZLjez98+EDz588nMzMzatWqFR07dowkEkmuYymqdu7cScbGxnT48OE013x9falcuXI0cOBA+vr1q1Laf/z4MZmYmOTp9yg7goODqXTp0hQdHa3UdpjyceLLR8nJyXTnzh3avHkzDRw4kKpVq0Z6enrUqlUrmjVrFvn4+NDHjx+FDjPfxMXFkY6ODsnl8hzfm5SUROPGjaOqVavS48ePs32fXC4nf39/cnR0pFKlStG4cePo0aNHOW6fpRYcHEyVKlWiKVOmUHJycqprsbGxNGXKFDIxMaFt27aRTCZTePujRo2i6dOnK7zen+RyOTVr1oy2bNmitDZY/ikwQ52FVVFeW/jixQt06tQJL1++zNF9nz59gqOjIwwNDbFv3z6ULFkyy3vi4uKwf/9+uLm5QSqVwtnZGYMGDVKpzY4LuqioKPTv3x8JCQk4fPhwmm3o7t+/j9GjR0NTUxOenp4KXXz+6dMn1KpVC3fv3kWFCulvY5gXR44cwbJlyxAcHKwSp1WwPBI687LU5HI5PX/+nPbu3UvOzs5ka2tLurq61KBBAxo3bhzt2bOHnj17lqtekqq5cuUKNW/ePEf3XL9+nSwsLGjx4sXZ6jk8ffqUJk6cSIaGhmRvb08XL14sFD87VSWTyWjBggVkYWFB169fT3NdKpWSu7s7GRsb08yZMyk+Pl5hbc+fP58GDBigsPp+SkhIoAoVKtDly5cVXjcTBie+AiAhIYECAgJo3bp11Lt3b6pQoQKVKlWKOnToQAsWLKDTp09TZGSk0GHm2P79+6lv377ZKiuXy8nNzY1MTEzIz88v07JSqZR8fX2pXbt2ZGpqSnPmzKF3794pImSWTX5+fmRqakobN25M94PGp0+fqG/fvlSxYsUs/z6zKyYmhszMzOju3bsKqe+npUuXkr29vULrZMLioc4C6te1hbdu3cLt27cL3NpCFxcXfPnyBWvWrMm0XGJiYsp+nj4+PrC0tEy3XEREBHbs2AFPT0+Ym5vD2dkZjo6O+TLNnaX1+vVr9OzZM2WHleLFi6cpc/78eYwbNw7169fHhg0b8ryZgaenJ44ePYoLFy4oZAnKx48fUbt2bdy+fRuVK1fOc31MNXDiKyQKytrCyLgkHA3+gKefY3Az+AEMdLVg36oxHBukvyzl3bt3cHBwQNWqVbFjx4503zyDgoLg5uaGkydPwt7eHs7OzmjQoEF+vByWhcTERIwdOxbBwcE4duxYuqcYJCYmYvny5fDw8MD8+fPh7Oyc6+doEokEtWvXxoYNG9CxY8e8ho8hQ4bAzMwMK1euzHNdTHVw4ivEVGlt4YOwaLj5v8TV5xEAkOr0jZ8bEbSsboJxLSxRt5wBAODixYsYMGAAZsyYgcmTJ6dK2GKxGIcPH4abmxsiIyMxduxYDBs2DEZGRkp/LSxniAhbt27FvHnzsHXrVvTo0SPdcqGhoRg7dizi4uLg6ekJW9u0G81nh6+vL+bPn4979+7laSLK7du30a1bNzx79ownQRUynPiKECJCWFhYql7hvXv3ULly5VTJsEaNGgqduZbTrefmdLLC5+tHsG7dOhw8eDDV4ue3b9/C09MTO3fuRIMGDeDs7IxOnTrxTLsCICgoCI6OjujXrx+WLFmS7j6XRIS9e/di5syZ6N27N5YuXZrjpENEaN68OUaMGIEhQ4bkKlYiQrNmzTBs2DAMHz48V3Uw1cWJr4iTSCQICQlJ1StU5LmF/ya9UCRKsr+RsJpcCt1nZ3HadTbKly8PuVyOixcvws3NDQEBARg0aBDGjh3LW0YVQBEREXBycgIAeHl5wcTEJN1y3759w4wZM3Du3Dls2LABPXv2zNEQfWBgIBwdHfH8+fNcLQU6dOgQVq9ejdu3b/OHqkKIEx9LQ1FrCzM6XkoSGYZv5z2Q/OUl1HVKolSrodCtnvqAWG1NNezsVxu3zx2Du7s7dHR04OzsjH79+qX7nI8VHDKZDPPmzcOBAwdw5MgRNGrUKMOy165dw+jRo1GpUiVs3rwZlSpVynY7jo6OaNCgAWbNmpWj+BISEmBtbY19+/bh999/z9G9rGDgxMeyRP85t/DWrVt48uQJrK2tMz23ML0DhUkuw8dtY6FXvxP0bLtB/P4RIo4thvlQV2gaWvxaEMlvgtFC7RmcnZ3RtGlT3ii6kDlx4gRGjhyJxYsXY/To0Rn+/SYnJ2Pt2rVYu3ZtyokQ2Tn1/cWLF/jtt98QGhqaYc8yPUuWLEFISAiOHDmS7XtYwcKJj+VKYmIi7t27l2qINCYmBo0aNYKdnR2s6zfCvNtAsiz1r1dyxFt83jsN5aYcSXmj+3JoHoqVqQaD3wemKqulLsLNWW1UYhNyphwvXryAg4MDGjRoAA8Pj0xHEV6/fg1nZ2eEhYVhy5YtaNq0aZb1T5gwAWpqati4cWO24gkPD0fdunVx584dVKxYMbsvgxUwReMUTaZwOjo6aNKkCSZPnozDhw/j7du3ePLkCcaOHYvk5GSs8r6KpCRx2hvT/ZhFSI54l+a7aiIRjt79oPDYmeqoWrUqAgMDIZFI0KRJE7x+/TrDspUrV8bp06exYMEC9O7dGyNHjkRUVFSm9c+fPx8HDhzI9rZ4s2bNwujRoznpFXKc+JjCmJmZoXv37li+fDl+79YXIo20PTVNo7JQ1y2JmFvHQDIpEt/chfj9I5A0KU1ZsVSOp59i8yN0JqDixYtj//79GDZsGH777TecPn06w7IikQiOjo548uQJtLW1UaNGDezduzfDU99NTEwwZcoUzJ07N8s4bt26hcuXL+f4mSAreHiokynFsD23cfnp13SvJX99g6gLWyCJeActc0uo65YE1DVh3HlSmrLSd/egHbQbenp60NfXT/n69c+ZXdPX10eJEiWgpsaf8QqCgIAA9OnTB8OHD8f8+fOznFF5+/ZtjB49GgYGBvDw8ED16tXTlElISEC1atVw7NgxVKlZL2UDhRixFPraGrAy00cvGwt0bd8Ko0ePzvUSCFZwcOJjSvHn4Xvwvf8xW2U/75uG4rXaQK9+pzTXOlkZYWpTY8TGxiImJiblKyd/jo+Ph66ubrYTZWZJVVtbmyfZKNnnz5/Rp08f6Orq4sCBAzA0NMy0vFQqhZubG5YsWYJx48Zhzpw50NbWTlVmifteHLz/DfLSVgDSbqAglcmg9jkUhxcOR/3ymbfHCj5OfEwpPK++wvqLz1O9wfyU/PUNNA0tQCRH7N3TiL3rB4uRnhBppJ6pp62hhsntqmH071XyFItcLkd8fHy2E2Vm1yQSSbaTZmZJVE9PL1szE4sqiUSC2bNn49ixYzh27BhsbGyyvOfDhw+YNGkSQkJC4OHhgbZt2wL4dy3p0tOhECdJgUx6/iIA2prqmNvZCgPsKirolTBVxImPKUVkXBKarrqcbuL7fnkn4h6cA8llKFauJgzbjYZmqTJpyhXTUMONma1ValanRCLJU+/z1z9ramoqJIkWL1680A7lHjlyBOPGjcPq1asxdOjQbN1z6tQpjB8/Hk2bNkXTIbOw6dqHHG2goKOphrmdrTn5FWKc+JjSpLeOL7tEIqBDjdLwHJC7/RpVHREhMTExT4nz5/8nJCSgePHiuU6iv/65WLFiKjeUGxoaCgcHBzRv3hyurq5phjHTEx8fj0mL1+GCrCZEmv/74ERSCb6dd4f47X3IxXHQMDBHqRaDoFMl9e+ZjqY6Do+yQ52yBop+OUwFcOJjSpPRzi3ZwW882SeTyRAXF5fnJBoTEwMiynXS/PXPenp66e7FmVuxsbEYNmwY3r59i6NHj2brlPVR++7gwpMvqVbQyJPFiLl1DCVqt4V6SRMkvrqDyJMuKDNsMzQMSqeUK+wfvIo6TnxMqXKzVycPNQknKSkp2887M/tzbGwstLW1FZJEixcvDpFIBCLCunXr4OLign379qFdu3YZvo7Mhtr/6+OO8SjZ1AnFrVIviFfFoXamGIr7SMZYOn4mr5yczsCTC4RTrFgxFCtWDMbGxnmqh4gQHx+frUlE4eHhmSZRsVickhD19PRgaGiIrl27wtLSEg0bNkTJkiXTJM1bMfqQZ+Ozliz+OyRR4dAyKZ/mmgjA0bsf8jy5iqke7vGxfBHyIRru/i9x5VkERPh3cfpPP8/ja1XdBONaWvLwJktFKpUiNjY2VWJ8/fo1lixZAh0dHfTu3TvNpKPQko3wwzDtmr5fkUyKr94LoFHKHEYdx6dbxr6eBdb3qaeEV8WExImP5atvcUk4evcDnn6KRYxYAn1tTViZ66GXTfonsDOWkeTkZEybNg1nzpzBsWPHUKdOnZRrmW2gAABEckSedIE8KQGmPedBpJ7+4FcbK1PsGNxQ4bEzYfFQJ8tXRiWK8dARUwgtLS24urriwIEDaNOmDdavX48BAwYAAPS1M35rIyJ8O+0KWXw0TB0XZpj0/q2H11oWRoVz8Q9jrMjo378/Ll26hEWLFmHChAlITk6GlZk+immk//YWdc4Nkm9hMO01H2qaGY8yaGuowcpcT1lhMwHxUCdjrFCIjo7G4MGDERERga17DqLn3tA0szqlP74i3GMYoK4Jkdr/9gE17OiMEjVbpSrLszoLL058jLFCQy6XY9WqVdi0aRPspu/EvYjMZxJnhNfxFW6c+Bhjhc6FCxcwaPI8FO86F9JcPNHhDRQKN37GxxgrdNq1a4dbp72hHXoaanJJju79dwMFK056hRj3+BhjhZZYLIb9jHUILWYNkYYWMnuz4w0Uig5OfIyxQm+Zxz54XH0N7coNoKGuzhsoFHGc+BhjRcLdu3fRs/8Q1OoyDJUb/I64JBlvoFBEceJjjBUZUVFR6N+/PxISEnD48GGYmZkJHRITAE9uYYwVGYaGhvDz80OrVq1ga2uLgIAAoUNiAuAeH2OsSDp9+jSGDh2KuXPnYsKECSp3AC9THk58jLEi6/Xr1+jZsyesra2xbds2FC9eXOiQWD7goU7GWJFVuXJl3LhxA1paWmjcuDGeP38udEgsH3DiY4wVaTo6Oti1axcmTJiAZs2awcfHR+iQmJLxUCdjjP2/oKAgODo6wsnJCUuXLoWGBp/cVhhx4mOMsV9ERETAyckJRAQvLy+YmpoKHRJTMB7qZIyxX5iYmODcuXNo3LgxbG1tcevWLaFDYgrGPT7GGMvAiRMnMHLkSCxevBijR4/mJQ+FBCc+xhjLxIsXL+Dg4AAbGxt4eHhAV1dX6JBYHvFQJ2OMZaJq1aoIDAyEVCpFkyZN8OrVK6FDYnnEiY8xxrJQvHhx7N+/H8OHD8dvv/0GPz8/oUNiecBDnYwxlgMBAQHo06cPhg8fjvnz50NdXV3okFgOceJjjLEc+vz5M/r06QMdHR0cOHAARkZGQofEcoCHOhljLIfMzMxw8eJF1KpVC7a2tggODhY6JJYDnPgYYywXNDU1sWbNGqxevRodO3bEzp07hQ6JZRMPdTLGWB6FhobCwcEBzZs3h6urK7S1tYUOiWWCe3yMMZZH1tbWCAoKwvfv39GsWTO8e/dO6JBYJjjxMcaYAujp6cHb2xtOTk5o3Lgxzp8/L3RILAM81MkYYwrm7++Pfv36wdnZGbNnz4aaGvcxVAknPsYYU4Lw8HA4OjrC2NgYe/fuhYGBgdAhsf/HH0MYY0wJLCws4O/vj4oVK8LW1hYhISFCh8T+Hyc+xhhTEi0tLbi6umLRokVo06YN9u/fL3RIDDzUyRhj+SIkJAQ9e/ZEhw4dsG7dOmhpaQkdUpHFPT7GGMsHderUwe3btxEWFoYWLVrgw4cPQodUZHHiY4yxfGJgYAAfHx9069YNjRo1wpUrV4QOqUjioU7GGBPAhQsXMHDgQEydOhXTpk3j093zESc+xhgTyPv379GzZ0+UL18eu3btgr6+vtAhFQk81MkYYwIpX748rl27BmNjYzRq1AhPnjwROqQigRMfY4wJSFtbG1u2bMHMmTPRokULeHt7Cx1SocdDnYwxpiLu3r2LXr16oUePHli1ahU0NTWFDqlQ4sTHGGMqJCoqCv3790d8fDy8vb1hZmYmdEiFDg91MsaYCjE0NISfnx9at24NW1tbXL9+XeiQCh3u8THGmIo6c+YMhgwZgjlz5mDixIm85EFBOPExxpgKe/PmDXr27Inq1atj27ZtKFGihNAhFXg81MkYYyqsUqVKCAgIgLa2Nuzs7PD8+XOhQyrwOPExxpiK09HRwc6dOzFx4kQ0a9YMPj4+QodUoPFQJ2OMFSC3b99Gr1694OTkhKVLl0JDQ0PokAocTnyMMVbAREZGwsnJCXK5HF5eXjA1NRU6pAKFhzoZY6yAMTY2xtmzZ2FnZwdbW1vcunVL6JAKFO7xMcZYAXbixAmMHDkSixcvxujRo3nJQzZw4mOMsQLuxYsXcHBwgI2NDTw8PKCrqyt0SCqNhzoZY6yAq1q1KgIDAyGVStGkSRO8evVK6JBUGic+xhgrBIoXL479+/djxIgRaNKkCfz8/IQOSWXxUCdjjBUyN27cQO/evTF8+HDMnz8f6urqQoekUjjxMcZYIfT582f07dsX2traOHDgAIyMjIQOSWXwUCdjjBVCZmZmuHjxImrXrg1bW1sEBwcLHZLK4B4fY4wVckePHsXYsWOxatUqDBs2TOhwBMeJjzHGioDQ0FA4ODigefPmcHV1hba2ttAhCYaHOhljrAiwtrZGUFAQvn//jmbNmuHdu3dChyQYTnyMMVZE6OnpwdvbG/369UPjxo1x/vx5oUMSBA91MsZYEXT16lU4OTnB2dkZs2fPhppa0ekHceJjjLEiKjw8HL1794aRkRH27t0LAwMDoUPKF0UnxTPGGEvFwsICV65cQcWKFWFra4uQkBChQ8oXnPgYY6wI09LSgqurKxYvXow2bdpg//79QoekdDzUyRhjDADw8OFDODg4oEOHDli3bh20tLSEDkkpOPExxhhL8ePHDwwePBhfvnzBkSNHULZs2XTLRcYl4WjwBzz9HIMYsRT62hqwMtOHY4OyMCpRLJ+jzhlOfIwxxlKRy+VYtWoVNm3ahAMHDqBVq1Yp1x6ERcPN/yWuPo8AACRJ5SnXtDXUQABaVjfBuBaWqFvOIJ8jzx5OfIwxxtJ18eJFDBgwAFOnTsW0adNw4NY7LDv9FGKpDJllDpEI0NZQx9zOVhhgVzHf4s0uTnyMMcYy9P79e/Tq1Qvatdriq0VziH/p4WVFR1MNcztbq1zy48THGGMsU7dff0WfrTchF2mk+n7k32sgfvsAcokY6sVLQd+uJ/TqdkhVRkdTHYdH2aFOWYN8jDhzGlkXYYwxVpRtC3gPUtMA/tNN0rdzhFGnSRBpaELyLQyfD86GVukqKGZmmVJGLJXB3f8lPAfY5nPUGeN1fIwxxjIUGZeEq88j0n2mp2VSASINzf//kwgiiCD9/ilVGSLgyrMIfItLUn6w2cQ9PsYYYxk6Gvwh0+vfzrkj/uElkDQJWqWrQKdK2p6dCMDRux8w+vcqSooyZzjxMcYYy9DTzzGpliz8l1GHcTBsNxpJ4U8hfv8QInXNNGXEUjmefopVZpg5wkOdjDHGMhQjlmZZRqSmDu1yNSGLjUTsvdMZ1CNRdGi5xomPMcZYhvS1czAwKJenecb3v3rS9gSFwomPMcZYhqzM9FFMI22qkMVHI/7JVciTE0FyGRJfByM+9Cq0K9RNU1ZbQw1W5nr5EW628DM+xhhjGerVoCzWX3ye9oJIhNh7Z/DtnDtAcmiUNEWpNiOhW80uTVEC0Msm/T0/hcCJjzHGWIaMSxRDi2omuBD6JdWSBnXdkjDrvzLL+0UioFV1E5XauJqHOhljjGXKuaUltDXUc3WvtoY6xrW0zLpgPuLExxhjLFN1yxlgbmcr6GjmLGX8u1enlUptVwbwUCdjjLFs+LnRNJ/OwBhjrEgJ+RANd/+XuPIsAiIg1WkNP8/ja1XdBONaWqpcT+8nTnyMMcZy7FtcEo7e/YCnn2IRI5ZAX1sTVuZ66GXDJ7AzxhhjKoUntzDGGCtSOPExxhgrUjjxMcYYK1I48THGGCtSOPExxhgrUjjxMcYYK1I48THGGCtSOPExxhgrUjjxMcYYK1I48THGGCtSOPExxhgrUjjxMcYYK1I48THGGCtSOPExxhgrUjjxMcYYK1I48THGGCtSOPExxhgrUjjxMcYYK1I48THGGCtSOPExxhgrUjjxMcYYK1L+Dw4ShIqfdLs2AAAAAElFTkSuQmCC\n", + "image/png": 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TbCKEIDAwEF5eXggPD8fixYvx22+/oX79+mxHEzlafCyqaOWWauEVgbmzDe311bF582apvJEnJRw5OTkYNWoU5OXlce7cOTRo0EBo7zVt2jS0aNECq1evFtp7UDX34sULbNq0CY8ePcLcuXMxd+7cGk9bkeQ7ydDiY9n/1uqs/ti7iqIc7JSTcXX7UvTq1QsPHjzAyJEjsXbtWnpTS6pSSUlJGDRoEGxsbLBv3z4oKNTgIqsa+vLlC6ysrBAVFSWwuYCUYIWHh2Pz5s24fPkypk6dikWLFqFZs2aVvkYa7iRDL25h2UTbVnBzagt5wgdI5eXH4fxYo9PNqS2O/TEVjx8/RkxMDDp06AA+nw8zMzN4eXmhoKBAROkpSfLx40fY2dlhxIgROHjwoFBLDwC2bNmC6dOn09ITY6ampjh27BjCwsLAMAwsLCwwffp0REZGlrv9qeBYjD0cjDsfU1DIY8pco8D9/8duf0jB2MPBYruYPi0+MTCwTUNk+a9FD0N1KCnIQfk/V3sqK8hBSUEO/c10cM7VtuSWRG3btsU///wDOzs7XL16FatXr8bLly9hYmKCU6dO0Su4qBKPHz+Gg4MD1q5dCzc3N6Hf5iY5ORl//vknFi1aJNT3oQSjefPm2LFjByIjI6Gvr4+uXbti1KhRCAkJKdlGmu4kQ4c6xYCHhweSk5Nx+PBhfMstxMWQBIQn5SCbWww1ZUWY6jXESKvKx82fPXsGFxcXdO7cGePHj8eaNWvAMAy2bduGnj17ivDTUOLm/PnzmDt3Lk6fPi2y+98tW7YMXC4Xu3fvFsn7UYKVm5uLw4cPY9u2bTA3N8eY2cuw+VURuP85JVOcHo9vt/ejKCUa8iqNoNFrKlRN7EttI453kqHFx7LMzEwYGRnh+fPnMDQ0rNO+8vLysGzZMly7dg1Hjx5Feno6Vq5ciQ4dOmDz5s0wNjYWUGpKEhBCsGPHDmzfvh1///03LC3LzgUVhoyMDLRp0wavX79G8+bNRfKelHAUFhbi1KlT2PAwFUSvHfCv1XwIw0fi4Vlo2HEgGtoMBTfuHdL+Wge9qbuh2Ph/5wk5HKC/mQ4OTCy73jBb6FAny/bu3QsnJ6c6lx7wY+Kqj48PDh8+jKlTpyI4OBihoaGwt7eHvb095s+fT1dylxF8Ph+///47jh07hqCgIJGVHvDj/n3Ozs609KSAkpISho2ZiHotO5QqPQAo/hYPfm4GGnb6BRw5eai0soRSMzPkvbtfajtxvJMMLT4W5ebmYvfu3fjjjz8Eut/+/fvjzZs3SE1Nhb29PXr37o2PHz+CYRi0bdsWW7ZsAZfLFeh7UuKjoKAAo0ePxps3b/DkyRO0aNFCZO+dnZ0NHx8frFixQmTvSQlXhXeSKXeskKAo7UuZR8XtTjK0+Fi0f/9+9OrVC6ampgLfd+PGjXHmzBmsWrUKTk5O2L9/P3bu3IknT57gyZMnaNu2Lc6dO0fX8JMy6enpcHR0hJKSEm7evAl1dXWRvv/+/fvRt29fGBkZifR9KeGp6E4yipr6kFdthOxnf4HweSiICQE37h0Ir+yRnbjdSYae42NJQUEBDA0NcevWLbRv316o7/X161f8+uuvyMzMhJ+fH4yNjREYGIglS5ZAUVER27ZtQ9euXYWagRK+z58/Y+DAgXB2dsbGjRtFfrPXgoICGBgY4O7du2jXrp1I35sSnl99X+B+eGq5zxWlxiDjzkEUp31BPT0jyKs2AuQVoeVUdqHzPqZNcHRyJ2HHrRZ6xMeSI0eOoEuXLkIvPeDHbUtu3ryJSZMmwd7eHj4+PnBwcMCLFy8we/ZsjB07FiNHjsSnT5+EnoUSjhcvXqBbt26YP38+vL29WbnD+ZEjR2Bra0tLT8pUdieZek0MoDvBG81/PwOdMevBy0yGkl75F9GJ051kaPGxoLCwEJs3b4a7u7vI3pPD4WDOnDl4+vQpTp48iQEDBiApKQmTJk1CREQEOnbsiM6dO2PRokXIyMgQWS6q7v7++++S4ew5c+awkqGoqAhbtmyBm5sbK+9PCY+pbkMocMofGCxKjQHhFYEp5iLrmT94ud/RwMKxzHbidicZWnws8PX1Rbt27WBjI/rLe01MTPD06VN07doVVlZWOHv2LFRVVeHm5ob3798jPz8fpqam2LlzJ4qKikSej6qZQ4cOYfr06bh27RqGDRvGWg4/Pz+0bdsWnTqJx1AWVXcMw8Df3x/7lk4Gj1f+jbPz3gUiYY8LEnZPBPdLGHTGrgdHoeyRHQEw0kpfyImrj57jE7Hi4mIYGxvj1KlTrJ9Xe/nyJVxcXNChQwf4+PiULC31/v17LF26FJGRkdi0aROGDx8u9JU+qJohhMDDwwNnz57FjRs30KZNG9ay8Hi8kqWvevTowVoOSjD4fD7++usvrF+/HsrKyli1ahWuZerV+k4ydB4fhT///BOtWrVivfQAwMbGBiEhIWjSpAnat2+PW7duAQDMzc0REBCA/fv3Y926dejRoweeP3/Oclrqp6KiIkyZMgV37txBUFAQq6UH/FgZRk9Pj5aehOPxeDh9+jQsLCywfft2bN68Gc+fP8eQIUMwx8EIygrytdqvsoI8ZjuI11W+9IhPhH4uJL1//3707t2b7Til3L17F7/++iuGDh2KzZs3Q1VVFcCPzL6+vvDw8ECPHj3g5eWFVq1asRtWhmVlZWHkyJFQUVEpGaZmE8MwaN++PbZu3YoBA8reLJkSfz8Lz9PTE02aNMHq1avh6OhYZpSntneScXNqW7K+sLigR3widOHCBWhqaqJXr15sRynD0dERb968QWZmJjp27Ihnz54BAOTl5fHrr78iIiICJiYmsLa2xvLly5GZmcluYBn09etX9OjRA23atIG/vz/rpQcAV69ehbKyMvr37892FKqGiouLcezYMZiYmODEiRM4ePAgHj9+jL59+5Z7auPnnWSU5DkgVSyA/+87yYhb6QG0+ESGYRh4enrCw8NDbM+Xqaur/1iXb8MGDB06FKtWrUJxcTEAoEGDBlizZg3evn2L9PR0mJiYYO/evSXPU8L17t072NvbY9y4cfDx8RH6LYWqgxACT09PkdztgRKcwsJCHDp0CMbGxjhz5gyOHz+OwMBA9OrVq8r/jxNtW6FT9hO0kP9eozvJiB1CiYS/vz+xsrIiDMOwHaVaEhMTycCBA4m1tTX58OFDmedfv35NHB0diYmJCbly5YrEfC5JdP/+faKtrU1OnTrFdpRSbt26RczNzQmfz2c7ClUNBQUFxMfHhzRv3pwMGDCAPH36tMb7yMrKIhoaGiQhIYGk53DJgYfR5PezoeTXE8/J72dDyYGH0SQ9hyuE9IJFi08EGIYhVlZWxN/fn+0oNcIwDNm/fz/R1NQkO3fuLPMDjmEYEhAQQMzMzIiDgwN5+fIlS0ml1+nTp4m2tja5d+8e21HK6N69u9iVMVVWfn4+2bVrF2nWrBkZPHgwefbsWa33tWvXLjJ69GgBpmMHLT4RCAgIIO3atZPYb8aRkZHE1taW9OnTh8TFxZV5vri4mBw4cIDo6uoSFxeXcrehaoZhGOLt7U2aN29O3rx5w3acMh49ekQMDQ1JcXEx21GoCuTm5pJt27YRPT098ssvv9T5iymfzydt2rQhjx8/FlBC9tDiEzKGYYidnR05c+YM21HqpLi4mHh6ehJtbW3i5+dX7tBmdnY2cXNzI40bNyZ//PEHyc7OZiGp5OPxeGTWrFmkffv2JD4+nu045erfvz85dOgQ2zGocuTk5JBNmzYRHR0dMnLkSPL69WuB7PfGjRukQ4cOUnFagxafkN27d48YGxsTHo/HdhSBCAkJIWZmZmTkyJEkPT293G3i4uKIi4sL0dXVJQcOHKBHBTWQl5dHhg4dSvr06UMyMzPZjlOuFy9eEH19fcLliv+5HFmSlZVV8uV07Nix5O3btwLdv5OTEzl69KhA98kWWnxC5uDgQE6cOMF2DIEqKCggixYtIk2bNiUBAQEVbvfq1Svi4OBAzMzMyN9//y0V3xSFKTU1lXTp0oW4uLiQwsJCtuNUyNnZmezatYvtGNT/+/79O1m7di3R0tIiEydOLPditLqKiooi2traJD8/X+D7ZgMtPiF6/PgxMTAwIEVFRWxHEYrAwEDSsmVLMmPGDJKTk1PuNgzDkCtXrhBjY2Pi6OgosGEXaRMVFUWMjIyIm5ubWH9BePfuHdHR0SF5eXlsR5F53759Ix4eHkRTU5NMnjyZREZGCu29Fi5cSJYvXy60/YsaLT4hGjBgADl48CDbMYQqMzOTTJ48mbRu3ZoEBQVVuF1RURHZu3cvadKkCZk6dSr5+vWrCFOKt+DgYKKrqysRf1bGjx9PvLy82I4h09LS0sjKlStJ48aNybRp00h0dLRQ3y8nJ4doamqS2NhYob6PKNHiE5Lnz5/L1HkQf39/oqOjQ/74449Kh+kyMzPJsmXLSOPGjcnq1atJbm6uCFOKn8uXLxMtLS1y7do1tqNUKSoqimhqapKsrCy2o8ik5ORksnTpUqKhoUFmzJhBYmJiRPK++/fvJ87OziJ5L1GhxSckw4YNI7t372Y7hkglJSWRwYMHk44dO5J3795Vum1MTAwZN24cadq0KTl69KjUXPxTEz4+PkRPT488f/6c7SjVMn36dOLh4cF2DJmTmJhIFi5cSDQ0NMicOXNEOl2IYRhibm5O7t+/L7L3FAVafEIQFhZGdHV1peZEcE0wDEMOHz5MtLS0yLZt26qcuxgcHEy6du1K2rdvT27fvi2ilOzi8/lk+fLlpE2bNkIfphKUuLg4oqGhUeGVvJTgxcfHk3nz5hENDQ2yYMECkpCQIPIM9+7dI+3atRPr8861QYtPCEaPHk22bNnCdgxWffr0iXTt2pU4ODhUeW6AYRjy119/kdatW5OBAwdWebQoybhcLhk/fjyxs7MjaWlpbMeptvnz55PFixezHUMmfPnyhcyaNYtoaGiQxYsXk6SkJNay/PLLL+TAgQOsvb+w0OITsI8fPxJtbe0Kr3KUJTwej3h7exMtLS1y4sSJKr81FhYWkh07dhBtbW3i6upKkpOTRZRUNL5//04cHByIs7OzRI0GJCcnEw0NDZKYmMh2FKn2+fNn8ttvvxENDQ2yfPlykpKSwmqe2NhYoqmpKZXn4endGQRs48aNmD9/Pho0aMB2FNbJy8tj+fLluHv3LrZt24YRI0YgLS2twu3r1auH33//HeHh4WjQoAHMzMywYcMG5OfnizC1cMTHx6Nbt26wsLDAhQsXoKKiwnakatuxYwfGjRsHPT09tqNIpejoaPz666+wsbFBkyZNEBkZCW9vbzRp0oTVXPv27cOkSZNQv359VnMIBdvNK02io6OJpqam2K64wSYul0uWLl1K9PT0qn0FY3R0NBk5ciTR19cnvr6+ErvW6evXr4m+vj7ZunWrxJ0rycjIII0bN5aqS9nFRXh4OJk0aRLR1NQkq1evJhkZGWxHKpGfn0+0tLQk5hx0TdHiE6Dp06cTd3d3tmOItUePHhEDAwMyffr0aq/l+fTpU2Jra0usrKxIYGCgcAMK2J07d4i2tjY5e/Ys21FqZe3atWTKlClsx5Aq79+/J+PHjydaWlpk/fr1YvlF+ciRI2TQoEFsxxAaWnwC8uXLF3rVWzVlZ2eTadOmEQMDg2qv9M4wDDl79ixp1aoVGTJkCPn48aOQU9adr68vadKkCXn48CHbUWolJyeHaGtrk/DwcLajSIU3b96Q0aNHkyZNmhAvLy+xnQ/JMAyxtLQkN2/eZDuK0NDiE5A5c+aQpUuXsh1Doly5coXo6uqSZcuWVXuif0FBAdmyZQvR0tIic+bMIampqUJOWXMMw5ANGzaQli1bkvfv37Mdp9a2bNkiFfdeY1toaCgZPnw40dHRIVu2bBH7C98ePXpEjI2NJfbUQnXQ4hOAxMREoqGhIXVXIYpCSkoK+eWXX0j79u1JWFhYtV+XlpZG5s2bRzQ1NYm3tzcpKCgQYsrqKy4uJq6urqRDhw4SvSxbfn4+0dPTq9H/E6q0Fy9ekKFDhxI9PT2yY8cOiVnfdNSoUVK/+AYtPgFYvHgxmT9/PtsxJBbDMOT48eNES0uLbNq0qUaruERERJBffvmFtGzZkvz555+sXjySk5NDBg0aRPr37y/x9yLcu3cvGTJkCNsxJNI///xDnJycSLNmzciePXskaupKfHw80dDQENthWEGhxVdHqampRENDQ2xvGCpJYmJiSI8ePUj37t3J58+fa/TaBw8eEGtra9K5c2dW7hCdnJxMbGxsyNSpUyX+bhxFRUWkRYsWJDg4mO0oEuXJkyekX79+pEWLFmT//v0SuU6vm5sbmTt3LtsxhI4WXx398ccfZMaMGWzHkBp8Pp9s3bqVaGlpkSNHjtToCI7P55NTp06RFi1akOHDh5OoqCghJv2f8PBwYmBgQFavXi1x0xXKc+zYMdKnTx+2Y0iMBw8ekN69exMDAwNy+PBhsb6XYmUKCgpIkyZNZOJiJlp8dfBzjlNNj06oqr19+5ZYWlqSIUOG1PjcaX5+Ptm4cSPR1NQkCxYsIN++favR69NyuGT/g2iy4GwImXriOVlwNoTsfxBN0nPKfoN/+vQp0dHRIUeOHKnRe4grHo9H2rRpI3WLEgsawzDk7t27pEePHqR169bk2LFjEn+k7+vrS/r168d2DJGgK7fUwZ49ezB06FAYGBiwHUXqtGvXDs+fP0e7du3QoUMHXL58udqvVVFRwcqVK/HhwwcUFRXBxMQE27dvR2FhYaWvC4vPhKvfS3TddB877kbi8utE3A9PxeXXidh5NxL2m+5jxqmXCIvPBAD4+/tj2LBhOH78OKZNm1aHTys+Ll68CC0tLTg4OLAdRSwRQnDr1i1069YNs2fPxvTp0xEeHo6pU6dCUVGR7Xi1RgjBnj17MG/ePLajiASHEELYDiGJcnJyYGhoiKdPn8LY2JjtOFItKCgIkyZNQvfu3bFr1y6oqanV6PUfPnzAsmXL8PHjR3h7e2PkyJHgcDiltjkVHAvPgHBweXxU9jeCwwGUFeRhr5KEm3vdce3aNVhZWdXmY4kdhmHQoUMHeHt7w8nJie04YoUQgoCAAKxbtw45OTnw8PDA6NGjIS8vz3Y0gQgODsaECRMQGRkpNZ+pMvSIr5b27duHvn370tITAXt7e7x+/Rr16tVD+/bt8eDBgxq93szMDNevX8ehQ4fg6emJbt26ITg4uOT5H6X3EQXFlZceABACFBTzcS9DHUsPSU/pAcD169ehoKCAgQMHsh1FbBBCcOXKFdjY2GDlypVYsmQJ3r17h3HjxklVQezZswdz5syRqs9UGXrEVwv5+fkwNDTE3bt30a5dO7bjyJS///4brq6uGDt2LDw9PaGsrFyj1/P5fPj5+cHd3R3dunXD5IWrsOjvOBQU88tsm/fhITKfngE/Ow3y9TWgOeh3KDf/3/9vFUV5nHO1RXt99bp+LNYRQmBra4ulS5di5MiRbMdhHcMwuHTpEtavXw8Oh4NVq1Zh2LBhkJOTvmOF5ORktG3bFjExMVBXV2c7jkjIbPGl5xbi4qsEhCdnI5vLg5qyAkx11TDKWh+aDZQqfe3OnTvx6NEj+Pv7iygt9W/p6emYOXMmwsPD4efnh44dO9Z4H3l5edi+fTsOvGeg2Mr6xxjmvxTEhOLbjd3QHrYc9Zoag5+bAQBQaKhVsg2HA/Q308GBiTZ1+0Bi4O7du5g3bx7ev38vlT/cq4vP5+PixYtYv349VFRUsGrVKgwePLjM0Lg0WbduHRITE3HgwAG2o4iMzBVfWHwmfB5E42Hkj9vjFPKYkueUFeRAADiYaGN2TyNYNlcv83oul4vWrVtL1bkdSUQIwalTp7Bo0SIsXLgQy5Ytg4KCQo32kZ5bCHvveyjil/0rkOy3BPXb90NDy36V7kNJQQ5By3tX+WVJ3PXq1QtTp07FpEmT2I7CCh6Ph3PnzmHDhg1o1KgRVq9ejQEDBkh14QFAUVERDAwMcOvWLZkavZKpr3angmMx9nAw7nxMQSGPKVV6AMD9/8duf0jB2MPBOBUcW2YfJ06cQIcOHWjpsYzD4cDFxQWvXr3CvXv30KNHD0RHR9doHxdfJZT7g40wfBQmRYPJz8LXA78hwWcyMm7vB1Nc9qpQDoCLIQm1/RhiISgoCLGxsRg3bhzbUUSOx+PB19cXZmZm2L9/P3bv3o1//vkHAwcOlPrSA35cmWxiYiJTpQfIUPHV5gIGz4CPpcqvuLgY3t7ecHd3F25YqtpatGiBO3fuYMyYMbCzs8PBgwdR3UGM8OTsMl9+AICflwkwPORHPIXOxE3Qm7obRSmfkRV0rsy2XB6D8KScun4MVnl6emL58uUSfTl+TRUXF+PYsWMwMTHBiRMncPDgQTx+/Bh9+/aVicL7SZamMPxbzcaGJFRYfCY8A8JRUFz6hxy/IAffAnaBGxsKORU1aPScjPrmDiXPFxQz8AwIR3t9dbTXV8epU6dgZGQEOzs7EX8C2cYwDLhcLgoKCpCfn1/uP/X09LBw4UJ4enpi165dGDp0KOTl5St9TVrbEYBO2zLvx1H8MWzZ0HoIFBo0/vHvnX5BVtA5aPQsOxSYzS0W7n8AIQoJCcHr16/x119/sR1FJAoLC+Hr6wsvLy8YGRnh+PHj6NGjB9uxWBESEoKEhAQMGTKE7SgiJxPF5/MgGlxe2av2Mm7vB0deEfrzTqEo5TNSL66FYhMD1NNuWbINl8fHvgfR2Du2AzZu3IjDhw+LMrrY+ncZVVYugvhnYWEhlJSUoKKiAlVV1Ur/2b9/f7x9+xZ79+7F4MGD0blz53K3U1FRwcE3XDz8UlDms8krN4D8vy5iqYqasuQeKW3cuBFLliyp8dWxkobL5eLYsWPw9vaGubk5Tp8+DXt7e7ZjsWrPnj2YPXt2jc+NSwOp/8TpuYV4GJlWZniTKeIiPyIITaf7QK6eCpSbm0PVqAvy3geinsOUku0IAQIj0nDszwvQ1dVFz549RfsBaoAQAi6XK9QSqk0Z/fexxo0bV/maf/9TWVm5xlcaPnv2DC4uLlBUVMSePXvKvUz7TfEnBH+NLHe4s4GFI3JeXYeKoTUgr4Ccl1egatSpzHaKckAbbdUaZRMXHz9+xOPHj+Hr68t2FKEpKCjA4cOHsXnzZnTs2BEXL15E586d2Y7FurS0NFy+fLnG58WlhdQX38VX5V94wMv4Co6cHBQbNyt5TLGJAQrj3pbZlgNgy8VH2OvuXuPxf0GVUXW24XK5JWVU3VIRZRmJUpcuXRAaGoply5bB0tISx44dQ58+fUptM9JaHzvuRpb7+kZdx4JfkI2vh2aAo6CI+qbd0ch+TJntiot5cJ/giKe9u2P48OEYMGAA6tevL5TPJGheXl6YP3++xOStiby8PBw8eBBbt25Fly5dcPXqVXpB2r8cOXIEzs7O0NTUZDsKK6S++Cq6gIEpLgBHqfQ3dTklVTBFZYe+uDwGjLImHj16hFu3btWosLhcLurVq1ejUpHWMhK1+vXrw8fHB0OHDsXkyZMxcuRIeHl5QUVFBQCg1UAJPY21cedjSpkRAY68AjT7z4Zm/9kV7p/DAfq3b4bVIc9w5coVHDx4EFOnTkWvXr0wfPhwDBkyBI0bNxbmR6y1z58/IyAgALt372Y7ikDl5uZi37592L59O7p3744bN27A0tKS7VhihcfjYf/+/bhy5QrbUVgj9cWXzeWV+7icogpIYemSI4X5kKunUu72GrrNoKLyrVQZVXeYj5YRu/r37483b95g9uzZsLa2hp+fH6ytrQEAcxyM8DgqvdyVW6qirCCP2Q5G0NNTx8yZMzFz5kx8//4d169fx6VLlzBv3jx07twZzs7O+OWXX9CsWbOqdyoimzdvxowZM6RmpY7s7Gzs3bsXO3fuRJ8+feiqSpW4cuUKWrRoUauFH6SF1BefmnL5H1GhcTMQho/ijK8lw51FqTFQ/NeFLf/WpqU+fh03DE2bNhVaVkp4GjdujLNnz+LMmTMYOHAg5s2bh5UrV8KyuTrcnEz/f6pL2ZGBitSTB9ycTMssV6ahoQEXFxe4uLggPz8ft27dgr+/Pzw8PGBsbIzhw4fD2dkZbdq0EfAnrL6vX7/i/PnziIiIYC2DoGRmZmL37t3Ys2cPBgwYgEePHsHU1JTtWGJNVqcw/JvUH4qY6qpBSaHsx5SrpwxVEztkPj4NpogLbsIH5Ec/Q33zXmW25TA8fAkLQvv27aGnp4chQ4ZgzZo1uH79OpKSkkTxMSgBGTduHEJCQvD48WN069YNkZGRmGjbCm5ObaGiKP/flcvK4HCAenJAziNfGMulVrqtqqoqnJ2d4efnh5SUFKxfvx4xMTHo0aMHLCwssGrVKrx+/bra8w4FZevWrZgyZQq0tbVF+r6ClJGRgVWrVsHIyAgxMTEICgqCn58fLb0qvHnzBlFRURg+fDjbUVgl9UuWpecWouum++VPVK5iHt9PP5elaly/HuLi4vDy5Uu8evWq5J/KysqwtraGjY1NyT91dHRE8Omo2mIYBvv27cOaNWuwbt06zJo1C2+/ZmHfg2gERqSBW1BQMp8P+N9ydr1MtDHbwQhxr59g2rRpuHHjRo0vmmAYBsHBwbh06RL8/f3BMEzJkaCdnZ1QV8hPS0uDiYkJ3r17J5GjF+np6di+fTsOHjyI4cOHY+XKlTA0NGQ7lsRwdXVF8+bN4eHhwXYUVkl98QGAq9/Lci9gqA4OCPqb61a4EDEhBLGxsaWK8OXLl6hfv36pIrS2tkaTJk3q+EkoQYuIiICLiws0NDRw7NgxNGvWDF+Sv8Fq5BxMmrf8/xcwV4SpXkOMtCq9gPmlS5cwa9Ys3L59G+3bt6/V+xNC8PbtW/j7++PSpUtISUnBsGHD4OzsjN69e6NevXqC+qgAADc3N3z79k3iFiROSUnBtm3bcPToUYwePRorVqxAy5bln5agypeRkYHWrVsjPDxc5r+Yy0TxhcVnYuzh4NpdwKAoh/OudjW69QwhBDExMaWKMCQkBA0bNixVhNbW1hI93CQtiouLsXHjRuzbtw+7d++GhYUFhg8fjvDw8Cpfe/78eSxYsAD37t2DmZlZnbN8+vSp5Ejw48ePcHJyEtg0iczMTBgZGeHFixcwMDCoc1ZRSEpKwpYtW3DixAlMmDABy5YtQ/PmzdmOJZG2bt2KsLAw+Pn5sR2FdTJRfMC/1+qs/gUMihwGq4daYKJtqzq/PyEEnz59KnVkGBISgkaNGpU5MpTVuTVse/HiBVxcXKCnpwcACAwMrNbrTp8+jWXLluH+/fswMTERWJ7ExERcuXIFly5dQnBwcJ2nSXh6eiIiIgInT54UWEZhSUhIwObNm3Hq1ClMnjwZS5culcihWXHB5/NhZGSEc+fO0Qn8kKHiA36WXzi4vMoXquYAYHiFWDvMElO6tRZaHoZhyi3Dxo0blzkyFNf5YNImPz8fQ4YMwbNnz+Dv749+/Sq/LdFPx48fx6pVq/DgwQO0bi34PzP/niZx9+7dGk+TyM3NhaGhIR4+fIi2bcuuTyou4uLi4O3tjbNnz2LatGlYvHgxdHV12Y4l8a5evQpPT088e/aM7ShiQaaKDwDeJGRi990I3HmfCGVlJRTy/vfxf17AoPQtGsOMVbD+9+kiz8cwDKKjo0sNk4aGhkJLS6vUkaGVlRU0NDREnk8WuLu7Iz4+HoGBgRg6dCg2b94MVdWqlyU7ePAgvLy88ODBA7Rq1Upo+f49TeLvv/+u1jSJ7du3459//sGFCxeElqsuYmJi4OXlhb/++guurq5YtGgRPQ0gQH379sXkyZMxceJEtqOIBZkrPgA4e/Ysjp0+jxFLtyA8KQfZ3OKSCxhMFL9j/Iih+Pz5s9gs3MswDCIjI0sdGYaGhkJHR6fUkaGVlZXUTEhm06RJk9C7d28MGzYM8+bNw4sXL+Dn51etIaI9e/Zgx44dePjwoUjORRUXF+PBgwfw9/fH5cuXoaWlBWdnZwwfPhyWlpbgcDglN0++fv262E1ajo6OxsaNG3H16lXMmjULv//+Ox3qF7CPHz+iV69e+PLlC5SUJPuGyYIik8U3bNgwjBgxoty7TY8aNQp2dnZYtGgRC8mqj8/nIzIystSRYVhYGHR1dUsNkVpZWaFRo0Zsx5UoDg4OWLVqFXr37g0AuHDhAubOnYuZM2fC3d29yvvWbd++Hfv378fDhw9Fel6qomkSHA4HHz58QEBAgMiyVCUiIgIbN27E33//jblz52LBggV0BENI5syZA01NTaxbt47tKOKDyJiMjAyipqZGMjMzyzz3/v170qRJE5Kbm8tCsrrj8Xjk3bt3xNfXl8ybN4/Y29uT+vXrkzZt2pBx48aRrVu3kgcPHpCsrCy2o4o1AwMDEhUVVeqxr1+/kgEDBhAbGxvy8ePHKvexceNGYmpqSpKTk4UVs1IMw5CwsDDi7u5OFBUVSePGjYmrqyu5ceMGKSwsZCUTIT/+jo0fP55oaWmR9evXl/v3kBKczMxMoqGhQb5+/cp2FLEic8V37Ngx4uzsXO5zEyZMIBs3bhRxIuEqLi4mb9++JcePHydz584ltra2RFVVlZiYmJDx48eT7du3k4cPH5Ls7Gy2o4oFPp9P6tWrRwoKCso8xzAM2b9/P9HS0iK7du0ifD6/0n2tWbOGtGvXjqSlpQkrbpV8fX2Jg4MDiY6OJlu2bCF2dnZEXV2djB8/nly8eFFkX/LevHlDRo8eTZo0aUK8vLzonzcR2blzJxkzZgzbMcSOzBVfv379yLlz58o8HhkZSbS0tGTiaKi4uJiEhYWRY8eOkdmzZ5MuXboQVVVVYmpqSiZOnEh27NhBHj9+THJyctiOKnKJiYlER0en0m0iIyOJra0t6dOnD4mLi6twO4ZhyMqVK0mHDh3It2/fBB21Sjwej5iYmJA7d+6Uevzr169k3759pG/fvqRhw4Zk2LBh5MSJE0LJGBoaSoYPH050dXXJli1bZPLPFFv4fD4xMjIiT548YTuK2JGp4ktJSSGNGjUieXl5ZZ779ddfyerVq0UfSkwUFRWR169fkyNHjpBZs2aRTp06ERUVFWJmZkZcXFzIrl27yJMnTyR2GLi6goODSadOnarcrri4mGzYsIFoa2uTU6dOEYZhyt2OYRiyePFiYm1tTb5//y7gtJU7f/486dKlS4XZCPkx9H/y5Eni7OxM1NTUSJ8+fYiPj0+dh8ZevHhBhg4dSvT09MiOHTvK/TtHCdeNGzdIx44dK/3/L6tkqvj27dtHxo8fX+bx2NhY0rhxY1a+lYuzwsJCEhISQg4fPkxmzJhBbGxsiIqKCjE3NyeTJ08mu3fvJkFBQVL1Q+38+fNkxIgR1d7+1atXxMzMjIwaNYqkp6eXuw3DMGTevHnE1tZWZEN8DMMQS0tLcvXq1Wq/Ji8vj/j7+5OJEycSDQ0N0qVLF7Jp0yYSGRlZ7X38888/xMnJiejr65M9e/aQ/Pz82sSnBMDJyYkcO3aM7RhiSaaKr3v37uX+IJg1axZZsWIFC4kkT2FhIXn16hU5ePAgcXV1JdbW1kRFRYVYWFiQKVOmkL1795J//vlHYn/gbd26lSxcuLBGrykoKCALFy4kTZs2JQEBAeVuwzAMmTFjBunWrZtIjpqvX79O2rdvX+tv+0VFReT27dtk5syZRFdXl7Rr1454eHiQ0NDQcvf55MkT0q9fP9KiRQuyf/9+wuVy6/oRqDqIiooi2traEvv3UNhkZjpDQkICLC0tkZiYWGouS2JiItq1a4fw8HC6iHQtFRYW4t27d3j58mXJ9Irw8HC0adOm1KT79u3bi83cyIosWLAArVq1wsKFC2v82sDAQEyZMgVOTk7YsmULGjRoUOp5hmEwffp0xMbG4vr169WaFF8bhBB07doVCxYswJgxY+q8v8ruJlFUVARPT0/ExMTgjz/+wKRJkwS+sDZVcwsXLoSysjK8vLzYjiKWZKb4tm/fjvfv3+Po0aOlHl+4cCE4HA62b9/OUjLpxOVy8fbt25IifPXqFSIiImBiYlJq0n379u3FalKts7MzJk6ciBEjRtTq9VlZWZg/fz6CgoJw8uRJ2NnZlXqez+djypQpSE1NxZUrV4TyRSAwMBAzZ87Ehw8fBH6LI0II3rx5g23btsHf3x9cLhfdunXDkiVL0K9fP1p6YiA3NxctW7ZEaGgoWrRowXYc8cTm4aYoderUidy+fbvUYykpKXSOiwgVFBSQZ8+eER8fH/Lrr7+S9u3bExUVFdKxY0fy22+/kQMHDpCXL1+yOkxmZWVFnj9/Xuf9/PXXX0RHR4e4ubmVmTdXXFxMRo8eTQYNGiSUOXW9e/cWyrkdhmHIzZs3ib29PTExMSF+fn4kPDyc1WkSVFn79u2rcMoW9YNMHPF9+vQJ9vb2+Pr1KxQUFEoeX7lyJbKzs+Hj48NiOtlWUFCAsLCwUsuxRUdHw8zMrNSRYbt27URyNKGtrY13794J5H5lycnJ+O233/D161f4+fnB3Ny85Lni4mKMGTMGhBCcP3++ytVgqis4OBhjx45FVFSUwPZJCEFAQADWrVuH3NxceHh4YNSoUWWOJv97N4nevXvD2dm51neToGqOEIJ27dph79696NWrF9txxBertSsiGzZsIHPmzCn12Ldv30jjxo1JbGwsS6moiuTl5ZGgoCCye/duMnnyZGJubk5UVFSIjY0NmTlzJjl8+DAJDQ0lRUVFAn9fJSWlKiem1wTDMOTw4cNES0uLbNu2rdS+CwsLyeDBg8moUaNIcXGxQN5v8ODBxMfHRyD7YhiGXL58mVhZWRELCwty4cKFav+3EdY0Capyd+/eJe3ataNTGKogE0d8FhYW2L9/P7p161by2Jo1axAfH1/mnB8lnvLy8vD69etSR4axsbFo165dqSNDMzOzWh/pREREYPDgwYiKihJw+h+jDpMnT4aioiJOnDhRcvdwLpeLX375BZqamjh58mSdzsmFhYVh4MCBdV5gnWEYXLp0CevXr4ecnBxWrVqFoUOHQk5Orlb7q83dJKja+eWXXzBw4EDMmDGD7Sjije3mFba3b98SfX39Ut9Us7KyiJaWVpn1GCnJkpOTQx4/fkx27NhBJk6cSExNTYmqqirp0qULmT17Njl27BgJCwur9tHU7du3Se/evYWWl8fjEW9vb6KlpUVOnDhR8q08Pz+f9O7dm0yZMqVOR5ujR48mW7ZsqVO+s2fPEnNzc2JjY0OuXbsm8COHwsJCcuvWrWpPk6CqLyYmhmhqatLzq9Ug9Ud8Hh4eKCgowNatW0se8/Lywvv373Hq1CkWk1HCkJOTg9DQ0FJHhvHx8Wjfvn2pqRWmpqalzvcCwNGjR/HkyRMcP35cqBnDwsLg4uICIyMjHDx4ENra2sjLy8PAgQPRtm1bHDhwABwOp0b7jIiIQPfu3fH58+cy0yiqwuPxcO7cOWzYsAHq6upYvXo1+vfvX+MMNVXZNAk7OzuBX5Eq7ZYtWwY+n49t27axHUXsSXXxEUJgbGyMs2fPwtraGsCPITNDQ0MEBgbCzMyM5YSUKGRnZyM0NLTULZwSExNhaWlZapj07NmzkJOTw9q1a4WeqbCwEB4eHjh16hQOHTqEwYMHIycnB/3794e1tTV2795do+KZMmUKDA0NsWrVqmq/hsfj4fTp0/D09ISOjg5Wr16NPn36CL3wykMIwdu3b+Hv749Lly4hJSUFw4YNw/Dhw9GrVy86TaIK+fn5aNmyJZ49ewZDQ0O244g9qS6+V69eYezYsYiMjCz5yyzud6KmRCMrKwshISFlzhm2atUKgwYNKilEY2NjoR55PHr0CJMnT4ajoyO2b98OhmHg6OiI7t27Y9u2baVKKD23EBdfJSA8ORvZXB7UlBVgqqsG2yYEfbp1QXR0dLXuaVdcXAw/Pz94enqiRYsWWLVqFRwcHFgpvIp8+vSp5EgwPDwcAwcOxPDhwzFgwADUr1+f7Xhi58iRI7hy5QquXbvGdhSJINXFt2TJEqioqGD9+vUAflxIYGhoiICAAHTo0IHdcJTY6dmzJwYNGgQAJYWYmpqKjh07ljoyNDY2rvWFHuXJzs7GwoUL8eDBA/j6+sLc3By9e/fGgAEDsHHjRrxJyILPg2g8jEwDABTymJLXKivIoai4GE053+Ezexgsm6tX+D6FhYXw9fWFl5cXjIyM4OHhgR49egjscwgLnSZROUIIOnTogC1btqBfv35sx5EIUlt8DMOgZcuWuHnzZsn8KR8fH9y6dQtXr15lOR0ljoyNjXHt2jWYmJiUPJaRkVFyZPizDNPT09GxY8dS5wyNjIzqXIZXrlzBzJkzMXnyZMybNw8DBw6E2dAZCJNrDS6Pj8r+pnIAKCvKw83JFBNtW5V6jsvl4tixY/D29oa5uTk8PDxgb29fp6xs+f79O65fv45Lly7h3r176NSpE4YPH45ffvlFpHe7FyePHj2Cq6srPnz4INAvZNJMaovvyZMnmDVrFt6+fQsAKCoqgpGRES5evIjOnTuznI4SN4QQqKqq4tu3b1Wuofnt27dSw6QvX77E9+/fYWVlVerIsHXr1jX+QZSamgpXV1fExMRg2OKtOPk2F1Co/vktFUU5uDm1xUTbVigoKMDhw4exefNmWFlZwd3dXar+7P93moSJiQmcnZ1lbprEqFGj0LNnT8ydO5ftKBJDaotv7ty50NPTg5ubG4AfV+ydP38et27dYjkZJY5SU1Nhbm6OtLS0Wr0+PT291FHhq1evkJWVBSsrq1JHhoaGhlWeSyOEwPPAKRz+VB8cxdLrmCafXoHCxAhw5H6cd5RvqIlmrgdLbaOsKIdh9T/Db5cnbG1t4e7uDisrq1p9LklRVFSEBw8e4NKlS7h8+TK0tLTg7OyM4cOHw9LSUqzOXwpSfHw8LC0t8eXLFzRs2JDtOBJDKouPx+OhWbNmCAoKQuvWrcHj8WBqaorjx4+je/fubMejxNDLly/h6uqKkJAQge0zLS2tTBnm5OTA2tq61JGhgYFBmR/Mrn4vcedDCv77lzP59ArUb9cLDS37V/i+hGHQOD8evr91Q/v27QX2eSTFz2kSP68QleZpEm5ubsjJycHu3bvZjiJRFKreRPIEBgaiZcuWaN26NQDg7Nmz0NfXp6VHVSguLk7gK9lra2tjwIABGDBgQMljqampJUV4+vRpLFy4EPn5+aWK0NDMEg8j08qUXnVx5OSQr26AZoYmVW8sheTk5GBvbw97e3ts2bIFb968waVLlzBnzhypmibB5XJx5MgRPH78mO0oEkcqj/imTZsGc3NzLFq0CHw+H+3atcOePXvg6OjIdjRKTO3cuROfP39m5ZtzcnJyqSPDUK4m5CyHgKNQ9nZNyadXoDg9DgCg2LgZ1Hu4QLll2aM6ZQU5LOxrjBk9Wgs9vySRpmkSvr6+OHPmDG7evMl2FIkjdcVXWFiIpk2bIiwsDPr6+rhw4QK2bduGf/75R2rH+am6W7RoEZo2bYolS5awHQW/nwvF5deJ5T5XmBgBRc3m4MgrIu/jI2TcOQC9qbuhqKFXZlvnDs2wY0wHIaeVXJI8TYIQgk6dOmHt2rUlU3Co6pO6a19v374Nc3Nz6Ovrg2EYbNiwAR4eHrT0qEoJY6izpgghSE1NRVxSxRfYKDU1gZySKjgKimhg0QdKzdqi4NPLcrcNeR+OU6dO4d69e3j//j0yMjIgZd9z66Rp06aYNWsWbt++jS9fvmDEiBG4cuUKDAwM4OjoiH379iExsfwvIGwLDg5GZmYmBg4cyHYUiSR15/jOnj2LcePGAQCuX78OeXl5ODk5sZyKEneiKr7c3FzExMSU/Pr8+XOp3yspKUFr8GKgqWX1dsjhABWcDSTcXAQE3EdSUlLJr8LCQujq6kJPT6/k139/r6enhyZNmkjVRSBV0dDQgIuLC1xcXEpNk3B3dxfLaRJ79uzBnDlz6Ly9WpKqoc78/Hw0bdoUkZGR0NbWRpcuXbBixQoMHz6c7WiUmNPV1UVISEidJ0EXFxcjLi6uwnLLzc1Fq1atYGBgAAMDAxgaGpb8u4GBARo1aoQDDz9hx93IUiu0AADDzUVhYgSUW1gAcvI/hjpv7oXelF1Q1NQvtW1F5/jy8/ORnJxcqgx//vr34xkZGdDS0iq3FP9bmnW5BZK4E8dpEklJSTAzM0NMTAzU1dVF/v7SQKqK7/z58zh69Chu3bqFW7duYfHixXjz5g39VkRVisvlolGjRigoKKjyzwohBMnJyRUWW1JSEvT09CosNl1d3Sp/WKbnFqLrpvtlio+fn4XU82tQnJEAcOSgqKkP9e4ToWLQscw+lBTkELS8NzQblL1ApjqKi4uRmppabin++1dKSgpUVVXLLcT/PqampibRpxxEPU2iorVZvwSeRWZKAvbv3y/Q95MlUlV8w4cPx5AhQzBlyhR0794dc+bMKRn2pKiKREdHo1+/fvj8+TOAHwtYV1RssbGxaNCgQYXF1qJFi1rfCPffXP1e4s7HlEqXKasIB0B/cx0cmGhT5xxVIYQgIyOj3FL8b2Hy+fwKS/Hfv7S0tMT+yyohpGSahKDvJhEWn1np2qwFXC7sDRphxRCrStdmpSomNcWXlZWFFi1a4MuXL3j9+jVcXV3x8eNHmTpPQVVPYWEhvnz5UlJmgYGBuH//Plq2bImYmBgUFhZWWGwGBgY1vt9dbYTFZ2Ls4WAUFPNr/FpSXIjRWonYtGy2WBVIbm5upcX481dWVhaaNGlS4dDqv/9dXObh/XeahJOTE5ydnWs8TeJUcCw8A8KrXpuVAygrlL82K1U1qSm+kydP4q+//sKVK1fg6OiICRMmYOrUqWzHoljAMAwSExMrvIAkNTUV+vr6JcWWkZGBlJQUbN26FYaGhtDS0hKLIbkfPwQ/oqCYqXrj/6eiKIcZXXRw3nMuGjVqBF9fXzRp0kSIKQWvqKgIycnJFQ6v/izM1NRUqKmpVTq8+vOXKL6s/FTbaRK1/f/9c21WqvqkpvicnJwwadIktGzZEuPGjUNUVJRAhpwo8UMIwffv3yssti9fvkBDQ6PcIzZDQ0M0a9as1N3X161bh6KiImzYsIHFT1W+U8GxWP/3B3CL+OBUcvT23yOA4uJirF69Gr6+vjh58iT69OkjwtSiwTAM0tPTq3UUKScnV+VFOnp6etDU1BTol57q3k2ioiP8uG0jS/2e8IrQsKMTGvebWfKYiqI8zrnaor2+usBySzupKL709HQYGRnh69evGD16NIYMGYKZM2dW/UJKbBUUFCA2NrbcYvt5Lq6iYmvVqhVUVFSq/V6//fYbOnXqBFdXV2F9nDoZPXMJEjUskKbQBBwA3P+c8yEAeploY7aDUZkffnfv3sXkyZMxZcoUrFmzRia/DBJCkJ2dXelFOj+fy8vLg46OTpUX6ujo6JT68lQdld1NYktwVpXndJkiLhL2TESTUWug3KJdyeMcDtDfTDTndKWFVBTfwYMHERgYiGXLlmHo0KH49OkTlJRqdzUbJRp8Ph8JCQkVFtv379/RokWLcovNwMAAGhoaAvtm3r9/fyxcuLDUmpriIioqCnZ2doiKigKjqIqLIQkIT8pBNrcYasqKMNVriJFW+pVevZmamopJkyYhOzsbZ86cQcuWLUX4CSQLl8sttxz/+1h6ejo0NDSqdRRZ3m2uSk2TuHkPSqM2A/KVfynJfXsPWU/+RNOZR8r82a/rVbyyRiqKr1evXliwYAFOnjyJnj17YsGCBWxHknmEEKSnp1dYbAkJCdDW1q6w2Jo2bSqyCzPatm2LixcvltywWJxMmDABbdu2hbu7e532wzAMtm/fjs2bN2P//v0YMWKEgBLKJj6fX63pHsnJyVBSUqr0Ip3H6co4HZaJ4ip+Eif/+QeUm5tDvfuEMs/RtVlrRuKLLzExEe3atcOdO3cwaNAgfP78ucobiVKCkZeXV+F5tpiYGCgqKlZYbC1bthSLo3JCCBo0aICkpCSoqamxHaeUd+/ewdHREVFRUQK719rz588xbtw49OvXD9u3b6/RkDBVc4QQZGZmVjq8+qVpLzAtrCvdDy8rFV8PTEfTGYegqK5b7jZ0bdbqk/ji27VrF16/fo3CwkJ06NABy5YtYzuS1CguLkZ8fHyFR205OTllLvX/d9E1atSI7Y9QpW/fvsHIyAjfv39nO0oZzs7O6N69OxYtWiTQ/WZlZWHGjBl4//49zp07BzMzM4Hun6qZX31f4H54aqXbZD49C27sa+hO8K5wmz6mTXB0cidBx5NKEr9W59mzZzF9+nSsXLkSBw8erPoFVAlCCFJSUiostv+uQmJgYIDBgweX/LuOjo5YzROrDXFYnLo8L168wIsXL/Dnn38KfN+NGjXCmTNncOzYMfTs2RNeXl6YNm2aWEzhkEVqylX/GM57dx+NbEdWuo2asuxduFRbEl18MTEx+PTpEx49eoR58+YJbDhImmRnZ1dYbP9dhcTAwAC2trYYN26cQFchEWfiWnzu7u5wd3cX2lAkh8PBtGnTYGdnh7Fjx+LOnTs4dOiQRBylSxtTXTUoKSSXWaLuJ27CR/Bzv0HVtFuF+1BWkIOpHv35V10SXXznzp1D37598ffffyM6OprtOKwoKirCly9fyi22/65CYmBgACMjI/Tt21ekq5CIM3EsvkePHiEqKgq//vqr0N/LzMwMz549w5IlS9CxY0ecOXMGXbp0Efr7Uv8z0lofO+5GVvh83rt7UDW2h5xSxdcuEAAjrfQrfJ4qTWKKr7wFW28+S4AhijFz5kypXaWcYRgkJSVVeNT271VIfp5jGz58eMnvtbW16RBWJcSt+AghcHd3x+rVq0W2HJeKigp8fHzg7++PIUOGYMmSJViyZInED2NLCq0GSuhprF3hPD7NAXMrfT2H82MeJ53KUH1iX3yVLdhKjHrjPThoYqCDsPhMiV2w9ecqJOUVW1xcHNTV1UsVW48ePTB58mQYGBhAX1+/xhNpqf+Ji4uDlZUV2zFK3L59G2lpaZg4caLI33v48OGwtrbG+PHjce/ePZw8eRI6OjoizyGL5jgY4XFUeq3WZlVWkMdsByMhpJJeYn1Vp7Qs2MrlchEbG1vhcCQhpMJFkVu1akWnZwiRnZ0dtm7diq5du7IdBYQQdO7cGcuWLcOoUaNYy8Hj8bBmzRocP34cJ06cQN++fVnLIkvoWp2iI7bFJ0l/CPh8Pr5+/VphsWVkZKBFixYVLrElyFVIqJpp1qwZgoOD0bx5c7aj4NKlS1i3bh1evXolFsOM9+/fx6RJk+Di4oJ169ZJ/YVO4kBavuyLO7EsvooWbOVlpuDb7X0o+hoOKCiivklXaDi6giP3v1sPCWPBVkIIvn37VmGxJSQkQEtLq8JiE+UqJFT1FRUVoUGDBsjPz2d9uJjP58PS0hKbNm3CoEGDWM3yb2lpaZg8eTK+f/+OP//8EwYGBmxHknpvEjKx70E0AiPSyqzNSooLoaSsjN6mTcpdm5WqHrEsvopuwplyfjXkVdWhOWAOGG4eUs65o4Flf6jZDC3ZprYLtv57FZLyViNRVFSssNjEZRUSqmZiYmLg4OCAL1++sB0Fp0+fho+PD54+fSp2R/8Mw2Dnzp3w9vaGj48Pq8OwsuRbbmGZtVkfXT2DJSO7Y5zzYLbjSTSxuyoiPbcQDyPTyj3M52WlQM16MDgK9SDfoB5UDKxRnB5XahtCgMCINHzLLSx1ldO/VyEpr9hycnLQsmXLUsXWvXv3kt/T+U3SR1yu6Px5C6FDhw6JXekBgJycHBYtWoQePXpg7NixuHv3Lnbs2EHPPQuZZgOlMmtven2+gWcP79LiqyOxK76LrxIqfE7NZijyPjyCUgsLMNxcFHx+CfXuZa9+4/P5mLXFFw0TnpUUW2JiInR1dUsV26BBg0p+Lw2rkFA1Iy7F5+vri5YtW6J3795sR6mUjY0NQkJCMGvWLHTu3Bnnzp0Ty4W9pVmfPn0wbdo0tmNIPLErvvDk7ApXMFBuboHc17cQv300QBjUb9cHKsZ2ZbbjEQ5SixTg2KVLySokzZs3F9m8KEoyxMfHs35RS2FhIdatW4fz58+zmqO61NTUcOrUKfj6+sLBwQGenp747bffxPJIVRpZW1sjISEBKSkpdKpJHYjdIU42l1fu44QwSDm/Cqom9mix+C/oL/gTDDcXmQ+Ol7t9a1MLuLq6wtHREa1bt6alR5UhDkd8Bw8ehKWlJWxtbVnNURMcDgdTpkzB48eP4ePjgzFjxiAzM5PtWDJBXl4ePXv2xP3799mOItHErvgqWrCVKcgBPzsNDa0Gg6OgCHkVNTRo74iCTy8r2A+99JqqHNvFl5eXBy8vL6xfv561DHVhamqKZ8+eQUdHBx07dkRwcDDbkWRCnz59cO/ePbZjSDSxK74fC7aWjSWv2ggKjXSQExoAwvDBcHOR+/YeFJuUvbyaLthKVQfbxbdnzx706NEDHTp0YC1DXSkrK2PPnj3YsWMHhg0bBm9vbzBM9efeUjVHi6/uxG46Q3puIbpuul/ueb6ilM/IuHsIxakxgJw8lFtYoHG/WZCvr15qOyUFOQQt703XrqMqRAiBmpoa4uPjWVnnNTMzE23atMHjx49hamoq8vcXhri4OEyYMAHKysrw8/ODrm75N0yl6oYQgmbNmuHJkycwNDRkO45EErsjvp8LtpZ3rryejiF0J3ij+cJzaL7gT2g7ryxTenTBVqo6srKywOFwWJumsn37dgwaNEhqSg8AWrRogcDAQNjb28PKygq3bt1iO5JU4nA46N27Nz3qqwOxKz7gx4KtygryVW9YDrpgK1UdP4c52bgaMT09HT4+Pli9erXI31vYFBQUsHbtWpw+fRrTpk3DsmXLUFRUxHYsqePo6EiLrw7Esvgsm6vDzckUKoo1i/djrU5TuowPVSU2z+9t2rQJY8aMkerlv3r16oXQ0FB8+PAB3bt3x+fPn9mOJFV+nuej51NrRyyLDwAm2raCm1NbqCjKlzvs+W8czo81Oukq5VR1sVV8iYmJOHbsGNzd3UX+3qKmra2Na9euYdy4cbC1tcW5c+fYjiQ1mjdvDg0NDbx9+5btKBJJbIsP+FF+51xt0d9MB0oKclD+z9WeygpyUFKQQ38zHZxztaWlR1UbW8Xn6emJqVOnomnTpiJ/bzZwOBz8/vvvuHHjBtzd3fHbb78hPz+f7VhSgV7dWXtid1VnRcpbsNVUryFGWunTC1moGhs/fjycnJxEesPX2NhYWFtbIyIiAlpaWiJ7X3GRk5OD2bNn49WrVzh37hwsLCzYjiTRLl68iOPHj+Pvv/9mO4rEkZjioyhB6tatGzZu3IgePXqI7D2nTp2K5s2bY926dSJ7T3F08uRJLF68GOvXr8eMGTPocme19O3bNxgaGiI9PZ3eK7GGxHqok6KERdRDneHh4bh+/ToWLVoksvcUV5MmTcKTJ09w8OBBjBo1Ct+/f2c7kkTS1NRE69at8fz5c7ajSBxafJTM4fF4SE5ORrNmzUT2nmvWrMGiRYtYmSwvjkxMTBAcHIxmzZqhY8eOCAoKYjuSRKLn+WqHFh8lcxITE9GkSRORDQ+FhYXh4cOHmD9/vkjeT1IoKSlh165d2L17N5ydnbFx40bw+Xy2Y0kUWny1Q4uPkjmivh2Rh4cHVqxYgfr164vsPSXJ0KFD8erVK9y6dQv9+/dHUlIS25EkRvfu3fHq1Svk5eWxHUWi0OKjZI4oz+8FBwfj9evXmDFjhkjeT1Lp6+vj/v376N69O6ysrHDjxg22I0mE+vXrw9raGo8fP2Y7ikShxUfJHFEWn7u7Ozw8PKCsrCyS95Nk8vLyWL16Nc6ePQtXV1csXbqULndWDXS4s+Zo8VEyR1TFFxgYiNjYWEyZMkXo7yVNevbsidDQUERERKBbt2749OkT25HEGi2+mqPFR8kcURQfIQRubm5Ys2YNnWNVC1paWrhy5QomTpwIW1tbnDlzhu1IYqtz58749OkTvn37xnYUiUGLj5I5oii+GzduICsrC+PGjRPq+0gzDoeD+fPn4/bt21i9ejWmTZtGL+Ioh6KiIrp164bAwEC2o0gMWnyUzBF28TEMA3d3d6xfvx7y8rW7vRb1Px07dsSrV6/A4/FgY2ODN2/esB1J7NDhzpqhxUfJlOzsbBQVFaFx48ZCew9/f3/IycnB2dlZaO8haxo2bAhfX1/88ccf6NOnD/bt2we62uL/0OKrGVp8lEyJj48X6g1o+Xw+Vq1ahQ0bNtA1KIXAxcUFQUFBOHr0KEaMGIGMjAy2I4kFCwsLZGZmIj4+nu0oEoEWHyVThD3Mefr0aWhqaqJ///5Cew9Z16ZNGwQFBaFly5bo2LEjnjx5wnYk1snJyaFXr170qK+aaPFRMkWYxVdUVIQ1a9bA09OTHu0JmZKSEnbs2AEfHx+MHDkSGzZskPnlzhwdHWnxVRMtPkqmCLP4jh07BiMjI5He6kjWDR48GK9evcLdu3fRt29fJCYmsh2JNX369MHdu3fpuc9qoMVHyRRhFV9BQQE2bNiADRs2CHzfVOWaNWuGe/fuoVevXrCyspLZG7MaGhpCWVkZHz9+ZDuK2KPFR8kUYRXfgQMHYGNjg86dOwt831TV5OXl4eHhgQsXLmDWrFlYvHixTC53Rq/urB5afJRMiYuLE/idGXJzc7Fp0yasX79eoPulaq579+4IDQ3Fp0+fYG9vj+joaLYjiRQtvuqhxUfJDD6fj69fv0JfX1+g+921axd69+4NCwsLge6Xqh1NTU1cunQJU6dOhZ2dHU6fPs12JJHp3bs3Hj58CB6Px3YUscYh9EwoJSMSExNhZWWF5ORkge3z+/fvMDY2RlBQENq0aSOw/VKC8fr1a4wdOxZ2dnbYs2cPGjRowHYkobOwsMDRo0fpsHsl6BEfJTOEcX5v69atGDZsGC09MdWhQwe8fPkSAGBjY4PXr1+zG0gE6HBn1WjxUTJD0MWXmpqKAwcOwMPDQ2D7pASvQYMGOH78ODw8PNC3b1/s3btXqi/5p8VXNVp8lMwQdPF5e3tj/PjxaNmypcD2SQnPhAkT8M8//+DEiRNwdnaW2tv49OzZE8+ePUNBQQHbUcQWLT5KZgiy+BISEuDr6ws3NzeB7I8SDSMjIwQFBcHIyAgdO3bE48eP2Y4kcGpqarCwsEBQUBDbUcQWLT5KZgiy+DZs2IDp06dDV1dXIPujRKdevXrYunUrDhw4gFGjRmHdunVSt9wZHe6sHC0+SmYIqvg+f/6MixcvYtmyZQJIRbHFyckJISEhePDgAfr06YOvX7+yHUlgaPFVjhYfJTMEVXxr1qzBvHnzoKmpKYBUFJuaNm2KO3fuoG/fvrC2tsb169fZjiQQdnZ2+PDhAzIzM9mOIpboPD5KJuTl5UFLSwv5+fl1unPChw8f4ODggOjoaKipqQkwIcW2p0+fYvz48XB2dsamTZugpKTEdqQ66devH+bMmYNhw4axHUXs0CM+SibEx8ejefPmdb5d0KpVq7BkyRJaelKoa9euCA0NRVxcHOzs7BAVFcV2pDqhw50Vo8VHyQRBDHOGhIQgKCgIc+fOFVAqStw0btwYf/31F3777TfY29vDz8+P7Ui1RouvYrT4KJkgiOLz8PDAH3/8AVVVVQGlosQRh8PBrFmzcO/ePWzcuBGTJ09Gbm4u27FqrGPHjkhKSkJSUhLbUcQOLT5KJtT1rgxBQUF4//49fvvtNwGmosRZ+/bt8fLlSygqKsLa2hqhoaFsR6oReXl5ODg44P79+2xHETu0+CiZUJcjPkII3NzcsGrVKom/4IGqmfr16+PIkSNYu3Yt+vfvj127dknUcmeOjo64e/cu2zHEDi0+SibUpfju3buHxMRETJo0ScCpKEkxduxY/PPPPzh9+jSGDRuG9PR0tiNVy8/zfJJU1qJAi4+SCfHx8bUqvp9He2vXroWCgoIQklGSonXr1njy5AlMTEzQsWNHPHz4kO1IVTI2NgbDMDJ3Q96q0OKjpB7DMCXTGWrq2rVrKCgowOjRo4WQjJI09erVw5YtW3D48GGMHTsWa9asEeubvnI4HHp1Zzlo8VFSLy0tDQ0bNqzx1ZgMw8DDwwPr16+HnBz9q0L9z4ABAxASEoInT56gT58+SEhIYDtShWjxlUX/NlNSr7bn9y5cuABlZWUMHTpUCKkoSaenp4fbt29jwIABsLGxwdWrV9mOVK4+ffogMDAQDMOwHUVs0OKjpF5tio/H42HVqlXYsGFDnVd7oaSXnJwcVq5cCX9/f8yfPx/z588Hl8tlO1YpzZo1g5aWFsLCwtiOIjZo8VFSrzbF5+fnBz09PTg6OgopFSVN7O3tERoaisTERNjZ2SEiIoLtSKXQ4c7SaPFRUq+mxVdYWIi1a9fC09OTHu1R1aahoYELFy5g5syZ6NatG06ePMl2pBK0+EqjxUdJvZoW35EjR2BmZoauXbsKMRUljTgcDmbMmIH79+/D29sbLi4uyMnJYTsWevXqhadPn6KoqIjtKGKBFh8l9WpSfPn5+fD09MT69euFnIqSZhYWFnj58iVUVFRgZWWFV69esZpHQ0MDJiYmCA4OZjWHuKDFR0m9mhTfvn37YGdnB2trayGnoqSdqqoqDh06BE9PTwwcOBA7duxgdQUVOtz5P/RGtJRUKygogLq6OgoKCqqci5ednY02bdrg/v37MDc3F1FCShbExMRg7Nix0NbWxvHjx6GtrS3yDHfu3MHatWvx5MkTkb+3uKFHfJRUS0hIQLNmzao1AX3nzp3o168fLT1K4AwMDPDkyROYm5vDysoKDx48EHmGrl27IiwsTCJvsSRotPgoqVbdYc6MjAzs3r0ba9asEX4oSiYpKipi06ZNOHr0KMaPH49Vq1aJdLkzVVVV2NjY4NGjRyJ7T3FFi4+SatUtvs2bN2PEiBFo3bq1CFJRsqxfv34ICQlBcHAwevXqhbi4OJG9Nz3P9wMtPkqqVaf4kpOTcejQIXh4eIgoFSXrdHV1cfPmTQwePBidOnXC5cuXRfK+tPh+oMVHSbXqFN/GjRsxadIk6OvriygVRf1Y7mz58uW4cuUKFi5ciLlz5wp9ubNOnTohNjYWaWlpQn0fcUeLj5JqVd2HLy4uDqdPn8bKlStFmIqi/sfW1hahoaFITU1Fly5dEB4eLrT3UlBQQPfu3REYGCi095AEtPgoqVbVEd/69esxY8YM6OjoiDAVRZWmrq6Oc+fOYe7cuejevTuOHz8utDl/jo6OuHv3rlD2LSnoPD5KahFCUL9+faSkpKBhw4Zlno+KioK9vT0iIyOhoaHBQkKKKuv9+/cYM2YMLC0tsX//fqipqQl0/+/evcOwYcPw6dMnge5XktAjPkpqffv2DcrKyuWWHgCsWbMGCxYsoKVHiRVzc3M8f/4cDRs2hJWVFV6+fCnw/efl5SE2Nlag+5UktPgoqVXZMOe7d+9w7949LFiwQMSpKKpqqqqqOHDgALy9veHk5ITt27cL7EayHA4HvXv3lumrO2nxUVKrsuLz8PDAsmXLKjwapChxMHLkSDx//hwXLlzA4MGDkZqaKpD9yvq0Blp8lNSqqPhevHiBFy9eYNasWSykoqiaadWqFR49eoQOHTrAysoK9+/fr/M++/Tpg/v377O6aDabaPFRUqui4vPw8ICbmxtUVFRYSEVRNaeoqIiNGzfixIkTcHFxgbu7e52WO2vVqhXq16+P9+/fCzCl5KDFR0mt8orv8ePHiIyMxLRp01hKRVG15+joiJCQELx8+RI9e/bEly9far0vWR7upMVHSa24uDg0b9685PeEELi5uWH16tWoV68ei8koqvZ0dHQQEBCAX375BZ07d4a/v3+t9iPLxUfn8VFSq2nTpnj27FlJ+d26dQu///473r17B3l5eZbTUVTdPX/+HGPHjsWAAQOwbdu2Gg3fp6WloU2bNkhPT4eCgoIQU4ofesRHSaXCwkKkp6dDT08PwI+jPXd3d6xbt46WHiU1OnfujNDQUGRkZKBLly74+PFjtV+rra2NVq1a4cWLF0JMKJ5o8VFS6evXr9DT0yv5Jnv58mXweDyMGDGC5WQUJViNGjXCmTNnsGDBAvTo0QNHjx6t9tWasjrcSYc6KamRnluIi68SEJ6cjZivKYh6H4b5k0ZieMem6G3fCd7e3hg8eDDbMSlKaD58+ICxY8fC3NwcBw4cQKNGjSrdPiAgAFu2bJG5Ratp8VESLyw+Ez4PovEw8setVgp5/1vhQllBDjw+H/KpETi3+ld0aE6XJ6OkW0FBARYvXoxbt27hzJkz6Ny5c4Xb5ubmQk9PDykpKVBVVRVhSnbR4qMk2qngWHgGhIPL46OyP8kcAMqK8nBzMsVE21aiikdRrPH398esWbOwZMkSLF68GHJy5Z/ZsuvVD/YTFoLfUBfZXB7UlBVgqquGUdb60GygJOLUokGLj5JYP0rvIwqKq7+GoYqiHNyc2tLyo2TCly9fMH78eDRs2BC+vr6lbr/1c6Tk7ockcAgBn/O/i76UFeRAADiYaGN2TyNYNlcXfXghosVHSaSw+EyMPRyMgmJ+qcezX11D3tt7KEqLRf22PaE1eGGZ16ooyuOcqy3a66uLKC1FsYfH42HNmjU4fvw4fH194ejoWP2REg6grCB9IyW0+CiJ5Or3Enc+ppT5S5sfEQRwOCiICQEpLiq3+DgcoL+ZDg5MtBFRWopi3/379zFp0iTYuizFO0VjcGV4pIROZ6AkTnpuIR5GppX7TVXVxB6qxnaQU6n45p2EAIERafiWWyjElBQlXnr37o1TAY/wimlZYekVZ3zFly3OSL+2tdTjBcUMPAPC8SYhUwRJhY8WHyVxLr5KqPM+OAAuhtR9PxQlSf4MywDkFSt8PuP2ASjptSn3OS6Pj30PooUVTaRo8VESJzw5u9SUhdrg8hiEJ+UIKBFFib/KRkoAIO/DQ8gp14dyS8tyn5emkRJafJTEyebW/nYspfdTLJD9UJQkqGykhCnMR+bj09DoXfldS6RlpIQWHyVx1JQFs6CumnLFQz4UJW0qGynJfOSHBpb9oKCmXek+pGWkhBYfJXFMddWgpFD+H13C8EF4RQDDBwgDwisCYfhltlNWkIOpXkNhR6UosVHRSElRymdwv4RBrdOwau5H8kdKZOteFJRUGGmtjx13I8t9LuvpWWQ9PVPy+7z3gWjUdRzUu08otR0BMNJKX5gxKUqsVDRSwo17C15WChL2TQUAkCIuQBgkpS+A3tRd5exH8kdKaPFREkergRJ6GmuXO49PvfuEMiX3XxwO0MtEW2qXY6Ko8vwYKUkuM9zZoEN/1G/bo+T32c/9wctKQeP+c8rsQ1pGSuhQJyWR5jgYQVmhdvfVU1aQx2wHIwEnoijxNtK6/BEOOUVlyDfQKPnFUVQGR6Ee5FXL3tlBWkZKaPFREsmyuTrcnEyholizP8I/VqAwpcuVUTLn50gJh1P5durdJ0BryJIyj0vTSAktPkpiTbRtBTentlBRlK/yLzOH82ONTmladomiaoqOlPxA1+qkJN6bhEzsexCNwIg0cPDjkuuffq4y38tEG7MdjOiRHiXz6F1NaPFRUuRbbiEuhiQgPCkH2dxiqCkrwlSvIUZaSe99xSiqNujdGWjxURRFyRxZHimhxUdRFCXDZHGkhBYfRVEUJVPoVZ0URVGUTKHFR1EURckUWnwURVGUTKHFR1EURckUWnwURVGUTKHFR1EURckUWnwURVGUTKHFR1EURckUWnwURVGUTKHFR1EURckUWnwURVGUTKHFR1EURckUWnwURVGUTKHFR1EURckUWnwURVGUTKHFR1EURckUWnwURVGUTKHFR1EURckUWnwURVGUTKHFR1EURckUWnwURVGUTPk/Q7nzrA6lsVwAAAAASUVORK5CYII=\n", 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" ] @@ -1367,7 +1422,7 @@ ], "source": [ "# Using NetworkX to visualize network connection\n", - "G = nx.from_numpy_matrix(conn.conn_mat)\n", + "G = nx.from_numpy_matrix(conn.require('conn_mat'))\n", "nx.draw(G, with_labels=True)\n", "plt.show()" ] @@ -1395,35 +1450,35 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "JaxArray(DeviceArray([[False, False, False, True, False, True, False, True,\n", - " True, False],\n", - " [False, False, False, True, True, False, False, True,\n", - " False, False],\n", - " [False, False, False, True, True, True, True, False,\n", - " True, True],\n", - " [ True, True, True, False, True, True, True, False,\n", - " False, True],\n", - " [False, True, True, True, False, False, False, True,\n", - " True, False],\n", - " [ True, False, True, True, False, False, True, False,\n", - " False, False],\n", - " [False, False, True, True, False, True, False, False,\n", - " False, True],\n", - " [ True, True, False, False, True, False, False, False,\n", - " False, False],\n", - " [ True, False, True, False, True, False, False, False,\n", - " False, False],\n", - " [False, False, True, True, False, False, True, False,\n", - " False, False]], dtype=bool))" + "JaxArray([[False, False, False, True, False, True, False, True,\n", + " True, False],\n", + " [False, False, False, True, True, False, False, True,\n", + " False, False],\n", + " [False, False, False, True, True, True, True, False,\n", + " True, True],\n", + " [ True, True, True, False, True, True, True, False,\n", + " False, True],\n", + " [False, True, True, True, False, False, False, True,\n", + " True, False],\n", + " [ True, False, True, True, False, False, True, False,\n", + " False, False],\n", + " [False, False, True, True, False, True, False, False,\n", + " False, True],\n", + " [ True, True, False, False, True, False, False, False,\n", + " False, False],\n", + " [ True, False, True, False, True, False, False, False,\n", + " False, False],\n", + " [False, False, True, True, False, False, True, False,\n", + " False, False]], dtype=bool)" ] }, - "execution_count": 89, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -1436,12 +1491,12 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1452,7 +1507,7 @@ ], "source": [ "# Using NetworkX to visualize network connection\n", - "G = nx.from_numpy_matrix(conn.conn_mat)\n", + "G = nx.from_numpy_matrix(conn.require('conn_mat'))\n", "nx.draw(G, with_labels=True)\n", "plt.show()" ] @@ -1461,20 +1516,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Customize your connections" + "## Encapsulate your existing connections" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "BrainPy also allows users to customize their connections. The following requirements should be satisfied:\n", - "\n", - "- Your connection class should inherit from `brainpy.connect.Connector`. \n", - "- Initialize the `conn_mat` or `pre_ids`+ `post_ids` synaptic structures.\n", - "- Provide `num_pre` and `num_post` information.\n", + "BrainPy also allows users to encapsulate existing connections with convenient class interfaces. Users can provide connection types as:\n", + "- Index projection;\n", + "- Dense matrix;\n", + "- Sparse matrix.\n", "\n", - "In such a way, based on this customized connection class, users can generate any other synaptic structures (such like `pre2post`, `pre2syn`, `pre_slice_syn`, etc.) easily." + "Then users should provide `pre_size` and `post_size` information in order to instantiate the connection. In such a way, based on the following connection classes, users can generate any other synaptic structures (such like `pre2post`, `pre2syn`, `conn_mat`, etc.) easily." ] }, { @@ -1485,7 +1539,7 @@ } }, "source": [ - "### `bo.conn.IJConn`" + "### `bp.conn.IJConn`" ] }, { @@ -1497,7 +1551,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -1509,20 +1563,20 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "JaxArray(DeviceArray([[ True, False, False],\n", - " [ True, False, False],\n", - " [ True, False, False],\n", - " [False, False, False],\n", - " [False, False, False]], dtype=bool))" + "JaxArray([[ True, False, False],\n", + " [ True, False, False],\n", + " [ True, False, False],\n", + " [False, False, False],\n", + " [False, False, False]], dtype=bool)" ] }, - "execution_count": 98, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -1533,17 +1587,16 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(JaxArray(DeviceArray([0, 0, 0], dtype=uint32)),\n", - " JaxArray(DeviceArray([0, 1, 2, 3, 3, 3], dtype=uint32)))" + "(JaxArray([0, 0, 0], dtype=uint32), JaxArray([0, 1, 2, 3, 3, 3], dtype=uint32))" ] }, - "execution_count": 99, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -1554,7 +1607,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 8, "metadata": { "scrolled": true }, @@ -1562,11 +1615,10 @@ { "data": { "text/plain": [ - "(JaxArray(DeviceArray([0, 1, 2], dtype=uint32)),\n", - " JaxArray(DeviceArray([0, 1, 2, 3, 3, 3], dtype=uint32)))" + "(JaxArray([0, 1, 2], dtype=uint32), JaxArray([0, 1, 2, 3, 3, 3], dtype=uint32))" ] }, - "execution_count": 100, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -1599,7 +1651,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 9, "metadata": { "pycharm": { "name": "#%%\n" @@ -1614,7 +1666,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 10, "metadata": { "pycharm": { "name": "#%%\n" @@ -1624,14 +1676,14 @@ { "data": { "text/plain": [ - "JaxArray(DeviceArray([[ True, True, False],\n", - " [ True, True, False],\n", - " [False, True, True],\n", - " [False, False, True],\n", - " [False, True, False]], dtype=bool))" + "JaxArray([[ True, True, False],\n", + " [False, True, True],\n", + " [ True, False, True],\n", + " [False, False, True],\n", + " [ True, False, False]], dtype=bool)" ] }, - "execution_count": 102, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -1642,7 +1694,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 11, "metadata": { "pycharm": { "name": "#%%\n" @@ -1652,11 +1704,11 @@ { "data": { "text/plain": [ - "(JaxArray(DeviceArray([0, 1, 0, 1, 1, 2, 2, 1], dtype=uint32)),\n", - " JaxArray(DeviceArray([0, 2, 4, 6, 7, 8], dtype=uint32)))" + "(JaxArray([0, 1, 1, 2, 0, 2, 2, 0], dtype=uint32),\n", + " JaxArray([0, 2, 4, 6, 7, 8], dtype=uint32))" ] }, - "execution_count": 103, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -1667,7 +1719,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 12, "metadata": { "pycharm": { "name": "#%%\n" @@ -1677,11 +1729,11 @@ { "data": { "text/plain": [ - "(JaxArray(DeviceArray([0, 1, 2, 3, 4, 5, 6, 7], dtype=uint32)),\n", - " JaxArray(DeviceArray([0, 2, 4, 6, 7, 8], dtype=uint32)))" + "(JaxArray([0, 1, 2, 3, 4, 5, 6, 7], dtype=uint32),\n", + " JaxArray([0, 2, 4, 6, 7, 8], dtype=uint32))" ] }, - "execution_count": 104, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -1714,7 +1766,7 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 13, "metadata": { "pycharm": { "name": "#%%\n" @@ -1732,7 +1784,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 14, "metadata": { "pycharm": { "name": "#%%\n" @@ -1742,14 +1794,14 @@ { "data": { "text/plain": [ - "JaxArray(DeviceArray([[ True, True, True],\n", - " [ True, True, True],\n", - " [ True, False, True],\n", - " [ True, False, True],\n", - " [False, False, True]], dtype=bool))" + "JaxArray([[ True, False, True],\n", + " [ True, False, True],\n", + " [ True, False, False],\n", + " [False, True, True],\n", + " [False, True, False]], dtype=bool)" ] }, - "execution_count": 106, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -1760,7 +1812,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 15, "metadata": { "pycharm": { "name": "#%%\n" @@ -1770,11 +1822,11 @@ { "data": { "text/plain": [ - "(JaxArray(DeviceArray([0, 1, 2, 0, 1, 2, 0, 2, 0, 2, 2], dtype=uint32)),\n", - " JaxArray(DeviceArray([ 0, 3, 6, 8, 10, 11], dtype=uint32)))" + "(JaxArray([0, 2, 0, 2, 0, 1, 2, 1], dtype=uint32),\n", + " JaxArray([0, 2, 4, 5, 7, 8], dtype=uint32))" ] }, - "execution_count": 108, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -1785,7 +1837,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 16, "metadata": { "pycharm": { "name": "#%%\n" @@ -1795,11 +1847,11 @@ { "data": { "text/plain": [ - "(JaxArray(DeviceArray([ 0, 3, 6, 8, 1, 4, 2, 5, 7, 9, 10], dtype=uint32)),\n", - " JaxArray(DeviceArray([ 0, 4, 6, 11], dtype=uint32)))" + "(JaxArray([0, 2, 4, 5, 7, 1, 3, 6], dtype=uint32),\n", + " JaxArray([0, 3, 5, 8], dtype=uint32))" ] }, - "execution_count": 109, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -1816,7 +1868,7 @@ } }, "source": [ - "### Using NetworkX to customize connections\n", + "### Using NetworkX to provide connections and pass into `Connector`\n", "\n", "NetworkX is a Python package for the creation, manipulation, and study of the structure, dynamics, and functions of complex networks.\n", "\n", @@ -1825,7 +1877,7 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 17, "metadata": { "pycharm": { "name": "#%%\n" @@ -1857,7 +1909,7 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 18, "metadata": { "pycharm": { "name": "#%%\n" @@ -1869,16 +1921,16 @@ "output_type": "stream", "text": [ "dense adjacency matrix:\n", - "[[0 1 0 1 1]\n", - " [1 0 0 1 0]\n", + "[[0 0 1 1 0]\n", " [0 0 0 1 1]\n", - " [1 1 1 0 0]\n", - " [1 0 1 0 0]]\n" + " [1 0 0 0 1]\n", + " [1 1 0 0 1]\n", + " [0 1 1 1 0]]\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1913,7 +1965,7 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 19, "metadata": { "pycharm": { "name": "#%%\n" @@ -1924,11 +1976,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "JaxArray(DeviceArray([[False, True, False, True, True],\n", - " [ True, False, False, True, False],\n", - " [False, False, False, True, True],\n", - " [ True, True, True, False, False],\n", - " [ True, False, True, False, False]], dtype=bool))\n" + "JaxArray([[False, False, True, True, False],\n", + " [False, False, False, True, True],\n", + " [ True, False, False, False, True],\n", + " [ True, True, False, False, True],\n", + " [False, True, True, True, False]], dtype=bool)\n" ] } ], @@ -1938,11 +1990,122 @@ "\n", "print(res)" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Customize your connections" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "BrainPy allows users to customize their connections. The following requirements should be satisfied:\n", + "\n", + "- Your connection class should inherit from `brainpy.connect.TwoEndConnector` or `brainpy.connect.OneEndConnector`.\n", + "- `__init__` function should be implemented and essential parameters should be initialized.\n", + "- Users should also overwrite `require()` function to describe how to build your connection. Remember in `require()` users have to call two built-in functions: `self.check(structures)` and `self.make_returns(structures, [csr, mat, ij])`.\n", + "\n", + "Let's take an example to illustrate the details of customization." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "class FixedProb(bp.connect.TwoEndConnector):\n", + " \"\"\"Connect the post-synaptic neurons with fixed probability.\n", + "\n", + " Parameters\n", + " ----------\n", + " prob : float\n", + " The conn probability.\n", + " include_self : bool\n", + " Whether to create (i, i) connection.\n", + " seed : optional, int\n", + " Seed the random generator.\n", + " \"\"\"\n", + "\n", + " def __init__(self, prob, include_self=True, seed=None):\n", + " super(FixedProb, self).__init__()\n", + " assert 0. <= prob <= 1.\n", + " self.prob = prob\n", + " self.include_self = include_self\n", + " self.seed = seed\n", + " self.rng = np.random.RandomState(seed=seed)\n", + "\n", + " def require(self, *structures):\n", + " # please call this function for auto-checking inputs.\n", + " self.check(structures)\n", + "\n", + " ind = []\n", + " count = np.zeros(self.pre_num, dtype=np.uint32)\n", + " \n", + " def _random_prob_conn(rng, pre_i, num_post, prob, include_self):\n", + " p = rng.random(num_post) <= prob\n", + " if (not include_self) and pre_i < num_post:\n", + " p[pre_i] = False\n", + " conn_j = np.asarray(np.where(p)[0], dtype=np.uint32)\n", + " return conn_j\n", + " \n", + " for i in range(self.pre_num):\n", + " posts = _random_prob_conn(self.rng, pre_i=i, num_post=self.post_num,\n", + " prob=self.prob, include_self=self.include_self)\n", + " ind.append(posts)\n", + " count[i] = len(posts)\n", + "\n", + " ind = np.concatenate(ind)\n", + " indptr = np.concatenate(([0], count)).cumsum()\n", + " \n", + " # please use this built-in function to auto-return all data structures you need.\n", + " return self.make_returns(structures, csr=(ind, indptr))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Users can customize the connection in `require()` function. And at last user will call `self.make_returns(structures, [csr, mat, ij])` function to automatically produce the structures in parameters. Notice there are also three optional parameters users can provide:\n", + "- csr: sparse connection, including a index vector and a indptr vector. \n", + "- mat: dense conncetion, including a connection matrix.\n", + "- ij: index projection, including a pre-neuron index vector and a post-neuron index vector.\n", + "\n", + "Then users can initialize the your own connections as below:" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "JaxArray([[False, True, False, True, False],\n", + " [False, False, True, False, True],\n", + " [ True, False, True, False, True],\n", + " [False, False, False, False, True],\n", + " [ True, True, False, False, True]], dtype=bool)" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "conn = FixedProb(prob=0.5, include_self=True)(pre_size=5, post_size=5)\n", + "conn.require('conn_mat')" + ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1956,7 +2119,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.9.7" }, "latex_envs": { "LaTeX_envs_menu_present": true, @@ -2029,4 +2192,4 @@ }, "nbformat": 4, "nbformat_minor": 4 -} \ No newline at end of file +}