{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Manifold Analysis of ACTIVA\n", "## Brain Small Dataset\n", "\n", "In this notebook, we will perform some (rough) manifold analysis using UMAP and TSNE for the generated Brain Small cells with ACTIVA. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import scanpy as sc\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load in the actual data and the generated data\n", "We will use the `loom` files that were generated by `seurat` after processing the generated data. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Validation or Test Data only\n", "test_data = sc.read_loom('/Users/aliheydari/Box/SCIV-Material/IntegratedSplits/20K Brain Small/REAL.loom');" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "activa = sc.read_loom('/Users/aliheydari/Box/SCIV-Material/IntegratedSplits/20K Brain Small/ACTIVA.loom');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we want to get the UMAP and TSNE of each dataset (which was done in `seurat`. To see how it was done, please look at the `R` notebook in the same directory)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "real_umap = test_data.obsm['umap_cell_embeddings'];\n", "ACTIVA_umap = activa.obsm['umap_cell_embeddings'];" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "real_tsne = test_data.obsm['tsne_cell_embeddings'];\n", "ACTIVA_tsne = activa.obsm['tsne_cell_embeddings'];" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we want to get the UMAP and TSNE of each dataset (which was done in `seurat`. To see how it was done, please look at the `R` notebook in the same directory)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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XJEP9/yX7ahJYCCHE9yOBhbiqfX4Rnl5Yp7neo1YcRhmDVgrLSrCMxgCJZVOMO1ixYdnOcXz4WsaCOgdrCY1XltDVMUo2VOxL/a8RQojLnwQW4qr2SA1mOzGN7AhGgUFhlKJtZ3BNgmsSEm3AQMvJUPfzGKNwTUysHF5u9ri2AvUY1qJ0B0R2LYQQ4o1JYCGuarMhrDl5lFIobdCWDaS7FhEWFgY3CWj4BawkwdEJsbJZylTJRx3qZHim1mVbMcs1Ofi1x5dorKywZmfJmoTx4TJbJ0a5qSAJnkIIARJYiKtclEBku9g6RmEAAyhAYxuNpRNsFKWgRcfJkCiLbBISWC6R7ZJLAsJOhw4hTzdhvm1RdAsYA3PZYRabXRqmRn66wkM9SfAU4gf2+KPf++PnkdwpLg0JLMRVzbPBtg2JsVGQ7kigsIH3LL/IWLDOvsnb8HSESSwso8kmIW0nQ2g7TPTWcXVMIy4y71fQjoNjEjQWuSStTW2t15kbq7DJg398NK0kkRJVIcTblQQW4qo26cJy6NJzYojThE3XgGNiPrD0PO9Z3s9jI9fRcLJk4x4KRcPNESuLWNmcyI1SiDss+0MkyqYctTFAw8tRCtskyqKNzeOzNZKghxtH7D76VZom4SGvwH0r32Xm3h+Bd334Un8phBDiopDOm+KqdncVchZUiMjqGEcnZHTIbauHWMqUeWRyD3fPP0U+7hFYLiuZIj3LJVI2XhwSK4sVv0xgucSWRcfxSZSNo2NaThaDou7l6QYRubBLLgn49tgNBMqmGjTZl90Kn/tteOyrl/pLIYQQF4XsWIir2s+Ow1eO11iv1QGNqzWFqMMdawd5sbwFT8eseQUsNKHlYBmDm8SgDPmoS8PP07V9bJ2Aga7lEvs2KkmIHJ/QcqiGTbwkQiuLza0FXJNwoLyFa+on+NrUO5nNDTP12GHuvvnDcjQihLjqSWAhrmozOfiN7/wen5y+h1jZjPVqTHdWqHt55nJVtrUW6Tg+pahLx8mwvbGEsRQ1J8dKpoxBYRlDRkegFIGxiC0L23Iohi0sA7Yx5OMeE701SnEXA8xmh5nNVqmELabbyzTcPA89eYz7bt8mwYUQP4jHH+WBxa99/8f96m9e8KWIN0cCC3HVu+fgf2fb/Cvsm9zDXLbKpu4aS3GJo/lxjhUmmM2NkIt7uDphJVNmc2eFhpPFwuDoBMuEGKUwBlylyUZdylGXXzz8FQ6Ut1Dz8thaE9kOHdsDoOYXqAQt9qwdwgKGojY881fs2yGBhRDi6iaBhbj65QvMtOaZOfgXG3f9L3v/F3qOR9vO4CchoeUQWg6R5VAOWyx5RSxt0CjySQhA2/FJlEMmibh+/QTjQR3qJ/jG2A0Ejsf7F5/lG2M3cbg4Sdd26Vgen9txF76O2d5aYO/KyzSPHIUpGXAghLh6SfKmuLo99lXodV93d80vUoy6XNc4SSVqE1lpGelEd4183CO2HIbCJpbRrHsF2o6PozWuThgOm9yx+jIA40Gdm9eOMBas83Jpmtn8CKWwTawcljJD1N08CYqXi9P8xfQdOC8+dbG/AkIIcVHJjoW4qh18+Ivs2/FDaQJlZ5W7559ipjXPUNik5hXo2RaZOCQfdQhsH0/H3Fo7jKsjljIVImXzfGUrXSuDbWlGe+v0lEvDyTIa1Gm4eWwFf/vQw3zy+o+xrbXAsl8iVtCxM0RWTKIsqkGDda+I6bbh7/wwVEfhp35RylCFEFcdCSzEVetgBx4aeQfVoPlqAuWue7nv0MPcvH6cEJtvj92AVorRoEE2DsjqGIC9a4cJLIc/2vI+XGMohA0KUYd8ErLol/nipnfwweUXuLF+nI+e+hb7Jm4jVjYjQZ39pS203DwaRc/yiC0byxi2tuZJ+i3FWVtKy1BBggshvo8Hxj/4/R/zO78hCZyXCQksxFVrXw2qtk4TJ2Hj7b5+74o/nb6Tbe1FKmGLru3RcTLcVDvKIxO3Mt1ZZd3Ls5opMd6p4ZiEU/lRunGPxLJYyZSJLTvdAYlqfDY3zFivxopfYtUvoZUCFCgwxiK0HNpunk3dtVcXGAbwhc9IYCGEuKpIYCGuWrMBTN94G3zzSxv3laI2s7kRZlrz7GjNse4WWPcKDIVtbls7jAZmc6MU4h6VsIVWFiuZEgZFrGwUBlfHRJbD00Pb+bXb7+e29aMcLkySi7o8W9lBZNloZZHOJDGApu341Lw8d8+/mmNxsDDJvuE9zB6RFuBCiKuHBBbiqjXlQ2Prboae+DoEPQAaZ+wa3Lx+nKaTZShqs+iXOVDewhPVXbhJRNPJkklCxrrrzOaGablZqkETA0SWy1DYZN0vsJwZQmHYX97KmlfCTiJiywajUUqBgcSyUEmCryNmWvNAGlQ8tOteqrZm2odGAg/NyxAzIcSVT6pCxFXr7gqsRbC+9y60ZbHu5lnzi+xqnOJTMz/K8+WtPDJxK9+pzvDNsRuoeXkiy2FzZ4mu7fFKYRN1L4dtDJYx/eMNKEWdtNOmUax7BV4pbmYo6jDaW6ft5dEGHGNwdUJGR3hJjKNAY3GwMAmkxzHVpMPQTbexHMGzLXi8mQ4xO9i5lF81IYQ4P7JjIa5aM7l0B2BfZhez/BibntjHbfNP8cjkHqphi5vXj5KPuvzF5ndRClrsbC9yQ/04geXScPPkkh7vW36Rk9lhXhraimM0w0GDze1lDpamaHh5PB1RSHq4OqaqW6wkZbBcIttBo4hUmqzpas3mYJV9W9/NzP4vMFvdzPTu3SxO7+abdcjbMOHCYiQ7F0K8oe81Qn27jFe/XEhgIa5qM7n+E/TUdnjf3+VTs1BNYOjzv5N+vL3ARGeV8d46H1h6nkW/zB9u+yCuSY80eraHURbXNE5xIjeWDh1zc/hJhGMSClEaVABpL4wkAif9OwbAGCwUro6wtl3PCzddD//b32VqNj3+ONBKg4qsBZ0EJjxIjIxfF0JcuSSwEG8rswFM+0C+AO0mALmkx1PVXcxmq3SdDDWvgGU02SQgVOl/kbHeOo7WVMMmi5kK7198nqeHd7Hu5gmt9DFNJ0vUH2RmGY0ygFIoneDqGEvBWhqDcHcl3ZmYD9Odik4CHQ2bPXi+BRGwe/UwXz61xr93cnykdoCfu2kTM+++8+J/0YQQ4gcgORbibWWqnyjJbe8Gx2HRL7OUGaJnuSzkqnRtj1hZKDQT3RoAo0EdC5jurvLD80/yk6e+zfXNU/zGc/+BStRmbXgKYzvYOkYpRTYJ8XWMg8bRMTaawMlwsAtKp+s4fUwz3j/+yNrwnhKsJGAp0Our/NGaw0u5Mdq2x5fL1/Arx30+/vWTfGpW8jCEEJcv2bEQV6/Hvpr2iVhb3uh0effNH+aheWDLbkrL8zzVcMnFITuiedb9Em3bxzaGlpOjlikzn61y8/pR2k6GW9cOA2nJ6vND6byPG9ePUtp9Ey1VptnosbmzTNvOoC2LtpOh6WTRysJH02s3eGytxQPf+jY/V+ow8/RX+K3Q4aEbP0r12uso7djF1+oQxLDQCsnqhEIS0LKzvDg0wc21w6yfOkFz+2bJwxBvT48/mr49R67FA0f7b2UUzyUnOxbi6vTYV9POlmtLnNnpcua5r3LfJBRtmF2p03M8PrTwDDkdsbm9hGsSJnprjIYNHJOw6pdoOhnes7Q/HToGHM5PcKi4iaaT5ZZwhQ9U4M7pKr8w1OXetRfJ6AhXx4SWg2M0ngIVh7hxzM7mLM9mxnlo1eNgaDPTmuO+F75A95nv8PmDa7zYhpd6ULMzKGNQwJpfxCg4WJrm+dwmggSqbtoATAghLjeyYyGuTl/4TNrZ8kxhAP/u/2am+hlmfuoX4Tu/x6dmfpSmk8XSmqeru+jaHolSOEaTj3pcVz+OhcLXMZo0qDhdRfJsZQe723OMf/53oDxK54Y7sD/017gzhG81wARgA3Sb+DrhxvoxxoIG616BatBk3+SejYmrs/4Q1so8N+6q8kQTQsdnNjdMOWxR93L4ScCaV6Dh5vidl9fZljH4pQogyZ1CiMuL7FiIK9tjX4Vf/4V0sNev/0J6G9LjjzeytgS///8F4O75p3iyupPnh7ax5JdoOFl6lodGseYXsY1huLdOMe7y/NB2nqvupBi02NFeoGu7fLN6LYt+iVJ9ieT573LX/NN0dFrpUXFgQjfJxT1KYZtlv8xTlV0cz4/xdGUHz5e3AGlPi2W/TLW9xrgHm5MGfhzSdHPM5UbQRtHwCsSWjTFQc3I8HRdYbLQ40k2TQCXnQghxuZAdC3HlOn3ccXpn4szBXtXR/jHIG0iSjXdncyMYDImy0ZYiMTZZHVEqZCnWA4xl8/GDf8GnZn6Ure0lnq3soGd75JIQgAPlLfi1I9hRyCMHTnHbR27jA0Pw3YOn+Mt2lnzUI7EUh7OTJLbF5uYis9lhTuZG+dU99/MXU++k7uWY7Kwx+sxTNAsTNHMjaZdPZYOdtge3TELP9TAmbRV+Ivb4zALMZNJy1d+Qs2UhxGVAAgtx5Xqj445//zsbLby/n32Te2jZGVpuDs9E6MTCKEXL8am1G2xSUA3SstTZ3DDT7WV210/wzbEbAMgkIQuZKpv9Itm4R7W+xJADHDlA7+gcu/wqi7kqc9kRHJ1QDDq0vBwve3kMiueHtmGh6dkuhwqbOFzcRKwsNAptvXbeSGL1NxgVgEVkoJvA822oRfCz43IkIt4mTidxnsMDj7/Jz/G9mm19D5Ic+v0N5ChEKXVMKfW8UuoZpdQT5/i4Ukr9jlLqkFLqOaXUnkFcV7zNvdFxx5sMKiANFmp+Adck/TLRtPEVQMfyuHn1CGO9Gp+a+VGerO7iS5O3A/Cepf1kkojFTIWxYJ37Dj1MZLuUrBj+6N/CN77EqUyVjptJ54loQ2jZrPgllv0hal6RhpsjtmxcnaBQRLZD10nHrBtLYRkDpl+fiiKdl2roRxYoZbCBwMDxEH7toByJCCEuvUHuWHzIGLPyBh/7YWCm/+edwKf6b4V4vXOUiZ5ztHh1lIOhzb7JPczmhpnqrKZjzPuDvt6Mqc4qkbJRxuAlMZFjY2uNTUI26dHwCxx3x3jGcll2C5yoTPKN0euY6K1TiHqU4i5/+9DDzLTmcZOIL1VvILBdbK05lRtBowj6DbRCy8XRCYlKB5NFysVNIiwMltYkbrpDYZTCMhpfRwTK2RjBbjZWnQYXylacDqEU8O0G/Mor8InNcM/wW/vSCyHE+bpYRyE/AXzOGGOAx5RSQ0qpSWPMm38GEG8P3ytv4qzg4uBPfpyHnj5Jtddgur1Mw83z0K57ua//RH+2g4XJ1wUhdy88ze9c8+N0XR+MIdIOkWWTiwImu+t4cchScQpfR3TcHNm4y3JmiNmsw4SqcUP9GI9M7uFUdpivTOzhZH6UobBFaLkElkPbzZGPe9TdHMoYYmVBf5gZxpAoizWviMKgMBijgfQ4pmc5GE4/VgOq/3cNNgkKCxMFOCbBGEXXc3i86fI3X4J/th3+p6kL8h0SQojvaVBVIQb4slLqSaXU/ef4+BRw8ozbp/r3CfFab5A3cfDhL/KpWfg/jsCnZuErq/CPy3fy+Mh1PFvZwbJfZihqb5Rxnu30mPKmk2W6vUzTyfLQrnvBGH79lf+CAhyt2dZa4Ja1I2ztLvHPnvk0h8pTVMIm614RX0copRiK2mR0xHRnhWerO/n66I38w9vuwzIJN9eOoDAsZKsU4oBS2Ga8W0MrG8fEWJAecWCwTYy20nyKBAulDZZSoAzGGIyyQPXzLJTCQpOPOthaY6GwwxBlDIFy6TkuKowoJR0iA791Iv0aCSHExTaoHYv3GGPmlFJjwFeUUgeMMf/9jI+rc/wdc/Ydy8vL7N27d+P2/fffz/33nytOEVetc+RNHCxM8tDIO0i68FIbPjMPq3H6w7vNyeF4RVbHbuA9S/vRwNem3vm6o5GNMeVRG2Dj7ee3fZCxoMG7lvZzsDgNSlGMu+xcP8Lv7/gI3xq5DmXAKJjorBFaLpZJCC2X2dwIiVIUTZfAdlnJDDEUdbixfgIAg8Ih4ZrWHGuZIk0nR2Bb+EmIwcIyMU03j1EAilLYpmP7KAyR5aIBlMbW6eyRctQhtmxU0iNJFKHloVW6u4GBwPZYiDUZOx1k9ukFORIRl8aDDz7Igw8+ePrmyOl3Oo06D/6jX9p43O0f/jFuv/vHLvLq+s5MAP0BEjlPd/h83f2S1LlhIIGFMWau/3ZJKfUnwB3AmYHFKWDzGbengbmzP8/o6ChPPPG63E/xNnCwk3aSnH3n/8zU2snX5Ersm9xDksnxWAOOdGElAg2EwCulKU4UxsjGIS+VpvGTmK3txdcdjcxuvp7pE/tfc82u5fDlTXv5iZPf5gNLL3Bb7SiHipMooG15fHv0Ohwd07V9lIGT+TH8JCCychgFge3iJxE1r0guDrCN5mh+nKwOadsZVv0Su+snaDkZNrVXeKW0mULUwTaGXNyj5eYY76zS8XK4OmFHa55Ff4ie7dJys3Qtr39AkiZuFuIOTTdHLg6xtabp5Wi6OZJ+DoZGESqwEugCr0gip7hEznxRqJTayL3Llcrc/09/75KtS1wc5x1YKKXygGWMafbf/wjwW2c97M+BX1FK/SFp0mZd8ivE6WDiuWZaMpm1wZl5L/tPvcIzlR184sX/DMCfb76TE5uuZbUDzRggxooSYsshtF1Cy6FjeyijqAYNerbHsl/eaMH9B9s+xOHA4ttb38dEt8bu+gnGgzrPVHcx1q29Zhdj2S8DcCo3QiHuUYq6zOaGCS2bULk0nSwZE5MoG2MMjkpPEx0TUXeztN0sW9rLeCaiFLWxFIz0GlTDFhPddQ6Up1jMDqOAG2tH2dWa45tjN1K3sxzPj9O0fbRtk4+6BJZDgo22INGKk7lR8nGPoo5pOhkKcY+u7adlqKqfjWHSoCs2r6ZyCCHExTSIHYtx4E9U+lvMAT5vjHlYKfVLAMaY3wO+CPwIcAjoAP/TAK4rrmAHO2nHyKoLJwKYi8CJ4drqCJbSvLy8zL++9scJciXmNs1wyirSjkGjUXGCtp3+YZoCBTE2jklILJtsEnCgvIXxpefTXYnJ23nP0guseQVqXp5vjt3ATbWjHCuMMxQ0+Re7/wdark8h7mFIK0UWM0MoDLHl4ichlnHwk4iOk2HYg4adwW7XySYB2bgHWKx7ebJxSNf2sI3hJ099m03dGsW4y93zT/H5bR/kVGEUq7NKoizmc8M03Ryj3TU6+QkSY6MUGAMtO4tCYZu0cdfpHhZdy8MyhsRySYxOkzv7RykGg1LgENHVLtdmL9m3VwjxNnbegYUx5ghwyznu/70z3jfAL5/vtcQV6hzlo/s2f5iqC0MOHA8go6CZwJNrPTbXmpR6Xb44/S6miz6FYpm4lcYRRmuMcni1cVTKxpDREShDzSvg9vs/PFPdxXivxkx7gVLc5UB5CwuZIV4sb8HSmkOlTQSWh2MSGm4+reSwfGLHxTaaTBISWg620bg6Zlt7iTHdwxrfxJFuB09HRJbNZGeJ5cy17K6fYHN3bWNXRAPPD23neGGcJ6q7aDs+XhJjY9jcWeZoYYKWk+H22iFyScizlR3EKA6WpjCGfpMs0//XGiLHpdfP86i7eSLL3uh3oS0LDNhhyFDe5b1DF/sbLYQQ0nlTXEAHO7DvqQPMPrvM1PA7uDt8ipm1efjcbzP7N7YzvWM7HDlAc73CmpvvJyJahJlhLL9CYLvcfPI5ZrfcwKQ3xMkQQkN/j1/3KyZAGUM2DjHKwtaaml9kpjnPuptnMVvhh2a/C8B4UGd86Xk0ij+/82epnjrOqfwojknwdUxoQWwsQscjH3XpuFm6drpDkIkDGl6Bm9eeZClb5dRag9DJ0nCzZJKQQhxwc+0w1bBNzctzoLwF6ifwdcyaX2Tr2hLHsqP0bI+2k8MyCfOZKhEWS/kqLgn5OERpTQaNMobESntqmI0dCUAZlrIVRnrrtNwsRp2+Pw1AskmApWO2Z9LhZEKIN+F7dPIE3lRy5xsldb5ZV1PypwQW4oLYOOp4/mmmm0sbiZR3zT/FodI0T87V2a+X2PLiS7S3foDQdohJjwK0k8HRMbGyaFoetUaHeGSIggVNkxCdLjJSBmVMWgbabxq1ubNMy8lRCVsU4y4/NPcEWR2z6Jc5UN7CupfHsy2ahREK5jDlsE1oO4SWgzEGW2t6jktkO0x2Vmh4eSLLQVsW1bDOy0NbqDsZAttLgxFlEVk2L5emycQBPcdnU2eVru3yyMStTPRqzGaqnNpUYSE3TDbukU8CEmVxKj8KaBTg6oSWm2XRKxJZbnoegkIrtVH1gVLYSYyFIbB9EmyU1hjLTh+voGv7GCzua+9nJnfDJfv+CyHeviSwEBfEvlqaPzFUT8tHh6I2y16RT17/Me5aeIZ3zT3Do0axf9NelNYk/ZYqtk7baSfKJhd1eap6DT3bw4kgZ0PGUcRRjKsMTpyAUmhlESuLStCkGrb5p898hm3tJfZN7mExU+G5ynYaTgYLRdd2CfJlkgDsoa3EyqIUdnB0m8VsFcck5PqZj203y47mArFlU4y7DIVtlv0iS5khykGTulegURzG6bQJlMNMr45RililgYirE14pbCKxbBYyFZQxtNwsjtFpPohSWEYxHDSoZUp0y+PoXocwMf1dCtJeFpiNgm2joBy0sAHHJOmQMpNgA1aiQYExhk/Pa3rfOMDde3bL/BAhxEUlY9PFBTEbQMmGxcokXx+7iT+dfhePTt5Cw8kSWA6vlLdggLqbp+tmcZOYYtwlqyPySQ9XR9hKESlFLgmIDTRisJXHpKvJJhFbOsts6q4wFDYZDprcf/hhfve7/4Zt7aWNZlg3rx/FACfz49TdHF4SQxikY70KJZQxzGcrzGeqBJZFx/ZouhlC5WDrhIOlTcxmh2m5Wa6rn8A1mhvWjzHRq+MazRQB29sLhI7HaqZMLgkoxV1+4tRjeEnIaqbERK9GYtn4SQ+tFKt+kflMlaaToeP4THTWcKOAXhzQdnIoZZFNItAJkO6iqNN5FMqm6eZZ8QoElo22LJSBfNQlo0M0iowJWfMKNJ9/WkaqCyEuOtmxEAOz0YsigMNdWAjh1O4PkT/xMrZOOJYfI1E2y9kyO5oLTHdWqLs5Dhc3kY8DPBPj65jAcoidDNkkYCiOGSoVWPegZ6CVwGQmS5CBjJ9Qa7SZ7qxyTWOWnz32NfZN7uHPp99JJg7ZEx3CAupegeFendh2WM2UsU1C0YI4k2M3bV5otFnIDJHRMbaJyURpQuZitoJGsSuYpxy2GQ/qVMI2XdvlaHGCRFmUl0/RtLNgYClTpuX4bGstsuiXeWzkOkLbSSeY6gRtpUcaiWXh6QRtQBnNYrZC13LxOh0yOUM2arLsFFCWgiTGUqCxQNmAoWenyaSq3+NCA13HxwCejsnHAYr+bpGbfk9k10IIcbFIYCEG4szy0Wkf5gP4k2Xw7BHU5jydIB2+5SQRHdtnNjdCNgkZ760zmxkmp3uElkfbzqD71R4dN0c5A5WhEtc25jEnjvBsfhO5pEO3NMGW1cNc021S8wocz4/xyet/mp3NeZRJ20p9s9+NM7AcGm7+dEEmXdtjrdEllwTckW/wo5WIf70SMtxd56XKNlwTkY0jurZH1/YY7a2j+4miu+sneGTiViJlUYw6rLoF1v0iQ0GLjpuh5WQ5lRvhj7e8l46b6TfE0gS2S8f2cXRarVINm0TKIVGK0HYJbJ/AdvGCCPw82lhYSZI2xzIGx2giKy0tdYxGYUgUYDSWUlhaEysbrRSRckBr/mz7+yk1oWJfqp8KIa4Sb5Tc+X2SOq+mhMwfhByFiIHYyKk4cYDl//bHzD71XbzmCp04pGllSTIFKmGLwMnQtj3qbpbHRnZzMjfKzbVD/UoJja1jbMBPIq4dLbGpUuLQeoel2Tk6iWais8pJr8rwykky3SZdO21rnU1ClvrzQio6hNFJ8ibhQHkLmSQiVhaWMfRsl0RZKDS2Tvjm7DqHdZbhqM1KdghXRwDEykIZQzHscLwwgZdEaMDXMdc2Z9nVnMc1CW03SyVoMBI1KURdPJOgUSxmKxSiLh0nQ93NESmHSNn0bBeAnuVi0GR0SKRsEssmUg5uEpPtNnB0nPausCwySYi1UVqr8HRMKe6SjwIco8GkOSqujsEY1r0CibLpjm/m+RY8XIMHjsiRiBDi4pDAQgzEbACl4wfgW1/hgDtMPu7hJRFet0VJ9xhywUaRiQMCxyeyHCyjqQZNDpa3MlM/yfuXXqAUdymHbX54/gmKrRUKNuxcOsiiV2YxU+W6+klGgnVWs2WerewgUg7vWdqPa2LWsmW+/uN/j5M3vo8Dw7to3PguajtupkBMLgkwKDyd7gJ4SUQx6mAlMc/NrnDX3BOUojbDvQY92wdgKGgxHDbIRz1urR1mNjdCMe7yiRf/M7924E8oRV1sNKHtsuSX8UzC/3jsa2zuLNOxPWyTkCiLjpOh7fpYyuCQoADLJBSSEPrtuvNRj7Fejch2WM6UsY3B0RrbJPg6QiuFoxPcJCZRFsakhSKZJOSa5hzXNk4xEjRx+u3CsS2esYdpadiZhWf7O0oSXAghLjQ5ChED4Sr40ok6waY7OJEfY3tzHrtfvmm1m4CmazlpI6s4YjSok41D2m5aWjoStvjQ0vM0vDx+EhIrh/c89zAHbrmLbthjioD/7aX/wh9vfT+hle46ZJKQdS8PwLqb41BxisVDpygFLSqW4djwFjaVR9g2OsL1y6f4Tq0DGCxjiJSNjWEobFMJW/zssa/xrdEbqIYtRoM6r5SmWMhVGevW+Mj8U/zGC/9x4996sDDJI5N7uHntMKt+gSV/iJ7tMdJbZzlT4URuFKNsLAx+EqJwiZWNl8S4JiZWNg03T9fJoIwhH3eJsMliGO+uE9gOHcfHxqXSa7Bn/SgvlKZZyA2TYJEoi57lEdoOmSRgJGgwFLZxW3M8U9lJohR1J0emuUYp5zJWKrKepDtKkm8hhLjQJLAQ5+1gJ92xqFk+lbCJo2P2l7eijGZXc56Gm2PWdsmahGwcbEz3VMawmKmQi7ocLU6w6JcZCtt0bJd1L8/40irj3/5j1p0cxbjLN0dv4JXiFBO9GidzoyTKZjE7xF9O7uV4fhQ/jlBxzFy2QsfOUGo2uEWt8L+6czy0/yQzhU2n20zRcTK8Z2k/vk6rUWZa83zixT/mN2/+eU7mRhkOGlxXP0FkuYSOx8HC5GuGolWDJkNRm2jJ4c8330k2aoFS1Lw8a9kyuaiTzhNRFpkkIlIGV8dMd1aYz1ZJLAeMQStFYPsoo5lormEp6BqfctiBjEFbDpZOm4HloqA/H8Uhtm2cJGYobPOu5ZfYX9lGjwxd2yObBETASLeGCW26qsPQ6DglO/0+CSEG5PFHeWDxa2/+8b/6mxdsKZcTOQoR5+VgB/7xUTjcg2LUJVYOQ2Eb22jGurU0ydCyyMUBxbBDpGw2d1a4Z/5JqlGL8V6NjI5wdMw3x25gpFuj5hU3chrWnRxrfpG755/iq+O3sO4VmM0N45gkrYkwhqPFcba0V5hpzrLuF4gth3zSIxMHPLnShT/9DPcd/Es2d5Z5prKT/eWt2ElMw331cwPcs/gs98w/xZ61Q0x31xgLmty18Aw7m+nY9dNmc8OU+oPLljMVdtVnKUddan6RSpgepxTiAEfHBLZL1/bxk4CRsEHGRAyHDXY2ZtnaWeGa5hzDvTqB7XGwPE3TyTLaXU97d+iYtuPz5ck9nMyN0nNcPBOztbXE9fUT3LX0DD8++zg7Oku07QzHCxPsaM6TSSLAMJutEmvoLC6wOwuNBDb5l+CHRAjxtiI7FuItO10JcqSbTtScLW0iUjZb2stMdleZyw3j6RjXJOxoLlANm/g6wgCPTtxCz/KwtKblpT0isnGPE4VxrmnOMtVZYTY3gq0TsnGPf7X7o7w4tJWhoMlw1CKyHALLZbhXZ9UvseyXWM2UsI2hEHfx4pCaV8REFv/4up/hbx96mMD22NmcYy43zKHSFHW/wG889x82diIAItvlh+affE3ErYHZ3MjG7anOKg03z1DU5mS2StfxabpZKkGL3fUTHCqM80xlF66JcZMYbVmEtsv0+jI92yf03LRNuI4ILJd1v0g2CRkKmjTdHMuZIUphC23ZRNj9OWuG0HJxtWZzZ5mJXo2FTIUb68e5e/4p/tumdxDYLm03w3h3jcByWcsVWVKwc3meRgK2ho+OIIQQF5QEFuIt21eDxMBqBB0DPb9M280wmxtmW2sRVyeM9ercWjvMcqZCzcvTcjKseUV6lotDgpvPk+s08JOYwPYAxd9/8T8z05rnYGGSh3bdSzVosu4VyEVd5nPDrCdFCnEXY2C+vJWhsEVk2/RsD1snGNunkxkiFwfMNE6x5Jf5zZt/nlDZbO6uMlY7Qs/2WPWKfGv0eu5ZfHbj3zTVWeVwYZK53AjrXp6hsM2mzgr5uMenZn403S1JYuZzw8QGXilvJlI2ro4Z6TX48uQejuYnUP3GVlqpNNFSKZb9EhmdUA7bLGaH8JKYul8gUjaW0dT9An4SYJmE5cwQoe2Qj3ooYxGhNpJKDxUn8XVEYLu8VJzi32//MHN+BU+HzGeHOZ4boxB3uG79OAu5Kvsr2zi8/wS/Xmkys1PafAshLiwJLMRbNhvAix3oaqjH0PMKaYdIZVjODJFPAqKwwVcmb2d34ySVsMX+8hZqXpGb14/hbdlBdnSMTjJG1t7FLauHKH774XPmMpzKVvFMgt8vHe3aPm0/Ry5os7W9xGxuhHLYpuv4tN0c6DSX4ruj12HpmNByGevVyfY/dzYJqYZNvjNy3Wv+Tbsap/jsjrvS64Ytal6BF8pb2N04SW4txI1Dnqnu4kBpmhW/jGtiPGMo9I9CAmXTdrNMdlYIbY+2m0WZBDcJqXtFfvjY13iuuoOan2cxW+0nkWq8xNBwcmgnT77foVNpQ2I5ZPIFojjCD3oooO7labo5NnVWOJkfSwemFSYxSjHRWWU1M0THybKWMUz06mxuL3GkMME/Wa9w/L8f5uf27pQETiHEBSOBhXhLDnbS7prfXIdQQ6LA2BZGa5QGFAwHDY7lxynGAdkkBKBne1TCtEqkvZg+yWdGxlgIYfOmXXz0vbfDsa9AGDCbG2a6vcyiX+Z4YZyO46eJiY7LWM5l3skwbofkmordjZMcK21iznYIjEOWiE62QJGEobV5jhfGmM1VuaaZpRh3gf4Y9n4y58HC5EbXzmI/R6TuFdLmVpbDM5WddOwM616e0aCOryNiS2EnikwSEtkOibHp2h6ejsjomJ6TodhvkLXslzDKohR3ua5+gicru9JeGRg0ishyQIGXxFgmDTR6jkfPctOgwnLJ+DFxp8fW9hJ3zT9NLgn52vhNLGQq6XqdfDqtVccElottZagGCxwubsLTEa6OePbkMr2pndw3KdUhQgzCA+MffPMP/qOzGm31G2xdbY20JLAQP7DTuRXTPgQaYtLhmjYWxjJYOiFQLtPtZY4UJhgJmhjYGEE+0ltHK5v3zD7NgW6NBeMwNlpNn+x23gnW34NPfzI9lshP8Hx1x0Zfh7g/SnxyqEjSg0K2hFW9lRM9MJ0mo/UaUaZCT7moKEa5ip6fjjYPbJdXCpsoJj0abhatLH5o9onXHLmkOy4WRwqT2Do9kujYLvkk4FBxkkTZVMMWbcenY/t07UzaY8IkOEmCa2IqQYtVvwio/uRUl8hyGe/W0nHqwEjYRCtFw81jlEKj0caAZRFb6XqdJKbrZDCxJuuD7WUZW5vlnz3zab4+cQulXg3baObyI3hJhGsiOk4m7dapE4aiNi03h6fTebDlqEtolJSdCiEuKAksxA/sdG7F3Nw8OqpgLDt93W/ANjod840hsWxGggZjvTrrXoGhsM09c0/ybHUnxX6/CH/lEJujJvd5I8w88ClYW4bqKLz/R7j7iSf5lXf8MrZJGA7q1N0CTTdLNgmpxfDuYJYDsw2O47KQS48VoswwkWUTWQ6VoEW21yW0XLSy8HSUzv8I1skmIV4SEToen9/2wY0jF1trDpU2YYDFwgjZJCBWDg3HYt0rUgxbHM2Ps+YWiJWNDSQqbbsdOg7ZROHqiFjl0+taCo2NMpp1r8Ch4iTDQQM3iQgsD9toMklAT3nEjgdJRCYJsI3GNwbiHrHtkhgYcuCTT/6/3LP4LIdK0xzOT3AsP07H9mk5GbwkIhf3UAY6tocG1rwcPduna/uM9tYZ79ak7FQIcUFJYCHetNNDxv7dHHTbLabmZikP+TScDLrfs8HTETEWjtEkyub/eO4PeGzsBpb8Mmteno7tMd6rcX39BLO5ERwdk2nV+OzTHaaG38Eu9xSHStPM1qpMTe6hGtQBRdv2afenlQ4HDRbdmJGjj7PdK/Gdkevw44iel5ZjRti4OiK0XdYti8hKZ3IYYKqzxq7WAkNhm931E/g65tHxm/mJU99+9R+qDF3b32gDnlgWlgZXR7SdDIeLOQLLxcJgjMECtLJJVNqqO5tEJP2ETIxNOWpSDNOW4Ufz44z21unaHg4JJs3sxLJMv515eo4UWzZWfwDZZHeNTHET2304NHEdX5+4hWOZEb4+eSttx8fWMbHtpcdMQZORsMmKX+xXiaS7H2O9dWJls+7lOdyFHdlL8zMkhLj6SR8L8aacPv5oJqCApFlnLjtCJWyST0IyOiKThJTjDpW4za1rh3n38n6+O7Kb/eUtLPhlTuTHeLG8hdncCO9efpFfOLKPrpMhl4RMNxc4kh/n/7z1b3EkN5Yeo+TGeLa6iyP5caa7a9wz9yQjQZPFTJWxhcPc98pfsJIZ4sb6MTb1auxqLTDTnKMQd7ENaAxNN0ekbIxSJMoitB121U/xgaXnGU/alKx0NHnDTTt4NtwsfhxR8woYZdFxfPJRBxtDhE3HzWAgnTWSJMS2k7bYxqQTRxWEtouvQ1yTMNlZYXNnmbyJKEQdQmXz9bEbOZ4fR5s0iTSwbGJlUwmbDPcaoNKppS03S2Q56ZHJ2jLfqgUcueWDuHHI42PXYYwmE4doy8JPIsphCweDr2PesfIK21uL3L76CtkkwtcR1zZOUoy7PDe7wt2VS/nTJIS4msmOhXhTNoaMOVBwoG4MNS9P2J/66eiYQtzj9rVD+Dqi4WT5wpb3cCI3RqjSXgxb2itc2zhFbNl88vqPcefyixtHEABzuRGqQZO5/CiluMvz1R2MdNdZyZSpRXlW/CI3rx1hc2eZ+w71q0cUNJ0MJ3Mj0H9SdXVCrCK6/fJMG41KNNpyWPVKfGbXR3j/4gvcUT+MH/bY1ZjjkYlbWciUOVxI8yi0ZZGJenSdDLZyyOgQS1nESUzSDwQS10mnixqTBlvKJht3iSyLWDnElsVSZoh1L4+yLAIsNArPaPyoRdfxSbTDWNDAjwOM5VCJmlTCJkeKm3B0gmciQsuh7uQptZvMFX0ob8EymtGwSdv2aLsZotNrDrrpjlDjJC8MbeMnTn2bZb/MgfIWZrPDtFwfU2uwr5Y2tJA8CyEuof7U1AceP8fHvs/k1DfrUiSGSmAh3pTZIE3WhHSba80vEWKBUox210ksxbb2Mh9ZeJpvDV/LC6Pp8URopa/oI2VzMjfCcqbMZGeVfNzjO6O7+YmTrx5BpH0jWqx7BQ6Ut5CPewwnDSwMlbDNQqbCqcIYv/Xs55jpLAIwUz/Fn25+D7GyCC2HhpMjtmwcHWGUwtUxjo4JlYtN2kI7wubl0jRL2TJbW4tUog7T7SWeqOwksh00ilwcEDpemq+BQ2zZaFRasaFjUIakP5VUo7EwWEbj6ISaVyKf9Oia9EkfoGP7xLYNRuHHAdvCdWqkOSnVsMVor07Ty/K+hed5dPIWbB2DUmAgsFxipQgsh1NLi1AYo2t7rPhl2rZHJglJXI+GlSdUDqWoQ2v0OiJl8a92fxTXJIx219GWYqxXpxy2aSY7eGgeqQ4RQgycBBbiTZny05bQgYYTPdB+BqsXoIGWm2Wiu8bNa0cA+Mupd+DqhMB1MQoiy0Yrix4elajFaqZEEtrEls2XJm9nzSvQcTKsu3l8HbG9vUjNy1MJW3Rtj6nuGrvrJzDAifwof7DtQ6x5Bb49eh0vlbbQtRwUCqNUf4y4oW37KBTactJSTmPIJiHGUmR0hIWmZ3u0nQxbW0t8beIWeo5HLg5wtCaybEza8hKMIZcEtJwsibIJTDqTtBy1qLsFDAq/X85pLJtC2OR0nkSsLEI3h1agtMFYELoeS3qIsWCdNa/Isfwop3LDbGst8OLQFrq2Ry4J8ZKQ0PZQGAKdtgZ/rrAZ+q3MG24WlI1lwI8Deo6PBbQdH2OpdOKqjnCjmP1DW/sTVQM2tVewjs2zadOkVIcIIQZOAgvxptxdSXMsXu5AT0OAR+yQDhQzsObl+eb4DWzurqbHApbFulvA0XG/SiS9r+X4RMoDYNkvU3cy1P0iBosYhYMmn/QY7dWpeQW0stjcWuLLk3tY84sElsPv77yHppMjVhZaKSxF2hPCGDwdpW2wLRu07veqACyLtvLI6phb1w4z0atR8wosZKvElsOqXyJRNh3bwbLT3YdsEm7semSSkIaTAwXGKNCGlpPDMQkA19RPcqIwTsPxaWd9cnGPyHZJszHAMumRjNYWiVI03RyxlSaHOiZhtFcnthxeGNqOY2JuWTvEs9VdxJa10dvCKIXSmq7jpbsZKGwdE9oOlklbqbtJzFx+mEwS9itOIiyT5prEKEzUohx16M2e5LnSJJ3k4v8sCSGubpK8Kd6UmVy6bb4aQS2KsMM2o711KlEbB03byZEoi6GozXjYoJOvgknnW2DSdEcMrHtFOo7HYmaIlu2zkBsGFK6JyZqIbBJQCrs0M+kT/U21oxwubmI2N0ykHLJxSGg5tJ0MRilyOp2U6hiNr2M8HWMrjaU1SimycYBl0iZYKMVEt8Zkr0bP9vCTCGWga7l0bQ9Xp8+ykbLpOmkJp6U1ro7pOj62STYmkhrbSnchSK+1v7KdmptPn7yBtpsh7I84T6XJnYlSoBSxpWjZWTq2198hcVBANWyitOHloS2M92psay3Rs12MsqiErTR5VCmGwjYOBq+f22KTkI8DVjOltAzWaCyjWc5U6Lo+fhKSMTEKOFLcRBzF2ArW4ov+oySEuMrJjoV402ZyMNWa51hLESlnI6/AWA6R7eDFIV8fu4lc2CEKepj+8YRtNLFJ0l0ESMsw0YSOR6ITilGXzd1VAOpujpG4ya5iwi9881Psm9zDFza/h2LUZVt7iSPFyf6xB8SWQznogJvfuFbP9ggtB6PoN7tSZHRIQHpc4uqIju2x5hW5tjlLxkQ8W9lJIerQ6wcYBjDGEFtpUGAlmtCkpayhcrF1QiaJiC2LwPLI+KBjSA9PTD/jgrQcFUCptLumSoMHo9PqEQswymLdSfMwuraPUQqDoRy2qXlFYmUR2B5jnRojUTNNBDWG0V6dBAulwDYJWimWMyV0P+iwMBvVKj3LxTYJiUlnmng64kRxgnEDFfsi/xAJ8XYxoOTL7+dy7NopOxbiBzJ08BkKUY981CVGseYVaTkZ0P1Xx7bLTHOOzZ1VUAo3icglAQ4GjMbWCY5JcI3BMglGKVpuesgfWQ6lqMuSV2bTS99hpjXP3fNPkdEhDTfHd6u7OJYbY80roEmPFFyTkElCMKBROCbuBy5pN0xPx9gG8nGPXNTDMZqe4/OhxWf5xNyjvH/XJOVyiUrcwTEJ2aSHr2Mco3GSBEcnNNw8kW33h6qt4+qExLKIlEMx6dLDJXHSig+DIrEsMJBYNvSLUyG9bZRCWWlyaDFuk0nSHZiaV2AxM8SKV2TNyXOsMM6aV2Ddy6MN1P0CTSdLJg5wjGYlU2K8VyMX9wgth3LQpGeluzC5qEPTybLuFkiA0HLSqa9hm0rQouX4LHhF6uvr1JK0lFgIIQZFdizEm/fYV7l55RBhYvja+M2Ejk8papOJQ9b8Ih3X56XSZmw0ro7wk4hs3GM8rHOwsAmU1X9FrsiHHdpudiNPou34GCwKQRvHJNw9/9RGq+2hsMXJoRFiZYMxGEO/o6VFw8niJxGatMKiHLRxnYiOk0UZ+k2uNBaKG+rH+f3H/iUA+zbfwWfv+mXcqe3YNagQ01lv4iYhi5l0UmjLzuAYTc0rYqEJLZsbm/M03DxzuSo9zyN0s2g0JAZjKawkARx0/0vm6wRIh6AZpcAYHB2n5aoqTe40tkuoNTaGWFng2qANHmnQ1LN9Wk4W14u5ef0YhwuTNN0c1bBJIepgZatUohbKQM0v9JNQexRNzKpfJtaam9ePEVs2mSTgeGGc4aBJqd1kenpIqkOEEAMlgYV4877wGe4ObY7nx9jRWmQp7hHYaVvq6c4KdTdH080xFLUAhZeERLZHy/bR/Vftp1t/B7aLm0QkjsVQ0CKThLhJQtbEfOLFP2amNc+nZn6UatCkGrRwdYJSpMcTyuAmaclnYHtUgwY3rh/lltpRnhqeYShsMp+t0rEzrPoluraHRrGndohj+TEe6U9NnX7mURokTJ1YYtYpEuWqOEMVLK9ELQxxux1cHbGltYCLoeVkqHsFljJDNJw8to7pKReDToMmo9HKhjOOfWJl4ekY1ySgE4wClCKyHZQ2aWqn0WClCaE26WDWtNJUUYrTHRSNQiubpWwFC82m7irTnVVWMmXee+IbFOIun9n1ERQw1l0noyPadoZdrTnKUZcfnn+SruXwhS3vpWlnGUka9BKYC2GTJ7NDhBCDI4GFePPWlpnBcN+hh3l278eZ6q5SCduM9mr8yeZ303Z8PK3Z2VxgIVtF96d1GssiYyK6xgLMRqmnrTXvXt7PhxafJ7FsNnXXuHv+qY2x6aenmyaWRTVo0nZ8Gl4BXydsay0S2A4jYYvPfOuTG3/nUzM/StPJElgOjw9fS2i7jPXW2dZeYLqzyiev/xg3rx1Om3JFMPSdL3G78hnPVjkcbuIJe4Y2IZbyyGRjwq7BTyKGumtYOuFkYYyg3w1TWy46zZRA6fQgJM3LSJNFLZ0e9fQcHzuJKcVd6m4ec8auC8ZBGY2n0w6gWln9TA1F1/ZY8svElo0yhkwcsKW9hFYWN9WO8lxlBzevHWamvcDXx27CT2KmojU6ro8Tp9U1U51ltrZXKMZdmtkqpbBNMeowFtTJ2hbdBJ5vQVuSOIUQAyKBhXjzqqOwtsRMa54fn/3OxhP4N8duSI8b+tsRB4ub6FkuGR1RDZusZivs8hI663PMZUdAgaMTqmGTf/ed39kICs421Vml4eaphOnxSNPNElk2llEsZcpUog5jSYd9k3uYOfgXANw9/xQP7bqXBMV8tpImUyqLnY15hqI2sbKZzY8y015ItwXimK6f58mRa9NmXcbwcmUrc6VNhE6OieEc2lSY7VaJOh1adgYbg+NAlBjo71ZggZtERNpBYbBNDKi0gZYxxLZNgxwGg7Gs06EHqt8GPEJhrLSTp1HpxzSaWNlYWqclpZbLyX4b9bncCA0nu/FvqXl53CSi1p8RMt6rM9Zdo+NkuLF+nI/3vz5/4z3/O7N+hdn8KO2RKfIh+ApqUnYqxGA9fu4R6We6HBMvB0ECC/Hm/dQvwud+G8Jg4wn85aHN5CoVhoIAoxTFsEtkOySWxUhnnenuGquZcppXkYRc3zjJTHOWju3Rs/3XBBUHC5Ps2/xOZr0SU51VdjVO8cjkHjJRlzWvSLdf/mnrhLqXh3yBzUOGubXRjc8x05rnrvmn+OT1H2MlU2K016CadHm5uo2RsMlYr8ZiZggcB+L0Zfoz1V2MdWvpLoZl8c7llzi2aRNHehB2Wjj1Vdb9Kq7lYjsKG5eYGKOs9NijX/0RWw7GpLkSGR1isNE6ouv4aGxiK+1DkW7cKBRpEGE2SlJVvz9Fetso0pJWpfDjdPbIul/AWIqml6fhpJPEPsjz2P3Aq2c7ZJOQ0LLZX97Kpl66C3Ray/bZX9mGbQw5bIIIYg2b/Qv2UyOEeJuRwEK8ee/6cPr2C59hZm2B+1a+y6/e9GHU0CjTCgovPsdYUMdPQo4WJggdj03tZdadLC+5WRw7w7Xtkyz5ZY7lx5norvGpmR9lV+MU3xq9ni9t2st41OTWtUM0nSyPTO7hrvmn+PSue8nHPbpxmqvhKEXRVQxlM5zMb+W6W7pwfAzWlgA4VJrm5rXDrPkFml4ea2gC12j+3CtixxENv8BBf4SdrHA4M8qzlR1Mt5f4r5vu4ER2hMPlaYoGNkfrzBx/hm8PzaCVRWI0xAmhdbo1R1p9AmBpjZeEBLZHpBTFpINjItb9AqDShE1j0twL0w8g+jNGDKeTKvq7H5hXP6YsvKhLohwabo6u49NTDg6GluPT8PI8Xt3F0fwEda+AZQyZqEm3n/ty2+qhjeDtYGGSQ8UpSmEbY1n0uhB4OaZdNpJNhRDifElgIX4w7/rwRoAxA/z4LBw5dJy5U6doWHleKWyi6WbIJyF3LTxDPgnY2lliIVul7fg8U9lB4HhMdta4a+FpjuTG+OyOuyiEHSa6azSdDH80/V5Ge+tUwxaZOGBna551N8f29iIvlbeg/Syel6GnYSmAu/fshvd+Ll3fY1/l+QMJh90hKjqgU55mwSmwEoQ4eZep7io31I7wXHUnc70RVjJldjbnAHi5NE1g27h+lkYMdqNFNmgTOB5TnWWW/RKJSstK+/EEKIWlE3JJSCHu0EHTcjI0vAJevwzWJiEfdWm4+bTvBwqtFArQ/UBCGYNBpUcjpO+7OsE2GqNsAjsd0660oeYXUSY9LAmVwx9t/QC20Yz2atjGENkeu9ePs3f1ZWLb3fjW7ZvcQzlsobw8fhzh9tbpDldoa+lnIYQYHAksxHnZdfRp/u1aiTg7Sc9yWfcLuDrmx08+xnSvxppf5KMnv0WcLbCMzyulKYi7lKIOFjCXH6UaNDmeHyPbnGcuN4plNF0nA2GTL0/ezg/NP0GsLA4XJzAoeommFUb4tst7S2lFw2cX0nkmu2Y+zOMOrMcw7ELRwKkO6DjBIWG6vUzTK3Dz2mFOFca4a+EZAsvhD7d9EM9E5MMevSRCeQ7lbp1nKru4bv04HdvjRH48TdK01MYcEUsnWGh8HeEYzdbWEqvDm5hLXLTjY2tNNgnwjMZBYyUJkeP1K0LgdI7G6V0LY0z/aEQR2gpbaxyToNB4Sdq50/SDEUManGSSCFsnKCyubZ7ENgnZJCKrY4phc+N7NZsbZnt7kZW4SN0r0HV8MhbYwE3FS/DDI8TV7G2UU3E2aZAlzsu39h/BiwNck9Bxs3g6JqMjjhY3MRS1qQZNPn39T7Jrx1Z+eP5JtrWXuLV2hLGgzoHyFmr9iaYKOJUfxdMR+SSg63hYwHivhkGx5pVYd4uAphB1yHbbKGB/G5pJOnn1SBf+z2MQJeAp6CRwLABbQTlqM9xrMhY2yMc9ZvOjnMyNUIrajAd1Rnt1LGNYyAyx4pfYuXCQe1eeI6ND3rf0Aut+iUwSUEhCHJ0Aaa6HbTR2f3poKeoyGrfw/CwZdL8JVpfQcgmstPojtm2cJKKQ9PB0RH/K2avFuP2gIqVIUARWOnMkTRVVWCZBW4pE2TjodF5L/7/yifwomSRkIVNhzS++Jr9iqrPKdGcFG5jurHBz8xRZKx0u91wTPjUrzbKEEOdPAgtxXh7Lb2a6s8oN9RMMhw02d1YYCtscLU4A0PUyfHfqZh4t7eLrN/0QltZ0+6O+17204mPdK7C9uUDDzQNpp0hHJ7SdDLeuHSKxbHJJj4n+gDOtLCY6KwyvnaA9d4KhP/s01tEDzIVQdcCzYcqDrAVRf0xIMepSido0nSwnc6N8a3Q3PcvjcD5dZzFu07M8RoIm21oLeEGbR4evpxy2yeqY0d46xbhLRocMh01Ggxa7mnMU4w6WUSxnyoz3aqyNb8ML2ky2lihHbUaCJtk4IJOE5KMertbpdFVjcE1CKerg6CSdyqrPzHTov29ZuDrCSWIiyya2XWJlYww4JsHS6TwWm4RrGyeJLJvFTIWxYJ37Dj38muTYu+efwsZwU+0ovo7Zv+VW9nfSIGw9SQOzh+YluBBCnB85ChHnx/UwSQBArj8g7LTFyiYevfYu8vk8GQuWp3ZzON8m6nQpBk2292ps2rWDw6sR75t9Gg0cL4zTdTJcXz/OHSsv4/e38wtxwGhwklwSbnz+J6q7sI2GdhO+8SVq03WGiOlMX4ddqTLtpB0lFkNIMjnc3joHi5tIlCIXh9xSO8xfTdwEC+meQawssB22tRb6jbwMO5tzrPlFqmELrxFxPD/BupdnOKjjGM1Q2GZXMMcrpc3sn7yOop9h2/GnWbez1PotuXNJgJfETHVXWXPzrGVK9GwPrWzycZdK2GQhW0VZTr8MNZ00gjGg0lbn2jIoo3l1V8PgRQFZHdN0smxrL+KahJnGHNc2Z7nv0MMA/Oqe+3lk8jZ6tsfu+kl++vhfcXx0B6e238xxq4QLtBM40IFTAbyrJM2yhBDnRwKLq9VjX4UvfAbWlqFQTJ+k2q20F8VP/eKrFR7n6Z2TRb42r+jEIWtOlrn8KEZZTLkxX9/2MQA+mINv1OFkCCZWWCgs22fOK7K3tsA/GfU5dGSVdscntl1uXjvMzna6g5HmaHyTJb/Eo+O3oMJmv821R4LF5s7SxloqYZual2fq+HPstjZzYGQnNlAIm9x56rs8V95GaDt4Scw9c09yQ/MU1bDFqcIY616B6+onsABt2WTDHh9aeIbYdvmFI/v4g20f4suTt7O1vYhW42iVNrCqhC2mwybZtUO8VNnBChY6O0YlbDLeXWMlU6bpZFEmPcJpeAUsoylGXfJxQNd2GevVaTtZVvwiaUUI6WmISo9JQKFMQqJslNHYgNIJLTdHt98i3I8DjhYm2BQ1aZgqn9/2Qb4zfC0vDG2nFKVNsV6qbOP/nnkXN/XmySzNoksugbKZ9X2cKB2QVovh/aWB/GgIId6mJLC4mmwEE0uvvb/VePX9taW0FwUMJLj4ub07efHxeb7Tsmg6GfJJQJzNUbcLPFEP2bV2nCOtFVaGd4KTIUQRO1mKcZc9q68wXjvCPVOKe95zPXzhMxwMHfbtfD+zuRE2ddf46MlvMtOa52ePfY253AhLfpmaV8BPIvbUDjEUdTiYn2A2P8rR/DgL2SofXnia0We/jv8TO9nsw7Xf+AO+XL6WhWyF8W6N9yzt54bmKQB2tubJ6Ihr6yd5trKD0HYZCtvsrp/Y2C2Zac3zwAuf5+eOPcq+yT3816l34vePcta9As8Xpljxi7g6ptJcZTkzRN3Joi2bnuWmbb0NHC5NMdFdo+v4NB2fSFn0nAxdJ0MxarOSKXE65+KM6AIU2NpgmZisjrCTmKaXwzb9xyk4WtzErbVDfGDuKUpWwpeqN/DE8LWUwyb5/o5SuZBjodfl5bUOHa+ath8H4jghwoBjcaRrM2SlxyGyayHEeTi7QRbwwONv8NgBTUK9XJJDzzuwUEptBj4HTJAeDD9ojPntsx7zQeDPgKP9u75gjPmt8722OMNjX91oXvV9hUEagAwgsJjJwQ1bJ3l5GbIayi4ULDhZb9PsdIkNnMyPULezuElM3sRpgmcS8q3RG9IhXf/99+DnfwXe9WFmSMtY+fVfeE2ANNOa5xMv/mf2Te5hLlvdaP99LD/GJ6//GLGy2dZe5Pr1Y5wqjOPrmJtsuC0PjzgVbls7jDKGdS/PU8MzHCluQlsWXhIx3V4mdDxqXoFq2KRjuzwycSvXNGf5+y/+59esYebgX3D3/FN88vqf5qnqLiphk1UvT9PN4RiNHTTQQMMvYDBkkpjEtgksFwPMZYcpxV1sE9Nw8/g6QhvwTIKdJOlEVKXO+iqbNPmz37FU2w6uY5GgsKOYXY05FjJDvFTeyt0Lz2IFbQLbJVaKtpMltl3atkcSO7SwiLJVlDZkk4B1L098epx9nBA5hkg5/MECPLDjvH88hBBvQ4PYsYiB/48x5imlVBF4Uin1FWPMi2c97q+MMT82gOuJczj48BfZt/VuZnPDTHVWXzNz45zWlgd27cikpZ4VJ31OPNiF/PoyBpumm8fVEQZDx/ZxcOgYw3KmTIxN28nwkye/yT2kr5L/YAG+0wTe/Y9417Hv8LPHvrbx7zj9xH6mfZN7uGvhmbRrZt+1rXmKnsPHp9JKh6qtGYraXFc/wZc37WE2M0zDzbKztcCaV2QlU+ZdSy9yV/sZDpS3MJutciI3yv7yVv5y8nbKUYdb1o/w3uWXNr6uk51VhsIWy16Rul9M8x+MoeHmSGwb06/TsNHYaJSxiC2Lnu2R0wEd28fSmqyOMCYdqmas0/0xXh21nlL9UlSNthQxLiY2+I6hHHXI6BAbQ6BsDpS3ML70PJWwjadj1v0C5bBNYHuYRGMsG6UhstP/+omyTo82AWVhRQkl20m/B0II8Racd1WIMWbeGPNU//0m8BIwdb6fV3xvBzvwwBF439fW2PVf5/jw3r/Pf5m+EzcOaTpZHtp1LwcLk2/8Caqjb/yxH9CUD74NXQ2szNM5eRySiEIScP36cYpRl0QpQttBGUPH8YmwMQpCZfN/3vq3+P1Z+Bcn4Gt1yNQWydaXeXT8Fj55/U9/z3/HbG6Y0hlBBUDJBMzd+gF47KvMfvFPKdXTnY/xoM5Q2KIUd1j3ipzMjWKApfEdvDQyA0DDzfByaZr5XJXAcghsjxO5Ef7bpjv4t7vu5Vfe8ct8ZfwWYtvhAwvP0uu3GXeMBgWB7eEmUX/UmoVlDLZJ+omXgDK07Ayhcohsl7bl0nV85nOV/gTY03/OZNKunCgCy+tXhRhMFINO6Fke8OoOBMDu+om0uZaBjp3269YofJOQ1T1GenUC9errCssYLJ1QjDosR69fgRBCvFkDzbFQSm0DbgO+c44P36mUehaYAz5hjNk/yGu/nRzswL/47imeXW7xSn6S9fwYYDGbG2Z/aTN//cQ3OFEY51f3fpwfn/3O63cvPD9N4ByQuyvwdBNeWaxhjh/Gzo9Td3JMdVe5Y/VlVrwiL5U3YycJbdsHFA4JmaiHb2KqQZN/c3CdzSNDVB3InToESYgKmyz55dcMGTvbVGeVw/kJ5iqbqWFTIWHTlk3sUD343G8ztfVuGm5+Y0ej4ebpKZeOkyGybEpJwPr6Ek8XN1NXDit+ibqXI8EidnyIIXRcNIoT+TFKQZtPXv8x7lx+kZND2ynHHRLL7rfQNmTjYONZOVGKppNBYdKdAcBJEk5PA0lQRLZLMU5noWy0997Is3i1n8XpwW2W0YSWg7ZcrCQd5d62fXwdMRI08ZIIDfg6ZixYZ1N7mZcq2wAoRx2uyVuY2jKFoM2p3Ai20WgsXBNjGYOxbZZC+OjIwH48hBBvMwMLLJRSBeC/AL9mjGmc9eGngK3GmJZS6keAP6V/lH6m5eVl9u7du3H7/vvv5/777x/UEq8a+546wNHZNi9Ur6Xjnc6wSzffF/Kj/L8z9/Ke5Rdxjd7Yvbhv7hvMLB0aeFUIpHkWf38L/MHXv8p38tOUoi7FuMe7Vg6ggWerO8nFPQwW63YB28QUoi4KRcf2OZ4fZa5nkXvxBYbGxjjoD9PJe2TikFzcYy5bfcNr72qc4rPX3Et1xwxDTlrVcDiGj+z7Z68ZlgbQtRzmM1VqfoHh3joKOJIfZ6jXZL5cZj5ToeYXCFWa55AYi6aXw9LpBNK2k+F4cRzLGDq2y+zEDB4Jk7VVlrNDhMrFMQltO9tv3W1Dv0E3/XbdNgZPR2TiNnUvT8/28ZMIBf0nedVPqjx7z0CRWBZOkmAbQ2JitEqPVlydsK01zztqh5nqrGwkvr53cT+n8qN02zkcHbMla+GO7CRjhdzy9JMczY8T2C5rmTKGtLrEcn2yFvzs+MB+PMTb0IMPPsiDDz54+uZGmNpp1HnwH/3SxuNu//CPcfvdckJ+rkTPt+IB3lwS6IVO8hxIYKGUckmDij8wxnzh7I+fGWgYY76olPp/lFIjxpiVMx83OjrKE088MYglXdWee+kIR8ZvpeNlz7j31SeirpPhYGmKm9aPpa/Uc3n2/fK/ZuYCHlDN5OCB7/47Th/YHyxMblRQVMIW71x5hdB2eKI6Q8/2iGwHR2uySYgykIt7HMqNEnQ9nPw42aRHT7nU3TyOjt/wuoeq23hf1WPOTdt4V1y4IQ+HKHAPaV7GfYceZt/kHr429U62thfp2h5ZHeHpmJbt81J5Mx0nw6qXluVqZYPqDwZDoS0bMGgUc9kRSmGLoo7YOZTj4HoH7WYZ7a7jmoRjuTE0ikwSEPYbWhlslDEU4g4OBksbLAWFqEPTzdN2s2kDLNtJm3RvDCN7LYNFz/ZxkwgXkzbcMglKRyzkhnFWX2EsaGx023ymsoOaV2Cys8rx/DgvaJdNK2vsnpjkkcnbwVJ4JuG62jFCx6Xp5lBxhz2TBakIEeflzBeFSqmN3/O5Upn7/+nvXbJ1iYtjEFUhCngIeMkY8y/f4DETwKIxxiil7iDdCV4932u/Xa07WZROeOOTcEXDLdCys6AUpRtvY/ZNFIuct+roRiXH6UTL54a2su4WmMtWWc4MsbW1mDbBsj0808WPQzpOhnesHOCRidtILJtq1Caw0mmem9vLGw2vX73OWJp8Wh1l9o572bljKzNnPEQbmK1u3rh9ei2zuWGm6fFHjseh/DhtJ0PPcomUTUZHxMoisd7ov4TCKIiVSudsKJsPP/oZoolbcXXMaNDgaH6c0HEpRB16toeyLDwd4+g4DaYsD3TI9u4yoXJZyFWY7qxQ9/I0nSwR/Xbe5wgqXrsScJOYQtIlGwes+iUqYYub14/ScPM8tOtesnGPnc15ptvLHChvIbIcan6BYDni5OwRbq4dwSlt5uXSZl4e2kI1aHJt8xS710+w43gXWlsGuqslhHj7GERL7/cAfxP4sFLqmf6fH1FK/ZJS6vSe108DL/RzLH4H+BljjHmjTyi+t0rQpOX43/MxWicsZ8vg+TS27mbT9374YPzUL4L96hPzV8Zv4csTt7Nv4jZeKU3Rc3wao9OM9tJX95kkohK1+Wsnv01ex4yETXJxDw0oZTHeXWdzezktwTzNsjaCCn7qF5nasZ1G8tplNBLYdN3uNJfkDFNhncM330VsIBuH5OMekbLRlkVsOf1Jo3qjwuONAjdtKU7m0uTXDy08g2MSKmGLpptFm9M7HApl0l0GRdq8qxrU0comsmyaXpZi2GF7e5F8nCa3vun/jApcE1MK27TcLJHlcE3zFBZszGd5bOQ6upazMY9lqrvGTx3/BqNBk7sWnqEUdWh4eSylmeiukUt6NJ0sDb/A3Ye/npYuP/bVN7siIYTYcN47FsaYb/B9ksiNMb8L/O75XkukxnrrdJ0s6Bje4BV2PVOinPRY1zZrx4/x0Ud+F07tvyA5FhtOf87f/1cczI7wmzf/PB3Xp2t7gEfTdVF4DHkd3ru0n+vXjzPTXgDgz8rTlKM2Q1GHG7qLsGUHZukIC16ZTd21V69xep5Gv9HX3T+f5aHxOwEo2WlQsRbBR/fsBufvvdp9tDrK3Xfeyq/ktlI8+R2GGi2+NXodie3gJhFeEhIqG6PSapXXM/1gA2yd4JiEA+Ut3FI7wkxzjpdLm5nPVfF1RKgcYsvGMgaFoWv75OMAlMJPIophml+yoznPQrZCOepS80JC2yHCOSOBkzSQOvPfbjR+ElEOW2jLomd5FKM2GMWfTb+LobDNNfUTdGyfRyduZThsUglb9GyPRyduJVGKUtTmr8ZuYjSoUwlbzGcr1Pwi21uLTHZWX030HVCvEyHE24t03rwCKdL+CHkd0bbOleiXPjE1+x0uP/pf/xkza8fTDw248+brvOvD8IXPsG94D7PZYRIsSnGXjuPR0Q4qCbCSmOvrJzbmdOxsL+AlEV4S4aPpbN5FdnicmnZxlua4e/7p9An2NUO6gDBg5k8/xX0P3Mm+GswGsMlPKxpmcv21nPFvnAGGX4CDuSo1J4tB4ccBvknQyn59X6ozWFpj9UeVuyahGHVZyAxRKE6yv7SFUtzBSyKMBT3XQyvVn0SqMcpiKGxRDZqs+SVOFsbw45BXilMsZ8sorYmVjcbCnL2IjX9z2mWzFHcph2klSqHXpWP5FOMuronJhiHdfgCR9qpTGy0qTr8tRV0abp71M6bKup2Ea5rzvG/peWZzZ5SDDLDXiRDi++h337xcumeeDwksrkCR7XDL2mGeGL4WZczrn4zSGaAYpc7dKGuAnTfPaW2Z2c3D9GwPxyT4OiY0Dvk4ILZsOrbPXG4EZQyPTtxKe/UAt/RHqZeuvZFTI+MsROAMjfCJm0aY+euf5uCv/W32Td72+gZga8vM5N5c++mDHViNYbRaYfLkK3xr+HoSy6aFC7BREnoup7/ClkmwMESWzVhQZ7KzyqHCJiphi0LYoZ4fw0siEqWI+8dCE50VtnSWOVicYmdzlk7o81Jpy0Y3Tu3ZhMrhjE5Vr0/gNIaRsMm1dOiFHVa9POW4y8zyLCfzY2cWpgLpBNi755/mlfIW1r0CQ2GbDy08w1K2yppfxEsiOnY6mj6dInuYhpt/7e7QAHudCCHePmRs+hVoipC9a4fY3ThJPu6e8zF2EhMr+40bTJ09T2SQqqNMdVbJxAGJsoiVleYyoNCkgVHXdtneWqActSnFPX5u7pt84sYqO3ZtZVcWfnoUfvcauGc4DQgeuvGjNJ0s0+3l1zYA+15Pfo99NW0N/nd+GH79F9j31AFuLkCrNMKBoS1kdUAmDtEqLeX8Xid6iWVhSFtvF8IOdbfAR2a/S2w7jPVq6Sh4HZFNAjwTYwMjvSaZJCKwfZ4b2oafROSSiIaTJ+lXmwS2R4zayOl4tZFW/7+mMRvBTClsM7x8nK0jZd5dVty19hIr2SE+tPAMmSRi3SuQSSI+tPAMxTig5b422mq5OW6sH+e+Qw8z3V7m2coOXihvxbGgkSmy5hc3KkoG3etECPH2IYHFFeju26/Ftiw+uPgc7198AT86HVykHRqVTkhsj5bj85ntd/Hz7/7EuYOLC5Wc91O/yN3zTzHVW+t3oUzHkieWha0TJrtr5JKQwPaY6K1TDVvsu/NnmHn3nXx8Cv7JDvj41Ku7EPtqUL32OoZM8JoExX2b73jjJ7/Ts1PWltKvy9oSs88+y875A5QdyIc9LK3pOj62SfCSM0taz51XbBmNreP+zI6IT8/8ME4SM91ZSRtu2S6bOitkkhBXx5SiVtqREyjEPTI6ZH95C0cL4/QcHy+JcND4OsHqX9W8ZtckLXnVykIZWHfzvFTazNLCIrtVhxIRbTvDM9Vd/aONdHhaVsfsas7yV+M3UvPylMMWNS/PX43fyK5GOnwtr0P+hxPfZFd7noOT1/NfrruXTq4MqLTq5hf+nuRXCCHeEgksrkAz776T+26dYofpsGf9KP/g2MP8cO84ubiX5gGo/tOUUoSux+PDu7nrrn/Kb974N14bYHzhMxdmge/6MDO0+Y3n/gPbO8vk44Dxbo3hXoNCHLCzOUfX9mg7GXbXT1AKW8zNLrxhoDMbQGnHLnjXXZAvAoqSZzF3x71v/OT3hc+8biDbVGuJxgtPk9RWuL5+nHLUwTIaRyd4Ot5IzjznzoUx2BhyScSWzgqO0ewvb+Evpt7Bc5UdFMI2XdvjVH6MSNlMd1bIJxHDvToKQ93N07Nc2o5PZLnYRqP6TakcnaT9KIzB1pozE0XB4OoY18Q0vDy2SRgKm4w/sY/D5DFK9ae9hhvD0w4VJ6kGTd63kM4Mmc0Os+yXUdrw6V338gfbPkQ1aFKKuyTVCW4YznPrcJ6X9tzLr/zip/n43/4cn9r8YQ523sL3Xgjxtic5FleomXffycy779y4fbAD738a4iidCpem7vVfe6uE+ewwX57YQ9fJcN+hhzfyEy6Yn/kl7vncb7Pt2/9yYyKpo2MeH76WrpOh3Fvn1rXDjAd11t08m9or8Id/cs5AYcpPqz2GduyGHbsBaMSwyX7dQ1/VP+o53ahrNjeMk8TM2yX8Ey/TtT0WsxU8E7/aaApD08meNV301RHmtk7oOj49y2MtU8I3MR0nw81rR/jq5B4qQYt8HBAqm5aTSRtOYRgOmsTKZiVTRhlDJgnRyiJWDoWoS9f10YCxLJwkAqPQRoOycZMIpRTlsE3DzeHrmETZrGub56o7uaZ+kqVMhVdK0wBMdFaZ6qwQ2S472wuUiFjNlhnuLJNJQhYzFQ5snmZTe4XjxQmcbsSW1SVMdYwjXbg2B+sJNBN4aB7um5Tx6UK8GQ/8j4MZfX41kMDiKjGTg5ksPB6lt199atQoY9BYPFvdwVhQ5/PbPshvvPAfL2xyXj9AmPn0J18z5+NgYZKHdt2bvmKO2qy7edb8Ih89+U1ond0JPnV3JX2Sg7NKSt9onkV/5+PMa023l2m4eWpujnUnx8HSFB3bpxw0iGyPULlsCmqc8D262ukP/QILg2MSYiwiywEdcyI/Qmi5FHM5wjig52a5rnGCSv8o4nM77qLh5dEoqkGDjuOnJadRl1wSsuYVyMddml4epSAb9dBOFq0sXB1j6YTQ8UEnJMrCMwlGWUx3lunaLqAoxl2qQZ3Z/Ci5uMcttSN0bY+Ok2ExM8RN9RM03DwH8pvIxT1y23fRnT1JLgo4mR/leGEcMChjOFzvobNQctIJtesJDPV/M+yrSWAhhPjByFHIVeSuCuSsszIEtO7PsDJElsOL5c18dsc9fGX8lgufnPeuD6dtMM9wusV2Me4ymxuhGHdf3UF5AzO59JVz0U6PRYr293gl/dhX4dOfBNKR6tWgyVDUxgICy2EpU2EobPN3X/ki051lGl6RfNRlrFsDbRhvrjDSq5OPAxyjKcQ9tjUXqYRtYiut3ujaPqj0VX2AxSuFCZb9Et8ZuYYD5S2gNX4SYlAsZiv0LAdlNOt+gVW/QDFsoZVFIeqm8zmMoRq1+NFTjzEaNhgN6tj9oCKxHNwkpBh3mOjU2NZe5ref+BQfP/gX6Zhzo8klIQpIlM2p7DBfH7+ZJb/EoeIkC5kKmahH98RxllSGY/2jmsVslaT/399KYla6AdN+OqH2dFBRsmHuYnRsFUJcVWTH4irys+PweB2+tA4J9BMCFaebnKZVCSGh0Xzy+o+x7ea9r58EN2hntPk+7XSL7dfJF9/w05xdUnqwA5+aTQONKT/d1Zh5rp+w2e/9MJsbZrr96nHPgfIWKmGT0PaYDOr87LGv8d+m7qDneEx1V/GTaKOEtG37PDZ2HS0nS2TZDIWttA25jkksB+V7uCYgUYpjhUmqYYNq0GLFL7KYG8YyMQpDPg7oOFkiZZFJAvJhl+VcFWMMjkmHmw0Fbd69vJ+b6icoR12+PLUXR8ckSqFMAsrCTSKyJuYTB/90o6lYJWiy5hVY8kos5Kocz42RKItS3OGZys502FkSsJipkIsDsG0i26EctckkIZHt0HKyDIcNhpprJJVJIgO3FdKvVyPh4nRsFUJcVSSwuIrM5OD/dw184iA8XEtzLRQG26QTMcd664SWy47mHJ1s6eJsc//UL6ZP9uGbeOn7jg+8qU95sJMejVRdmO7nXzw0D/c9/EVmzrjOVGf1NSPT1708fhIyFKa3x4M6PzL7OI+NXsfta4fY1F3bKLd8aNe9vGvpJWbzoyxmhnCMJqNDHKPpeDlahSmGVk9StzxiyyKyXYZaS6z5RbJJQKxsbBPjmARXR3jG4OuYyHHTXQrAMoZ3Lh8gtmyOFifJ6oiGl+fG2hGOF8Zp2z4aReD41Pwyv64Pcc/S8xuJnTfVj7PslfjG+E2sezm0sshFPQyKjuNTswr8/9n77/i4zvvOH30/z2nTgRk0orBzRFJUpYopyVYzZcs9cuwUO6u1LV+tfZM4uxsnd2usJPfuK7GV7Cbr/JTVmrbjxLKTOEriuCg21GxLoholkiJFEuwkAKID0+e05/5xBoMBCIBVNCmd9+sFDmbmzDlnzoBzvudbPp+rJg4S8x32JrtptfMUpElRi7A+dwxNeThCR1ce42YJT3VyVQLazMDQbdFyU0jIm5Ub73hTiFT9PAlLIW8ysjH456vhe1fCL7VBt7SJ+C5LyhNk7Dyr8wMYQtHe3nJh0tyb7gxGF0+HHS+c1mK9E0FQ0ayDFMFtxoDe6PJZy20e3Ma4lWTSiOMDpucwbiZZN3W03qAZ9V0+2P8Cf7jjr/ls3/eDbEqtXLOqNMzqwiAfOfYMX37xL1haHmNlaZgbmyQ3pCBZLVLRLCKezVVjB3gtvYJX06uZNBKUpYlUqqbjoVHRLDJ2AUfquELDFZKiEWFHeiWa72F5Dt2lUcbMJK81r2DMTGJLk4xTYk1+gIRT4tuVNH3mjIX8mtxxXmpdS8opYPgulufgaAYxt8KkmSRt5+lLdXPf/seoaCZVJeipTrKkOoGuPCJeYAC3Nt/PV/b+NV++DFZFT6PcFBISErIIYcbiTcpdLdPiUjF+48UxtIkTpIvjlCMpSt2rWN3dcuHS3JvuhG89BMX84suNDweCVgt4mfSVgqDim0OwzIL1cegwg+dS2mxHU5htmd4fa+XqiYMMxlqw8PFvfhe55euCq/K//vxJ25qvXPO2kT08de0HKCTTTFYhH0mhKZ/mSo6XWy/Dljpxt0xV6ti6QY5gssOVEoWgInR8JLZmYvoOlmdT0Uz2ppZyWT6Y7oj6Do6Q5PQYntSYNOO0VqZYWh7DFRq9nRvr+7U/1UN7eRxfSgZirWi+S8yt4EmNkm4SmL4LsoVBPtj/PHk9SrP0GJJR9iR7gv4Lr0IEl79656/TPVErKYXBREhIyDkQBhZvcrIx+PwVLTzY1MIJoN2A1RZoIjiJXBC2PgGVGYXQxhHQWfLcsKCXSWP5Y6kVpOqfmYJbmoLgou5o+oo1q+wyN0Do68jS+55fp79rHV1azVfk7vfCN/pOWa75+PCL7M7cywuFoMlRJVswCjn6Ex0YftC/4gqNsm4FPRLSoMkpohDkjCgDsQwRt4orJL40SDouQimmzDi7Uss5EWkh6pYZN1OBFolQuELjRKyFhFtidX6AgehMxqI/1sLq4hBVzaAiTYajaQzlUdZM0naBcTPJHUPbgSB7s2XN3VDN0+ZMYUlBwi0zEU+z/cq7qKba2TUBr+Thd5aFwUVISMjZE5ZC3gLc1RLIY3+kDdZEg3T3BU1zP/p1qClbTo+AzivPPc20l0kDjeWPy2OBTocEXi/O9ANs3rguKLtk2uffD9Mi+4F7+Ozb181W95wu18hF/jtoGtkP3sMSC0wRjGWuSFhskCV8BAUtwqiVYsxK4SKp1hxOAW4efZ1rx/ejhKCkR7G8QOp8wkwwbiawhSRvxiloFi+0rgvKNELU3mFQsjkY7yTmlGd5eXSXxugujlDUI3RWxkk6JWxp4AqN1soka/P9fOzwU8CcaZxIhiQe5q3vY/jymxGZdtI6CAX7yvDNE6f7wYaEhIScTJixeItwukZdbwgNQlyNI6BA/bYxxT/3NRDU/XtqpZsOC26ZOsDuYyc4pqd4x+BW7hneQXZ4/4wt/KNfP9kPZTHztU13wv7d8NT3Tn7OtOj7tf9E79Kb+P7RoP9geTS4Zfw4ViZFyUoSdW0cqfClFkhxKx9HBMFFVbfoLI9zIpIBITF9l6o0cIXEqpUwRqLNOFKvjQtPW6cHAl2+1NjbtIz/9Pp36rs1nYW4cvwg/fE2cnoMhaDFzqOj6CyNzXobs7M3gvfc+gnSOsRqQmMxLdja86eoWIWEXHLcGIpXXUjCwCLkjadh5HTuCChAyinOtuuefs00W5+g+8Wj5GyPZlNAz0o6DuzGEha3uuVA02Ga8WH42p+A582/L+Mj9V6NWaOqMRZsHu1rz7Kl4yYyHkQ0cBXsLwfZn6RdQQiFQFHRdJTU6oZiCCjrFjubliGaMgh8YuVAH6Mqg4yGJzQmjRiaUiScMhNmomZANq2dGgQXUvlI5c/S+5jOQnxzxR1MmHFM5dFVGWfTyOusLgySM+Jsyb6H+/p+eLJOSKaNgguDXjCaHJWwxARdLGbFFhISEnJqwlJIyBvPhz8BNQvx6RHQRk6y69b0GfGumpnY5gNPM24lmLR9/L07mBTWbDfORjyPvkQnD2Xfx3+7+l4eyr6vXmrp69nAlsFA3KrHmpGu7iuxoMR5b3R5vQyzKgK2AlnKM7j/ACNWioIRI+6UUUKiUEgCkzKpAuOysUgzqygxqSeIuRWqUidnxHCkgY/CUApPahR1C1HT4Jj9X1MS8e0FD29Ft7hjaCc9pVGE7/P97hv51vLb2N66Bm/p6sCsrRHTou8XPosSkPODYMJRsLcMx6vwttSCmwoJCQk5JWHGIuSNp2EqZPPgNr50+UcYsZqoagaW59BWneJ3ds+k+PE9+PZfwle+FMyT+j5Ze/aER1d5nHuOPVO/Em9sCDU8h/5YK2vyg/QURzgQX8Jv3PDrrCqeYDLSRM8P/47m4glQiuZ4Eq65ld7IGrLziHlBMG3SUysX3JiEyfEJcuNjDBkJJuImMadCppqnqkfAV1i+gyN1fBWYm/lC8vad/8orV/4io5FmLN9BUx4+BJbtQiJ9l3wkhV/PVswEFobvYPguSfdkV7DG0lJ/rIUxqwmp/EBG3DXZ2bSC4vXtMPRcEDjVSkW9S2/ipjI8nwuCK0eBAVgyEFoLCQkJOVvCwCLkwlAs1H9tTLUX9AgjkSb+dP09XDV5ZGZCpOYb0hdbsvAESY25niD/2nkdE2aCpcURRqwmdmZWoSmPSSPOkB5nIr2SlFOiozoFxTyp5/+VfrT5xbxMi+716wITND3o79jY9zOeyqynqFs02wU2DB1iR2YNpufUXVsFYPg2ttRpreb42IFevrpyM7lEC0VX4tXs0YUCTwhKegRXaAgFKB8lgpqEVIE8eMKtsKKhhDQdSH1zxe0sK46wfuooJd0Kyi1elbJuEXPKVI4fZGJpD3zxG7OOWf9BWF3zB9lTChpgm7SgKTWcCAkJCTkXwsAi5MJQywb0dm5kdS2T8ELrWvamlhJ1KxyNtrGyMMyWNXfXvUPmMxFrfH6auQ2hVc0gbefZ07SMnB5lKBI0RQKszJ/Ak5I9TcvoGN4JQE5YdD33fdj3fYgnwLSgkK9f3W/2J9jyo3+BqSHKmsH2jqtJ2wUMz8bVDHZm1tBWnsBDcTzVje+7aL6Pj0QIsNwK/3vtB6lInajUqaoKnhAoBEKALTQsIYi6VSqaBUKg8NE9HyUkmq9IOhUOJpbwUPZ9rMkd5/Hae15aHGHSjPOjro2MWE0U9Cim79BSyVHWTDwgc/A1uLVz1scx7RjbYc5ogUy6tYbUkJA3Gy88eUaLP8DCzZ6hKuepCXssQi4MH/4EmBY7m5bzD0tv4o83/BI/6tzIsJWkpJvsaV5OVepkqnl6OzcCJ5uINTvF4Pnu64OTf43+WAupWlABkLaLCOB4NMOu5mUA+AgmjRjb06vYm+zmYKIDH+ruqpsHXgZUIOJlV+HTv1O/ys/+zR9x32uPknTLbG1dR9ousLxwgv54B8djLVSlRs6Ms74yShNgeh6W7xJ3K3QXRxFS8oOu61lSzWFKMA2JVEHDp/IVulLYBM2clu8glY9A4AmBj0/RiGAqh00ju8nrUX7/ql/jpfRqnu64koIeZdhqoj/SgiM0mqv5oCHUTGBLnavGD3LF0J6TPo7N6WBEd9INfOLqI7sXStskJCTkTUuYsQi5MGy6kz4/yvMDGXanlqErD6ECFcrBaAtdpXH2NC3jHcM76xMisyZIhAAFKenRb2VmlSvmeoKsmzrK40uuYdJMkHLKFIwoE1aK9tI4lu+Q1yJMGgl2NK/gyqmj9V6NWcJdLx5l81WQffTrYFfJ2sGoZn+sBcO1+etVm/GEoKpZuNKgqEdpi+hUJSwtj9JSnbGAL2oWQ5E07z30BN+It+GbJjo+ygdH6mjKw9U0PCkRKrBq9wCkhu57xNwqKadUd2g9Fmuj2c5zxdRRyprJhJlAEEygVDWDtkqOnuIwuu+hCVhD4WTDtppj7PR0TJdVEwsLyyAhISHnSJixCLlg9C6/icJ0/4HykPgIpfCFpKQZTJrxWRMi9QkSXYdb3gX3fo5cJEVXcXTWeud6gli+y9p8P01OiSa7SCHWTNrSSHoVytJgykrS7BSYsFL1no2ThLtsL5gWsWfXBrpLY/ysfQPjVhKpfDTfo6KZFHWLQdsn5VcQvo9dK70U9CjDkWZcKTmW6GDt5BFcR+Ej0FC0VaeIelU8KUEJNOXjEwhkRd0qTXaJtfl+2itT7GlaVndorWqBZHfMs1FCkjOiLC8Oc9PI6wC80pLl5cwaimaE79z0b+adgsnGApGwWWJhISEhIedIGFiEXDD6q+BKnWY7jwJ8JFVpYEud4UiaAat5ZoQ0087mwVcYb+pg8m3vxl+5LkjXe/KkEdNZqpKxVpJumc/v/g6/euRp3jfwIpeNHaQZh/HWHiaizbSWJ1lZOMGw1cSW7HvqmYpMNU9V6vy0/Uqe6tnI3uNDPLLi9lnb2jy4jQPJbqTvUjQiKETdMXXYaiYxNcZIJMXOphW80HIZu5uWMWom0T2HXc3LKesWUa9Ks12i2S6ScMsU9CgAmvKD8ogIXGm9WjkkbeeJeDaTZpwJM05bZRKpFGXNRAG21HClzrLiCBJwpIbmezi6yU8uu4NXYj1U/WDApurD3hJ8ri+wne87edAkJCQk5JwISyEhF4xuCxJuGSl9Jow4Vc0ABCiFLwQ7MysZtZIcSS/jU3ffxF0tcF9pTrp+9MWTxZ6Y3zSMmjJlppKjZXAfzuobERG4rKuZqlzBEgmZsRS9lTH6zSYM1+a59g3EfZv0kiWUB47wo67r+djhp+rbzBYG6S6NUEx24yPRcYk7FWypU9UMfOVRMGK1qY9A3EpJjZwepac0SsGIE3GreJpW8w3RgoDCCwSxlBBIpVAKlJQkqyXGzCT90RaUEHVX0rsGXmY0muZ4tIWyFvSbHIm3UZQmU1YKkUiR0KAqoOzCCzm4MRX4q8RksGfT2YvQxTTkTct5UtwMGzbPjDBjEXLB2JyG9eVhJswYFSNKffBUCBAS4fkUjThT3Vn++2H48dg86fq731sX2zoV05mMpaURXo33cMwOfD7KPhTHRln3078n9cwPGIi3YWgajy5/O4dTXRxftoFCuhPsKu3liXoz6TTvPLEdDUXSKeMLQc6IUdQjdJXGGI2mkb6P7nuAAgXCd/GlwYloBqk8KrqJ5TmYnoOPIOpViXgOpu8Qc6sknTIaYHkuS4ujgeaHNGitTNFenqQiDUzlcdnUUQTQUs2zfuoIAkF/vB0ZMWg1IGNCkxG850OVYKw0XqvspI0Gu/mJ8/QBh4SEhBAGFiEXkGwM/nClIOFNq0iq2k+Aq2kUzSiZ9lYyOnx1rhnW1idmGZqdLjHP5hcHX2BVBCoK+icLrNvzMzomBsgZMfRKkX4jxUSmm0hHN9VoM6+X4EiqE1tofHPF7bPUO28Z2YWoaU3E3QoJtwIoRE2PwpcSTXlIpZAodBSelIxbKcYjTZi+x7qpo3gi8BRZmT9Byi1hKA8ND0fq6Mplw+RhJq04Ed/h3kOP8/EjT/PRY8/wroFtHI+3sbVtPWmvzHvHXyPlVlhlj5MwBdKIIkQg0b3EgKoKBLDGnWACpOTDuqD6QkqDgcVNXUNCQkLOiDCwCLmgZG++CS2ZQvcdZrwwaggNXylyw8M064G8dJ2atPd8ypiLMd07kS0N8cGWwN9j+VAfw0aqPmqqEKzJ9XP14OsIEXhnSAVT6U6UFvQuNLqwPtO2geXFYTwh8ZDE7SKm8smlWolqPihwpQEqkOf2kCjAE5KStEjbeWKeQ8KroHsuZT3CTcOvk3JKgCDllvmlwz/hU4d66ShPsnF8PwBPt1/JP/ds4ni8jXQ1x4riEBHfpW/1DRhX3oC94UaarAhVH7pNSGigy0D0ak20dqQF3JIKhL6gZjdvzXPgQkJCQs6SsMci5IITicXxS0DdF2MG5cOJiRyt6fa6mykQZCrs+S+tZ42JzlHnnBlZFTOuqMUJjsXbeMfILu459gx/tfouUpUJbjyxE+fyjfgqaHDMaXGOdK/nsoM/pdkpgRB8c8Ud/KjrOjrK47RW8xyLt3M81kraLuBYzSzDZicRHDSkEPhKga4BElwbXwoGoxnGrRQtlSlifhXD93gtvZKEUybu2dw8/BrXj+9n0ohjKJ+YW+GZ9g3E3ArNdoEJM8GxeFswfuuWSB/aSZnLKTV3cGtz4PkR12DCCSS6r03A5wM5D7YMgqUFmYucF2Qx7mmd97CGhISEnBVhYBFywbkzBbsXmEbwNJ2DkRaqBw/yH9qmYOvE/BboNU6lzjlL4+Jv/w8djo2lRbl1ZFfdFXV6mQ7dY10MfjwenHQjEnwzwb+sfw8Hrn8P108e4Pnj43SUJ5h29DB9Fx+whSQ7uIeu6iROcikHE0so6xGkUOi2TcS3KekRbKljS4OiUkzp0cAJVUpiToXu0iibhndxLN6B5XtcMXWEz+/+ex68/KNoyiPq2VQ0E19Iom4FEPhCUhE60WP7qTR3cLwKX1gO+ytBiaOr0b2Vs9CumC4/NfiMzGs7HxJyMXKGipsLsjK0XT8TwsAi5ILzuWXwFydANfRXNDZyar7P+skjrHj6GzDPBEgjc+W8p297OzeS7fs+m2uTIQCpapFcrfxxz7Fn6uvYPLiNLZe9D668hmEblkeCiYmCXWUiX8ZwbfaP2ORTafzuNJv2PE5v81qGrDRxr0LUq1LQo7hCY93EEW47sYNJI84rmdUcjrXjSY29yS7cmgCWApASDw1QaL5HSbc4kugISiZSZ3+yk3EryZrccVbnB5g0E0yaCZrtIteMH+DZtvUI4KaR13mh9TL2xjtRFWgxYEUU7mqZ/3hlY2cwATJdfprOFI0PB/chDC5CQkIWJAwsQi442RgsM+FYpTZWKQQCH4VA9zwuy/eztDDMN1fcQUd1alEDslnqnDVSTrGu3jk9GbKQK2p9mWu66V2+hj0DgS36hG2jbBfTc1EohowEqdETtLa2EH3PR2l++rkgmJAaSadMxHNIumV2Ny3DmjjIuJUkLy0OJzpwpUZJj6B5HkoIlNCC6EIEgZWlXDwkZc1kX9NSrNq69ic6+ORNv40H+FIn5ZRYlzsKQMRz6vvvSIO1lRH82EoQ53GEdL7yk10NHg8Di5CQkAUIA4uQnwtfcHfx+WoPeSOCg44CpFKsnzpCe3WK15uWMW6l+IXjzy1qQDZXzhuYpd4JC2hcNJJpJ3vzTVCCfxqBfhtilSLC8yjrFobvEfdsInaZ3OgI/5RsY6x5GdmJI5jKo6RHWDt5lJFommPxNm4d2cW14318t2cTEbdKRbfwhUAJkKphxLaGLTQkQaYCfDSl4QqN/ckeHCHxkcT9KuNmnB3NKxiONNNamWLKSPA3K+8k6jt0ZJoQftCYaWlBueOcA4vxkXkf7rN1en+2h/7X99A9fozN5SNk734vfVfdWS+zdM8pwYSEhLx1CAOLkAvP1if45Lf/DLpu4b9c+0mmzASmZ7N26jjZ4gkU8FpmGZdPHVuwxDFNY6mjLHVezaxhKJrm3QMv0ZfonFdMaxamFfQNEJyMr0rA/hEQnkdVM/GQIGF1boTDyU42ju/nmjR8O5/iWeMKMpUp1ueO02rn6a5M8I5a78YDV3yMsjTIGzEM30X5Pkoz8IRitnF8bYJkuiykBI7QyBkxNOXWBLOgszTGhJWkolnkjDgGipuGdvGDpZsoZzo4FktwVySY9vBVcHI/Z2qOtI30JTrZsv4DZF58lp5qPgj4Wm/gnd/v5XFnFZnlK+ipOaeG4lshc8lj8JTW8fPejdMjEq3/+sCh2m0olHVahIFFyIWnlmL/5OEnqBhRDsY72JleScytkNOjHEwsYSiSIZsfYFeyp6YwmaGoR/CFYMhqQqBwNIPu0hjvHNzGM20b+FHndXRUJnh3/4tEfXfeDAeaBtH4LFv06bR+fxVWD+5h+aDN9uQybKlj+C6673Mg1YXlObhS8uS23Tity4lHJPFiBUO5PL7kGtbm+/n87u/Ql+jkR13X0eSUalLcCaTU8JQHIuirmB1cNNwXAun7+AI8aYJSpNwSUd8hWh6nqFsowEKR/fAvcc0kVPygB3TUC1Zx3kZIP/yJ2T0WQO/SG8lUpmiu5oGZgO+rq+7i2ld/SvPqFcHjtW+W85I5CXnTkMThdm/o570bp8eGsGHzbAkDi5ALT0OKfTrjcOXEIXanlvJaeiUoRXtlnB3NK3iudT3LCyeo6BE8IXCFxg+7ryfq2txx4lXyepTHOzcScav8wvHnZpVEYE6GI9O+6FRD98AectueI55ZS4uZR1ceOSOKI3Qq0iSmqpi+R0lJIhMjkG6j1NJFtTpJ2i7QWRojWxjkoez76ChPMBJJMZzoIm/EQCmkCCZJZoKKWifndFlEKRACV9PqT0shSFcLALVAx6OkWbTng0zCutiMTPeEM2N/fl5GSKePU8NUSP+Nd9PzzHdnLZZyihyLtXLb0I7Zj2vnKXMSEhJySREGFiEXnkQSCoGteGNz5WvNy8nmjlPVTGJelW3pNVSlya70SprsAk1uGdNzsaVJjz3GvqZl3Da8E4Anl1zFh449N2szjU2cfYkuen/rq0H9v3/++v/m3q+wpfUGilqEy3LH6I+3Y/ku104e5FC8nYpu4QqN47FWXCGpVhVmPEFzTw+Xvf4zhiPNPHTZ+/nm8tvQPZcj8SWYvo0jk3gCEBJQgdGYAhA1O5FaGUTMlEOmY4+IW0ITPkXNoioN0k6eNrdCjx8EUB0m3NIE2/JBjJLUzrP9+aY7ZwVi3T/bM29Py9LSaPD4N/4c4gnoWUnuxAm6cqMw9mI4phoS8hYiDCxCLjxKzbo73VzZH2vhQHwJVc3AExqu1NCVSxUdRxpAGVdoONKvlxggCCCEYsEmzr5EJw9e+3GGx4Oywa4ivJoPRKMaT8DZ47u4b3KMI1e3M2w1c/nUUdZNHaWjOsVXV26molu8nlqKDxS1CEIo3GKe4dHj7G+/BiPdwnJtnKV9R9nZvALNd3E0HctzQOq4EoSv8DStlqVQtSyFrP+u1bIYCkGTnaerMknGLjBmJuisTPDOE69w82Qfj7/z00y6QVbAkrA2dgH6GbY+webv/i1blt1ZP+7T47uf2v8Yj9c8VVLFPLmDB4Kx3sFtUBiGr3wx+DlF1igkJOTSJwwsQi48xcK8D3eXxniuZT1LKuPsT3aTcMv4QqLhY/geSafMiNVEolqlopk020EQkTPivG30dcatJDD7hHfPsWd4ZPVm9i6/lhYRmG5V/ECd8pEh+EJjM1amjez4IH+w/Rt10a2y1Plh53UMR9OgFIZy8YVEooi6FUzfZTTSTFFEWD54iOalcS5vifGCsNB9j3ErieE7lDUTzfWQEoQf2MejFAKQvhfYyAtZlwHXfBdNwa1DO/l/rknAo1+aJVK1wh+k95+fol+ZdAmbe65bS3b1Tef2udTFsIZBykAZtTEQePTrZMeHuc+ef3x3RXF40bFeINTCCPm58cDQU2f2gn85w+Xn8rnfP7fXX8Kcl8BCCHE38GeABnxFKfVHc54XteffC5SATyiltp2PbYdcgswzbQBBv8U/9dzEhJmgqJsknDIjkWaSdomKZmILDaV8TN9mzExyx4lX634f9+1/DGDeE9vWdJbMkV1EDwbmZ1HdILNsHc/LdgD6pq3ZP/D7dD/7PTYPbuO+/Y/xyIrb+VHX9bSXJ3j/sef452W34CqfZrtIi8oxaSaIujaO1FlSGcfwXHjlWTp+8VMs2zfGrrKGI3UkoHkurm6geQ5R3yVZmaTJKTFeE77yhAAFmvJwpYZCUtYMNNM8qRzB1ifI/s0fkW3UmHjdAvlbZ3+yniuGNS23Pl7LNuzfXe+NWWh895RjvdOEWhghIW9qzjmwEEJowF8AdwHHgReFEN9VSu1uWOw9QLb28zbgodptyFuReaYNIDgxTUtYO0Ij6tmsmzrKuJWivTJJVTNZVRjizqHtCBSuZpC087OujOc9sYlGD1XAdVBH96GEoK/UxpbBIJPRs2oluRei9WmS9mqODx2baQg9NHGIQ4kOxq0UHZUJbhzbV5PadihpZrDuWjYmkWnBLEDMBxTonoPjga0Z4LmUNYuKZpJwyyypTDBipSgLHSUkcaeC5Tv4QvJK15X0PfB5ssd3zUyxvBHCVYt4sQDw1PcgnoRifsFFFvNsmff50vylm+lAb0ceJr3ARO3KRKiLERJyqXA+MhY3AvuVUgcBhBDfBj4ENAYWHwK+oZRSwFYhRLMQolMpdQqRgZA3JfNMG3DVjfDU97hraDsrisP1bEFbNcddg9s4Fm/j2fYrKBgRXmy5jNX5AVJe5bQ2t2aqn8e6rkfDJ+mUaLYLONLg9j0/oXfNL5IxZsYjm00J1Xz9BGi4Ntvbr2Qy2oR0bJrtAkmnRMot40iNqjBYnR8kZ8ZRwGRTG6maNbklArGqUQd8YaCpKi4aLpKq1FAiEMJqsacQSpD0q0Q8GyEEQinWO2OIcpHe6HKyvDZTRlgoAFhA0Oq0OJ3XluYvYcGpPVvmff6rf8t9oy+SXbMCdrwA4yP8OHsrD266n8l4C3kPWo1gyiWuwZZKqIsREnIpcD4Ci27gWMP945ycjZhvmW4gDCzeqsxN7wM89zhUy2QLg3zhtW/xscNP0du5kZ+1refZtstZWhhGKp/nW9by0/YruG5sH9eL/fPrVdToS3Ri6yZpJ48tDXJGjCkzwTXj+/n469/nr+76xdkuqtfeTGrr4/RHM+iey5NLriHjFGiuTFGWBrbUaavmWFEcZtxKkq7mWFUcYvP+bWCa9H7wP9BfhXYDSh4UPIh4EAMmlUQ4HgIfXflYNVOxUasZQzn4BL0by4qjLCmPoysPy3MYiGZm9s+uzvQ/zCXTdvafxwLlqVkotWBW4lSeLXOfr0qdvcluPte8kg/2P89mW4PEEv599pc5VjEpKw8djUkXrojDgA1XJ0JdjJCQS4HzEViIeR5TZ7EMIyMjXH/99fX7999/P/fff/+57V3IpUN1dgZiumb/k/YraK1MsT/ZxWikOSg/uFX6Ut1YyuPKiUMnKXJO09u5kdX5QXqKI+xpWsakGcf0HDZMHSVbOhFoVyxbV89YsGodOaXT9erPGEaCYSA8HdwqAoh5NjeO7eULr31r9oYy7fDhXya7aR1sfYK+x37Ab2R/hb2ta6lYEaoYKAx0qiAERT2KaRdocop4tfJHf6wFw/ZYk++nopkU9QircgPovstD2ffNPpnb47MzFw0KomfFAuWpRhbLSpzKs6Xx+SGriWfaNxB1KwgUeT0oP72e7GJ/qhvTc5CuS1UoBn3JVKnCFYbNO5qaQ12MS4SHH36Yhx9+ePpuXVWllJvi4f/ymfpy1935fq7b/P4Lsk8PdNx+QbZT529nO6ue1Dz6Jm7uPB+BxXFgacP9HmDgLJahra2Nl1566TzsUsglyQJXzTuaV3AiksaVGlL5CAQFI4ovNWJuhd2ppTzfspZHlt/KuJWipZrjnSde5WOHn6qf0CTQUdO88CE44fk+m7/7P9nygf8My1eQ0gLVyvGuNVx7+Rq+exyUB/sOH6SSMLCUy4rCCYYj6Tl7KOCL3wh+3foEfY/+Lb0tV2B6VXJ6BM+TCBFMfjiaAcpHoqhoRtCoKQSm7xJ3KziawYlImo7KJKtyA+SsBFMkiHrOzMn8ig9z3+WtZP/pofNnZz6rPDV/5mKxrES3PbWoZ0ujp8uepmXE3AoCSNvF+mueyl6D6Tm4QmJLnenrkZIW4QXf4kBfhbvaIvQt0JsRcvHQeFEohBidfjyWauL+//GXP7f9CrkwyPOwjheBrBBipRDCBH4F+O6cZb4L3CsCNgFTYX9FyEkscMVd0KMIfASgEXRDCgVOrUfhlZY1HEm0MxRNI5RiMJLhB9038ODlH8HwHHJGfNb6Gk942fEj3PfDPyFZU4lMavDOZnh8EiIamBKqRgQBrMwP4gvJ/mQXfYnOmRU2lCD6HvsBW5bdSV6PBj4fvg9CoBrVNgX4CMp6hIpmUJE6/dEMOTPO0vwgHzn2DKsLg6wqDdNZGmNNfpBmp4gEmlWVzNr19C6/KQhmvvLD4PZ8TFhsurO2zsfg078LidSsp/tjLaQalU2FIOWUGMgsZfNN1zBuJZk04vhQn9bZPBgMf20e3FZ/fsIMPo+iHqG1PMHT7VfyVMeVlDQLpXwqeoSTk5yCMd9kbz7wIOkrnfvbDQkJeWM458BCKeUCvwH8K/A68HdKqV1CiM8IIaZzXj8ADgL7gf8L/L/Pdbshb0I23RlMHswh4ZRQSBSgeR4OQUDhCo0XWy6jIg1ibpW4WyXuVUl6FWxpMGw1oRCLnvAAssN9fPbYE9y7JLj/p8fh5TxM2vBSHoaSLYxFkrySWU1ej3LVxEF6a2JQ9RLE1ifgd++lN7q8flW/N7UUiY8IVCoQdWEwAULiKVXLWEg05WO6VQ40LWVN7jh/uOOv+Wzf93E1ffbJ3HVJvfoTBg4eegM+gAY23QlmZNZD01kHAHQdbnkXuY99jq73/gLZm2/ivv2PkXTL9MdaSbrlWX0v0wqrSbeMIhAAWzt5lG0tWXY3LeNAohOhfIpzgsC57Ko4ZIyg1yIkJOTi5LzoWCilfkAQPDQ+9pcNvyvg18/HtkLe5PzqZ+FrfwKeV3/oqqkjRJ0KA/FWxiMpBArTt9GVT1UzMF2Hkm5RwsKRBqbvYPhOoOApNZoqU/zF2g8yYSZI2wU+s/e7JzV69j32A77UfCcjLuyaKFEu25heFdeIIy2TSiSOqAZX0QmvzEA0Q1/PFfRu/jT9jkX3C4+x2dbqpZchq4nhSHMQENWyFkKpWuZCIZWPLwQugQBYxHexfJeYZ/PVNXdz19B2YOZkXpX6rB6Rq7c/C8ahN1YLYs6kSKOTbOrGt5Nbtm6WL8mpdCymn59ez8vpNQxF0pjKQVc+KbvIWHRumWk2tq9RdiHvnttbCwkJeeMIlTdDLi6mT5TfeqiumfCp/Y/x36/5t1wzeYij0RZGImmqusG1Y/tJuFX2pLo5EcuQdMqYvoMjdcqahS00DkdbeXz1u0g6JdbmJsgZMf73+ntYUpnkk4efqG/2m81Xsa8MmcH9CC+O1EzyZjxwFy1O4sWTCMukEEnxyPI7WFMZZejq21izrIeef/4qOQy2rLmbqFvhQHwJT3ZeTVmauFIjSOv7KFlL7/ug+R6+biL9IIBypYandJLlCY7HZhzENg9u40uXf4R9yW7Sdh7Lsxk3kwyazfQ99gOyb2RgMafnpe7rsvo2+rvX0TXXl8SKnNSAOx/T6/mX234PgU/ctUk4JQ7FTmeqRfFqCd61ePwREvJz47QVPv/8Cws/d4k3doaBRcjFR+Mo6tYnuOurD8Krf8VX19xNrnkFS8sjvH14F5fnjjNkNbG7aSlCgVdr+nOFhuXbVHWLV1qygXaFExTlp2//Yu2HZgUWz7etJz01ROzEEazMZdjSwFcCENhCx63YeELg+D6OblD1fPadGGOpqCKLBZprQ04lzeTxzms4kOjE9B18Ab4INCsUPprnoaHwZSDfLQBTeZh+0LRY1Ux6ckfr+5UtDBLxbCasBMfjraTtArcM76KrPFHTt3gDmWdSJGuPk71hGayaZ/l/8znY8qWTvGDmI1sYZFlphIhbxRMarzctozotMrYIwnMZrmpsDgOLkJCLljCwCLm4qQUYd33jz7jrme08lH0feT06a/rAR2J5Dr4S+EIj7RRJV3MMRtIci7cRd8sIoKkWVJiey75UN++54w9AwabR1ylqFtEj+8jrUWxNx5EanpQIBB2FCYYiTegIDOWxYfIonpQkK2X2HCvQYVlQrZByiuSNKFN6jLgXnDAFAh+Hsh5BCYEvJUopDOUjlYOtmbi+Iqo8BIKyEeFTNXnyvkQnj6y4nUeX3UJrZYr1k0cxlceepmWkq3nymaUnHa7zfuz374af/CDQzZASbr5r4fLLnMmSUylxvm1kD091XMWkGaesGbVelMWJ+h7vyoRTISEhFzNhYBFy2tQ9NarQbV1AieXpE9ZXH5xV5y9LnSeXXIOhPK4Z30/Sq1DSI3SUxniy8xqSTpm4U6aimRyPtUFpBMtzORpvQyGI1LQpnuy4mqJmMZnspCItom6VsmZieg4AzXaBghFhdX4ADbhxbC97mpZR1gwmlc6QjLKnPctgpJmO6hSOZpKyi1R1C1dIikYEqTw8oWP6Lq7UcJAgJKbnYvoOFc1E+j49xRGeadvAo8tu4WCiCx9orUzhCo2DyS5W5weIuxVebbuMd63IzHu4zplGM7JGfB+e/TGsuXzB4KLvqjvpXXonO//luxxIdnHVxEFWFwZPUuIE+PjhJxmItfB0+5UUdWtesZtGNM8h4+T5WEcYVYSEXMyEgUXIadFXYsZTwwr0HrYMXkCJ5dqJLPuVLwZ1/s6NPNl9I2m7wDUTB9jTtIyCFmE4kuaZ1suJ+DbZ3ABJu8T2zGp85TMcacLwPaq6yeUTh4l7gSlZwXco6GmGo2kink3CKZOp5HE0nYRTpqRH6C6OkHCrbBzfT0d1CqaO8viSazB8lx8tuYYJI0FJt5DKx5GyPhkBQYbE1Sw030dTPsoHW2oIIXCFAGmQcEt0lidQwFMdVyGUz0ikmf5YK22VSZSQWJ7NYDRNj1NgqDvL5o3N5/84zzUjm8siniSNfyOTZgJNeTzRcRWPdV5H2bCIOxVK0uA39/0Lj6y4ne923cjReAdFI4ojJVIpDN/FkXO/lhTBJI3gdjVGNtZxvt91SEjIeSQMLEJOi94J6p4aQ1XYU4YTNhypwB+sPI3gon4VfA6CTpvuhG//ZX26oFH8CuDHndfhCoknJS2lKU5EM6zJD3D1+AH2pbopGlEy1Ryrp46xPt8PQE6PBtkMAQmnSMYuUDDirMkd58axvbRVp+iPtXLvwV62rLmbnBFja8ta9qe6KesWwveCMopyibg2Y5EmHCVQAlyhUTCiQcuBAN130JWHVApPCDw0lNSwUUgHckaUrvIYAng5k2VpaYS4W6FgxIi7FYRSTCRb6elZz7tib1BAdyozMljQV6Txb2TSjFOWBgeTXRi+S9Sr0h/L8PU17+LV9EomzARH40uCyRghcaUBKDR//nEP3XfQlCKavTwUyAq5qDkvCp8Nqp2XomJnGFiEnBb91SBTMVSFZ3IQk9BhwJBzGpmLuVfB02ZacObBxa98pr6uRjXHkUiadbljKKCiWxjKR1ceJ6IZsvl+Mk6BJqfErcOv8aMl11LWTGKezYloGk35WL5Hyi2TruYRwKHkElJumVxplLhbobdzI0ejrTzfto6KNGmrTrGsMMTzresQQHO1jK3pDJotlPQIplMNeioIggwUVDULR/h17SeJQgHSVygpGNeSvNa0AoSgKnWqwqClmmcg1oLl22gorpw4zNpsGx9fcoYf4OlyOmZkC3iSTP+NcHAPabvIzvYNGL5LSY+gKR9P6FSkwfOtlxNzy3hCQ8MLFEqUDwg8aZy0XukHwViH4bMmFvqFhIRc7JwP5c2QtwDdtfLHnnIQVMQ0qCpYYnJqwaKFbL6/+mAQdJwJm+6Ee38LMu2z1BzHzUAAq6RHuG3wVYqdq3B0i4JuMm4mGLeSfGr/Y2we3EZbdYpxM0lRM8kZMSrSIOlWuHziMPuT3bhCQ6GYMOP8qHMjrzctrStpRjybuFtheXGYDjuHEgJb6vTHWhm1UuSNCLbUyFsJpPJIOUVM38MTwYSJLyW+0Go/Es3zMJSHLTQczSBvxnCFIOZWGI42U9RMlpTG0HyfMSvF1UOvn7/yU03Ui0+/J7jd+sSpjcwW8SSZ/hvhlWdZN3WUgh6jqhlI5VHUo3hCw/BcfCGZMhM4UlLSIvhCBI2bokGdtI5CAhFDclUmRkqDgdAvJCTkoiYMLEJOi83pwL76hA22D89Owg/H4B9H4EtHYMvAIjLLC10F+36QfTib4OKL3yBrenU1R0Fw4r5leBdvr/TzgRbQmpqoahGanBJ/+OpfcdfQdrKFQX5n93e4fWgHFc1EUz4r7Enu6orh6ibZfD+G8uo+Fu2VCWxp0OwUyZlxBBD3KpyoOY4ayg08P4TEE8H1N0iUEEyYyXpQoSlV06wQwdW5UsGPEEh8bGkgfY/ACUWQsQukqzmKRpQWO8+qwgnu2/8YDwz0nr+g4mt/WmvQVMHt1/40sK83rflfk2kPgroFskzTfyOTtqKtOsWS8ji21FFItFqQpSsf6bsoBK7QghFeqaOE1rAmMet3V2rEdJMbU0Hg0rXA7oWEhFwchKWQkNMiGwvKHTsL8HwO8oFlBwoY82CiCB/aAX+Whbta5rx4MUvuRZoBT8mHP0H2G382S83Rkgr/mpvpjsB7ljZx39Busj/7WhDcJFJQLpItDPLAa48A0JdZzpYP/Ges5SuY8JuIH91LR2WSW4Z3AfDqituoagau0DgabWXESiGUwhOSkm7iCQ1Z021QNU+QIMRR+EJS0i2EECTdMiXNxFaipr3pg5Bovo+Dhi8lug9dxSGWlsY4klhC0inSVR7nvQMvMW4l+fjAM+fmYNrIt/8SvDn9DJ4LL/0kCB7Ooh9m+m+k19ToN1q5a/BlHl32dsqaScIt40gdyXSDpsSfp+wxm1pzSo2cC5qYUfoMufTIY/CUdok130aiiz59e/HwhdmPS4gwsAg5bbIxuCEJL+ZBU2AD06cmD9hbgd/qg3+OzknVn8qS+3Tq+vPRoJuQHT/BfaMvBhLbXQ2qkKtvgptvmnnNnCbS7Id/mfuuWkHvBKjmVhQet+z5CSB4pvsaRLoVfWqKfU3d2EJH+h4TVhJdKZyqxAe0Wo+AEgJNeQilqAoNX2pUhI5UPgU9gis1hOcihKypcIogwyHA9BxiboX3DbxUF/7alllDRTNIumXuye8h++FfPn8S3oXcwo83CpSdIdkYgYBW7fO+dnw///na+8gZcVJOkRX5QY7HO9DxmTJqqqRC1LM3s6nJn/settI4Xj3NRuGQi5YkDrd7Qz/v3TgzNtyx6NMPrFz5Bu/A4tu/GAkDi5AzwgUiEqaYCSqm8QmCiz84BH+9oeGJBh0KfP/klZ6qrg8LT5U0nASztZ8zXUeW4GS1OQ1bBjuwVn6UV/MgXUh7MIAkOjFMzK8yGMkQd6uAYsqMs6I4jK8UB1M9SN9D911sYRDBw3VdXN1C911cIYMMj2aglBeYnCoPV0os36W7OELUdzgS72Bd7jiW77I23899R5+oBRS/eepjdLGw6U76XnqZ3mKE/lgLv3T0J2xLr8HyXdorE8Q9h32pbiQKR2gU9AjMKoXUUD6a8rB0yRIT1swNWENCQi5KwsAi5IzotiCtw5A9//M+8L0xTh4JnA4u5mYuFmkGrHM+pkrmW8dXvhgoS/7abwANqfwJOFqFpRbclIJe4pRJU8rl8KTk5qn9pJIJJiem2DTyOj9r38BoJI1EUTCi6MqnrTzBhJmg4kp8GbiZ1psSRVAOMTwXhCBTzaOJwEb8eKyF/pbldI0fO/9ZikbiyboXy0mPnyN9JdgilpPRc/QURwITNc2kszSGJzXW5o5T1k12NC2nolm1YzOXwM9W6hoInS4r7K0ICblUCAOLkDNicxqeGoc9CzRqCsBW8M0T0GHNUemcJfl8BvX7haZKzqQ3YyF9hqe+N0tJMtugD5H3Ak2GngiU81VE8QRRo4SpfMqJNM1DA3RUp7hq/CBjZgq31lMhlUdVs6hKAx2XspixHzd8B4XElUHTYsy38aUk5ZSYMmIUjRj39v+M7PFdp5fJOVOmszbzBRWaFrjLniO9E5Cp5Oqy681OkdX5QcqaQVd5nP5YCy2VSYot6/DldKZidj8FUuBjYAFxCasihP4gISGXCGFgEXJGZGPw/10NB8vw0jzBhar9s+VEMJbqKdAFPDwAH2qBj19155k7ci7Ug3EmvRmLLTtPgBKURYLfLxs5wJMnCoDJzcO7eK5tPZNTDksS7fxQu4626hS/vvef+T9r38/S4gi68jgaa6NiWOArlNSYPnE6Uifi2Sg/8CKxnCoRz8aVOrpSpOxizVzstXPT+5iPxVQ1M+3BRMijX4evfAniiaDnoZA/Y0Gz/ioYusH29JVMmHE05ZHXouxv6mZpfojBaAv98VZ8IRt6Kxr7KxT4ClN6dFgGl8fh88vCMkjIaXLjhe1JeODQeV7fG92ycQEIx01DzphsDB65AlILPF8CCi5IEVz1j7ow4QTCWlsGFxlLXYiFrtzP5Ip+sWXnCTqmyyJJDdx9O7ly7CBxt8wz7VcwZjbRUppAAAeTnbzYkuU7y2/liolDrCyeYMxKUTCiCM9H1Usgon5rCx1N+UhfYfo+pudi+B7dxRFWFocYiDZ4gExnZs4HC2VtMu1B4PDsj2fGT4v5WoOnmikb/dZHT2s02BDw5GXvpKIZaL7H3uRSdqZX4CrBKy1ZjiTacZFBQHFSwyYEx0rSVhjjl9vhf60Jg4qQkEuJMGMRclZkY0HgMKNl5AcNFjUmgWJZYorAFHPShcMVuCtzFsqJ802VnE5vxtx1fOWLsx6qu282ddL9v7/O5gM/IWu6M02dtbJI367vsmXNu7lteBevplcxacYZtpoYNhMYysPyfHY3LcOVGm+vjak+3X41ed2sxROzr8p9wBeSmFshO3WcpZUxKppJseZJ0lUen73vZzs1M5cFMz/DJx2b+egTCXqf2Uu/s5LuVSsXNKFTCljSgxo9ylAkg+U7uEInb8WQKDQVjOIu7mXqMxBpoUmEQUVIyKVGmLEIOWtKavoPaHZQETzk4/g+JddFVYq4vsOkC+VDBxj4wT/NVns8FQ1qmyBOKdS04Dpuf3/9bl+iky1r7iZvxunJDZK3XbaseTd9tnaSaFfv6lvJVPM0O0UmzTia73E03k5Zt0g5JSRQMGKUM53saVqGJzRWFE8gAc330JVilpqkkOieS8bOMxZJ8VJmDXtSPXhAzkqweXDb7H0/X70W57Ce+vHCoOfVJ8l7C2efXOCOJog6FcatBBGvSswto2rZCYEKZM4XQfM8dOXzD+OLLxcSEnLxEWYsQs4av/ZzUlABTIccCigLA9318KsVHi0oPlycop5iP90egnPQVqiz5vJAAKqQo7dzIxll04wDvk+zHzQa9nZuJNv3/UBAqtZk2r/xk/Q4QcNF2i6yu2kp04HC9PmxtTLFqCYxkm105EcoSAuZUsGY6XQ5pJa5ECiWlUcoaxGGI01kcwM0uyUszzn5Kv5MMzOLcSo9kUXo7dxYD65wBM21b475sk/dVlACu60mHFTRDEatFLry69maub2ac/E0nYj0GV5g+igkJOTiJQwsQs4aE3DnjypmEBJPCGJ2hbbyOJNmgv5YK32JTrKFwcWnO86HI2rjuhpOqv2xFnqqE+DOqHGknCL9sZqsYyEHBCJS3fmhutnZuqmjbG1dh64CC3Rb6tjSIJvvZ9hqIuJVOR5r5VCig4hnU9ZMfAHTZ1Hpe8S9St2YK2MXcDSDXzi8FYBJI07v6tvIbv/bc3/Pc5k7lXOKYkQj006yQNDYCaS0oFGzTu3z2mzrbLniHli6lpahEX6YuY5JM0GqmmMsksYXIH0XXyymvCmwdIN280zeYEgI8MKTp17mbJmnMfTN0Gx5vgkDi5CzpkWHkn2KS098pO8T8VwmrBSpap5D8SV87vrP8sH+59k8uI3s+ImTX/Yn/wlef3Xm/jlMSPSVoPfFo/Sv/2W6S2NsHtwWOKPqUZqFV2sKgJwRP7m/Aepy4QBt1SlW5fvpS3bj1USdVuUHcKWGjk9PYYjV+UGebtvA3qYejsY7sJwqvhTY0kDDI+pWqWgmzXaelFNiwprRjkiZkv73fQJ+8xNn9B5Pm8bMz+/eu7DU+hwanWS59mZgjm9HQ+CWBd556Gf8r8iHeWnpO0Cp2nu2kJ6D4UNVMxdQ25xGIRX8euc5vduQkJCfA2GPRchZ0x4B06mw+JWvRKBIOUUSTglXMzgSb6ekmeT1KFvW3E1fz4bZL/mbL88OKqY5iwmJvlLQC5C3PXqKI/VtrskdD5xR9Ri+rgcOqVZyVn9DX6KTh7Lv469W30XErVLWDPpjrbx9ZDfvOvEKv3L4KZqreV5oXcezresZsprwgKrUOZJcQsR3yVRzJN0yS4tjRDwblMJQHp2lcTJ2iZwRI10t1LeZu+bWCycE9eFPLGw4Noe6k6yZwP/Zj5j8528xfuTwjLZEw8RJX6KTxzs3UhUaTU6R9mqOZqdEZ3kMpek4UsPybBAL/93ovst/7IZPdp/bWwwJCbnwhIFFyFmzNgpSSoRS6P5cgW9qLp4+ntQZs1LoyqPZKWIqh5IRodkpkqnm6d386dmv+8kPFt7oqSYk5liB927bQ8aAZlMgob7N/amewBnV1Ol/23tJmjr37f9XsqYH8eRMs6Iepac4QsyzKesR7j3Yyxde+xa/s/s7VHWTfU1Laa1O8fbh11BS8sOu6/luzyaMmrx3wq3ULcI7ShNEPBfDc1lWHMJyq+SNGFeNH8AHJuMZxrvWXDghqOmm2NNQ28wWBoPj5ZToj7WQzI1y3z/8PtlHvxws0PC5TPdjnIi1EHerxLwg4DgebyPlFEFIbM1kvq8fqXySTpH3D++gOVTaDAm5JAlLISFnzdub4fEjJUbMFF6DCBQAykdXPq4MGvUmzQQFI0qmMokUEtP3eLr9Si5riZHvWjd7xfP5iUyz2GTDPLLd/du306MI0vdbH2dIi7O7aRnH4m2g62y+bi3Zm1fCO1YCn6ivp/eZvTPNikCzVwZlBc2dgz8lWx7mQKKTZruABIajaaJOhXwkymA0zXXjB9jdtIxJI07CKWFLAyUFEbeCJyV7mpezduoo/79XvkbFiNKf7KDr6mu4p/M8j1eeTp+KE3RI1sdvYy31klG2MFhfLFsYDBpbG5lWLm1wsG3sx5jOSZT0QInUljqekCxUPhMomp0S1/RkGDjzHtOQkJCLgDCwCDlrNqfhf/gupudQlXOuQIWsmZTJWspb4CIYibXQUp5gaWWCsmbwZCnK7T/+B7g6fXq9E4tNSMwjANVdGCb32is0f+hXGfINnjlRQNpVljl58jfexZaONdw3j69Jv7OSnlefBAcQgiEjyevp1Ry9aj2s+U3WHHqF7blltJbHMaXASWUoV11szcBFI+GW0X0XiaLJDoKTlFOkogeX4Zfl+mmrTvH20deDLMltn4BNcwKsc2WeQKvv0b+l1+2iv2sd3Rasefp59i/fzI7m5RxMdHHV+AFWF0+QM+JsWXM39+1/bFZwMS+Pfj1Q7Xzqe8BMP8bK/An2pnpwpMdgJI2tGQTTMSzYlqMUdCZMoitWk5zHlywk5OfKC0+e1MB5vpU3F+NSaRQNA4uLhL5SMLo3y1vjEhAGcpWgYkTmf7LemCcQykdTCqU8cmaSjrF9tXOLQpQL8I1vBIZgLz698JWzEIsHH/OUSTYPbmNL/G5wYXfLamRTMB27vgmag7GW+UcmV60kh0fz8//KkBbnmfYNSOWz9PB28rKHB5PXktDBlS1YWjAhY+TzOFWJQPJi5jImzThRt0JZN8lrUU7E0pieg+m7lHSLfWY331z/fh74d794pof99JgTaPUlOtmy7E4yO1+hZ+U6DpThr1Z9iA0Th9meXsWkleBYrJW7Bl5mQ/440DB+a1qL2N4P14MKCI75ly7/CGXNYMJMMGHE8DRjpllzoYZNCUnNYNJKM+4EtvchISGXHmFgcRHQV4IvHYURF6oe7CrBK3n4nYvYH6GvBFtePkzebFlkqZkTiAIQgphTxtZMfKkRsSvcceJVXM0ITlpPfa/e25Cp5uvOmLOunLc+sXBw0ZCOnyZbGOS+0Rfp1X6ZY1VYZsH6OHTUxhjLHjw1T0C3OQ1b9r4OwuL1pmVI5eMLyeXjh2nOHcR9xxqWGHC0prMgFIxoSZQFK8gz6UUo6BFyRgypFGWpEfNcHGlg+h7HY210lUZ4Pr70rD+DUzIn0JrRoiiBgAEbTKF4ru1yfCGIOVVGIykeWfVONo28zvVje8lPy4ufQvuiMRjUPZecEfzhVjR9JpBoGLudH4kD6DKQU79Y//ZDQkIWJwwsLgK+eQL2lSGjgwYcKsE2LzjZ/a/sxfkF2/uvT5I5eADnqn9DkANYuA9Y8z2k8tFQ6MonXZngQ8dndBuS9ozT5iwhJqjf1q+cv/pgYJI1X7/AAtLf2bvfS7Y2XTDtWAqB9fuTk5A2oMcKxie3DM6c1O577R/p7byWo/E2lhZHuHzqKB3VKahCZM/L7I+00qochtKd5GQcTQROqONukrFYEqd2VDRA+B4lBJbyiYoqlu8wEmmmyy2ew6dwChLJmh5HQL33wQoyTBMulFq78SenMD2XoWga03fwlMfxeCt5I8odQ9sXXP10MDG3jPKvndcxYSYQysfwfZRwKEqNxYOK4MvI0uCX2i7Ov/mQkJDTIwwsLgKezwcfRF8ZBm2IStAVvJSHf/s6vDsDH+u4iL5stz5B//ET9DhFNOURnDrnwfcQUiCVj0BheDZFI8qdg6/gE+hGjFtJ7jn2TP0ls4SYaswSrppu7JzWtdi/G3a8MNOcePNds+83BB+NjqUpDbbV4pmN8cD3ZK6aZNZ0682KeT1aD3KGrCZGtSgKSU9ukO7CED9dej2utCj6gelao/STBygJKIHhuRT1KGVpUDIi3NP+Bg5mqdnjnHUtCjwA0jrsizSTjpapFlxcKaloMTwk+xOdJJwycbdCXyIQk2gsT63JHefxWhA4aSTQlMfOzCpSbhlbM8jYeZ5rXY/pO5T0CEKpuqT3vNTEOFdawd96SEjIpUsYWFwEFFwYcqDkBx/IlBv8bgFxCa8WoOxfROnhR79Od8sN5Iw47eVJjiSXzLOQCsY7KzlKRjQYSVU+zaUxDAE7m1dyxdQR7jn2zKzmwFlCTDUWEq6aLp/UGR8OHDoX8BGZdiyd7mWp+IGnRUfDWGPZhSenSyMf/C9s/u7/nCWQlXKKbMusIera3DTyAiORNMfNDGXbA1UiLxS+GcGtBVs+Qdil0FCah+trKKXoj7XSZElU9xL65jaPni+KhVl36++jWiCloMsMbO2jrZ1Mlo+BCkoXjtQRSqAQHIh38KXLP4IAVucH6+WpBy//KFdNHKTZKZIz46TtAhXNZE/TMprtIiXNwJUamu+h+R5oOovreEsSAv5o1UXyNx4SshCnUPZ8YOip4JfP/f4bvy8XKaGOxUVAygiMmyp+EEA4NXMvXQZ18AkXMkZwQrwoGB9h8+A2DiQ7SbpFBD4niWR5Lqbvsao4zJWTh1lRHOaKycPcMrqHa8cPkHTLJ40zQoMQkxEPtB3mEa5alFOIaGVj8Nlu+MNV8MFWiDaE1kNVeHIKIjKw/v5R0zr+7fv+mG+ufz/vHHwl0LyItVLRTO448SqX545z2/BOpPLxhKSqGVSFjua6OPg4BJ+rSxBgRNGQZgRlRiGa4J4lMWL6WVrJnw5zRnPrWhTSp78Kq6Lwe8sgqgXmZz4CTxooIfElFA2LvlQPP+y8jqfar2R7ehUjVhPNThFHSI7XskjNdpGyZhLxbCbNOOumjjJhJslUcziaQdyrIHwPUc+gqJkf5WNKn4wG9y6BuxZr2QkJCbkkCDMWFwHLLcg5MO5A1Q8mHH1AKih4EPPm8WX4eZJpIzs+SGdpjDXWEMdjbZT0CEpIpFIknQJLyhMMxFppq04xYjXhCcHxeDvXjh+gKnVeSq/mO3f8AZbv0lLN8c4Tr/Kxw0/VT35B2r2VrvL4SVmNUzI+clr6DSeVRmpJkuUReC4HvoJitJlvXfOLPPe2X+TzS+Gzf3wvD5XHyetRICiL7EyvwvBdTOXgajoOelCyUT6aJlCA5iti5SmEpiEiEdojEa5IzezLGVvJnw4f/gR87U/A8+oPZQuDZPf8M9y0GjbdSV8paEB9fTLCqKsHBmEoAqs0hS+1ILviFNndtIyjsVbeNbiNJZVJhiKBkte6qaM8076hJlNexPJdLsv3c9XkIf6x52ZcKWmxCygFVd2gLA18qSGVj6FL2k2DTSn4zTewjzUkJOTCEQYWFwFXJiCuwYEyFJi59rcV9NsQEZA7uJ+uV38Gb4Q51ZlSa5J0NZ13D77MssIQ/7L0JmKWSTQ3woSZpGDEuWPwFSwU+1LdpKsFMvYwB5NdbDPjHIh3MGmliHllRqwmhq0mfty5kSsnD3HV5JF5sxmnTSJ5kn7DfD4jJ5VGPLijOWik9VXwmCmCfglNwO8fhmfe/wWGXt/NwUQnPYUhdmRWU9IsUD5RPOJ2kXEzifCCYQizauMLSapawMInr0UxSkWiVIBm4DwHjVufCJxZG5o2T8Jz4dGv03fVnWwZDLJhV6WjHJ/wa061YpZ3qxKCqmYwGE2johl03+X6sT7GrBSTRpy26hRXThxiR3oVabtA0i3zO7u/Q9b0+ECL4EFWkVMaU9EmWuMx/GQST8GwEzS73tl8kfUQhYSEnBNhYHERsDkNWyrgieCrPPhS91Gej1KKY7bLgSP7+PyBpzlju/E3gto2u7ceIGfEA82DoZd5dtkNjFrNtFRzZPPHuW34tXqtraIZRDyb7elVeAimrASG75J0qxQ1i2Pxdlyh0xQtcCKS4f+uuZvO0hjLSsP1QAMaGgix2dyqkf3pd06aAkGpk8cjG11UG7IZ2Uwb2VqQ9lB/MDUyMTLKxPgkpq9AM4inm9GizRyrwva84t0TB7GFxhOdG7GlRswpUTJiFIWJW7vW9xF0lsexPJsRq5nRaAaJT1O1QNStUMj5DFWb6bDmmHmdC1ufgK/9aRA4nIrxEXongh6L7YcHeS2voaItzN8DIbCFgVAlBD7bM6u5rDDI53f/PftTPfTHWllVHOL+/T8MgkHTqve53AWsqGm0vFaAcRfSGlyZvHS0WkLOH3kMntLe3N25D5hXBr/87cK9GPU+jEbeRD0ZYWBxETB95fxQfzBBIPHwPR+ExBcCR0k6i6MAPJR934xw1GM/IPvzyloAmwdeYsuyYPvrxw7SnRti3ErWSxmNVuPPtG+grJkoYMxKohBYnk1Oj1LSI/gIRq0EqnkZa/ID5LUIdrwdT2oknAoPXv4RFLAmP0hPTye56+5giwP3LV9D9p8eml3y+MqX5t/h6RLJAtmMzVfdyZaXD2MdGyCf6CaCjaNg2ZHdHK2sIW1FsCfGkEBFj7A+d5RjsTbyegQlJa7Ua+UgH8t3SdlFjsXbsaVB1KsCiqpmIoGluePsLi3F0jh/YlCPfv30ggqATBs7C7BjcJyxSZuBxGI2ogpNeZR0C90PvE46S2PcVTzEXYWDUMyDlEH5J9N+UjYtGwsDiJCAJA63e0M/7914Y0mHjUJhYHGRkI1BTAbNm64PUgRqlR7gS8nL6TVUdGu2cFTrDSfLUb/R1K/2h8kC99kL9EPMsRq/cvwgOzKraankGDVTxNwKFcNC972aCoZPUY/RYhfZm+qhopmMC41RK8XLmTWYnkNbeYKiHmXSTtNcCKYaepffRPaLN83ex9r+nUSmbV7Z7+lsRnbTndz3+Jd5pPlKdqRWoPseq/ID6MojV3VZNXGA5po896QZp9ku0JfowvQ92itTlHSLKSOOoRRxp8KElcT0HcrSQCKIeVU05ZOwS/R4RY5V4dbmIKg4L5/hqQzaGuizNX68r59j0RbcRBJPLuzfAQJPaES8Eug6N3Sl8dbfC6vuPQ87HRIS8mYjDCwuIrotGHZBKB+pFL4QICT4Hi+1ZnnH6O7ZwlGxeND09+iXA0dQ3w+uHG99L/zab5z/HZx7tc8CxlRwUhPmqtIw9x94DIBPbvqPvNa0DF9JfBE0CkIQXJyIpLC1CO609LNS6L6HlD5DkWbyZpyo79BfgKMSivNdoC8glHXKbAaQPb6LLxx/jZtHdvPg5R+lpEdIViZZle/HkQbrpo4CwSTEhJkAwPJsxiJNeEISdatcMXUYWxrsbl6O4bvEfAfLs1leGkEB41YT1yxv5x0dwYTKuVKXg3/bv6N7/Ngp+1P6Ep186fKPMGykcJE1A7nFCIpzdi17tD6eunDW7iEhIZccYWBxEfH+FthZrI0oSq02kafQPY8pM8lP2jfgC0naDsoLbUuW0P/yC7O1HHx/5v75Di7mu9pfhIWCji/s/Bs+tek/UtQDS/WoV0UBjhCUjVjwHkStO0MIPKHwdQ1fwIjVzIrSEGMuHHRhfwXYGzTAzqrZG+bMviZS8CufCdLzi2Uzpm/Hh7lraDsrisP0dm5kIJphbe4Y/bFWLN/FB7pKo7zWtAxH0zCVoKMyQVG3KMtAK7ynPE5Jj1DRTKTKMRBrwZE6ttCIpxKMd3Vxz1naozf6yugEomqrY9Czbh0Httv8xg2/zur8AO2VSQQKRzNmea70dm7kULwDV8papuJUBIGf4busmzyCJtovnLV7SEjIJUcYWFxEfHwJbBmAE0hw/VrGQmDrgY7j40uupb0yQU9plDEryZUDh1lVeA2Yx/L6pZfJ7rj3/E6PnCrVblqwej28/uqii901tJ1PH3iMV9OrsTWDZrtIW2WCv8i+H5RCQ9GYiFBSglJIpajoFqNWE9Vcjkokhu3r/OsYvJqHvz4B7y4d4GP/8rdkizMy4bOCofmyGRC4c07f1gKzxsCoL9HJIytu53vdNzJmJclUcjTbeRJumRPRFky/yNqp4xxKLOFwfAm3Du9C92y+37MJBVi+TU6LULZifHhJ6qzFzvpK1Cc5eiz4hxE4UoE9JUg1rWOy1Sbpljkaa2N30zIA7jjxKnk9Wvdc2dm0nAPJLqTyOZXMdkCgnGr5Lm8f2c3HOm8IeyZCQs6BBzpuP/nBhZo957ipLrrei8T99JwCCyHEl4APADZwAPikUmpynuUOA3mC3kRXKXX9uWz3zUo2Bren4e9GtNpcASilgqt3pahqOjk9xp7UUlYVBtnRvJL7+36wuHHX1/40WPn5CC7mMfmaea6haW+uhkQkAgNHZy3+scNPUdYjZKp5Uk6RnBFHA1LVPCUjiiupjT4CCHTlompjkLbUKWkmum2jmYop36BQgavi8LPBEs9e/f9iVWFg9tjq9ETIpjsDGfDGLA8Eip1rLg/kwOcwfXw9BVGvyvJiGV9IJvUYTW6JDxx/jpFImkkzzoriEIcSS/hJ+wYOJLsx3Cp5M0FFMynoMTZaVS5Pnv1H0LttD5mdr9A8NcJQupODa99LBJ+xoXEOalGKzcvpLo5S0UyunDqMAPY1LaOtMsGTS67mkeW3UdCjVKRGRRqcMrBQgVpmyilxz9Fn+MKh70Hs3579GwgJCXnTc64Zix8D/1kp5Qoh/hj4z8D/Z4Fl71BKjZ7j9t70LI/CEgP6keD5IGr1byFQSpE3Y5iew/FoKzeM7SNbGOSh7PsWN+76yheDn0QKUs2zT/Lrr4Hf/qPT27mFehfmSmhPn8Dn49N313+NuFWeXHIVQsHbRl9naXGIMSuF6bvYnoY//d5ROCKQhI65FZQAV0g0QLNtoqaBo+CEA6VIC2vtY0waiVlX6dnxEzP7MCd4qGd7dubobrmBzfbsHoVpY7Tt6VUk3ApRz6akmYyZSTTlMxJJc9vwzmBd8SVMmgmGI2mqQqNgxhEooq5NPGYyHG3hYDkYLz7jrMXWJ+jfPkJPPgju9hgtpMYGqEiD0UgTmgqOz1gkhS0NXKGRdMu8nFnDsXgbDhpercTky0Bo/JQIQdwp8WuHHifl2/Crnz2DHQ4JCXkrck6S3kqpHymlprPWW4Gec9+ltzbdVtB/aQmNCGqWXLYIUhh4QjJpJdD9QFGxP9ZCqsFbAwJPi4Fpy+tpCrmTMge8/ip85gNBluFUbLozCCIy7YAIbhfw5ZiX2jamMwAxz+ZDx57j9qEdlPUIn9r/GLpSOPV2zoYTnwju25rJpB4LjoyQ2Gi4fiAiNuxAyrdJ2wVyZjDqmqnm6e3cOFveuqGkM70veT1Kz9hR8rFmtqy5u2681Zfo5Lvdb+PJjivZnl6JXQt2op5N3K3gC8mJSHNdfnxHZjVrp45R1C2mrCA1YUudnBFlQouTcwOZ9rOSaH/063QXhskZcQAmzDg9xRHGrCSG7xHxqvhCUtaCsdDnW9extXUtBxKdKEVNVbMxqDhVGUSh+R43jO2j2yvRdc21Pz9RtpCQkEuG8+kV8inghws8p4AfCSFeFkLcfx63+aZjczr4uo9J8DSzZlApAL9m6xUoIUpfsa0lS1+is27c1ciCxl3z4TpBJuJ0g4svfgO+8sPg9kxONDUPj0ZrdAn1AKDZq/Ifdv89Bj5KCVCB3XjEc4g5FYQKqv0IgeXb6J6DkpIpFwwZqGX2pGOUjUh9LDTlFBlI1PQtpmkIMmbtSzxBs1uqByPTQUfEs4l4Nobvsje1lLwepayZdJfHuXLiEO3VKfpjrSTdMpnqFP3xNgp6FFtqlHULRzPwkNiey4gDL+Sg7MHAmapt1jxapr1Umu0intSIeC4tlcD6vCoNJD7NdgFHapyIZPCFwKv168hav0SjFNti9BSHkQjGo81s3rjuDHc4JCTkrcgpSyFCiF5gPvvK/6qU+ufaMv+VYJjhmwus5hal1IAQoh34sRBij1LqJ3MXGhkZ4frrZ9ov7r//fu6//60Vh2Rj8P4MfHcMij7E8CgBKIHAR6JAwZWTB7E8h97OjSe5b85nR35KGpUp3yhqmYKFrNF3NK8g5Va488R2nm6/gqIeASHQfQcfLTgNChE0cWommu+DLrEJjNs2RMHT23HQuHbPE4Ag19RG15XXwKaGk2JDSae+L7oO194MP/sRKQL30emgY6Ozn2faN9BemeRgfAkHEkvoKY+xOj+IhuIPtn+jXjr5SfsVjBoJckYcR2jBxCzgaTrK8zD1wGzuyclAPvyMqHm0TI/xpu0CY1aKtbnjJNwSEtjevBLDd1FC0FUcpT/WgickrtDRfQdP6HXTtFMhav+0Vye577V/JBv7wBnucMhblYcffpiHH354+m5d/q2Um+Lh//KZ+nLX3fl+rtv8/gu8d6fHvOqYF5JLWInzlIGFUmrzYs8LIf4t8H7gnUqpeS+BlFIDtdthIcQ/AjcCJwUWbW1tvPTSS6ez329qfnMpVBXsLMC+soVfrVIVGobvEvEd1k8epbsygeU5DEQz58e4C85IYKnOaZh91ak1fy5kjT5hpVhRHGG5HKKoX49XKzuU9Ai+UiA1VM0RExWk9ON46LpOjwHdERh14KruFtrWfJRJr6ZqOVdUcnr/Hv16sC9N7TRfeS2sWgevPEvO9ukqj9Mfa8FwbfY1LaMsDUp6hLSdp2hEWZUfYFVx6CTNCOH7HEp2oikPTWl4Yvq/WBAQeqrWD8nM7Wnz4U/AV7540rTKN1fcwY86r6OjMkF3aYyMnaOsR7hleBffXbqJITPFYKwVzVe4GngIQCB9D39eYaxgXw3Poas8GQROpkdIyOnSeFEohKj31sVSTdz/P/7y57ZfIReGc50KuZugWfM2pdS8xs9CiDgglVL52u/vAv7gXLb7Zicbg88vC2rwO/NwxLbYMV4ilRtiVX4QU3kU9QircgP1csdCmhFnxByb7VOyiDz2vMFFLVOwUIYlXZsQ+Wn7BqKeTVGP4AsRlD8amg19IYNmVt/HtV1uzVi8oxmSWlBKmtZ46LIWUbWsNZhuro1vYkBKQe6aWxnf8Qr39D3DN1fcwZNLriFj5+kpj1HWTI5HW1hRGCLTEBRNj6JubV3Pq+mVOEIS86qU9QhSefXeBiUFOoGh2R1NcJri27P3+StfnPVQtjDIA689wscPP0lv50b+pfttgOCW4V10VKe4ZWQ3jy69hdbKBCUjhoOGjyRhF9CUoqRb2JpZW9tMpCOEImUXeNfgy0Hg9OnfPdO9DQkJeYtyrlMhXwYsgvIGwFal1GeEEF3AV5RS7wU6gH+sPa8DjyilHjvH7b7pmeuv8OOxGA8+NjajBJkbQBPUzbnOmWllyjNhEXnseQOL2mPZR78+b4alt3MjB+JLeL5lLY7UEIBUPn79ql8glYciUORECFyps2r8CKmW5fRXz9yXou5wum0P/a/voWv8GPfUshCzPT4Di/S+VA8jdp4mp0QVjS9d/hFyRowTkTSG72JLg5IRwfF0TLdKVa+dtFUgMGUZOu0GRPUgEDpjMu3zjvxOB5bTQZslFf4t76Zr+TpuPnSC/NHDnIimEQo6y6MkPJt0NUd7ZYofdl7Ha80rKOkRwCfuVlleGKSnMsXHDz8ZTBOFTZshISGnyTkFFkqpNQs8PgC8t/b7QeDqc9lOCNzVAiv6vk1vdDkD0Qxd5fFzsxb/9O/OqFBKORMQwOmfRBYqnSxWUqllCrJbnyA7Z3T1cO44f7nmPeSNKKbv4imfav1qOsCvneaFAKEUCbvI6NED5F5/lq7pcsYZkt3xBNlHThbNcjSDO068yr6mZRyPtnAw2UVLZYqIcqhqBjszgVPrcLSZjvIk/bFWTN/FcF1s3QwEzpSqB0EQ+MDkvXMwHptv5FfTIRKFYoGs6XHfxmX0Lr8pyNpo8Ic3LCH76G8GZmHz8PHDT9Z1OvrjbQxFmtGVz+d3/z1ZezyY/AkJCQk5TULlzUuI7N3vPelkfFbEkzPBw9xSxle+GAhInY4c+EKCWadTUmnoc5juz9if6qGtMslQpJlJM0FVGkE/hZDUxyNrZQXhe0gUca/KgXgHS0sj3POPD4L+sTO7ut76BHz1wUBGfA7dpTHyepTbhnfydPuVDEXTRD0b0/eIejYAO5pWMmHGGbGaUUBV0xFiOtOigZAI5aN7DiAoqWAs9p3NZ2k8Ns9xO8lNtPYzi1/97PyKo1aU7K/8G+676k56JyBy8BDvePVpNh/4CVnTPbNx4pCQS4jz1px5CTdZvlGEgcWlxKyTygIKmKdCiBmRo4W8P576XqBCeaoTymJmX/Mxt9FzWka7Rn9TF6byuHFsH092XI0rpwWdprsdgyBDBMUQekqjaMrHlXogglUYhG89dGa6Gt/4s3mDCmBWL8iEGSfi2RS1CJnqCPuSXUyYCQaiGSzPJq9FqEojaIZUqia7oZD4gd6IEGi6pEkLPoLHJ2FF9ByCizM92Z8iIMlS25fulfCOlcAnzmLHQkJCQsLA4tJj+qTyu/eeMrg4yT9kcBvZckOZYrGSxVcfnNneYvsCpzcVMl+jZ6Os9vgw3W0n2BXtQKAwlIPvCcq6FVzx+y6e0PGEwvKqRD2bjRMHKOgR1uQHZ0pCC6T7Z+3H9P5KsWBQMX3scnqUI/F28ppFa2WKCdPjWLyVuFulUGvOtDUTVwhcqSGVwpMalmOjtGBEWAARXeBLAwSktBmBrAvquXE2AUlISEjIGRIGFpcqH/4EfO1PwZt/tmBR/5Dp5srFvD98f/EJj2lO92R1Gs6om/tf4pWmFexLdhN1qwipqGgGUikivkNVCqTnk3Qq6Mon4jmsyg2wqnTye2h0AO22as6nO+YEN/78856Nx+6qyUMcSHRyPNbKmBmnIk2k51PWLBxp0FUepyJNBqMZ1LQQlVJoQqF5Dp4QKCHxpYkmICphXTwILvrPsaIVEhIScjFyPpU3Qy4km+6ET/5HsKLzPr2QumVv58aZTMWppkAaGzrPldPQyMgWBvmd3d/h9qEddJXH8aROSyWH9D1sYYBSNDklIr7NR488zdUTB0+ejEmk6g6geS9wAM17wf2+x35wWv0pjcduxGpiZ3olSadEd2kEXwhs3SSb7+emkdcpahHGrBSupiPUdB+IoKyZpJwChvJIGgpdBB4wyyJwYxJyXjAOGxISEvJmI8xYXMpMZwvq6f3hegr/mytuZ2lxhMunjtJRnQICzYj+WOtMc+VCTp+NnI1o1nwslh1pIKsKPLDvH3jgtUf4ccfVfHXN3exsWk7eiJFwSqwoDrO6MEjKrZB0y7OFwDQdfuUz9E4EpYbm2l/39G1vdDlZXjvlPjQqg+5pWkasZjw2aSa4fnw/E2aclFOmtRw4hlakXlcFBUAplJCMRpqIuTZpK4IuYF0CromBpZ3DVEhISEidc27ADBsv3xDCwOLNQC3A6Hvg82xpvQFPQUUzeLFlLdvTq7hr4GU25I/P+Ic0Zip+7TeCRs0FJiPOWDRrIeZr9JyLac1qLL1raDt3DW0/vfU32Lb3HwwyFY2kNOjPLF18HaYFdrWuDFqVOtvTK4FAg6LZziP1KHtSPRi+RzZ/nKRdpBjLUJ9amTPFcsPUIdyOq+jQYX0sEMVKaosId4WEhIRc4oSBxZuEvhL83vL38WrzSgZirfgoBIKUU+THXddh9ntoqMA/ZNNvzn7xfKOncHaiWQsxX6PnVTcGFubzNX5O3/77XwpcWRfj0787q8+j2wpKDc0Nf905D7rWr4NXrIWDm9rjmwe38aXLP8K+ZDea7+FKyaQZZ9RKsX7qKKvyA4xE0ryaWUNrNcdwpAlJoLERSGQTSI4DSzrbKOlgC+iw4LPdZ3LQQkJCQi49wsDiTcB0T8GrLVn6Yu0oIRAIdM9hzErhCJ3j8bbFPR/OZMLjbDmbqYRf+cypMx1z1rk5XZPpJshU5KYFqTauA/23TpLFnku2MEh3aZQRqwmAkUgzEddGUz7DkWaWVCb5yNGfsS2zhoJucSDZhSN0lAg8OEAhhEJqkny6k4SECfcs3ExDQkJCLkHCwOJNQO9EYL51MNGBh0TW1B49TUP3PCQ+a/IDp/Z8uBjHEaf3Z8FSTftJD9VluufzDNl052npgDiawbsHX0YCu1M9/N3y23CkhuF73HZiBx3VKZYWhvje0puIOmXKkSZm9DYUStOJCzhhQ7cZ9FWEzZohb3XyGDyldZzzem4f3R38cmjv6b1g5dpz3mbI6RMGFm8CfjoR2HA7SoAIUvBCCKQKjK9KmhX0Vmi1j/t3733jshJvBGdRqlnUM6TmEroYjX0We5qW0VGZwBEauvLY27wMgB2Z1azKD3AikiZnxlFINOWgAKXpRCRMOsGI6WXRIJMSEvJWJonD7d7QOa/nAXtn8MvpBgxhk+YFJQwsLjXmqFf2/cJnedW+ArviI/UYSil8qaGUjxKApzCUH4xkeu7sE+qp3EgvJs5nqeY0pmE2D27jv199Lz9t20BZNzH9oIS0OjfAYCTNKytWkXJK3DSyixOxFprtArY0sXyHJeUJKt2rGXNBl3B7E3x8SdisGRIS8tYgDCwuJeaoV/bZGr+3r8pUWwVXj6ArF1fqSN+rlfp9JIq7j7+wsFnZYm6kFxvns1QzPQ0zpywyPa77k7bL+WnrBgp6FAQUdQNbCbanV6KExJY6pu/wxJJrSbplWqt5xq0UjtBYURrCja5mpYIvXxYGFCEhIW8tQoGsS4kG9cppdchhs4mu0hhpu4AEpO8Hdt8Kor7LbUM7+MKuby2+3vOlVXGpselO+OI3AltwZo5pXo+yo2kFFd2gpFv4CKJOBV/TKesR4m6FhFtmwkpSNCK4CCSQsgvEvAp7kz14Cj6/NAwqQkJC3nqEGYtLiVoA0Jfo5Peuvpdhq5mcEcXybOJule7iKEXdwtZ0UJJfPfwkn9v33VNbq58vrYoLyVxDs7Mti2x9oj7OOq24WZU6RxPteEIDFBXNpCINaiEbVc2gszzOkXg7rjQZjLeytDiCLySr84PEJPz5ZcvCoCIk5A3igY7bT37wxjt4YOUF35WQeQgDi0uJeIIfJ1bx4OUfZW+qi7ZKDstzGIi10lUapaqZuJrGleNH+fzuv58Rl5JyQbOt86pVcaGYz9DsTHtFFlArbaoW2JfsoqpZeAgM5aKQeELiS4nuu0Q8B8tz0ZSPLXXwfSK+S2s1x42T+1l15RVhUBESEvKWJQwsLhW2PsHX2m/kP268n4IRQSEZtpppr07RUwyCipRTZk1hkD94/dtkP/zLsOmP66+dVwsikQp0Ii6F/opG5jM0O5NekYbj0Wg41mwX2N20jBPRNDG3RMGI4wgD03eC8V0liHk2pu8wZcawPBuFoKM8ge47DMZa+N6Sd/Pn65NvxLsOCQkJuSQIA4uLnGmXzp/u1fne9Z+lqFnoygM8KrrJgMhgeg5LS2PcML6P+wZ+VgsqGk6wF0L86kKyUE/I6faKNAQmjYZjAoWufEBQlRa672FrOo7QiXgVNOUTc6vEnTLDkWZ0pegqjeILSd6IkU7F0ZNJHp+EFdGwvyIkJOStSRhYXMRMK2p6x4/wTCZLUYsEI6QKDHzwXHwhOR5r5bqJA4EluunNHzC8EeJXW5+Abz0ExXxw/0JlQBYyNDvdXpGGAKTRcMwTGj2lEY7FWqhqJobvYXgenpRoCjZMHuJt4/vYn+xGQ9FZGiPqORjKJSYU5TW3EpGBAVrvRBhYhJxHzldPUUjIBSAMLC5ieieCoGJn/wiF9BqoTXs4mo70HLSaI4jpu4Fcd2GQYM70PPA3X4af/CDozZASbn1vMKI5zdYn4Gt/Al6DRHghB1/70+D3N/JLbz5Ds9PtFdn6BEgBfqCSOS2E1ewUSdtFtqVXEfEcQKCEwBcC6Xsk3DJXTx3mN/cGzbDTJZQXM5fRYU9SXrGBogfXJGqGZ6F8d8j54nz0FF1inJVr6b+cxWumCQW0zivhuOlFTH8Vjh8/Tswpk3TL6MpHCsBXeMhgakHB1RMHZiY/zseEx998ORCPmm749P3g/t98eWaZR78+O6iYxnOD56bZ+kSg9Pnp9wS3W5849/3bdCfc+1s1OW8R3N77W6f+kp3+gm5oZN08uI1xK8mkEeeyqaMMRdJo+CScEpbvYPkuGbtAzKuyJj9Ib+dGIPATuW//Y7S7BYZWXE2krZ1bmqDDrBmehfLdIeeDrU8EcvYL9RSFhFyEhBmLi5huC54TMZZ446zODzJhJikKCwkoIdCUT0dplP/22reDF5yvCY+f/GD+x5/63kwWYzHGh2cCiDfqSutsSjvzNH1OBwi9nRvJRzOk7Ry67zMRSZG2CzTZJSQ+jtRJOUX6Y62zXvsHH3kHWwaD8kdKg0m3ZnjWSkjIuTGdFZzn/1tfopPelo30//QQ3atWsjkdlt5CLh7CwOIiZnMa/knXmDATLKlMcMXEQV5vXk5ZM9F8n+vG9/HfXvv2zFjp6Vy1nw6LBQ6nCiqm+coXQQhQavbjP0+lzwWMx7KFQbJ93wdA8z2e6riKmO+gUAigpFtcNtVPzogHnivTSLm44VlIyLkwt9RYo3GSqee575HjPWzpWsN9neHfXcjFQRhYXMRkY/D5Lo8Hj+qciKRZXhrl5pHX0QRBo2aj8FWm/fydrBfTvTgT5gYV0/w8lD4XKMFMa1j0x1roLo1xy8guBmItHIov4WCyE+F7+AhGrRSPL7mGz+/++5kX147RooZnISFnwtyG6HlonGQCaH7+R/BLa8KG4ZCLhjCwuMi56+3XsuLZ5+h94TUGZIyu8jibB7fNDirOt8jVre9d1KCrL9HJN1fcweNLrmbcStFSyXHn0HZuGdnFM20beL5tHSjYNPo6Hzv81MnKn4mfg87DPPXoWVd+xRFyRpzHOzfy0SM/YX+qh5+2rufVlixNlQIri0N0F0d4vHMjK4rDwXuax7I9JOSs2foEbPnSwgF5jcZJJgBch9Q//B/6r38XdL85pCfnVdbkLJs6T4c//8Ibs94LxUXWfBoGFpcA2ZtvInvzTTMPvNGjZ9PTH/P0U/QlOvnS5R9he3olE0YSQzkcibfz8Op387/XfpCkUyKb7wfgmyvu5J+W3sSHjm3l44efnAkwysXgPZzrPp/JcZgnS3LSlV/tdn+qh8/WSiPXTB6uPw4wacTp7dwYlE4uNcXSkIubb//lKYOKvkQnBxKdPNeyniWVCdZNHaWjOkXO1+h64TEw1r5pJ0VCLh3CwOJS5I3QpJjLr/1G8DNn1K23cyMjVhO2NIl7FUrSZCKSpCoMhPLRlM/hZCcAlmfjI9meXkVFt2bKN5537n0WC43g7d8NO16A8RH6ejbQu/nT9Heto/vqX2bzgadnZU/qV366Dq4LMKtB86Qrw8bn118TfoGHnF9qnjULMZ1h6ykMM24mmDDjPNO+gSsnDqGhuGf/Y/DVf4GvfCnUugj5uRIGFiGLM0u1c5j+WAtVzcCREs1XnIhlEL4CHXwhKekRNOWjK49MNV8zRTPIVPMzV/pw7n0Wc5xe630S/WNstjVILGFL6w1kXn6OHgW5a97OFi3Bffu+Xw8uuktj5OIZmq+9AV55For5WQ2ajRoX09SfHxs4t/0PCTlDGjNsKbfMnqZlnIg0czze1qBjU2OeQPukYKPBL2dehIDb3jdbvyYk5DQIA4uQU9OQIen+319nl+dg+D6jVgqFQMNH830UwVRFWbeIuRVsqWP4Ps128aRRzXPW22hwep3bJ7Flzd1E3OpMmePVZ2n+xU8B0OsVyG7/W8i0sfkd17Ol4yYwIKUgt+05xrUY9xx7Bgg0LrasuRsIMhU5I864lQyeL7xFreZD3jjmm6JqoDGD1lGdomN4Jz7QH2ud38HYrs7ulWoc94b5/YMaUWrm9WFwEXIGhIFFyBmx+bq1vLJrkgE/Q1EzEShsoWP6Dp4Q6MqjIgwUUNQidNTqwLNGNaebTc+lV6Qm6/3NFXfwcno1g7EWqlIH5eNKg4Ie5W2je3jb2F46ikGKObVqDf3da+A3PwFAFriv5sXS372OLgH3PPql+pd0o8ZFf6yVrvI49xx7JmzcDHljOEV/xaIZtNPFrgaj4GfCU9/7uQYWb1jD5puJN7r59AybQ8PAIuSMyN58E7/Dc3xz5+uMGkkmrQRSKJaUxumsjHM03saYlUJXPsuLw7x9eCeW785c6UsZ6G3AuYlnffgT/PixJ9iy5t3k9BhKCKpSxxeSiFvB9H12Ny9jyozzrqFX6PjGn5NraqPrymth1bqZ97PjCbKNwc3GG+Gp/pnnGzQuZnHVjWd5BENCFuAUY96LZtBCQi4iwsAi5IzJ3nwTD9wMHy/BlpcP421/geOxVoYjaVYXhnjohS+zojhMb+dGBqIZknZ+5ko/ngyay6Q4+Uv0DMSz+q66kwerV1MsG1R0E09IfKGhfI+SEUW5VTxXMm4leT25FMt1GPck93z3f4Jec3+dpwG076WX6c2+r65rsSZ3nP2pnvr9+qjvjhfO/4ENeWtzCu2YRTNoISEXEWFgEXLWZGNw33Ur6BUVIq+8wq0ju2ZpbJx0pS/EjPCPf27iWb0TkEu0UKmtygcUgATf81FCYOBRlTrH4m28Y2TXzJfwdPAyR+J7br/GgfgS/mrVO3nH0GusLgzW+zfu2/8Y2fETZ3CkQkJOg0z7wo2UNRbMoIWEXESEgUXIOZGNQfbt60AfgL/+O6iWZ560olCtBCWGanlRNcEZVGBWdop+i/4qOH5QlpaAW39GIjSJ1HUihSE05fOxw0/VdSmA4Mv7d+896Ut8rq7Fnubl5PUoP+y+gasnDrFu6ujMdMvYi6fxXkJCzoCrblxUmG6avkQnf3DFr9LbeS0VzaK7NMpv7/4Onzx8Hgz+5kPTztuq8hg8pXWc0WseMK88b9t/YO93ztu6TsnKtRduWxcZYWARcn44lbbGp99z+usaHw4azL79l/Arn5l3vYaAwSrYBNmKRhQglE1VGiS8CpsHt9WfmzWa2jI2K8PS2HU/ZDWxq2kppJoZrfoMRtI80XE1mwdeZIU9Cbd94vTfT0jI6bBIeW3673Zn03Kebr+C/YkuEOAJyetNS/l3mz7HE0uu4fde+9b5L4188rfP26qSONzuDZ3Zi9It5237F/Rkf5GpYV5IwsAi5MJQm+I4Iwq5kxs6tz5B32M/YNfy91Hquh7DimKjM11YEYCGh16psKI4xNtHdtW/aPsSnTx4+UcYtpqoaAa7Ust4Nb2Kz+/+DtnC4Kyu+z1NyxBKMeBqWJpG0i1TERrfW3YL/yYyDpuWn5fDEhJSZ4EyYGOJbtJMcDDRia2boDxAggg0ZP5u+a0MRzN8fvffzxgTngvxJPzqZ0ORrZAzRv68dyDkLcKHPxGMmTZiWpBILf666YZOoO9bf81DT+/ic9lfYm9qKaty/VjVClEcLAEaEJdw49g+bhvawXUTB/jY4afqq3pkxe3sTXYjUei+x+FEB491Xse/v+5++hKdbB7cxriVZNKIM2HGmTTiuEhc5TMZb6YUb6EcSfJEdDl9pfN5cEJCWFDbpbFENxBtoaKbgAKhBX1LBD+2ZlKWOg9e/lH6Ep1nvx/rr4GvPAZ/9vdhUBFyVoSBRciFYdOdwZhpph0Qwe29vwWF0+i7GB+h79nn2DJmcjDewdFYG8fjrfTHWlmZHyBVztGkQZoqrfkhlOtz9cTBkxxgt7auJ2PncYTGwWQXAGmvzP7mZfUxvvv2P0bSLVPUIhSMKLrvUhEGOV+joCAmoOjBlkHC4CLk/DJf8E1QokvV+n7GrCRBIDE/R+JtuELS27nx1NuzIrPvJ1Lw6d+F3/6jM9jpkJCTCUshIReO+fowFpMUnibTRu/Lexkx23iufQNjVgoPCVJjKJrh8okjjFemKEmDjeP7T5Y3nkYE/RcnomlM38FUHnZzBwaCjFfikRW3017N0R9rAXx8IXCkiRK1L3Lfp4BPl9TJGIQ21SHnlzny+dO6Fo0luopmgPJBzHdNqBiKtnDL6F4GopnFt3X7+988apo33nHaiz7Awss+8OYwhr0oOKeMhRDiASFEvxDi1drPexdY7m4hxF4hxH4hxH86l22GvMlY4CqtTk2lc6eR4dn2DWjKp6M8gaY8ylqEqtQZs5I0VXLcPrRj4aACeNtEHxPRZnJGDEMK7NYuitEUKzNJytfeyo+WbiKvR+kpjnAk1oGHQAnJzBWiwvEhPjFA6p+/ysA/PBJMl2x9g7rxQ956bLoTvviNoBTx8A/g07/L5rHX6iW6UTOxQFABKPCERndxZGE1zkx7kJV4swQVIRcl5yNj8T+VUg8u9KQQQgP+ArgLOA68KIT4rlJq93nYdsilzqyrtBFIJIMZ0mIBMm30/cJn6V16E08PHWPUSNBZHifq2/SUxhmIprE1g4IR455jz/Kxw08t2hH/8f29DFgZJrK3MBVJEdOhQ8KNKdgmVtOuhmk+EIzL5qwYSmrBvghoTD8f80wOiASrSkNnrhgaEnImbLozkJ7/9l/zyIrbmTSTCy8rBE3VAppg1iQUUsKt7w2DiZALxoUohdwI7FdKHQQQQnwb+BAQBhYhAQuMqvaVgl6GjAeZpjgjJcVALEN3aRyJT3s1R8oucO/hJ2frVMxdT8OoXn+kGXdsmLG4wrYLdJeGyHVlGIqv4N17nq6rHzrCCPrjUGi+wpUaoEApHKHx044reNerLwcbOAPF0JCQM2bTneBHKW87eooFFe/pf2Gmt8i0gj6m8O8y5AJzPgKL3xBC3Au8BPy2UmpizvPdwLGG+8eBt52H7Ya8GZjPiAzg0a/T23IDXqKD7dFWTrStxzMTlKTBwUQHKwpDtFSmiPrO7KuzOUyP6o2aCZ5t20BBj1DUIywpDlPRo7ya6GZr0SLml/hpYhUbXMloNI0jNcBHCYkrBEwPtApBR2Wcd5zYyf5Uz8xY32kqhvZNm55VoduCzemwTyPk1PQuv4nMsI+u/Nrf48kNnFeOH+Cvn/+fwZ1M+5mZ+oWEnEdOGVgIIXqBJfM89V+Bh4A/JPjW/UPgT4BPzV3FPK+dV895ZGSE66+/vn7//vvv5/777z/VLoZcqszn1fH3j9C75Fp2rP4IP1pyLbY0SbhlqoDwXaK+i1CQM+M0uSU+/9rfz5Q/NB0i0XoZBbtCb+dGRs0E3+/ZhIfElhqO0DmU7MHwHRRg+Q5jNvyk/QqebVtPSzWHI2QwzoeqZy4UioRb4ZeP/JS26tRp2cA3BhI6MGjD6hj0WJCrTZfc1xkGFyGL01+FnhtuYVVfnn1+nEAWbqbXoqUywWeX+EFvxkXAww8/zMMPPzx9t/4fpZSb4uH/8pn6ctfd+X6u2/z+c9vYC0+e3nKnaPJ84NCc+2Ez51lzysBCKbX5dFYkhPi/wHx6tMeBpQ33e4CB+dbR1tbGSy+9dDqbC3kzMJ9Xx8q78BAcSnSSN+IUdYtxM4kmfFoqU1Q1ExBsHN/PNRMHZjIG812hbX2Cna8WeLZtQ+B8iiBvxBAohFJ4CDxNw/ENfARKCMqaxYDWguU52Ah8IVCApoKrxctVng6vyGSjXbWmB5Lln37PLPv36VKOp6C/f5AniiYTRhzD92hxCtye9NiwsiucLgk5Jd21QPTXViT5f47CkC9RBKFFhw4f6Gph87LzqFB5jjReFAohRqcfj6WauP9//OXPbb9CLgznVAoRQnQqpaa75e4BXptnsReBrBBiJdAP/ArwsXPZbsibgK1PnDRm+s0Vd/Byeg2vNS/DljpFPYpQPkpKdM9j1GpmSXWC7uIY7x58eSZjkGkPOumn19tQWplY/0kKegRPSBxpoCkfH4ErJFITCPX/b+/Oo+Q860PPf593q72runpftKstWbZlYYORwYAXGRxDIPbNhcT3XkLiOb5wTpJhziEzmclc8CS599wk5F5uMjMQT0wCuWwTAoFJjIMFdgjGxotsSV5ka1+6W713117v9swfb3WrJXVrscrqbuv3OadOV1e9VfXoeUtVv36W30/jKQtH+1FqcK0Bhak1bW6Bgp3EUxaJ0OO6thRZq5fp1AeYfO1V7nnpu9He/2r5VB2UeYs5d666nUDD3sFxXp7RjKRzRImMoGw5fMv1+eihIdas7n3z+1usaDtaG+uNbPjkKviXaThUi0a+7miF+7okOBXLx6WusfhjpdQ2oqmNI8C/B1BK9QJ/qbW+W2vtK6V+E/gnouSIX9Zav3yJrytWqqd/DN/44mkFyfane/ja2tv4Pzf9IjXDITAMQBMqAxONbowcKDRW4NNXjfb1z40YzK5vWGBqJecW8Qw7SnRlOhg6JDQsaDxvlNtCNbbqGaAUSocEhonha+KBi2WEdDmQNKM3emb9Ru65cSMDyV+MtpuWCqf/GxuLOQc/eTuDdTg6XeZEZtXpxyiTumnwvXqa/3yO3bZCQKOScE80rVb04V91yvocsXxdUmChtf53i9w+BNw97/dHgEcu5bXECjY3inB2IqzZxZXPt26gZthzK3ICZaJ0FFzEAo944GLqgLrp0FseYzKW4Z7jT0YHp9LRWoZnjzF49cfoq5wqLrZ1+ihPtl3NWKIVO/QJMDADD9NQhFrhGyZKgatm641Et4doZuwUSkHKhlgyQTGAP1gLd84fcV5s0ebkKH3/+NfsvO4jHEgutEQJ0FC0kuxofUO9Kq4wA0kJJMTKIJk3xZvrzFGEefane/js9R9nJJbl1exqLB2iiaYnfMtE6ZAQAzv0iAUeSb9GV32G9ZXR06qS7rdyPLzzefKuT783Q8FO8fDGu7j/wKPsGN7F3/ffTM4rM+VkGEy1Y4U+GwuDVM0Ye1o3EDZ2fVhhgG+AUprAssmYFoGGuAXr4rB56igHvv44d+7+1qm1FOcorrbj4D/z56tuw29ZJPeAUhhhKF8WQlwGD/5/n7u4B1zB1UkvldQKEW+Op38cTRP85R8vGlQ8vPEuRmM5umtThCgCZRALfBzto8KQQBloFE7g018epU3XuX38pdOCCoCdnVvJ73+BnFfGAHJemXy9yM6eGxgoDfOZV/6WROjTWS9w8+grbJ06jDJMemuTDBRO0F4rkAzqJEOXnFehxQxJGBadMbg+HV3CqXFOHDnMXrsV0KfWUmy9adHMoQOlYbZNHAC9eG2Hfsu91J4WQohlRUYsRHM9/WP45pfOXnfAqURVe3JreDa/CTv08Q0TQ7eQdUsU7QTTThIn8LB1iBV4KEKUgolEjrtOPEOyXpkbjZgNLgaTbfSXxxiJZdmXXc20k6LFLdPqRus47hzZzdryKDt7bmAokae3OsmO4V18ZcOdtHjVKF2yk6Fix0nkcpiZGHkL6hoOV8FxISjUmezcChiYYchvv/59AHaOxxj81S/Q9+I/s+PgP5+V+fM946/w466tjCTznLXz2tB8biDV9FMghBBLSQIL0TznmfZ4eONdc1tJp500TuiRrxfZm1tH1bCj2hwa6qaDqUPavQIbikO0emU0MJFo5driCSAqJT3QyLbZV5ng2fwAT3VsoWo6c1tEU77LY13Xc+fIbgZKw3PHz+qrTDDsZNndup5AKbJelfj4IGE6R8aE10ug6mVG6wGVeJ6kX6e1XuTR3rczksjR6lXYUBym/7kfUggtHh74Be7f/4PTgosdw7t4vPNaHuu+gaKVIDBNMEws4Le74df73qyTIYQQS0MCC9E8Z+SlmG9nzw3k60V2t64n6ddoc4uULSfazmlYoAzioYdnWATKJOuWWV8cJh5GCzcBpp00AFXD4vG+mxhMttFXmWDajPH3q95NoKLdI3boAQadlSk+v+Vfs7Y8umANkY2FE3xl/R2016apWjEmYxkCZXDLi//EddVRhgdu44hvU3PSgMI1bDzTwtCa11pWsb50khsnDwCQA0CfFvBANB3yH3d/la7qND/u2UbdTrBpdTef7jtjEagQQrxFSGAhmuccaa1npyumnRQ5t0R3dZIDmV5G4hksHRBt+lT0lUYpOAkCZXIs3cWWmaPUTAcN5NwyI7Esj3dvo9Ut0V8e42Cqm2+vfQ+xwKVu2QTKxjccOmrTKCPKV3Hml/2sAy39vGfkJYaS7Uw7Ka4qDtNbGeel3FpaxvfRP/Q6x9o2YQBO4KKVwjMsNIpAKeqmfdrztXjl07NxNgyUhvnzXX9xqnbD1kV2iQghLtmDI09c/INkoWZTSWAhmuccOyT6KlHuiZxbpmo6ZMI6TjLOlJEmMEw0kHVL2DogXy8ymOqgrV5Ao5loVHS87eSL7MpvBOCGyQMYwFCqA1OH2PiEoUGLV8VXBp5hUrSTDBSHGUrkF2zTYLKNDaXh00YzQuCZtk38U8+NTDhpJuIt0fZTpTAau1bSXoWCnWIw0cb3+reTc8tsnjlGLPQXL1ctBaGEEFcICSxE89z7idPWWMwu1hzM9mB39zM4UyZer/FC+wBTLR1MEkcFLk7o4imbopNiv+kQDz2MMKSjNs2Mk2HH8C40Ct+0qZkO108dZF92NU85KY6lOkl4dUIrjmFo6oaFE/qUrRgpv05feWzRL/u5YMcrz932bOtGjifbOZLuIueWSPh1Ck6KmnJorRfJuSVm7AQlO8FYlAicujIY7N7GVcVBfueVby/cN+msBBVCiCuCBBaiuZwYuPVosebVHya/5Tr612+kEEChACdq0AIcK4EHaGViGAZKB2ht4Bo2ptZ0elMcyvRy7fRh7jvyxNyowv9x7a/yeNf1tLlFWt0Sw4k8Q7EcoWERD1wKTpKy1iQDj5tHX8ZULFr9dMfwLh6+9l7wSrTMjHIw3cOPe25gVXmUrFfmeKqD0LDorE01tsEG1JVFzYzRXp+mxasynGhjMNnOwMwJ+irjC67lAC64+qkQQqx0EliI5jhjR8jOnhvI16bJKR8U5BrbNzvikAGeK4EmRGkNWhMY0VvRDEMsHZAIXFxC6oZ92vZS3diyOVseN+VVqaZ7yNULdNYLKDRlK8GN4/t4+/ShUzkvYnHwPQiCuSYPuJPcv6Wdr/lbePz4JMeS7biGwaSTZiqeIem7bJo5xtFUJzNOmljgUrSTVE0bQ4ekfJeu6hTj8RZez67CQnPf8Z8yMHP87P5ZpPqpEFeSIjZPmF1v6ms86Fx38Q/61rwKqWdUQZUqpxdPAgvRHN/5a/Y7eXauuYHBZBvPt25k+9gr5F74GazfzEgdXq9CsVJhxtVow0GpqKKoVgboKMhQOsQJPZJBnXWlk4SGSaDhs9d/nA2lYZ7Pb2Tr5EEmEq1MO2nqpsN1U4eZiaVI+zVUfRqrMkEmdE9PpFWvRVVIU5m5sur7f+lTfK37Zn44BSofZ0ilKFopxuM5esrjWEbAULyD0VgWW4cU7SQ+Cl+Bb5iMx7O4yqRuWvjKYnduLf/7tffxh3v+hoHivAK+TiyaJhLiCpfB49Zg5M19kVbZbrXUJPOmaIr9rsnDG++iaCXoL48RD1we797GiG8wUocnC6AqRYJyCW9+QEGUThul0IaJEfrcNP4aVxWHcHSAoUP2dG1mdP1W+qkR91325DeweeYYHznxNJ31Gbrq06wrjRAPPVaXx1hXPsloLMfDG+9if7rnVCMDP6pECuxPdvLwuMPunz+LsX8vr6o0FSuBE3poDYPJDsqGw4TTQmBYGGjM0MfUIYYyqJpxymaMkp0kxMDUAaYOeap9C38+8KGo4ioq+imLNoUQVxAZsRCXbH+FuZofPbVp2qtT+MrkcLqbb6++hf5CFMHmJ04wE8tjhQHagKjUl2I2I6UR+uT8GpYOGI1lGUy24yqTWOix7sQBjP513HDiCD9qv5Zd+Y18YPh5nMBj0smQ8Suk/BqJwKViOnTXpk6l9Z6/1TQMAdiZWEN+/wu4XddxPNtOPHCpGTaeYc+1azDV3ii1Hk2fONpHo6gpg8BQeJgAmArMICA0THzD4JHed/BnN+QuKJjYX4kqVg7WoS8mFSuFECufBBbikuyvwMPDNGp+TDIWa+Gp9s0MFAdZXxzildxaDk95rJoZ4s6RV8hmevhZ29UoO8qyGQs9ICpZ3l6bob86wZF0F2UzwZrSSY6lO3FNi2kzwciRV+mizm2Tr/Lz7AYGk+1cP3WI4WQb+9M9ZLwpKqZDxYrztsmDZ+WVmNulMn+qxi1TshIkApdQGShCTB3t9tDKxNQhIYqqGaOiYigNRhiiVSM9t9aoUGM2tqEGSjEez7L/0UcYOEdgsb8Cv38YfjAZbXHtdWB7Fo7WovLYElwIIVYqCSzEJdk5BYGGQiLDYDJPzXSwA5/heHS9tz5NWJvEVyb7sqvZPHOMV7Jr8VyTihXHNSxAkfArJEKXDw3+HI1id+t6XNOmxauSc4u0+DX2ZVfTNbqXhOHwi2O7+dTLfwfAX629nUd7bmRX20aybpmBmeN8f9V2xmIttNeKvHdkD2vLozy88S7y9SL95TFeblnN493buH7yII4OKNjJRnVTE1sHxPw6aMWUk0IbBlYY4hnmXEBhBD6qMXIRYJJ0Kyg0nmHTU51iZ2INLDAaAfD1EfjWaFSHRAGWAUfqMDYOv9gePUYCCyGWyDOPR0m2JGnWGyaBhbgke4pwuAa51hzl6TJlM45pBEw5afJemdWVcbTv83JuLYYOGY230lWZYMzJkAjqgEE8qKGVImxpZbC1H7NW5gPDz2MAI7EsT3ZeQwhMOSmm7RSTZpJ7Dj8KwGNd1/MXmz7EmtJJxuM5Cnacn3RfT0d1iqxfI+lX+Q/bfo2bxl+jvzIxl7PihskD/Kh7G8fSXdw5+Cz/79pbMdBk3DIo8AyHjuokrmGilRFl3NRmY9ZGYwH56iSjyTY0mqKVmJuKuXPoOV5qH+DoMORt6I9BIYA/ORY9fNSDcRd8oikiBzAUlEN4egZ6nMt/HoUQollk8aa4JK9UYHcJXrTamc51YCjwDAvPctiUc8jUilg6YMv0UbJulBui1SuxuXC88UVfwgAMFOtakmy87Q6mr34HhUQLAF31Gd49+jI01mJk/OpplU2/3BiFWF2dYGNxiKoZx9IBVSvOxuIQrV6Fkhnn62tv5cXW9YzEsnPPe9vJF6mZNmuqE2ydPETCq1F2krimw6aZY7S5JTrdIh31GdrdAvHQxwk8zDAg41VZXZukxS3ihAHx0CUR1Ln36E/pr00xacTIDx0gZ0VBQ86CMT8KKuoaqhpsFf0H9IjWaRjAkAu9C1dhF0KIFUFGLMQb9thPX2BfcS0+zK1RqFhxUjGbbCyOnU5RGWyhouHdoy8TC33eO/Yyg8k2bN/lb9e+j6xXxgg1uq2D4y68WASjrYfJG26DF/+FlvIksdBnU3HwtIBi1vFkO6vLURrxFr+KVkQLMa0YR1JdVKwYVuhTMx1+2nENj3dtZVV5jIHSML3lMT48+Aw7hnexP9PLyVSe7tIUdhgwlshRVzZryiNkglpUVt2K4yqLQBmkgiqeYdHmlnENlxsnX6duOvTVppiMZaLpmyf/EZ4k2uL6tndRz2wGoLVRYsQAfBWtJ42qpUS3zU6ZCCHESiSBhXhjnv4xXz5g0NEyhVYGFSuGqwwyfo14vcDVLQ4jTgedfWu4ec8PiYU+k7EM9xx/kp09UQnxdaVhDqR7GUnmsJ0W2gyY9qM1G59QUxxwSwwm2+mtTnLP8ScXzGq5qjLOiUQbNSvGWDxH0UoSorEVHOnYgBt6GF5AzK9RtmIoQo6nOokHdQ5mutny2j/w2es/zgutG0h5NcxQExgmWa9K0p9EKagbNr2VMeqGyYSToWbGMHSIHQasLw4TC31AUbISvJDfQM4tcizZyYF0H472o1oiLzxHbGse8p1sTsJPLRjzwNSgFbiNEYxfyMv6CiHEyiaBhXhD9j/6CD+98TPUTYeyFSPjVemsTWOgGY9l+cITfwT/8+fZOdXJkPFuMk/9I/ccaAQHw7v4/JZfZiSeYyLWgkGIH0LBh6IF21vgwL/sZsfxZ/ja2tv4fv87+X7fOxkoDpKvF/FNi77KBDuGd/H+wef4vVt+i1hpmnE7hQZCy6aOQT0EAxtl20AYTWNgUDMNqlacrVOH+Oa62/GViaV9nDDANWw2FodI+1WmnDTrSiN01Kb5efsmsl6FtF9j08xxBlMdGDokUAabZ44xE0vTWZ9hQ3GYqmGxq3Ujw8k8m2ZOUDFtftR+LZ0nDtDa1UnMgF9qh2+PwZQfrbHojsG2NHxWsvwJsSTOqor6Z59b/GBZ2HlOEliIi7a/Ap/vvY265YDWtHhVynac42YH7bUZrp86xMCJlyHZ+Ou7bx3YW+CvfgBEZcR7KhOMxrKcjLehMmkcE1JmtBZhQwL22Hle2PLLvJ7po9UtUjLj/P2qm+mpTnL3iWcoWgke3ngXCdvi7u44j011U4+yiWMQbeGk8TPax6Ew0cQDjwBFyq9RseL4yqC7MX2hACf0OJnI01cZIxZ4XDtzlE/Ny4Mxu2U1FnpMxVowdMCJdCcnEnna60XiXo0fdW9jLJ4jMExeyq3hqsIgebfENVOHuG/1u9g5BS0WPNALWkfTIL2Sw0II8RYhgYW4aDunYDTdyVWFE+zLrsYKPFrcMp6y8E2LT+/77tm1MWZzOnzji1CORh0+MPkyyXUbqOVTJIzoS3Y6gINVeKbrGorKJhm4ZL0KhViGFq+Cazi8nl3N+0b3AvD4db/E9hhkTBhVp76oYS6nJwChbVNt/FZXFs+1DZDyalxdOMbmmWMcS7YzEm8lGdSYthOQaMMOA/bk1vDFgQ/OpQcfKA3PJdzan+6Z28I605WkZMX4u9W3ULQTZPwqduBTMWOUrThpr8pjq26ic0oCCCHEW5sEFuKiDdah1ruONYf3EAt8Xm3pZ9pJA7B6ZpS1tQkeu+d/4gu7YW8ZqmH0RkuZt9Pz8dvZkQcbKJiwOYQnZ6LnDTXUQ/iXGbBb27CmptBoDmR6cZVJq1eiYsWYdlIAtKzfQDnTzuPT0fqEUEdbOBeisHBVQGjGMbQGHVKwk7yQ38ia0gjvH97FM22beL2ljxCFHQbcPP4qG0rDFOzUaYXQZu3suYF8vUjOK9Pqlnk5u4rQMNAoylaCQBkESvFydg0vZdeAY7P7IMQNeGcaPtghQYYQ4q1HAgtx0fpi8Ag2T/beRNmMoQ2FHfi0umVyfpX/sO0TvDDWSqUwRiXZQpFYtKXSh6E6vFaFVQ5sTMDqRLTV8qUyeGF0+zVJ2KNzjFc1duCS8ap4pkVFx7DDMMpFccsHKKzejBqDIQ98HW3bnE/P+2kb4Fkm2gsIlCIZeuTqM4zGc3x7zXt5x8Q+7DCMyrHXi2yZOTYXRMzmvjgzPfjs7pbdnddxIpFnMNlBzTCpmQ4KhULjYxAaUU0U0w9wlU8FzY98RdywJNOmEOItRwILcdGm9+/nJX81nmVCIxOlazpMO5ppO8nxeBuj8Sx106EemIRmCBgEQB3w/SgQGPXgQA1yNtyYhqQJj07AoRqkTYglYhRrJjN2NEJRsJP0V8e5av0apldv4EAFCiGsdmDEO33qA07/Pa4gVBamHeJ5Aa1uiZKVwNABFTPGM22b6axN85ETT7E3t469reto8Sp01aPhlDPTgwNYgc/j3dvIu0WyXoVQh5TsDEYYEg896oZNaJhzxweGCWiMUBP6AU9OeqxLJiTTphDLwINdt55+wxnl009z+E1tyjmthDLukiBLXLT/PuOgQo2lw3m3ajQGvjIZSuYp2ikCZUSLKMP5R0VrILwQahqKAdyag04HnpiOtmCOeDDowZRKUrNj+MrEQHP1zDGsZIofpTfweCNVdrsdJaAKgRYTTE5nEE27VMJouiRQDlmvwqSTnhtZiIceqaCGEwYcyvTSU5vG0CH7sqvnnqdgp+itTp723KoRtpTMOAczvRgaaNQRqZoOgaEW6D1FoBRKa9y6x4l6NIojhBBvFRJYiIs2FMvhaB9bh1hhVNpcaY1nmpTNOBXTIVAK17RBnf4WU5zKNmmr6PdnCvCPE1EOC1NF6yTqAbjaxwgCkmGdTYXj3DX0PC1To7SVRvlIexSYVINohEMBrdaphZsWUZChiRZ2djqwLZwgVp0hBCpWDNCEysAJA1J+nVRQ43C6i80zxwiUwcl4KyFEacRjGXYM7zrt3+KZNredfJGpeIZAGaAgEXpRYbK5dFcLUAZW6JN2y4x6kmlTCPHWIoGFuGhxHRAVPVf4yiBUUXEurRVHkx0ExmxAcfZf7JpTwUXWjhYyHq5F+RwCDZ4GAx/l1fADcA0brRUj8Vaead9Evj6De3IQQ0HSgGP1qCLo/kqUDjvWeG6DKHBpsyBmQnt9muTQIT54/ClCrYi++jVxv4ZnmNQNm5phA4qu+gxbJw/RWZ9mMNl+VhrxWX2VCRKhT0dthhsn95MM6iSDOhbhGaM5Z7N1SIdXwkIybQoh3lpkjYW4aDsSNb7tJnANE6UUWodRIKHAtexFHhWtswCwVFRoq90EFxitRyMPpgIIMPxg7otfERILPQwd8kp2DeuLg3SWpxipw6FytE5DEQUolcZ3uU00WhE3oumRCR/io8dpqRW5tnCCuA7YnV3Lq9k1ODogXx5nKt7CcCLP26YOMm2nMBX8/u6vLpjtc64fhnfx8Ma7iAUeo7EWZuwURSsRBVlqoWmQBh2ypjxCW3uez6yS9RVCiLcWCSzERfvsTb3seqbIft/A49QCTrQ+df1MIZgGJIxoamJzCrYkYcaHnwUQ86PpkUS9ikZTM2NAtNsk7VVo9SpUTIej6W7eO/oy+574MTP9bycVb8Fv5K4wiKZRLKJm+BpGXEjpKuNOC/16hIxf5Xde+TZfW3sbKIVrOniGQXutQNW0CZRJxq8umEJ8NjnWYLKNvsoEGwsniPt1jiXbeL1lFa4ysbWPp2z03NLR2Z8adLQe5OriIP++K2DHDW0SVAixXD3z+Bt62FkZPK/ALJ0SWIiLNpCE93ZnSJbg2NgUrjIpzP6lvsD0R0QTd8u8LZzijk39+PpUtsn/ehz2mtG0Rt2vUbSjb9uUX2Xr5GGm4i0k/Ropr8KBTB9PdF3PyUSOYgiJeon+bBqt4VAlCk58IKGiEQxDQbY4yQdP/BwTPZfoyjct7h58htezq5l2UuTcMlfNHMM37dMybc6anwyrvzzGwVQ3X1l/B+8ZeQkrDKkbNp5pAQojDDB1VD8kMKKsXaYGW/usq4zy3fevkYBCCPGWJYGFeEO2ZiBtwXeGqpSsGFol0ercS3Y6qjP86r7v8qmXB2FkCCbHIN/BdR/+30h1b8Yuwr4ZI5r6CENyXoW11XHuOhktmvxR9zY2F47RUS9yIpknUCaxSoH41HGqThKd7SOGRQi4oYftenRUJwmUQYtXIRb6c7ko+ioTFK3EXAZPiBZpZtzigm3f2XMDgYbdreuZclKMxbMk3Bo/6biGF9s24isTpTW6sSDUQGPokBa3Sjz0iQcuqyrjfK7PYyC5pmnnQQghlhtZvCnekB2t0ZqI9bUJ0Po8QYWOdo0YJiOxLPuPj8DkKKBhcpQd3/+vFIZOEALbEz7vG3uJLcVj5N0Cca/KK/m1/Pd1tzOUaOOamWPcOrqXf3v4cdaXhinYScpmjBErhecHeAS0UCdZLZFzi3imTYtXZl92NS1emaFEPmr/8C4mYxmm7dQ5d37M2ptdw578emqmTatbomglGU/keCW3FqU1pg6jnSBKoZQmBGKBRzz0aa/P8OtDT/JXq4rcecvbmnwmhBBieZERC/GGDCSjjJGJniQvFdW511cAuXqRe4/9lGTgnpUee2DyKD2v/pxD7+zn9WQn9VUpYjPj+KHmkdXvYk1CYU1N0VseZ192NW31Il31Gf7V0Z/yD/3bmXJSzDhpkn6NGnGqOsC3EiRRGEB/eYxpJ3VaLoqB0jD3H3i0sWbi3KXZAaZiGUwdkghcALJehWk7Qc20cQKX0LQJlQmNRacoA9dyeF9Xii9clWcguQKy2gjxJiti84TZdVle69bxV97YE/uETQAAD7ZJREFUA1vbmtuQK5AEFuING0jC596zgZ1PTFCqVxtJoWZTVM3WFA3ZNHWM+479ZC6LJZydHnsEGxPosWGwsYNk2kngaJ+cMuiIaexCDQXsy66ma3QvidDng4PP8Fp2FYGKcmhYYYXAMNGGRclOsKo8hq0DdBAyGctwz/EnT7V/XkGxM525UBMdEiqDsVgLU06GcSfDjJPCCHwMQGmNEYaEhgKtgJCsYzOzWPESIa5AGTxuDUYuy2s96O49/0EL+dilLrY8R8bOK4QEFuKSpVvbuM6D1yeLKNclVFG9jBDFHcMv8KHhZ0+bc1soPfZ0ugNDweT0NLHJcZzAY9RJo/waenCIfb1XMdXXhenWift1RmNZxuMtpPwavjJIe1WKdhytDMzQJxvUG4FGwEgiz/uHnuO+I0+cc/vobDCxJ7eGQ+letk4eZEP5JAdT3ezObyQINYVYmkTg0lafIelXOZbqomxF2TMMHWAFmlCZdARlbuzIUQmRlN1CiCuKBBbikm1vgcenYVM+w4mpGUqBJuXV+MDwc7zLH6Ngp+YKecHp6bH3p3v4+oYdPNH3NgrTEHhxMrFWLKBixqgaFs/kN1L1bWwrTtlKoYHhlg76ZkbwlMnJRB4NtNcLlO0EHiam1nTUp1lfPsmfPfelcwYUs+2Y3fUxbacxdcDe/HpG41mebd9MyYwxnUjRViuQCL0oM2eqnZxXJl8vMhbPUrViGGFAf2WMrZUhrL63kzElZbcQ4soigYW4ZPd1RV+eox5kO7PEDOi04TO3vR+Ah58/As/spMUrU2gskrzn+JPsT/fw+S2/zItXvZvAjGMEUDFs6olWQEPggxWbSwcx//s5wOJItoe0WyXtVSk4KSYSXfROnMA1LdaWR7lu6jDryyOnggrDgDCEfCfc+wnYfjv8D3cBp5dALzgpWt0SY7EWHul/J3boo1F4hkXJTuIFLoVkO13VKVq9EmOxLN21KcZjWZJBjWunj2DpkHIA61OSslsIcWWRwEJcsoEkfGZ1NOQ/VD+Vn2J2+P/+G9ey8zl91iLJLw58kNF0J24qR8yFyShTeIMC0567eqYoyaZByUmRTqawovxTDKXaWVsc5rqpw3N5K4AomPjjr579RPlOmBxlMNlGf3kMgJxbpmo6DMfzlKw47fUCAPHAwzMMXCOBZ1h4psUEGWqmQ1u9QFdtkvFYlj2t67iuNMx1qWjnjKTsFqLJzlV5tOHBN7rW4Q1WLl0JVUcvl0sKLJRS3wI2NX7NAdNa620LHHcEKBIlSPS11m+/lNcVy89AcvF1BANJGLh5A3z1v4F7atxhMN1JrXcdnoaKjtJwB7OlSs90jt2s0z5kzaj8uhu3uen4AdaXR+aSYeHEohGKhdz7Cfjqf6OvMjE3ZbN55hhPdl7DcDKPGfoU7GSUmyLwKdsJAmXghD5jTpa6aeEELoEyUFpz/fRhcn6F2uqrWJ84PcASQogrwSUFFlrrj81eV0r9KTBzjsNv01qPX8rriRVs++3Rz+/89VxirL7rr+flbDt2DWrhbGVSA2WE6HA2HTaNoGLxyCIEwsZmjI+vTvJgPAnfeRZKY6dPe5yjXTsefYSH298BQEd9huumDvN026ZGLRQwQ4+ynYyqmAJaKVzTimqaKJOyGSMeeviWw7beFvxVHXyq75J6TAghVqSmTIUopRTwUWCRT28hiL7E533B76jAi8ei6RNDz6+sYaCM6PfzMYCsBS0WrI3Bv+kG1t++eCCxSLsGtt/O/T97ip1Pvchgsp315RHeNnmQo6lODDTHUx0ExmzdVI2vTMwwRAGBYWIHIR31Ah2d7bzY1sX7ZV2FEOIK1aw1Fu8BRrTW+xe5XwM/VEpp4C+01g816XXFCja7NuPrI1AJ4NVq9EaZLbgenOfxFpBuBCCO4pIrhQ6862YGjGpjVGWUvdk1eKbJgXQfAQZaK1AhURIshW9YgMYMfDpqU1jah6GTjKa7ZF2FEOKKpbQ+99+FSqmdQPcCd/2e1vp7jWO+CBzQWv/pIs/Rq7UeUkp1Ao8Bv6W1/smZx61Zs0Z3dHTM/f7AAw/wwAMPXPA/RqxsfzUIf3gcJrwokacRQoG52qCnMYjWVSQMWBeDz62DO5uZMO/TH+WLPe/hULKTr62/g0knTV2ZMJcA7JSYVyOlXdrqRa6ZPsq2997C52Qhl7iCPfTQQzz0UPT34/PPP39Ua70WINfRrZMt2bnjbrz9Q9y440Pnfb6zKoZeiCuwqujlppR6fqE1k+cdsdBa7zjPE1vAvcCN53iOocbPUaXUd4GbgLMCi46ODp577rnzNUm8Rf16H9zSevrukuk6PDQCgQYvhFKjvHrego1JuD0XTX80fYHkr3ySHX/7DR5et4OMV6FsOtSd1IKHeqZN6Pu0V6fZVBrivsuTsViIZWv+H4VKqbm1dcmWLA/8py8tWbvE5dGMqZAdwD6t9YmF7lRKpQBDa11sXH8/8PtNeF3xFrTQ7pK3Z+HLJ+FEHfpj8BvdTR6dWMj22xkA7v/m37A3u5rjyfZTi0DOEBoGTuAyE0tz//4fMJD86JvcOCGEWL6aEVj8CvCN+TcopXqBv9Ra3w10Ad+N1ndiAV/XWj/ahNcVV4g72y5DILGQRnDxhW8+xEfe91lebVnFgpEF4BkWbbUCA875VoYIIcRb2yWXTddaf0Jr/aUzbhtqBBVorQ9pra9vXK7RWv/HS31NIS6b7bcz4E3xsaM/wQwXDxpqZoyMX1k8X4YQQlwhJPOmEOfz736b+/726/zJln9NGYuFRi1iocfaXAq233z52yfESrNA5sxzZ66UiqEriQQWQpxPY0qke2SCwUQbNStGFFyEKB2VTN9SPMG179q6xA0VQoild8lTIUJcEbbfzt2Dz5JzK2TcCk7gYocBpg5pdwtc09kiuSuEEAIJLIS4YL81+jPeO7aXnuokSb9OLPBprxf42NDT/M47+qUmiBBCIFMhQlywgbvu5g+/8012tl3LUCJPb3WSHRMvMXDvx0CCCiGEACSwEOLCNdZaDMwrpHbOAmdCiNP0tmZ48GOyEPOtTgILIS7G9osscCaEEFcYWWMhhBBCiKaRwEIIIYQQTSOBhRBCCCGaRgILIYQQQjSNBBZCCCGEaBoJLIQQQgjRNBJYCCGEEKJpJLAQQgghRNNIYCGEEEKIppHAQgghhBBNI4GFEEIIIZpGAgshhBBCNI0EFkIIIYRoGgkshBBCCNE0ElgIIYQQomkksBBCCCFE00hgIYQQQoimkcBCCCGEEE0jgYUQQgghmkYCCyGEEEI0jQQWQgghhGgaCSyEEEII0TQSWAghhBCiaSSwEEIIIUTTSGAhhBBCiKaRwEIIIYQQTSOBhRBCCCGaRgILIYQQQjSNBBYX6KGHHlrqJlyUldTeldRWWFntXUlthZXV3pXUVlge7R0bG1vqJixLy+HcNJMEFhdopZ34ldTeldRWWFntXUlthZXV3pXUVlge7R0fH1/qJixLy+HcNJMEFkIIIYRoGqW1Xuo2zFFKjQFHl7odi2gHVlK4vZLau5LaCiurvSuprbCy2ruS2gpL1941WusOAKVUEXhtCdqw3K2099KsuXM737IKLIQQQgixsslUiBBCCCGaRgILIYQQQjSNBBaLUEp9Syn1YuNyRCn14iLHHVFK7W0c99xlbub8djyolBqc1+a7FznuLqXUa0qpA0qp373c7Wy04U+UUvuUUnuUUt9VSuUWOW7J+vZ8/aQif9a4f49S6obL2b4z2rJKKfW4UupVpdTLSqn/cYFjblVKzcx7f3x2Kdo6rz3nPLfLpX+VUpvm9dmLSqmCUurTZxyzpH2rlPqyUmpUKfXSvNvySqnHlFL7Gz9bF3nsZfs8WA6fPcvBQu/9Cz1fK4bWWi7nuQB/Cnx2kfuOAO3LoI0PAp85zzEmcBBYDzjAbmDLErT1/YDVuP5HwB8tp769kH4C7gZ+AChgO/DzJTz3PcANjesZ4PUF2nsr8A9L1caLPbfLqX/PeF+cJFqwtmz6FngvcAPw0rzb/hj43cb1313o/9jl/DxYLp89y+Gy0Hv/Qs7XSrrIiMV5KKUU8FHgG0vdlia4CTigtT6ktXaBbwIfudyN0Fr/UGvtN359Gui/3G04jwvpp48AX9WRp4GcUqrncjcUQGs9rLXe1bheBF4F+paiLU20bPp3njuAg1rrZbVzTWv9E2DyjJs/Anylcf0rwC8t8NDL+XmwLD57lrELOV8rhgQW5/ceYERrvX+R+zXwQ6XU80qpBy5juxbym41h4y8vMpTWBxyf9/sJlv4L6DeI/jJdyFL17YX003LsS5RSa4G3AT9f4O6blVK7lVI/UEpdc3lbdpbzndvl2L+/wuJ/YCynvgXo0loPQxR4Ap0LHHM5+3g5ns+lstB7/0LO14phLXUDlpJSaifQvcBdv6e1/l7j+q9y7tGKd2uth5RSncBjSql9jb8gmu5c7QW+CPwB0Zv2D4imb37jzKdY4LFvyn7jC+lbpdTvAT7wtUWe5rL17RkupJ8uW19eKKVUGvg74NNa68IZd+8iGsIvNdbf/D0wcJmbON/5zu2y6l+llAN8GPhfF7h7ufXthbqcfbyszucSO+u9v9QNarYrOrDQWu841/1KKQu4F7jxHM8x1Pg5qpT6LtGQ35vy5Xe+9s5SSv0/wD8scNcJYNW83/uBoSY07SwX0Le/BnwIuEM3JhYXeI7L1rdnuJB+umx9eSGUUjZRUPE1rfV3zrx/fqChtX5EKfV/K6XatdZLkpTnAs7tsupf4BeAXVrrkTPvWG592zCilOrRWg83ppBGFzjmcvbxcjufS2aR9/6FnK8VQ6ZCzm0HsE9rfWKhO5VSKaVUZvY60aLElxY69s12xvzzPYu041lgQCm1rvEX2K8A378c7ZtPKXUX8L8AH9ZaVxY5Zin79kL66fvAxxu7F7YDM7NDmZdbYx3Qw8CrWuv/ssgx3Y3jUErdRPR/f+LytfK0tlzIuV02/duw6Mjlcurbeb4P/Frj+q8B31vgmMv5ebAsPnuW2jne+xdyvlaOpV49upwvwF8Dnzzjtl7gkcb19USrm3cDLxMN8y9VW/8G2AvsIXqT9pzZ3sbvdxPtGji4VO0FDhDNt77YuHxpufXtQv0EfHL2/UA0tPt/Ne7fC7x9Cc/9LUTDynvm9endZ7T3Nxv9uJtowey7lrC9C57bZdy/SaJAITvvtmXTt0QBzzDgEY0M3A+0AT8C9jd+5hvHLtnnwXL47Fnqyzne+wuer5V6kZTeQgghhGgamQoRQgghRNNIYCGEEEKIppHAQgghhBBNI4GFEEIIIZpGAgshhBBCNI0EFkIIIYRoGgkshBBCCNE0ElgIIYQQomn+f/fOcS3FWM0+AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Duration: 0.6924591064453125 seconds\n" ] } ], "source": [ "import time\n", "\n", "start = time.time()\n", "\n", "# Fixing random state for reproducibility\n", "np.random.seed(19680801)\n", "\n", "\n", "x_synth = ACTIVA_umap[:, 0]\n", "y_synth = ACTIVA_umap[:, 1]\n", "\n", "x_real= real_umap[:, 0]\n", "y_real= real_umap[:, 1]\n", "\n", "# definitions for the axes\n", "left, width = 0.1, 0.65\n", "bottom, height = 0.1, 0.65\n", "spacing = 0.005\n", "\n", "\n", "rect_scatter = [left, bottom, width, height]\n", "rect_histx = [left, bottom + height + spacing, width, 0.2]\n", "rect_histy = [left + width + spacing, bottom, 0.2, height]\n", "\n", "# start with a rectangular Figure\n", "plt.figure(figsize=(8, 8))\n", "\n", "ax_scatter = plt.axes(rect_scatter)\n", "ax_scatter.tick_params(direction='in', top=True, right=True)\n", "ax_histx = plt.axes(rect_histx)\n", "ax_histx.tick_params(direction='in', labelbottom=False)\n", "ax_histy = plt.axes(rect_histy)\n", "ax_histy.tick_params(direction='in', labelleft=False)\n", "\n", "# the scatter plot:\n", "synth_plt = ax_scatter.scatter(x_synth, y_synth, label=\"ACTIVA \", c=\"tomato\")\n", "real_plt = ax_scatter.scatter(x_real, y_real, label=\"Brain Small (Test Set)\", c=\"deepskyblue\")\n", "\n", "# ax_scatter.legend()\n", "\n", "synth_plt.set_alpha(1)\n", "real_plt.set_alpha(0.4)\n", "\n", "# now determine nice limits by hand:\n", "binwidth = 0.25\n", "lim = np.ceil(np.abs([x_real, y_real]).max() / binwidth) * binwidth\n", "ax_scatter.set_xlim((-lim, lim + 2))\n", "ax_scatter.set_ylim((-lim, lim))\n", "\n", "bins = np.arange(-lim, lim + binwidth, binwidth)\n", "\n", "\n", "synth_histx = ax_histx.hist(x_synth, bins=bins, alpha = 0.7, color=\"tomato\")\n", "synth_histy = ax_histy.hist(y_synth, bins=bins, orientation='horizontal',alpha = 0.7, color=\"tomato\")\n", "\n", "real_histx = ax_histx.hist(x_real, bins=bins, alpha = 0.5, color=\"deepskyblue\")\n", "real_histy = ax_histy.hist(y_real, bins=bins, alpha =0.5, orientation='horizontal', color=\"deepskyblue\")\n", "\n", "ax_histx.set_xlim(ax_scatter.get_xlim())\n", "ax_histy.set_ylim(ax_scatter.get_ylim())\n", "\n", "fig1 = plt.gcf()\n", "plt.show()\n", "\n", "print('Duration: {} seconds'.format(time.time() - start))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now TSNE:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Duration: 1.578930139541626 seconds\n" ] } ], "source": [ "import time\n", "\n", "start = time.time()\n", "\n", "# Fixing random state for reproducibility\n", "np.random.seed(19680801)\n", "\n", "\n", "x_synth = ACTIVA_tsne[:, 0]\n", "y_synth = ACTIVA_tsne[:, 1]\n", "\n", "x_real= real_tsne[:, 0]\n", "y_real= real_tsne[:, 1]\n", "\n", "# definitions for the axes\n", "left, width = 0.1, 0.65\n", "bottom, height = 0.1, 0.65\n", "spacing = 0.005\n", "\n", "\n", "rect_scatter = [left, bottom, width, height]\n", "rect_histx = [left, bottom + height + spacing, width, 0.2]\n", "rect_histy = [left + width + spacing, bottom, 0.2, height]\n", "\n", "# start with a rectangular Figure\n", "plt.figure(figsize=(8, 8))\n", "\n", "ax_scatter = plt.axes(rect_scatter)\n", "ax_scatter.tick_params(direction='in', top=True, right=True)\n", "ax_histx = plt.axes(rect_histx)\n", "ax_histx.tick_params(direction='in', labelbottom=False)\n", "ax_histy = plt.axes(rect_histy)\n", "ax_histy.tick_params(direction='in', labelleft=False)\n", "\n", "# the scatter plot:\n", "synth_plt = ax_scatter.scatter(x_synth, y_synth, label=\"ACTIVA \", c=\"tomato\")\n", "real_plt = ax_scatter.scatter(x_real, y_real, label=\"Brain Small (Test Set)\", c=\"deepskyblue\")\n", "\n", "# ax_scatter.legend()\n", "\n", "synth_plt.set_alpha(1)\n", "real_plt.set_alpha(0.4)\n", "\n", "# now determine nice limits by hand:\n", "binwidth = 0.25\n", "lim = np.ceil(np.abs([x_real, y_real]).max() / binwidth) * binwidth\n", "ax_scatter.set_xlim((-lim - 10, lim + 10))\n", "ax_scatter.set_ylim((-lim - 10, lim + 10))\n", "\n", "bins = np.arange(-lim, lim + binwidth, binwidth)\n", "\n", "\n", "synth_histx = ax_histx.hist(x_synth, bins=bins, alpha = 0.7, color=\"tomato\")\n", "synth_histy = ax_histy.hist(y_synth, bins=bins, orientation='horizontal',alpha = 0.7, color=\"tomato\")\n", "\n", "real_histx = ax_histx.hist(x_real, bins=bins, alpha = 0.5, color=\"deepskyblue\")\n", "real_histy = ax_histy.hist(y_real, bins=bins, alpha =0.5, orientation='horizontal', color=\"deepskyblue\")\n", "\n", "ax_histx.set_xlim(ax_scatter.get_xlim())\n", "ax_histy.set_ylim(ax_scatter.get_ylim())\n", "\n", "fig1 = plt.gcf()\n", "\n", "plt.show()\n", "\n", "print('Duration: {} seconds'.format(time.time() - start))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }