{ "cells": [ { "cell_type": "markdown", "id": "fae46225", "metadata": {}, "source": [ "# Tutorial 3: Slide-seqV2 (mouse hippocampus)" ] }, { "cell_type": "markdown", "id": "c2c265db", "metadata": {}, "source": [ "This tutorial demonstrates how to identify spatial domains on the Slide-seqV2 platform.\n", "\n", "In this tutorial, we foucs on the mouse hippocampus Slide-seqV2 data (Puck_200115_08 from https://singlecell.broadinstitute.org/single_cell/study/SCP354/slide-seq-study). Before running the model, please download the input data via https://zenodo.org/record/8185216/files/Mouse_hippocampus.rar?download=1." ] }, { "cell_type": "markdown", "id": "4baabae0", "metadata": {}, "source": [ "## Preparation" ] }, { "cell_type": "code", "execution_count": 1, "id": "ba7ed19d", "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "import matplotlib.pyplot as plt\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "from stGCL.process import prefilter_genes,prefilter_specialgenes,set_seed,refine_nearest_labels\n", "set_seed(0)\n", "import pandas as pd\n", "import numpy as np\n", "import scanpy as sc\n", "import matplotlib.pyplot as plt\n", "import os\n", "import sys\n", "from sklearn.metrics.cluster import adjusted_rand_score\n", "import torch\n", "from stGCL.process import prefilter_genes,prefilter_specialgenes,set_seed\n", "os.environ['R_HOME'] = '/home/dell/anaconda3/envs/stjupyter/lib/R'\n", "from stGCL import train_model\n", "from stGCL.utils import Cal_Spatial_Net,mclust_R\n", "# os.environ['R_USER'] = 'D:\\ProgramData\\Anaconda3\\Lib\\site-packages/rpy2'" ] }, { "cell_type": "code", "execution_count": 2, "id": "d35f2f45", "metadata": {}, "outputs": [], "source": [ "section_id=\"slideseqv2\"\n", "k = 10\n", "rad_cutoff = 40\n", "radius=50\n", "top_genes = 3000\n", "load = False\n", "use_image = False\n", "# load the pre-processed dataset\n", "# adata = sq.datasets.slideseqv2()\n", "adata = sc.read('/home/dell/stproject/stGCL/Data/Mouse_hippocampus_Slide-seqV2/filtered_feature_bc_matrix_200115_08.h5ad')" ] }, { "cell_type": "code", "execution_count": 3, "id": "0a55511f", "metadata": {}, "outputs": [], "source": [ "prefilter_genes(adata, min_cells=3) # avoiding all genes are zeros\n", "prefilter_specialgenes(adata)\n", "sc.pp.highly_variable_genes(adata, flavor=\"seurat_v3\", n_top_genes=top_genes)\n", "sc.pp.normalize_total(adata, target_sum=1e4)\n", "sc.pp.log1p(adata)\n", "sc.pp.scale(adata, zero_center=False, max_value=10)" ] }, { "cell_type": "markdown", "id": "f1136ffe", "metadata": {}, "source": [ "## Constructing the spatial network and Running model" ] }, { "cell_type": "code", "execution_count": 4, "id": "d60d2447", "metadata": {}, "outputs": [], "source": [ "Cal_Spatial_Net(adata, rad_cutoff=rad_cutoff)" ] }, { "cell_type": "code", "execution_count": 5, "id": "397e3e5d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "train with no image\n", "Epoch:100 loss:0.50598\n", "Epoch:200 loss:0.45538\n", "Epoch:300 loss:0.45505\n", "Epoch:400 loss:0.45617\n", "Epoch:500 loss:0.45755\n", "Epoch:600 loss:0.45462\n", "Epoch:700 loss:0.45567\n", "Epoch:800 loss:0.462\n", "Epoch:900 loss:0.45879\n", "Epoch:1000 loss:0.4595\n", "Epoch:1100 loss:0.45759\n", "Epoch:1200 loss:0.45718\n" ] } ], "source": [ "adata= train_model.train(adata, k, use_image=use_image)" ] }, { "cell_type": "code", "execution_count": 6, "id": "160c4c83", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "R[write to console]: __ __ \n", " ____ ___ _____/ /_ _______/ /_\n", " / __ `__ \\/ ___/ / / / / ___/ __/\n", " / / / / / / /__/ / /_/ (__ ) /_ \n", "/_/ /_/ /_/\\___/_/\\__,_/____/\\__/ version 5.4.10\n", "Type 'citation(\"mclust\")' for citing this R package in publications.\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "fitting ...\n", " |======================================================================| 100%\n" ] } ], "source": [ "adata = mclust_R(adata, used_obsm='stGCL', num_cluster=k)" ] }, { "cell_type": "code", "execution_count": 7, "id": "ae4d5f38", "metadata": {}, "outputs": [], "source": [ "adata.obs['stGCL'] =refine_nearest_labels(adata, radius, key='mclust')" ] }, { "cell_type": "code", "execution_count": 8, "id": "82cf43c0", "metadata": {}, "outputs": [], "source": [ "coor = pd.DataFrame(adata.obsm['spatial'])\n", "coor.index = adata.obs.index\n", "coor.columns = ['imagerow', 'imagecol']\n", "adata.obs[\"y_pixel\"]=coor['imagecol']\n", "adata.obs[\"x_pixel\"]=coor['imagerow']" ] }, { "cell_type": "code", "execution_count": 12, "id": "bcb53185", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'y_pixel')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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2o4T0oqd9FGh991kM/GgbON8yVLQGH9ZgHDRlQmRk5+RZ8Zc1gRrSEaZNYHUzddcswhpJEFx9apXWlZTmpLvP2hbs+VO6NHT3C4CAOWvTSxZrrgXt5HGSd3Z2snjxYgBUVaWtra3k+I9+9KOzLq7h5LnaEsk0Mvb4MaLP96K3BohvGyRwRjNoSrFYyDDww235LyhAysYayCwdODwS0yoUdAU1ZGCPJb3H+BQCK5uJbx+cMK9GR0QKljky5xZ7cYDYjgGwQG30oSgK+pwQdS9ZgNYUQG/wo+gnXxCZ5BRE1WDNa9L/TnJs2877ube3t+T4cDh8vE2qGulhkJx2pHoj9H5tU+lBmpIOZixFUINYBQ1iqlyO6FVGiStJFtjN6GhF76uNPuwRh4AwMt6N7DFU8pdDqkVT8K9opPUtZ6AYxceXnLzI+6xkKkgPg+S0IdUTQa01SBwem3jRa3L1Eguagn9dK4lN/fliwUNgqHU+7EiyIsEwpsT4i76TbnUiJuLlqXNYbOe7LvPEAkCqYOfZ89GAyTS8swSJ3cP0/PdG7HAKxaei1vqof9kiQuvaEJYg1RvBN792EjuXSCQnK1IwSE55xv9ylNjuYZL7RtI1XvyOp+Zqn8QVMI+MF7/uITDs8YLJ3a9AonhswrDYKg7SreUHUPa3xVkyXhBX4RLg6MpkxIKe9laojX6s4UwGR8rGjpiM/OEAZn+M2M5BUsfCNL1+JTUXzMUKJ1GDBoomAyolklMZKRgkpyyxXUOM/vEAZm9s4kUBIl48kyp+DZFwvO4xsWMKrIKUx0rI7b9gn3FSDCnj/Endgq0UH++F0b2sTLTQQGjixUrEQva4Ac31fD3JxmKkLPwrG0nsHcm9ZY8mGXvocFpk+VUIavR+ZwupznECZzTT+vYzKz+ORCI56ZCCQXLKEd3cx9Dv9qDW+7CHKquamCcWVNzFwhTI7V8nl2mxR+tik3aQsOotQAK2gSEK4ggqia/IHjdeZtnEY1921CSxdwSl3kCMpRxvZP6fsBm+bVfu5fjOISKbeqk5t70iuyQSycmHDIWWnPTE9w0z8OPtpAZiWJEU448fA1N4i4Uy3/q8JYvJoilp934hGbHwmLaTx4ydhJUJsaA6ytuqmdzMi81VhCio5FihWCjCbTtLpIM3C8kMzRMLZRi59yCpwfSShR0zmSXx1BKJZJqQHgbJSY05mmDot3uwR5Ik9o+AoRalExZRxqMvYlY61iGggeKdagmg1BqIcMGkqoLW6E/XZyi0F4s7fc8xrEYyO3CY5Ui7Wpmax2LRRofdUtrYcvgUSBZM3IYKKcdFqCTTowJEJEX//72IPZiYCLj0q8z/54tQ/fJWA3Bg9AC/3v1r3nnmO2mvkd4YycmF/CuWnNQM/Xp3LmtAJO2q1vcB75RHwUSp5xJji8QCpAWJlW9HnBQP+F6glsCEWPBCwDLRzgJ7kkWVHMseRWIB8sXCNGMPZrw62UuXsOn99lZUQ8EKm7S8aTX+pQ3H7fiznV/u+iW/2PULWoOtvOfs98y0ORJJVUjBIDlpECkLxdCI7x0m/FQXWluQ5MHRye+wMKWyXGxAFfUUrJEkSo1OOBJmi36IuXYjPeoIleQRXJJaNXmxAPnVKAuZQo2GovoPJQdPHMcajGFlrmv/D16g/cPno9XoKH4NRTu9VkXfdda7aA228jerTq7+BxIJyMJNkpOE+N5hBm7dRt2VHcRe6MccqD5ToRrUWgO70HvgIihcS0kDAsFetZsDai9H9SHP4yxYsICurq7cen+jFeKvU5c4DkBapFQ70euOUtWZAlNqva90xchqmWydBwAFfIvraX3HmagB+dxyopD3WclUOL3kveSkQtiC2I5BUkMxolv7wYbxh44cH7Fg5D/7F4kFcPU+iFixWDCxeFrby2O+nZ5iQVHSx+vv788LDjzHWpyOncgdIGtQGftL2ZpZWplWsQCTFwsAApKHxui75QWEefyWSCQSyfQhpb1k1mEOx4ls7CXyTA/2eBK1wYc96jHZNRgwWnkkPwAKaK1BrP4YSrMfMZTI7wVRDS6bPanvZo/eXXqzjEhIJifOa7nZzip7PiI5DUGIZU5HbfYXZ5FMtaT0JDC7I/R8bSPWUBxjQS3Nb1qN0Roqv6FEIjnhSMEgmTWIlE1kSy8jd+zLm7i0loC3YKhWLAAIsPrTxZz0Rj91r1zK2GNHMY+WaPbi5n53LFGYWLyodbLX182YiBVtXs6e5VY7LzXXpgsiJQpmbV1Jt9VWQGsPYXVF89+fxETvmnI6Qw/62WyS1NEwvV/ZSOu7zyKwsmlmjJFIJJ5IwSCZFUQ29xHfOUjshYGi9xSvUMHs+n6ZYEVjYS0pDzGQOjBGYk4NSqlgR0Mp7tcA6UkciJFkq36IbfqRqjtVzrHqeUVqPX6M9AuFYgFy3g/FULFGZslEP9nYigoYvn0vSkCn4eWLCa6dYlqpRCKZNmTQo2RGMUfi9P/wxYk20ccDDdBdntyd71tM1CwoNQmqgE+DhAUChn1RHuKF8qmSpOMWFi1YyOGjR2i2allnLWG5XUUuvqrkRMqUOF5LD84sEmfQZTXHdrzvW5K+D9Rf3UFg5RSyRiQ55H1WMhWkh0EyI1iRFLEXBzCHYpWJhUomOS9PgEVRXYT0PjMTsA3Bda1ozQHCDx8tfRwbFEtQc9l8eh4/wN3KcySVMoWiMtSLIC/bt4KB4FzmqA0oGVtdiz+5HnuatP10iIXs5+FcqnGa5yoW3AWPf00TmDaJfaMTtqnpoEiAgf/dTss7zySwsglFlQ2uJJKZQgoGyQlDCEFs+yD+RfWMP3aE8ONdaK2ByjauZJJTqiiUABOTl4DY1sxSiKGkd1EiCHLUivDs04+hbWgkubO8WFAAIeAViXVoqLTH6sE38X4lYkFrDyLi1kQsRyWnWuXlqAqbtAAoV6baWVXSTfDoColdw2itweL9Oxj80XbUWgN0lZpz22l4+eJJmy6RSCaHFAySE8bQb/YQ29QHgBJKpw66lU/OI6RDidLMeTirPJbwSCg1unf5aDcPRfYtTOouWsDDRx5n/1An7DzsOdYwDFKptBBYHlxAcFyjDsek6FaBsQRWb0EgZSWbT0EsqHUG9riHkMkKkYwAUIJacVXMLOWqSmaEmTVQJlBUgB1JpVNrH+zE11FLcI2Mb5BITiRSMEhOCInDYzmxACCimQmmzKSmhXQsD8FQsvJgiXnKUyzUGeAySaYweUzfwWFtgI6uBYxY466b19fXE4/H8fl8ObHgFzprR+YxR3iUQ56uuIRCNNAa/FjDiUkJB8WvQTiVv21WKBSWx05lPsuMN0GfE8Tsjx0H78aEy2To9n00v14huFrGNkhOHjZt2sTdd9/Nxo0b2bNnD/39/YyNjVFfX8+aNWt49atfzd/93d/R3Dw7v9cy6FFyXIntGGT4d3vQ20K5NenpQm0JYJfzULhRGOtgKOk1gwIdIRDcb7zAoDZOlHR2gqIotLS0MDBQnM3R1NTEWWedxV/+8hd0RUO1Fd6ceAlaufpoXrEXzp4Q1eJTMeaE0Br8xLcPTrzuzwRsVkqNBhHH+Gq3L8dUqkUCgXWtBJY0UHPxvFwxLIk38j47s9x88818+9vfzv0eCAQwDIPx8YmHkNbWVu666y4uueQSt13MKFIwSI4LViTF4G07SB70EAk+tfpGUdXgsn6fIIWKgo7GPrWbg1o/LXYt662lKEBESaALjY36AVZY7Tyn76dXq65Xxar2pUS7xzgr1UGLVk/QNI7LuVRMYbZCNgVVAWNZA2ZPpHx3z0oonPjL9eWYKgXn1fC65dRdOv/4He8UQd5nZ5af/OQn9PX1cfnll7NmzRoaGxsBCIfD/O53v+NjH/sY/f39zJkzhz179tDQMLsatUnBIJl2YtsGGPz5znQQ4jQ1cyqiwglph3aEPnWMldZc/mRsQSjgExpJZWJ28wsdoUASk0X18+gc867SqGkaluX9SHxhagXnWAUBeTU6ZCdlr3TD48nxDH4sdViv2IYpehWyqHUGImUj4haBM1tofevaqe/0FEfeZ2c3999/P694xSsAuO2223jzm988wxblI2MYJNPKyL37iTzTk4kh8MjDDxoQcayPT2ZCKyMWEqTYF+pjs3mQuJqi0zeIyExSTrEAkHCkRRaKhUKB0NDQgBCC4eHhvHHzrXRlwrOsjvQLznNyPsFnxYJbUOZ010fwiDmoGl1NT/JudSyUzD+Xt/Qzmxjc2Em9KCj17GbPJISUMygzfmCEo//6BMa8EO1/v6Gq/Ugks4WLL7449/PRo0dn0BJ3pGCQTBujfzpI+C9dpQfZpMWCkylOaDY2KSz8ikFMJHnU2EGXOoRti1x7taQ1iRLSkCcWgqqfZq2Off2HWUALY3aEcTXOCt8Crg5swOpzRPrrHnEJGRSfhojnCxe9vQazu3wBqLxjZOpIFKEpBM+fQ+yZ3vTx6g3EmOMalBNpTvFi2t6xFI59KH4NkbAYUMY4og+ycduD4IdzlCVcGFs+MdDN3krFQsYugUD4FNRszGvGk5E6GubYZ5+i+aY1BGV56VOCpJXkvkP3sXtoNwLByqaVvHLJKwnoFaZkn0T85S9/yf28fPnyEiNnBrkkIZk2er++iVRPmQlPVVAMFWN+jXd8QykKJjobwUPGi3Rqg5yd6qDPN0638G4nXflhFASCBn8tCyKNnGcuR0clQYq9WjerrQUEMBhQxmgStWiKWp3wOQGNntRaAzth5gsX5/VzLg1U6eXxaut9SOnjAf+Lea8ZQuPtiSsr37kHAkEKEwWFn7Xew5BvnI90vdV1rBrSmf+p2Rc0NtOcbPfZ23bcxvdf+D7DiXyPXr2vnnee9U7ec/Z7Zsiy6SORSNDd3c0999zDpz71KYaHh1mxYgXbtm3D7/fPtHl5SA+DZFpI9Ua8xYJzcrQFImGRPDzJjAk9nbrXqQ6wWzvGoD9KxIyCorDVOFzRpKeqKradNkhRlFznSBWFl4oz2SE6WWXOx1JslsTnUMPEH21IDbBeX47IeB5afY1pV321sjt7PY5jcKBri25Rwc9eBCZKYufEgkN0vKh18oyxt2izjqZ50MOUUkhFxsB9gSN8tuO7jOkRELAw3s7rhq4gQP6NdVdjJ4P9tZzddvakjieZeb695dt8b+v3XN8bS47xjU3fYDA2yCcu/MQJtmx6CAQCJBLFvWEuu+wyfv7zn886sQBSMEgmyfijR4huH8SOmul2zH7NO5hNd8mIcP6qgNLkQwx51FTIbSLY6T/KZnUfcSUzGWYfcss4yoLBILFYeskgKxZ0Xcfv9xOJpIXOIquVFal2VlCiv0NG8OTw6k/hReGTfBViQV9Yg3nURZRN1ltR7TZxlw/X8VKf4p5RcizaR8/iJcztrPAG6JJOmiTFZxZ+l+01+9MiSwAK3Nr+e8b0MO/puxGAA/6j3LrgLp73b+OSLZdw44obeabnGf5u3d8xJzSnsuNLZpzdQ7s9xYKT23bexjWLr+G89vNOgFXTy9y5c4nH44TD4dw96KqrruJLX/oSixYtmmHr3CmTIC6RFGPHTEb/eIhU5zjWQAx7LIndH8sXC86U+KSNb7l3epAa0qmkHcNj+k6eMndOiAW3fanFX2lFUXJiwYlpmrk/1MVmK1emzoSAhr6gprwxk6VSfZANJnRgjadQ633FY2eoLbWTp/U9HNT7XN9LJJPcn3yGeMgkSYqEkmR37WGOnDWeLvcMpDLecYFA0bW87WNKgv9tv4MtdbtJqSYpkf/5P9DwNJtCO3mw/hn+feEtPO/fBqQnnY899jF+u+e3vOUPb6E32jvNZy05Xvxi1y8qHvurXb86jpYcPw4dOkRPTw/hcJje3l6+8pWvsGXLFi688EI+9alPzbR5rsgYBknFCNNm+I59qHUG4UcyEbxeT7deUe+TyIjoV8awsLjXvznnmi5HNrtB19NONCFEfjqkgDP1xcyJ1RLAxwI7XVmtZNloD/SOGsxj0WJ3+2TSB49X5cfjzDP6Xl7UOz3ft7B4cPGDpEjis3XG9AgKCjcuuwFzxyjPKFv4cs/HCMYNNrbuQokLXjJ2LgC/a/ozP5x7x5RtDGkh/v3yf+cVS14x5X2drJws99krfnUFQ/HKYpH8mp/n3/L8cbboxPDss89yySWXYNs2d999N9dee+1Mm5SHXJKQVEziwAjRjb3pSS0rFLyebr2i3qucCzvVAe43toKS9h6IEpOpMzYhKw5Ms3jyn0sjG5JLWZAoLr9aUix4iCOzK1K0xIIAtcaHPVZ6maUI5/l5VYA8AQGT1R7zInMlQsA2w100RLUoSSVJQkkQV9PrtgLB7w7cDgEI6kH+67zb2D6wHYHg7MhKzg+vpdPXw/1NT03JdF3VMW2TqBXla89/jQZ/AxfPu7j8hpIZI5KqPFsoYSVIWSkMbRqKpM0wF154IZdffjmPPfYY3//+96VgkJycWJEUAz/Zkf5lEk/Aik9FVFHZcVyJ8Zy2jwMON3dWDHiRfd8wDCzLKhqvABf41nDO2ILKDc87gMfrhV6EzOWxEyXEh5cYcOL1vocd+sJazKPh0vuslmw8QbmPToGV9lxGrDAREgyrEzf8Gk3ljkUPYJfYScyMsW1gW+73F2v2cuPqjwDpiPjGaB0junsPj3KY9sTncCxyjPfe/17uueEeFtfLjpezlUZ/Y8VLSLVG7SkhFrIsWJC+P+3bt2+GLSlGxjBISmJHU4w/fozer2+ceFGrvma/q1hw7EabM9HJMYXJ8/r+PLFQCYFAOi/bTpkTYkGALjRUofDyxLrJi4VJoPg07zfLiYVCdI9r7njdPBpOl9yeLur0yntZCGhvb+eVqQ28PnUxf5u4nLckXsJbE1fQpgVLioVyXNh3Br/Y+1+8YeAVGGr5iUEpDP5w4do7ruWjj3wUy57GvhiSaeNVS191XMaeDBw4cACAurq6GbakGCkYJCUZ/NkuRu85kK6ql1lm0NuCRQF5RVQgKoyldaBAlASPDm2mVxnhYX0bP/Y/ylFjuOz2haQSafe/JQTnppZyptnBjcmLeHviCt6WuIJForX8ThQgWGKirwKRrUQ4HX9lBUs8SiZYsGjpZzr7c1S5L7Mnmvu5Bj8BfPjRuWb8YlbGvKO+sxO8ruhFrwG00oxAcMXoeaTsVN44N5xxLs791Bn5N+D7Dt/HV57/CuPJyXkuJMePN6x+Q9nPGUBVVN64+o0nwKKpY1kW5UIGH3zwQZ599lkArrzyyhNgVXVIwSApIr5vhMFf7KLvlhdI7B8pet+OFrQ9Vl3EQQVOiNSBcYZFmNv9z7BLP8bDoZ3s13tBgYTtvfavaRMTeq3txxAamlBpsmqotQO8LHUW51rLuMRcRbOoRdHSDadylHoKF6AGXW5Ujk3UtmDx+6WwSXd9rBaVdMtoF4RbjYXJ4CvxQaXsPA/GId8x+rVhBAJbEd5ejwJ6AkMc8/WhKvnnomdWRLMTvCkm3BkCQVBLX+cHap7miK+Hp+teKBpXDqd4GE+lhcHC2oVoSvrzuG3nbfz9A39f8f4kJ4aOug4+dcmnynqLPn7Bx1ndvPoEWTU1jhw5woYNG7jllls4cOBAnng4cuQIX/ziF7nuuusQQtDc3MyHP/zhGbTWHRnDIMlDmDYjd+/H7I16jrHHCiYrt5iGCkr9HlT7eNA3URUwRnEREzcsy6LFriWg+rkotYI6EcTEIkg65VBfUIN5zBE0lfE6+5Y2kOwOu9cTcGAPFdiR7ZWQKbJk92dSNLOBgNl7WuEpO4syRSbh+rYB2/bOLHEJRNSa/ViF9hfirHOQLPE52eR9tnc0P8TDDc/xD91v5qi/h1aziWuHX1ruLNhtHCCqxVFFvmAwS6x3+FU/uqaDBQPGMO9f/rmyx6mUo+GjhPQQUTP9Hd/cv5l9w/tY0bRi2o4hmTo3rLyBpkAT397ybXYN7cp7b0XjCj6w7gMnXcbL1q1b+cAHPgCAz+ejvr6eWCyWS+8GWLp0Kb/73e+YO3fuTJnpiRQMkjzGHzvqKRYCZ7ZgJy2Se0eK33SZvPQ5Acy+uOex9qn5jZ4sy6KmpoZEIlGU3XBWqgNN0dCEgh+DM7NNnjIYmpYWBgpoDf58wQDoC2rRWgNwsLp21UB6snZLE7Ud77tRWJRpsl0jvbZxWTEoKxbAO9XTzb7Mee/xH+aBxqexFcFXF/wYAE2o9OgDvKP/OrSMB8f5PCgAG4t7mh/LmFv5EkfCTpBIps+lNdDKQHyg5Phao5bPXvJZPv7Yx7EqyGXNigVIp1u+/q7X0xpq5Yd/9UOWNiyt2E7J8eXKjiu5suNKXuh/gV1DuxAi3Uvi3PZzZ9q0qpk/fz6//vWveeSRR3jmmWfo7u5mYGAATdNYtGgR69at47rrruOmm24iGKzSi3mCkHUYJHkkDo/R/4MXvD0ELlX4JstvfE8xquaLE0VRCAVDRKMRhIALUssRCqy3lqQHVJJdMFm86iZMc3topcZAFDbgmgRGRy2pvggkqjDOp5T2KjjJnHdcS/LepZ9lwCWuREXFxkYRCteNXMX7e/4aG4GKglDgq0t+yoOBqaVFutHga2A0OQnxl8Gv+UlYxeLq3Dnn8uNX/Xgqps1q5H1WMhWkh0FCsjvM8K/3oPg1fIvqSi8nTJNYAFhhzWWjeiDvNWELrEiSM9tWkuqNcI69OH8ds5RYyHq8Jxv35/VgWuFyQEkcHgqRzD+Qb0k9yUPuvTX8a5tJ7CguYKMENFJHJpFCmT20SiaWQ/Feosmc95fm/l+eWNDQUFWVlJ3KeQ2EIrir8WHakk3060MM6+PsCO1n0Jj8pF6KasVCVthkcRMLAJv6NvHPf/lnPnfZ59DU6Ql+lUhOFaRgkDDwvy9ih9NKwGviqors5Fim0uEGayndNWN0JQfw2zpzRAPrzMXMEQ2oRycRj3siixlVe6ysCFNJBxM6KHXNXZd/oKg1dhFeXpHsMokNxMufRLcxwKba/PVjCysvHVFXdHRFJ27H+UH773Kva2ioiootKr9Y2S6hk8Vr+0qWQzRFwxIWdx+4m/Pnns+NK2+ctB0SyamIFAwSfIsbSBwdR4xWUJWwEvd8dnJ0mdPUeh92OJmbcF89to5RJUpI+DBO5NfReR5eQYvTvBQBVC00RGqSKqhSu908JQ6hd8h/jISa/l7U++oZSxaLG1OYrpkLNnbZNLJCpiIWJrO9X/WTsNPeBktMfGE//9Tned3y17FzcCfLG5cTMkJTsksiORWQguE0ZvzxY4z+4SB6e6i8WMhOnlOcQHOlkh2TcYOY2s3Yt7LR/UncALxCBSpp7ez1ejVCoooMhykdZzLjKbZBqdUR4YnJ/4zYstzPbmKhFNVO3lP1LjhRUfFpPuKWd9AtkBMLhaREigtvu5CUSPHqpa/mv176X9Nil0RyMiPrMJyGiJRF5MV+Ru85ALbA7C5Tt10lfyKqJP9eV9IBii4oAQ19QW3F9uYRKF5XTu4bcR87mbjCSkoLlJrTCq+N29hsmmalxyksJOX2V6sq0+INcYoFgDubHq6ogM5kaQ20sqAmXX1zusQCQFOgqaxYKEe2K2adr46BWOksDYnkdEAKhgzmaIJjn3mSvu9tnWlTjiupvihd//40Y386WPlGhZNbBTUWMIVngKKIW5PveeC2dj+dywaOfakNLq2ky1FYk8KtppVHMabccZv9eb+Hzp0DAcc2bmKj8Lguc7ziIraKD57+nwA65w2yad7ekoWS6o2pRdpfNO8ieqI9mUNPnKOhGlMSKoPxwdzP6hRvc7/a/Sve8oe30BPpmdJ+JJKTHSkYMpg9EUTcIjndzXtmGcN/OIBI2ViDlRVJOm3RVRS9ij+PrDAonMwFRZUwRZndFhaOij7TU1GAYh4uc7yIWzk9VPQ0788YlTlMTInzdw2fZo+5v+RhxlJjFfVuAFz7QOwa2sXZrWdnDj1xjik7lRdTUI5SNpzZciZ1vvJ1+Uvt41j4GG/+w5sZiY9UbJNEcqohBUOGwOpmGm9cQdt7zpppU44b5nCc5K7qezTk0EEJTZN7Wlc8yx4X4VZ6uhxuD9PV7Ma0sQbLu7RzPR3ySmUXDCp8+i83+RfaXolHx4sCW56o38x35/yaYW2cI74ebl1xL//T/ks+s+S7ORERUxJ8ZMmXsZUJOxt8DZ6H8FpKKJyAs5kVDcbEvvaP7mf7wHZXb0K5JQoVldZga9mxLw6+6Nkv4q+MVs4S+SWqveiL9vHu+95dcoxEciojgx4d1F44b6ZNOG5YMZO+72yZ9Pa+NU0kdw0jTBNCGkSn2OXPrCKCchLttAszNJRGAzFSENRQSZCgX4VEZuL0qUUNmVx7OpQSJoaaLvdc6vJNYwPFEcaop5a7mh7BRvCb1vsZ0ce5q+WRiUHNoAqVzXP3oo7Z/Kr1Pg4H8qtwOuseBLUgMStW9tiFE3DWgzCayq+hkI0VgHSKpilMDMXIex2KgyJt7FxswSt9c9kbPsJ+n3c3y9VNq3nboRdJJMf4RUM9l0TjfGy4k+821rO9sSEdWqIoJb8We0b28FzPc1ww94IyZy+RnHrISo+nCeHnexj57V7vAc6+B15kI/srifB39lnw2m0lxyyHRrYGMZD2gIi4Wd6+wlLPLmIgh+J4vwJzjYW1pPqi3vurtOiToaTFQ0YwKXXGRAfMMiRIsjNwgK8u+An1di0HAkfLbrO0fikHx7xjW3JVHV2yGRQULpt/GXErzvO9z+e9lxUBC2oW0BPtqWqpIbvvwuP5gfZkisWpFC+LxvjrcIRRVWW7z+APc5fynIjRpU5sU4fKb175Uxbsug8e/nzRMWKKwna/j726zjdaW4i4iL4mxWCl8PHfVj0Nb/olhJqrOo/ZgLzPSqaCFAynCamhGL1f3Tj1CboSKhUChWWes90ZEwWzqU6mEVIFxw5oeYGRar1R3CzLjWmuuaDWGthO78N0lrQuITiyE+tHF3+VHaED7oNc0NFZUL+Aw2OHJ21WVhhUgqZotARa6Iv15V5z1kTw4vrRcQ77DF4fjnBd2CW7R9Whth3sFHcTpVNXSSoKl8fiXOBrBaMGBveUPEaXrvH9hnqO6TpzTJO762pZl0jy0+7eiUFn/Q284vNQN/saBJVC3mclU0EuSZwGWONJxh896j6Jl6pVUAZ9WR3mAZe14UrEgpqZQJ0TtU2xWFCZCOCrZFIvyKKoSCyQv1/Fr1Fz8Vwiz/ciImb1ZaAhXyzA9IkFBc8ljxQpVDS+3/7bPLGgKzp1vjqGE/nlnZ1NmkxMBmODTIVq2k4DBIXIeQ9UIUhZcVAU2k2Tv4om2acrHPT50G2LtckUISH4t6FhJnJXXD4Y24SxYwC8NvtawyKIj0L8GJWEbc03LT4zOHGtPjw8SoOdOY6/DhLjsO03MO8cuOwfqjpnieRkRgqGU5z4/hEG/m+b9yReuKwf0hHRym78rmKhUrJxCeXmUed8cIJ8YYqhojcH010vIwXLG17ek+NRFdINgWeMw61td/Jc3XaO+fvyXjeFWVR0ya2jYzh1YjKE5gXb+Xp3L9/0dRL3GXyuf5AHakLEUfAjuClusyJSSa+IClXcWDec/254/n9BzcSQVEGrc3wi853XfHDuW6vaj0RysiOXJE5RYtsHSfZGCD9+FFEiQFFvC2KbFvZwBWWhK+FETZxeqKS9F1PILNDaQ1i9UfT5NZhdE25v38pGUofGJl+uWVWqC+Cs0LNhK4Jfzrufnzbc6TmmJdCSV5vAiU/1kbQn9/lXWp3ROe7btefw0hfvAT2QnngTBRUkgy2QGE17C44Hmh88mk+5ohpgu3iq5pwBC86H134zLUROAuR9VjIVTo5vuaQq7KTF4G07GL//sLtY0DI+bb+KNjeEVusoFOR0d0/m2zHT8tPGe1KupEIlYEeToJAnFiDdCCpPLJRYHnAjuC6TAljBNgJBlPJpnbYisITJA8En8l73q/nFn7zEAjBpsQCVVWf0CYEibPx2eulB3/dA+o2L/37iiR2gdVX6/7HBtJgoyyRvX0ViocQHovkcwkVJi40sfTth821pcSORnAbIJYlTDGELhn+3p+TErTX4sYbjkLBJvFgwkTi3y86NpZ50ywU4ZhsZlcpCmG5ydmcmgqyA8PI6FJyfGC94svW7BGJCaXFUeM18KmYkmd5ECGxErgKhhc3jtZtRFDjm68MQGrsDh3m+dgevHXopLxu7iB5jgBo7yNmxlSRJYaCjoPA/c37B0/UvMKznP6WXCx6cat8GDQXLY3tNCJbYKjFVBTPOf/UN0mZbNLasxd+7HR0bFA0e/2r+hhHHdzGZWR5RNDBC4FpHYTq+T5kW384lGs0HStp2LKeYErDy5bDrnomXFC1fREgkpzBSMJxiJI+FiW111L13meytIfcnV7XBh+3WhMrrvqwCSulJR/FraS9HViw4lyx0FczjKCJ0pTKRUmaI3hDA7ItWd+zCfSZtUntGMUnRawzxzZW/pn24AV1oPFq3kZju/pn8ru1BftP259zvftsARaUt2UjIDrAveKRk6+ZsKmSWrFAQiKKliEIR0R5qpzfaixvvGx7miM/PHl1jcSrFhniCVttmfTzOPMvDnt5t5D58t9RKt6BLYaXFgq82PXlbXt6Q9BerP15DoxFlOBWiLZhEESYgsIWz/pfzj8Jha6Ax7fHwPAYwsK/APhO2/AwufK/3NhLJKYIUDKcYSq3jI1VAqcnk7mukfeEl1tBdxUIpbEApHbRQtCSiO9ILqxELhe2oK3k4doqFrCfEUKHKGATbqrBugIs4Ewh2+Q+wrWY/fcYQT9RtIa4miIkELzaW32VIDxE200/bCgq6z0fEjHDUXzyR12g1RK1oUXGjQnuyFC5FFHoc5gbb6I320pFM0WpbrEikGNZ1VGFzfTjCfLMg9kA1JgIKgy0uAmAK61XJcgGZgr1jLdx1bC1+NUXCNgioSWyh0OSL0Zuoo1aNsaolQiQuuGruAWr0griESso+D+zK/JD5Eqo6bPoprL8JfDXVn5dEchIhBcNJjkhZRDb3ETyjhcizPYw91Ol4k1yhH0VTEZNdEig1QXstRxRuk52wyxVz8sKrHbVzX6WWTizhngFSQWChSJQQDB4PqxPmKTzctpG76x4pfZACsmmPq5pWsal/U9oOBBHTu7OopmqIMimtWS9C2SUJIVh2+Fm+NRajKRmH2rkQHc1f/1cyVbOEDYqeCQxUYOlLIBF29xiUwt8Aiy+FPX+sYLDjg1fUtA0INFUhYRugKMTtdAJmbyJd/TFsh9jUn26lvjA0yvrmUs2k3PbvJPOebULPC/D418AIwpproW11BfZLJGm++MUv8k//9E+532dJHoIrMkviJCf8ZBcjd+1PT4aW7b7WnsVxD9TaAlj9ZYLqvNbuJ5kJkVvy8NrvyY5C2oORtAkrUfYHj/LHxr/waMPGqne1oW0D82vnc+/Be13fL1ckqTArwq/5SWQm+0riFz4wPMoHRkYdbS0UaFqSrnFQymV/PFH09BKAB9/bezER0700tKKqCEd6pF+z+LuVT6GVWVLL34lWvJRiBNNLGeOZUtqta6CuHV7yj7Dsisr3fYKQ99nZxe7du1m/fj3x+MS9eJZMya7ILImTHN+iOlBIPzmXm4S13CIuopIJ22vMJL/PuWJGzv26+bgMR9T6JPpO+ZY3VLeds9mTVt0Bs5cihcmQOgpJGwuLf1zyVT65+OuTEgsAm/s384eDfwDcuyiawqTR3+i6raZorGxaiaFMTJ4Jh2dAIPCXCNTz2TZrk8mCHlgChg8eP7FQspV1tud26TTLJTXeHg1RUHvBtEHNeRDKOVoz198t7iIVmxALAAO74eCjsPsPZfYpOd2xbZt3v/vdxONxLrnkkpk2pyLkksRJTKo/yvjjxyqfwB1ZAvbYJG/82ayHyaC6bFs4B2jkV0WchDhJ7h+tLlbBeYwyLv10yyyBmnlKt7HpNgb4945bUIXC0vgC9gY7i4onVYuzEqPTGzA3OBdN0+gKdzGSGCnazlAMmoPNPNP9TN52hR6JhEcdgqCA7/T2c358mtqfq77MUoXjuobaINqfP66kGLA9lgXyWVY7xPbR8qWaa7Q4y+uG0+E3gSaID8P8c6F3B1huXjfh7l1wJXOeqfLNuSSnN9/61rd44oknePOb38yKFSt46qmnZtqkskjBcBIz/pejxLb0lx84HWQzGpz3zDodnCmI5ZYqskLAp2K0h0gdcQlkm4oYcc4n1QQ2VjBUINga2sOTdVt4qOFZXjJ2LqZi8Wj986TUiWvg7PJYWH65GgzNwHIJtuyJpdfd3bwOAJawXDMbypVtDto2moBf9QyyKDlNYgGgsMaD6isWC4FmiA8VvJaZyCGd5ujm2SgoqLSqfpAbtZ08MHAmY1H3D7XRiPGWpZvxa5lrmw107HnRvThTliobZuVqSkimDTsSQQjQak/+4NKDBw/yL//yL7S0tPC1r32Nb3/72zNtUkVIwXCSYo0niZ4osQDuGQ2F9Qoq9QYkbXexMBVs0l4Fs7KOkpUgMv/dEtzNw43P8ufGp3Pv/akpXSjJUAzP401WLADEXZ90nba5H7RUiqWToBYgZsXRBXxgPMa7B/uxFQ1ftRNjIfULYaxEZ0y3IlFZYeBQfcl4hOc4l3FqMSyTl/AMSfzU4khvdZngl9YM8LbA42wemo9pQ1LoNBoxRu06/MQ5v7kLn+Y8R+G5L293WkYZ60EwXTwJgSa4/1/TGUSX/L3L9pJKscbGGPnt7xj+1S9JHU4HdBvz59P4xjfS+Ia/QW9qmmELJ8d73/teIpEI3/nOd2hra5tpcypGCoaTFYWpdZ4s5Q2YbHnn6SwLPYn0x6rHF5DLHlBACJvvtv+aTc176Ba9CI/guJSYZOeuCiisoeDFZIownRUeZWPAx1d7B3hZLAZ4ufwzH2qpgEM9kC5yBMVioaIyzALn5JxUa/hv+y3ECWXeU3iS87CAD/AL5jLgskQx8eXzaxYXtx0pOEapjAiI42MbqxikkT5aWcRR6omxge3Fg/116XLWObFQ8MXPCqBIlVkikjyShw/T+e73kDqa/51KdXXR/7WvMfzzn7Pohz/Av3LlDFk4OX7wgx/w4IMPcs011/C2t71tps2pCikYTkLMgRix3UPVxxMENYhlNiicX5z3vFLvuf2exaismqPiV0sGXaoNftQ6A/PohBdCIOgNDIEpmGu2ElFj7A0epsGso4l6GhN1ZY+bh0uFShOLv9Rv4rnabWyt3cOwlqkz4PD+H89JHPJjDdwKLpU6jqZohPQQ46lxVEVFCJG3Ta1t8+qE4MahPs5IphhXFRqydTnmrIW+bS4WZQstuYuFnepqOu0FrGEXi7VBnrNWM0Azf8Wj9NPCHGswF1k9RAN1pD/TQZoYpY7VRi+koowTwE8CA4uN9kriBHNnCGChA4L/5Y1cznNcIZ51vF98XSxUdrCSJXQSNdr5depKWhnkOu4nZOjEUyk2cjbLOMRdvIoxrZmINRHmuZ+lAIwTIkaAK3kaf7ZTW2HvC6/P+fGvQv8ueONPQdXcx0hcsWMxOt/7viKx4MTs7aXzPe9l2V13ojU0nEDrJs+xY8f42Mc+RjAY5JZbbplpc6pGCoaTjGRXmL5vbp7cxjErP728VkeEMxNBqbmt8D2vsU6xUCJ1UiTsko2Y7NEE9mh+VH+cBO9c+m/UWkHeNPYa7q15hG7fACoqyxILuWr4Aq4bvhIVNa/WgBLQwFBz9ShyWCKvHoFA8M15P+OBxmdKXIj8SdxQDE8PQ3ai9it+EqL4Cbst0MZAfCA3LisUvGINvMSH83VLWGmxICbsbDEtBnWNl0Si/MvQMAvMCYXZ4Lz+rmLBnSc4l0e5BBMNYYNA41l1PbWhEKPjYUBhOysIU8dLeIZjzGWIekZoJECcONk+EQoXpzayQdvPLdbraWWIIRowMXBPc1FI4eMRLmUh/byoncVa6wUGaaaRMVZzABVBHB8bOYs/k05rXDxvEYOdnQzSxLeUDi4693y2PvMXhmkkxAVECXoK74e4HID9LOZN3E0zY3j+ASgatKyAkcNpj4uiwu57oXsrLDi34usrgdG77ybV2Vl2nNnby8jtd9Dyznccf6Omgfe///2Mjo7yX//1XyxbtmymzamaU0Iw2HETcyiOb37tTJty3Ilud5R9NpT8jIIsAQ3iHndAbaKTo4hMohug7tIJ0u0hr1Tapk7ZbpLZSTyhJHmw4Rnua3wSgLAW44dNv82Ns7HZ5++kt3WQa8YuIqYkOObrY310NQoKI4zRMF7DfQ1PIIBhfZSrRy9mjtmMgsJRo5e9/k6+svDH2MqEzU3+JoYTw4Vm5eHX/aRSKYJakOWNyxlJjHA0fDTPS+AmFmqMGlY3ryY5kGQ0mW5cVC4osRCnp0O3BWam7vHF0RjXj4fZ4fcREPDG8XH6NJ0zsmmSWsAjE6AyhqnPTMTppYJav0Y0JbBsm9HxCNmJPkza4/O8dgExayJ7e8JzkOZpzuMZ6zwE0Ed6LVfTNNeAzywChZ+pN2JbNltYTvYLuI4dRAhxkA6EIyl0PDzhqYoJP4888yLQCJAWCxXQRxv/xxu4lE1czKaJlMw8w6x0WmXu98z36cXfSMFQJSO//k3lY3/1q5NCMNx2223ce++9rF+/no985CMzbc6kOCUEw9Cv9xDfMUjre88msLxxps05rliDjpu9Uyw4J+2Ulf+6no4HUJp8CGcba0Gea95YXo/ZFUXESkxepigWCJV63rPbVTA3Wth8ZPGX6Qz0kFCTmc293fzjeoR3rPwUSZJYis2q1FKuUi7m9/b9zEu1sqVmN03+JkYSI/y25QHOjZ5BTEmwsXaH6/6yYqHZ30zEjLimIYZT6YkoZsU4MHqAqJkOyCs3+UdSER7vepwG3+TdqIqi0CQ0hoXJj3r6mWemMISgKVNv4DXRWPoJV9WZk3R85npWMFRQ4lLV2WkvZpwa6onQxVx6/MshATlhUKoKJuSJBS8KP1HLslAUpaiAjaqq2Jnzs3N1FZTc/1/gDISjtIzf7yeRSOQVxSmF2zGdhKnlfl7Kk5zHHPpZzhHOZ+vEUkXxHtNnt/HH6aZVy19WkR0SSBw4UPHY5KFDCNNE0WfvdNbX18eHPvQhNE3jBz/4AfostrUUJ6fVBfiXNmCNJtCbK2mJe3ITXNvinkqZV0ug4PVMMGCeWMiNndgwtb9wbdaDyQY2FggUt7ezt/87mx9mb6iz4P2J7dwqF8aUiYlhj3GQ/XRiYdHrSwefZUVAVIvzeF1lyzpxM+5ZsyCLipoTC4UYikGNr4ZwIoxZoJSy3gU3AlogL1NCVVTszBNrCAXFSvGro92YikKHFgJfEGIFHhFhF6cj5mo3FIiFTIpiF238imtZrPSykD7+zEWk8Dm29zTZE5/PRzJZXd0Pt4nbtm0CgYCnAMiKhZaWFqLRKLFYOigxGo2WFQPOY5YXDjWEqeEAS+iijUuUF+kUbTQzyhqcE122JkME7vg7+OCWdGVISVkURan8NqMooM7uGoSf+MQnGBwc5O/+7u9Ys2YN4XB+lpjz7yP7ns/nw+fzMZuQpaFPMoRl0/Ufz3gvJ3gtUwBqjYEdTU16wldDOnZhL4ZJEAslCUbTfwgCQVxJEBRpsbfX38kdzQ/ycONz+ceuMNjweGKoBqlM+l2tUctNa27ih9t+mJvIy1Fn1DGecmvTXEy9r56xZLGAU4Tghz29rE6m8mMQSnoMyjQIAxL4+BnXc4y52LgH6Dmf8N3QdZ1AIFB0M8ySfeI/nui6ztKlS9m7d+9xO25dXR3j49nPMd/VtpxOXsGj1BDl9zVvpSciuJhNrGcH6gf+QnDuzNZnOFnus4ff9naizz5bfiAQOPNMlv7ut+UHziBXXnkljz76aFXbfPCDH+TrX//68TFokpwSHobTCUVT0ZsDpCIedQw8xAKAHZlaCmAlYkFpMBDhlGcQmUDwxaYfsiFwBsvjC/ld0wMc9fdw0fg5qCjc3/gUY3p+g6VyYqFcX4XpwjlZhlNhvv/i96vaPqAHKhIMdZZFNDHKPMvGQGVMsVGFYFxV+U5vPxfGnZUTs2KglGjx9uiECXGn8ir2iYUZT413aezs+bs9gTc1NTE8POwpFoBJTdotLS0MDlaenmiaZp5YyB5X0zSEECUFT6VMiAXID85U2M8SvsuitLcj8zX+My/lAV5C4Md38JGPfATDcO93IZmg6W/fVLFgaPrbNx1nayRZpGA4SYhu7kMJaAjTxprixH88EaPuto3rUVKGxZA1zNba3Txbnx+Vf7v/Qdft3rLmLdy267aSx6xGLJTKbCgVI7GodhGd4fJR26Xoj5UptCUEl8XifGxomEbLps62c4sBMUUhpSjUF014k3MXPc16nuRcxqgHoeTtqbm5maGhIc9tm5qait4fHi4dIDpZ3MRC9gm5GkoFUU43zjiKNAqabqCqKk888QQvfelLUWe5C32mqXv5ywmsO4f41hdKjvOvWkX9tdeeIKsmzyOPPFLy/c985jN89rOfBWZ38ykpGE4CUr0Rhn61G8VQEV7FicoVOioROzDdmLqNbqp5aYsvBvbwuY7v57n1YcJ74OUl2Nw/yRRSD9zEQtaGQrHgtMlNLNQYNURS7u2m1cyk4eUZ2dCwks2jezFswQdFPdvjfTSZJv805D7xBoUgKAq9CtXTTxMPcylHmMs47i7pkZER19cDgQBtbW0cOZIuipRdotB1HdM0c//XNA3btl1vfF7xAdllg2yGROE453JI1p0+Npa/ZFNbW5vzcFQSs1AKRVHQNA3DMHKxEG42+3w+/H4/0WiUaNQ9jsXv97NkyRJ2797NI488wrJly1i0aNGkbTsdUHSdju99j6Mf+DtiW7e6jvGfcQYdt3wPNXDqx67NFqRgOAnQW0PUvnQBImUT3dSHcItML1flcJrFQuiiuUSfKa6eJwDdTE+W2wL7WJKcT48xxFfn/zhjZv6EnZ1QTWEWPf0bqsH2we1liyA1GA2MptyfOAuXM9yEidek7iZgDAxSmah4L7Hg3KcmBD4h+P+GRvhSSxMoCv/b1cMFh7u4Z/4qlvbt4yyzC2ybkiIgr29C6c8yQhCwiRGklig7WMFDXM6reZBnWc8hFuFXbc9VDC+3fTwez4kFN0wzfb1KpkR6TOLZoK/stoXjfD5fXrCjW+Cjczlkqk9pQghM08ydUxZnymcikSCRSOQtUWSFSmtrK0NDQ9i2TSKR4NixY7S1tbFixQra29unZNvpgt7UxOKf/4zwI48w/MtfEd+5E4TAv2olTW98E3XXXD2rMyNOReTVPgkQpoUxv5bh3+wuX9lRp3zaYvYBtU6DcfcdKkENka0KWfBAW3d1B/Hd+U/CaqOPA9oR7jEeIqGk2BM8RJevH1OxaPY3k0iUXzYoDB7MigtN0UouO8Rt77S5QjHgtZ+gFiRmle4wqKDkxELh64WCZnHS5KaxMW4an5jE2i2LlKJwYSI9Ob72qHtKpyt2inRgo8CrFOcBFnEnVzNKAxoCK9OiqsGwCac0fsNrc1sm7NIu8VJP6KFQCJ/PRyAQoKenp2hSLYcAkprOrqVrWHzsEI2xMFHdoKuhheFQHbWJGFFfkBV9R6lPpJ/anQIhoekIy2bJ4sVsHB6jPjxG3PDz/JI1nNl1gLnh0bKCwdACpKw4erwRVItAqg1TiaIn69GtEJYWJR7oIxUYyRMJ5ZY2sscdGBjIez0cDhMOhxkZGWHLli3cfPPN1NSc/E2UjjeKplF39dXUXX31TJsiQWZJnBQM3LqtaIL2JDsPCNxLNbsVXqoCtd6HSFiIhIVNus0zwPYVR/io8Z8A+FQfSbcmQyXNnvAETDUjQlM0rIImSpUUYpoumiyLX3b1MN+sYN1c1cGeXMDmUdqJE2I7yznqX8NAQs8IAu/AxSxTddkX4lVsKanpmKpGV2MLTy47i7UjfbzQuoCmyBi9DS0YZoraeJTh2uKaFEYqSWMsQpNtcs7+bTREw9y97jL66pqyJ5E+tmVSG48xWlNHIJlAt0xW9B/jwoM7qKupYTwSxVJVDDttn5YK0TR4LraWRLNKu7OTviFSDb1Etelt9LZq1Spuuummad1nJcj7rGQqSA/DSYBwps8VLl9rSrrMcnZJwjnPuk0ImgplJjLLD2oCbCxSioWhGKi2gmIoJPQkxlg620FFoV8bZtA3wjfsn+a2r1YspM22XX+uFGcr6UKxALimKB4PPjowxF+HI9R4TcaFTZNsM11SuMoukX20cCt/k+mxACTKiwRIxyFYlkUqVV3grJvASKkaAtJVDx1iIanp6JbJwZZ5/PnMC0FR8JspErrB83OXADBS18g6Q2ErRpFYyH7FU4aPfsNHP5BcegbnHt6TFgtK/rnamk6kJl1ZMu7zA362LFpFa0cHjYN9PKX46WqaQ310nBu2Pk7zWBsKap5Y0P0qpkt1Ul+yGX2gHt1oRxUaCd8IZl0fSiyEpcewtDio1X9f9+/fTyqVkhkTkpMK6WE4CRh79AhjDxwumTLphtboxxqpLpUtW445IPz8T/sveKjhWRYk2vny4Q/zRNNWXlx1hNGj/cSUOC1WIw81plOfTkSdBKcomAxesRCFcQ3VHCe7T00Ivtg3wCujbssa2Smw2m5hDmra6LFbMGLdPMrFbGO1Z72E6SalaliKylBNLX31LUR8flKhGvY1tCFUFc2yuHj/i4QDNTSFR3lo7QUoCGyU9OSuuIuZCmpN5vj7+c38sHsIW+BZV9Hr6mpmCks3QAgWDMaZO6xw3v4E7aPp3iqqCnYFH4uipDV4qNEgOpK2wlaTxAP9qKafSH26aJOtxzPjVUSJGh3Lli3jzW9+M5p24hpTyfusZCpIwTBLEZbN6H2HSR4ZI3mw+qdjpc5Aq/dhHssE5jmXIkr0mkhhEtVi/MOS/6LPN5E65wz2m2nclhyOBxV3phSCN4yH+dfBETwDEvOCFgvw1aYrMhZWZXQwrjTw3+JdBImiIRjn+K9/JzWdHfMWs3nRahK64TrxF+drOOt1lhpXOSrw1+1N/Lp38ktKOXEiBCgKNTGLcw4luHJbnKSuUGuDnfn70HwKVnJy1goESf8AsWAPitBIBgfA1kB1/75ed911bNiwYXInNQnkfVYyFaRgmKVEtvQx/Mvd5QeWofZlHYQfO1pBsycQ2Lx/6efo8Q9gKsU3uPmh+fTGeosm61KFkyqZdCfjnZhs+2g3qhVD2SfZC2Ix1iZSLEuluDEcgZZVMHQQ3Oo8+Gog6Z1V4fa8LYDnOIcXWc0wDbmGTtMdf+DkaGMbtgJ1sSj3n3mha2yBF84zcD7tN2gqo1b5z9crpBOmJjhK7ctnCpK6woagn5v3CUb2jqLpGoPHwtS1+BkfnFqFSF+NQiwWZ6hlI2jFfyPz58/nXe961wnrLSDvs5KpIGMYZimJbJDjFO+U4Ye80+CcKMDuwCGOBno9x0TMiOuTfakMhlx6oYdXYLLLDF5ioZSQ8HovYARIpVIoKMwNzaU72g24C5m/Ckf4xOAwY5rGCqGDmVmCqGmHsaPuYgHSYkH1gWd8h80IdQzTwFKOYvsauT95Nk9zfvG5VyEWKhUXCd3gaGMrfz7zotxTeDnOrvHzYmRiQnVeKZ8KscwLN7Q3ck//KAOp0p9zpbUq3f4kqvkzcY5L6unz3BxLcIdpsqE3/Xk2zQ0y0ls6a6YSkhFBMBiicfhsorWdoNgoZoBETTcI6OrqIhwO09jYOOVjSSTHGykYZiFWJEX0hUxUduFd0OeS+ZBlCuIiSYovLvg/1/eyk71bs6TCJkleeC0hTEYslCqYlBUEbpO9Z6fLTLlmgaA72p0TMXnbC1AyNfzm2DZzbJvcarqiQdtKOPR4acM9xMKznMMjXIJAIUaQAFEUO0RsGp6pS4mF3tpGXli4jFBdAy+GGqhLZbqCKvmVH8E93sApFgqJOQb/qGuI17U18NhwmJFKMkcK8CkKycx5GLjHMEyH9+EPHTorN0NtAoZ70mKhMEbVi7lL6xnqiZCMWQTqdOLjEyI6GbMwqKNh5Mzca2ZsXvqzUW2e+PlhXvP/GqfhDCSS44sUDLMQ1aehtQWxelwqx3mJBZjSXTOmJhjW3fsclIoXyIqF6VwiKMWFcy/k2Z78GvOF3gsFxXOJI6AFaAm0cCxyzPMYhSKmTjH4wdFO5pkmDW4TsLDSYqF5GQxV3pZ3E2t5gJcQJQSAP1OtM04oU0ujsswHyPckqKpKS0sL/f3FqYDDoVrqY1HG/QF+f+4VCIcnYdzINgQrxu1qthsavWW8Blnu6h8tutlUGvSYdFxzp1iYQgipK7YKj5wZ4tpNE393iqLgC2kkyvRR6XHEGTnFghe6WZv+wYJDLwwy2h+joU12spTMbmRB81mIEAI7WeJW6JxH6irTfErQe5xA8PV5t5FUUxjqRJqXpmg0+Zsch/WewE6EWLh60dX87yv+lw+f++G81wsFTSlb4la8SCzoise1EQJFCL42HOPMVIpmIUrnJaRKrXdP/KmNUstOlnEPL8+JBYBgTek15YYG93iCjo6OPE9Cb7COjWZxe+DnF63iVxdcw/9efi2/vPDlObHQpJe/DRgU3yz6KhQLWYKOHdSoSkmx4KtAK01VLATV9EHaHfEDicyBFS3tXbAtUVYsTAVFgfNfvQTbsrEqiPOQSGYS6WGYZdhJi1R3BDFUYvJxzgQVPM0AiJj3OAWFZjM9WQW0QK7CoiWsvGJHpXotZFlcv5jmQDOb+zYXjVUUJbfvtmBb+WZM5HsuOsc6+c2e3/Da5a/ltp23VbS9kznBOQzGB4uDNlEwC9ftheCVkSj/b2SUpeXKbmcZL/Ba1MyBSB8oGl2ihWc4j8PMZYTsxJ8/K5arIujVcMnn85FS01JmqKaOO869EoC2eAQlESeh+7jYjLCxPl2S2C5ofDRsep9friaCy3uVSkQFWB70cVlTLT/uSmfeqMACM8Ex3e+6TS5JIfO5BJIJzhk4xoGO5QyYdtFnlT5Q+rU6TWHcyi5NeXsxYnZ6ianXNEEI2odNrtqWXorwdKpVuOyn+1RMhzfQF9RIxhw7zeynvi3Ilgc6ef4Ph1h98Vyuecfa8juXSGaI004wmENxtDoDxThxuc+VMvbIEcbuO0TL29aitwUx+zNBV143qVI+2XI3toL3G810BH4l7ZezFIoFFZVwMkznWHGjJlOYuePVGXUMxAaKxrjhbGC1d2Qvn3vqc9zw1htY27KWR4/m95d3WxbxqT5sYWMKk5HECLVGLaPJUWoUnUjG/n/u62FRMsU3Wxq5YTyMIWBJKsWZyUmmkdYv5MiYxROR89FJoQjBXpYTx4+qKmC7fzDOngTOZkvZ3w3DKGoR/fTStdxe38rwxauxVY1V4WEMJV2yoz9QA4F0+uV91OV9XZwVxOs1lZSwAYVYgW3T4TcSwJhlp8VCZnIft6FleIA2f4j+mnp8iiCp6miWBbZNyEyS1HVawmMsGOnnvM49AFx6ZA+HjSAPrjmXsWAtKAqLBntYOtDFnjkdNMfC2LV17KxvBSFYPDrAwaY5nrblrrCicOG+BC1Ru/Q5V3hBnGJBURWSBWnM66/pIBW32P6Xrtxru5/uYfm5bSw9p62yg0gkJ5jTKq0yeXScvm9vIbCmmda3n1l+gxPM+GNHGf3jQWoumYcS1Ak/OJHhoM8PYQ4nUHQFUaFXoYjCPhNa2uU6rkZ4z/LPENbdu+1lmWycQq1eS9gMlx/oQWGHy7NazmLb4LYSW3jThsr14TgLYuP8JRTk2nCYq6PxzLN+NaWEAH8jJEYyPzeAptNnNXBf4hw6lcWkRLGr3+fz0dzcDEBPT3HzLieNjY2MjY0VNYPatGgV2+cuJmClGA7WpT0GmafrycS9NuoqIxkvw7SlL2Y9NkKwYriXq5cv5feHjvKSvVsIJJP01TezaGwQPZUkoRkkdJ3B2kaWDHaXjdzIiqmkphP2B2mOjufFcFiKQlz3odsWPstkd9sCnli5gZRR/HxUb8OYCpfujHH1C6WzIjrWNtG1b6TqGg2FgZMNbQGa59fStW+ERCT/b7l9ST1//cnizJjpQqZVSqbCaeVhUGsM9OYARvvsbPoiTBsUiDzZTd2VC1EbfNij6ch1sycKdhU38+xjppNCnZEudEdQ+HNCoE6vI2pG8wL/skGFTrFQjXioRCyUqsVQ2OGyarEgBK+IxHks5OfG0VFuHkm79l8fjqTv5jkqEQuOKdVMZ2ocYCH3Jl4O2IypzWn3vcelSSaTDA0Noarl4wZGRkbSEyGwZ85Ceuqb0W2b3fMXk9QM3PJEJjPZjziWJKYiFtqx6EXDl0ywdKCLve0dXHRwJ+uO7Se0/wVucLR/rh3sJhQKEU0l8Vsp/FaK+oT7hF3Yp8Lv9xOLxfBZJs3RTIaL47lHE4IaRzzJmv5jLBnqZfOiVfQ0tBD2B7luaxdGRGeZaGVLCFZ1lS9nfmTH5ApHFWZZjPbHGe0vyCxSoL5xB6FaH7ik0koks4HTysMw2+n64jPYI2VuXM5HwCk2knLy09Z7+HnbH3K/Fz7Vl+J4lYWuN+qJmtGSdR7K0WjDl3t7uTg+tQI8XhxmAT/jdSQp3cTIi9raWubOnUtnZ2euxbMTc/2FPNTWwYFSQbBVMtfQ6UmVvqYVexoygaEXHdzOOUf3s3nRKtrCIywa6qvaLq8GVk4Mw6i6D0YhNTU1RCJpuRUMd1ATXuIZ0Ns4L8RId2nPmxuKpiAKWsoXxjVkEXYEM74TK/EYAO/+1g9pnDO36mNWgrzPSqbCaeVhmO0EljUS3VTmRpu9B6lMiIUKhYNaoyMECEfUt0BgYzOgj+SNtWyr4qJKpcTCVMTEWCq/JHZQCxK34hV5Nv5haJhGy+b8RIKlZSbHsrgUXIoQ5HvcxDhTu+mGw2H27duX+72roYV9C5axft82tr30lbyQEuAQC/N8Oi2GzrZI+doXhQssChAAT7HgHK8DhqpgC4GuKoSdk58QdAz1cfbRffgsE922aY2kvTbnde5JT/zO/RbEY3hRyRg3sRAKhYhGvSf1wuJVWbEAEKs9QizQTevgRSgiHdekauneEpqhYCtxkr5hkr5hbCWFZURA6DSMnAGKIOEfAEsnFRjC1CPUja0iqNeRilsoBXklbmJB1YaJDv8SmPCubLzn91z9rg+UvRYSyYlGCoZZRP01i0gcGsUqlSEBoIKiq4ikXZlY8GsogB0xIZQJ9vQrkEgHFGponBVbwf1NT+Y2mcwk3+hrZCQ5kveacz/OtteGaiCEKPIeeImUSrMqLo7G+OjQMKunKhKcZDwtYUIcpZ0F9HA31zCeKdVcSDWlm0eCtcQ1A7+Z5EDbAvYtWsGw7uNo+wLGXJqNDSZNupPORlnuca8K+WIhpMAVLfX8eXDM03VgA8t9BvuT6ULZqUwAZCgWo822GFNUNhzZxxm9nYSE7ekNKOcl8KIaZ6dTJDjFgtu137BhA52dnQwMeATa6iYDc56kcXADKDaWHkVL1TAaOkKPPQDNxZuk2g8Tt8IktXxRO9q2hTHbh6g30RONhKLzMFJNnh6M2PCfyIoFRdMQlkVkeLDCqyCRnFikYJhFDN++r1gsuPmGbdJiAdJiwStWT1PAEpCw0g2nAKKZm3kif6cP1T8zsdkkyzVnxYLX9nV6HYPJ9M3QFrZrQSgLyzU+opxYMGyb14UjfGawwnVmfwMk3NMUixGYaNzN1exmBV4NlnKjCyYsTdMY9AVJqioDdU00RsdpHx9mLBDiVxdcPdEG0ZEqOGZPfPROTVi4aOH1KRV+ZWIC/jjg0cTMcTqpI+PQHgAhWNXTSdQfYMHIABuO7K3ouG4Ueg6yywrlhFWp9708CoXjFUVh06ZN5Y1UBOG6vdhaEltPlPuIGaMLt6IcQggULYWwbVLBQUaDgwRj8/HFWvGbjcVVI5WJtFKREVp7n32KRDSKPxRCIplNSMEwS7CiKRIHRvJeU4J6yfoJObycAQ43ssimdWVFRBYNDp03zt7Y0VxQZDViwTm5G4pBSqQ8tx9MDuaWKEqJkkvnXcoT3U+UPaYCtJgmg5rGd3v7ucgtTkE1wDYpmkJLiYWCRlEJJcTXxTuyDZszR3Zn3rx51NTUsH//foQQxDWdu9a/hKFsUaaMOPCZSUzdNyESHGIhKxSyFntkYbpqyYCqEC/cQAhax4eoj8cQQnCgvaNAoAiufKEHTR1gwegRjg7NYd7oIHUVBiGWo3B8dlmhnEch+76u65im99+B3+8vSjct3Ecpsksmpn883Wraopoim0U4BZKu68SCXcT8XdSMr8DSI9SGl+WWP7C78rZtaJ/H+dfeIMWCZFYiBcMsINUXpfdrG4vu/iJmFk/w4P4aoPjUCc+DB1qDH2vIsf5tQduREL4ajZBoY8AYQCiCWqOWcKp8doPTE5DyaryUIaSHsGyLhJ0gKZLZHWRmvokJrEYpnUEgSAfafbOnj5fGE4RVhfq8STIzlaq6d0vpUjjEws+4jh7RSoz8AkNek2Z3dzePrFzPvktfg61peXn+OH5OGu4FixzW51ge9LE3NuFbMIA2v0FXIlXkXHKKhcUDPUR8fgZrG5g/OsSlB3dgC8HeoT58VoqwL8BQXSMreo4wf3QwN0mu6jtaZJNzUvYSCz6fD0VRiibvSsSFz+dzDfoEME2zZBxEIpHI80YUCohSggLSE3xtbS3hcNjVVue+sz97eT8Kvxc5oaNCpCEdq6KbtQRj89D9CvGC2JjF685j8x/vIpWIc8Frb/S0WXJy8qMf/Yh3vvOdZcf9+c9/5pprrjkBFlWHFAyzgNRQ3Dsk3e0JyUUsAGXFglJrYI1mxIKmYCyvJ7VnlJoBg3/u+3ueNvYgFMGD8x5klErd9ROoiort8LkWLi1EzWI38vp4nFdGo/xVOMLXm5toNy2ubkhyf+b9AArxgouzKpHgmGGwyjRRoUAswHRUEuimle2sYi9LcXvcdE4K4/4g2+YvJan7mCNMds9blCm7XLxdYSmMLArplSWLfAHQoBS7/1NAbyJFvaow5nLummVRm4hxee9BGob6sWw7J0IUYFXfEUKhELGhXkT3oQkDKJ7wGhsbGRkZKTnhZkkmk2iahmEYWJZVURBj7vzLdMcs3FehnfPmzaOrK/20Xmhr9ndd1xFCuIqC7MTe3t5Ob29+x1anMMj+7OW5qEQcJRqOYiQbIREEJQhiwpPzwp/vBSF4/u7bpWA4hVFVlbY27wJdfr/3A8VMIgXDLCC+tcT6/DRmK4pwCmNxHanD42AJzGOZJ+mUTatai4aKJWwu6LuAbXO3kiTJkFEsHLy6RdoFC7SVZDO8LGHx5rG0J+MLA+mywWz5DV8MBflzbQ1hReGZ0ERTnpWJBL/t6sUk/aRN42IYOey+c7uSwEcFGwULjYjeRMpMEiHIj3gDlbRasX0+Hlm1nmPN7SAEO8tMfF4WCdzjAlr9PrriySJPggU5sdChCC5vquWho920DfVz+f4XJ+zD3bvuFQNQOOGNjIzkTc7l4g4sy8KyLAzDwLZtfD5f2i0fi6GqqueEWkqQOJ/qFUXBtvMDLmtqanJioRSlljWyyyRZsVBpZsdkSBFjuO059Hg9gdgclLjj+5u5tqsve+lxObZkdtDR0cGhQ4dm2oyqkYJhFqC1VpjDX2lyfIkW2KnD47kgSeGoMjfXbuKGxIXc49sIZgMfPPhOVttzedOqT5BU8936Xq2lnaxvW8/W/q0lRcMbRsd56/AwBJognh+s+JpojNdEYyQ0Pzv1UeabJo+EQrw2HEUhIxbAWyxUQJggJjr/yxsIUwumQKASUExwqdLoZNv8pQgUnl15NqnslFxGLEyG/XF3N70iBEJRqI+Oc9Xmv7C8rYWG7u5pOaaXKGhoaCCRSBCPl0/pzE7AyWQyt9RQzt3vRNd1LMtCCJH3VO8cm53UnWmSbvuczOTvNX46hYQZGCO8sJ66faAoKsIhuLc9dD8dZ5zFygsvnZZjSSTTgRQMs4DEgQrd/5V62sssTXjtp1HU8FfJdbyod7LEbsMv/NiTyJZQUNjSv4UmfxNxM05zoJnuSHdeiuXaRIJPDA2nv4DxEc99+a0E6zMmvGE8E1Nh1MKZ18OW2yo0yICC+IoIQb7JuzAxMqGMoGaSFeJiomNnKBN85nwi39O2kMdXrss8DU6/SPBECHy2RWN0nEv3bCVl+Jg3MoAubLqnSSykD5P/BbEsC5/Px+joaDoosEIURWHOnDksXLiQHTt2EIsVB1EGg0FXb0dWLJQiG/dQOIEXejKy79fX1zM25p4p4uX5KBQfXmLBK6albIqt7sOsqUOP5PdwScXjPPDD70jBIJlVSMEwg0Se7yH8ZNcJnXOAksJjjmjg6tTZud9fNn4R9zc8VeXu0wfIdrrMtZMW6f/owM+6ejNfPmUirRBIuz+cOQKAomfaB4r0z6kwbL/d/eAuRZYKxcIIdfyAvyWJL+91WxTf4Asns+76Zv6yZkPGrokPLlPWgvk+nVafwbZwbGqrSbbgwoM9dDWpHM0sd5xzdC8vObx70nUOpoKbl8Cr6uL8+fPp6upCCEFvb29RTICTcumRhZ+HM2PCy9PhdX28xEIp3NI03QSA1zHLZmkoConmeUWCASA6OoKZSqIbPpcNTx+slM2+TX0MHBlHAC3za1l5/hx03+xrIHiqIwXDDBJ7cYBUV9qdqgS0idRHNypdjjBUqLQdcxkE4Derv1k5y0prKFjCpkModCP418FBNiSSji+ecIiFwnJD2SGOted566BrI6QyE42i5fciLhQLORS6aeVxLiCFSgT3fiJ+v79oIooafp5afhb10TAbl54xsRziIFvWoitpMmZVV/bKUCCo5AcwXrV7I6v7jnLpQABr4WKU7qOYsRj27KjkDrhXXQTy4gmcE2wwGCzyMmTLFLvh1rGzVBzC8cKZwXE8KunbwUwKZZ5wTrPr8Uc566qXT/sxTxa2PniE5/94iHg4/7v2xG/3suGvFnHeK5fMjGFTpL+/n/POO4/du9MPAPPmzePSSy/lPe95D1deeeVMm+dJ+aguyXHDf1ZL+gcVhOUxxUykyrujK/njpkMsaOmdWZg83Phc1ZsvqVuS+7nBMnni8FH+0NnF5sNHeH04yjJLgb/6D/AXllUuPEmNia+okhYHXRsLNikUWSroxTEhPbTwf7yJ7axmDytd7VZVlYaGhqLXn1m6lr3tHWxcsgZIZyl4UacqhC0bn4vXqF5XWWBoaI7zDFgWKQHa+Cj+ZIr5Q72s6T7EksF0J8tUKkVq326SkQi2bU/bhFXN0sJUcNprGMVSyykWCiPDC93/zvdPlP2Q9q74fL7jd0xNxwzWsOScYs/VtkcfPD7HPAl45u4DPP6bvUViASARNXn69wd4/Nd7Xbac/USjUTZt2oTP58O2bQ4ePMjPfvYzrrrqKt71rnfNiDCuBOlhmCHshMX4I5l8d5tcdR5jWT2pAw7XqXN+cCsDLVzGOcl4JpQaPS/IsRQxX4I7ah7k7saHCWvVN97RVZ32YBu9sX4+OTBEvRDk5QfYKXjwMxVkMTjEgK8GkiXqQvgbwBeC2AiYxWvlv+R1pFy+7s4nYNu2c+7zwZp6ti5YTiQQ5FjTnOzgMvbCeOZzLOqALARjps0YsK5zD9FgLYea5rCip5PFQz3MGxvGZynYBXKkkuWHagspAdTV1REOh0/ojanckkAikSh5Lk7vhGVZVZXgnipeNSImc+3dsIK1HHphMwC6z4fhD5CMxejdv4ejO7ez8Iwzp3yMk4mBo+M8f++hsuO2PnSEZRvamL+y8bjbNB3Mnz+fT3/609x4442sXr0av9+PZVk888wzfPrTn+aBBx7g1ltvpaamhm9961szbW4RFXerbGpqKpsrnWVoaKhqQ063LmqJrjD939xc9LpveT3J/dWvtbqh1vuwx7y7X+rtQcze/MlVIIioMd688p9y2RGTKRXdbtq8c3SEN46F3aZpJhROQTcERc9fgqiGmjkQyW/e1UsLP+d1RKjFrEIf/2HtpXS2zZmcHQWotkVNPMpZXQdJaTpndR0kYOYLgwsuuIDnnqvMmzNdk1Q5TuSEnCUQCFSUhQGTty+b8lnNNTye10IdHyHUdQDFI6DyohveyOVveuu0HOtkuc8+fNsudjxePlUWYOX5c/ir95x1nC06/ti2zY033sidd96Jqqrs2rWLlSvdvaEzRcV30K9//evH0YzTD73O5xqXkDpaPmWxIgIadqR0lUOzN1bUh6KnfpivNP1fXirlZPpKjKkKZ+bFKjhxnnS2Dm/mNZf+EhWTFwsheIwL2MZqRmnMG6aqqvt6uIAXFy5j88IVRP1BDAG2o3BSxS2fHWiWSTCV5A0bH8Gwvc+tUrEAk2/ulKVcamBtbS2xWKzsccqVbJ4MlYoFSC93uAVeZid3rwqPa9euZdeuXa7nly1U5aRUFUpd19F1vSq7i87DH3AVC7rPx+pLXsqlb7hp0vs+WTlYqjZNAQe2ejQVO8lQVZWvfOUr3Hnnndi2zd13381HPvKRmTYrj4oFw9vf/vbjacdph1bnw1hST+pgvjdh2p5iSgVQOim4T80ba+b9ib/hg8v+C5io1qgrOpawchkQftVPwk6goBAyQgT1IEIIBuODKCjEVLi3tob1CW8PB5kj5E/DZc5f84PlUeQnmr3JCB7mYh7lEtdhtm0XTZiK6cOyF/DiojVEfelATxNYFfKzO5ooaZlb76+aeJSX7d5ES3gUv5lCVRTUEp6BqTzBzp07l56eHs/3Cz0SXmIhGAwSj8cJh9NLP1lh4fXU7xQLmqYhhMC2bVdBUs4r4jz/aipFugVeOpeYCgkEAmzdutVzf4ViwesYWUzTnLJoEoqGLxRCVXXi4Yn7gZlMsvvpv3DB626kZeGiKR3jZCNZ6f2LdBaFZdpo+skfkrdixQpaW1sZGBjgwIEDM21OEZOOYdi/fz+33nor+/fv5xvf+AZz5szhT3/6Ex0dHZx55um13jYZEl3hIrEAlK+hUCleHSwrYEWig1cPXY6tCP7U9AQqalEb6oSdnUQFkVQkr5iTQPCm0XH+fqRcfYlJ5JN6iQUAXy0kw/yC17GHpRXtLmL4eX7xakwlyN55c/PiFATkxILT4sJpPXeZRbrHRWMszJW7N9E+PjKxL4+SxM73KyEUChGLxfLGe4mF7CRdyXr/nDlziEQiRTUHQqFQRba5CZK6ujrGx8eL3nej8BheHS6rwW18JSWuy9mWpdDzoGkamqZ5eiOyQsrv96Pr+kTBKVUhWZBeqqgqwrYxEwlG+npOO8EQrDUID1f2WfkC2ikhFk4GJiUYHn30UV71qldx2WWX8dhjj/GFL3yBOXPm8MILL/DDH/6Q3/72t9Nt5ylHfNtxdqNl77clhINXKqeKyt/3vgkVlWdrtjHkK19YSlO0XLtqXQheGovR6Lzpq7ojyNFpVBVP1fM2QM8LxcsWvjq6lHaerHkVNrBnSEVksivcnnYVRcEScNe6S+mpbwG18ptNkbVC0Boe4cxjB+lpaKEpOs76o/vyhkxndUCvugVuOCfpcpN+X1+f6+vRaDSX3VDteWTFQrW4TfSpVMp1CSQriir10Ex3HILzmui6TiKRyLOzMKgW0qIlT7i42CQc13nXE4+x6MxzMPwVVoQ9BVhxfjtb/txZ0diVF7QfZ2tOHPv372dgID03LF1a2UPPiWRSsuyTn/wkn//85/nzn/+MzzeRp3/VVVfx1FPVFfk5XRl/tkxlPo+HbyVQZWpXift7qboPSuar8Y6B1wFpEVEKIQR+0nnktx/r5iWxeOEAF6NK3Lzr5kPt3PzXBnanxYKqk3eBkuP8MXEu24Z0dgzpObEA6fV4J6qqMhCq41DzHAYbJsTCZP4QFNvmFdue5vrNf+GM3k6u2rOZ87oPpt9zeCqOV08CJ3PmzCEQmPqEkrXbaX+22uWJOI9SuLn+K43nUKsQhZVSWGUyKwKcdmbFgndKpkCxrZKyedfjj7Dv+Wemau5JxVkvXYCqlvdAKgqcdcXCE2DR1KmknfvHPvYxIP19vfbaa0+EWVUxqb+iF198kRtuuKHo9ba2NgYHB6ds1OmAXl+iG1m22KELoto6C4YKNdXnj2f/VNeH07UHypUisrFpTSW5s6uXpSmXNd2qghk1GO+CcA9ojsJR2WJNtkn2AkUJEMVPL62ueyrsM2DbNneuu5z7z7qYlKONtgE0aZUtkbSNDTF/qJfXb3yEpUO96I4eANkJbLqeZCud6Pr6+qYUeJfFze5UKlVxhtRkmI59l7vehQWgTjSewiaVoubA9rKLcz379ky7TbOZhrYgV75lddlVy8vfsJLWhbWlB80SDh8+zIUXXsgtt9zCgQMH8jxPTz/9NK961au44447AHj/+9/P6tWrZ9JcVya1JNHY2Eh3d3eRy2Tz5s0sWLBgWgw7lQmPh3mm7wUa1Bp86CyyCyY7t7k5m33o0drak5RdutJQCQTQZjWxJrqUXaGDJceeFY/z7wPDLKtondkj3yBX1tkqGOuOicr/8HZS+KkPaAzG009yzk5wzhv1aKCGFxcsS7eeLpikTGCkzLX1pZIs7zvGJQe347OmNzvAy91v2/ZxyUYoh3MCLoyZmC4WL17M4cOHi/adXWZwy1iolFJLFNMlfqZjqUkPj6CUuLaB2joAmhecHE/R08kZl84nUOvj2bsPMHAkvwZL8/waLnjNUlacNz2pzyeK5557LpcR5ff7c3E+ziWqd77znXzzm9+cKRNLMinBcNNNN/GJT3yC3/zmN7l2s0888QQf/ehHedvb3jbdNk6KsbEx7rzzTs455xzWrVs30+bksXHTRjbrh3K/N9ohrk9eiE4JT0C5B3S/il7nwxyY4lOmlpnMdRUlYTOkjXLM576+DdBmmgSE4NODw6ysOCgtc4MszHhwK+vcthp6d7jWZogQRMMiisZIKq2oLMtybRs7Fghx7zmXMBZ0fxqpxP9x4XA3Z+3zjrCfCm5xFtkJzzRNzwmw2uwKt/Hl9lFbWzvpeIRSHD7s3mnUsixqamoYGRmZdPZIuRbck8EpEObNm8drXvMabr311knvT0nG8Q31pZfFPIRHPJy+7i88cB/rrnnVpI5zMrP0nFaWntNKz8HRtGgQguYFtcxf0TjTplVNe3s73/rWt3jqqafYsmUL/f39DA8PEwgEWLp0KZdeeinvete7uOyyy2baVE8mJRi+8IUv8I53vIMFCxYghGDt2rVYlsVNN93Ev/7rv063jZOiu7ub/fv3o+v6rBMMGzZsYO/evRw9mq70OKJE2aYdYb21pHhwpcn/CRszEa9uGzeyT9mWjUBwX8OTjOvFtSE0RcO2La6OxvmXwaF0vEHSO7XPlRJ1CUCBYBMsvCgd6OjCY1zMOOknsHI37c0dKz3FAoBPmajOeH59kF2RBGHLBiHQbJs13YdYcXhXUW5/dkJzm9im4hnI7qumpobGxsa8/gxZAoEAyWSyqgnVbawQomStgeMhFsqRXUoqtLfap/rC8c70T7feFqXw+/0kk0ksy6K7u5sHH3xwUh0qFdLnFeg+jJbMF/iKqqKqGlZBYa++g/vY/Kd72PDK2beufSKYu7SBuUuLy7afTASDQW6++WZuvvnmmTZl0kxKMBiGwc9+9jM+97nPsWnTJmzbZsOGDbOqKtXq1at585vfzLx582balCLq6+upq6ubuLEo0KOOuD/mut13ygkCwZTSKrOYWGyq2+k4bLomg1/1U4fCX48M8vcjmdTQcJViQTXSJaKdaH7QdLjiE/D0d2G8G7b92nMXTQxXdiwBq7oFO+dnz6P48jlLOe+NpsWCL5lg0VAvFx7aRX0iHT+RKKz1lJkY3CaI6VhGaG5u5siRI67vxeNxz2C6rNtdCEFNTQ3RaJS5c+diGAb9/f1FE6WXWMhSSlBUSiXegnJjql0CcNaFcLa9NgzDUyx41Yxwjvf5fJ4eEmego6ugGB9BVVS0WLEQF7aNlT3HAs/DQ7d+j8XnrKd5/um3PCGZHUxKMDzwwANcc801LFu2jGXLluW9d8stt/D+979/WoybKrNJwBTS3d2dd2M8qg3ytL2Hi61VE4OCGsRcVERQg2gZN+gUxYJA8NmF32VbaF/ea5CuwZAAvt/YwAdGxgoWUqbg3rAS6X9Pf49cPG7cPaWzm1Ye4Aog/STvVoyJjCXPLD2DLR1L815zQ8tYP2qm93PjlsdodLmpV0o17vRKJik3KmmrbFkWQgi6u9OZOYVNniphOmIYsvso5Xmp5Djl6h0Ukv1eOL8fpWo6eHkNssuvUF5gee0HQI+O4x/uQ9U0bNP9D1VR1InUykwXy/q2dhrbZ98DkOT0YVLhwq95zWv4x3/8x7w/mv7+fl772tfyT//0T9Nm3KmKEMLVzbtNP5KblIE8saC1BNDmBNO/lBILmuIZJ6jWV96qWkHhuuGrSo5Zk0igFR3MWZ65BLnMAhWUgq/heBeMH/PYUOUY7fxUeWPuFb/f7ykWHl25ni2LV0MFKVoWEEyl7VeEoCEWce2w6IauF2tvr8mvsbGRxsbG/GN7TC5TzTpqa2srCvKbTPEi5wRbqeDwunbOGgVuzJmTH8hWmNWQXRo4kWSXMaolz3Yh8B/dh2+oF4TALuGBEpm/D80wMEN1pGrq0ed3kDjB5y2ROJmUYHjssce4++67ueCCC9i+fTv33nsvZ511FuFwuGTZVUkazzbFCuzW3BuuWINxrIEK1lst4fkIbY87bjYBx83aI9ayTy/dRGyv309CKTiY4RYn4DIx5NIsbYd4qASbbawiKibET2GtBYCY7uPBNeexa/6S3NFDBaLBKZ8CCvgF+KI21z47yjU7N6JQ+knUSXYSbGpqAkpH4o+MjOSi/8sJkqk+2bstP0yVSgVHuWvndW6FRaRs20ZRFDo6OtA0rariVZBeO54p8kSGmcQ3PlL01+ALhjy3jxsBYh0riXes5HAS7rzzzuNjqERSAZMSDBdddBGbN2/mnHPO4bzzzuOGG27gH//xH3nooYfo6OiYbhtPOTRNc53kAHqUEuvy2XuPAmqNy2qSSukH+8z9Wa0zIO64WXuliCvpSbDWVQRAg2WhC/IPmsqmP3n0h9DL3LzLvQ/sYlXe79mW1Ll1e+Desy9hX3sHNQ79FLXzJyjns1rSEiQUeOPjRzlz4BirBopjMhYtWkRra2vJAknDw8MVL0UYhlE6OM4hOtw8GFNJD8wWY5oOCu1Yvny56+tTQQjBkSNHKs5IcH5GWcEUCARytkGpYkpTp66ubsITY6bQRoeoObSraFyosYlkrFgACSA2p4P44tXpJYnMtZxMJ2CJZLqYdAWT3bt389xzz7Fw4UJ0XWfXrl1VK//TkYGBAb761a8WvZ69we3XeokbLq5K571XgB0pHqPWGnlzc/0Ny10/YXu8sqfmq8cuAgFxMz+SW1PSN9prItGMc6LU5FgwaZgxuOrfoOPS4qE1bWCUcHcrOuiBPH3jfELPTr575ixkoD79pB9R8j0JXly6I85fPz4OoR2M1uyhfV5xfndnZycDAwNlCyRV6hVIpVIlAyOd+3EbV633wTmBO0s+T4Vs1oGT/fv3V2yfYRgVC4ty7Zid7n+3YOd4PJ6zDfKXgcpdi1I2Zr1KzrHRaDTtiRECFJVg9yFUs/jvLjri/oAQX7gcs7n4O3jFFVeUtFMiOZ5MSjB88Ytf5JJLLuHlL38527Zt47nnnst5HGRp6NJs2bKF8fFxxsbyG09lJyGhQJcxXOwpqGBusAsCJMfu2F998KPjGxFV46CAXbBkkO0ZMZz3hKZkSjZn0IPQcVGx4YoGD38OhgsKQQVbYPnVEBvxNE0IkxeClxHV0zdoVVXz3N5Rw8+d6y7n0dXn5m1XbtW3YyDFVdtjzI09i62m3e1uaYwnO4UTeDXNnJwl4Evt041Sk20qlcrbR6mn/nJLC073/8GDB2lra/O0p9DDMtnlE0h7lbL7VRVHozEzRaBzLzUHtqGUWHZbvO5cFIfYsXwBLF+gqLgY4HlOEsmJYFJZEt/4xjf4/e9/z6telS4kcuaZZ/Lss8/yz//8z1x55ZWTCqo6Xajk2hxL9rNMFNwYdAVMAbU6hD2eSrNlo6dSh8FxX+v092Recr/ZmUqh28NhlxlLewSyBBrSGQ/Z2IVYgWs1Nggv/Gri94KiTgL4Dm+jf7yZ7BpKdm3b5/OhKAq/OfNiBmsbKzpNnXR1x4aYxSs2RYkFuzF97vUGptJ6ejpxq0HgfK3augJOylVG9AoyrCQQsJprV2rJIbv0VI5sZ8tCUe60p1pvqNf1caabCiFQx0fQbQtfZAxtNB2wqur6RC84TcMuOMfDWzeltwfM2gbiC5bnepw4P1NVVampqanKbolkOpmUYHjxxRdpbc0vZ2wYBl/+8pdnZcOM2cTVV1/N1q1bSSaTGIaBbdtFN8k+1eVGZ2ai95O2uxbwq5DI3Jaqmdt8KoqhIgqWOGwEuih+2vOrfhJ2ghAafzNW5qbb+eTEz4Xpka5tqkXJ9xMUNJ0ifZNOJBJ01zdXJBYU0jGeZubnK17oozZ1lESNe/rmdHaadMMrnRJg1apV7Nkz0UMga4dbB0RwT8Gcji6O2VoOhX05pkolAqea659N19R1HVVVKxLnbvt3FndyIxQK5QSHb2QAU9EwhnpRLRMtOp4r9axoGsKy8rIhCsUCZIRCTT3xuYtQDF9e1pDz+iiKMi3LSBLJZJnUkkShWHAi19hKs3fvXoLBYM6d7jZZjCpRz6d6kXR53XCIBUjXaSiUgl5phUm7qGulID2ZhpqL14wTdvomHMUCxXFMn9uTzxSeyo18l7EC1Oru55DQDVKtEy1uS6lgQVosZH8+sCBKvPYYKT3sOr5w0igMPtQ0Db/f7xnEWo5SLninWHBSbWVHn8+Xd5xSQbdZCpcgKhELboGZpVIwnU/OXlQj1rJxHrFYjEQikbcUomlaXp+brK1u+7csq+h15zV3nmdMQM2hnfjGhtAjY3l9IUSZAE0BJBrbiM9fSnzRKvAFEIpKQ4N7RUNN0yr2skgkx4OKPQw33ngjP/rRj6ivr+fGG28sOfb222+fsmGnKtu3b2d0tPTTrK0IBrUwbVbpIC99bgizL4rW6Mfqj6WXLVSKiz1pykTJZ7flioKmSwLBC8Hd/FNdfgMUVah0hDuIBPu4NNbP2c4nuGQFT59GrSOLohCnYcpEZ8oMncxnzCpeRzcVlV9e9HI0ny+3nFJJfcWVySjqYD9ndh0seq9UYaHC123bJpFITGoZTlXVPFf/dC19FO6nsMiRZVmEw+GcDW6TZigUqrjWQUNDA6Ojo67XrNKnfJ/PNy3dNp04r4Ft2xw7NlHbY7JVOOvq6tJLHZYFwkYfr7DaaNYmING2ANvnx6qpT1c2LfjMC+8P2c8zmUxy33338apXvUo2+ZPMCBV7GBoaGnKKvaGhoeQ/iTfOgj3OJytN0wiFQqiqykXnXYBSX971aPZEwSYtFiC9bJF0CIMsTkEgQPGpaXHhgYpCi9WY91ptqpZ1A+s4f+B8rjpyDe8dCFLvTFOcu66svaTCYBR4InJxDo59dVyYN8RE427lrwiL4nRGVQhsG8JVrhocQeX63gN0aMV1HLwmk0JvQGtra+5vIhspX02qnttTbPbvp1oPAKQnlrlz5xaJjlJuf7emV0Bel8hyhZrcBHApr0HhNTJNs2qxUG3KZikhVipNtvA44+PjqLEIgZ5D1O3dim+4v2IbVE3DrGsk1ToPq745LRbSB6nIdsMwOHr0KPfdd1/Fx5RIppOKPQy33nqr68+S6nAGWzlv1sFgMBfT8MzGdPvTBn+IGxMXoTl1nQGKqiESZfLRnfdHQwXLzj2BCyFyMREAxtJ6UofG8rYpXBJ5afdLCViBzHs+fsoN/Av/M2GZEQR/AyTcvSc5UgWeCFWHwlbRBd6Ku33X05/MT13L0tk6l4RHBL8nQmBqOkNjY9QFg6xZs4ZNmzZ5Ds8+4c2dOzfvKXVoaCj3GWYj5UOhUFEVT0VR0DStSIi4xS9kJ9+sB8ALt6d/IQQ9PelA1XKNr7y8GW6NtJxeAq81/8LzKDWhW5ZFa+thGhp7OHjgPGzbcRuyFVAd381MAKObndOF23XKXoO84wiBYSbQe4+gx9w/H003ihpHAdiaTmzBMsxSacNlyF6H6fbESCSVMqmgxyx9fX3s3r0bRVFYtWpVUUlXSTHLli1j27ZtRTddtwlinFh+qWgqFAuFpAoevzPlj0l3hE57KjIvWSFIxRL8qO2u3PD5kfkErfyUtgbCE2JBMeDI0y4HriRdw8U10LsNgHFq+C2vJlGzBpLF12fb/KU8vvzsvNfK9twSgkAqwfVb/oKWiZbftGlTyeZK2UmjMBXPzZXv1dnRbVKyLIuVK1eyd+/eUhbnyE5ilQQCzpkzh5GREc9sgJUrV1YcI+EUBG6Bl5ZlFU3suSZPuo+UmaSt7SCxWC119QMsWbIVXbcAm+amPlpb1xMZ9rHnibWkBlcSC3YRC/Yi9LRQcQYZTheBQCA38VZS40KJjhPsOoSWKl5iMfwBdL+feCTsLRY6VmIHvTMc3ESX2+ccCoW48MJ8D5xEcqKYVNDj2NgYb33rW1mwYAFXXHEFL33pS1mwYAFvectbPNfnJWnWr1/P+vXrKxprI4gVVBGoWiy4kX34y+xKOBrgaFFQUdlWMzGJjevjKHl22FzCRodRXjnsFTwFWt7r5M+yjsMspGfY/WluJFiTSz+bsKw0jeEoNz37QFFTqWQy6epGdwa4lXpqLhW97jYBZzlw4ICrS7zUsdzEQtb27FJFV1dXSQ+Dl1hw7i+7Ty9PhJOsWHDaXVs7SF2kngULt7HmjMfZcO79rFixEV1Pkf2kAsERwpFHEL77WXLRj1FtHzWRJbQMXIBip70yxyMzoOKndNsGM0VN515XsaD7A6QScWJjo55BjlZNfUmxAO5LOE5xlq1BEY1Gy3qfJJLjxaQ8DO95z3vYsmUL99xzD5dccgmKovDkk0/ywQ9+kPe+9738+tfeLYlPZw4fPszOnTvZtau4RKwrCvzG/xRvT1yB5tbwIeMhqBYlqCOijsnE4YHoMwb5YdsdhLWJde86dYib+Rn7WMweluInxQW8yLT00HZhmEb2qSt4yj7fc8zOuYvZPacjU0mvsvVsXyrJ0uGj+AqXQDK4TcTOCbCUJ6CaIkjOJ0nLslwzZQonZL/fXzKA0K2L4lQaNDmvRSlvhqJYgGDBgl34/BE0zSQQGKemZhhdNxHWnzET2bim0t8VO+VLZ94IFQWVjrbliFDMs733cSXzvTIGe/APdKN4iF8zkS88dJ8fM5n/OZmh0vEotbW1WJZFKpXK83xMmCLy4lAGBgaqOROJZNqYlGC49957ue+++7j88stzr73iFa/gBz/4Aa985SunzbhTiYGBgUnFftiKoFMdZKntstwzSWdDnlhwkFRS/MOSLzGq57vVl6VMWhihhVEuYmtmgjaKPQtGKJPdkFmKqCSmwUEcH49yEdtZwZjdWPR+IBAgkUgghOBwczspX+XrwaFEjOu2/IWGeL5r28vdna0R4BQChZN4uTiBcji7LpZbk59KLYhSLv3SmRkCXU9g2zptbQdRVJuR4XkEAuO0z91HTc0oweA4sVgdNR51LBQ9hU8vnODchaa/oZdFV/0Xhx/6JLHgMczRFKPD+V1LsxkZ00Gey18ISCXBMNDCYzSFh4gkkmixcLm+q3mkkgkUQFm9jrDmS3elLBhTeM2dHoNKPmdZGE8yU0xKMLS0tLhmQzQ0NBTVVZekqa+vL5pgKp1wRpjegjlZlBo9r2CTTxhcPraBe5sfyxs3EUeR+b8QgMsTdUEq5ERHygLa1kL/jqKXn2YDT+HtVYjH4yiKQszwcbhlrue4QvypBDdsfoy6RIxQKIRhGLlJp3Ai1XUd27Yrqpg4FbEAUFNTk7v5X3DBBTz33HNFYxRFKSqBnX290sC/Uuv/hftQVZP6+n5GR9tYvPgFFnZsRwgFVRWF2X85x46XWACD9Pek0BXm7ZmyFZuhtmewtSQRs3hpplRKsmEYFU+mqmVik05pVONR/JlARpERuwkqvzlqhg/TNEnVNpCYv5T5DXWEFQ27RKVJL7y8Qs7Pe9GiRRVaJpFML5MSDP/6r//KRz7yEX7yk5/kmrz09PTwsY99jH/7t3+bVgNPFVRVLXI9VxrF3qUNscFeWv4ghoIaNLDHKnBFawoiMXH8eI3JvaFHebjh2aKhZvqZiZIxCaoBdnZSy4xzBiqqPrAzdvXvSGdHOEtJo9Bbs5Zy2sgSgs7mOfjMJAmfn2xARp2qMG57uI1VjVAy7ebNTp66rhMMBouCFA3DmPZ20G74/f68Y7uJBUhPLrqu5747rtH7FVLu6XzhwhdZtPgFNM1GCDDNxkyjxEzlwqqbT3ot07h970N0HVvK/n3rQJv4/rqdp6Io1NfX551Lth5GJSiJGMGDOxE+P7qZTMceZGIIvJYe3BCqRnzeYtRYlFRTGyLj8eoan7zA96p+KYTA7/dzw9IYa+bKLIlTgbGxMb773e9y5513snfvXsbGxmhra2PlypVcccUVfOhDH8pLw58NTEowfPe732Xfvn0sXrw4p3Y7Ozvx+/309/dzyy235MaWSlc7nVAUhdra2nQedyagzE0wZKP1nTfKQEX9FoGUwE4l01UdPSbPHNnaDD4FkoKR5DA/XPS74nFCcEksTvkAxjKziV0wedgF5x5opDtS/mZ9oG0BD685P+PlmDhmOHO+PiWdBJLbk7B55bZn0AomHtM0XdMfnTfrctkIUykb7Ta5FS4dZPfvHDuVdMJCseDTEyxf9QSGkSAUGsHIdElVVT+2ncAwRqrYe6mAGqvofUXxI0T6vGzrXHbvbmJgYH7Jr1E2k0AIUf2yhBBo4RGM0SH08eH0YRKxie9JhZ+joqrYQiA0g1SoFrO+GaOprWxVx0pxfv9qCNPIOGvYx3K6aKttxNi1Awb+CCtfPi3Hk8wMDz/8MH/7t3+bq9yp6zq1tbUcO3aMY8eO8cgjj3D99ddXHCB/opiUYLj++uun2YxTH1VVWbVqFRs3bkxXc/S4Qbm5JMeVKp94y4mFvAOmx85NtXHF6Hk81rCpKJVzpdMdnudJyP5upovQ2KU8G5l9BpuLG08B++L1jNBY1lx/KokvlQSfD1ukpyAxsfdc3aosl+19gY6RyorrFE7Gq1atYt++fZ6eIOdnONUqjcFgMCcWsj0DsjUdvHpNOJe0ygVFAplgxEHCXetY0NpNqPEITa3HisbZuc+xmi5mE6LA719AIlG434Ly42LC1j17g2mxUAJFUUo2poKJ66EkE2mrNR0tNo4+PooWC6MlnH0ZVJrmzycyMkyigrLXAoVUfRO1c+YyJDSE4cPIeF4ampqmIRAxLYAVBCGinMs2ruQpNOf1H8x0UC2RWSSZ/TzxxBO85jWvIRaLcc011/CZz3yGSy65BFVVicVi7NixgzvuuGNWFkGclGD49Kc/XdG4X/ziF0QiEdlhjfQT5caNG8sPdCFOkhhJgpV6GiaBQJBSTJoCTQzFMxO6EHy6f5CXxuJQOw/C3fliobYdwpna9oXxC9nJRvPl3+BcxALAc5xD4eNl4SS8dcEynlp+dlXz2DytvB/dy1PgzGYplyeftbNUPYfsNlAc3OZ8ssyWAS6X5eAUMm5iQcOPRYLGpi6WLXueQGAcTbOxVz+FqpsI4XVtCmJWKsYCFBexkO0NWnAUAeFwE/19S8ruuRIxZpomimUS6D6EHh1nzpKl9B0pLv2d3p/N0LGjud+DdfWkkglMl+toG34ii1eD4cP5birzfa1eLKTPZR69nME+2pQxNJFExaaOME2M4sMkHeshikX6pR+s8niS2UI0GuVtb3sbsViM17/+9fz617/OS6kNBoOcd955nHfeeTNopTdTKtxUjve///1cdNFFLFu27Hge5qQgEomwYMGCvEqBhSiKQigUIpFI5LwQChBWEzxm7OAVqfWlD+I2kVY4uSoovBjaxxz/XKKpKHErDorCxdkbaLg7f4e17ZAs5fnIVoIqnPSKDYrj4yCLgXRA7eBgui1w4SSxcdHqooV0T0e4ECwc7qOxt/T1LuxK6CUe3J5u3caV6w2RjT+YzpbZ2X0pioWuJ1mwYCf1DX2kog3E47W0zd2LP5h9itZQdTOzXXZZx2lH8eej6w2Y5jgTgYqlvlSF5wuKki8WzJSBpqcYG2vjha0vp9JyME4xpus6Qojc56JFx7FRCHYfJKAqpAAzZaY7P4oKMg+iUWyXdFuh+3JiodrPzO/3o2kaAb+foUwl0GVqFxfYz7OMTvzZGA/PXWbsLlzOO7YRLnhXxXacKiTjMRACXzBUfvAs5ac//SkHDhwgGAzyve99r2QJ9dnIcRUM01m+9WRn165dJcUCpK9XYVfA7C19sd1WFFyuzQ2l+0hk4xHcLncVH0GL2cD+0f2sNeEYFn8/MspCs3CizOwwMuCeBVH2Bl1s0ANcRhKDQCCQEwuFmIqK7RJ1tzToY1+s+ElcFTYv27UJn2ViU/zk7/f7aW5upru7O2+7+vr6XB8FXddRFCUvQyFbRKiSugvO73+2EmL2tWw8S7WTkJugyW6/du0jNDWn3daKAqK+3yVQMf8zM4wWUinnE3Kx4jTNGPlZDeXsVRGZ78DYWCsNDQP09i7BsgxGR+YyNLQAwxcnEa8rs598nJ+fHYti6+nPoqO5gfbGEHufexLbNHOhlkPHKq/f4BQLiZa52P4gmm6Q8Icg0y67oaEhVwK8ErJen3PEDuawhw6O0WaPUsn1y19oK8A8fYIe45Ew2x66n60P/JGRnvTfan3bHM65+pWcc80rCdaVbtA32/jJT34CwHXXXVey6/Ns5bgKBskEhelhpQLmitMtFdZYxd3prN6o+z2lEq9CwZjD/s0IpZP3DYd521iYhqxt2WZRipKf9eCVMnnD9+GO91X0VAfpaWgLZ6V36TFxCuDecy7FNPKXZN46t5nf9Y3kfnfqKVtR0e2JNsW6rudNOIlEokgsQH7TJTfKCYV58+bR09PjWQkxSzbgslpRXfidWbHySUKhCL0959LU3JcnEMpnNagoii8vALEYAVS+Zi5E+p+qwqFD53D0yDn4/WHiBeIgEa+yeqMQBPqPYfqDCFUl0HsE2/CDbTO8K8KIY2i1IswO1GBrKug+dNsi2dwOupG3iGLbtrtYUBSy+aaqL4CdycZZymEihGhilPWxp2hjEC0THVTqYxGqgdKyDPp3F7+58ML08Ta8ueJzO5kZ7unid1/4N0b78lt6j/X38fgvf8KW++/l9f/877R2LJ4hC6sjkUjw/PPPA3DFFVdw4MABvvCFL3DffffR399PU1MTF110ER/4wAd41ateNcPWuiMFwwmi0LtQKrq+MMguFApxF89zRnIBK+15E29U5hUuM8aixfgUC5Wt3NPlMi7bLErzpTtS9mwtHuOvg0Qm4+D291G++uOEWulmTib3vXgdPiuqjjS10d1YrMZv6xnKO9Wcw1wIzjmyN6+i42R6EVRSZ8HZQyGbCdPQ0FBWeDhxi48oR0ODztlnd6Go+wGYO3cXsZiXvQo+XyvJ5AAUXLFk0u1Dr5ysLowN+dH9FqO9jXSOXoBt+YjH009/hWKhqgndTKEk4+jhUYzBHpwyQ005hIyqgm2j6jp2qc8tM8HbuoHQdAQKsSWrAQUUpboiTUIlausEVZtxW+dApAXThi/5bkERKT6c+nvaGeaYGuCQaOdrxrfREMTxkRAajWqMOAaKsDGwUBXoNWuY6yYW6hfA4kthzbXQcUEVVp6cpBJxbv+PTxeJBSfhoUF+9x+f4u1f/jaBMt1dZwOHDh3KPbQcPXqUc845h0gkgs/nIxQK0dvby1133cVdd93FBz7wAb773e/OsMXFSMFwgrjgggvYvn07kH/DLLx5appWVKgnEo0QAfp8ozQnamkRlblylRoDESnV50FBZYSgb0fpqpGBJqhtyzWFKiKZmYwVpULPwsT5/owbsdBcJxHbtumvbeDhNcUBQKWKUi8e7OaS/7+9846T46zv/3va9r3edKfeq2VbtlxlG+OGTAdjGwPGkBA6MQaSkGbygyQkIUBIAFNsExswxpRQXXGVq2TJsno96aS70+n63vadmd8fs7M3uzuz5VTuJM379ZJ9N/vMzLOze/N85lv35xeGKjx+fX19VeZlp+Ok0+m8dL9KG0lZWbp0KT09PSWD5/LPq7N4yY8RxPEFMx7f57hvKLiUaGwv1usuSQ2o6gjly4X60dQEomTsa04hkxAZ2l3LwJZWkFIkh40aBKIkka5Pk252NreWFQuaCqKEcqQL7+CRyhbxrAC3igVBFNELhHnGGyDZNgPN4zdEhiDkfZfMmRV/H8dtA6oOB9R6XlfbGdLNpmxCLpv5huTfkUZCR2QvHTyvGha0dcnlpJEYw7DarRJ2clhvopdGVgk7+Ev5F/xRvYB/9txd/P5GD8O6bxj/3nEXrLypkqtyyrL9uacYPlJsASxkbHCALU89xnlvfsdJmNWxYb3f/Mu//As1NTX89Kc/5V3veheKotDV1cUXvvAFHnjgAb773e+yePFiPvOZqRXg6gqGk8SsWbO4+IKL2PDieuoJ0ptnRB1HVVW8Xq+t6buxvoFgj005ZJ8ECcuNXwCp0Y8YlEk7CgYBiS5avX+ZbS9dIo8+MWT8c8K8sVb61Ch50NQUT3IRacELuvMisqNtFnFPcXMmJ7EQTMR443YjG2X27Nl0dnZmp5Z//ImUFx4PLsxfTFpbW+nunviT+p49e0oWizL7C0iSQEvLDiQpjSDYXwGPp5VUKv+pbCy6jUKzk6raZavkfwdi0csZfK6e0aHNNC8fJHIoSGaslVRihExcMVpRAzD+ndRUFc9wH5lwLbovMJ7qWIlVQdfx9R5EGh1E9/rwo1XhDBlHkGR0NVMkFuIzFxp9HYTihmWFn22hWGihH4U0dyWvJIPMcE4oWI6T3SVFvrvFtKcNke9v36Avsvy8mPen/xaARErhJulPrJYM8XlUC9MkRhCANBIH0g3Mr/hqnJpsfvyRKsY+fEoIhsL+LN/97ne58cYbc9tmzJjBj3/8Y3bu3MnGjRv58pe/zCc+8Ym8BniTzYRm8sEPfpAPfehDXHbZZSXHzZo164R0mjsVEQSBq6+6iqUvhFCTGX4afJ6EmrS9iVrz8a2vh4ZkfD5/vjiA4t91UPvjqI4PrAm8wnZqlJ8iCqYboBKTeEHgg6SAarQprhhRgWln84tDjWxlEWRT+wpjOnTgpTlLS2oQs/CwlTn9PXh0DR1yYsGOiRRcMj+Lws+sErFQ2P7ZilUs2LknzGZE4fBh5i8orsRpRdPsYhGcL6Ik1tE/oBAMjrJzxyWAQCxWiyDoJJMh/H07kGNeDq8zXWFxBME3bkmy+PBNxEwaX98hEh1zEXQNURCRu/eTapmRe6pH1xElybAICAIkY/iPdCHHsnEy8eiExAKArmaQFAU1e71VX5B0IEgm6BwgZ36mmp4tDp2t8fF6upU75R+QQeKv039Gf4XWvbxjU12btl9ql/NrbQ2r1e1ousA2fRZ3e/6dgJ7iS5kPcG18/mkvGKoJWB3qOYymqoiSTYO+KUQ4PP7dmTFjRp5YMBFFkTvuuIP3ve999Pf3s2HDBi644IKTOc2STEgwRCIRrrnmGmbMmMFtt93GrbfeSkdHcVDeli0OJuwzFVnEO7uGo7u7SWSSZYsjFi5MB+hjf6qHOdg0onJA8EnoeYJCRyRCs9cs4V1NcZ6CNDwzRsAThFSp4jeWfbQMr0Zb2UMH1gtQuIDvb2hl08yFyOj4BEjoEBJFxrLjWj0yR1L5vmpB0zjn4K6ST7LHUp2xUlpbW3MV3Ewq7WZpN3evN8LiJc8QCg07NucURR+K3EgyVToTZxzjM0lnImzf9v48kWIKVTEeRYoXf6661e3kcK3l6CihXZuMT10QEHQdTyxCRvYgahpiIookK+iCgJpOI2a/H3ZuhEpQJYVEx1zksWHSNfXoipdAPEJGlEh5/KBUVsOkVw0Rx8NetZ4x3c+I7ucdqX8qGhf2SkSqaDVf7TvSEHlRW5b7/T2pO3M/39FRW+XRTj0EsYpoEkEo2Q5+qmBdIxcvXuw4bsmSJbmfDxw4MKUEw4SSQH/xi19w+PBhPvnJT/Lzn/+c2bNn86Y3vYmHHnqoqja/ZxqRpw+R3DWMR5fx6/mWF7MnRykEBKPqo1L5H4deaH0gjV+yluu23PCnrQQEo+uk8xHzf5Z942JBcPo65e/z26G5JCk26ZoIgsATS1cDRh+LxSE/75vWSMByE7GKBVP1hhIxvGrp759VLBxv65eZU62qatn8ao/HfgErrB4JOstXPE5NzSCiqDlmPmhagmReAGO574hOLFrDzh0XFVk0TNGiDPUhTCQ1WhAIN7XkZmEeQ0glUWIRpEQUAdAyafR0KicWgOrFgiCQrmkgPnsJWjBMqmU6uj8EskIs3EAqWFtSLOhAQjeeTA+pYR5NL2Zdeh7dWgMjNm4Hk2rEwvHkzrcs5cK5jZNy7pNJ65zKbSitc+YhnAL1DBoaGnKioZTAsT40TDUhNOGr3NjYyGc+8xk2btzIyy+/zPz583n/+99Pe3s7t99++4SCv053EjuNOAAfHt6aOh/Bci82zc5WPB4PXu+4f1hH52Vlj1GQxo6SVQ01JHpoUr5EvfItY5NQYMKLZ3PEi6o2liBj8b07Vg4c5yXOzmVF2BH1eHmtfS6SNP7VXFUTpMOn0F9UEyI7hez/37T1ReQSC04gkC+EjrXbZCGapiFJEv39/WWtGHZVHKUCk6qu6yxY8AKBwFjRWHvGv1CimB/3kUjUEouF0DTo6ZnHzh0Xs2HDW+jvd2hqpml5pZStWG/OvnANcoH4EUWRSH9fhXMGyePFH64lWFd5p1vV6yM+bQ6xtlkkOuaim3Oo4gab1kUGtAC/SS7j18llPJ5ejI6QKzd+opnIUvD1x3ehVlP6/RRl5TVrKx97deVjJ5trrrkGgO3btztaQrdv3577ec6cCpoOnkSOOZqip6eHRx99lEcffRRJkli7di1bt25l6dKl/Nu//Ru333778Zjn6YFFnoXxM02rp08cISPY53g7lQYeFMdo0SxmSSXbcUm1+wIaboRa+V7C8i8LXipYgIc7S8+/sMxzEYULerG74zAtON0q06LE/62+ilFJoUkW6c8Yi+4PD5cuvStlMpx/YDsNsbGSwXWFqZXWccfLVWGXHllpG3PrvpKUpK4+Qkurc/ZDKTTNWOzVjERP7wL27zsfSZKKKlua5MVYZDL4uvchJeyFo9UKkIgUt3DWCq6BNxQmORYpGmeippLEU0nq2ztIjI2hZuytRDqQbGgjXd8MHpvgX7vxuoiIjkfQ6Vf9BMUUGnBQbeCg1kCPZsQ1xBzW4GocdtXupwPNIQ9Hx4r/pqz7i4BHhkQGRuIZfrXxMO9eNX0Cszp1WLD6YqbNX0TPHpsUUwtNM2ez+NLLT9Ksjp3bbruNe+65h66uLn72s59x00352S6apvGf//mfgOHCOPfccydjmo5MSDCk02l+85vfcM899/Doo49y1llncfvtt3PLLbfkAjseeOABPvaxj7mCwULwvFbSByPoaeOGuzZ9Lr/wvMiQULr5TVNTU17K3TbxEGlUOrQGY0O61K1JQBK68YvrjnX6RhEnxQ+JUhkGBUlqgsSQHkJDYIwAu8TFoNkv0EnFQ0Q0vpKmWCjEL0Dc8nab4xEu3PkaHSPG9ZloddFwODyhzIlySJJUlSVDEARqaw+zfMUTCAJ4vTNIJscDwCQpiKpW0j45CETp7l5EZ6eRlmoKknA4XFRlMm+OskymoQUlWiwGnPDX1CJgVObTVDWvHoJVLCg+H5qq5gISLW+coW77+AtdFNEUL6rPT7q1goVS9qGmkzytzqc3EyKFRIAUMfJFRrk2Ix5JIOyTSKswmqjOGmX9FooYDWQzNl9NO7EgCYb2N9M0NQyxQPY4q2bWVTWXUxFRknj7X/0Dv/63f6Jnt71oaJ49l3f+9Z0oFYjHqcKaNWt497vfzUMPPcTHPvYxBEHgne98Z15a5caNGwH4yle+MuVKR09IMEybNg1N07j55pt5+eWXbVtwXnvttVOul/eko5ETCyYB0csQpReAwcH8FLg9ci979F7ek7yIGgriDQSQQhHUSBhIEpYeIig/hixYntIljxF7kCy3IEgwfRUMHYDoEYfUyoLGQguuhd1/BGCAWn6tX8NhpqEjGK6IbCretGnTiopZhZJxwskYoz7nZmWmWDCfwGKIObFwLNiJhUqsDqUsGqUyI5zQdZ15817J/W4VC0BFYkHX4ejRZroPryESaSyap2lpsc678D1kQnXEZi4kcHBXRfOOj+ZfPy2ToWnGbPq7Oo3zSxKy4iGdcEgfdbiGifoW0m0zjV/SleVNpNNJHkqdTVIfv73JvuD4qpvF1iBnIaXqDEQzE3IdACiSQFrV0aiugaw5L7t9NB2S6okN2p0qBGpquemf/o19G17htcf/SN9+o0hZ04xZrLz6Tcw//6Ipnxlhx7333ktfXx/PPPMMN910E16vl0AgkGdl/od/+AduvfXWSZylPRMSDF//+te54YYb8PmK8+NN6uvr2b9//4QndjoSOKcFXdeJPN2FetSIWahPBzms2HdwNBcs20VLgAe9L7BE7WBVZi4+PCDr1Mo/Ipj6PaPSDQSkP+ERbZ7a1JQhGnI41WBQ4dDLRktqJ0QhPwS82+zIKfAAb+EozUW7LF68OFca2cq+xmlESogFKzrQhMZ1u14tOxacF3+zxoEdkiQxa9askt/jUm4NUyyYfSxMl0AgECAajdoKjfkLXsLri1fjijfPTiol098/myNH5hCLNqFp9k8nlVaVVANhotPnIgXCqLEovr4upFTpFtpWBiypcbqqklbL9EAQRJI1jejTZiAmYkj+UH7abIWZDn1aOCcWfLJIIqNVbSEoxHzat+KVRZIFljCrKyGt6igSpI9jfKQsCjQGTlzX2qmGKErMP/9C5p9/4WRP5bgRDAZ58sknufvuu7nvvvvYsmULkUiEjo4O1qxZw6c+9SkuvvjiyZ6mLYI+RTpEjY6OUltby8jICDU1p1ZDkWro+95mUvvGn8aeV3ayTTpUYo/yrEq3cxFDNCj/hUiFAXKCDLrDTdR8TZCce0ZUwL/ycRIUmwtNk7jJhpkLGQvX0t00jRGbOFy75sgKOu9+6XFqE/lP3MFgsKiBVyXU1tYSjUZLug+snTSPFau4UDwxfN4xzl2loWmPldoLuwQ9M9Wy+/Ai9u5dnfea1+vNK7l9TLEauo4UGULQdXzdnQg2Xvp0TT3JlhnomoYcGTLKHo8MgCghplPoooiYjVEwk3Q1jxcWrkSTZeLJ8W6U1QaljmoedqktbFdbUbPfo2rqH5RCEgV0TT8uxzLxyyJxB9ebRxJI2ZhARAGe+6sraa9zzuAoxZlyn3U5MUydElJnCFJN/tNBHUYN9Err64+buY2xZ7OVNcoPqMPyxC77LB3tBPuSzTmxYHNLNV8rJxYcBEUGiUe4jLTgsY38soqFo8Ea1s9ejC6IrK4J8GokZsQpaOMiofAMMvC5lhAxPUPh8240Gs0rflSpgKgkfmF4eLikRaIarIv2WWc9RyBwhPx13G6ps19cdF1k29Y1jIzMzNuuKEpRf45qxEIgMMjsORvxeOL0H51NKDSArKQ4sP9sAmICUhqxvvHSyJlgmMS0OUZxJiDjNVKF003txncwkwFRINC5A93rI94xF1IpkBVQtbyAWjux4PQ3YgqPQT3AFjU/Pbnw3dpZCirhWDMTZFEgU3AMUyyYVglJNC4DgOrgL9F0ODQUn7BgcHE5FlzBcJKpe/NcRJ9MJpoi+foAS9LtNGSCbGnopjNavna6KRZWs5EMCtfzBFLhqpzX/lYvU7K5zAIi+0FN2veIcBAUfTTwCmeDPv5E6+TPf3TpavRs/YbuRIqMDhHLdAWgThIZMu+kuk59ZIjU+seKFkMTVVUJhUIkEomKrQ2lnrwDgQDnnHMO69atywmRiTwBm0iCgqob16K9Yxte7wDFAqGyBSoarWH7tjcQj+c/Lc6dOxdJkqpKb5akFHPmbmAs0sDMWa/j8Yy7RoLBMUTRmPO0Fogn96FrsPmHSwEFb+3biE7bZ5/WaG7LlriNz12Gx6NAKl1RtoOJKRYCgUBexoumQ68WZr06e/yUgEcWSBZEGlay7nskkVQFcQJBj4iq6yRKBh0bFIqF8WNIRFMqIa9stLdPGd8vJ6neUefn3DMg6NFlauIKhpOMFPIg+mWSL/YgNXpRh5KMkSgrFmbRRVwIo+tpruZZFnKgeJCogGZZlAUpu9ALVGaYtUkGyzj1OLA39vbQzAbPJbmOyOYiXCgW4oqHQX+YSGC8y9yhVMZ22TTFgqDrnLdvG8t7OomWKdA0Njbummlra6O3t7dojPWJtdST99KlS7nyyisRRZHOzk4OHTpUkViwWjo8Hg9SOoinfwZyOkzGO0TzvJeYNm+Dw975n0N7+/vo7n4Q88LqOsRiNWx5/WpSqeJCW52dnY7FocbRkKQMqurB7x9h5dmPoChJmDbu5jAxxQKIzJqzhp27HgZEwjPeRmp0GoH6GiLxGMlAX9Hc7d5ZMpX/+RVaD6y/mxYE831HzdLpGLUUHkstoE/PF0w6FImFSkmpGh4pa/QocYho6tgdFKZAGEvmf5/MTIlC0qqGLE2tyHmXMwdXMEwCUkgBWUAdMJ6Qdyv2YsF601zNRpbpe0sf2BQLpnDQVaP6YkUdJKGqjHNJMSwPFnpp4n7eRTRlby41/ek68LPzriRh83TpNFNJVXnTlheYMTKQuyaSJHHhhReybl3plFE7sQCVp2CuX7+eLVu2kMlkuPzyy+nqcq5zbxUJ1uBCUZCoG1yB4b7X6Fj0FI2LK2+w0919P5LUQCYzSDTaSDqtsHXLFei6fbVKTdNKuE50JCnNvPmv0NKyD10XgToEYfzzdA661Ojt/RWCIIOYoX7+S/Rtupn4SJoaFjGmycRDzuWpnSwzhZ+F9bvflamlQxphVPfxWmYaui6QQiYsJOnTQwzrpSqTVo5XEUlms5jS2rhhzmnxrgSfLOJVRNIZjVi6coFxwZx6nt9nRM2HvBJj2cqSdQG3N4/L5OEKhknAt6QRHu7EXKBnak0cloxMCatpXNd12unmPLawjDJiwUrOylBpu+kshRaKUhSIhf1M50e8m1L160wXwrp5K0jYdKAE53yNecNHmT7cnydpVFXllVdeKRpb6ml1opiL73PPPceKFSvYsmWL7TGttQ40Tcu5RBLxFOmkjoBA66r7qZ/3rO15BEFBz7orBMGDrqcwLT+qOsjISAuvb742N37VqlVs2OBkpbBnztwNdHTsQNMkBIFs50v7TB07RkbXA6CpIkO7r7RMHvyx6ahSnJR3CMTi61NpbIL5N/BYcj6H9XrIFMcf9JT5SEu5FjrqvBweNr6P5nElS6trXR/PsCgnFmQRHGIXSWQ0Ek4vluDg4LhlL6PquRTNi+Y5tw13cTnRuIJhElCHk8YjTJZl6gy6pa0cEJXcjbKBQZoY4p08jG/iffuqG16RWCh2W8Tx8BJnF490WKi3m3n1Njj5bvfX2tfPt6uGWXhO83dRFHP1HyYqIlKpFK+//nrZcZFIJM8l4EnWG0WZZq1zFAui6EPTDGHS1vYuent/Yb4DAI4cmUvXweV5+2zatKmCWWssXPgCgeAwggDhsHFNJOnYUg0zsQbSUUsjNB0k3UvtyHIGG19BFZ1bdpuWGMXjJZ1K0t7eTjQaY2RkmLQusi3TwoAeNMSC+S706iovWsVCS9hLX2Rc5PaMjP+s6UbNhFiqoEtoBQu9KDiLBSfq/DLD8dLX/tCw8T2QREhmjO6rQY/ERy+fW93JXFyOI65gmAS8nt00ez9PSp2HRz4AaoKbhUO8ymJ2MZcxoZYb9N/RSqkUvokWrT1W8s+5mSX8gStIUGwxMOsNWPnV2WtQxfFiK9aUSat1Ie/daRr1VVQddELTNHp6eggEAtTV1VXUlroQO5HhlIlhFTO+eBuCmKR+4SOOHSdNsSCKPoLBBdmtIq2tN/Gb/9NIpYrN0aVqKgiChiCoKEqCltZ9uXPmv4WJf4+U4BCClEJX811LGTmGJpUWuaqqckQLsj4yg7XeHew5GuNXkblcqHTSp9eyU22ynZ3153IzFwWo98sMxDIMx0uL4XQFPoeAIpJU9byMCU0HRczT/2UxxUKp+edieTRL+qmuTyjDw8XleOEKhslg04/xCtvxytkmI9n182I2crGwGWraYcROLFhvMSXuHKE2yCSzlRknkIlurdEg+6GmAwb32A59lMtsxQJQtIjqwECw1riTZ7HOTC0Ya7KsZz8X7x1vle7xeEin0xOyEGiaRiwWy8uwUBQFVVWrrk/Q3t5Od3e3rViwWjACgSHmLbobJdCPN2z3uXohmyAqCB40LUFn5/8AMNqzkIN7F5JKlXdJiaKIruvous455/Tj9z8Jgkom01YiJmGiK5DAwPabQCuOQ9GFNLqg4rQkqjq8nmmjS2tgQA/y88RKUgmJDBLPpueVPbPpQig1c9OEPxAzvsepAjOAufAWztBc/D0CpApO4BiDIExMdPk8EvGsVaOwCJT5k/k3oQPnzqynw02ndJlE3HDbyWD34/bbBdEIVBw5hH0sgOWmJNpEwJvtpQUBrrozu3ECkdx6xohnACNLYvH1INmnv7ViH1BoxdqFsSUyjPW9Fc6u8F03jg1zdtceJBs3g9XkX64NbOHrqqoiyzKBQIB0Op0nFkKhUEVtZbu7u3O9UwrPYxUzc+ZuINS600EsACQRBA/h8Aramj9qbIll6D20jB1dixkatS99HQzmV8XUNI36+noWLTqMz/8IkpxAktJ4vc5BmgaF5XUFnG4Nei5LV6dPP0yypoeE9ygpKcJo0+uMhfajCRpoMnaLqCYq/Cq1gk3qDAZ0Y/4xPGSK5pA9n822Sp6yCy0GSsHbEYCWkIcZDfkLsLlmF4qFhqDzs1XhuXyy823V+krc4gIprBhpx/SG4xPc6eIyUVwLw6TgcHMQPaAmcHxasQYlajYmX10D2Qv1c+B3nznGKVpMuM9/03bI06xmL+Xbr6qqyo6WGTyz6JxcUR+ARX4Pe+KpIsuC+bwWSMS5bNdrhAvaLJumfqvJv62tjZ6e/GwTa5ElO2tEJpOxDcKLx+Poul4yzsEMTi3MRBAEAUEQcgJEFDPU1JRv9azrKSKR1zl6IM7Q4MWMpGSOHp0FAiQdmn2NWzZ0RDGDpikoSpSW1j9V6XYodGvoReMzGYmDB89ioH8WmYyMJKkkkyHw7wY/oMogZSA0RFzvstW7mg79GQ9xvCfdoVZoHNCBPpvGT05zGozmf0/mNvrZN2Afo6HIQmHbihwapYMkTYosH5LAZ66cX3onF5cTjCsYJoNr/wV+88n8ro+inBULFsIdEOkld0OvJCgxk4SDz2d/OR63ZcGYm67nlZJOohjFmSpozfPs/BVs7Sg2Ne+Mp6gRBUYLHhl1IBSP8o5NzxAs6F1gXcQFQch1g7QrCjXRioxmXECpTpNO9SUK3Rpz572MJJWqmCljNTyLgW72bLnI+DV7aefOncu+ffZtroPBAeYveIlweJCxsXk0Nk4jlRqPkTAyLTKAjiw3k8kctZ+GtdgBxsc9OtJMMtVI35E2hofb0fVxK0DRZZEKqm2ZPwoCUSHA1mQ9u9UmMoJyXP3wdt/wwjTISoIMK0EWQZEk4mk1JxaCHrGoHkMkUbpCqp1YKBWrAeSaWLm4TCauYJgMtv6yuEW06AGt4KYWOWws1lXdKSqMc6jmGAVCRQMeZQ1jBKmtraWtrY2dO/Nb0IqiSFrXeXXGAra2z6VoRcpSKBbQjb6WF+3dWiQWfD5fLvbAfMI3F3Rr++/jhZ1YsNZZKIUkqSxc+DKNTftt4weMjIgMhV0yDncvLBqbEwuahpjt5UB9iPkLd9DSOp6xEQ7vIZM+mLevkZZpvp9isaDrAmrai5rxIMlJBClDIhHk4MEVDA0ucHyvgiDg9Xotosx+nK7ryFqCHWZ/hxJfyUrLNs9pCrC/P9tx09wX43vZEvbQF8m3HDSFvEWCob3WS89Isqq/kIwGGS3/fU60eFOhqNEpHTypiALT612XhMvk4gqGyeDyv4HtfwDZA6lsXwWniopaBtrPhe6NVCYASo2p1OJQesxvuZqNLAWMHgx2fRheOHcN25QAySp71Yu6xntffpxQsvh6pFKpkpUZj6XeQkNDQ1EbcSumUKhELAiCyrz562hqtqnGmcXMiLCSSvo40ldsiZEkCVEco7G+k4DnILGjPmYsH8RXb200Zny2mp4iHF5FJDJem0EQ/Oh68fWM9i9izwvvJSlHSAb6EMQMoqihqmY2hvN71XWdRCKRK8Qky3JxZ1VJYWj6pTyycyjXDAoMYbCoNcT23vxGaU5iIVflMft/UyxYBYZ51rjNAr7naHFQavdIvhj1ZIMkC6cQUMSqCi5Vim0VxxKnueG86cd9Di4u1eIKhsmgZRF8disceB4e+lDW1F9ioevZXPr14yQEypFEYSPLiONFlmQ03X7h3t42i82BOtQqezSff+Qg03oO2IoFKN84qZRYMBc2p54RpcQClG8JbRUr9Q29tLYesLzmz8Y1xGz286LrSQShkU2bLiNtU+ZZVVWWLX+a2loHdwJg/WwlKT8gVtdTeQWhdB16exawb++5aLXj2S9ebxBFUWxbjzthWmE6Ojo4evRorsfDgUwdXek6+g8mSJCfDqrrsKuv8o6iTp+qncBQJ9iJ064zJBiZEYoIVy9t4w9bygf4ngiaw16+9Lbl5Qe6uJxg3CyJySLUDE9+BccW01bKjpmAEBAKo9ILvgpmVkQ280L31fM7ruRh3sAOFqB4vIRCIQp5fdocXpi7LE8sCIBftBcPpmKVgIWH99FuSSdVlONXBtdc2ArFQigUoq2tbXyuVYocE1MsKJ4Ys2dtyAs6FEWpQCyIlv2SRKMNdB9ebgQRFiAIGqKYRipZ1yD/sxwefqHgdTUnFsbGatm58xL27LkQTc9/XshkMkQiEYLBINOnT8fr9eYyUYLBYMlrc+DAAWKxGGldZLfaxFOZ+exRmxlNZIpuMjqVdX90OptU4iMyrQE1PgnZ4TtXLWkNmsM+vvy2ZSilTp5lImcNepxvxUcjSQ4NORfBcnE5WbgWhsnkmi/Dy9+DPY+dnPMpAUhnF66iTpMFT2bZ0s+6rvFj362MedroTYwvWvF4nHg8/ya2r3Ea6xauLDqtDsQ1nUtrQzw3YpihQ6LAmKbntbDu8YcIR4Zz+9kFMpbC4/FU7DYwGRsby2tUVel58ooyWbIxWlv3EAzlu2hU1Ty+GeBolv6GSKSR1zdfg6bl/yn6fKM0N++nbdpePJ5oiToKZI9XXG9D1yUEYfxa7Nt7Dj09i9C0fCFmultMURWNRonFYui6jpjNajEzMkq5fQ6pNTyRXohuTZu1CqeiGZbGSVKYxoDxks7FJn5Vc+4QCeCVBOqDCr2jlVVR/dELnSVf91o6YwYUkWgFbozZjQE6B4y/x3hKQwDasrEVVt64uJk5TUGbI7i4nFxcwTCZLLwGOlbB994AIxZ/t7cGUrHsol540xOyXSiztRKUgGEFSAyBrw4Sw8XnETygp8bFQm576cZUSRSOUs++ZAOknK0cqiASlz28YCMWrJhiAWBM02kAzk7HeVLysOrALhb0HSq5fzlqamqOOfixkhgIUyyY7g1N0wgGg4TCKebMea3EnvnXsP/oTHbsWEOhdScU7mPRonUEApUKmfE0SFluYnQkhMfbTSrp49ChZaRSPkZHm1FV+3gSO4HlFCtid310HXq1EOvSc7KCwn6WlYiFaho9SVnBYDc+miotGpOqXiQWJlDibPx4ls6YVrHQFFToj9oL30gywzVLW3h0W1/uvIViAaB7ZGLZPi4uxxtXMEw223+TLxYA1OyNbPbl0P0KpKz+Xh1kH6THjOyFZPZpNtQKzYth/9PF57BEyueJihJiQQfu4QZ6acmuR85jf3XOGgaCNehidR4uaSTJok2PsdDhNl1tEOPQ0FBV55/o+cyum5qmIQgCqVSKWbOfIhQcQBTnIUnDpNP2RZqCweX09R1ClpLs3XcehWKhtXUPCxcVuhTyi2aLYghJCpJOF/vUM5l+BDHJiy8YjcCMTpSV4fT+7YpRWRnVFR5NLyFbz6miOgOFmIt1KbEQ9EjUBRQGoyniac02SNAjCY7xCKXwygIBj8xQzNmqZbUimNYNUTBqJDi10i4UC9YAzoGxFI9us6/RIQFKtvrj/BbXunA6UI2784orruDJJ588gbOZGK5gmGyObM3/XfJCJvtE0fmU/T5pmyfPsSMwVr5AkK0FwkIPzfTQzFNcxCg1tmOsgYP9wRr6Q3VFzRHKhmHqOjMHuyiVXe60QAmCQG1tLcPDw3nbq3FFVHM+yH/P1rLSuq4zY+ZW2tr2ouugacNoGgSDC4hGd2dHjS/4W7dIdHW9xfYcLS37mDbtAMVXL7+0lShKqGqxOBLFaRzobGR4uC2vZkKlOL1/XdcJhUJ5rptWUWR43yA9NfU8FViUN9sJNGfM+xY4fXeiKbWs5cAqFiTRcE0UIolCUQxFMqOTzJR2gVnFgigIud4O5nbzfIJQ2K9jnEqljAqo2Qt5xcLWCvdymcq0tpb+HNPpdC74+vzzzz8ZU6oaVzBMNu1n5/8ueYzaC+nCKHIBGufBgH1PB4MStyPJW9SSOndcdEYIsVVYyuP6hWgOZXpNzIVTA9bNP8u2k1LhTArNvYquserglrwx8+bNY+9eo2dCTU0No6P2Dad0Xbft3+BEMGhE/xcKDCfMjAorpjXBWjRK13Xmzn2F9o4dRQ2lEglrYytzkfMzrX03XV0rKAyNmz7jdaZP34ailPOpi2Qy9u8jGh2js/Oqsu/PCb/fn7OcFGIVC0oyyconn6J+eBgdaJ5/GT9c/tbSs66gxoIswkXzmtjRM8LRsdKLd61PYiSh2rowLl/YxIYDQ4wl7cWFVSyY82oKeYgk0o6WAiuaDufOqGX9weGC41ZuXak0r+nDl8zm+rOmVTDSZarT21s6y+ZrX/san/vc5wD48Ic/fDKmVDVulsRkc877yH0MnpAhFIrEAjDjwjJiwYJd3wdTLHgKrQbGbes+3sGj+iWOYsHaD8LkpbnL6KlrKjmVhmxd/cK95/UeLPrymWIByldprCYgMhqN2taKcMKpuqP1CVzXdfz+NM0tRlGl4l4VhZ+hB4gjyymsYkEQNEKho8yatSn7mhPmPuOrka6JuSfZ3t657Nhxaf4e2TLVYFhIvN7SNTHmzp2bt48T8/bspUHTQJIQgGUDnSXHQ2UFmTIaPLu731EsWFs0jGSrKdp5H57bM1AkFpzekTmv/rEUyYyOVy62lNmx/uCwbbZG2ZLPghF7YS045cSMej9/e/1SfEr11iKXU48f/vCHAFx66aUsWrRokmdjj2thmAr4ayE+BKkSQW6HXrLfLkj5GQ+iMi4Ocq9ZnmdSxU/tv+FKhhzcDyaF5v6MKBJpaAGsvRbzEYHh7B20cAmYM1BabRcu2sdSlAmKze12xzNTCM2gxsIxhZaHZct+i8djLvLl5maMO9Kb3w9gztz1dHTsJL/Rt+07KNoycnAVg3svY6xxCyOjLcV7WOauaRoLFixgy5YtRePAEBRbt467x+yujzeVIjg6ysLdu9Etgi4mjwuR490jwhqTkNHKH9/O3UB2n5BXIpZSS4oXvyKRtHzGpc41gVAJQ+CJ4z6Lt5/Tzi832rdZ7xqKM5pIUxewaTTnclrx/PPPs3270b34z/7szyZ5Ns64gmEq4Ks3BEMpnIIOC9MjtbTRkjoTt7zmfGfroYlXOYtqssdfmrOEXS0zifqMTn92YgHs/dKNkWGu3LGBxljp4kDTpk3j8OHDud9L9XWoFKNiophrjV1bW8vIyEguLdKaKgnjC25HRweHDx/OO78gqHi8hX0uxosj2aHIzcQ23Q6hZ2lp3Uu4pp/6OnPhNY9dWax+JhGib+cbScaaGJH7bD++wjLWdmKhvr6eSCRSdG3txFnL6CgXP/5E3jZNlNhWPxtB19AFER0jZTFZZjWd1xxkb0EFRqt7IaBIxNJqUQBj4VELgxxL1XdwclGYhHxSRT0nJhpYaWLOsSmo8OI+++BYMx4imlKpO8MrQusZjdjr/aS7x0AHpS1IYGUTwmlkeTGtCzU1Ndxwww2TPBtnXMEwFXAqC10Ka+dKyPaiSBUcr/zi82uurfrU29tmk7C0li51FgEIigJj2WiwltHBsmIByBMLUGxxkGUZURSLFnkTRVHQNC1vwSys0WD65cu5PyKRCB0dHUQiEUZHR2mbtgt0o0OkFVMs2AmHRP/57H35bdTOeIJZC3+P4jMWS0WeSzrvMOXEgoyuZ5B9Y0Qat5L2t2XPKSDLcp6rppIg0KGhoYqit0VV5dxnnyverqm8f9djJBUPv1jwBoCcWHAqt+yRKBILkP/EHkuXn7tPFqj1K/RFUoR9MqMOLSJlUShZk8EkWqZplImdWPBmMxoqPadPFmwzKMw9VA2m1/npqPMX7XsmEXnuMJEnD6IVdAsd/v0+wpdPp+aKGZM0s+PH2NgYDz74IADvfe97CQSmrkJ0BcNU4Ko74dn/hP6dZYfmMMWC7DOyKuzaXdfNgGHnfgZHaOQIzZiPp3Zlk63b+sJ19NQ20ZiMcdjjzQkFu+WmXhYZymjowEX7tlIzcAQBqI9GcuZupzLNlbgf7KwN1uOl02m8Xi+apjkeq9KsitHRUUZHR5Elmaam/SxY8BK6LhTEegpIYgBVi6LraQQUdIsjxtv4CnPftB5ByJ9LOrMvt385Y74gNLJ16xoioxIeb4xYrA4Yb99dLq7DqXFWJa6eJdu24Uva25J0ICkWm829skgqez6fIpLI5kGmVPDIIqkK0ykUUSBts/gmMjqJbKMpJ7EA9gWcBGDJtDDbeyLH3KoNyBMLAEEtQqMwyj69HYA5Qg9dejOZ7C03YRNcad0iiwKfeuOZ3c565LEDRJ44aPuaHs8w+nAnWiRF3VuK+6+cSjzwwAO5h5ep7I4AN+hxarDyJvjky7D0HaXH1c8u3qaWWCTKiIVfFVgX7BZv67Z181bwwrzl9NXUA+M3OK+lBO8sn4JfFGj2jFcTfK2hleaxEZrGRpB0LZemV643RLUUlqpOJpPHFPcA43ENCn5mNXayZKnxlF248IOOqkUtvxU8PQp2++TvX47BAYWB/jCpVICxiBFsWhiMKsvOzwCzZs1yfHpx2m/GgQNc9cijLN+6Lf8FS82NuOTlpWlLi/aNWFwAiYKiCZWKBYDpDdU/ZZezmegYYQTHI97CWxD9OEMc5DHv53nM8znuUr7Gb5S/5UnvHTyofIkVvqMsl3poFCKIWWuSCNT6C8p0azqbuoaPw+xOTVLdY45iwcrYum6S+ysPaJ6K/OAHPwBg5cqVrFq1apJnUxrXwjCV2FeqUIcAQ53Fm4tKPFvGF9wOU5oPj5gA2cf6zFn0Unl+976macQVI7gtnT2sefSYpiNjWBtaPQoHEml2x4yn0broKCu79hYdr6mpiWg06lA5cGK3cac0zGMhlTIW/hAt1NY/ldsuSSFUNcbEawOWwwiCzGTqEMUREokQBw+eVTTKtBgsWLCAFStWIEkSP//5z22PmGuTXYDX66W+vn487UvX8SWThEdGuPiFF+2nZxF7u+s6iNU1GaaDEiybFmbnkTE0rVT1jWIO2/RRULLuDid08std2bG9t/ImW2BkaaiaJcMhm5IpSyJpbTyY8l3in2gRRtARuEbakPtLPFfay5XKbkayzbgyapL705eiASNF7bd9/ONbllU1v9OJ6Is9FY8de7EH75zaEzibE8fWrVt56SUjoH2qWxfAFQxTC0+4RGGlahdRY/z22BsYU5uI6fVsjV1LnX8YX30NfYMJGhoGGNQOgVj6Rq8KIo8tXY1ewtdt3u5eHjXKT+u6Tl0swoX7tzHbJiOis7Ozyvdjj5Nbo1oKCxONo1OjJJnR/giBll25reP9IRxnRuViwm5sBl2HLVsuIDI67jZy4sCBA/T09JSNx7AjmUzmxML0rkOc/9JLeEoEmCpz50I6Tbqri5Qk84sFV9gWVCqUrFt7qlugTexiBkyxoIjObaFVjEVelkTSGQ1VNzIlSgU/Fs55eXsNW7oNIVpoFDEFQuF7vz9zNe9VnqFFHy9Tbn56b0n/lj3MYg9zuVx6geX6VhqUDP7MCEvFA9ye+jjP6CtZ0Bo+o9Mp49vsg0Ftx26tfOxUw7Qu+Hw+brnllkmeTXlcwTCVaJwLo10T2FHM9oXIAAL7EuczkplGd2oJnakLsmN0QGAo3gBxgBDewRpqqSXh7wFVJBk8YrsuZRARNB1BEmiUJY5m7G+41putP53kpvV/msB7qQ5Zlh0DH8vtp6pqzpphFQvWGIqawBArz/sduiZaYhaKF3hB8KBbS3BX9QxtP1ZVZdIpP5VksKRSqaqugzVFNOj1Qn8/dcPDnPfK+mKxUFC6MG2xVChqhs+8+iBfvvCD7GiYnbfb8TD3l4vssIoFu+JQGQ0yFkG5oCXMa4eGHVMrCzfv6s23Wkki+GSRaMo4ZmNAYaCgnPSCeoEaVTcyaQU5r9vsfA4wPxCF2DOkpDAr2Jkzh+jAPd6vckvqi9xw3vtLvOvTH63CAFQAMhp6RkOQTy0PeyqV4v777wfgXe96F/X19ZM8o/KcWlf4dOcch5uEYPcxWbYpvtxNaWP0Lfxx+K95fuyDdKZWWw+St7cvpKBmNDypOmpGlhCKzkPQFNCKzyWrXjRBQANHsQDjN1tZzXDTy48jiiJz5syhqal0cadjYSJiAYygyVKlkAP+IDUDK2j3GddNEK2LevECr+spRKF8vrwo+sqO0TQvo6NNvPD8zSQS4bLjvV4vCxYsyHWW9HhKz0NRlLyYhcv9ft78+z9w6Qsv4jWvp9WaVMJFJACNqTE+vfGhsvM0qeSmIwpG6mU1oqOcJ0sA/mbtEmY1VBaFLgqQ1QU0h4xrargkxk9UKBYAmkdex5fKPvVaW9ML2WseMywPnoKEZAHDjfK54CMsbitdF+V0RwpW/iwreKVTTiwA/N///V+uWd6p4I4A18IwtVj0Jlj6Ntjxe9AsNxrdzEWw3hEti1Ymwatj72BL7LoCXeD8ZJqIpvMOJ+oyTUcvQpczJOR+kr5+EFT8qTaOBOqNu6cDflFAwuhAia4z5+hhvGoGDdi/f3/ReEEQ8Pl8Re2xrThF9J8M2tt3MnPaINHGVgINZepjWD4XragGQ/Hzsa6reDzNpFJHi8aoqoQgaLz4wttR1cqL9SSTSXbv3p37vZyISqfTeRkVTx09yvWCgGh17VQSR2KxPMyO9PKr3/w1m5oX8NXz30ciW8xJFsBMCAgoIrG0lvvmlrIeaDp0DVZW/rtcOeagRyKaUpnTFOSpHUfYPxBzHGu1UlitEGMJ43otag2y80jpeW3QFqAiIKFD7azx5nKmeFCCxkNAyt5Fc975l0BLyPa1MwX/ymbGnjlcfiAQOLv5BM/mxGC6I+bPn8/ll18+ybOpDFcwTCW8IXjP/8LOP8JvPg1RazMpp1urQDRTy/roe0jr5Z9eyx1OyMj4M234E225be0xKGqWYCFuubOu2bmJpUeMG2RhZURBEHIFmMqJgYmKhWOJafB6Iyxf8Rh+fxRBgLq5lZTi1h1+LvxdRBQ9aFrCIhbGx+i6wKaNb0LXxbJiQZIk23TRcl0lrXg8HjKZDJqmEZckIz5F18HjgUqtNpbzCIBPy3Dhke1cfmgTj8w2XGHW7MFYQbCBDixqDbG7b8zWRVAmhjJHXcBD/1gqd7ULAyLNGIN9/VG+/bR94KeJk6sintFRJKGsWADwCRbhOGrTsr2w9Lu/EeKDgA6z1sAb/7HsOU53QhdMY+y57vI1xQUIXth+ciZ1HDl48CCPP/44AB/60Ieq6mQ5mZx6dpwzgbazDLFQ6IqQPBR+ZHGtlvsH7iopFjx+CW9g4trwkXPtTbjWmczvPcg1W15i5cDhnF3DrnqgmdY3UVdCOaoRC7IsW0zzIrPnbCIQMMSCojRT2AEjEFhctK2KmaFpdhYISCWD9HQvJBarIx4vH+1tjb2wIssyq1evrsgFZL3+NUNDyIpivlB231J0hlp5vn150Xan2+HOI8Viwc667LGkLpo/mZv6x1JYW0CUyp6ohoBHyp1LADIVHnev3sEvPG8HDIuSLaJs9I5pXQ5xS9DegWdhsLSoOROQG/3Uv3N+2fCdujfPxTPt1Gv/fffdd6NpGrIs88EPfnCyp1MxrmCYioSnweK3gFKwUKspCv3nKc0LklLyDysVV0nGqiurLCnjX40DzTJ2JzBn0hQZ4rp9rzNvsLds+eZKUh/LNUk6XqiqSiaTQZJSrDz79zQ19GK+z3T6KIVJebHYjqJtViSpEUEoZeVREQTre9MZHJzG5s1vZO/e1blzFz5tlHv6MK9XOp3mtddeK1n90ooprqI1NegORZmKEJ1vGRFfiHuWX0/EU3wDty61dk2bBKCjzo9HEmzdC9ZMiVw1RH28BkIFTSaLzleOWErNK+pUzSkeiKxkmzYT1a7Wg6gYLsfUGPRtgzmXjx893A71s6o40+lL8Lw2Gt+/FMVGEMitARreu5jQJR2TMLNjQ9M07r33XgDWrl3LtGmnTjdS1yUxFRFFqJ/FxtRM9jALLykU0qxgJ9M5kh1k3PJ+l/4WmRK1myRFRLXLOysTfq6mNWSPiKZqaKIAAsz1KXQl0vkliXSdN73+ApkqukeWI1np4lUCURRpa2uju9u+sQ/ohMNHmNa+k+bmA07elhyyXE8mE6FUgyhVHUQoE/io6+Pvrbd3Lp37zyWd9heMKYx7KL1UWa9XIpFwTK20qwQpAme9thlkGSrp1eFgwVE9Hn4z80JeaSsu4FQ01ubt6MCR0URFJZyt2PWs8MpCrk21tUSzTxHRNZ1kQbnqcgmwhS20C8tAe2URrywwaonsf1VfyFvT/8ov5L9lpVQQx2O1NOkadD5r/BxshTd/HeSTI5hPBfxLG/EvbSR5cJR0dxTQUdqCeGefmnUXAB5//HEOHDDctqdKsKOJKximKm/8B57YGMgFWwFsFldyY/AlopEhmmt8JI/C8Ejpj1BNa9mobiOtMuk7iidVR6BBYXRsECVRz1ioEyEYI9C3GFEfP14mZbQHXLk/yQvLA+xLFC84oUSCYPrEuBcmiizL1NbWlhALsHDRc7S0dJYVCtkjksmUC34E0PMEgROZjExv7zL271tOJUa+YDBINFpZAGAhMuAfHSUeCJDJ9t+wum00Xaelr68ysWClINVSSqWIeIuzGqzxBOUW5mrFgpWwRyKSjVVIWswN1mPOaQyiSLD5sBFsaAqBhqCH/qjzd7hQkxSWgU5mNJI2ly+jw8+0N7BUPEhUqaMuY3E9iAqE22Cka7yxXKwf5l1Zyds94/DOrME78/TIHLnmmmuOuQLtZOEKhqmK7GXOgsW8/vrruU1xTWZdw3vYHTlMMO2hbrS48l9Ns4/YSArZIxLNDDMa2I0qJdDFNOgSiCq+ZAs0YXQ5tKCF9xCKzM8TDeiwZnuCV5YFirpS+hMab9v4su30j7Ud9bGQyWQYGHAu5hIICLS2liv2YjXB2C2m1Tdy1nVjn76+uezfV/zZOWFnMSgV3FlfX8/I0BAaMHvXLs7ZuImf3/BuAMLhMCMjIwiCQL3fj9zdjb9EtkqJN5P362iwjkOh4tgJazzBREJR7WorFLKsvYat3aMlxwpCcWVHc2qlxMKx8qB2FT9JXsVfqT/hY/LvyHhqkDNxw8owlv/3x1V3guy2snaZuriCYQrT3FycLtTdPwxANJ7CO+0o0qFZSIqAmq3XPHrUWFzi6ijDTa/mO2sFFUEQWHHpLF577bWiYycDfWTkKG3J80lFC27vKQ18lhAwAcKJKOHUUJFDeCpG/Ho8URqbuvB6R+jo2I252AuCD11PIElhVNW6oFhXHlMcWEWC3cpULCIEwU863cb+/c0MD81A03RSqeqCtOwyRko1CRsaMqwh576ynvl79yIAF7z4Ei9ddCEjIyPMnj2bzs5O5rz4IvO3ba9qLoWYV6UmOszFPVvZ3LaYWYOHaI6P8NK0pWiCSK1PZqREc6hSVGJ02NEzWnasrue3pW4Jeegbq1womGLEIwkEPBJS1tWRTGskHHI6BSDkkxmOZ7gn8yYSupdBZQ7/j28YA9QCCd5xbsXzcXGZDFzBMIUpbPEM5JmmhzJdhD1hvKmGvDG+kMyw1Gkb2aXrOq+88orjOVVPlKh/D0p0bt72Dz4xSsIjsGmulx0dCs2jCS7Z/7ztOVpaWjhy5EjxC5PAvHnzOHhwO8tXPEEwOFKUHarrhsAyxIJ1wbca0EuJBCs6gmC0nx4/fhxBCJNOXUwiceJK2OYEhG7Uwjhn40YW7M328JAkZh88yGsrzyIRDNLZ2cn0gQHmbt8xsZNZ3BEZUeKR6efTWTeNYW+IB/7wjwSSRp2DBxZcyY+Wrc2JhXI2GUkUUC2rviKCIIik1NK2iUqTIlKqTo1PJprMsKithr49/eV3ymJOK6XqpOLO4mdajZeeUUMI6MBwPIMsQp9WzzfVd3FX6usgWPYPthgZUbIfpq2seD4uLpOBmyUxhbnssstKvq6joTQU+8xTsQxp33Dud7tOhKWqAQ6rh0h4j+Zta4hqtA+prN0Q47O/GeGWp6M0jNh3EbSKhcJuihNFLBGdb2K1bPj9fhobG9m7dy8dHVsIBkcACUGA5ua1kJcwZ+JQGCs3By/l0ipNsZBdtxkdbWTzax0lXSQTwem6Suk0b/nNb1m4e7yGhJD9/BO+8QyO3nAYcaIuI8t+iqYiofLkjHM5++junFgAeM++p/Gnx90phWcrzJZQNT3v00hrkFK1UjXDbAl5JS6Z25CXignGzW40kUHVYd3ecbGgVHsCB2SRnFiw4pXHP6uvpN7LJs0Q4zoCejJr1Vp8PXjLV/V0cZlMXAvDFKZcbXFRlLjhA2/iN19/nbSloY6mgVcPkRSyTXNsAtrK1UGI1G0nnj6EnA7hSTXgSzUiiAKaGcCmy2hieZPu8arWWEl9BWvMRCgUIhLZx/z5h2hsMNt8G3M5evQP1r3KHNVSyVFLUld3IYnEIRKJQwiC1zbIUdfh4IHlHD06l3i8FkVRkCTtuFauVFU1rxqmoOt44nFWv7KeQEHMQyadZtO55+SlRGqiiCqKSJXWrbBYFYRg0EjDzH6vrjm6let+/0qRsUlUVVYf2c7T08+xPaSdC6Ex6MHvkeiydKic1RAoWZ2xkLGkyrp9g+PzEAzrRV48heXc6Qr8HrV+BZ8icsQiCKzZGOBcbdLanOqg3sonUp/hTdJL3Cg9RcBTQ8fKC+Hyv67gnbm4TC6CPkXCNUdHR6mtrWVkZISamtMjGvZ48Lvf/Y7169fbvuaNtzDLfy5Dvfk3U19Q4bDvOTTl2NMTAdBEJM1H/cA5qFKClDJEtLaTE9faeZxKgiedykgvWfoUTU3lmnkVNkE2XRHG4rp06TfYv/8bxOP7GNfXxkLpUZpJpQewXoeursX09iyuqAeEE4FAgFhs/DOtqakhk8nktgmCgCzLBEWR4WQSSdMIyTJX/exBZJvr8NpFF7JjVnFu/8XPrWPGIZtKhBPFtGRlhcQz01bwtfPeS0oar/8giYagNT/R6kNHJ4+PXj6X75apFFkNigg/+chFnD+7ofzg44R7n3U5FlwLwxSnttY+37hZXIg22sRorDiCPhlLo4WOX+S3KIEqxhia9hKqplLuFq8oim3O/0QoJRZMMeH05D40dDYzZviIx3fbvGoKBbUg7kDL+//Y2BZE0TQp51tqUulxt42mCRw+tJQDB85G120aeBWUyS58D1ZMYeDxeFi8eDFXXXUVIyMjbN++HY/Hw4UXXojH46HnW9/i4K//j7qREcJvehMRu+sgSUQcglA7Z80aFwwFaZIl8XrBrlZG9v3FJQ+/nH8ZP1l0NZqY7zopDEcI+2RGCwIifbJg1EooM52w1wg+HC4RU2BircdQKaJgVHs022FbxYJfEYmntQkd1+Rf3nXWSRULLi7HiisYpjizFy/h0cPDJBUPSVlhejJKvG02R0ZSvEmLMr93/GYpKgJa2rjR1kWWEG/eW7oIkk1/iMKnWwAtmyeuapVFulcSb3AsPR9MSomJ6TO20N6+g0TCqQiOiih60bQkuq5htTSIYhBNiwE6w8PriUbtBMc4qUSAHTsvZWSk1XFMJpOxfc9NTU34fD66urqKXv/kJz9JMBgkFosxY8YMZsyYAYCWTDLywAPEf/Nb6rKfVeTRR+1PrGmOboexkCVbowKxIIZCaGNjRWPNKh8DvhoenbWa59pX0llbWfW6QrEAhovAegqnRTmSdHbxKGJ+62unRb1UKqamkxMLheMS2YNPVCy8/ex23n72qVel0OXMxhUMU5wNqsi+1hm53/tpAFWFkMQDl9fw0d8P0zRm3Ly09PjNa9k5i3n96KE8wSCKImgqWiYDuo40OoRa2zhuSoYisVApVqtCJZUaj1UslKOh/jBebxxdd6oxIKBp5jzz56Jp45koo6OvFu8peND1NlQ1TE+PytG+uYyNNZZ1n1jf8+LFi9mxYweLFy/miiuu4MCBA/z4xz/G7/ezevVqZs+ezcDAAN///veJRCLcsmYN86+4goF776X/299BT6XAasVxio/QdeYcOEi0vZ1IIEDKtHLoOhe89DKIIlJ9PWoFQZlCbS2Mjdn2mxgI1HPbNV9ErajocmkKrRATWZTtipvaUemhC8cdqxtl39EosuTGnLucWriCYYrzna78bIXCSgCvLPDxpo3Fi/zO1/YzGsrv26BpGqgaoT2vI2StBtpAN6n6FnSvn0yNs3lUFAQ0Xc97CjbN7PX19bncfzuOp4uiUkZGWqmt6ysxoppbvoAoBnJCQtNSrF9/Npra7Bg8Wko81NbW8p73vIdoNEomk+Gb3/wmHo8HTdMQRRGPx4PP52P9+vVEIhHQNPr/5otkKujDYUdbTw9tv/wVj197DQPZQNrGgQHqh4eN9xOPV1QaWjXTfEUxr0S0ANDSWlYsmN9dSSwWBeXwiEYpEHC2CpiVG83XzRLOggAiAqrl86j1SYwkSgehOnlpfLJAIld6Oj/YURDArwgEPAoDY6ncXAoPc3BwrJK37eIypXAFwxTnfR2N1PUNo+nw7PBYUfmgvdNkElsEfOn8W5IwFkb0eosCH5Xh/pxYACOS3dffgy4IxAQRLVwHmTTIyrjLQlXRUwnwB9E0jZkzZ9Lb25tbLMtZJSYiFrxe7zH1lGhpPZ4CRUfTojkXhqYpZNJeMpl8sWAVCObPwWAQRVEYHh5GkiQEQeDGG29EFEV6e3v52c9+hqqqeL1edF0nGo3y2GOP0djYSEeHYbL2JFPURPKrFNoh1Naij4w4vn7xs88yXFNLMBaj1iI+9FiMDR3LWHV4a14wou05QiH0MctiJ4oIXi+vK4340wniinPzLfPY1YoFGBcL1uJLhZibTTFhlnCWheJMiHJiwSeLaDq2NSCshzLFwpK2MNt7I4bA0AWaQkbLbQTDpVLYQXM4rvLYtiNcvdTZjeXiMtVwBcMU5/3tTby/vYlz123NbbPeeobCMo+t9PGW9Tam98Lu2CMDePvt+yvIskzw0B40SUZTvOit7YiHO0GSEVNJNI+XZFM7arCGg3v3gDJex+F4NIsqJJlMoigKmUymqhLT5tP52FgUr7coRMMxFbISvN65HD5Uz7ZtM9H1/M6PThaFwh4Qn//85/F6vQwODvLzn/+cTCaTFzciSRK1tbWoqsqePUYtheVbXq+oZkKeWLB5PA7E4gRi+d8THcgg8PXl7ySweC2f2vhzVgx2Eq1poF+TaUtH8CSNfQRJMsSC9diahh6Pc+XudTQPH+ELF/9F8UXP0lHn4/BwIid4Kyn7bKWw6VM5zD4Whe4JyeGp34pT9UbAVrBIWfdCjU9iNKHSHzHEpKqB6nAm+TjVf3BxOVm4guEU4bOzW/n8rkO2t55N8/zM6VNZfjD/iTc4Mo9Iw7bcYialUwia/ZOVmrUCiGoGUc0gHNxjLICZNLLXSyYZJ3DYqBwYmz4fVTnxNe8rsUx4PJ48t0AqlSKVShHffQGNjcUplaXEglkm2g5dh+3b2ujqmu7wevEnIwgCDQ0NuaJNqqpy+PBhdF3nxz/+cc61E4vFcqmhqqoyODiYd5yU14vY0IBmbpclRH8Azc7qYC7m5nzKZD8IgIxOMB3nYE0bX7z0o9yy4zG2N83h5ZbFhFIxbtj1J96z56nxOAmH4604uoeOsaMcDrfYvn542Li25t6Spa5HKQQM0381YgHG+1j4FJGMqudiIexOaboWChtkVZr2ueXwCIokEMlaLprCXm67ZDZ3r9vPQDRNrV9G03QaQ15mNgT40KVzuGKR/XVycZmquFE3pwjv62jiV2fPs/3ARFWnfqxYCHhT9Qiqgq7ryJEhlMHKyzVbF0CtwLft6z2Ap+9QbuHwesu34z0R/SUEQXCMIUinfQwOTisb/C+KRrVKAQ+6nkAQFAqrOWqayL69F3D48Myyc7JW1Wxtbc2r8NjS0oKqqjz00ENFQZ+hUMj2eN5Egmk9veNiASCjGmKhsFqnJBUv5hVYJpKiQkLycMv2R2iNDvKjpW/i5ZbFAEQ9Ae5Zdj2jSsB+54KKk/7MuCCzxvRZiy6a2wvN9E7oVB7EaEcirZEpqCJZiKlFmsL53+VKynqBYS1JW9pmHxiI8bXHdjEQNUTvaDxDJKnSEvbxvx++wBULLqckrmA4hbiwPsz/W9BBi2K5SetQF1XpGCwWDJIskSsy1HsQUZ1gA6CCCHwxk8Y70Ivv8F5QVcR4FHQdITruF/dFBmmODSOlU0YMhLWcsJJvzjd/lySpIvFhUtpVIdDTvaTsMTTNMLfrpLLHTGMt5DQ81Eb34cV0dy9E0zTHhd3EWmuhv3+8/PCCBQtobm7mJz/5CXGb7pDW92IVV6okERpzCJBLpRCs8ylVSdLvR2qwD2r1amn+/elv8b6dj/GdV3/I1SO7WTzYydl9u9CBm3c+Tk06G6diLTMuSUXnzI0DBMvHY/2ovLKU3xPNedaOyBXsZBUpC1uCBD3G342vxM59kercVZfMNzp0FnoXEmk1525559kdOSHxjZtWVnV8F5ephOuSOMX48PRmkprGP+3tMTYIIDs8fWkZCBw6hCbGkDLF5n1BFNFLpTeWMWcrkWGUsU2g65jLliYrIEpIqQQJIIBRhjg6bzmS7GFmxzQO9uZnL5iuB9Mkf7wYGuqgq2spM2dup/KsCMMIXVvzBl57rYOurvyVYCy7eFdSiMmsRxEKhVi5ciUPPfRQbgzki4RRMwhR1zFlXiAWQytnmRFFpMbGkmmRYm0taBqq1UphKb4kAC0pw72hDA3w2efvhXQaXdP46qUf5gM7Hhnfz/qeLZ+VLgh0Lj6P15oXoEgCa1dM4zebxuNlBIttP5VRCfkkxhJqroZDtZgVmQXBEAYZrTgg0mrA2NU3HkuSyEzkjPaMxJNF5y10Yzy81fhbndsUpL3OwVLj4nIK4AqGU5A19WHm+gfYF08hA5+a0UJGiuT8wcF6L9GhJKoSJRWagbd/q+1xSooFqKzyn67jC4dJZP3phjDJFyeiZqRyAnSNzEKtNZ7KmpubSSaT44ulOd6SuulU9tnEbNVsl7opCAL9R+cwc+Y2mz0LS0Ibb/dA5wpa2/axc0eKvj7nxdpOLBjHyLektLa2cvnllzN//nzS6TQ7duxg165d41kUySSCIDDm8dDS00tHdzftsRjRTIaWgQF0Vc0PeJQkBJ8PPRtMqY+OUk5i6ZqGXhjvUCpQ1SIk/l/bCFHnkTn2hafxyUU3GvEGAjy3uz8v48KnSLmeChmNnK//WNH1cfFQqYvjWCgUB68fLo4jKdTZsbSGJAq8YbHrhnA5tXEFwynIinCA97c38qW9PcwYVkk9uAfRYhONDhk3/ESwl7RPQ9NaCRyuvAa+NxAiGas8TzxRScqfriOIImLSCHyTgMGBAVQb0WL176uqWrKmwdGjRp0KuwBJI02xgdc3X0dr21aam7tyN3NBsLgdhi8kkzlMKDTA0aNz6Ooqbza2ZjYIgpBLA21sbMTr9bJ48WIWLVpES8v4InHOOedw1rx5PPX9H7Dx7JXosszqF16kfmiI4bo6mi0uDNNiUyRZVDUnFnKUsQQViYVSFBwr+otflB2jAwN+oy+BLArUBzz0Wpo06eQ3YCpFYdBhNRSmHBdOmTKZEXnjs/sUZnGkVD2X3WHN8rD+bJf5oWo6sdTEXIIuLlMFVzCcotzW0UyzR8HzRC9d+khetHnce4R46CCqmF1EhepCVSoRC82z53G0c2/ZcaIko2VjJ3RNwzN0FAQRIZUg2WG0+bUrUW2llGAoTFu0Y3i4meHhK9i1U6Nj+lZEUcXriZFMhsioMt2HFwALyh7HSiwWy1lCdF3P/bv22mtZsMD5WL3/78u0d3fT3m2Y6wWPBz2TyRMLVVNN/7gSBZrE2lq0wjoOdsfObtMFAUHX+cPsC/n+8rca9QY0Pa+jo8n85iD7+6O2GQowvtCXEgtmYaZSOL2s6+NplpWg43xZ7YSBpsO0Wh99owlDQMoC0dR4HYin/+pKWsKVx+e4nN489thjfP/73+ell17iyJEjCILAtGnTuOiii/jIRz7C5ZdfPtlTtMXtVnka8L3bn2ZMO4IqJlGlGIlQz/iLuk5g92tIFQQ8+kJhEmPjT6OSx4Nqk4UgKQpqOp0nBiZCJhBClz3omooarkf3+kBVUb1+o3AUWZfECS4jfTyora3lIx/5CKlUiscff5xAIMD1119fNG7neecb/RhOBAUVGCvCai2ocn8N+KfVH2RTy0KSsnOarSTAnOYQe/rs33dAEYll0yCCHsN1UapA04lEkQRawt5cCmg13TStY0NeiVRaJa1BjV/m+b9+I0Hv5D+fuffZyUXXdT72sY9x11135bb5fD4EQcgLhr799tv5z//8z8mYYkncLInTgHPfXc9o/TaiNXtJBHvyXxQEFJ+/5P5StqZCsK4ewdJd0BQLQkEzKbNmQ5FYqDJ1Uo6NoYwO4hkbwd/TSaBzB4Gu3YT2byWwZzPy2DCeZKz6RXAC+HzOFQphvKaCE5deeil9fX1885vfZNu2bWzevJkjR47w4pNPcvjOO9n7prVsX7J0XCyUu1Y+HwSDpceMT874f6XXyZrpYH1ecNjfacFMSwqvtSwoKRYAZEnIiYWQV+Zjl8/NvTaz3pf3pO73SAQ94jGLhUq+iV5Z5JyZdfjk8e93WtU5asmU8MrFt0inY1tnPJZUSWXFgkeWTpkW3i4nlnvvvTcnFt797neza9cu4vE4sViMHTt28La3vQ2Ar3/96/zqV7+azKna4gqG04CewQPGDwK2d7Nk1iWheH3MXHZWkYDwBozI7YFDB9ELCjuJklQ+ONIku/h4AsHc+eacu7rCdzGOoKpImTT+Q3uR92zB29MJaiav2ZI19TAYDOIprEmQHSMV1AlwIpGwL9hkous6g4ODtsecOXMms2fPxuv1Eg6HWbVqFTU1NXzve9/j4aefZvszz5Lavz9/cS5j2JMbGqCUuyX7/oVwuPSxsuJACIxH58tz5zqNtmXAGyYpe0h68kWVR03zw0e+gqLaF9jKfUIWP/9YMsPP1h9CyeY8HhxK5FVV7B9L5Uz51VD4ta9kgdY0nY0Hh4uqOlrFil3FR/PVWQ32QnxBS4izOmoBGIln+OOn1xCaAtYFl8nnf//3fwGYP38+P/3pT/Pcl4sWLeLnP/85c7N/nw8++OCkzLEUZ+S3WNN1tkcTLA36TkhBoZPNmjVr2Lhxo20HSCEZRzbrIwgCB7duxuPPv9HFRoapxPjq8ftJ2dQQkH1+Monx7amYsdDVt09n/6svl568KObSDwsLROXOOzqIZ3SQWRdextbhqFGISpFRMyqiKObiGKypjj6fj0QikZdhYRcLIQgCtbW1DGcbMTlh7qvrOqqqUltrLAgrV65kzZo1fPOb30SSJJYuXcrLL7+MIAi5zyPqt1lYrOZ/RcnvPAlkuu1LeOcw4wjKBTRmr4du6feR2bWr9D5ZRpQAD8+6gJ8vvJKox88F3Vv5x5fvyS3OAuDTMqw6upsNzQtJS/m3E/NKJ7MLsHnpB6P2xbaOBb9HIlZhYKVJYX8JK41BhdFEpmTMw4HBuG15667BWE5oXDS3sagYlMvEMEvQV1OrZarR02NYgFeuXJlX5M1EURTOPvts9u3bl0vhnkqckYLhfw728ZV9PXxpfjt/MePUT3Wqq6vj05/+ND/84Q+N7oZZhHSSQOcOhOydOp1d1O0WfSexYC3aZL8feWLBSt/+PeUnr2llW10LgoDs8TLSuYdgb3duwdKB+IwFEKwBQchLdbSzGNiF6+i6zvDwMOFwOO/aldv33HPPzQUmZTIZfD4fmUyGl156qWj84ZkzWLi3IEDUTBtta0Pt7S18w9UFMlaI4Pej23yGypw5pPfvL9r+oyXX8se5l+R+31M/nTgSAUsiZ0BN8Y8v3s2jM87j66tuKnn+4/GOZtT76BpK4JUFkpZ6CunjUL/D2uPCrNBYDqtYMIMyrVaJL65dfMzzOpOJx+Ns3LiR9evX50qm19bWct5557Fq1SoCgVOrrsXcuXPZuXMnr732GplMpkg0pNNpNm3aBMB55503CTMszRnpklgU9DHL52FRsLTf+lSirq6Ourq63O9NoSDtY4OIDr0jjgVROv46U0Cj3msvPHRdJ51MMGwRC8Y+EOjajRQZsj9mFdajagpG+f1+zj///NzvsizzyU9+Mi+F0kpT31Hb7ZCNDyl0p0xELFTw1JUTCwXXJU8sWF776Jbf5o0b8Nfy0OKrbI99ddd6Pvraife5mpcmWVB8qRq9UC4GoZqGWHlzyKtmKfLxK+axYnrdxA7mwsDAAHfddRePPvpoXn+VkZERnnjiCb7zne/Q11eqhf3U42Mf+xgAe/bs4eabb841mAPYuXMn73nPe9i3bx/z5s3j9ttvn6xpOnJGCoZrmmp56aKlXNFwekUJX3fddciyTEDLkHzlaUZ7DwMgVJlWWZYS67BYQcyAUDBmfs0In12yjvfP3kiDUkmZoPxjNUaH8PcY/S2aIv1ccs5KQEdPV276tivX7MTcuXNtn2xs4yB03SjtrChIjY1FL2f6+8GhH0ZVVNoxVJbtBYkpFCyvdde2Afk3iZ31Mxn02JfHfsv+ddQmx82o0jF4+3yK/c6Hhu1jTaqJejgRAYhm50m/Ylytt5/TwReuc60LEyWVSnH//feXdBVGIhHuu+++qv52J5u3vOUtfP3rX8fj8fDQQw+xYMECAoEAgUCAxYsX89RTT/Gxj32Ml19+eUpmsZyRguF0paOjg7/8+MeQdm7Ke1LU9fzbqez1AkLRwi3I4z0epGx/B8VjPLkKoojs8dI0czZaJkOgts52Dppa/tatWx4HRVHAKxh/8Iqo8s6ZW5HEErd0y/tS/H4jHWl4CHn4KN6BXpKHOtn8kx/S2LULf3cnQtxegPi83jxfaCXZxab5cNasWbavF1asNAlHIpBO25dvTqWMeIbjjZN1xSFOxE5EtA33sHjwQN5i/GrrIr5/3g1F5xGAfn8tEc+4kJrokzpAIn1i8womomXCvmLL2tymAG9Y2MR1S1sRgXg2PXRec4UZLi62vP766wwN2VsOrUQiETZu3HgSZnT8+Mu//Et++ctf5iyS8Xg8J3qSySSRSISRwnooUwRXMJxmhBoaecMH/wJRdH7SzySTgE64oSnPbO8Ljt/szdTJdMp4ctU1jUwqSf/BTsAIlJQUxWZhqu5Gr2k6W0fa2DDQjqoLrDs6C1UrcTvXdWSv4UpKx+OOgZKpsQhydIRg53YC+7fhO7ATIR7Fk30STI5FjCCqKsz/ZqzCkiX5Ta2SySTpdJqbb745zy0EGLEV5awuxyFtVJ45czwNM+CfmFvDbAqW/b9PV/m3Z7/N4sHOvGFLenaOf8qW84RScTSLNctpBgFPdbed4xmW7JVF/IqYswRUQ0OwOBPnwECMJ3f18/stvTlhtXJ6LR+5bN4xzvTMZsOGDSdk7GQTi8W48cYbefOb38zMmTN59NFH6e/v5+jRozz66KMsW7aM+++/n9WrV7N58+bJnm4RrmA4DVl00aVFqZDeYLho3OjRI3lP1vEqVa2aTh+n4Dyd5/tn8V87Lmb7aH4cgCgr+XUgBIFM0jkFUi7w5QuAlIihxCKEOrezrMaPMjKAt+8Q/q7dBHe8ijwy4LhoiwVP/5lMJk9kxeNxvva1r/Htb3+bgYGBnAnVOubFSy4+MVYE67wOHhxPw4w5mGjNOTlYH4TstdOzYjElSki6SjgVY1piiFAqxqzRHq7f/4Lt/gE1RV3c3spiXaBjKS3XObISVk6vpdZX+vpVKiqSGY14WssVijJpCJaPyzkwYGSa1PplLl1guJfMuAXz45VF+MGtUy9Y7VTDLPleCQMDA8e1ad2J5POf/zwPPvggCxcu5JlnnuHqq6+msbGRpqYmrr76ap555hkWLlxIf38/n/jEJyZ7ukW4guE0JFhXT9v8hXnbktEq+glYjnOiFzoDgZQmoyFSeOvXMul88WOTFmklU8aXv+eFZ6gfG0IZHUQeG0FEx9+9H//BXUVxADU1NdTX11NbW8vNN7yLoAQiOt/4xjcYGRkhFotx7733kkqlGBoaynWjNKY5Ps+kz8fREkWfLG9mYq9VijknB5GnZ9O4UoJEXPLQ769jX20Hf/PK/Xzv4a/w7T99jW889U0kdMcFesnIoaJtPkXMmepNKu0toUiw6dAIsWxthkqKJpltVRRR4KbzpjO9vnThMoDBaKboEjudaySe4bndhnvJKoRmNvj50YcuoDl8+gRTTxbVprufCunxkUiE733vewB88pOfxG+Tbu33+/nkJz8JwHPPPTflgjpdwXCa8tY7vsjss1c5vl5YvdGOdCrl/ORtk0OcO3aFxZKqOWbROUQRQRArij0oDMSMjw4XCSE5PkZo/xaUwSOQiHHW7JnoLz/F2MgIiViU33357xC3rEcb6EOLRXn1d79k4EgvR44cyR3DKT1UzGQYrq21b1Vt3VYqGNF6c7G+H+v+Tp9phaLP7OXwxSs/zS3X/QOfvOpztEf78atGV9TmVASflik6plBTg1BfT2fLHNY3jxeiETHM+JolmKHa2/qsBsPNYuqNStYF83RpTeeB9Yc4NFRscbE9jF7yV1vMj2xajY9nvnAll8xvqmAvl3K0t7dXPHbatGlFlsCpyK5du3Kp3/PmObusrMWc9tukO08mU/8qu0yIUH0D7/qbL1HXNs32dbvqjUJBuqRZgMkOyRIgWXRsVTUESZWqvzAeQfJ686pS+i1Rw7qmFQVzFiEICKKYV0ti/GQ271/X8R3pYp6eROs+ALpGXfce6g7vgWx6qr97P8G9r7PhN7/gge98y/YpoehUssyr559HT7v9Z+GIKI5Xz1y0CLmlGaGmxrlipFMsRAVCTPB6EZua6alvZ6+/ibjiIyN7iIqe8YXTenzLz/roKPrQEM2D3bTGxgPVNIwiTdbKiZUswpbGq+w5mv8dLAyk9MkCgQrcG7LlmIok2M5jIs41s+bCoeEEY0m3G+XxopoaBNYU56mMVdQcOHDAcZz1ISQcLnYlTyauYDjNedff/BNzzh3/gxJEkdpW+4VLoHTXSCtpm2JNgboGgvWG6V3XtLzFrBKLRiFqMpl3nrhNFkJhzEIeul5xWWs5Wwsh1NDIUM9hDmx+FYDYQD8Jm9SuTLiOaKC24pSuwNgYTUdtOlKWspBY5p7auJFM31H00dG87UKp929+lhWkberJJHr/UX414wKSsnHM87teoykVKWsVkFpbAQhmkvztyz8qe65yVJNdkcjoZQt/AVjLNshi9ebrckGS7zinwy3/fBxZsmQJHR0dZce1tLSwYsWKkzCjY2fx4sW5B4wf/OAHeYXmTFRVzbkt6uvrWbRo0UmdYzlcwXCaU9c2jYWrL84tHrqmMXKkx3aspqr5C1gJ8RBuKi5SFBseJDo0aDM6KyBKZG6YeCptuJTFPmah9IIg2Dxxq9k/3rHBAdLJRF7tCruOnFoJC4sdtcMjeMst3BVYKwop6ZKxCrYyzbUAYqLCqy3jN6i37ltXkQtBtTwRBdLOAakT9TK3hD14ShR1SGR0ZFFgRXtlT2OF8RTV7OO3sWb8z3vP4es3nl31MV2ckSSJ9773vUyfPt1xTFtbG+9///tRlOr+FicLv9/Pn/3ZnwHw6quv8pa3vIXXX38dLVvtdvPmzaxdu5bnn38eMNIvK+2Fc7Jw21ufIfzwMx9huLdMf4IsnkCAlKX3gC1m+eIyZYyNOAMNQRTRNQ1BkvLqMOSNzY4pOkeFaIqHjD+E5gugDPcjpUo3lCo+v5RrvlXb0sJIiYCjRHMH6abSLgZr74rzOw8w98UXjReqaSMtSYZLwU4Y2fSgcNxuujecrqco8ttZFzLqCXL/kmsBmD/Uxa17/8R5h153npvls9QxRME7r/8ycaW6wL+GgMKVS1p5dGsPo4mJRbz7bYIrnfBIIulszRDzikgiVFBGBDCetKY3BPj3d5/FBXOLC3JNVU61+6ymaezatYv169fn+jC0tLRw3nnnsXjx4im3oJYjHo/zzne+k4cffji3zawHk7T8jd98883cd999U+79uYLhDGGw5zA/+twnHOsWmAiiCHpxsadKkTyeXFvsE4XH5ydlcVXokkS0Yz56IDReSCgZJ3BgJ6KNdcAJ27k7iJZ0sIbEzPFMFGvjKyuyppERRVZu3MTinTsRAoFcIyjfWWeRKJdrXbAon2h04Fvn3Uxq/iI+8fN/RtZVlILy4nJ7u2NzrKdnnce/nlO6p4QTQvY/J+uOVB+QGYrlf2ZmP4mQV2Is6Xzda30Ki6aFefAvLjqxkzzOuPfZyUfXdX7xi19w//33s2HDBvr6+hAEgZaWFlavXs1tt93G9ddfP9nTtMUVDGcQRw/sJz4WYeDQQf5093eLBxxj0yNfuIZEJD/OQPH70VWVzAkUEao/SGz2kuIXUkmCB3YgZoynbVFW0DIOrZhFEV+4hvjIcEXnTNY2kWqfXXZcw9F+Lnv22Zw7QgiHjQ6TpuVAVY3qi07WAhOv1xh3EsTDqCdA77Q5LDyw1XmQ3w828RsjngA3rf2nqs9p/ep5JCEvUPJEYT1nY1DJNZzyKSICAom0ahsIef6sWn785xfjkU89j657n3U5Fk69b7zLhGmeNYeZy87KVXEsIltFUVKUvOyESvDX1KLYBOCl43FbsSBUEM8AlaVaSvEo0qCN+8DjJV0zXv/ALhbBRNe0nFgQy8Qn6JJUkViQ0mmufPJJQyyYMSRmR0xVNdwMplWilFgwX7eKBWsQaQXxCWXHSVIuzqEmFWPFNJt4AOs5HYI949LEWg9bdaopFszgxGorQ1bKivYaLp7bwPmz68bFgixSH1CIO4gFSYQffnD1KSkWXFyOFfdbfway5NIrOPu6N9PQMbPotUwygZpO22ZBlGLhhZcyNmjTK8EBXVNZdMllZceZLpTCao+FOAe+l6lzYHvO0ou3oKrIQzaV6AqOXxOJIJmxCroOAkiNjQg1BYuxkyiyvufCmAdrWW67ple5yVrefyLhfC5VRbccJ5lt052bYkcHQomgTD3774fLrrcNbpQqvNOEveNCMpNNlzCLNpXCIwl45NJhlWbcpCQKzGsOsvdolOf3DfJK5zAAimikSfaMGL5kX0FmhIAR4/DaoalZ59/F5UTjCoYzkGBdPW+87aOsvPq643bMPa+8UHEKo8nOdc8ARuyAE0K2loKuaePWBpuF33O0GyERL6pL4Bkr38BmIvh7D+A9vC93HtDxHjmIPHQUMRFDjEdp27Mj/734/EYDqnSBpcMURYUZIqWuZ6V9MArHlIlhKdpPkvAsWojS0YEeza+J4F26NK/51GtN81k3/ezck3mdf1ycqBr4FUMMSDbqztwSKRE3UIqUqpdtWWl6OVRNZ+/RKClVy0uxLIyXTKQ1QhYBs6AlxBfXLuHieW5xJpczEzdx+Aymb/9e4wdBhCqDHEXFg2ZpH21Np5S8PlBV1Ey6ooyAwkBDM7tAlGTDjZBdvEoFbIpqhtD+reiSRDpcjy7JKJEhhFRlbZ8lWUbTtKpEj2d0ECmVQEinETQVoeAaDsn5i7WeNePrDub8wgXZDrG2Fu04d7IT6+rQnNoIqyqpnbvwLluGUFeHbhmX3L4ddJ2k7OHRBZdy35zL83aNpcY/L1GAeNoQA2rWcmAGGGL5/7GQyh5XkQTSqk6NTyKWUsk4fKTpCuIk6gMexpLG57WvP8q7zu2wFTwuLmcCrmA4g7n0pg+QSiTY/dI6wCihrKlqRcGPVrFg95puNcVXia7rufbaVPnAKWganuH8AkmiJKN4PCTjzqmiaqVP3gX4BRB8XtKJOAXJBER9HqIemWDK4dgTCDLVIlX0BCmVYSFJiDU1aENDzmLBQnKrTQCkrhPzBfn0JZ/gcLglTwAAmO0irOmOx1skFCIyLgTGEmqe0aEpqNCfjVUonKsTXdmy0h21Pu6+bTWNoYnFaLi4nA64LokzmFBDI1d9+GPIHuMmaJZQ9vj8Rf0XymGNMTDFguLzIysKkuLscgDyiiSZqOm0c3BmhfMw0dQMqRIdLieC2S8jFY+RjI7Zlp8OJFP40gXbQ6HxnyeSY12N28cyp6L4A1VFGzo2d82u2un89aUf5XDYKOJlGyQo5BdKshtzvJ7XPZKAbAlGLLxSplgonIdpMHCax8rptbz7vBksaptaZXpdXE42roXhBNDT08Njjz3G5ZdfzqxZsyZ7OiUJ1NZx9Uc+yfrf/YqjnYZPPmXzJO4NhkjFY44me13T8NfWEx8ZX4QqDZwcr/lQ6XNfiWOpKoIoIYpCntWglKtBUjyoJSwmTucpR8znRS8sLpDtCAnYxxNUanXweu2LOTng5AbJIxTKn58NR701bGuczestC3hi+rkkZPsnbjM10snqL0sCzUEPPaPJXMGnaj55RRRIF9SQNrIrqv/+mIeRRMhoRnZGxnLsz1+3iEvnN1d9XBeX0w3XwnAC2Lt3L/v27eMPP/7RhE3dJ5Ola97ABW9/T8lS0LLH47joitmmVVax4IQSDBKorWPm8pU2r1Z4sy/T70LX1Kque8ViQRAcLS9OHToHgr7q3A6VjjXFQjkrhSzjPefs8mNluaRY0IE9te189Jq/4l9Xf4Dfz77IUSyIULaOQo1XZiA6ft2rXebFY2xnfOn84uqMGc0QLqZY8MkiiiTQGHTdEC4u4AqGE8KFF15I7UA38a2bbJ/WpyKLLrqUz9z/C2Svt8isv+yKq0hln1Blm4yGUvUNCklHo8RGhjm45bWKG12Z58yd22ZRrWltK93GWRDKukbKous510OhQHCyOOxua7Dd7oiioMyePf57uWtUztLh8ZDcuKl4rKIgZjvhCYFA2ewJAXhowRuIVVBnoRKnyWAsTY1fKZEOW/qtJ0vUcBbK7CsA6zvtxa31mzW7KcDmf7yWJdPcAkcuLuBWejxhDB/pJZ1M0Dxz9mRPpSqGeg4b3f90+PmX/5bo0CC+UJhkLFp12mQRdtkYx1hdsuwpzX4OgoCsKEYRqRN8TivhWII1uw9XtU+p0suVIni96HYui1KBkJbrYl6drmAzW5rm8qMl1zHqy/fhT6/3cWgoPzbk2qWtrNvTz1hq/ByiUF0HSgBZhGuXtvH7Lb0lx9X7ZYbi9mKnKeShf6y09cgriwQVkVhGI5GNtZBEAVXT+doNK3nXKufmR6cip9t91uXk4loYThB1rW2nnFgAqJ/WQWPHDMKNjcRHjfS9xFjEUSwIklSRpSDU0GifunmCF+6cHtb1vIqTlVSQNMPgJG91jZRMNI+XWEMzwxddWNkOPh+Cz0fmqE1RqGqQJJQ5c+xfM8WC1UIiikYhKGt3y+z/m9Jj/PiSm4vEAhhZCGAENgayRY7W7TmaJxb8ikhtth5D2CvZWhSs23yKiEcSyGjw6PYjxYMLsIqF+kD+ZzpQRiwAJDMag/EMHbU+lGxlpw9eNJu73r/qtBMLLi7HiisYXGzx+AMsWfOGsuP0wpbYFqwugFBDE5JDyWW7dtMnFF0v24QrOxAAdQIZFmOzlxCdu5zhOYt4ZNYs4iWKU+VIJIxqi5Vkh5gLviCM/zNRVVI7xotGCYFA8f5WK4Om2WZfCEAgFaf94E7bKajZPFJVH8+EGCuoyhhPa7kGT5GkmmdpMIWCdVsireXiHyqpk2ClsJGUuXdH7bgbxUna7u2PkVZ1/IrIe86fwbXL2qo6t4vLmYArGFwcmX9ehU/GDliDCXv37MRjt3ABejWBoQXWDFFWHAMOS+EJBIsCGKUKhItYgUUl7Q2g+wJ54/5w/VqCN92IZ7Yla0Yp3bPCmJTDe9N1xNra8ZbVsjz+r3BouVbl4OimWN+ykN11xpO2teohQCSZny4ZVKq7ndi5KbxS/rV1utJCwf8Vy8BCK4a1emSptE4B+N4HznPTJ11cHHAFg4sjzbMMs7ZUycJWAaaLww6P315M5DAX3wJrhpZJl0xxFB3mnopFi2onVPI8q6lq8cCCOhKZ+uZiUeH14ps7j3SPxSfvZEmwWiOc3pumGRUfzfOk00aw6nHMyjlQ08Z/nnsTszsaWTm9tmS7Z4BoWisZxGjFaViywKrg9JkUFn9KWyuC60YMhMloIv+aBAqEjbnru1dNZ80CN33SxcWJ01IwfO9gH7/vOzE9BM4kaltaufHOf+W9X/kas1eee0LPZc0mkW26XuYJBctibDsWU+QI5V0PlmNpmUyZ8HrztYJlrCA2Q7Pp9KmqKvv/+1v2gYhWvF6ophW45f3r5n6iiNTSUnI3ZcGCnIXDs2AB8syZRstqC7+acwlDvhp2Hhkr2XCpKTguyjQdwj7JyFQAav32gq2cOLMTHkGvyFnTiwP17G5iduWgzUPGCptGYAiMO65ZVGZWLi5nNqedYHh8YIR/2NvNR7YemOypnBZMX7Kclllzeetnv8j0pSty2+0qKk4Yy7FESSJjs6jWt1sC0CziwW4skK0SqZcPqsy+LkqSEWPhGI/h/Jq/pjbvd89gX9FYXRRJFogbub3dcCFY3Q7lBEWhoDE7TFrdPZqG2mdp923naslkchaOdFcXmYMHi1pW+zNJwr7ybprBWL6lJOxVct0rU5nKant7CtpZ2rkrokmNzYdG87YJVJbGCc4i5Z3ndPCTP7+IttqJBbe6uJwpnHaCYbrPg18UuLLxzEwZ0nWdvs59aIWNDY4RUZYJNzblijSZWROCIBKsqzfG2Pjba1ra8IXLfBaWgDu7EssAQ92Hcj+Hm0s/PU8ETVXRbLI4zNoP1jLV4aYWBMvCnSloh62MDiKZ8RuaxvwdO7juD3+kJZEvBrRYDDKZ6oI+rULEer1LxSnYWE7S+/ePH9KhPfbMsSNEEsUWGk/B47+5uJtbu0fGjxe3eZq3I1WiroIdrWGlqDqkr0x7ayfCPpnVc6qsl+HicgZy2gmGxUE/+y9fyX1nzZ3sqZxUMuk0m594mJd++TPu+6tP8+IvfnZcjx8Z6Gf7s0/ir6lh+ZXX0LFkOWCUdY6PGQ2R7IIPR/t6SYxV0TCpFNlFb6z/KIpp9j+min/5+7bNnV80ImPjHoj092EtX5K2Wax9ndvxde4gtHsTNd0HqI1E0AsaR2mjxtNyWTeFE6WKNhWKkHKWFut1zP78pgOv0BodKBqaciiqcCISZCUg6Mn/XnXU+eiLpIvOJ1bZRVIE/uraRfzN2iXHNEcXl2pZt24dN910EzNmzMDr9dLc3MyVV17Jj370I6ZIaSRb3F4Spwk71j3NY9/7b2YsO4u61mk0z5p9XI9f19rGu/7mSwTrG2ieNYdnfnwPh7dvAcZ9/4VtqnNU+wfg1BJbN7oO6LpO2nyCtxzbEwiSSSXRdb2iXg86OrriRUwbC3bP7l3OU5LlongIu22519QMYtwotRxMOgQ3Fr7HUkWVZLm6gMZKxyqK4ZowMy0yGQSPBz2Z5Eh9G0cD9UW7lOr7EMh2pjRfD3hEYqmJF/xSMYSAtfhT0COjSCKSmG/BcDqPSLHbYlZjgEc+swafx70Fupxc/u7v/o6vfOUrud/r6uoYHR3lySef5Mknn+SBBx7g17/+NV6H+KzJ5LSzMJypzF55LssufyMXvesmPvxf32fB6ouP6XiHdmzlT/fcRcLSX2D22atymROrrn877YuWoPj8RjxDtppipYQam1hx1XX2L2qaYzBjbqmyWVjTiTi6puENBCuaQ7J9LtH5K0jWt6DJSsm2iVZhYLojbMVCwTUIxxJMG4lWNJ+SFgObc/lWrgRFXbL+oQAAITpJREFUQWo4BnO6NVMjew49aTSE+vbCtWiWDBDzp1LyzyoWoPpaClaCHon6gEIkkcmLadjVN0ZK1WzdHXZGhsJRAY/Ev7xjhSsWXE46P/jBD3Ji4aabbqKrq4uhoSEikQj3338/4XCYhx9+mE996lOTPFN73NLQLrb8+t+/zN71L7L2k3eULOA00neEez77UbyBILGR4bzXSj2BA4Qam0kn4iSjY0geT7GFQhBYefVaXn/ikar6VVSCBsSWnGcsbrqOkEkT2rN5QseSFAU1ncYbDCEIQp4LZnlXHzMHq3TJOFlYHBBCIaS6OjKHsnEepmuoUIBUY6VobeUR3yy+fdY7SEn5mQ6CrrGifx8762eQdGhABUbzpoRduoLde+DEuDQKaQgq/PyjFzOvOVR+8GmIe5+dPFRVZfr06fT29nLuueeyfv36vFgogHvvvZfbbrsNURTZtGkTK1ascDja5OBaGFxsWfPeW7niA3/GggsuKTmutqWVP/vWD0nb+OFNsaA4lFYeGzhKMmY8fefEgvUPSNd57dHf4wsd30I6uiASm7cib4GSoqOO400UB6uHqblT8RjJeBxBEFAyKjP7R+gYKt0u2pZqenYoCvrY2LhYAEMo2FkrqnFpHDnCtQdeZtZoL55sMSWPJFDrEfnsqz/jq+u+yz+v+x6iQ3BtwCM5ioWzptfSEsq/luXEgiwKLG+f+AI3vd7Phy+dwyt/e/UZKxZcJpf169fT22vUYbnjjjuKxALArbfeSmtrK5qm8aMf/ehkT7Esrk3OxZbGjhk0dsyoaGywtg6Pz086Ebd9PW1TWlkQRSPTotDAZbo2LNtjI0MIgoiezWIoZbkQJAlZ8TjOxRgkoEtSnhtFHikO7rPiDYZIRu0Xf1Mw6JoGgpHKGUymWX64v/rYgyxiXR3a8HDRtRCCQfSoxcWRToMiQ7rKc1QwrwFfDbvrZyBk3QopVeeizg1c1bUBgKVDB7hp39P8atbFxJV8URhPFQuJsFciklTZfGgkr7BSJWQ0nS3d5UWdlbZaH+fNqueS+Y3cvHpW+R1cpiSaluRI3x8Zi2wDIBhaSGvLm5GkUysN9sCB8VT/pUuX2o4RBIFFixZx5MgRHn74Yf7jP/7jZE2vIlwLwzGiHsfKelOBTCpVdZSuIIp8+JvfY/mV1xS91jx7nu0+Rc2sCiwLReMtKY9OT/pg9LZIJ+IsvuRy5/lqKqE9r+Pp7sxtE8u4PJzEgnnOVH0LqQVngeKhIaVy4Z5sh8oy3w8xlH3atatIadNVM08smJQQC0LQIZ7DvN6+gpuuKOae9l9qNbIHrDNYdSS/r8T7t/yBOzb8tOjwdt8g0ZqKamN8mF7nz5vasXLz+TP47/ee64qFU5iDXffw3LpL2bbtDg52/ZCDXT9k+/a/4rl1F9PZ+d3Jnt6EUUvEK5mv7dy5k1Q1RdxOAq5gOAaevv9uvnXru+nZY9+c51Tj9T89yn/fdiO/+8ZXq95X8fm49i8+zVV/9vG8Ms9HD+yr7ADWhTFbyMmpt0PSbtEsYMfzzxg/OKw+gqbiGRtGGTqKv2sPUtLBIlFq9crOU/X6SdY1kZQ9xGYsREqrFf9haeZ7sQQfepYsNqwLxxJelJ2brcAQhPHzFdZg0DSSgsSuuun8ev5lRbsuHj4wfowsZ/XvrWhKIwU1HfzZEs2iYMQwRLLZJMcaVSUKRtfLj1xmL1ZdTg327fsGu3d/mXR6sOi1TGaEvfv+nV27vzwJM5sYs2fPzv28ZcsW2zGZTIadO3fmfj56rJ1rjzOuYDgGNFU1ev9U43OeomiaymPf/2/UTPqY8oBXXr2WtZ/63PiGMscSxeLaDbXZwkym9SbcNIH6/pa21nmYC50oIgK+3gPI0fGyx7LXl5+h4TB/HYHozIWMzVlKbPZi8BkiSfV4mRMZyz+X3flLHD+1o0oBatcJ0/qdtFTSVGbPLvuZyLrK59d8gq5wa9FrO+pnGz9kjxGVPPxhzkXjp7I5npPkMrMcNN2wSIzEJ2atCygiDQHDQhP2yTxy+2U8cccV+D3VNyVzmRpEItvZ3/mtsuO6uu5haPiVkzCjY2fVqlW0tRldUL/61a+SsbE+3nXXXfT39+d+Hx2tzg13onEFwzHwhlv/nE/e+zPaF576hV9EUeKyW27j4vfcwls/+zfHdKx5q1YzfenyisZqmlqUQjlypDfv90j/xFW2WUzKrFCZWyw1Dd0mYC+TTDiWmzaRvF4CTc1o/pDRlbJA9Ahp+0ZZdtvkOXOK3QalFnQ7EVLObGkRD+kjR/IEhB3/ffa7izIjzIZN3175Dh6cb7h7ukLNfPyNn+PeZdePn8qyj1nu2e7dVNPYUirjohBEgbtvW81n3riAdX91JQtawnTUFffzcDl1OHT4vorHHj50/wmcyfFDkiTuvPNOALZv387111/Phg0bSKVSHDlyhK9//evccccdKBb3pHg8S/AfB9y0yjOU+FiEQ9u3UNfSlqutcDxR1QxP/OA7CKLI5icetl8ERRFZUdB13bnokw2CLJOWvaTrm9EkGc9QH4pNlkPdtHaGe7qP5W04onr9xOYsLVjAdWr1Ud7z8i8Y3R+gZGEHE5s4hYrSKksVeToGMgh86g2fpbN2Wt725R01+BWRVzqHAeiI9NEbbES1sRA5IQkCmq5XnT4Z9IhEHYoynTOjjhvPn8FNq2dWedQzk1PlPvvMs6tJp0sHIpuIopc3XLHtBM/o+PE3f/M3/Ou//qvta62trXz0ox/lS1/6EgBHjhyhpUwjuZOJmyVxBrJj3dM8cc9dJCKjSLLMp370kGO8wESRJJlr/sIoPrLwgot56Ct/XzxI08o+zVsXVL2plWhNE4IvgGZZZBOhWjxHDqAP9eftaicWRFmmeeYcjuzbXfK0nmCQVCzm+LQfn7kw73evLHJT8HlaIlvxnj1GpMuHnpHKL+x2xy8lFszjHatYsBMqgIzONZ0v8ssFb0AVRYZ8xqKy5fAorTXjlqDRpmlIGQ21oDBTfUBmKGbvWlAn+Gwi2VRjEjBSJT/+hvlcvbTYdeJyaqOqlacja1oSTUshijauuSnIv/zLv/D2t7+d73//+7z88ssMDw/T0tLCtddey+233873v/99AOrr62lunlrt1l3BcIax84Xn+P1//Xvud48/cNzFQiGzzjqHS2/+IM/99N7qd7amVwbq0b3+XIyFKIpomgaCwGjrTALRMaSUfSMlEy2TKSkWzHTPlENgpSjJeEMhvLJGihijBDmP17g28yzKiBG0NzrYZIgFQPD5igMPHRbrirAIBSEQQLfpYxFYs4bYs8+WPk6J8799/zretv95UoLI3cvfwu/nXowmiBwZHRd30aSa537wSgJJVS8SC9UWZFJEKCzg2FHn54L6AI9v72NmQ4C+SJL/vuUc3rjYFQqnK4pSTzLZW34gIEmhU0YsmFxwwQVccMEFtq8984wRsH3RRRfZ1mqYTFzBcIbRNHMWoYZGxgYHkD0errj1z0/Kec+5di0bfvdLkrEomqoSqK0rqgzphC4IpGob0YIh/D4f8Wxkv2Z9Etd0hGMIPpV9fjKJON5AsGSzLE3NEB8ZhpFh3jx9Ow1hlWaG8saEW/tBbANNtM1S8CxZQmpbFSZUUTRERoFVwU4sAIZYEAQEvz83RmxtQRsYrKgmhHGL0vHpKh9//ddc1/ki7bEB/uvsG3hyxrlAcbnlZNbSEFBEYtkVv1qxINuIBYDtvWN8673n8u83rKQu4EHVdFurg8vpQ2vrmzl48AcVjW1rfcsJns3J4+DBgzz22GOAUcRpqjG1IipcTjiNHTO4+Z/+HV8oTCaVonnm7JNyXo8/wEfvuo+Pfvc+3va5v+Mj376HZVdcVXY/VfEytmAlqTYjlz7u0Ip50awZNFXp67O23c4k4giSNN4F08RG4Xt9Cle07GV+aGBcLEjjTziC6JCNmd2Y2rbNMfBQCASKN2pa9S4IXTfEgs9H/Yc+hFJXX1UBKev050R68alpwqkSLbSzBLKZCbV+GR3DVVPu+GAENkoO16Sjzsf8ljB1AeMau2Lh9Gd6xy0IQiXPsyId0993wudzMkin03zkIx9BVVWWL1/OO97xjsmeUhGuYDgDqWlu4YNf+za3/PPXT0jAoxOiJOGvqWH++RciyQrXfewvqW1ts3WJ6ECmbSaxectBko0GVyU4NDRCl+TH6GdZ2eKaiOQHSuqqSqS/r2Aixc/ImWSCFfW9SIKO0YAZ0PMfjQWpzLO1gzVENwXR8XITJRIM3X03yZ2WVE2bNuQAhOxLJpvL86WHN1GTLF0Doz+axisLpLKVmZIO5aELr878llDR2HnNQf5izRwe/+wVJc/pcvrh989k8aKvUC5weOGCvyMcWnxyJnUc2LdvH3/3d3/Hq6++SiL7t66qKk8//TRXXnkljzzyCKFQiP/93//Ny5aYKrhZEi6TSioR5/COrTzz43vpP9iJpCisvHotz7+6kXRdc9Gjel1dHcPDw7bHEnWV5YeeICwnORirJ6UKJFQFDQH7G4+e3a7hV3S8JElrElF1PLivzg8jCQFF0klloF6JsrZjJ23+0gvnwafrifbkWysEvx89XqJktQ3+VeeSOnAQtb+/9MBqGlZV2dzKyj9ccBsbO5YVVWpsCnnoHzMyXQSM4klmPOSi1hBnTa/h5xtKZ6wUhnbccsFMvvKOqdV851TnVLvPHu1/gn37vsHYWL4LLxhcwJw5n6a1Ze0kzWxibNq0iXPOOQcwykDX1dURiURyNRna29t56KGHuOiii0odZtJwBYPLlKF713Zkj5eW2XP52r//O5FoFFmWbQucWBFFEUVL8EaeYTWvg+QFXQUtw2jaQ9dYDa8OTUcSdNp8I/Qkaqn3xFlZ182WsZnM9fcyNzyEJIr0xvxsG26h1R+hLxlkQXiQ2uv/Hv8TXyCji/gkG+uFoIA3BInxWIbkqEzPjsXE9xVXqcuhKJBOIzY0oA2OjxPDYbRINo7CuooeS7Bk4ZS9XnRLhkrw6quIPvZ43phxOWUwpgT48NV/zZjHxm1igyiARxZJpDVkUSCj2c/dGuugSAKrZtazcmYdX7h2set+OM6cqvfZkZFNRMa2ga4TCi2iru68yZ7ShBgeHubrX/86Tz31FHv27KG/v59wOMzChQt5+9vfzsc//nFCDpa+qYArGM5gYqMj/Prf/olZZ53LJe+5ZbKnk8cf/vAHNm/enDPbVcK5bOatPAGeEKRs0rIEyRASTji93rQY+ndUPA8A6ucQ23WYTRvmEwmHmdnVVd3+RXMTDFeC2QF09mzSnZ15IkJsaUbrsylyZbEoeBYvJrXD/r0IgYBhAfF4IJkkA/x+ziU8MvsCNEHgQLit6kYPomBUcnQi4JGIp9RsvIPAPbet5uJ5TVWdw6Vy3Pusy7HgxjCcwYwNDtCzeyfrf/uLKddEa+3atXz2s591TD2yw7tkLfgbC8SC5SsuFaRe1RYU+zHFglTQ3KpILFgWzcKOeUI2PmC0G3+bzMtXXMALl1zMUF1d9vWJPTHLzc15QYvpzs7snMdX4yKxYMYqWNwP6pEj9sefO9cIktR1yFoeZGBt54v0+evorW/Pax5lh93NxCoWfJKAV8ofVeMzgiPbarw8+bk3uGLBxWUK4wqGM5jmWXMQBIFMKkV8bGrVLAfweDyce+65BOwyB2x4YXsXL8WnF2y1ONszBfEDIweN/4ez+3hCsPgtoBYUkxIkcsGNAL468NUbP6sFFpCs6HhVnce/qLeRDtcBEDPNjBM06CmzJlDJUFXzumB65sym7qYbbTM0MgcP2h5C1lXufeQreGNjRamUhTi9LmfdCglVJ6lqedv/bM0cnvzcFbz4xatod8s5u7hMadw6DGcwgiAw7/yLiI0O4Q+FJ3s6trS2tnLHHXfwxz/+kfXr15cZLfBH3oBMhlVsLTNWJLfEmbEHqTHY+3TxUF2F2ukwcsgyvvTT9k7mkcJDKo2R4ugUZCgIxgJeJm0y/kq59+6ApQtman8nA9/7vn3AYwkLU0BNcvOORzgSbLLtYFmOL65dzA+e3Y/fI7GsvYaDg3HWrmjjnedOpynk3KrcxcVlauHGMLicMuzevRtd13nuuec4aHkiDgQCyLKc19ntDbzA5bxofyBvGJa9C/Y8AaPHGFvgwC5m8RPeCYCYyXD97/9AwClDwuvNuQGKOM49I/ICKqtAz/57y1u/ilamf4RPFklkjEDHr71nJW87u2Nik3U57rj3WZdjwbUwuJwyLFiwAIBp06axdetWVFUlFAqxefNm9u7dmzf2SS7ibLZQS5S8rH8lCMkIvHqv8bsggz6B+A1RBs15v1ZhhGlaL31aMw3Dw85iAZzFAoy7FSyWgkoRwmFIJtHT6ZwrZCJiAcglpnaMHaWnbhroOhmHR42l08LIksTF8xtcseDichrhCgaXU45wOMyFF16Y+33mzJls3LiR4eFh+vv76evt5iLtJWoZg7az4MiW8cJK6YL6CdWKBU8IUlEQFUMwSF6jvXUmmZdhIfXrXLV5I7H+6HiwoN3CX7jNboz5ezAI8XjFNRT0aHTC9RZyFNRs8GgZx/RIUYA5TUH+6e0rWN5Re2zndXFxmXK4gsHllKe+vp4rr7wyf+OeP0HfVlh5Mzz4fjjwfPGOhdaFpgXQb2lMVZhmKXngPffBum/A/mysg5qksLDkWLeXrmeCwCgyINbVGU/2dlaCwm0lYgmkUAjVoSlWITnXQ7kiTeVet7ymA2/Zv44fLnszEU8wt33ptBquWdbKBy+enSvf7OLicvrhCgaX05P5Vxr/AGZfZi8YCq0LQwXxDIU1GdQUPPp30J8tsyz7izMvAC0j5MVUag6VKW0pEVLklBJphxaJFBVnsh9oTLLu/e9n5Ne/Ri/hshCAaw+8Qp+/nl3X3kh7nZ+PXDbXtSa4uJwhuEGPLmcG8WGID8Hj/wjb/s/YJogg+4yFPz6QP95XD4kR8pIFRdmo3TC0z0itTAzbnmrfw00kh0/+k7ZjQKOluJNQU4M+Okp/YyMvrz6f1r4+zt64CdmjoCdsxEVB0KU8fz5bPvb3XHPVuQS97vPGqYZ7n3U5Fty/eJczA3+d8e9dd0PDl2HLL2DeVbDhblj9Edh4P8T6IdAMq/8cXvouRZUFtIwhFmBcLOS5LQQiR+pJDp/ApjGiiDxjOpmDXUXWCEfHgq7nFn49m0lypK2VSG0tkdpaGgYHmbO/0xjr8SB4PCjt7bT/81fwLV5MfNMmUoe7iTz2KK1/9VcsmDHjhL09FxeXqYsrGFzOLCQZrrrT+KfrcPZ7YdpKQwz0vAY3/QR8NbDnMTg0CPVzYKiTov6KSgDSsQK3hU56OAEUVH88nmgamQP2RZYolQFRkJq5c+FCBGCex0NbTy8A4euupeM//7OoM2jgvPMInAd1b3vrsczcxcXlFMcVDJOEpqmIZfLZXU4wggAzzjd+vvYr+a+98/vwX+eOiwVfAySyDaICTYY1InccMZeFkRxVGG/bVOK8pTyBx7P2giznB1IKAmIwyAJFgSVLeNe730380kuRp03Dl01bdXFxcbHDFQyTwIu//BkvPPQT3vXF/8fM5WdN9nRc7GiYA3/xFDz0ISOW4cb74dX7DHFw/ofhN5+C3s2GeFj95/Dc1yGTQPar2Y5LFC/WgDxjBplyjahsxIIQDNLyt19k8HvfR4tEUAcGbHa04PEgNzTgmT2bTF8fwcsvI3jRxQTOXolUU8Miy9DQZdVXb3RxcTnzcAXDJKBm0uiajqYdvwp+LieAaSvhk9mSzIIAM8drP/DRZ2FwHzTMNX5feRMMd9Hcv5MacT7RrV0oM6bT9x9fQ1fVXLOo8OWXkdyzl9iGDZBOj3edtCAGg2jRqNE1MpUCjJoKg3d9j/mPPMzIH/9I9+2fLZ6vIEAggCiKtP/7vxO+4vLjfEFcXFzOZFzBMAlc8p73cf5b34XH5zbbmfKU6tBoigWA+tnGvzlr8ALeVcbm8BveAICeyaCrKqLX6J2gxWJEHnuM0BvfyNiTT9H3X/9FpquL8PXXU3PtNcTWr2fsuXWk9+3Du3QJyW3b8S1dAkB846b8eUiSUU8hnab5L/6Cpo/8+XF56y4uLi5W3LRKF5cpgJ7JkNq/H68ljiDd20vmyBEEr5fhB39O40f/AqWlhfSRIwzeey/q2Bi+RYupuX4teibD2FNPUbt2LWIwWOJMLmcy7n3W5VhwBYOLi4vLGYJ7n3U5FsTyQ1xcXFxcXFzOdFzB4OLi4uLichKIxWL88Y9/5Mtf/jLvfOc7mTVrFoIgIAgCd955Z0XHOHLkCHfccQeLFi3C7/fT0NDAmjVr+MEPfsCJdhi4QY8uLi4uLi4ngZdffpm1a9dOeP8NGzZw7bXXMpBNqw6FQkQiEZ577jmee+45fv7zn/Ob3/wGbza4+njjWhhcXFxcXFxOEvX19bzxjW/k85//PD/96U9pa2uraL+RkRHe/OY3MzAwwOLFi3nllVeIRCJEo1H++7//G0VRePTRR7n99ttP2NxdC4OLi4uLi8tJYM2aNQwODuZt++u//uuK9v2P//gPent78fv9/OEPf2DOnDkAeDwePvGJTzA6OsoXv/hFvve97/GXf/mXLFy48LjP37UwnIIc3PIar/z2l+iaY7shFxcXl9OKaEZlLHNqF7uTpIm3A/jf//1fAG666aacWLDyqU99ilAohKqq/PjHP57weUrhCoZTkCfu/i7P3H83vft2T/ZUXFxcXE4YI+kM3znYx0UvbmPes68z/9nXOe+FrfzXgSMMpjPlD3CasHPnTg4eNJrOvelNb7IdEwqFWLNmDQCPPvroCZmHKxhOQa74wJ9xyY3vp3Xu/MmeiouLi8sJYX8sydXrd/Glvd3sj6dy2w8l0vzzvh7e+MpOdkTjkzjDk8eWLVtyPy9fvtxxnPnatm3bTsg8XMFwCjLn7FVc+M4b3W6XLi4upyUxVePmzXs5mEg5julJprn5tX0MnwGWhu7u7tzPHR0djuPM10ZHRxkbGzvu83AFg4uLi4vLlOKXR4bojDuLBZOeZJoHegbLjjvViUQiuZ8DgYDjOOtr1n2OF65gcHFxcXGZUtzX3V/F2DKt3l2OG65gcHFxcXGZUuyOJSseuzeeJKNNiZZIJ4xwOJz7ORaLOY6zvmbd53jhCgYXFxcXlylFNQuTAIglutCfDrS3t+d+Pnz4sOM487WamhpCodBxn4crGFxcXFxcphRnhZ399IWsCPsRhdNbMVgzI6wZE4WYry1duvSEzMMVDC4uLi4uU4pbOxorHvvB9qYTOJOpwaJFi5g5cyYADz/8sO2YaDTKs88+C8A111xzQubhCgYXFxcXlynF9U11nFtT3sqwJOjjHa31J2FGk88HPvABAB544AE6OzuLXv+f//kfxsbGkCSJW2655YTMwRUMLi4uLi5TClkUuG/FXFaVEA3LQ34eWDkPv3RqLWNDQ0P09/fn/mnZEv+xWCxve2Edhc997nO0tbURi8W4/vrr2bBhAwCpVIrvfOc7/P3f/z0AH/nIR05IHwkAQT/RDbQrZHR0lNraWkZGRqipqZns6bi4uLicdpxq91lV13msf5QfdfezZSyOrsOSkI8PtDfxpqZa5FMw2nH27NkcOHCg7Lhbb72Ve++9N29bYXvrcDhMIpEgnU4DhiviRLa3drtVuri4uLhMSSRB4LrmWq5rrp3sqUwJVq1axdatW/nqV7/K7373O7q6uggGgyxfvpxbb72VD33oQ4jiibO4uBYGFxcXlzME9z7rciycWs4fFxcXFxcXl0lhyrgkTEPH6OjoJM/ExcXF5fTEvL9OEcOyyynGlBEMZqOMGTNmTPJMXFxcXE5vIpEItbVuXIBLdUyZGAZN0+ju7iYcDiOc5lW7XFxcXCYDXdeJRCK0t7ef0OA4l9OTKSMYXFxcXFxcXKYursR0cXFxcXFxKYsrGFxcXFxcXFzK4goGFxcXFxcXl7K4gsHFxcXFxcWlLK5gcHFxcXFxcSmLKxhcXFxcXFxcyuIKBhcXFxcXF5eyuILBxcXFxcXFpSyuYHBxOQY++MEP8va3v/24He/ee++lrq7uuB3PxcXF5XgxZXpJuLicinzzm990G/m4uLicEbiCwcXlGHAb+Li4uJwpuC4Jl9Oao0eP0tbWxj//8z/ntr300kt4PB4effTRkvveeeednH322dx1113MmDGDQCDADTfcwPDwcG6M1SVRyblSqRRf+MIX6OjoIBgMcsEFF/DUU08dt/fr4uLicqJwBYPLaU1zczN33303d955J+vXr2dsbIz3ve99fPzjH+eaa64pu/+ePXt48MEH+e1vf8vDDz/Mpk2b+MQnPjHhc912222sW7eOBx54gM2bN3PDDTdw3XXXsXv37uP6vl1cXFyON65LwuW0Z+3atfz5n/85t9xyC+effz4+n49//dd/rWjfRCLBj370I6ZPnw7At771La6//nq+9rWv0dbWVtW59u7dy09/+lMOHTpEe3s7AJ/73Od4+OGHueeee/IsEy4uLi5TDVcwuJwR/Md//AfLly/nwQcfZP369fh8vor2mzlzZk4sAFx00UVomsbOnTttBUOpc7366qvous7ChQvzxieTSRobGyf4zlxcXFxODq5gcDkj2LdvH93d3WiaxoEDBzjrrLMmdBxBEPL+X825NE1DkiQ2bNiAJEl5+4RCoQnNx8XFxeVk4QoGl9OeVCrFLbfcwo033sjixYv58Ic/zOuvv05ra2vZfQ8ePEh3d3fOhfDCCy8gimKRlaCSc51zzjmoqkpfXx9r1qw5ru/RxcXF5UTjBj26nPb87d/+LSMjI/zXf/0XX/jCF1iyZAkf/vCHK9rX5/Nx66238tprr/Hss8/y6U9/mve85z2O7ohS51q4cCG33HILH/jAB/jlL3/J/v37eeWVV/jqV7/KH/7wh+P2fl1cXFxOBK5gcDmteeqpp/jGN77BfffdR01NDaIoct999/Hcc8/xne98p+z+8+fP553vfCdr167lmmuuYfny5Xz729+e8LnuuecePvCBD3DHHXewaNEi3vrWt/LSSy8xY8aM4/q+XVxcXI43gu6WqXNxseXOO+/k17/+NZs2bZrsqbi4uLhMOq6FwcXFxcXFxaUsbtCjyxnLsmXLOHDggO1rd91110mejYuLi8vUxnVJuJyxHDhwgHQ6bftaa2sr4XD4JM/IxcXFZeriCgYXFxcXFxeXsrgxDC4uLi4uLi5lcQWDi4uLi4uLS1lcweDi4uLi4uJSFlcwuLi4uLi4uJTFFQwuLi4uLi4uZXEFg4uLi4uLi0tZXMHg4uLi4uLiUhZXMLi4uLi4uLiU5f8DTEfCnVaJE1EAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "ax = sc.pl.scatter(adata, alpha=1, x=\"x_pixel\", y=\"y_pixel\", color='stGCL', legend_fontsize=18, show=False,title=\"stGCL\",\n", " size=500000 / adata.shape[0])\n", "ax.set_aspect('equal', 'box')\n", "ax.set_xticks([])\n", "ax.set_yticks([])\n", "plt.xlabel('x_pixel')\n", "plt.ylabel('y_pixel')" ] }, { "cell_type": "code", "execution_count": null, "id": "59e2bbb0", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.7.12" } }, "nbformat": 4, "nbformat_minor": 5 }