{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3/dist-packages/urllib3/connection.py:391: SubjectAltNameWarning: Certificate for merlin.fmf.uni-lj.si has no `subjectAltName`, falling back to check for a `commonName` for now. This feature is being removed by major browsers and deprecated by RFC 2818. (See https://github.com/urllib3/urllib3/issues/497 for details.)\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "User: andrej studen CSRF: 14c633f5ee0ecbc6da0fd1343cb5a5e6\n" ] } ], "source": [ "import sys\n", "import os\n", "import SimpleITK\n", "import numpy\n", "import matplotlib.pyplot\n", "import subprocess\n", "import scipy.stats\n", "sys.path.append(os.path.join(os.path.expanduser('~'),'software','src','nixSuite','wrapper'))\n", "import nixWrapper\n", "nixWrapper.loadLibrary('labkeyInterface')\n", "import labkeyInterface\n", "net=labkeyInterface.labkeyInterface()\n", "fconfig=os.path.join(os.path.expanduser('~'),'.labkey','network.json')\n", "net.init(fconfig)\n", "net.getCSRF()\n", "import labkeyFileBrowser\n", "sys.path.append(os.getcwd())\n", "import downloadPatient\n", "fb=labkeyFileBrowser.labkeyFileBrowser(net)\n", "project='dinamic_spect/Patients'\n", "locDir=os.path.join(os.path.expanduser('~'),'temp','dynamicSPECT')\n", "import labkeyDatabaseBrowser\n", "db=labkeyDatabaseBrowser.labkeyDB(net)\n", "ds=db.selectRows(project,'study','Summary',[])\n", "patients=[row['aliasID'] for row in ds['rows']]" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "def getValues(db,project,p,nclass,option,sigma2,var):\n", " idFilter={'variable':'aliasID','value':p,'oper':'eq'}\n", " cFilter={'variable':'nclass','value':str(nclass),'oper':'eq'}\n", " oFilter={'variable':'option','value':option,'oper':'eq'} \n", " sFilter={'variable':'sigma2','value':str(sigma2),'oper':'eq'} \n", " ds=db.selectRows(project,'study','Summary',[idFilter,cFilter,oFilter,sFilter])\n", " nr=len(ds['rows'])\n", " k1=numpy.zeros(nr)\n", " for r in ds['rows']:\n", " k1[int(r['regionId'])]=60*r[var]\n", " return k1\n", "\n", "def getAllValues(db,project,patientList,nclass,option,sigma2,var):\n", " for p in patientList:\n", " try:\n", " k1=numpy.append(k1,getValues(db,project,p,nclass,option,sigma2,var))\n", " except UnboundLocalError:\n", " k1=getValues(db,project,p,nclass,option,sigma2,var)\n", " return k1\n", "\n", "def plotSummary(db,project,patientList,option,var):\n", " fig, ax = matplotlib.pyplot.subplots(3,3,figsize=(20,10))\n", " i=0\n", " for s in [0.1,1.0,4.0]:\n", " k1m=getAllValues(db,project,patientList,16,'D',s,'mean')\n", " j=0\n", " for c in [10,20,30]:\n", " k1c=getAllValues(db,project,patientList,c,option,0.1,var)\n", " select=[all(tup) for tup in zip(k1m<1,k1c<1)]\n", " k1mp=k1m[select]\n", " k1c=k1c[select]\n", " ax[i,j].scatter(k1mp,k1c)\n", " fr,fp=scipy.stats.pearsonr(k1mp,k1c)\n", " fy=max(k1c)\n", " ax[i,j].text(0.01,0.9*fy,'[{}]/{:.2f}'.format(c,s),fontsize='x-large')\n", " ax[i,j].text(0.01,0.8*fy,'R2={:.2f}'.format(fr*fr),fontsize='x-large')\n", " j+=1\n", " i+=1\n", " matplotlib.pyplot.show()" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3/dist-packages/urllib3/connection.py:391: SubjectAltNameWarning: Certificate for merlin.fmf.uni-lj.si has no `subjectAltName`, falling back to check for a `commonName` for now. This feature is being removed by major browsers and deprecated by RFC 2818. (See https://github.com/urllib3/urllib3/issues/497 for details.)\n", " warnings.warn(\n", "/usr/lib/python3/dist-packages/urllib3/connection.py:391: SubjectAltNameWarning: Certificate for merlin.fmf.uni-lj.si has no `subjectAltName`, falling back to check for a `commonName` for now. This feature is being removed by major browsers and deprecated by RFC 2818. (See https://github.com/urllib3/urllib3/issues/497 for details.)\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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nnXUWa9euzfq9V6xYwQc+8AEGDBjAEUccwS233BLq555++mmmTp1KQ0MDAwcO5LjjjuMPf/hDr3NefPFFPv3pTzN06FAOOuggxo0bl3L7S5FyUU1rd6X4SrmfSDQyNf8XDyfsJ/IZr4hIDp0AbHP35919H3AXUJLFdUq5nwiya9cuPv/5zzNixAjq6+s55phjuPXWW3uds3fvXmbNmsXo0aOpr6/nPe95D/PmzaOrqyvBq4pIop2wK3WH7IpKDAH8wz/8Azt37uSll17i17/+NRs2bOCf//mfAXj77bd58sknufrqq3nqqad4/PHHGT58OGeccQbPPfdcxu/Z0tLCtGnTOPvss9m4cSPz58/nmmuu4Uc/+lHSn9u0aROTJ0/myCOP5LHHHmPz5s3827/9G4ccckjPOa2trZx00km4Ow899BDPPPMMS5cuZeTIkRnHK1IqojMkWtvacQ7MkFBySPKpVPuJoBGofX95nj/98MqE/US+4hURybFG4OWYxzu6j8U7z8z+ZGb3mdmooBcys8vMrMXMWqI1e3KtVPuJIBdffDHr1q3j3nvvZcuWLcyaNYtZs2Zx55139pwze/Zs7r33Xm6//Xb+/Oc/8+1vf5tbbrmFm2++OeN4RSrd7LPGUV9X2+tYfV0ts88aV6SI8itU8ekQa4JHA78AGrrPmePuK5K9Zj6Kil588cXs2LGDRx99tOfYrbfeypVXXsmePXs4+OCD+/xMV1cXQ4cOZcGCBVxxxRUZve8FF1zACy+8wO9///ueY9EG+IUXXkj4cyeffDIjRozo1XDHu+iii3j22Wd58sknM4pNpJRNXrSK1oCb4caGetbMOa0IEZUGFRWNqLZ+Iujv4dVfz+Edhwxj16ZVod8rF/GKSGkrt37CzD4BTHH3S7offxY4MXbZmJm9E3jT3d82sy8Cn3L3pBcD1dZPBGloaOCGG27o9b6TJk3iox/9KN/97ncB+MAHPsDpp5/Od77znZ5zzjvvPPbv38+DDz6YUbwilSBVbcdyrv2Y8+3qY9YEnw0cC8w0s2PjTvsmcI+7TwTOB34QPuT8eeWVV7jvvvuora2ltrY28Jz29nb27dvHoEGDeo7ddNNNDB48OOnXTTfd1HP+mjVrmDJlSq/XnTJlCi+++CI7duwIfN/XX3+dJ554gve9732cc845DBs2jEmTJrF06dKec/bv309zczMf+tCHmDlzJu9617uYMGECCxcupLOzM5uPRqQkVNvaXSk9pdRPxI9Mde3dw9sv/x8f+8jxCfuJsPGKiBRZKxA7A2gkB4pMA+Duf3X3t7sf3g5MKlBsSZVSPxHkIx/5CPfffz+vvfYa7s6qVavYunUrZ599dq9zHn74YbZv3w7Axo0b+d3vfse5556b0WciUgnCrFyYPrGRNXNOY/uic1kz57SySQplIkzx6Z41wQBmFl0THFsszoFo+nwI8Eoug0zH448/zuDBg9m/f3/PdpNXX311wgvkq666imHDhvHJT36y59iXvvSlXo+DHHrooT3f79y5k+HDh/d6Pvp4586dgcu+olNNb7zxRubNm8dNN93E73//e6688krMjEsvvZRdu3bxt7/9jR/84Ad85StfYeXKlWzZsoUrrriCN998kxtvvDHEJyJSukY01AfOGKrUtbtSGkq1n4hebERHpg7p3M0O4MGf35qwnwgbr0i5KufRWullHTDWzMYQSQidD1wQe4KZHebuO7sfTgX+XNgQDyjVfiLInXfeyec+9zmGDx9Ov379qKmp4Yc//CEf+9jHes757ne/y6xZszjyyCPp168fXV1dXH/99VxyySVJ45PSVe5tYynEX227jqUSJjEUtCb4xLhz5gP/bWZXAIOAM4JeyMwuAy4DGD16dLqxhnLiiSfyi1/8grfeeot77rmHRx99lG9961uB586ZM4fm5mZWrVrF4MGDe44feuihvRrqfNi/fz8A5557Lv/6r/8KRKZ5btmyhVtvvZVLL72055wJEyb0TP2cOHEiO3fu5IYbblBiSMre7LPG9dqFCSp77a6UhlLuJ6ZPbOy5GHnyySf58A+T9xNh4xUpR9qpr3K4e6eZXQ6sJFJ24mfuvtnMFgAt7r4MuNLMpgKdwBvAxcWKt5T7iXjz589n27ZtPPzww4wYMYLHH3+cK664gne/+909M4J+8IMf8PDDD3P//fczduxY1q9fz6xZs3j3u9/NZZddlvcYJbfKvW0slfi1cqG3XBWfngnc4e4jgXOA/zCzPq/t7kvdvcndm4YNG5ajt+6tvr6eo446ive9730sWLCAMWPG9Fnr6+5ceeWV/PSnP+Wxxx7juOOO6/V8ulM/DzvsMF599dVer/Haa6/1PBckenz8+PG9jo8fP54XX3wRgKFDh1JXVxd4zt/+9jd2794d9mMRKUnTJzaycMYEGhvqMSK1hRbOmFAWnZqUr0rqJ8LGK1KOko3mSvlx9xXu/l53f4+739h97LrupBDuPtfdx7v7+939VHd/plixlks/8dxzz3HLLbfw4x//mClTpnDcccdx5ZVXcv7557Nw4UIA3nrrLb7xjW9w0003MWPGDCZMmMDFF1/M1772NRYsWJD1ZyWFV+5tY6nEX227jqUSZsZQyjXBwBeAKQDu/qSZHQQMBf6SiyCzMX/+fI455hi++MUv0tTURFdXF5dccgmPPPIIjz/+eJ8Lbkh/6ufkyZNZuXIl1113Xc+xRx55hMMPPzzhtM/DDz+cUaNG8cwzvfu8rVu3csQRRwBQV1fHiSeeGHjOkCFDeu1eJlKuYmdIiBRDOfcTQKh4RcqRRnOlVJRqP7F3714Aamp6j8fX1tYS3WBo3759dHR0JD1Hyku5t41h4i/EUjOtXOgtTGIo5Zpg4CXgdOAOMzsGOAjIz/6RaRo7diwf//jHufbaa1m+fDkzZ85k1apVNDc38853vrMnMx/N3EP6Uz9nzZrFhz/8Ya699lo++9nPsnbtWm699daenQAA/vCHP3DhhRfyy1/+khNOOAEzY+7cuVxxxRUsWbKEKVOmsGbNGpYuXcqSJUt6fm7u3Ln84z/+I/PmzeMzn/kMf/7zn7nxxhv56le/mqNPSESkupVzP9HZ2RkqXpFypDp0UipKtZ845phjeO9738vll1/OLbfcwogRI1i9ejW//OUve0pOHHzwwZx66qlce+21NDQ09Cwl+853vsMFF8Tf0kk5KPe2MVX8hVpqFl/bsRxrNeWUu6f8IrI87FngOeDa7mMLgKnd3x8LrAE2ARuBj6V6zUmTJnmuXXTRRX766af3Ob5mzRoH/Oc//7kTKZTd52vevHlZvfdDDz3kxx13nPfv399Hjx7t3/nOd3o9v3r1agd89erVvY7/+7//ux955JF+0EEH+fjx4/0nP/lJn9e+6667/Nhjj/UBAwb42LFjfdGiRd7R0ZFVvCJSuojUWwjVPlfyl/qJiGT9xPbt2/MWr0ixPfjHHX70Nx/2w//1oZ6vo7/5sD/4xx3FDq3o1E+on4h67rnn/FOf+pQPHz7cDzroIB83bpzffPPN3tXV1XPOX/7yF7/00kt95MiRPmDAAD/yyCN97ty5vnfv3qzileIo97YxVfwfXvhYr+eiXx9e+FiRIy8v6fYTFvmZwmtqavKWlpaivLeISCkzs/Xu3lTsOIpN/YSIlMLONaVI/USE+gmpVuXeNiaLf8yc5QRlKAzYvujcgsZZztLtJ8IsJRMRERERKTjVoRMROSA+ofLdT32gLNvIZG17uS+VK1e52pVMRERERERERPIgWnunta0d50DtneYN8ftClbfZZ42jvq6217FqLgpdKEoMiYiIiIiIiJSwUtnmPd+mT2xk4YwJNDbUY0BjQz0LZ0woy5lR5URLyURERESk6pR7jQ4RKQ/Rtqa1rZ1aM7rcacygzcnnNvWl1h5qGXHhKTEkIiIiIlWlUNshi0h1a97Qyuz7NtHRFSmn3NW98VPYNic2YVPTnVSKl23tHbWHAlpKJiIiIiIVoHlDK5MXrWLMnOVMXrQqad2NalmSISLFdf1vNvckheKlanPiawoFJYVyUXtH7WE46fQx5UgzhkRERESkrKU74p3PJRkiIlG793YkfT5ZmxOUsAGoNWO/e86WfKk9TK0aZlVpxpCIiGTNzKaY2VYz22ZmcxKc80kz22Jmm83s14WOUUQqV7oj3omWXmg7ZBEppGRtTqLEzH53ti86lzVzTstJUkLtYWrVMKtKiSEREcmKmdUCS4CzgWOBmWZ2bNw5Y4G5wGR3Hw9cVfBARaRipTvire2QRaQQGurrEj6Xqs0pVMKm0trDfCz5qoZZVUoMiYhItk4Atrn78+6+D7gLmBZ3zqXAEnffDeDufylwjCJSwdK9gdJ2yCJSCPOnjqeuxvocP2RgXco2p1AJm0pqD+PrMkWXfGWbHKqGWVWqMSQiItlqBF6OebwDODHunPcCmNkaoBaY7+6PxL+QmV0GXAYwevTovAQrIvlX6K2PZ581rlf9B0h9A6XtkEUk14LavsX//P4+xyCyPGnW3RsTtpHRx4VoSyulPUy25Cub3y+TPqbcKDEkIiKF0A8YC5wCjASeMLMJ7t4We5K7LwWWAjQ1NQVv4yEiJa0YRToLeQOVrUInzUSkMBK1fQtnTGDNnNNSngd928hKSdgUSr6WfJVTH5MpJYZERCRbrcComMcju4/F2gGsdfcOYLuZPUskUbSuMCGKSKHka8Q2lfgbqGidibAX8YVI2FTDzjaJmNkU4PtEZo3e7u6LEpx3HnAfcLy7txQwRJGspGr7om1Ma0CSohBtZDUY0VAf+PnmYslXpSfpVGNIRCpSPgrPSULrgLFmNsbM+gPnA8vizmkmMlsIMxtKZGnZ84UMUkQKoxSKdKZbZyJfdSniVcPONkHCbFLQfd47gK8CawsboUj2krV9sW1Muj8v4VVaIe1CUmJIRCpOoS7wJcLdO4HLgZXAn4F73H2zmS0ws6ndp60E/mpmW4DVwGx3/2txIhYpf8VOfid7/1Io0pluAqZQCZtSSJoVSZhNCgBuAL4NvFXI4ERyIVnbF9TGhP15Ca+SCmkXmpaSiUjFKdYyhmrm7iuAFXHHrov53oGvdX+JSBaKvRwp1fuXQpHOdBMwhUrY5HOZQ4lLuUmBmX0QGOXuy81sdqIX0iYFUqqStX2z7t6Y9Gc1qyV3Kn3JV75oxpCIVJwqHpEVkSpQ7OVIqd6/FEZs0521VKhZTlrmEMzMaoBbgKtTnevuS929yd2bhg0blv/gREJK1vYla0vy2UYWe3aplA/NGBKRilPFI7IiUgWKnfwO8/7FHrFNd9ZSoWY5VcPONgmk2qTgHcD7gMfNDGA4sMzMpqoAtZSTRG3f7LPGMfveTXTsP7Dhal2Nsfif35+3v/9izy6V8qLEkIhUnFJYxiAiki/FTn4X+/3DSDcBU8iETbGTZkXSs0kBkYTQ+cAF0SfdfQ8wNPrYzB4Hvq6kkFQUS/E4x1RaQdKhxJCIVJwqHpEVkSpQ7OR3sd8/rHQTMFWasCkId+80s+gmBbXAz6KbFAAt7h6/k6VIUUS3lM/19ePilVvp6PJexzq6PKskTapYiz27VMqLEkMiUpZSdYa6wBeRSlXs5Hex31/KU6pNCuKOn1KImERi5XPpVa6TNGFiHVJfR1t7R5+fLaXZnVI6QiWGzGwK8H0iGf7b3X1RwDmfBOYDDmxy9wvizxERyQWtmRaRalfs5Hex319EJNfyufQq10twU8XavKGVv+/r7PNzdTVWcrM7pTSk3JXMzGqBJcDZwLHATDM7Nu6cscBcYLK7jweuykOsIiJA8XfkERHJJ+0iIyJSePlcepXrHQlTxRq0dA1g8EH9lNSXQGFmDJ0AbHP35wHM7C5gGrAl5pxLgSXuvhvA3f+S60BFRKK0ZlpEKlU1zIjMVw0PEZFs5LOwfq6X4KaKNdE1cdvevkvLRCDEjCGgEXg55vGO7mOx3gu818zWmNlT3UvP+jCzy8ysxcxadu3alVnEIlL1EnXQWjMtIuWu0mdERhNfrW3tOAcSX5oVJSLFlutZPfGmT2xkzZzT2L7oXNbMOS2rhHiqWHWtLOkKkxgKox8wFjgFmAn8xMwa4k9y96Xu3qNFPNUAACAASURBVOTuTcOGDcvRW4tItcl3xy0iUiyVPiOy0hNfIlK+pk9sZOGMCTQ21GNAY0M9501qZPHKrSW3tDco1oUzJvQkm3StLOkKs5SsFRgV83hk97FYO4C17t4BbDezZ4kkitblJEoRkRjaEUdEKlU+lzKUgkpPfIlIeYstrF/qS3uTbQIwfWIjLS++wZ1rX6bLnVozzpukTQMksTCJoXXAWDMbQyQhdD4Qv+NYM5GZQj83s6FElpY9n8tARURiaUccEalEs88a1+tGBCprlLfSE18iUjnyuUtZvjVvaOX+9a10eaQAdZc7969vpenwQ0s+dimOlEvJ3L0TuBxYCfwZuMfdN5vZAjOb2n3aSuCvZrYFWA3Mdve/5itoERERkUqUanlAudPyBhEpF+U8w1HLdiVdYWYM4e4rgBVxx66L+d6Br3V/iUgA7cIiIiJhVPKMSC0FFpFyUc4zHMs5qSXFESoxJCLZKfU1yiIiIoVSyYkvEakc5by0N1FSa0h9HZMXrVJiXvrI1a5kIpKEpnOKiIiIiCTWvKGVyYtWlcwOYOW8tDdo2W5djfH3fZ20trXjHBioLvbnLKVBM4ZECqCapnNqyZyISHVTPyAi6SrV2fXlOsMxaNnu3n2d7N7b0eu8cimmLfmnxJBIAZTzGuV0lGqnLiIihaF+QEQyUao7gOUi0V2sZHl8UmvMnOWB51XiQLWkT4khkQIIWqNsRC6YJy9aVTGjqaXaqYuI5FsmF/6VOLNG/YCIZCJfs+uzaWfTTXQHvRdQMsnyahmolswoMSRSALHTOVvb2jHAu5+rpNHUUl4yV6gbsEq80ROR5DKZJVOpM2tKuR8QkdKVj6RFtu1sOonuRO91UF1NySTLy7mYtuSfik+LFMj0iY2smXMajQ31PUmhqEopRJ2o8y72SES0s853sb1CvY+IlI7mDa1cfc+mtDcYqNRNCUq1HxCR0hZULDnbpEWidvb632wO9fPpJLoTvVd8TZ9Ur51P5VxMW/JPiSGRAqvk0dR8dOq5UKgbsEq90RORYNFkcJfHp/sjkrXrhewLCrnTT6n2A1J8ZjbFzLaa2TYzmxPw/JfM7Gkz22hmvzOzY4sRpxRHPpIWidrT3Xs7QrWD6SS60227i5Usjw5Ub190LmvmnKakkPTQUjKRAqvk9b1BOyCUwlKqQt2AVXLST0T6CkoGx0rWrheqLyj0krVS7QdS0TLg/DKzWmAJcCawA1hnZsvcfUvMab929x91nz8VuAWYUvBgJefC/n3legewRO0skHQpVzTe+PIPkDjRnei9GurreLtzf9LlW7HvV2tGlzuNaoekwJQYEimwSl/fW4rbehbqBqySk34i0leypG+qdr1QfUExikHnsx/IRwKnUus9lZgTgG3u/jyAmd0FTAN6EkPu/reY8wdBn5X3UoaK+fc1+6xxXHX3xsDnErXf8fE69CSHkiVrErXp86eOBxIny+PfLzoDVe2QFJoSQyIFVq6jqeWsUDdglZ70E5HeGgbWBdaPqDFSLoEoVF9QSTMZ83WDqZ3UCqIReDnm8Q7gxPiTzOwrwNeA/sBpQS9kZpcBlwGMHj0654FKbhXz72v6xEbmL9tMW3vfdjrRoF1QvA7UmvVpo+MT1edNamT1M7sC2/REv2uymadqh6SQlBgSKYJSnFVTyQp1A6akn0h1SVBaiIMPqgv1dx/fF0RrAeWy/aikmYz5usGspORZuXP3JcASM7sA+CZwUcA5S4GlAE1NTZpVVOKK/fc1f+r4tAbtEsXV5d4rER2UqL5/fWvadZFSfQ5qh6RQlBgSkapQqGRctSb9zGwK8H2gFrjd3RclOO884D7geHdvKWCIIlmLHx0OGoUG2NPekfaSp3zNhqmkmYz5usGspORZCWsFRsU8Htl9LJG7gB/mNSIpiGL+fUXb4faOrtC1e5LVJYpNROcqUZ3s/aLPixSCdiUTEZGsxBQVPRs4FpgZtJuMmb0D+CqwtrARimQvmrhpbWvHoacoaZAh9XV9zp37wNNJd8HJ166GlbQ9cTo7BKVDO6kVxDpgrJmNMbP+wPnAstgTzGxszMNzgf+vgPFJnhTr7yu2zYbIjJ/o+yZr/4LijRVNROcqUZ3s/dQOSSFpxpBICNqtRCSplEVFu90AfBuYXdjwRLKXqO5E0I41ZqQ9kpzoZqK1rZ3Ji1Zl1e9UykzGfM1+0jLg/HP3TjO7HFhJZGbpz9x9s5ktAFrcfRlwuZmdAXQAuwlYRiblp1h/X5nO6Ik+d/U9m3oKQceKJqJzNRMq9vPRrmRSTEoMiaSg3UpEUkpZVNTMPgiMcvflZpYwMaSiolJKYgcFEhUyie5UE3vDMyvNXXAg+XIC9TsR+bzBrJTkWSlz9xXAirhj18V8/9WCByUFkY+/r1SDtsmS7alEXydZIjqXiWq1P1IKlBgSSSGbNcSaaSQCZlYD3AJcnOpcFRUtrmRtVim2Z0ExQW4SB/GDAok0NtSzZk7vzZOiI7/xko0kB91kxNLuNBG6gRKRMIO2iZLt1v3zqdqRVIlozTSUSqPEkEgKma4h1kwjqSKpioq+A3gf8LiZAQwHlpnZVBWgLh3J2iyg5NqzoHhn37sJDDq6POs4k20hHBU/OhxNVEXrD8UvMUs2khy/nCCIdqcRkbC+2fw0d659mS53as2YeeIovjV9QrHD6iOTQYcwg7bR2ZvxI0ze/fPJtp2PxpAqEa1EtVQSJYZEUsh0DXG+ttUVKUE9RUWJJITOBy6IPunue4Ch0cdm9jjwdSWFSkuq4sel1p4Fxduxv+8ks0zjTJaEMQicURWbqIqtPxS2VkT0JmPyolXaJUtEMvbN5qf5z6de6nnc5d7zuJSSQ5kOooYZtJ0+sZGrEizrjdZue6WtnSH1dfx9X2dOBhREypl2JRNJIdPdFPK1rW685g2tTF60ijFzljN50aqku96I5IO7dwLRoqJ/Bu6JFhU1s6nFjU7CStZmFao9S0c6751JnImSMI0N9WxfdC5r5pzW66YhUXHq6FKzdG4wwvQ7avtFJJE7176c1vFiSWc3xtg2r8aC94SMb7cb6usSvnd018i29o6epFCqGEQqmWYMiaSQ6RriXO1WkIyWq0mpSFVUNO74KYWISdKTqs0Keq7GjCPmLC/KLirJijUHnRsk2RKGdAuL5jJ5lqrfCWr7Z929kXtbXuKFv7ar3oVIlQvaTSvZ8WIJ227Gt3lBv4cBpx49rPex4PxRVrGJVKpQiSEzmwJ8n8j2kre7+6IE550H3AccryUCElWKBUvTlcka4nxtqxtLy9VEJFdStVlBhZGjF+fR/xYyOR0Ub12N9aoxFP87xEqVWE93UKBhYB2793b0OZ7pYECyfifR7KQ1z73R81gDBSLVK5qsDzpeTPH3BInaTYAj5iwHDsz6SVXzzYH717fSdPihPW1eW4LXDkNLd6XapEwMmVktsAQ4k8gWxOvMbJm7b4k77x3AV4G1+QhUylM1z2gpxG4Fpbi8Q0TKU5g2K/pcTYKbDohcvM9ftjnvAwKJ4k31O8T+LqkS62EHBZo3tPLmW519jtfVWk4HA6LCtvEaKBCpTjNPHNWrxlDs8WIJuieoqzFqa4yuuPpwsY/a2sMnd+LbvHRmlsaqq8lP2y1SysLMGDoB2ObuzwOY2V3ANGBL3Hk3AN8GZuc0Qilr1T6jJd+7FRRiuZqIVI9kbVbsc2O6R3ITaWvv6LmYz+eAQKJ4w7xPLhPri1duDSx8Pah/v7z0Aenc7GigQKT6RAtMl9KuZGE3DMhWbJt36tHDAhNkqQw+KD9tt0gpC1N8uhGIrVS2o/tYDzP7IDDK3ZNeKZrZZWbWYmYtu3btSjtYKT+a0ZJfmRbGFhHJRrrJ51Is5Jnod8gksZ6oT9uTxkh3OmafNY6wC0I0UCBSnb41fQLPLTyHFxady3MLzyn6bmSFuvaPbfNWP5PZ/WY2S9BEylXWu5KZWQ1wC3B1qnPdfam7N7l707Bhw1KdLhUglxfe0tf0iY0snDGBxoZ6jMjuNwtnTMjrKId2whGRoKR0KqUwIBDbfu3d1xmpSRQj08R6ofu66RMb+fRJo1MmhzRQICKlolDX/rFtXqp+J1EbqvsUqUZhlpK1ArELUkd2H4t6B/A+4HGLFDQbDiwzs6kqQC2FKMBc7fK9XC1WNdeMEpEDYuv7tLa199qVbO++zpwWYc6V+PZr994O6mqNhvo69rR3ZFwLqXlDK3v39a0vlO++7lvTJ9B0+KG96imdevQwVj+zq6w3exCR8pZo05mge4J8uP43m5l190ZGNNQzpL4uYY2ixu428/71rbpPESFcYmgdMNbMxhBJCJ0PXBB90t33AEOjj83sceDrSgoJFKYAc7Uohd3dqr1mlIgckCgpHZ+AgdK40A6sb9HlDBrQj43zPpbRawb9rhDZRWf+1PF5bxcLOTAgIpJKqgHElhffSLvmT0OS5E6Q6MBEa1s7dbVGXY31qmVUX1fba3Z9fIJd9ylSrVImhty908wuB1YS2a7+Z+6+2cwWAC3uvizfQUp5K5cL10ImXtJ9r1KZqaOaUSKSSqkOCGTbfgW120HJJoBBA1S4VETKT6Lr07DXrckGECGynXwYRmRnssbu97rq7o0Z/T4dXc4hA+sY2L9fwtjL5T5FJN/CzBjC3VcAK+KOXZfg3FOyD0uksNJNvGSTRMokyVMqM3XKdRe0UphtJVJNSvFCO5v2K1G7nWhJhJLlIlLq4q+N4pdVRdu5lhffCDwOfa9bE7V9rW3taSV3ovN70v25IG17O9hwXWazQkWqSdbFp0UqQaoRjljRG4TWtnacAx1k2CLMYd8rtkhqom2JC33zke9d0PJR2Drb/18iUhmyab8Stdu1Fly6tNST5SJS3YKujX711EuB7dyda18OPD7rno19rtdKse1LNyZtsiLVKtSMIZFykM2skHSWGGQ7eyfMeyWqWxGv0B1wPpeI5Gu5XKnMthKR4or+vc9ftrmnXsVBdTW0vPhGyjYtUbvd5U59XW2oekqauSgipSLo2sgTnNvlwc9ED8derxWqwHRY6Q5elkrpBpFi0IwhqQjZzgpJZ6vhbOtUhHmv63+zOWWnWqxirtMnNrJmzmlsX3Qua+aclrOOMp1ZW+lQXSSRypTpqO7bnft7vt+9t4P/fOqllH1Hona7saGehTMm0NhQj8U8jm8XNXNRBMxsipltNbNtZjYn4PmvmdkWM/uTmT1mZocXI85qkOtroN7Xa4lSTPnXUF/HIQPrkrbHyeTrWlSkHGjGkFSEbGeFBI1wxCZeYkd6a7q3ZY4XdvZOmPcK2uo5yrrfq9JGm/OVwCnXukgiuVKJM1WCRnWvunsjcx/4EwtnHJdWvbZ4QX1HsnY7TD0lzVyUamdmtcAS4ExgB7DOzJa5+5aY0zYATe6+18z+BbgZ+FTho618ia6NokWfM3Gg9tr+1CdnqLH72i0o9saGetbMOS2r19dgolQzzRiSipBtQz59YmPCUd/4kd6gpFA6s3eSvReQdFSisaE+5zN1SkU6s7bSke+6SCKlLJOZKuVQXyFRgqe9Yz+z792UMOawfUL8eana7XRfL914RCrACcA2d3/e3fcBdwHTYk9w99Xuvrf74VPAyALHWDUSXRt9+qTRPe1cohpqyeRzCVn02u3Uo4cFPp/oeDrydS0qUg40Y0gqQqKRjxozxsxZHmqUPNGob6IbEOseVslkBD7ZCHOyG4VKTmakmkmVqVLdOlukENKdqVIu9RWStZMd+z3h75eorwg6L16mO601b2jNeqapSAVoBF6OebwDODHJ+V8AHg56wswuAy4DGD16dK7iqyphro3GzFlerPD6aIyJL9EA6upndmX9Pvm6FhUpB0oMSUVIVOwueiGe6c1N84bWhDcR7vC9T30g5zdLiW5cGurrSurGLNfymcApxa2zRbIVZolYovYr0fFsljwVcslaqgRPosRRmMKoud5pce4DT2c901SkmpjZZ4Am4OSg5919KbAUoKmpqXgFbcpc7LVRtP2edffGnvY7bCI9Vxob6jn16GHcufZlutypNWPmiaP41vQJvc7L5wxMDSZKNVNiSJIql9oU8Q150OhsuvUcohf0yeSjPsTss8Yx+95NdOw/EH9djTF/6vicvk8pUgJHJJywM3tqE8xUSbREINML7jDx5LI/mX3WOGbdvTFhLYzoTJyg91w4YwJX37Mp4eeSbrHSZBLNOM31+4iUgVZgVMzjkd3HejGzM4BrgZPd/e0CxVbVErXf501q5P71rb3asLpao7PLc15eOrZmW3wiKF6+a0fqWlSqlRJDklC5LCmIim3IE01/jd8SPtlNSpgipem8Xlri79nSX+YtIhUs7MyeRNsMJzo+pL6uZyv3WKkuuBPFc/U9m3oep9OfNG9o7bWt/CED65j38fE9506f2Mi9LS+x5rk3+vxsDZHEUVAfNuvujXz6pNF855PvD1wukOtkTaKE2n73kuxHRfJoHTDWzMYQSQidD1wQe4KZTQR+DExx978UPsTqlKj9Xv3MLhbOmNBzbdswsI433+rMeVKoMcE1c6Lrai33EskPJYZKVCnM1CnnXVRSjSaESXqFmZKazuuFtXjlVjq6ene7HV2Ja2aISPUJO7OnMUFb2BiQ6Gne0Mrf93X2OV5XYykvuBPF0+XO3Aee5qC6mpSJo+t/sznhjoy793Yw+77IudF28IW/Jki6EGlH9+7r7POeDvzqqZdoOvzQXjc8+epntSuiSIS7d5rZ5cBKoBb4mbtvNrMFQIu7LwMWA4OBey0yq/Eld59atKCrRLL+JHbQdfKiVUl3zc2EQeBOYmGuq4t9nyRSaZQYKkGFmqmTKvmUqzW8xUhypRpNCJP0SrW2Ot3XC0u714hIKmETDumMrAYlpQEGH9QvZTuWrL1s7+hKOPuyy53Z926ic3/qpQnxCfJk7XOy55zI71qI3R01si1ygLuvAFbEHbsu5vszCh6UhNrA5dSjh+Wl3lCiJHmq62ot9xLJPW1XX4KSNYa5EmYL41xs2Zjofb7Z/HTet0M+qO7AP++G+rpeSwQSJVla29p74gnayjO6oit+q+JcJnO0VaaIpJJoq+H4hEM626wnaq/aQowQB8UTVkeIpFBU7I1JJlspRxUq0Z7tNvciIvmWqP3ucu+5dv/Pp17K+fsmS5JrkFSk8DRjqAQVojEMM8MlFyOdid7nV0+91HMjkOsZUfEzrgDe7tzf65xko9vReBbOmJByqUF0NlSqAqjp0AiziKSSzlT6sCOrmSx7ip0ROqS+jrc7u9ifoEE0yLo2hXW/5/SJjQnrJIXhRJZFFGIGq0a2RaQYws7Yjx6LreuWL7Vm7HdPuYJAy3BFCk+JoRJUiMYwTPIp/sZjSH0dZjDr7o0sXrk11AV1oveJv5zPZDvkaDxtezt6dTCZJr2Czk+21CAoARUr02SO1k6LSJCgi/yg2gyZSjcpHd8GtrV3UFdj1NYQuCQtFwVLo8vApk9sTFg/KdbAuhraO/YHvnepb6ggIpKpsGUpov1Ka1t73vc5SafAvwZJRQpPiaESVIjGMGzyKTrSmWndo1R1emLF7/CVrBAp0GtUI7rbzL0tLyV8v0RJrzDnB0m2a1miHRbC0giziMQqRO25dJPSQW1gR/d0oVzMDkok2janSvDX19Vy04wJPbEGtfXlsqGCiEg6wgySxvcruW6zB9bVcMigARkNcmqQVKTwlBgqQYVoDNNNPmVaXDnVhXus2B2+Zt+3KXDEORmHwK2L418/Kpp8mbxoVUYztBIljhLtsCAikqlC7RIZn5Ru3tDK5EWrAvuiZMnzfCWF4EDbHN9XNgyswx32tHf0iXX6xEbGzFkeGJdqVohIpUlWSxMibfusuzfmra2OJuaz6Z80SCpSWEoMlah8N4bpJp8yrXsUfb1Z92wkWTmI+B2+0k0KpZIs6ZXpDC2tfxY5wMymAN8nsg3x7e6+KO75rwGXAJ3ALuDz7v5iwQMtU4UsxBm/tCBRPbh0ZoTmSnzbnE5fqTZbRKpFw8C6hLPuj5izPK/vXWumIvsiZUi7klWx6RMbWTPnNLYvOjfltr2JLpwbBtYBB0aVg3YZu7flpaRJoUMGhtsxLBvJOqhMd40JuyuQSKUzs1pgCXA2cCww08yOjTttA9Dk7scB9wE3FzbK8lao3QqjMzajCZRE9eAATj16WE7fO4xsbjbUZotItciiNn/W9rsrKSRShjRjSEKZfda4wOVdb77VyTebn+b+9a29al/MunsjV929kfruwp/J7N7bwTUP/AnIzyh0Y0N9yg4qkxlaWv8s0uMEYJu7Pw9gZncB04At0RPcfXXM+U8BnylohGWuUIU4r//N5pQzNlvb2mne0MrqZ3bl9L1TaaivY/HKrcy6e2NG7a3abBGpFnvyvLtYMpqFKVKelBgSIHi3G+i9I1lnwM1Cx37nzrUv99k2OPooVVIoam/HfmbfuwmI3ABddffGlD9TVwOpXr6u1vI6Gqz1zyIANAIvxzzeAZyY5PwvAA/nNaIKk01SI+yWxUDSgv+x8lmbIkiNwd/3dfZsOpBp8W212SJSSeLb91OPHsbqZ3YVtH2OpVmYIuVLiSEJ3O3ma3dvJDbn0pZk5CE+KZSpjv3es0X8/GWbE75n7I5fsbUwggzq3083ASIlxMw+AzQBJyd4/jLgMoDRo0cXMLLSl0lSI90ti8PK1U1HY/fIcrJZood0L1mOT1ppRzERqWZB7ft/PvVSweOI1qLLdkdeESmuUIkhFRWtHEEjx0G73YSb55N70fpC86eOD1w2EV9fInqjlGi3mWJOpRWpIq3AqJjHI7uP9WJmZwDXAie7+9tBL+TuS4GlAE1NTUWsklAZMtmyuFBiR5ZTtfdjEhRL1Y5iIlJtUg2KFpKSQSKVI2ViKKao6JlElgesM7Nl7r4l5rRoUdG9ZvYvRIqKfiofAUvmgkYWCr0cIJVE2xCnWv6g3WZEimodMNbMxhBJCJ0PXBB7gplNBH4MTHH3vxQ+xOqUbMviMXOWM6Khnt1/fzv0st901ZolnFV63qTGXlvND+hXE7jVPKiNFxGB4iXyYxnw6ZNG863pE4oWg4jkXpgZQyoqWiGCRo5LKSkEkZuVyYtW9dwUhB2BKFRhVhHpy907zexyYCWRmaU/c/fNZrYAaHH3ZcBiYDBwr5kBvOTuU4sWdJVIVszfSb6EK1tmyZcax25asHtvR89yhCBq40VEgq/lcyFZEj/KQEX7RSpYmMRQzoqKqnZE7qVTVLQUppyGkUlRUe02I1Jc7r4CWBF37LqY788oeFDCqUcP41dPvVSUQQD3yDKDoL6n1izhQEVQH6A2XkQkP8tnGxvqWTPnNAAmL1oV2GbHniMilSmnxadTFRVV7YjcSlRUtOXFN1j9zK5eF88tL75R5GjTk0lRUe02IyLVJtHgQPOGVq7/zebQu4zlQ7T2RNBMn1Qj3kF9gNp4Eal2yWaBptJQX8fbnfuTzrzU7EyR6hUmMZSzoqKSW4mKisaODgftMFZMjTFbaUZvZBJ1cCoqKiISLCjx09rWzlV3b+SquzcWMbKI6I1Eopk+YQqnqg8QEektKHET1vyp44HkMy81O1OkeoVJDKmoaIlKdNEcPxWrVJJCUU2HH9qrYF2iaasqKioi0lcpFB+NN6h/LQ0D+wfeSCSa6ZPqd1AfICLSW7QtnXXPRlKUBOplUP/aPktzk72HEkEi1SdlYkhFRQsvbN2gIfV1tBVxO/b6upq0d7IJqh2haasiIn3F9wXR2ZalWC9u774uNi8IX38idlS6ta29T+Fp9QEilcfMpgDfJ3I/cbu7L4p7/qPA94DjgPPd/b7CR1kaYrekjxaGji7PBehnRkfIzFBdrXHjP2kHMRFJzjyddHMONTU1eUtLS1Heu5QlGgmO3RqyeUMr85dtLmpSyIDvfuoDtLz4BneufZkud2rNmHniqFA3LvFF7NIpoi1S6cxsvbs3FTuOYqvmfqIUZwUlk21hUvUBIukpt37CzGqBZ4EziWxksw6Y6e5bYs45AjgY+DqwLExiqBL7iWza/2gSKT6ZpPZUpPqk20/ktPi0ZC/RNpQO/OdTL7F915v88aU9Rb1ZiCapolNNY5eFQbgOLX4ZnKatiogckK8tibNRX1fLB0cP4ffPvZHz2T3qA0Qq3gnANnd/HsDM7gKmAT2JIXd/ofu5UquCUBCxs4QyYcBzC8/JbVAiUjWUGCqg2BHRIfV1dHTt5+/7Ihf+A+tqcEi5NGvNc8XbXcwg1Ehu/BKBIKodISKSWKksF4su8WqM2/FMs3tEJE2NwMsxj3cAJ2byQmZ2GXAZwOjRo7OPrAQ0b2hl9r2b6Nif+UoOXVuLSDaUGEpTphfE8bNo4peB7U2zVk+hpbtMIDr6GzR7SLUjREQSa97Q2qfmTjEkWoKg2T0iUkzuvhRYCpGlZEUOJyfmL9ucVVJI19Yiki0lhtIQn+QIKqScSCkuC0hHpp2Ntr0UEUnP4pVbC5oUOmRgHQP791MbLSL51AqMink8svtYVYofaM62bujCGRPUbotIVpQYSkNQcqe9o4vFK7embIwTbS1fLA31dex5qyPUVpeHDKzLqrPR6LKISGLxNwiZLCOrAQ6qq+mZfTqwroYBdbW07e3oSfZA3y3i6+tqmffx8WqjRSTf1gFjzWwMkYTQ+cAFxQ2pOIIGmrPxme66nyIi2VBiKA2Jkjthkj6ZXuznw2e6dzcbM2d5ynOjNw0iIpKdoB0lB/Wvpb2ji+gKgkz6iUH9a9m8YEro8zWDU0QKzd07zexyYCWR7ep/5u6bzWwB0OLuy8zseOBB4BDg42Z2vbtX3EVorlYR1BhccOLoPpvAiIhkQomhNCRK7iQr9pbtDgP5sPqZXUDi36fWjP3uumkQEclAUC06ILCwaHQDgkzV1Ro3/lP4mwLNpW/23AAAIABJREFU4BSRYnH3FcCKuGPXxXy/jsgSs4qWySqCz5w0mtXP7FJSX0TyRomhNMw+a1zgNPxTjx7G5EWraG1rp9aMLnca4nYdKyXRDinR76N1yiIimUlUi25Av5qsCosCPf1L9L+JikOLiEjpSmcVgQGfPkmzgkQk/5QYSkNQIeVTjx7G/etbe24CurqL9mRbRC5dNRZJ6kQTUQ31dQnjiM5wUmFoEZHcSlSLLttlA+nuDCkiIqUpaGA2lmbui0gxKDGUptht2Bev3Mp/PvVS1q8ZHf1N+HyN0RU30lxXawzq34897R0JO44wW8VrWYGISO7ka6MBbUMsIlIZotfd1/9mM7v39h7A1cx9ESkWJYYyEJRwyZQBM08c1WvWUfS4Q89SAUh/Zo9mBImIFFY+NhpoqM9uZ0gRESkt8QPNuk4XkWJTYigDudpNACLJn29Nn0DT4Yem7Bgy6Sg0I0hEpHBSLRFIV12tMX9qxW3KIyIi6DpdREqHEkMZyOVSgcaYej/qGEREylu0Hb/q7o2hzh/Uv5a9+7p6atY9tGlnT224QwbWMe/j49U3iIiIiEheKTGUgXSXCphBUAmh+Ho/IiJS/qZPbGTxyq2B/USqoqLaeUZERERECk2JoQyks1TgMzFbTGodsYhIdQjqJ1RUVERERERKkRJDGYgv6jykvo6/7+uko+vAtCADPh2TFIr+nG4IREQqn4r/i4iIiEi5UGIoQ/FJHs0GEhGRWBoMEBEREZFyoMRQjugGQERERERERETKTU2xAxARERERERERkeJQYkhEREREREREpEopMSQiIiIiIiIiUqVC1RgysynA94Fa4HZ3XxT3/ADgl8Ak4K/Ap9z9hdyGGq7Ac67OERGR8NRPiIhIOVA/ISLSV8rEkJnVAkuAM4EdwDozW+buW2JO+wKw292PMrPzgW8Dn8ploM0bWpn7wNO0d3QB0NrWztwHngYObAucq3NERCQ89RMiIlIO1E+IiAQLs5TsBGCbuz/v7vuAu4BpcedMA37R/f19wOlmZrkLExav3NrT+Ea1d3SxeOXWnJ8jIiJpUT8hIiJJmdkUM9tqZtvMbE7A8wPM7O7u59ea2RG5jkH9hIhIsDCJoUbg5ZjHO7qPBZ7j7p3AHuCd8S9kZpeZWYuZtezatSutQF9pa095PFfniIhIWtRPiIhIQjEzS88GjgVmmtmxcaf1zCwFvktkZmlOqZ8QEQlW0OLT7r7U3ZvcvWnYsGFp/eyIhvqUx3N1joiIFIf6CRGRilQSM0vVT4iIBAuTGGoFRsU8Htl9LPAcM+sHDCFSXDRnZp81jvq62l7H6utqmX3WuJyfIyIiaVE/ISIiyZTEzFL1EyIiwcLsSrYOGGtmY4hc2J8PXBB3zjLgIuBJ4BPAKnf3XAYaLeSWrPp/rs4REZG0qJ8QEZGCcPelwFKApqamtPoR9RMiIsEszHW5mZ0DfI/INsQ/c/cbzWwB0OLuy8zsIOA/gInAG8D57v58stdsamrylpaWrH8BEZFKY2br3b2p2HGkQ/2EiEjhlFs/YWYfAua7+1ndj+cCuPvCmHNWdp/zZPfM0leBYckGEdRPiIgES7efCDNjCHdfAayIO3ZdzPdvAf8c9k1FRKSyqJ8QEZEkSmJmqYiIBAuVGBIREREREcmEu3ea2eXASg7MLN0cO7MU+CnwH2a2je6ZpcWLWESkuoRaSpaXNzbbBbyY4Y8PBV7PYTj5Vm7xQvnFrHjzr9xiLud4D3f39LbkqkDqJ0peucWsePOv3GIu53jVT6B+osSVW7xQfjEr3vwrt5gz7ieKlhjKhpm1lNm66rKKF8ovZsWbf+UWs+KtbuX2eZZbvFB+MSve/Cu3mBVvdSu3z1Px5l+5xax486/cYs4m3jDb1YuIiIiIiIiISAVSYkhEREREREREpEqVa2JoabEDSFO5xQvlF7Pizb9yi1nxVrdy+zzLLV4ov5gVb/6VW8yKt7qV2+epePOv3GJWvPlXbjFnHG9Z1hgSEREREREREZHsleuMIRERERERERERyZISQyIiIiIiIiIiVaqkE0NmNsXMtprZNjObE/D8ADO7u/v5tWZ2ROGj7BVPqng/amZ/NLNOM/tEMWKMiydVvF8zsy1m9icze8zMDi9GnHExpYr5S2b2tJltNLPfmdmxxYgzJp6k8cacd56ZuZkVdTvEEJ/vxWa2q/vz3WhmlxQjzriYUn7GZvbJ7n/Lm83s14WOMS6WVJ/xd2M+32fNrK0YcZYL9RP5pX4i/9RP5J/6ieqmfiK/1E/kn/qJ/Cq3PqI7ntz3E+5ekl9ALfAccCTQH9gEHBt3zpeBH3V/fz5wd4nHewRwHPBL4BNl8PmeCgzs/v5fivn5phHzwTHfTwUeKeV4u897B/AE8BTQVMrxAhcDtxXz30EGMY8FNgCHdD9+VynHG3f+FcDPiv05l+qX+omSiFf9RJ7j7T5P/UR+Y1Y/UaFf6idKIl71E3mOt/s89RP5i7dk+oh0/k3EnB+qnyjlGUMnANvc/Xl33wfcBUyLO2ca8Ivu7+8DTjczK2CMsVLG6+4vuPufgP3FCDBOmHhXu/ve7odPASMLHGO8MDH/LebhIKCY1dXD/BsGuAH4NvBWIYMLEDbeUhIm5kuBJe6+G8Dd/1LgGGOl+xnPBO4sSGTlSf1EfqmfyD/1E/mnfqK6qZ/IL/UT+ad+Ir/KrY+APPUTpZwYagRejnm8o/tY4Dnu3gnsAd5ZkOj6ChNvKUk33i8AD+c1otRCxWxmXzGz54CbgSsLFFuQlPGa2QeBUe6+vJCBJRD238R53dOB7zOzUYUJLaEwMb8XeK+ZrTGzp8xsSsGi6yv03133VOsxwKoCxFWu1E/kl/qJ/FM/kX/qJ6qb+on8Uj+Rf+on8qvc+gjIUz9RyokhKRFm9hmgCVhc7FjCcPcl7v4e4F+BbxY7nkTMrAa4Bbi62LGk4TfAEe5+HPBbDoywlbJ+RKaAnkIkY/4TM2soakThnA/c5+5dxQ5EJBX1E/mhfqJg1E+I5Jn6ifxQP1EQ5dpHQBr9RCknhlqB2OzhyO5jgeeYWT9gCPDXgkTXV5h4S0moeM3sDOBaYKq7v12g2BJJ9zO+C5ie14iSSxXvO4D3AY+b2QvAScCyIhaMS/n5uvtfY/4d3A5MKlBsiYT5N7EDWObuHe6+HXiWSONeDOn8Gz4fLQ9IRf1EfqmfyD/1E/mnfqK6qZ/IL/UT+ad+Ir/KrY+AfPUTYQocFeOLSGbueSJTn6JFlcbHnfMVeheLu6eU44059w6KXywuzOc7kUhhq7HF/veQRsxjY77/ONBSyvHGnf84xS0WF+bzPSzm+38CniqDfxNTgF90fz+UyNTLd5ZqvN3nHQ28AFgxP99S/1I/Ufx41U8U7t9E9/nqJ/ITs/qJCv1SP1H8eNVPFO7fRPf56idyH2/J9BHp/JtIt58oyi+Txi99DpGM3HPAtd3HFhDJNgMcBNwLbAP+ABxZ4vEeTyTj+HciIxGbSzzeR4HXgI3dX8vK4N/E94HN3fGuTtZwlkK8cecWtSEP+fku7P58N3V/vkeXwb8JIzLFdgvwNHB+Kcfb/Xg+sKjYn205fKmfKHq86ifyHG/cueon8hOz+okK/lI/UfR41U/kOd64c9VP5D7ekuojwv6bSLefsO4fEhERERERERGRKlPKNYZERERERERERCSPlBgSEREREREREalSSgyJiIiIiIiIiFQpJYZERERERERERKqUEkMiIiIiIiIiIlVKiSERERERERERkSqlxJCIiIiIiIiISJVSYkhEREREREREpEopMSQiIiIiIiIiUqWUGBIRERERERERqVJKDImIiIiI/P/s3X+c1GW9///Ha4cFF0hXgwQWECpEQSxyUQrL34FyQkJTMTNND3pSU6L1i+hR9FSglNW3rCSPmVkK/tpQUNLALAoCWoggURQDVrQ1XTrJCrvL9fljdsbZ2ffMvGd2frxn5nm/3bi58573zLwclut6v1/Xdb0uERGRMqXEkIiIiIiIiIhImVJiSERERERERESkTCkxJCIiIiIiIiJSppQYEhEREREREREpUz1SnWBm9wL/AfzDOXeMx/MGfA84C9gLXOKc+3Oq9+3Xr58bNmxY2gGLiJS69evXv+mc61/oOApN/YSIiDf1E2HqJ0REvKXbT6RMDAH3AT8A7k/w/JnAiI4/JwA/6vhvUsOGDWPdunX+ohQRKSNm9vdCxxAE6idERLwVYz9hZpMIDyaHgHucc/M9zjkPmAs4YKNz7sJk76l+QkTEW7r9RMrEkHPueTMbluSUs4H7nXMOWG1m1WY20Dm3O51ARERERESk9JhZCLgLOAPYBaw1syXOuS0x54wAbgAmOOfeNrMPFCZaEZHyk40aQzXAzpjHuzqOdWFmM8xsnZmta2pqysJHi4iIiIhIwB0PbHPOveKc2w88RHhwOdZ/Anc5594GcM79I88xioiULT9LybLGObcQWAhQW1vr8vnZIiL5UN/QyILlW3mtuYVB1VXUTRzJ1LGeuXIpUfodEBHpwmsgOb70xJEAZraK8HKzuc65p+PfyMxmADMAhg4dmpNgRaR46TosM9lIDDUCQ2IeD+44JiJSVuobGrnhsU20tLYD0Njcwg2PbQJQh1Qm9DsgIpKxHoRrlp5M+H7ieTMb45xrjj1JA80ikoiuwzKXjaVkS4CLLWw8sEf1hUSkHC1YvjXaEUW0tLazYPnWAkUk+abfARERT34GkncBS5xzrc657cCLhBNFIiK+6Dosc362q3+QcOa+n5ntAm4BKgGccz8GlhHeqn4b4e3qL81VsCIiQfZac0tax6X06HdARMTTWmCEmQ0nnBC6AIjfcawemA781Mz6EV5a9kpeoxSRolYq12GFWA7nZ1ey6Smed8BVWYtIRKRIDaquotGj4xlUXVWAaKQQ9DtQnlTPQCQ551ybmV0NLCdcP+he59xmM7sNWOecW9Lx3KfNbAvQDtQ55/5ZuKhFpNiUwnVYoZbDZWMpmYiIAHUTR1JVGep0rKoyRN3EkQWKSPJNvwPlJ3IB19jcguO9C7j6BpVbFInlnFvmnDvSOfch59w3Oo7d3JEUwoV91Tk3yjk3xjn3UGEjFpFiUwrXYYVaDqfEkIhIlkwdW8O8aWOoqa7CgJrqKuZNG1MWMwfMbJKZbTWzbWY22+P5oWa20swazOwvZnZWIeLMtXL+HShXqmcgIiISDKVwHVao5XB53a5eRKTUTR1bU1SdTzaYWQi4CziDcPHQtWa2xDm3Jea0m4DFzrkfmdkowvXphuU92Dwox9+BclYq9QxERERKQbFfhxVqOVzJzBg6+eSTMTPMjCeffDKr7/2DH/wg+t6XX355Vt9bRKQEHA9sc8694pzbDzwEnB13jgMO7vj5EOC1PMYHqJ+Q3Eh0oVZM9QxEJEz9hIgUWqGWw5VMYgjgwgsvZPfu3ZxxxhkALFy4kNNOO433v//9mBm///3vPV933333MXLkSHr16sVRRx3FL37xi07Pf+lLX2L37t18/OMf93z9F7/4RWbOnJnWZ8bbvXs35513HgcffDAHH3wwF1xwAf/4xz86ndPa2sr111/PwIEDqaqq4sQTT2T9+vW+3l9EJIdqgJ0xj3d1HIs1F7ioY3fLZcA1+Qmts9h+orm5meuuu47Ro0fTp08fBgwYwDnnnMMLL7zQ5XXqJySRUqhnICLvib+f+NrXvsZRRx1F3759OeSQQ/jEJz7B0qVLu7xO/YSIZEOhlsOVVGKoqqqKAQMG0KtXLwD27t3Lqaeeyh133JHwNfX19Vx22WVceeWVbNy4kcsvv5yLL76Yp556KnpO7969GTBgAD179uzy+ra2Np588kmmTZvm+zPjHThwgP/4j/9g+/btPPPMM/z617/mxRdfZOrUqYQ3fQurq6vjf//3f7n77rtZu3YtH/zgBzn99NN5/fXXfX+WiEiBTAfuc84NBs4Cfm5mXfogM5thZuvMbF1TU1PWg4jtJ3bv3s327du57bbb+POf/8zSpUujbfjbb78dfY36CUmmFOoZiMh74u8nRo8ezV133cXGjRtZs2YNn/rUpzj77LM7JVPUT4hINk0dW8Oq2aeyff5kVs0+NT/XFM65gvw57rjjXDaddNJJ7rLLLvN8bvv27Q5wv/vd77o89/GPf9xNnz6907Fzzz3XnXTSSb4+45lnnnEf+MAHXHt7u+/PjLd8+XIHuBdeeCF67K9//asD3MqVK51zzu3Zs8f16tXL3X333dFz2tra3OGHH+5uueWWlJ8hIsWD8Na9BWuf0/0DfBxYHvP4BuCGuHM2A0NiHr8CfCDZ++azn4h48803HeCWLFkSPaZ+QkSCptj6iVz9KUQ/4Zxz1dXV7rvf/W70sfoJEQmadPuJkpoxlK79+/ezdu1aJk2a1On4pEmTWL16Ne3t7Qle+Z7HH3+cs88+m4qKzL/KVatWMXz4cEaOfG/a+ejRoxk8eHB06uj69evZt29fp1hDoRBnnHGG7+mlIiI5shYYYWbDzawncAGwJO6cHcBpAGZ2NHAQkP0pQd20Z88eAPr06QOonxARkfe0tbXx85//nH//+9988pOfBNRPiEhpKOvE0JtvvklbWxsDBgzodHzAgAHs27ePt956K+nrnXPU19fz2c9+tltx7N69u0sMkTh2794dPSdyLNE5IiKF4JxrA64GlgN/I7z72GYzu83MpnScNgv4TzPbCDwIXNIxmhEY7e3tfPnLX2bcuHGcfPLJgPoJERGBJ598kr59+9KrVy+uvfZa6uvr+djHPgaonxCR0qDt6rthzZo1/Pvf/+a0004rdCg5U9/QyILlW3mtuYVB1VXUTRypugki0oVzbhnhotKxx26O+XkLMCHfcfnV3t7OxRdfzIsvvsjzzz/frVHbWOXQT4iIlLpTTjmFDRs28Pbbb/Pwww/zhS98gWeffTaaHOoO9RMiEgRlPWOoX79+9OjRo0uxtTfeeINevXpx2GGHJX39448/zuTJkz2LyKVj4MCBngXf3njjDQYOHBg9B/CMNfJcttU3NHLDY5tobG7BAY3NLdzw2CbqGxpz8nkiIoWwf/9+zjvvPNasWcNvf/tbBg8eHH1O/YSIiPTp04cPf/jDjBs3jjvuuCP6X1A/ISKloawTQz179mTcuHEsX7680/Gnn36a8ePHEwqFErwy7PHHH+/2tE+ACRMmsH37dl566aXosS1btrBz505OPPFEAI477jh69erVKdYDBw7w7LPPRs/JtgXLt9LS2nlddEtrOwuWb83J54mI5NvevXuZMmUKW7Zs4fnnn2fIkCGdnlc/ISIi8Q4cOMC7774LqJ8QkdJQ0kvJXn/9dV5//XVee+01ALZt20bfvn0ZMGBAdG3t9ddfz7nnnsvxxx/PpEmTWLp0KY899hhPPPFE0vf+61//ys6dOznzzDPT/swbbriBP/3pT/zmN78B4PTTT+djH/sYF110Ed///vdxznHVVVcxfvx4TjrpJAAOPvhgrrzySubMmcPAgQMZPnw4CxYsoKWlhSuuuCJ7X1qM15pb0jouIlJM/u///o+zzjqLXbt28atf/YqKioroKOohhxxCVVUVoH5CRKRcvfHGG/zwhz/krLPOYsCAATQ3N/Pggw/ym9/8hkcffTR6nvoJESl2JT1j6Mc//jFjx45l8uTJAFx66aWMHTuWH//4x9Fzpk6dyj333MNdd93FmDFjuPvuu7nvvvu6NNDxHn/8cc444wz69u2b9mfu3r2bl19+Ofq4oqKCJ598kqFDh3Laaadxxhln8KEPfYhf/epXmFn0vAULFnDppZdy+eWXc9xxx/HSSy/xzDPP5Gzq56DqqrSOi4gUk/Xr1/P73/+eV199lY985CMMHDgw+mfRokXR89RPiIiUp549e7Jx40Y++9nPMmLECCZOnMj69etZtmxZp1k+6idEpNhZoTaFqa2tdevWrcva+5188sl8+MMf5p577snaeyb7jLFjx/KVr3yFSy+9NGefV2iRGkOxy8mqKkPMmzZGBahFcsjM1jvnagsdR6GpnxAR8aZ+Ikz9hIiIt3T7iZKaMfSzn/2Mvn378vTTT2f1fRcuXEjfvn353e9+B4QLlU6dOpWzzz47q58TNFPH1jBv2hhqqqswoKa6SkkhESlq6idERCQZ9RMi2VPf0MiE+SsYPnspE+av0CZGAVYyM4YaGxtpaQnXvhk0aBC9e/fO2nvv2bOHpqYmIFx3on///ll7bxGReBoJDlM/ISLiTf1EmPoJkeDS6pPCSrefKJni0zU1ufvlOuSQQzjkkENy9v4iIpJ7xdRP1Dc0smD5Vl5rbmFQdRV1E0fqIkpEipqZTQK+B4SAe5xz8+OevwRYAESmFPzAOZe7NV0eiqmfEAm6ZDtc65omeEpmKdkll1yCmWFmhEIhBg8ezMUXX0xjY7hvaWtrY86cOYwdO5b3ve999OvXj4kTJ7JmzZpuf/ayZcv46Ec/Sq9evRg2bBh33nln0vNfffXVaKzxf6666qpO5953332MHDmSXr16cdRRR/GLX/yi2/GKiJSrYugrIiNsjc0t7P7lbP5ww2l89mODo3EPHjy40/l79+5l5syZDB06lKqqKj70oQ9xyy230N7e7vn+IiL5ZmYh4C7gTGAUMN3MRnmcusg599GOP3lNColIdmmH6+JSMokhgE9+8pPs3r2bHTt28Mtf/pKGhgY+97nPAbBv3z7++Mc/MmvWLFavXs1zzz3HgAEDOP300ztV9E/XunXrOPvssznzzDPZsGEDc+fOZc6cOZ12DYg3ZMgQdu/e3enPww8/DMAFF1wQPa++vp7LLruMK6+8ko0bN3L55Zdz8cUX89RTT2Ucb5BpDaqI5EPQ+4r4Ebbeo05i8FU/p3bOw+zevZuGhoZO59fV1fHwww9zzz338Le//Y3bb7+dO++8kzvuuCPjeEVEsux4YJtz7hXn3H7gISBwxXWKYfAgVlNTE1/60pcYNGgQVVVVHH300Xz/+9/vdI4GD6RQtMN1cSmZpWQQ3lJywIABQHgq6IwZM/jKV77Cv/71Lw4++GBWrlzZ6fx7772XJUuWsGzZMq655pqMPvPOO+9k3LhxzJs3D4Cjjz6azZs3M3/+fK688krP14RCoWicEY8//jijRo3ik5/8ZPTYHXfcwfnnn8/MmTMBOOqoo1izZg233357yu0vi038GtTG5hZueGwTgKYaikhWBb2viB9Jq+jRi1DfQ3mznS59B8CqVas4//zz+fSnPw3AsGHDePDBB/nTn/6UUawiIjlQA+yMebwLOMHjvHPM7FPAi8BM59zO+BPMbAYwA2Do0KFZD/STn/wkixcvpr29nZdffpmrrrqKz33uc/zhD3/oNHgwduxYnHMsWLCA008/nQ0bNvChD30oo8+MDB587Wtf48EHH2TNmjVceeWV9O7dO+H9BIQTWTt27ODhhx9m0KBBPPPMM3z5y1+mX79+TJ8+HQgPHvzqV7/i3nvv5cgjj2TdunVceumlHHTQQdxwww0ZxSviR93EkZ41huomjsxrHFqe74+vGUNmNsnMtprZNjOb7fH8UDNbaWYNZvYXMzsr+6Gm57XXXuORRx4hFAoRCoU8z2lpaWH//v306dMneuyb3/wmffv2Tfrnm9/8ZvT8VatWMWnSpE7vO2nSJP7+97+za9cuX7G++eabPProo1xxxRXRY/v372ft2rWe77169eqSy/InW4MqIpIrQewr4kfS9r74R3b+/xfy+j1XRG8CYp144ok89dRTbN++HYANGzbw+9//nsmTJ6f/hYiIFM4TwDDn3LHAM8DPvE5yzi10ztU652pzUcA5MnhQU1PDpz71KWbMmMEf//hH/vWvf9GnTx9WrlzJRRddxOjRoznmmGO499576dGjB8uWLcv4M2MHD44++mguueQSrrnmGubPn5/0datWrWLGjBlMmDCB4cOHM2PGDD7ykY90GhiIHTwYNmwY5557Lp/+9Kc1eCA5F4QdrmOX5zvem3yglSldpZwxFLMm+AzC2f21ZrbEObcl5rSbgMXOuR91rBdeBgzLQbxJPffcc/Tt25cDBw5EdxSYNWtWp4v5WNdddx39+/fnvPPOix678sorOz32cthhh0V/3r17d5cR3Mjj3bt3d6kF4eW+++6joqKCiy++OHrszTffpK2tzfO99+3bx1tvvVVSuxloDaqI5EvQ+4rYEbY+o06ix/v60eewAVw4ujfP/OIuamtr+ctf/hJ9/Xe+8x1mzpzJBz/4QXr06EF7ezu33norl19+eRrfiohITjUCQ2IeD+a9ItMAOOf+GfPwHqDg62G7M3gQOzjgZc6cOcyZMwcIJ28uu+yyTs9PmjSJb33rW+zatSvh/cSJJ57Io48+ynnnnccHPvABVq5cydatW6OzUyPnPPXUU1x99dUMHz48OnjwjW98w9d3INIdU8fWFHR2jgpg++dnKVl0TTCAmUXWBMcmhhxwcMfPhwCvZTNIv0444QR+9rOf8e6777J48WKeffZZvv71r3ueO3v2bOrr61mxYgV9+/aNHj/ssMM6XcznmnOOhQsXct5551FdXZ23zw2aQdVVNHokgbQGVUSyLeh9ReRCZcHyrbz20TM7TXue9YXPMHz4cO69997oDcUPf/hDnnrqKR599FFGjBjB+vXrmTlzJocffjgzZszISYwipUJLDPJmLTDCzIYTTghdAFwYe4KZDXTO7e54OAX4W35DDAv64EGsBx98kEsvvZQBAwbQo0cPKioq+NGPfhRdWgwaPCgFaqe68vudaPKBf34SQ37WBM8Ffm1m1wB9gNO93ijXa4Krqqr48Ic/DMAxxxzDyy+/zDXXXMNPfvKT6DnOOa699loefPBBfvOb33Dsscd2eo90M/wDBw7k9ddf7/T8G2+8EX0ulRUrVvDSSy9x//33dzpqwxlBAAAgAElEQVTer18/evTo4fnevXr1ymvyKh+CsgZVREpfMfQViUbYDj30UI4++mheffVVAN59912uv/567r//fqZNmwbAmDFj2LlzJ7fddpsSQyJJqL5h/jjn2szsamA54e3q73XObTaz24B1zrklwFfMbArQBrwFXFKIWIM+eBBr7ty5bNu2jaeeeopBgwbx3HPPcc0113D44YdHlxNr8KC4qZ3qKp3vRJMP/MtW8enpwH3OuW+b2ceBn5vZMc65A7EnOecWAgsBamtrXZY+O6G5c+dy9NFHc8UVV1BbW0t7ezuXX345Tz/9NM899xyjR4/u8pp0M/wTJkxg+fLl3HzzzdFjTz/9NEcccYSvZWR33303xx57LOPHj+90vGfPnowbN47ly5d3WmL29NNPM378+ITTWYtVpxFyZcNFJI+Koa+I+Pe//82LL77IWWeFS/nt37+f1tZWKio6lwwMhUI4l/NuVqSoaYlBfjnnlhEuNxF77OaYn28ACl4NuRgGDwBefvll7rzzTlavXs0JJ4TH7I899lg2btzIvHnzmDx5sgYPSoDaqa7S+U40+cA/P4mhlGuCgcuASQDOuT+a2UFAP+Af2QgyUyNGjOAzn/kMN954I0uXLmX69OmsWLGC+vp63v/+90cb4EihUEg/wz9z5kw+8YlPcOONN/KFL3yBNWvW8P3vf5/vfOc70XP+9Kc/cfHFF3P//fdz/PHHR4+/8cYb1NfX893vftfzva+//nrOPfdcjj/+eCZNmsTSpUt57LHHeOKJJzL5OgKv0GtQRaQ8BbWvePnll7n//vuZPHkyhx9+OH//+9+ZO3cuzjkuvfRSAA4++GBOOeUUbrzxRqqrq6Ojwd/+9re58MILE4UjImiJgfgT1MGDvXv3AiQdGNDgQfFTO9V12ZjXDCDw/k40+cA/P4mhlGuCgR3AacB9ZnY0cBDQlM1AM1VXV8eECRN44IEHeOSRRwD41Kc+1emcW265hblz52b0/uPGjaO+vp45c+bwrW99iwEDBvCNb3yj09aSe/fuZevWrdEGPOKnP/0pPXv25KKLLvJ876lTp3LPPffwzW9+k7q6OoYPH859991XclvVi4gUWhD7ip49e/L888/zwx/+kD179jBw4EBOPPFEFi5c2OlG4aGHHuLGG2/kS1/6Ek1NTdTU1HDFFVfw3//93xnFKlIutMRA/Ajq4MHRRx/NkUceydVXX82dd97JoEGDWLlyJffff3+0sLQGD4pfubdTXsvGjHCB43iJvhNNPvDH/GSLO7af/y7vrQn+Ruya4I6dyH4C9CX893S9c+7Xyd6ztrbWrVu3rtv/AyIipcbM1jvnagsdR6GpnxCRXIq/4YDwEoN8b6ecCfUTYdnuJy655BJ27drFs88+2+n4H/7wByZMmMBPf/rT6IzNeN0ZPABYunQpc+bM4YUXXmDAgAFce+21fPWrX40+/9xzz3HKKaewcuVKTj75ZABeeeUV5syZw29/+1uam5s54ogjuOyyy5g1a1Z0llBTUxM33ngjTz31VHTw4Pzzz+e///u/qaoqj+RCMSvmdiobJsxf4ZkYi08OldN34le6/YSvxFAu6IJfRMSbLvjD1E+ISK4V624/6ifC1E9IOSjWdiobhs9e6jk7CKCmuqosvxO/0u0nslV8WkRERESkqGiJgYgEVXxC6Dvnf7Ts2qtES+lqqqtYNfvUAkRUuipSnyIiIiIiIiIi+RBZQtbY3ILjvS3Z6xvi94AqbXUTR1JV2Xk3bu0qlhtKDImIiIiIiIgERLIt2cvJ1LE1zJs2hprqKozwTCHVEsoNLSUTERERkbSVc90LESlv8e3fKUf1Z+ULTVlrD3O5TX2xtd1a8psfSgyJiIiISEJeNxFAly2Eb3hsE4Au4EWkpHltof7A6h3R5/22h/UNjdz6xGbe3tsKQHVVJXOnjGbq2JqcbVPvFbvabgEtJRMRERGRBBLVubj1ic1a5iAiZclrmVe8VO1hfUMjdY9sjCaFAJpbWql7eGP4uRzV1imXJWr1DY1MmL+C4bOXMmH+irKrzZQJJYZERKTbzGySmW01s21mNjvBOeeZ2RYz22xmv8x3jCKSvkQ3EbE3M7GyscxBRCTI/LZzyc5bsHwrre1dN2JvPeBYsHxrzmrr5HKJWlCocHdmtJRMRES6xcxCwF3AGcAuYK2ZLXHObYk5ZwRwAzDBOfe2mX2gMNGKSDrSvVno7jIHEZGgS7TMy+u8RJK1rZHnclFbJ1dL1IIk2awoLZdLTDOGRESku44HtjnnXnHO7QceAs6OO+c/gbucc28DOOf+kecYRSQDiW4WqqsqtYWwiJQlr2Ve8VK1h8kSMblM0mR7iVoQl2yVw6yoXFBiSEREuqsG2BnzeFfHsVhHAkea2SozW21mk7zeyMxmmNk6M1vX1NSUo3BFxK9ENxFzp4zusszhnONqWLB8a6BuEERE/PKb5PBa5nXR+KFpLfuqmziSypB1OV5ZYTlNsGdziVpQl2wlSqyV0qyoXNBSMhERyYcewAjgZGAw8LyZjXHONcee5JxbCCwEqK2t7br4XkTyKnKzkGhr48h/tdONiBSzdNuwbCzz6tOzB80t79Vri92VLJeytUQtqEu26iaO7PR3CZrR6ocSQyIi0l2NwJCYx4M7jsXaBaxxzrUC283sRcKJorX5CVFEMuXnJiKoNwhBVN/QmDDRJiKFkc82LD4JBe/NxCymtiCoS7ZSDWiINyWGRESku9YCI8xsOOGE0AXAhXHn1APTgZ+aWT/CS8teyWuUIpIz+bpBiE+qnHJUf1a+0FQ0F//lPLOqYwnx94AQcI9zbn6C884BHgHGOefW5TFEKUORNiVRMelcJDlKJZEe5ELWuSjcXepUY0gkC4JYeE0kX5xzbcDVwHLgb8Bi59xmM7vNzKZ0nLYc+KeZbQFWAnXOuX8WJmIRybZ81HTwqmfxwOodgatvkUyyG8JSFrN75ZnAKGC6mY3yOO99wLXAmvxGKOUotk1JJBdJjqDOtElXtgtZS2FpxpBIN5Xz6J9IhHNuGbAs7tjNMT874Ksdf0TKUikvIcpHTQevpEq8dEbdC/H3USo3hBmI7l4JYGaR3Su3xJ33P8DtQF1+w5NylKpNyVWSI8gzbdKhJVulRYkhkW4qlemgIiKSO6U+iJCPGwS/yRM/5xXq76NUbggz4LV75QmxJ5jZx4AhzrmlZpYwMWRmM4AZAEOHDs1BqFIukrUVNTlMcpRScWQt2SodWkom0k1lPPonIiI+lcMSoqlja1g1+1S2z5/MqtmnZv1mwW/yxM95hfr70NILb2ZWAdwJzEp1rnNuoXOu1jlX279//9wHJyUrUVtRU12VkzYsIn7L+EN7V9KrRwUzF21QSQopGCWGRLopH3UVRESkuGkQofu8kirx/CZZCvX3EX9DWFNdxbxpY8phxD3V7pXvA44BnjOzV4HxwBIzq81bhFJ2CpmojSTSv3P+R3m39QDNLa3RWml1D29k7G2/Vu1SySstJRPpplKaDioiIrlRxkuIssZruVqmu5IV8u+jTJdeJN290jm3B+gXeWxmzwFf065kkktBqJHjNXux9YDj7b2tQOktO5bgUmJIpJuC0KmIiEiwaRAhO7KVVNHfR34559rMLLJ7ZQi4N7J7JbDOObeksBFKuYpvUyI7Defrmt7PLMWW1nZmLd4YjVckF5QYEsmCfIz+lfJuNiIipU6DCMGiv4/8S7V7Zdzxk/MRk0isQhSlTzR7MV67c1y3aANzl2xm7pTRaqsk63wlhsxsEvA9whn+e5xz8z3OOQ+YCzhgo3PuwvhzRCQzpb6bjYhIOfAaRFDSv3DKdEmXiCRQiJ2GvWYvJtPc0qp7AMmJlMWnzSwE3AWcCYwCppvZqLhzRgA3ABOcc6OB63IQq0jZKofdbEREyk0k6d/Y3BItOnrDY5tUaFREpAAKUZQ+viB9dVUllSFL+hrdA0gu+JkxdDywzTn3CoCZPQScDWyJOec/gbucc28DOOf+ke1ARcqZdrMRESk9hRidDhrNmBKRoChUUXqvOkezFm+k3bmEr9E9gGSbn+3qa4CdMY93dRyLdSRwpJmtMrPVHUvPujCzGWa2zszWNTU1ZRaxSBlK1CFpNxsRkeJV7kl/zZgSkSAp5Pb1saaOreHb532kSyyxdA8g2eYnMeRHD2AEcDIwHfiJmVXHn+ScW+icq3XO1fbv3z9LHy1S+oLSUYmISPaUe9Jfy6RFJEjil3XVVFcxb9qYjGcxRnY4Gz57KRPmr0gr6R2J5dDelV2e0z2A5IKfpWSNwJCYx4M7jsXaBaxxzrUC283sRcKJorVZiVKkzGn3FBGR0lPuW6aX+4wpEQmebBWlz3TjmPjltbd8ZjSgewDJPT+JobXACDMbTjghdAEQv+NYPeGZQj81s36El5a9ks1ARcqddk8RESkt5Z70L1Q9DxGRXMukhlyiZNK8aWNYNfvUnMcs5S1lYsg512ZmVwPLCW9Xf69zbrOZ3Qasc84t6Xju02a2BWgH6pxz/8xl4FK+VKhSRERKRTkn/ct9xpSIlK5MZkRqQwIpJD8zhnDOLQOWxR27OeZnB3y1449IzmQ6LVNERESCpdxnTIlI6cpkRqSW10oh+UoMiQSFMukiIiKlo5xnTIlI8Uh3xUImMyK1vFYKSYkhKSrKpIuIiJQ+LRsXkaC0A5msWMhkRqSW10ohKTEkRaWUMulB6exERESCRMvGRSRI7UCmKxbSnRGp5bVSSEoMSVEplUx6kDo7ERGRINGycREJUjuQaGVCY3MLE+avyGoSR8trpVCUGJKiEmko5y7ZTHNLKwAHVVYUMqSMBKmzExGR5DKZ4alZoZnTsnERybQdyEbbG/8evXuGeGd/u+e5kZUMGuSVYqfEkBSlfW0Hoj+/vbe16Bpiv51dEG8sghiTiEiuZDLDU7NCu6eUlo2LSGYyaQey0fZ6vYdfGuSVYlZ8Uy2k7CWbbVMsEnVqsccjHVNjcwuO9zq3+obGPEXZVRBjEhHJtvqGRibMX8Hw2UuZtXhj2n1OKfRThVQ3cSRVlaFOx4px2biIZC6TdiBR2ztr8Ubf16pe75EOzWyUYqXEkBSdUphi7qezC+KNRRBjEhHJpvgEeLtznucl63MK2U/FJrUmzF9RlIn7qWNrmDdtDDXVVRhQU13FvGljNApf5MxskpltNbNtZjbb4/krzWyTmW0ws9+b2ahCxCnBkEk7kKiNbXfO90Bmd9tpzWyUYqWlZFJ0SmGKuZ9dB4KYAAtiTCIi2eR3tDhZn1OofqqUlrClKsCqZc3FxcxCwF3AGcAuYK2ZLXHObYk57ZfOuR93nD8FuBOYlPdgJS/8/BtOtxBzorYXwgOZc5dsTvl+id7DgNhhggqDA3HjBslmNKnNkqDTjCEpOqUyxXzq2BpWzT6V7fMns2r2qV06Bz/LzfItiDGJiGSTn0R3qj7Hq58y4JSj+nc3vKSyPaszqLOPtKy5KB0PbHPOveKc2w88BJwde4Jz7l8xD/vQ+T5cSkiu/g17tb2xmltaU35GovuMz48fGp29dGjvSkJmnc4x4JzjvBNZarOkGCgxJEWnXKaYBzEBFsSYRESyKVGiO2Tmu8+ZOraGc46rIfa2wQGPrm/M6Y1ANmd1BvlGRsuai1INsDPm8a6OY52Y2VVm9jJwB/AVrzcysxlmts7M1jU1NeUkWMmtXP0bjtwjWJJzrlu0IWmiO9F9xtenjokO6Pbu2YPWuOlCDlj5gvfvo9osKQZaSiZFKd2ppcXIz3IzxSRBYWaTgO8BIeAe59z8BOedAzwCjHPOrctjiCK+1E0c2Wk5FoQT4OkOQKx8oanLdIfYHWtysawgm0vYkt3IFLrN17Lm0uWcuwu4y8wuBG4CvuhxzkJgIUBtba1mFRWhXP8b7hEyWtsT/2qkWmab6j4j3fjVZkkxUGJIJMCCmAALYkxSWD5rR2Bm7wOuBdbkP0opd34TMdlIgNc3NCasc/Fac0vOagElSmplMqszyDcypVBrsAw1AkNiHg/uOJbIQ8CPchqRFEw2/w3Ht+3v7GtLmhSK6E6iO9341WZJMdBSMhER6a6UtSM6/A9wO/BuPoMTSXdZVKoacH4+K5FB1VU5X0aRjaXWQa4pp2XNRWktMMLMhptZT+ACYEnsCWY2IubhZOClPMYneZStf8NebXtzS6vv12ea6E43frVZUgw0Y0jyTlX5RUqOV+2IE2JPMLOPAUOcc0vNrC7RG5nZDGAGwNChQ3MQqpSjfC6LSrarWeRGYOaiDZ7PZ2M2TrZmdWZz9lG2aVlz8XHOtZnZ1cBywkuO73XObTaz24B1zrklwNVmdjrQCryNxzIyKQ3Z+jfsdxfJRDJNdKcbv9osKQZKDEleldJWuiLij5lVEN52+JJU56p2hPiR7gBDPpdFJXvPyOyduUs2e45qH1JVmfV4MhX0Gxktay4+zrllwLK4YzfH/Hxt3oOSgsnGv+HutOHdTXSnG7/aLAk6JYYkr9IZtdXMIpGikap2xPuAY4DnLLy96wBgiZlNUQHq/EqnXS1kG5zss/0MMMS/vrp3JW/v7ZqIycWyqES1JGqqq6LxWYItcxIdLxTdyIhIkCVqbxMxwruH1ei+QqQLJYYkr/yO2mpmkUhRidaOIJwQugC4MPKkc24P0C/y2MyeA76mpFB+pdOuFrINTvXZqQYYvF5fWWFUxu1Sk6tlUamWYNU3NHomqQCaExwXEUmHn8R+MQzApoqxbuJI6h7Z6KvYNLyXFFo1+9QcRSxSvFR8WvLKbzHLXBXmFJHsc861AZHaEX8DFkdqR5jZlMJGJxHptKuFbINTfXaqAQav17cecPTp2SMrRZlTSVYA2k9hahGR7vBTbD/dgvyF4BXjzEUbuKk+rg1Nc9F5pK+ob2hkwvwVDJ+9lAnzVwTq/12kEDRjSPLKbzHLXNaDKIYREpFik6p2RNzxk/MRk3SWTruazuzObLenqT471ba/iV6/p6WVDbd8ulux+ZVoCVaqQqnv7GujvqFRfZKIZMxP2YZ8FuRPR2yfUmFGu+uc9XHAL1bvoPaIw6IzSFsPpJcZGlRdpZUJIh6UGJK88lvMMtWFf6bUEYhIuUqnXfVzbrL2FDIvWpzqs1MNMGTSf9xUv4kH1+yk3TlCZkw/YQhfnzrGV7ypxN7opLp9aW5pVZ8kIt3iJ7Gfz4L8fsX3KfFJoQgH0QRWJvGeclT/wCbGRArJV2LIzCYB3yO8veQ9zrn5Cc47B3gEGKfaEcUpH7Np/BSzzNU2ueoIRKRcpdOu+jk3UXt66xObebf1QMYJ+FSfnWqAwev1AHv3e8/Gual+Ew+s3hF93O5c9HF3k0PxNzp+qE8Ske7wkxzP1QBsKvUNjZ12ZTQD58JLbt/Z1+a7rWxMMYMUIOQx4whg5QtNgUyMiRRayhpDZhYC7gLOBEYB081slMd57wOuBdZkO0jJjyCtN05Wo6E71BGISLlKVfsmttYCkLINTtRuvr23tVv1ify0/1PH1rBq9qlsnz+ZVbNP7fLcvGljqI7b+v3tva2efdqDa3Z6xpHoeDpSLR1LRH2SiGSqbuJIqipDnY7FJ/b9nJNt9Q2N1D28MZoUgnBSCML3HLHHUwmZUd/QyDv72hKek2jGUWRAwYvqvEk58zNj6Hhgm3PuFQAzewg4G9gSd97/ALcDdVmNUPImaLNpcrFNbqFGSEREgsCrXU20JGzetDFJd25Jd5vgdJId3W3/I7Un4m80vPq0RDcPiY6nI9n/s4FnDQ1QnyQimfNTtsFvaYd4yVYWJHoucjyd/iKVdufSno0ZEYktFysTRIqZn8RQDRA7bLYLOCH2BDP7GDDEObfUzBImhsxsBjADYOjQoelHKzlVDrNp1BGIiHSW6aBAova0V48Kz5HffCc7EvVdjc0tDJ+9NHpzkGi5Qcis2zEkSp5Ftkv2WmqmPklEustPcj3dBHyqunJez637+1s8ur4xowROMiGzjN7ToFMyS5vRiLyn28WnzawCuBO4JNW5zrmFwEKA2tra7g/FSVaVw2yaIHcE2i1NRAoh00GBRO0pEIhkR7IZTbHLpcd/8FBWvfxWl3OmnzCk2zF0t16SiEihxF+XetUAil0m7PVcbP22bKmqDGWcaHK81+7mYmWCSDHzkxhqBGKvjgZ3HIt4H3AM8JyFR9cGAEvMbIoKUBeXcplNE8SOQLuliUihdGdQIFl7WuhkR6Ii1LFaWtt59Z8tXDR+aJddyWqPOIwJ81d06//B75IOtfMiEiRe16WJ5HNlQU1HG5rp0rSaEhrsFsk2P4mhtcAIMxtOOCF0AXBh5Enn3B6gX+SxmT0HfE1JoeKT7ZHL7syAKbfZM0Gr7yQi5SMXgwJBSHbE92mJpim/1tzC16eO6bQDWTaT9UH4LkRE0pFO4fzIIEI2awh5ObR3Zaf7gZmLNiRs172U4mC3SDalTAw559rM7GpgOeHt6u91zm02s9uAdc65JbkOUvInWxew3bmoTvXaUkwalUN9JxEJplJezhTbp02Yv8LzxuWQuN3LQMl6ESk/sdfXfhMuscmWdIpBV1dVMnfK6LRm/kR2loRw277u72/xi9U7fMVaU0L9mkiu+Kox5JxbBiyLO3ZzgnNP7n5YUmzikzV79ydeh5yqUU52QQ7exe2guJdcJVvKUYqJMBEJlnKY1VI3cSR1D2+k9UDn24h39rdR39DY6f9fyXoRKWXx15anHNXfV5HoPj1DVPfumfCa9NYnNvP23tTbzje3tHLdog30DKVX5L+ltZ1ZizcC8PWpY6g94jCuW7Qh6Wsixf5FJLluF58WyfY65GQ7ydz6xOaCjuLmKkmTaCnHKUf1L8lEmIhIvk0dW+N509La7rr0IeWwGYOIlCev63a/M2+cc0mTLO+2Hkgrlv3tnT/10N6VOIfnzpYRka3q1/39LZb+ZXfS99fyMRH/KgodgBS/TNYhZ3pOolGIfIziRjrSxo4ptpEkTX1DY8rXpjJ1bA3zpo2hproKIzy6MW/aGFa+0JR09pSISLmqb2hkwvwVDJ+9lAnzV/hqi5t99iGnHNWf+HHs+BuMTD5fRKTQvK7b/S4d29t6gJvqN3m2fXOXdB28TVfvnj2YO2V0l/Y3XmTHs1Szk+ZNG6OBVBGflBiSbvOblPGbta+bOJKqylBaMeRjFDfVErfumjq2hlWzT2X7/Mmsmn0qU8fWaDmDiJS1RMmXTBP1ifqK2OP1DY08ur6x042SAecc995yu1wOFIiUKjObZGZbzWybmc32eP6rZrbFzP5iZr8xsyMKEWep6+415AOrd3Rq+2Yu2sCw2UuTzvJJJ7apY2vSKiqdSE11lZJCImlQYkgyFrlgT9Z4h8w6zYDx00BHZs/4la9pooVI0vi5iRGR8lTqM1YSJV9uqt/EVxdv8EzUz1q8Men34TXwEN+HJBpNX/lCU9JzNJtTJDEzCwF3AWcCo4DpZjYq7rQGoNY5dyzwCHBHfqMsD9m+hsxGEiciElt3t5XXEjKR9CkxJBmJvWBP5oBznWbA+DV1bI2vTiFklrdpooVI0vi5iRGR8pPtGStBTDIlSr48sHoHBxLcibQ7l/T7SLRsN93C08lq4QXl+xMJmOOBbc65V5xz+4GHgLNjT3DOrXTO7e14uBoYnOcYy4LfmfnplYXOjnf2hTcDSBVjstgqTEvIRDKhxJBkxG9doQqzjG80/HRc7c7lreEvRJLGz02MiJSfbM5YCeqyqO7Oxkz0fXgt243lZxAg2YBAUL4/kYCpAXbGPN7VcSyRy4CnvJ4wsxlmts7M1jU1NXmdIknEX1sm4oDKNHcNS1efnp2vq5tb3tuSPjbG6qpKDu1dGb0W/vz4oQnf8+CDKnWdLJIB7UomGfF7wd7uwsO6jc0t1D28kVuf2Ezz3lZfO3pFnluwfGvCmUkGXbYZzpXYePK5dXw5bCMtIulJ1CZGjqezg2KyJFM6bU+2d21MtDNYOjJJLiXaJTJ2EMDrnFj53C1TpNSY2UVALXCS1/POuYXAQoDa2tpsrmQqG7HXlhPmr/Bsa2uqq3hnX1tWagcl0rNHBe/s914W/O3zPpJ0B7QHVu/wPL4nh/GKlDIlhkpUrrZVj0h0wR4y44BzVJhFk0IRrQdcdPcAv9uuRzqu+oZGZi7a0GUdswNmLd6Y8n2yRUkaEQmCkEcbGznutRVxsvY2G/XT0vnMSP/U2NyC8V59ikN7V3LLZ0ZHz/dKvsSe70cmS339DAL4GbjQJgEinTQCQ2IeD+441omZnQ7cCJzknNuXp9iKWnev+U85qr/ndvW5TgpB4t2GI1vSQ+Lr+5oE9yKqwymSGS0lK0HZWhaQrOZEomVV3z7vI2yfP5kDHjcs8dJZ9pBsh4JI56Fp+yJSLrySQpHj6S4zS3QRfUhVZfTnVDWI/H5mfUMjdY9sjF7Mx/5fvL23lbpHNkbfe+rYGs45roaQhZcyhMz48Af6eMbqpTtLfVMtN4s9J1E9PN2ciHSyFhhhZsPNrCdwAbAk9gQzGwvcDUxxzv2jADEWnZvqNzFz0YaMr/m9dmGMyHVSKJXIzKFE/y+qwymSXUoMFUCui3xmo/ZEquRSqto3fi+I0xlRTVaMWrvBiEg5SdQe1lRXpT0DqG7iSCorutaReGd/uAion8EGv8WYb31iM63tiQcOWttdtC2/qX4Tv1i9I5oEa3eOl/7xTsLXQmY7YXaXbk5EUnPOtQFXA8uBvwGLnXObzew2M5vScdoCoC/wsJltMLMlCd5OCF+re830Seea+NYnNvuqGVooyQZ/VYdTJLu0lCzP0p3in+q9vKaOprpA9zPFNFFyadbijcxctCH6eYnW/qaqvxCRzohqqvfUtH0RKRfJ6uAkWt6UqL2dOraGW5/Y3GVKf2ySJlUNomT1gBqbW5i5aAPXLdrg6/+tsbkl4Q1PKu3O8Z6Y1YMAACAASURBVOr8yWm+qnsKVX9OpNg455YBy+KO3Rzz8+l5D6qILVi+NWEbGXtNnOh+ob6hMeFSriBJVrNNJR5EskeJoTzLZpHPRAmmVBfofopAJ0qyxBaTjk9oxXc85xxXw8oXmpIWjk5nRDXyObMWb/RcRqFp+yJSLlIlI1IVT47XnODmIFnC/bWOBI5XvaB46SR4QmZJb3hSvbYQdHMiIvmWrH2OXBMnu18I2kz7qsqQBn9FCkiJoTzLRpFPSJ5gSjWzxk8RaD+7wcQmtLw6nkfXNzJv2hig602KAZ8fP7TTZ/opnpfpTY+ISKlJlIzIZAZLojY/cnPh9dxBlRWd2mJH+sWhvbQ7l/FNQKLaSyIipSZRux078JrsfqG7uz6mq6oyRIXRZRcyCC8Dq5s4UoO/IgWkxFCepbr49ivZcrGZizZQ3buSXj0qfBWO85qx5HcpWGR52t79bQk7nshys2Q3KekssdO0fREpd6kS6enOYEm1RXvdwxtpPdD5Yr2l9UCX98lGWqa6qhKzxLvVJJOsFp2ISClJtHNj7MBrsl0TzSAfuXSDaD8FiQd3NfgrUlhKDOVZqotvv5LN6HGEL6irKkNUV1X6Sg691tzCTfWbeHDNTtqdI2TG+A8eyp93NHte/MdKNuIQSWCluklJd4mdpu2LSLnKZq26iFQJd68aRLnyzv42engUw05FNw8iUk5Stdv1DY0JZ3FW967MS5teU13lWY80Ucwa/BUpHCWG8ixbDZ6fGT0tre0cVFnha2p/zx4VPLB6R/Rxu3OsevmttGLy0t3dybSmWESks2zVqouXLOGeqAZRLrS2u6Q7l3kx4JzjNGAgIuUl0m5HZpHOXLQhWlYiWa22fCSFKivMM1mfanBXg78ihaHEUAFko8FLVYg5wm/Dv68t+aygTKQzeputJXYiUhhmNgn4HhAC7nHOzY97/qvA5UAb0AR8yTn397wHWgKylUj3U9ct4hCfs09TyUYNIi8OWPlCUw7eWUQk2BLNIi30NvR9D+qhBI9IEakodACSWH1DIxPmr2D47KVMmL+C+obGTs9PHVvDgQAV2qyuqqSmugojPHV03rQxvjuEuokjqaoMdTqmZQEixcHMQsBdwJnAKGC6mY2KO60BqHXOHQs8AtyR3yhLR6KEeTqJ9MiNRGNzC47wjcR1izbw0Vt/3aWvAdjflp0bjFz2WJphKiLlKNEs0kLL50xTEek+zRgKKL81JPzsHpYL8aO+VZUh5k4ZnbP6FiISaMcD25xzrwCY2UPA2cCWyAnOuZUx568GLsprhCUkG7XqvG4kAJpbWrv0NfUNjexNUWsum6oqQ743T4ilGaYiUg7iZ3sW4j4AoKqygndbDyRM+KtNFikuSgwFVKLs/3WLNjB3yWbMwpn4Q6oqqQxZ2vUYuiNUYUw/fggrX2jKahJHa4pFilYNsDPm8S7ghCTnXwY85fWEmc0AZgAMHTo0W/GVlGwk0pPNrmlpbWfW4o3MXLSBQ6oqeWd/W7djTiWyO05Nkp1rktEMUxEpB/UNjZ12iSxcUijEvGljAO/NCdQmixQfJYYCJjIKkKyhjx1FzUbNh3T06lHB7eccqwSOiGTEzC4CaoGTvJ53zi0EFgLU1tYGZ61sASWqBeSnHY59bXXvSpyDPS2tVJglrU8XeS5ffcxBPUKdlh/XNzRyUGWFr8RQjWaYikiZmLtkczQplExVZShny8ni29zY4tea9S9SvHwlhlRUND/il48FUYWlv4WwiJS8RmBIzOPBHcc6MbPTgRuBk5xz+/IUW9Gqb2hk7pLNnZIz8cuKk12M31S/iV+s3hGd5h87opssKVQIsbuqefWFiYpWJ9oKWUSkFCVL1h/asQV9yIyW1vacFPu/aPxQvj51TJfjmvUvUvxSJoZiioqeQXh5wFozW+Kc2xJzWqSo6F4z+y/CRUXPz0XApSxRzYcgycaWyCJSctYCI8xsOOGE0AXAhbEnmNlY4G5gknPuH/kPsbgkGyiItMNAwlp0QKekUDGILG/z6gsd3rXttFRBRCRsz97WTuUl0mn/v3v+R4HES3hDZkw/YYhnUkhESoOfGUMqKppjfpaPBYl2fhGRWM65NjO7GlhOeGbpvc65zWZ2G7DOObcEWAD0BR628MzDHc65KQULOuBSDRS81tySsBZdJGlUTEkheK9QaaI+xhGeIaSlCiJSriKzgrwcAA5kUHO0prqqU1uqJWEi5clPYkhFRX3KZH1tMSwfi6ddBkQknnNuGbAs7tjNMT+fnvegiliqBPygjgRJotcGLSmUqt5F7OyfRLvsaNmYiJS7Wz4zmusWbcja+8XPvNSSMJHyVZHNN4spKrrA63nn3ELnXK1zrrZ///7Z/OiCu6l+EzMXbaCx44I8MqW/vqFLmY2o+oZGZi3eGIikUFVliN6VqX8dNHVfRCT3kiXgDTjlqP5U9670fL4QSSEjvLOYl5AZ86aNIZTghMjzkZuRuokjqaoMdTpHfY+ISDhxk61qn4f2ruzU9opIefMzY0hFRVOob2j0rOUQO6U/fiYRQN3DGwNTALRXj4qUu89o5xcRkfyomzgy4WxSBzy6vpEgLRZzwEUnDOWB1Tu6PDf9hCHRfiP+/ymy5XFsvxL5WcsZRES66m7Lr+t5EfHiJzGkoqIpLFi+NWEj3djcwsxFG6LPNza3UPfIxmhhuCAwUm9JrCn8IiL5E5sc8VpWFYSZprFqqquiRUkfXLOTdue6FCtNJ+Gj5QwipcfHLsefAr4LHAtc4Jx7JP9RBlNsuYqQWdoDywZ8PsGOYiIi4CMxpKKiqaWqBRHfdActKZQqGk3hFxHJj/qGRm59YnO0uGh1lfdysSCJ7SO+PnVM0hsPJXxEypPPXY53AJcAX8t/hMERX7P0lKP68+j6xuiAQLpJIc0QEhE//MwYUlHRFBIVygy6ZDsbQDhppCn8IiL5Ud/Q2GVGaarZnIUSGVTQDYeI+ORnl+NXO547UIgAg+Cm+k2dluQ2Nrd4LtGN1TNknDduCI+t38Xe1vBXZwafP0EzhETEP1+JIUmsvqGRd/a1FTqMpPr0DFEZeq+G0KG9K7nlM6OZOraGCfNXaPcXEZEAWLB8a6BmlMaK9CN7Wlo1YCAimUh3l+OESnWX4/qGxpRJIC/7O/qNLf9zZrZDEpEyosRQCsm2oL+pfpNn0emg2bu/ne3zJ3k+51XgVEvHRETyL9Wy5HyorqrEDJr3KgEkIsHknFsILASora0N+mW4J6/7i8iGNZl4cM1OzQ4SkW5RYiiJ+obGTkmTyBb0EUFLCiWqF5Rs22Pt/iIiEgyFXJZcGTIWnPsRtf0ikiu+djkuB173F9ct2tCt9wzKLsciUryUGEpiwfKtXXZ+id2CvtBNcO/KCg7t0ythcTrwN/tHxUBFRAonMnKcq6RQ/G409Q2NzF2y2XN5sYhIjqTc5bhc3PrE5qzvLBkKb/4jIpIxJYaSSDStPwjT/QFaWg+wJa4OUO0Rh2n2j4hIAHntOPYfHxnYJaGfDRUGB5x3cWgNBohIvvnZ5djMxgGPA4cCnzGzW51zowsYdtbVNzQm3fglU9NPGJL6JBGRJJQYSiLRtP7q3pX8q6Wt4NM2vZaI6YJfRCR4Eu04lkmh0XiVFUbfg3qoLpCIBJqPXY7XEl5iVrK6U0cIwjM8Jx87kAfX7KTdOUJmTD9hiOoLiUi3KTEUJ7YY3CFVlVSGrMsuMXtaWjmQp5xQn54hevao6DK6oALRIiLFY+6SzTnZcay6qpK5U7QMTESkGHRn1UFlyKLLfpUIEpFsU2IoRnwxuOaWVio8luzmKylUGTK+8dkxTB1bk3R3NBERCZ5s1Q4a8YE+vPnv/Z0GCFQXSESk+KS7yUDIjAPO6dpfRHJOiaEYXsWmM0kC9epRwb62A2m/LnZXsfiLfi0RExEpHvEDDd3xStNeXp53VhaiEhGRQqqbOLJL3xC5/o/fXbiqMsS8aWN0/S8ieaHEUIxsFZXu17cXgK8RgZ4h4w5tESwiUjLqGxqZtXhj1urQFbqenYiIZEfket9rFYBWB4hIISkxFKO6d2VWdgp4rbmF75z/0aSjxSoWJyJSeiIzhbKZzNE2xCIipSPRKgCtDhCRQlJiKEa2ruMHVVclHREQEZHS5LUk2Y9IPTuv5cvahlhEREREckmJoRh7Wro/W6jCiO4Wpsy/iEh5SbYkOVI/oqa6ilOO6s/KF5o6DRwA3Pj4Jt7Z3x49//Pjh2pmqYiIiIjklBJDMdLdKSBe78oKvjntWCWDRETKVKJ+JGTGt89LXU9O/YeIiIiI5JsSQzG8dgqIiN8pQDWCREQknlc/op1lRERERCTIlBiKEVsXqLG5hZAZ7c5Ro/pAIiLig+rLiYiIiEixUWIojuoCiYhId6gfEREREZFiUlHoAEREREREREREpDCUGBIRERERERERKVNKDImIiIiIiIiIlCklhkREREREREREypSv4tNmNgn4HhAC7nHOzY97vhdwP3Ac8E/gfOfcq9kNFeobGqM7hlUYHOjYP766qpK5U0ar2KeISIEErZ94rbmFqsoKWtoO4ByEzJh+whC+PnVMtj9SRESKiPoJEZGuUs4YMrMQcBdwJjAKmG5mo+JOuwx42zn3YeA7wO3ZDrS+oZEbHttEY3ML8F5SCKC5pZW6hzdS39CY7Y8VEZEUgthPOGBva/hiH6DdOR5YvYOb6jdl+2NFRKRIqJ8QEfHmZynZ8cA259wrzrn9wEPA2XHnnA38rOPnR4DTzMyyFyYsWL6Vltb2hM+3HnAsWL41mx8pIiL+FEU/AfDgmp3Z/EgREfHJzCaZ2VYz22Zmsz2e72VmizqeX2Nmw7Idg/oJERFvfhJDNUBsC7mr45jnOc65NmAP8P74NzKzGWa2zszWNTU1pRXoax0zhbp7joiIZF3R9BPtzqU8R0REsisoM0vVT4iIeMtr8Wnn3ELnXK1zrrZ///5pvXZQdVVWzhERkeDKdT8Ryu4kJRER8ScQM0vVT4iIePOTGGoEhsQ8HtxxzPMcM+sBHEK4uGjW1E0cSVVlKOHzlRVG3cSR2fxIERHxpyj6CYDpJwxJ+ryIiOREIGaWqp8QEfHmJzG0FhhhZsPNrCdwAbAk7pwlwBc7fj4XWOFcdudhTh1bw7xpY6jpyPRXxCTzq6sqWfC5j2hXMhGRwghcP2FA78oKIgO/ITMuGj9Uu82IiBS57swsVT8hIuIt5Xb1zrk2M7saWE54G+J7nXObzew2YJ1zbgnwv8DPzWwb8Bbhm4Ksmzq2RskfEZGAUT8hIiIppDOzdFeuZpaC+gkRES8pE0MAzrllwLK4YzfH/Pwu8LnshiYiIsVC/YSIiCQRnVlKOAF0AXBh3DmRmaV/JEczS0VExJuvxJCIiIiIiEgmgjSzVEREurJCJeLNrAn4e4Yv7we8mcVwSoG+k670nXSl76SrIH4nRzjn0iucUILKsJ8oxpihOOMuxpihOOMuxpgh+HGrn0D9RBEpxriLMWYozriLMWYIftxp9RMFSwx1h5mtc87VFjqOINF30pW+k670nXSl76Q0FePfazHGDMUZdzHGDMUZdzHGDMUbt/hXjH/HxRgzFGfcxRgzFGfcxRgzFG/cifjZlUxEREREREREREqQEkMiIiIiIiIiImWqWBNDCwsdQADpO+lK30lX+k660ndSmorx77UYY4bijLsYY4bijLsYY4bijVv8K8a/42KMGYoz7mKMGYoz7mKMGYo3bk9FWWNIRERERERERES6r1hnDImIiIiIiIiISDcpMSQiIiIiIiIiUqYCnRgys0lmttXMtpnZbI/ne5nZoo7n15jZsPxHmV8+vpOvmtkWM/uLmf3GzI4oRJz5lOo7iTnvHDNzZlYy2wom4uc7MbPzOn5XNpvZL/MdY775+Lcz1MxWmllDx7+fswoRp/hXrH2Ej7g/ZWZ/NrM2Mzu3EDHGK9a+x0fcV5rZJjPbYGa/N7NRhYgzXjH2az6+60vMrKnju95gZpcXIs546i9Lm/qJ/FE/kV/qJ/KnbPoJ51wg/wAh4GXgg0BPYCMwKu6cLwM/7vj5AmBRoeMOwHdyCtC74+f/0ncSPe99wPPAaqC20HEX+jsBRgANwKEdjz9Q6LgD8J0sBP6r4+dRwKuFjlt/uv13Grg+wmfcw4BjgfuBc4sk5sD1PT7jPjjm5ynA08UQd8d5genXfH7XlwA/KPT3m0HcZdVfltIf9ROBi1n9RB7j7jhP/UR+4i6JfiLIM4aOB7Y5515xzu0HHgLOjjvnbOBnHT8/ApxmZpbHGPMt5XfinFvpnNvb8XA1MDjPMeabn98TgP8BbgfezWdwBeLnO/lP4C7n3NsAzrl/5DnGfPPznTjg4I6fDwFey2N8kr5i7SP8tOOvOuf+AhwoRIAeirXv8RP3v2Ie9iHcDhRaMfZrfmMOGvWXpU39RP6on8gv9RP5Uzb9RJATQzXAzpjHuzqOeZ7jnGsD9gDvz0t0heHnO4l1GfBUTiMqvJTfiZl9DBjinFuaz8AKyM/vyZHAkWa2ysxWm9mkvEVXGH6+k7nARWa2C1gGXJOf0CRDxdpHpNuOB0Gx9j2+4jazq8zsZeAO4Ct5ii2ZYuzX/P6OnNOxjOQRMxuSn9CSUn9Z2tRP5I/6ifxSP5E/ZdNPBDkxJN1gZhcBtcCCQsdSSGZWAdwJzCp0LAHTg/C0x5OB6cBPzKy6oBEV3nTgPufcYOAs4Ocdvz8i4lMx9j3Oubuccx8C/j/gpkLHk0oR92tPAMOcc8cCz/DeLI2gU38pkkXqJ3JP/UTelUQ/EeSbnkYgNks4uOOY5zlm1oPw8o9/5iW6wvDznWBmpwM3AlOcc/vyFFuhpPpO3gccAzxnZq8C44ElQSjAlkN+fk92AUucc63Oue3Ai4QbtFLl5zu5DFgM4Jz7I3AQ0C8v0UkmirWP8NWOB0yx9j3pftcPAVNzGpE/xdivpfyunXP/jPm9uAc4Lk+xJaP+srSpn8gf9RP5pX4if8qmnwhyYmgtMMLMhptZT8IF4ZbEnbME+GLHz+cCK5xzQVj3mSspvxMzGwvcTbjBLcr1jWlK+p045/Y45/o554Y554YRXtM8xTm3rjDh5oWffzv1hLPamFk/wlMgX8lnkHnm5zvZAZwGYGZHE04MNeU1SklHsfYRfuIOmmLte/zEHXvhNhl4KY/xJVKM/Zqf73pgzMMpwN/yGF8i6i9Lm/qJ/FE/kV/qJ/KnfPqJbFWxzsUfwss5XiRcCfzGjmO3Ef7FhvCN28PANuBPwAcLHXMAvpNngTeADR1/lhQ65kJ/J3HnPkeJ70rm8/fECE8x3QJsAi4odMwB+E5GAasI7zawAfh0oWPWn27/nQayj/AR9zjCo0/vEB653lwEMQey7/ER9/eAzR0xrwRGFzpmP3HHnRuIfs3Hdz2v47ve2PFdH1XomH3GXXb9ZSn9UT8RqJjVT+Qx7rhz1U/kNu6S6Ces439GRERE/h97dx8nVVn2Afx37eyAs5AsJAoMrxmBAurG+taaCr6AkLChqZj5kkZWmppuLehH0DT2iR6tfKjk8bHUSvF1QyExBbUoiMVdIggMAYEBbVWWUkaY3b2eP2bPMDN7zsyZmTNvZ37fz2c/7pw5c+aewb3v+1z3fV83EREREVGJKeSlZERERERERERElEUMDBERERERERERlSgGhoiIiIiIiIiIShQDQ0REREREREREJYqBISIiIiIiIiKiEsXAEBERERERERFRiWJgiIiIiIiIiIioRDEwRERERERERERUohgYIiIiIiIiIiIqUQwMERERERERERGVKAaGiIiIiIiIiIhKFANDREREREREREQlioEhIiIiIiIiIqISxcAQEREREREREVGJYmCIiIiIiIiIiKhElSc7QUQeBvAFAP9S1bEmzwuAnwCYAuAAgKtV9Y1k1z3qqKN0+PDhKReYiMjt1q1b956q9s93OfKN7QQRkblibCdEZDLC9wweAA+paoPJOZcAmAdAAaxX1csTXZPtBBGRuVTbiaSBIQC/AvA/AB61eP4CACO7fk4F8POu/yY0fPhwNDU12SslEVEJEZG3812GQsB2gojIXLG1EyLiAbAQwHkAdgNYKyJLVHVT1DkjAcwGUKOq+0Tk6GTXZTtBRGQu1XYi6VIyVX0dwAcJTpkO4FENWw2gUkQGplIIIiIiIiJyrVMAbFXVbap6CMATCN9DRPsagIWqug8AVPVfOS4jEVHJciLHkB/ArqjHu7uOdSMis0SkSUSaWltbHXhrIiIiIiIqcHbuFz4D4DMiskpEVnctPeuG9xNERM6zs5TMMaq6CMAiAKiurtZcvjcRUS40NgewYPkW7GkLYlClD3WTRqG2yjRWTi7Af28iIseUI5ya4mwAgwG8LiLjVLUt+iTeTxBRNPbFnOFEYCgAYEjU48Fdx4iISkpjcwCzn92AYKgDABBoC2L2sxsAgA2UC/Hfm4jINjv3C7sBrFHVEIDtIvImwoGitbkpIhEVG/bFnOPEUrIlAK6UsNMA7FfVvQ5cl4ioqCxYviXSMBmCoQ4sWL4lTyWibOK/NxGRbWsBjBSRESLSA8BlCN9DRGtEeLYQROQohJeWbctlIYmouLAv5hw729U/jnAlfZSI7AYwF4AXAFT1FwCWIbxV/VaEt6u/JluFJSIqZHvagikdp+LGf28iIntUtV1EbgCwHOHt6h9W1Y0icjeAJlVd0vXc+SKyCUAHgDpVfT9/pSaiQufWvlg+lsclDQyp6swkzyuAbzlWIiKiIjWo0oeASUM0qNKXh9JQtvHf21nMEUDkbqq6DOEB5ehjd0b9rgC+0/VDRJSUG/ti+Voe58RSMiIiAlA3aRR8Xk/MMZ/Xg7pJo/JUIsom/ns7x+gEBdqCUBzuBDU2M2UhERERmXNjXyxfy+MYGCIickhtlR/zZ4yDv9IHAeCv9GH+jHElMetBRCaLyBYR2Soi9SbPDxWRlSLSLCJ/E5Ep+Sink0r539tpzBFAREREqXJjXyxfy+Nyul09EZHb1Vb5i7oxSoeIeAAsBHAewrvKrBWRJaq6Keq0OwA8qao/F5HjEV5OMDznhXVYKf57Z4NbcwQQERFRdrmtL5av5XFFO2Po7LPPhohARPDCCy84eu3/+Z//iVz7uuuuc/TaREQudAqAraq6TVUPAXgCwPS4cxTAkV2/9wGwJ9uFYjtRPKw6O8WcI4CICh/bCSIqNPlaHle0gSEAuPzyy7F3716cd955AIBFixbhnHPOwSc/+UmICP70pz+Zvu5Xv/oVRo0ahZ49e2L06NH4zW9+E/P8V7/6Vezduxenn3666euvuuoq3HLLLd2Oz5s3z3blv3fvXlxyySU48sgjceSRR+Kyyy7Dv/71r5hzQqEQvvvd72LgwIHw+Xw444wzsG7duqTXJiLKMT+AXVGPd3cdizYPwBVdu1suA3Cj2YVEZJaINIlIU2tra8YFi24n2tracPPNN2PMmDHo1asXBgwYgIsuugibN2/u9jq2E7nlxhwBRFQc4u8nbrvtNowePRq9e/dGnz598LnPfQ5Lly7t9jq2E0SUDflaHlfUgSGfz4cBAwagZ8+eAIADBw5g4sSJ+OEPf2j5msbGRlx77bW4/vrrsX79elx33XW48sor8fvf/z5yTkVFBQYMGIAePXp0e317ezteeOEFzJgxI+b4ihUr8Mgjj+CEE05IWu7Ozk584QtfwPbt2/GHP/wBL730Et58803U1tYivCFDWF1dHf7v//4PDz74INauXYtPfepTOPfcc/HOO+8kfQ8iogIzE8CvVHUwgCkAHhORbm2Qqi5S1WpVre7fv3/GbxrdTuzduxfbt2/H3XffjTfeeANLly6NtBv79u2LvIbtRO65MUcAERWH+PuJMWPGYOHChVi/fj3WrFmDM888E9OnT48JprCdIKJsqq3yY1X9RGxvmIpV9RNz0x9S1bz8jB8/XjNx1lln6bXXXmv63Pbt2xWA/vGPf+z23Omnn64zZ86MOXbxxRfrWWedZes9/vCHP+jRRx+tHR0dkWPvvPOO+v1+/eMf/5iwXIbly5crAN28eXPk2N///ncFoCtXrlRV1f3792vPnj31wQcfjJzT3t6uxxxzjM6dOzfh9YmouAFo0jzVzen8ADgdwPKox7MBzI47ZyOAIVGPtwE4OtF1s9lOGN577z0FoEuWLIkcYztBRIWu2NqJbP3kop1QVa2srNQf//jHkcdsJ4io0KXaThT1jKFUHTp0CGvXrsXkyZNjjk+ePBmrV69GR0eHxSsPe+655zB9+nSUlYW/us7OTnz5y1/G17/+dZxxxhm2yrFq1SqMGDECo0YdniI/ZswYDB48OLL8bd26dTh48GBMWT0eD8477zzLJXJERHmyFsBIERkhIj0AXAZgSdw5OwGcAwAichyAIwBkvlYsQ/v37wcA9OrVCwDbCSIiOqy9vR2PPfYYPvzwQ3z+858HwHaCiNyppAJD7733Htrb2zFgwICY4wMGDMDBgwfxwQcfJHy9qqKxsRFf/OIXI8e+//3vo6OjA7fffrvtcuzdu7dbGYxy7N27N3KOcczqHCKiQqCq7QBuALAcwD8Q3n1so4jcLSLTuk67FcDXRGQ9gMcBXN01mpE3HR0d+OY3v4mTTz4ZZ599NgC2E0REBLzwwgvo3bs3evbsiZtuugmNjY347Gc/C4DtBBG5E7erT8GaNWvw4Ycf4pxzzgEAvP766/jZz36GN954IxLxL0WNzQEsWL4Fe9qCGFTpQ92kUcwLQVRiVHUZwkmlo4/dGfX7JgA1uS6XlY6ODlx55ZV488038frrrztWh7OdICIqfhMmTEBLSwv27duHp556Cl/5ylfw8ssvR4JDmWA7QUSFqKRqn6OOOgrl5eXdkq29++676NmzJ/r165fw9c899xymTp0aSSK3YsUKtLa2YtiwOZPM3gAAIABJREFUYSgvL0d5eTlee+01PPzwwygvL0cgEDC9zsCBA00Tvr377rsYOHBg5BwApmU1nisEjc0BzH52AwJtQSiAQFsQs5/dgMZm889ORJRvhw4dwiWXXII1a9bgtddew+DBgyPPsZ0gIqJevXrh05/+NE4++WT88Ic/jPwXYDtBRO5UUoGhHj164OSTT8by5ctjjr/44os47bTT4PF4LF4Z9txzz8VM+/zmN7+Jv/3tb2hpaYn8VFdX44tf/CJaWlpwzDHHmF6npqYG27dvxz//+c/IsU2bNmHXrl2RdcXjx49Hz549Y8ra2dmJl19+2fba41xYsHwLgqHYtdTBUAcWLN+SpxIREVk7cOAApk2bhk2bNuH111/HkCFDYp5nO0FERPE6Ozvx8ccfA2A7QUTu5KqlZO+88w7eeecd7NmzBwCwdetW9O7dGwMGDIisrf3ud7+Liy++GKeccgomT56MpUuX4tlnn8Xzzz+f8Np///vfsWvXLlxwwQWRY0cffTSOPvromPN69eqFvn37YuzYsZFjs2fPxl//+le88sorAIBzzz0Xn/3sZ3HFFVfggQcegKriW9/6Fk477TScddZZAIAjjzwS119/PebMmYOBAwdixIgRWLBgAYLBIL7+9a9n/mU5ZE9bMKXjRET58p///AdTpkzB7t278bvf/Q5lZWWRUdQ+ffrA5/MBYDtBRFSq3n33XfzsZz/DlClTMGDAALS1teHxxx/HK6+8gmeeeSZyHtsJInIbV80Y+sUvfoGqqipMnToVAHDNNdegqqoKv/jFLyLn1NbW4qGHHsLChQsxbtw4PPjgg/jVr34VU0Gbee6553Deeeehd+/eKZdr7969eOuttyKPy8rK8MILL2Do0KE455xzcN555+HYY4/F7373O4hI5LwFCxbgmmuuwXXXXYfx48fjn//8J/7whz8U1NTPQZW+lI4TEeXLunXr8Kc//Qk7duzAiSeeiIEDB0Z+Fi9eHDmP7QQRUWnq0aMH1q9fjy9+8YsYOXIkJk2ahHXr1mHZsmUxs3zYThCR20i+NoWprq7WpqamtF9/9tln49Of/jQeeughB0tl/R5VVVX49re/jWuuuSZr71eMjBxD0cvJfF4P5s8YxwTURGkSkXWqWp3vcuQb2wkiInNsJ8LYThARmUu1nSjqGUOPPPIIevfujRdffNHR6y5atAi9e/fGH//4RwDhRKW1tbWYPn26o+/jBrVVfsyfMQ7+Sh8EgL/Sx6AQERUMthNERJQI2wkqJY3NAdQ0rMCI+qWoaVjBDYMoomhnDAUCAQSD4Tw2gwYNQkVFhVNFw/79+9Ha2gognHeif//+jl2biCgZjgSHsZ0gIjLHdiKM7QSRfVzpUVpSbSeKNvm035+9/3n79OmDPn36ZO36RESUfcXWTjQ2B7Bg+RbsaQtiUKUPdZNGsaNGRK4hIpMB/ASAB8BDqtoQ9/zVABYAMKYw/I+qZm+NF4qvnSDKRKLdpNnfoKJdSnb11VdDRCAi8Hg8GDx4MK688koEAuG2pL29HXPmzEFVVRU+8YlP4KijjsKkSZOwZs2ajN972bJlOOmkk9CzZ08MHz4c9913n63XbdiwAdOmTUNlZSUqKipwwgkn4K9//WvWy0tEVIqKqZ1obA7g8toL8OfZ52DHf30Bf559Dr742cE46pjDyUHZThBRsRIRD4CFAC4AcDyAmSJyvMmpi1X1pK6frAaFiEoNd5OmRIo2MAQAn//857F3717s3LkTv/3tb9Hc3IwvfelLAICDBw/iL3/5C2699VasXr0ar776KgYMGIBzzz03JqN/qpqamjB9+nRccMEFaGlpwbx58zBnzpyYnc/MrF+/HjU1NfjUpz6FV155BRs3bsSPfvQj9O3bN6vlLRRcz0pE+VAs7cSC5VvQqYqK48/C4G89Fvn51NcWRs5xeztBRK52CoCtqrpNVQ8BeAJA3pPtFNMAAgC0trbiq1/9KgYNGgSfz4fjjjsODzzwQOR5DiBQItxNmhJS1bz8jB8/XjNx1VVX6TnnnBNz7Kc//akC0P3795u+pr29XSsrK/WnP/1p2u87c+ZMPf3002OO3XbbbTps2LCErzvzzDP1sssuS+m9nChvIXjujd06+o7f67DvvRD5GX3H7/W5N3bnu2hEBQlAk+apbi6kn1JqJ4Z/7wXtOWSs9j7h/Ji6cvj3Xkj4Xm5pJ4goNcXWTgC4GOHlY8bjryC8VCz6nKsB7AXwNwBPAxhica1ZAJoANA0dOjSj7/Gqq67Sz3/+87p3717dvXu3vvbaazp27NhIHf7hhx/q2WefrY899pj+/e9/1w0bNuiVV16pvXv31q1bt6b9vmvXrtXy8nKtr6/XTZs26S9/+Uvt2bOn/vznP0/4uilTpujYsWP1T3/6k27btk0ffPBB9Xg8+tvf/jar5SV34D2ZM557Y7d+bv4rOvx7L+jn5r9SsN9fqu2ErRlDIjJZRLaIyFYRqTd5fqiIrBSRZhH5m4hMySRYlY49e/bg6aefhsfjgcfjMT0nGAzi0KFD6NWrV+TYD37wA/Tu3Tvhzw9+8IPI+atWrcLkyZNjrjt58mS8/fbb2L17t+n7vvfee3j99dcxduxYTJkyBf3798f48eOxaNGihJ/JrLzFKNF6ViKiXCnkdsIYrTvw5l+w66eXI7BoFt5bej8+iX8n/ExuaSeIiAA8D2C4qp4A4A8AHjE7SVUXqWq1qlY7kdC5R48eGDBgAPx+P84880zMmjULf/nLX/Dvf/8bvXr1wsqVK3HFFVdgzJgxGDt2LB5++GGUl5dj2bJlab/nfffdh5NPPhnz58/Hcccdh6uvvho33ngjGhoaEr5u1apVmDVrFmpqajBixAjMmjULJ554YiQ1RbbKS+7A3aQzZyTwDrQFoQACbUHMfnaDK1bDJE0+HbUm+DwAuwGsFZElqrop6rQ7ADypqj/vWi+8DMDwLJQ3xquvvorevXujs7MzsqPArbfeatlBvvnmm9G/f39ccsklkWPXX399zGMz/fr1i/y+d+9eDBgwIOZ54/HevXsxePDgbq83pvjfe++9mDt3Ln7wgx/gz3/+M7797W9DRPC1r33NdnmLEdezElG+FEs7UTdpFK5/fQK0Vz94juyP9n+34j9/fgL/XHQj3rl5QrfrJSovEVEBCgAYEvV4MA4nmQYAqOr7UQ8fAvDDHJQrRiYDCNEDBGbmzJmDOXPmAAgHeK699tqY5ydPnowf/ehH2L17t2k7AQBnnHEGnnnmGVxyySU4+uijsXLlSmzZsgXz58+3fF8OIFC02io/A0EZcHMCbzu7kkXWBAOAiBhrgqMDQwrgyK7f+wDY42QhrZx66ql45JFH8PHHH+PJJ5/Eyy+/jHvuucf03Pr6ejQ2NmLFihXo3bt35Hi/fv1iOvTZ0NnZCQCYOnUqvve97wEATjrpJGzatAkPPPCAaWDIqrzFaFClDwGTIBDXsxJRthVLO1Fb5Qfu/V5kV7IRI4/DN274Em6YXoOHH344cjNhp7xE5DzuGpixtQBGisgIhANClwG4PPoEERmoqnu7Hk4D8I9cFKxYBhAA4PHHH8c111yDAQMGoLy8HGVlZfj5z3+O888/3/J9OYBArL9SZ/WduXnCg53AkB/ArqjHuwGcGnfOPAAviciNAHoBONfsQiIyC+F1wRg6dGiqZe3G5/Ph05/+NABg7NixeOutt3DjjTfif//3fyPnqCpuuukmPP7443jllVdwwgknxFwj1Qj/wIED8c4778Q8/+6770aeM2McHzNmTMzxMWPG4LHHHos5lqy8xahu0ijMfnZDTHTV5/WgbtKoPJaKiEpBsbQTgPko3sLjjsOOHTtijrmxnSAqZMbSAaMfYywdAMCbK5tUtV1EbgCwHOHt6h9W1Y0icjfCeTCWAPi2iEwD0A7gA4RzDmVdsQwgAMC8efOwdetW/P73v8egQYPw6quv4sYbb8QxxxyDqVOn2i4vlQ7WX6lL9J25ecKDncCQHTMB/EpV/1tETgfwmIiMVdXO6JNUdRGARQBQXV2tDr13xLx583Dcccfh61//Oqqrq9HR0YHrrrsOL774Il599dVugRkg9Qh/TU0Nli9fjjvvvDNy7MUXX8SwYcMso/vDhg3DkCFDsHnz5pjjW7ZswfDhwyOP7ZS3GBmVDiPVRJRvhdpOmPnwww/x5ptvYsqUw2n73NpOEBUyNy8dyCVVXYZwuonoY3dG/T4bwOxcl6tYBhDeeust3HfffVi9ejVOPTU8Rn/CCSdg/fr1mD9/fkxgiAMIZHB7/ZWN2VCJvjM3T3iwExhKuiYYwLUAJgOAqv5FRI4AcBSAfzlRSLtGjhyJCy+8ELfffjuWLl2KmTNnYsWKFWhsbMQnP/nJSAVsJAsFUo/w33LLLfjc5z6H22+/HV/5ylewZs0aPPDAA7j//vsj5/z1r3/FlVdeiUcffRSnnHIKRASzZ8/GjTfeiIULF2Ly5MlYtWoVFi1ahIULw1sRt7e32ypvseJ6ViIqBIXaTrz11lt49NFHMXXqVBxzzDF4++23MW/ePKgqrrnmGgDubyeICpWblw5Qd4U6gHDgwAEAQFlZ7N5BHo/H2K0NAAcQKJab669szYZK9J25ecKDncBQ0jXBAHYCOAfAr0TkOABHAGh1sqB21dXVoaamBr/+9a/x9NNPAwDOPPPMmHPmzp2LefPmpXX9k08+GY2NjZgzZw5+9KMfYcCAAbj33ntx/fXXR845cOAAtmzZEqnAAeAb3/gG2tvbcd999+G2227Dsccei5/+9KeRDv/u3buzUl4iIopViO1Ejx498Prrr+NnP/sZ9u/fj4EDB+KMM87AokWLIjcJbCeI8sPNSweou0IdQDjuuOPwmc98BjfccAPuu+8+DBo0CCtXrsSjjz6Ke++9FwAHEKg7N9df2ZoNlew7c+uEB4mOMFueFN5+/sc4vCb43ug1wV07kf0vgN4IJ6L+rqq+lOia1dXV2tTUlPEHICJyGxFZp6rV+S5HvrGdIKJCED8qDYSXDuRzm2e2E2GZthNXX301du/ejZdffjnm+J///GfU1NTgl7/8ZWQQN16mAfmlS5dizpw52Lx5MwYMGICbbroJ3/nOdyLPv/rqq5gwYQJWrlyJs88+GwCwbds2zJkzB6+99hra2towbNgwXHvttbj11ltRVlaGHTt2YMSIEVkpLxWnQqy/nDKifinMIhkCYHtD95xbdrnlO0u1nbAVGMoGdviJiMyxwx/GdoKICkWh7erDdiKM7QRRcoVWfzmlpmGF6cwef6UPq+onZnRtN3xnqbYTTiWfJiIiIiJyJbcuHSCi3MlXsMGt9Vc2E0G79TtLhIEhIiIiIiIioizhtvHOc3Mi6HxgYIiIiIiIiIjIAWYzg3K1bbwblkClohRn9mQLA0NEREREBaTUOvZERIUonbrYamZQfFDI4OS28ZyVRJlgYIiIiIgoD8xuOgCwY09ElGepBFmi6/IyEXTEbe4UDHXAY3IcsN42Pp2gVK5mJeUaB0tyg4EhIiIiohyzuuk4wlvmyo49EVExsRtkia/LzYI/xnGf12MrUXK6M3+sZh85OSsp1zgLKnfK8l0AIiIqfiIyWUS2iMhWEam3OOcSEdkkIhtF5Le5LiNRIbG66dh3IGR6fjF37ImIio3dIItZXW7GX+nD/Bnj4K/0QaIemwU3EgWlErGafWR1vBik+11Q6jhjiIiIMiIiHgALAZwHYDeAtSKyRFU3RZ0zEsBsADWquk9Ejs5PaYkKQ6qBnmLu2BMRFZtBlT4ETOrp+LrYTl1uzAyymyg53Zk/2dy+PV/cOAuqUHHGEBERZeoUAFtVdZuqHgLwBIDpced8DcBCVd0HAKr6rxyXkaigWAV6Kn1e+LyemGPF3rEnIio2dZNG2aqLrepyj0jSmUFmGpsDKBMxfS7ZAEFtld/2rKRi4cZZUIWKM4aIiChTfgC7oh7vBnBq3DmfAQARWQXAA2Ceqr4YfyERmQVgFgAMHTo0K4UlKgRWI7vzpo0BgKwm2mQiTyKiWGb14vwZ45LWlVZ1eToBGSOfjlmeIrsDBG7bvt2Ns6AKFQNDRESUC+UARgI4G8BgAK+LyDhVbYs+SVUXAVgEANXV1eYZHIlcwOi4W910ZKtjz0SeRESxrOrF+TPGYVX9xISvNerNu57fGMkR17M8vUU5VvmKPCJFP/MnXcnaSnIOA0NERJSpAIAhUY8Hdx2LthvAGlUNAdguIm8iHCham5siEhWefIzsunU742zh7Coi93OiXvw41Bn5vS0YSivgbpU3p1O1pOsdt82CKlTMMURERJlaC2CkiIwQkR4ALgOwJO6cRoRnC0FEjkJ4adm2XBaSiHKXyLOxOYCahhUYUb8UNQ0r0NgcHysu/PcxZhEE2oJQHJ5FkK3P4nZ2dq/sOu8iEVERqc5l+aj4OPX3n2m96NTOWcynQ/nEwBBRjuWqs0yUK6raDuAGAMsB/APAk6q6UUTuFpFpXactB/C+iGwCsBJAnaq+n58SE+VPvtuAXNx45Cqgku334TbJzonavfICAMcDmCkix5uc9wkANwFYk9sSUrFx8u8/03rRqYC73YTXRNnAwBBRDnH0kdxKVZep6mdU9VhVvbfr2J2quqTrd1XV76jq8ao6TlWfyG+JiXKvENqAXNx45Cqgku33ydbsqnwHB/PEzu6VAPB9AP8F4ONcFo6Kj5N//5nWi04F3N24qxgVD+YYIsoh5nYgIipdhdAG5CKRZ66Wq2X7fQZV+hAwuVYms6tKOPl30t0rReSzAIao6lIRqbO6EHevJMDZv/9M68VEO2elmqeM+XQoXxgYIsqhXHWWiYio8BRKG5DtG49sBFTy8T7Z2Ca5EIKDhUhEygDcB+DqZOdy90oCnP/7z6RetAosASjVQDAVIQaGiHIoV51lIiIqPKXSBmQjoJKP98nG7KpCCQ7mQbLdKz8BYCyAV0UEAAYAWCIi01S1KWelpKKRq3rGLrPAUk3DioTL3bjjIRUSBoaIcqjQGjEiIsqdUmkDcrFcLVfv4/TsqlIJDpqI7F6JcEDoMgCXG0+q6n4ARxmPReRVALcxKERWclXPZMIq4GvMHMrGTKJUl64RGRgYIsqhYmjEiIgoO0qpDchVnoxiy8dRKsHBeKraLiLG7pUeAA8bu1cCaDI2KiBKRbb+/p0KrlgFgj0iWVlSWsI5zMgBopqfpbnV1dXa1MRBACKyVqqjHiKyTlWr812OfGM7QURu5ETbxnYijO0EOS0+uAKEg7fp7A5mda34oFA0AdKuF2oaVpgGovyVPqyqn5jStaj4pdpO2JoxJCKTAfwE4Qj/Q6raYHLOJQDmAVAA61X18vhziIjs4qgHEZWSUg2El6Jim+VEVEqcTBBvNUt0wfItpgEcIHwjnW6ft4RzmJEDkgaGRMQDYCGA8xDeWnKtiCxR1U1R54wEMBtAjaruE5Gjs1VgIioN3LmFiEoFA+FERIXB6eCKVSA4fiZRvHT6vCWcw4wcUGbjnFMAbFXVbap6CMATAKbHnfM1AAtVdR8AqOq/nC0mEZUajnoQUalIFAgvRo3NAdQ0rMCI+qWoaViBxuZA8hcRERUAqyCKk8GV2io/5s8YB3+lD5LgvFT7vHWTRsHn9cQcK4UcZuQMO4EhP4BdUY93dx2L9hkAnxGRVSKyumvpWTciMktEmkSkqbW1Nb0SE1FJyEXDTERUCNwUCDdmPwXagjFLIhgcIqJikKvgSm2VH6vqJ2J7w1T4Herzxgec/JW+tHIjUWmyExiyoxzASABnA5gJ4H9FpDL+JFVdpKrVqlrdv39/h96aiNyIox5EVCrcFAh32+wnIiot+QiuONnnjQ44GfmMOHuT7LCTfDoAYEjU48Fdx6LtBrBGVUMAtovImwgHitY6UkoiKjmltK0zEZU2N21h7qbZT0RUmnKdIN6JPm/8BgYTRvfHM+sCzF1HttkJDK0FMFJERiAcELoMQPyOY40IzxT6pYgchfDSsm1OFpSISg93biGiUuCmQDiTnxIRpS6TPq/ZBga/Wb0TGnceN3GhRJIGhlS1XURuALAc4e3qH1bVjSJyN4AmVV3S9dz5IrIJQAeAOlV9P5sFJ8oUtwYmIqJC4ZZAuJtmPxERFQOzJbzxQSEDZ2+SFTszhqCqywAsizt2Z9TvCuA7XT9EBY9bAxMRETnPTbOfiIiKQSrBHs7eJCu2AkNEbpMoOSY7r0REROlzy+wnIio8nPHfndUSXkHszCHO3qREGBiiksTkmERERMWDN4NE7pPq3zVn/JuzWsJ70Xg/Vm5uZb1JtjAwRCWJyTHTx845ERHlEm8Gidwnnb/rYprxn8v+MpfwkhMYGKKSxOSY6WHnnIjcIrrT3sfnhQjQdiDEDnUBKqabQSKyJ52/61zO+M8ksJOP/jKX8FKmGBiikpTryLpbZtmwc05EbhDfaW8LhiLPMeBdeLj8m8h90vm7tprxX1nhTem9k/XLMw3ssL9MxYiBISpZuYqsu2mWjVVjbdZIFwO3BOyIKDVmnfZo7MAXFi7/JnKfdP6u6yaNQt3T6xHqiN2M/cOP29HYHLBVZ9vpl2ca2GEwm4pRWb4LQOR2iRqXYmPVWAvCDW0xMToGgbYgFIc7BsX2OYgoVmNzADUNKzCifilqGlaY/k3b6ZyzA1846iaNgs/riTnG5d9ExS3Vv2tjMC8+KAQAoU613a+20y/PNLBj1V9mMJsKGQNDRFnmplGDukmjICbHFSi6QJebAnZEFGY34Gunc57tDrydABaF1Vb5MX/GOPgrfRAA/kof5s8YxxldRUZEJovIFhHZKiL1Js9fLyIbRKRFRP4kIsfno5yUG6n8XUfX7Vbs9qvt9MszDewwmE3FiEvJiLLMTVPga6v8uHlxi+lzxRboclPAjojC7E7/N9uAIFq2O/BuWWKc6113ium7oVgi4gGwEMB5AHYDWCsiS1R1U9Rpv1XVX3SdPw3AfQAm57ywlJCTf/d2/66TLf8F7PerKyu82Hcg1O14mUhkOVo6m9TEfy/cKp6KDQNDRFnmth3Q/C4JdLkpYEdEYXYDvvEbEKS7K5lxIxBoC8Ijgg5V+G283g2JSd0S3KKcOQXAVlXdBgAi8gSA6QAigSFV/XfU+b0QnpBMBSRff/fJBu3s9qsbmwP48ON20+c6VE1zDdkJ7Jh9L8+sC3BmIxUVBoaIsizXO6Blm1sCXW75HER0WCoB30xnoMTfCHRo+B7Wzo2SG2YsuiG4RTnlB7Ar6vFuAKfGnyQi3wLwHQA9AEw0u5CIzAIwCwCGDh3qeEHJWr7+7q3qdgCo9Hkxb9oY2zOPQp3W8cZgqAPzlmyMtA92PxPrQ3ID5hgiyoHaKj9W1U/E9oapWFU/sagbCbfkenDL5ygUyXJHRJ13kYioiFTnsnxUGpzO65AoD1CipQ3J8pW5ITGpG4JbVHhUdaGqHgvgewDusDhnkapWq2p1//79c1vAEpevv3uzut3w0UHzGUBm7JSzLRhKOecb60NyA84YIqKUuSXXg1s+R77ZzB0BEfkEgJsArMl9KcmNzHJdzJ8xztYMzWR5MpItmUjW4U/0vBtmLHI5LqUoAGBI1OPBXcesPAHg51ktEaUsX3/3Rt18y+KWbusLQ50ameWTTKKZR9FSnenD+pDcgDOGiIgoU5HcEap6COEO/XST874P4L8AfJzLwpE7We1ABiDpDE07u5cl27kwWYc/0fNumLHIXXcoRWsBjBSRESLSA8BlAJZEnyAiI6MeTgXwzxyWj2zI5999bZXfMulUW7B7MmkziWYeRUt1pg/rQ3IDBoaoJHBbYKKsMssdEXOHKyKfBTBEVZcmupCIzBKRJhFpam1tdb6k5BrJAjeZvjbZ0oBENxilcEPghuAW5Y6qtgO4AcByAP8A8KSqbhSRu7t2IAOAG0Rko4i0IJxn6Ko8FZcsFPvffXz5y8T8vFRn+hT790IEcCkZlQDunEKUXyJShvC2w1cnO1dVFwFYBADV1dXckcZlnNzmOJOcDnZem2xpQPTGAqnuSuaWdonLcSkVqroMwLK4Y3dG/X5TzgtFKcvn331fi63m+1Z4Yx4namuM8jc2B3DX8xu7XS/dwD7rQyp2DAyRK0U3CGVdnfVo3CmAyFHJckd8AsBYAK+KCAAMALBERKapalPOSlkCnAy8ZHr9+HMnjO6PZ9YFHAuGVFrcINgZ6bWTD8JOHqB0bwS4gw0RFbJstyXpmnvhGNQ9vR6hjsP9eq9HMPfCMZHHdgLv8ecYUtnhjMhtuJSMXCc+d0R8UMjAnQKIHJMwd4Sq7lfVo1R1uKoOB7AaAINCDrOTNydX1zc79zerd6a99Mvs+h9+3H0nGq9HbI302skHEb00AAA8IpHyZvqdcgcbIsoGJ1InZLstyVSvHofnNYgAoQ6NqZftLBW22lXyPybtClGp4Iwhcp1EWwhH404BRM5Q1XYRMXJHeAA8bOSOANCkqksSX4GckO1ZKKlc3+xcq3WB6QRDFizfglBn9yv26lFu67NGLwNLNCJuPHZ62Rd3sCEipzm1RLXQZjQas5cCbUEIYtsSY+w3+rPaCbxbndOhWpTLeomcwMAQuY6dm4xsJwYt1Cm4RNmSLHdE3PGzc1GmUpOtWSjRnXK710/lPdMJhlhdf7/NnWkA+8vArG6Sbn1yPW5Z3JJWHe+G7eqJqLA4FdDJ1YxGO33l+GBXosSDxme1CrwrgJqGFaibNCrhtvVc1kulioEhch2ryt4jgk7VrAdq3JJUlIiKSyqzUOwGr63yMCS7fqJOdzRvmb2lX3avn8mMm+gAWHQiaavPYSxTTqeOtztjiYjILqcCOk7Vr3c0bsDja3ahQxUeEcw8dQjuqR0HIHlfOdmAhJU9bUHcf+lJlu2W8T4XjffH5Lwzuw5RqbGVY0hEJovIFhHZKiL1Cc67SEQmNv4FAAAgAElEQVRURKqdKyKVokzWSFvljvjvS07E9oapWFU/Maud70y2UCYiSpedvDlAavkjki3NtZrlYlYWb5nAE7c3cKhTcfPiFsfq+XRn3ER/J0Bs0MdiN+MY6dTxtVV+rKqfmJN2iYjczypwk2pAx4n69Y7GDfj16p2RurRDFb9evRN3NIaDP1Z95ZsXt2B4/VLcvLgl5aAQAPTxebvlh4sXDHVg5eZWzJ8xDh6xruGr7n4po1xNRMUmaWBIRDwAFgK4AMDxAGaKyPEm530CwE0A1jhdSCotmSa9i24QBIC/0of5M8blrNPNpKJElC9HeA8365U+r2ndl0rwOlG9lahuNauHex9Rjg6TvEBA/uv5RAEwBWwFh1jHE1E+ORUwd6J+fXzNroTHs1VffnSoHY3NgUjg3aru3tMWRG2VH/99yYndvjMgXO/vOxAqyOTbRNliZynZKQC2quo2ABCRJwBMB7Ap7rzvA/gvAHWOlpBKjhNrpNPdQtgJTCpKRLlmtuTrYHun6bmpBK+t6jN/pQ+r6icmLFN8PTyifmnC8/NZzye7SVGEP/OetiDKupaZxWMdT0T5ZHeJqp2lxMnq18bmAO56fiP2HQjndYvf5t1qR2DjuN3lxomUCRA/1mDsUGaUw+p9+vi8qGlYgT1tQVRWePFxqMNW/iLO7CQ3s7OUzA8gOuy7u+tYhIh8FsAQVU3Y6xORWSLSJCJNra2tKReWSkOxz7hxeokDEVEyqcwCSmW5gZP1mZ3ASSb1fCZLkJOVzQiEbW+YajrCzDqeiApBsiWqTmxF39gcQN3T6yNBIQBoC4ZQ99T6yHWslmgZx83allTsaJgKi9hTTDtitaz5o0Ptke/AmBmUTLHchxCly1aOoUREpAzAfQBuTXauqi5S1WpVre7fv3+mb00u5dQa6XzJ91K2YpTJDR0RpRZQTyXY42R9ZudGIN163uxm55bFLZF8FpmULf67YR1PRMUqUW4fu/2vBcu3INTRPZQSnTPutE/1NX3tzFOHAOhej6bCyB1k934hfol17yPKTcufTLHchxCly85SsgCAIVGPB3cdM3wCwFgAr0o4CjwAwBIRmaaqTU4VlEqHG7bxzedStmLDXdyIMpfKEtZUd8Ryqj6Lfl8jqXN01zyTet7sZkcB/Gb1TlQP65e0/PFli96VLJ1lFkREhSjRrBe7/a9kM2cCbUF88NEh1BzbD6u37YvZlax6WL/IEq7otsdIVm2H0U4ku1+wWmKdaEMFK8V2H0KUDjuBobUARorICIQDQpcBuNx4UlX3AzjKeCwirwK4jUGh0mN3++NknNjG16myUPY5kVOKqNSlGlDPV2Aj+n2drKetblQUsF2XMNhDRG6XLLePnf6XnfxAwVAHVr31AfpWeKEK7A+G8ML6vVi8dldktk50IMrYxt7Y3j4Ro2xW9wsAUNOwwrSMwVBHJPCfTK8eHhw41MH7CCoZSQNDqtouIjcAWA7AA+BhVd0oIncDaFLVJdkuJBU+p2d9ZNJBL4QZKAxM2VfsOaWICoETAfVcS7WeT1SvJrpRYV1CRKXujsYNtoIuQPI6s27SKNQ9vd7Wcqz4PETxgqEOzFuyEbVVftxTOy4SILIK7MRvQR8/2DBvyUbT94nWoQqf15N05lBlRQ9svDvxJgtEbmJnxhBUdRmAZXHH7rQ49+zMi0XFJhuzPtINruR7BkohBKackKvgFndxI3KGm2e8JKtX6yaNwi2LW0wTiLIuIaJSlsoyLSB5nWm0M3Oe/RsOhMx3v0xFWzCEOxo3YOXm1kifc8Lo/nhmXSCmP+/1CD462I4R9UtjZgdZLU+2YiwRNvq4Vq/hoAKVmoyTTxMBzs/6yGTXhERlSSXJcboJkVPZHahQObFrhV3cxY2IkklWr9ZW+fHl04Z2S2LKuoSISt3ja3aZHhfAtP81YXT/pP3f2io/emawq1i836zeGdPnfGZdABeN90eSU/et8AIaDiIZ59Q9vR7febIlMrhoJyhktAnRu7fFz0IycFCBSg0DQ+QIp3cSs7oJuPXJ9UkDNVbvWVnhtR3syFZgqljkMrjFHX6IKBmr+jPQFoy0B/fUjsP9l55UlHUJd2YkomyxWj6mQLf+10Xj/XhmXSDpDo+NzYGYZWKZii9hMNSBlZtbI8Gbih7lCHXGnhXqUHSmsLmYVZvAAUqiMFtLyYiScXonMaubAKNxS7Q8y6osqrC9xCzd5WiNzQGUWSS1K6aRh1wHt9y8BIaIDkt3iWplhdfyJsS4cWl6+wPcU1scgaBobll+TJSMiEwG8BOEc5Y+pKoNcc9/B8B1ANoBtAL4qqq+nfOCuoxVsmWPSKSOmbdkIwJtQdMlZ2Y7POZiFnx0nzOT/qfP60k4SFCMOfqIsoGBIXJEfKVa2bULwS2LW7Bg+ZaUK1i7Ox6YBWqsKvhbFreYXsessUknMGJ07s0a32IbeWDeH6L8cWPyerOkoPEBnUSS5UtNZWv6QpPvvHhEuSAiHgALAZwHYDeAtSKyRFU3RZ3WDKBaVQ+IyDcA/BDApbkvrbvMPHWIacDntE/1RdXdL9ma+aMAbn1yPYBwPztZH90J0X1OO/cFZvpWeDH3wjFJ61IOUBIxMEQOMipVJ0Y/zWb9mLEK1JhV8EZyunh9fF7UNKyIuQlLJzBi1rkHwiMyxbKcweD0DDAisieXs0dyFYCK/0zR7AZ09ifZZca4VirBlEIJwLlh+TGRDacA2Kqq2wBARJ4AMB1AJDCkqiujzl8N4IqcltCl4reC94jgtE/1xRs79yftZ0frUMXsZzeg6e0PbCd6tqPCWwaFJOxz2r0viNa3wovmO893qJRE7sccQ+Q4J/LTxOed8Uh8StGwPj6vres1Ngfw0cH2bse9ZYKPDrV3yyU0YXT/lNcbW3XiO1WLKigEMO8PUb7MW7IxJ/m9cplg3ipobjACOonYna1oN5iSy8+fjNM5+ogKlB9AdBbk3V3HrFwL4PdmT4jILBFpEpGm1tZWB4voXvfUjsNb86dgR8PU8H/fD6YUZDEEQx14fM0u06BQJEl0ytfsxPwZ41DhPXxb+nF7B5re/iDy2OiX2r2+z+vB3AvHMH8bUQoYGHKpfFaETo1+Ru8Y8N+XnAhvWffg0EeH2pN+NuMGoC1uxLlvhRe9jyhHqCO2eTMS3qUaGHFb5z76+19VP5FBIaIsa2wOdKunDJns8GjWFjidYD5Rm2On7MnOMUsOasZufVtIu0cy8SlRLBG5AkA1gAVmz6vqIlWtVtXq/v3757ZwLpHJjMREyaznXjjGVl0drUwETzXtxIFQ5+FrKfDr1Ttjkl7XVvlR0cN6sYsxiGz02QEUzAAAUTHgUjIXynciy0zz01hN77/r+Y3d1kGHOjTp0gGr0eqKHuUJd7q5ZXELBlX6cP+lJ9n63rj8iogykSgokU6AOVFbYCeAb2epVWNzoFvdbNSfNy9ugb/Shz4+r2XAK/7zWb1nfO64ih4efHQotl5Ppb4tpOVbTHxKJSIAYEjU48Fdx2KIyLkAbgdwlqoezFHZClo6y16N1wTagpHk0/6o1ybL2eMpE3R2akrLxfyVvki5bnmyJWluOEOHKla99YHpc4+v2RWTg86qjhYAb82fEnOspmEF87cRpYCBIRfKVyLL6EYofu2x3Q57ohuZNovkeMk68oluABI1jNGjC0DyoBo790SUiUR1mVX9meiGIVFbkCyAb2eAIVnuION1yQiACaP7J33P+NxxZp8dQLeccWZ1cKEl2GfiUyoBawGMFJERCAeELgNwefQJIlIF4EEAk1X1X7kvYmGxStqfrF8aX5ea7eibKGePkbAZgO28Pj6vBxNG94/UvzDPAAEAKeUnip+dlErdXUgDAETFgEvJipjV1P18VITR+RqAcIVvtAmp5KdJdiNjJllHPtHr7CxPSGV5AZdfEVG6rOqqvhVe07okWZ6cRG1BsuVLVnXxXc9vjDxOljvISnzHQwE8sy4888jsPW9e3BJp4xqbA6i6+yUMr1+Kmxe34KOD7bj/0pOwqn4iAPvLBrh8iyi3VLUdwA0AlgP4B4AnVXWjiNwtItO6TlsAoDeAp0SkRUSW5Km4eWeVBgFI3i9NVDdHDxRfNN4fWX4lgkiOn38H23Fz167CF42314+9aLwfz6wLROpfq9lCCeJFpuJzjKZSd7stxQNRtjEwVKQS3RA4URHe0bgBx85ehuH1S3Hs7GUxa3zNmDVCinBQKJUASaKlXel25BO9Lj7JcqrlIiJyilVdZYzcxkuWJydRW5AswbxVnbfvQChp4CmZTpNjwVBHwi2TA21B1D21Hrc+tT7mvLZgCHVPrY/MHrKbN4gJ9olyT1WXqepnVPVYVb2369idqrqk6/dzVfUYVT2p62da4iu6V7LAu1n9awwYJ5upGWgL4o7GDXhmXSAyI0cVkRw/0TOMzLa5j+ev9GHl5lZbAwWDKn0p3Y/0LJeY4H4qdTcHAIhSw6VkRSpRBzjTXDd3NG6IaQg6VCOPq4f1M122kOksJaNTbzW11AjazJ8xLuWlWsmWeEVP4bdqUDm6QETZlupy1GT1brK2IP79jABKsvwTtz65HrcsbkFZV96KXAl1mr9XqFMjn8GM1XEu3yKiQpWs/xzfL020tNfMb1bvdGy7+Y8OtifNIwfEtj83L26xde0Doc5uS+fs1t1M8UCUGgaGilSiDnCmFeHja3aZHv/N6p14Zl3ANP9DJvka7DRmxnbGdmcfmeWeMJYaJMIE0kSUT6kEK5LVu8nagkQ5feomjbLsuBvBIKeDQt4yoNzjSWt5WqKccQzsE1GxSRScN+uXzlvSfSluIk7W3naCQkbeIqP9MdtQxkomeVI5AEBkHwNDRcrODUGiijBRwtJE21BmY5aS3TwVdpKYApntysbRBSIqFmb1riBc59U0rOi2o1e8RDNPJ4y2vwW0RwSdqhhU6cOE0f2x+K+7LGf3JBLqBEKdqQeFgMM54xjYJyI3sEoOLRK7RLa2yo/G5oCt4Ew+fRzqRNPbH0T61318XpQJYLepYEoHouxjYKhI2e0AW+3akihw4klxeYCxNXFlhReAIti1RjkY6sC8JRsj140uT/T2mXbFJ6CzkumubBxdIKJiEB3Ijt8N0k5APFFONzt5JQwdqtjRMDXyuHpYP9z65PoszCgSdALoMLmTCLQFcdfzG3HReD9Wbm5lYJ+Iilr8QGVlhRcfftweCbpH1/GJElH7uwaMzQZXU9kdLFPBUEfM8rW2YAjeMsER5RLJbdS3wgtV8xlInPlJlH0MDBUpOzNbrGbO9CwvSxg4mXnqkJRuCoBww2I2JdRIDGow2z7TLrvnc3tKIioVRiDbLD9aMNQRyQdk1kZYzTxNNWgvCLc30fkfAPvbHNvhjxrYsFqCsO9ACIvX7sKCi09kMIiIilr8wO5HB9u7zcQ0+u6JZtSbDQgboq/m85bhCK/H9vKudMS3KqFOxdFHHoFNUakezNJLcOYnUW4wMFTEks1ssZo5Y9VRNxqWe2rHAXAuMZ2RGNR4/3T5bY4WMM8EUe6JyGQAPwHgAfCQqjbEPf8dANcBaAfQCuCrqvp2zgvqUlaB7+jdZeJnEE0Y3d90ECDVoL0CuOXJFtz1/Ea0HQhFglDGZgF2lwFbESAmR5xVIAwAQh2adi4KIqJCYDawayV+tqgVs0HhaO0dirkzxkSWpmVj1qeZ+LaLKR2I8ofb1RcwY9vJEfVLUdOwIma7RjvSmSFTdfdLaGwOoHpYPxwRt8VjJva0BTOasePzejBhdH9b3we3pyTKLRHxAFgI4AIAxwOYKSLHx53WDKBaVU8A8DSAH+a2lO5mJ/AdDHXg5sUtkfpz5eZW0/PsLdqNpRqesaM4vLy46e0PsKp+ou2gvpUykW71faL2hLNDiaiY2c29CYRneCYK38x59m+Y/eyGpDmIogdxa6v8Odtx0qztqq3yY1X9RGxvmGp70xkiyhxnDBWoTBIoG6xmzvSt8KKtqwMfb9+BEG5e3JJSQjg7+vi86NWzPK2RY39XQlOrHdHivw+ONhDl3CkAtqrqNgAQkScATAewyThBVVdGnb8awBU5LaGLNTYHcOBQu+3zjfrT6sbDiapfEZ51Wj2sn2USVbs6VLvV94l27OHsUCIqZnaD2z5v8l0cjfw9dhh1amNzIOX8QxXeMijEsjyeMkEZELMcjoO2RIWFM4YKVKIEynZZzZyZe+GYpJW9k0EhAPjoUDuGf9KX1kg0APx69c6Uvg+ONhDllB/ArqjHu7uOWbkWwO/NnhCRWSLSJCJNra3mM1roMGMQIT4vRLJc/U7l/klEgciyrvkzxiU894rThiacWRQMdeCu5zdGHtdNGgVvWfcP6fUIbzSIqKglCm5X+rwQhAdN588Yh0qf17H3NarUBcu3pDxAEAx1Yv6McZb1eEenovcR5fBX+mLKz/45UeHgjKEClWi3mBH1S9HH54UIYvI5mFWuR3gPrymu9Hkxb9oYNL39Qdrl8lf68M7+j1OeYhrqUKx6y/x9/ZU+7PvooOWoRqJZRlwyQFRcROQKANUAzjJ7XlUXAVgEANXV1bnaMCWnzHaLTNQ5NtvN0UjGbLXkoM8RXhxs70wrACQSXhqW8BzYG0026ujaKn/CfENGTjt/gplA+w6EIkmuje9r3pKNkSUSfSu8mHvhGN5oEFFRq5s0CrcsbjGtY3v1LEfL3PMBhNuGj1KYLZpMp4avmU7felClL1I3j6hfalr2tgMhNN95fuYFJaKssBUYYlLR3Es0TV4Ru5Wj2bKqxuYA6p5ej1DH4ar5o0PtaHr7g5R3HDMYUz4zuUY8f6UPq+onorE5YNkIJsIlA0QFIQBgSNTjwV3HYojIuQBuB3CWqh7MUdkKRmNzICaQASRfJhy/rDg6mXSiOnN/MIQvnzYUj6/ZlXoy6SSn963w4sOD7THti5XoOjrRkjLjSskSqUYnlk62AQMRUTGqrfLj5sUtps8ZA8SDKn04cMhePZyKW59cj8oKb0q7k8XP1OQmMETFKelSMiYVzY34RNMTRvfvtgwskfhlVXc9v7FbYxHqUPx2TfoBHWPrYyC8ltgJ0aPJqTZtXJtMVDDWAhgpIiNEpAeAywAsiT5BRKoAPAhgmqr+Kw9lzCsjwGOWANRsWazRJty8uCWtXEDlZeFZOE4nEPV5PVCF7ZuR6DrazpIyIPHn4ixRIioFiZbWGkn+09lavm+FF74EffgOVXz4cTu8HnvJH/pWeLHg4hNjgvTcBIaoONm5u48kFVXVQwCMpKIRqrpSVQ90PVyN8Ggx2WTcMATagpHK/pl1AVw03o++FfbXDgfagjjprpdQdfdLlo1FprmDOlTx69U7cSDUmXa+oGgK4KS7wjuhpbJzDdcmExUOVW0HcAOA5QD+AeBJVd0oIneLyLSu0xYA6A3gKRFpEZElFpdzpWS7zEQHPKLbhHSFOp1JIh2t0ufF/BnjsD/J7jYGn7fMdHOATHYp44gzEZUCs+CKEz4OdSKYJCF1qFPRq0c5PBbJ6vyVPuxomIodDVPRfOf5pvW8kW+I+YSIioedpWRmSUVPTXB+wqSiAGYBwNChQ20WsbikmjsCsE40vXJzKyp6lKc0IpBsO0onOXXT0RYMoe6p9bj0lCExO4+Z8Xk9bFyICpCqLgOwLO7YnVG/n5vzQhWQZDNdjC3Za6v8mLdkY06SQ6fqYHsnmt7+AGVdeY6S+dji5sPOLmV9K7xdNzCHz+GIMxGViugddjMZJIhnt23ZHwzh/ktP6lZX262HudSXqPg4mny6lJOKppM7wnidVYVfSlPmQ52KlZtbMX/GuJjA2oTR/bFycyu3nSeiopYobxxweEv2prc/yGmAPxXBUEckSbQdVrN74m944nMKGbtnGuew/ieiUmQEV2oaVjgaHLLDSCYNsB4mKhV2AkNMKppEfHLQaEbuiOhKNHqHmUTLsfr4vOjVszznjUE6Kn3ejG9m9rQFOcJARK40YXT/pEn7g6EOPL5mV8Jz8s1uUCjZqHJ0XZ9opi3bAyIqdYkGissAJF4YlpxZcN6ov9kvJyoddnIMMaloEslyRwTagmhsDsfS7mjcgFsWt0SCPYk62R8dak85CXU++Ct9aJl7Pn586UlJy5ooEMbcEUTkVis3t9o6L9kSrR42E4Lmg5GOItV8ErVVfqyqn4jtDVOxqn4ib0KIXEpEJovIFhHZKiL1Js+fKSJviEi7iFycjzIWmsbmAMoscv1U+ry479KTYPG0LT6vB18+bSjzARFR8hlDqtouIkZSUQ+Ah42kogCaVHUJYpOKAsBOVZ1meVGXsbPky1gikMo0/FCH4oX1ezF/xjjLbSvzLX5UAUC3JXXRrD67t0yYO4KIXMuppcGHHN6a2An+Sh9W1U/MdzGIqIBF7XJ8HsL5SteKyBJV3RR12k4AVwO4LfclLDx3NG6wvG/weT2YN21MpO9d99R6hGzsMFNzbD/seD/IpWFE1I2tHENMKppYstwRwOElAql26duCITS9/UH6hcsiAbqNKhhTThubAwmDWX0rvJGk2pU+b0zjRkTkNpVRdV4x83k9TAhNROmI7HIMACJi7HIcCQyp6o6u5zJdHVU0otNLeLoS+/u7cmwmGkzuWR636CNu1pDXIzhleF+s3rYPHarwiGDmqUNwT+24rHwOIip+jiafLlV2ckcAyZcIWLFz7VzzlgkWfOlEy2BObZXfcicFji4TUalJs/ovKP6u0WUmIiWiNKS6y7Elt+xyHJ+j1LhPCLQFk64waAuGcMviFty8uCUSUIoW6lDseD+It+ZPyVbxichlGBhywNK/7c13ERzjr/RhT1swYWPkt3kzYLYlMUeXiagU7S/QncasWCUjZSJSIsq3Yt3lOD7R/kcH2y1zlNr5UMY5VgPPpbS7MRFljoEhB7hheQAQO5PHamvMVGb7cJtLIqIwO0uOndbXxvK1MgAejyAUlbvI5/XgovF+rNzcyrqbiJxia5djt2psDsTkAcpFe8BNXYgoFQwMEYDw6HD0TB6nZvtwdJmIyLxOzZbopb5myUuN2UDG7E+AAXwiyrrILscIB4QuA3B5fouUO/OWbLSVHDpa/MzNVHCGPhGlioEhB1T6vJa7cBUDAfDl04Z2SyIN8GaBiChVjc0B3PX8xm4J9i8a709pZ8p0CBCT/+2e2nGoHtYvaV3Oup2IssnOLscicjKA5wD0BXChiNylqmPyWGzHpHqfYMzc/M2anbZz1HlE0KnKPjsRpYWBIQfMmzbG9jaRhcYjgv++xDyJNGf7EBGlprE5gLqn18cszWoLhlD31Hp4PZIwKJTJ6DAQvpGI3ykSYF1ORIXBxi7HaxFeYlZSjOTR0buSGYGd6mH9Eu7ya7Cq/4mI7GJgKIH4JHHGlEyzkeAFXzoR85ZszOnMoUqfFyLp5zhiI0JElBmzZKLRQSFDqFOTDh6kGhSqObYfdrwf5KxOIqIClyjnW6cqdjRMNX2utsqfNDBkd1MYIqJEGBiyEL+FZKAtiLqn16OjUxHdtzdGghd86UT06lme08DQ/mAI2xum4o7GDaZb2ns9gktPHhJJIFpZ4YVq+HW8iSAiyoxZO5ENXo/glOF9sXrbvsio8sxTh+Ce2nFZeT8iInLW3AvHWAZ4kiWJ9ltsXtC3wovmO893pHxERAwMWViwfEu3JKFmo8BAeCQ417OFgMMNiZFDIroMfSu8mHvhGAZ+iIiyxKydyIZQh2LH+0G8NX9K1t+LiIicV1vlR9PbH3TLM2cnSbTVhjBzL3RF+iUiKhAMDFnYk+LIb6ZBIQFw/6UnYcHyLbZGneMbEuaQICLKrVTbiWJ5LyIicp7dzQDicUMYIsoFBoYs9MnxTmODKn0xwZ3G5kDMDKBePTzwesq4DIyIqEAMspjeDwAV3jIcCHUCCOeD+8KJA7F47S7Lmad23ouIiIpbugO5HAAmomxjYMiCSO7ey2waKRsAIqLCVjdpFG5Z3GKaNLpvr57YVD8x5lj1sH64/bkN+OhQ4uVn8buT2VlqQERERESUrrJ8F6BQtdnc6avS50XfCm9K1/aWCfpWeCEIJ5TjzmBERMWntspvuZOY2dKv2io/Nt49GT++9CRU+mLbDQFwxWlDsaNhKu6/9CT4K31sI4iIiIgoJzhjyEKiJQL+Sh9WRY0Ex+9Mkwi3lCQicg+r3WISLf1KNiOUM0aJiIiIKJc4Y8hC3aRR8Hq6ryfzlonpsq/5M8bFjPBecdrQmMc/vvQk7GiYilX1E9nhJyJyibpJo+DzemKOcekXERERERUTzhiyYARv7np+I/Z1LSur9Hkxb5r5FvAc4SUiKj3cLYaIiIiIih0DQwkw2ENERMmwrSAiIiKiYsalZEREREREREREJYqBISIiIiIiIiKiEsXAEBERERERERFRiWJgiIiIiIiIiIioRNlKPi0ikwH8BIAHwEOq2hD3fE8AjwIYD+B9AJeq6g5niwo0NgcS7vzS2BywvYsYERE5p1jaiTsaN+DxNbvQoQqPCGaeOgT31I5zuhhERFSgeD9BRNRd0hlDIuIBsBDABQCOBzBTRI6PO+1aAPtU9dMA7gfwX04XtLE5gNnPbkCgLQgFEGgLYvazG9DYHIg8X/f0+kglDgBtwRDqnlofOYeIiJxXLO3EHY0b8OvVO9GhCgDoUMWvV+/EHY0bnC4KERHFEZHJIrJFRLaKSL3J8z1FZHHX82tEZLjTZeD9BBGROTtLyU4BsFVVt6nqIQBPAJged850AI90/f40gHNERJwrJrBg+RYEQx0xx4KhDixYviXyfKhDu70u1KmRc4iIKCuKop14fM0u09dZHSciImcUygAC7yeIiMzZCQz5AUT3mnd3HTM9R1XbAewH8Mn4C4nILBFpEpGm1tbWlAq6py2Y8LjV88meIyKijBVFO2HMFIpndZyIiBxTEAMIvJ8gIjKX0+TTqvQFjwAAAAfVSURBVLpIVatVtbp///4pvXZQpS/hcavnkz1HRESFI5vthMfi/sLqOBEROaYgBhB4P0FEZM5OYCgAYEjU48Fdx0zPEZFyAH0QTi7qmLpJo+DzemKO+bwe1E0aFXne6+neufeWSeQcIiLKiqJoJ2aeOsTsZZbHiYio8GQygMD7CSIic3YCQ2sBjBSRESLSA8BlAJbEnbMEwFVdv18MYIWqs3Pza6v8mD9jHPyVPggAf6UP82eMi+wQUFvlx4KLT0TfCm/kNZU+LxZ86UTuIkBElF1F0U7cUzsOV5w2NDJDyCOCK04byl3JiIiyryAGEHg/QURkTuz0y0VkCoAfI7wN8cOqeq+I3A2gSVWXiMgRAB4DUAXgAwCXqeq2RNesrq7WpqamjD8AEZHbiMg6Va3OdzlSwXaCiCh3iq2d6Ar0vAngHIQDQGsBXK6qG6PO+RaAcap6vYhcBmCGql6S6LpsJ4iIzKXaTpTbOUlVlwFYFnfszqjfPwbwJbtvSkRE7sJ2goiIrKhqu4jcAGA5Dg8gbIweQADwfwAeE5Gt6BpAyF+JiYhKi63AEBERERERUbo4gEBEVLhsLSXLyhuLtAJ428apRwF4L8vFySaWP79Y/vxi+dMzTFVTy6jpQmwnigbLn18sf36xncijEmonornpswD8PIXOTZ/HTZ8FSP55Umon/r+9uwu1bIzjOP79I0TeGikhg0ZCU15zJeJiUgyRRrmYQmHKBRfUuOJCKKUo4QIX8nY1EoVGooYmBs0UzaBwgSZR5GXyuNhLttWcc9Zac2Y9z7P391O71t7n6fT7r7Xn/Oo5e9bJtjHUVURsren/ULeZPy/z52V+jaH262T+vMyfl/k1hlm6TrM0CzhP6WZpnlmaBZZ/ni5/lUySJEmSJEkzyI0hSZIkSZKkOVXDxtCTuQPsI/PnZf68zK8x1H6dzJ+X+fMyv8YwS9dplmYB5yndLM0zS7PAMs9T/D2GJEmSJEmStH/U8IkhSZIkSZIk7QduDEmSJEmSJM2pYjaGImJNRHweETsj4p69fP2QiHix+foHEbFy/JQL65D/4oj4KCL2RMR1OTIupkP+OyNiR0R8GhFvR8TJOXIupEP+WyPis4jYFhHvRcSZOXIuZKn8U+uujYgUEUX9qcUO5399RPzYnP9tEXFzjpwL6XL+I+L65t/A9oh4fuyMsidysyfysifysifKV3tHtNXeGW21d0hb7Z0yrfZ+aau9b9pG65+UUvYHcCCwCzgVOBj4BDizteZ24InmeB3wYu7cPfOvBFYDzwHX5c48IP+lwGHN8W0Vnv8jp46vAt7InbtP/mbdEcC7wBbg/Ny5e57/9cBjubPuQ/5VwMfAMc3z43LnnreHPVFFfnsiY/5mnT2RL789Uf41KrYjBs5TbGcMnKfYDhk4T7Gd0neWZl2R/TLw2hTbNwPnWZb+KeUTQxcCO1NKX6aU/gReANa21qwFnm2OXwEui4gYMeNilsyfUvo6pfQp8HeOgEvokn9zSum35ukW4MSRMy6mS/5fpp4eDpR01/Uu73+A+4EHgd/HDNdB1/yl6pL/FuDxlNJPACmlH0bOKHsiN3siL3siL3uifLV3RFvtndFWe4e01d4p02rvl7ba+6ZttP4pZWPoBOCbqeffNq/tdU1KaQ/wM7BilHRL65K/ZH3z3wS8vl8T9dMpf0RsiIhdwEPAHSNl62LJ/BFxLnBSSum1MYN11PX9c23z8eBXIuKkcaJ10iX/6cDpEfF+RGyJiDWjpdO/7Im87Im87Im87Iny1d4RbbV3RlvtHdJWe6dMq71f2mrvm7bR+qeUjSFVIiJuBM4HHs6dpa+U0uMppdOAu4F7c+fpKiIOAB4B7sqdZR+8CqxMKa0G3uS/39jV4iAmH9O8BLgBeCoijs6aSCqUPTE+e6II9oS0DGrukLZaO2XajPRLW+1907Ys/VPKxtB3wPRO3YnNa3tdExEHAUcBu0dJt7Qu+UvWKX9EXA5sBK5KKf0xUrYu+p7/F4Cr92uifpbKfwRwNvBORHwNXARsKujGb0ue/5TS7qn3zNPAeSNl66LL++dbYFNK6a+U0lfAF0x+AGs89kRe9kRe9kRe9kT5au+Itto7o632DmmrvVOm1d4vbbX3Tdt4/bMvN0NargeTXa4vgVP476ZKZ7XWbOD/N4x7KXfuPvmn1j5DYTeI63j+z2Fy46tVufMOzL9q6vhKYGvu3EPeP836dyjopm8dz//xU8fXAFty5+6Zfw3wbHN8LJOPdK7InX2eHvZE+fntiTLeP816e2L8/PZE+deo2I4YMs/U2uI6Y+D1KbZDBs5TbKf0naW1vqh+GXhtiu2bgfMsS/9kH3ZqoCuY7G7tAjY2r93HZMcY4FDgZWAn8CFwau7MPfNfwGQ371cmv53Ynjtzz/xvAd8D25rHptyZe+Z/FNjeZN+82A+8EvO31hb3A7nD+X+gOf+fNOf/jNyZe+YPJh+j3QF8BqzLnXkeH/ZE8fntiYz5W2vtifHz2xPlX6OiO2LAPEV3xoB5iu6QAfMU3Sl9ZmmtLa5fBlybovtmwDzL0j/RfDNJkiRJkiTNmVLuMSRJkiRJkqSRuTEkSZIkSZI0p9wYkiRJkiRJmlNuDEmSJEmSJM0pN4YkSZIkSZLmlBtDkiRJkiRJc8qNIUmSJEmSpDn1D6kNMiQTlJECAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "patientList=list(set(patients))\n", "plotSummary(db,project,patientList,'W','mean')" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3/dist-packages/urllib3/connection.py:391: SubjectAltNameWarning: Certificate for merlin.fmf.uni-lj.si has no `subjectAltName`, falling back to check for a `commonName` for now. This feature is being removed by major browsers and deprecated by RFC 2818. (See https://github.com/urllib3/urllib3/issues/497 for details.)\n", " warnings.warn(\n", "/usr/lib/python3/dist-packages/urllib3/connection.py:391: SubjectAltNameWarning: Certificate for merlin.fmf.uni-lj.si has no `subjectAltName`, falling back to check for a `commonName` for now. This feature is being removed by major browsers and deprecated by RFC 2818. (See https://github.com/urllib3/urllib3/issues/497 for details.)\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "patientList=list(set(patients))\n", "plotSummary(db,project,patientList,'M','mean')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }