diff --git a/CG_Parallel/plotting/Hilbert_2000.csv b/CG_Parallel/plotting/Hilbert_2000.csv new file mode 100644 index 0000000..5bfa306 --- /dev/null +++ b/CG_Parallel/plotting/Hilbert_2000.csv @@ -0,0 +1,20 @@ +N_Processors,Speedup +1,1 +2,1.647233221 +4,2.040371178 +6,3.949746118 +8,4.184468412 +10,4.278007162 +12,8.118305536 +14,4.814389958 +16,3.850232312 +18,1.365520142 +20,4.603770437 +22,4.724220726 +24,2.335590351 +26,1.505181818 +28,2.755091853 +30,3.026348258 +32,2.653131535 +64,1.947000476 +128,1.264675104 \ No newline at end of file diff --git a/CG_Parallel/plotting/Hilbert_4000.csv b/CG_Parallel/plotting/Hilbert_4000.csv new file mode 100644 index 0000000..77d51ec --- /dev/null +++ b/CG_Parallel/plotting/Hilbert_4000.csv @@ -0,0 +1,20 @@ +N_Processors,Speedup +1,1 +2,1.721718461 +4,2.795947672 +6, +8,6.38760272 +10,6.086472314 +12, +14, +16,5.446318418 +18,3.888240118 +20,8.178519466 +22,5.185091807 +24,4.27335542 +26,4.284080547 +28,3.96249439 +30,4.115842436 +32,8.680166047 +64,3.717929357 +128,5.610391005 \ No newline at end of file diff --git a/CG_Parallel/plotting/Plotting_Results.ipynb b/CG_Parallel/plotting/Plotting_Results.ipynb new file mode 100644 index 0000000..390b5da --- /dev/null +++ b/CG_Parallel/plotting/Plotting_Results.ipynb @@ -0,0 +1,361 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Hilbert_2000.csv Theo_Strong.csv\t Tridiagonal_4000.csv Weak_Scaling.csv\r\n", + "Hilbert_4000.csv Tridiagonal_10000.csv Untitled.ipynb\r\n" + ] + } + ], + "source": [ + "!ls" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "files_strong = ['Hilbert_2000.csv','Hilbert_4000.csv','Theo_Strong.csv', 'Tridiagonal_4000.csv','Tridiagonal_10000.csv']" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "file_weak = ['Weak_Scaling.csv']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Weak Scaling" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [], + "source": [ + "weak_df = pd.read_csv(file_weak[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
N_ProcessorsSpeedup_HilbertSpeedup_TridiagonalSpeedup_Theoretical
011.0000001.0000001.00
121.5493961.8600681.99
242.7288982.1345123.97
365.6445533.8828875.95
485.7061585.3373817.93
5109.4675184.7859379.91
61211.5352785.21694811.89
\n", + "
" + ], + "text/plain": [ + " N_Processors Speedup_Hilbert Speedup_Tridiagonal Speedup_Theoretical\n", + "0 1 1.000000 1.000000 1.00\n", + "1 2 1.549396 1.860068 1.99\n", + "2 4 2.728898 2.134512 3.97\n", + "3 6 5.644553 3.882887 5.95\n", + "4 8 5.706158 5.337381 7.93\n", + "5 10 9.467518 4.785937 9.91\n", + "6 12 11.535278 5.216948 11.89" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "weak_df.head(7)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [], + "source": [ + "x_label = 'Number of processors (p)'\n", + "y_label = 'Speedup: $T(p=1)/T(p)$'\n", + "legend_labels = ['Hilbert','Tridiagonal','Theoretical']\n", + "title = 'Weak Scaling (8Gflops per processor)'\n", + "n_columns = 3\n", + "small = True\n", + "n_small = 7" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [], + "source": [ + "y_columns=['Speedup_Hilbert','Speedup_Tridiagonal','Speedup_Theoretical']" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAu0AAALkCAYAAAC7sQuvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3Xd4FNX6wPHvSSOFUBNAWoKAVFFpUgXpVwEB8V4LAoLhKpZr4XoFC0FFUFQUsYCADSw/RUTxihSJogJSFJXOpfcOIb2c3x9ndrO72d1s6i7wfp5nn2RmzsycnZ2dfefMKUprjRBCCCGEECJwBfk7A0IIIYQQQgjvJGgXQgghhBAiwEnQLoQQQgghRICToF0IIYQQQogAJ0G7EEIIIYQQAU6CdiGEEEIIIQKcBO3Cb5RSkUqpLKWUVkpNKyDtV1Y6rZQaXUDaXVa65SWb46JTSoU45H9IKe6nsVJqqlLqN6XUGaVUtlLqnFJqk1LqE6XUvUqppqW1/6JQSv1kHZdZbpbdbS3L9kfeSppSaoL1fl7ykqaFUmqmUmqbUipFKZWhlNqvlPpSKTWgEPsKU0rdqZSap5TarpQ6bX3fTlrnx2yl1CClVHgB26lt5WeXlRfbedzcWu7x8xNCBDbrOqCVUg/5Oy+iYCH+zoC4dGmtU5VSG4C2QCdP6ZRSCujoMKsT8KaHtLWAetbkyhLK6gVBKfVvYCIQ6rIoGmhqvf4B5CDf/TKnlKoBPAqkAVM8pHkAeIX8n09t63WTUmoBcKvWOtPLvm4CpgF13SyuYr2uBkYAx5VSiVrrfN8ppVQlYJW1byHExWcSMAx4Qik1R2t9zt8ZEp5JSbvwN1tg3UIpFe0hTVNMkJFhTXsM8F2WXTJBu1JqOPAiJmDfAzyICcpigVpANyAR2OSXDAqA8UAUMFNrfdR1oVLqOkygHQLsBG4H6gM1gZ5AkpV0IOazdEsp9SiwABOwp2NucP8GXI75HjUE+gJvA+cx58hjHjY3BBOw5wJDgRqYm8BoYLMP71kIEcC01juBj4EY4N9+zo4ogATtwt9sgXUw0N5DGlsg/g1wEqijlHJXguiYNhtYXSI5DHDWk4jnrMmdwNVa69e11hu11ie01oe01iu01hO01s2B7v7LbeForWdprZXW+oJ+MqCUqgaMtCane0h2v/X3HNBNa/2x1nqX1vqw1noZ0AtYZ6VJsD531/3ciCnFV5iguonW+j6t9WKt9W6t9Wmt9U6t9Tda63sxgfxswNPQ2FdafzdorT/UWh/VWp+3XrmFOARCiMBluyb9SykV5decCK8kaBf+9hN5AUNnD2k6O6T9pYC0tqB9g9Y6pfjZuyA0wZSmA7yjtT7rLbHW+ofSz5JwMRzzFGStVbLlzlXW35Va6/2uC7XWWcD/WZMxmFJzO6VUGDATE7CfBnpqrfd4y5TW+rjW+m7AUzuRSOuv13NKCHHh0lqvAXZhnqD93c/ZEV5I0C78Smt9EthqTXqq9mKb/xPws6e0VvUaW8mgx6oxSqm6SqmXlVJ/Wo0006yGetOVUnFe1quglPq7UmqulT5VKZWulNprNfK8ztt7LYhSqptSKtlqFLSkECUeMQ7/F7s+olKqqVLqDaXUZuv4pCiltiqlFiilhiulyrmkD1dK9VVKvWM1eD1vNVg8pJRaqJTqX4y8eGyIqpRq4NAospNSqpxSaqz1uaZYDXGXKaV6+7Cf3kqpxVYjzRTrfTyllIpQSvVw2E9R63bbStk/8pIm3frrrQTbtiyT/IH07ZiqNADPa60P+Zo5rfW3jtNKqQNKKY2pHgPQ3eEYaKXUk75u29peTaXUSw7nR4pSaotS6lWlVB0v68219rfMmu6mlFqklDpqfW+3KNO41+N3xfrePqmU+tU6J7Ks9f9SSn2glLpdKVWo30LXc0IpVcN6L/+zrglHrGtCCx+2FWO9h3XKNBZOV0rtUUq9q6zGvh7Wc2oArJQaqJT6znpvucpLY2cftjVYKbXC4fvwu1LqEaWUa3sZT8ejmvV52xpTa6VUeZd1inROOKwfpZR6VCmVpJQ6pvIabK9USj2jPFzLlXGbUuprpdRha70TSqmlyjTc9nguKHPNma7MtTHF+qwOWJ/dq0qprh7WG6hMZwqHlFKZSqmzSqmdylzn/608XFeUUsHKXAO/t/KYaW3jC6XU37zks9CfB/CJ9fduT9sVAUBrLS95+fUFzMCUtqcAoS7LajssC8EE6xr40812elvLNHCTh30NxwRH2sMrBejnYd2vvaxne03wsG6IQ5ohbpYPdMjX50BYIY5fc4dtf1bMz2I8pqGqt/fYyWWd1304Lu8BysM+bU9bZrlZdre1LNvNsgYO278RU3XE3b5zgRFe3nOil3z/DtzsMF27CMf0Sof1m3hJ966V5hRQw83yYMxNqwYWu1m+wOH9xhbzPDhQwOf5pC+fn8P3MtnLtlLx/H2da6VZBjxgvTd329gCVHezfh1gtw/nZ/lCHp8eDuteDxzysN1MYLCX7fQBznjJVzYwqqDvDTDVzbovFeL9OG7rJS/5WQlEFXA8egCHvR3j4pwT1vrXejnmtpe760mM9R68rfeth/fYC9OI3Nu669ysN7uAdTRwv5v1qmKqeHpb730gpLifh7VOZ4dllxXn+iGv0nv5PQPykhemNM92sWjnsuw2a/731nQ4pkFqLlDZJe2z5AUtVd3sxzH4WmRdhKtbF/Je5P1wpQHN3az/DqZnj36YqgyxmMZ+3YBPHbZ9g5t1PQbtwF2YH2fbj2ZwIY9fkMsP2OtAgyJ8DuMctrEeuAVz01QFc2Mw2voRcQ3an8U0arwZaIlprFgL0+PPDIf3NtrDfksiaN+FCX4eBOIxP3g3khewJXs4Jwa5vOde1vlQ3zoe6cD/HNIUJWgfba17Dgjykq6RdW5r4A8r/zFAeUwPS19Zy44DTd2sf8xavrUEvpOR1n4/sba5wpq2vUId0nr7/JqSF+gcwvRSUdM6R+4A9pMX3LZ0s74taD8AZFn7ut76fBtj6u/bbjJ/wOXGkLzvZTLwEKYqWRXM9/5aYAzwG8UL2ndjbrTuwXxfamCeethufDJwc7Nm7T/TSvMzMADzvamC+e7YPu9cTFUnT98b234+BdpZx6YJLtfSAt6PbVu278tCh21dDcxxeL8fFnA8DgBHgQTM9bE65poZVkLnRCPyAv6zwBNAM6Cytb+bMMHsGy7rhZF3Y38S05NTY6ASpnH2OId8feiybghw0Fq2DbgV0x6kkvWZdwcmA1+5rPc3h+Myz/pca1p5bYz5ffsUlxszzDV9hcPn/yrmGlwV0/brK4ftvlycz8NhnSjyrtX/KO41RF6l8/J7BuQlLyDO4QIzxmXZG9b8Zx3m/WLN6+uS1naR2+RmH1HACWv5VA/5CAV+tNJ8VYT38aK1bpKbZW6DduAR8koPXyzGMXS88XEMZD+x9tEaDyXd1vr1HS7Y37pe0F3fSyHzZgtad3tYXhJBeybQxk2aaxzSuP4wKvIC8s24CdwwXWQ6HtOiBO0fezov3KTtgucSxHRMaXw9N+tFOqRbWNTzyM127SXdXtJ4+/y+Je+GJd+NpPXdP2ml+cnL/jXwK1DOTZrHHNIMdFl2Di83jMU4Lo5BURbQ1k2a+uQFlwtdltkaCmtgPh5u5jDVqTSw0ctx18DsYr4fx2196e5agemFyJbmGi/HIwVo7GVfxT0nksgL2PMVrjikC3GZftxa7wRQ38M6jk9rWzrMb+kwP98Ns5c8TLPWWVPIz8PxuvOYm+UK80RWY34/rijq5+Gy3h/WOm8UJr/yKruX1GkXfqe13ospXYH8ddUd67Pb5KvXbtW1bGtNuqvPfgemlOI45uLtLh9ZmOohADcqpSr4kn8Hc62/HVQBA9YAKKWeA17GXIDHaa09dbtXIK31XEzpz2GH2fUwF/+XgbXA/5RSo5TK3+sIJrAOxpQK3qW99AGutS7sQEe24xKvlKpfyHV9NU9rvdZ1ptb6N+Ava7KNy+KOmNIygPFa6/Nu1v8UWFPMvNkGs9pVUEJtGgkPAna4WRyGqe7hrr5vZYf/PbZrsOrIlvfwKtEeepQZM8HWnuAV7aYBrvXdn2xNdlRKNfKyyce11hlu5r8M7LP+H+6yLNj663P9/iL4WGv9q+tMrfX/MEEbmOuJY9uTnpjS8CzMDYWndgxPWH9beKnfnoWHa1oRPaqtCM7FWEy1Fch/nB3N1FpvdbeguOeEUupKzI0tQKLW+i/X9R2243qdesD6O9H6bNyt8x2m4AbM0xKbYIf/C3Mu2dY77DVVfiOsv7sw1ZWcWJ/PA5iCFoV5WuuJx8/DDds1qpmP6UUZk6BdBApbUG4fREmZgV2aY0oSHLtvtAXtjj3ItCSvpwt3Qbutm8MfgVBPgQt5jWKDrG06UUrVtxr0rFOmUVuOrcEPsNFKFkreAE/uBCml3sT8IOcC92itJ3lJ7xMrwLwcE7zPxTzqdlQPU13l/9w0tupm/V2mtT5S2H0r0xAvUSn1i9V4LdvhuDg2mLyisNv20XdeltkC4Oou8ztYf3OB/3pZf2FRM2WJtf6e9pZIKRWqlJqNGcwIzA1XTWv9HpjqH92BZUqpovbw0BNT+uvudWsRt+lJB0xAAaY02ZPPHP731CvUWfL6qXeitc7BtDex7dPR79bfSUop12Ul5UsvyxZYf4Mx1U1sbNejjUCKl+vRcfLOm9Ye9rFOa328qJl38aeXgPYs5mkmOA925+pbL8uKe050c/j/Qy/rO1FKNSGvkfYPXm5cy2NKm8H5eG8lb5yQ95RSl+Mb2/nXVyl1v1Iq0mtqk9cg8s7jLz3d0GmtD+P+t9CVt8/Dle1ci/GaSviNBO0iUNgC7RjrAgvmwhUE/KWduzG0dfvYSuX1ZOJ40XIXtNtKa27Gc9CSjHMpSqzjBpRSt2NKbR8FWgEV8fwdquhhPpg64PdiSshu11rP8JK2ULTW6VrrT7XWd2qtL8c8XRiA+RG0lZ4NxtT9dmQrAd9IISmlumEaAo7H1LesgnPJlCNvx6U4vJVk2UoHI1zmx1l/D2rv3YNuL3KujKrWX69BO/AWpoTtENBBa/1/2vTRfkJrvRwTuK/A3BTOUabvdxvHbRf2CVFpiXP4f4unRNp0S2k7/p7GX9jupTQa8m62Y5RzTzL/wXzPGgM/Wz19zFNK/bMQgVdBvJViOi5zPB6261FrvF+Pksl7iuJ0PXLgenNeHAWVyNqWx3lJ4y0/xT0nbNepQ1rrE17248rxCc56vB9v23gJ9uOttU4m7ynsTZinln8qpd5USv1DKeXU/aqD9zHX1GBMW6MTyvRo9bRS6jqllLvrZBVMuxEoeAAz22B5nr43ULjz45T119O5JvxMgnYRKBwD7U4ufx2rxqC1PoYpPS1HXpUYW9p9Wut95FeUYNHetaFSqiGmB5Rwa9/3YBpoVccESdHWtI23qga2H+EcCg7kikVrfUprvVBr/XdMw1Ib1365bT8SyYXZvvVj9TmmQdZhzA1NG+AyzDGPxrk/8dIaJCnHhzSu1YJswV1B/fnnqzZT0qwu32yPuKe5C0isEuVnrMkozM2XbVkqplQWnAMU120s1mawKqW1VrivalNSbOdUug9VqmzH2NOoyIX5jOxd2Wmtf8Lc/H+DqUpQC1Pt4W1M4PWDUqpVAdsuiLe8OS5z7GKvWNcjF2lF2JYnvh5n1+4CHXnLT3HPCdv/hbpOUQLHW2v9AuZp1HprVnNM4csnwBFlug+t5rJOJqY6z4uY72cE5inLBMyTs/1Kqftcqiw6HtuCrj224+DpewMle34IP5OgXQSKTeTd5Xd2+ftz/uT5HgvaHtd66p/ddvGb4xi0FPCa67D+SEwJ52mgvdZ6hjYjjh7TWidb9aHd9mHsxn8wVSDCgS+tkupSp7WeT141koYuJZIFBU2e/B1zE5INdNVav6K1Xqe1PqK1PmcdF0+l7v5mC1AK6g/fW4Dii5PWX0+lcWCqTtiuxxu8pFvv8H8Tl2W278QVSqlAKCmznVPhPtSXL+imsTCfkVOgY52PfTHHvzcmYLLVQb8OWKmUuoqi85Y3d98xx/+/L8T16DlKn6/Huag3ssU9J3wJUr3tF6Cuj8e7getGrKeYrTFVbW7BtFnYjbn234l5mhPlss5ZrfV/ML3jXAPchynoSMUUbkwHJnrIa0HXniIVtnhhu0aVVHUrUcIkaBcBwWpYY29gqszojrY6hT+5WcUxbWPy6uB5CtptDWyK+kjcNkjKcm0GhHLH40AoLpIx/TP/iil5+Vop1cX7KiVmk8P/jvUrbQ3CChwMxoUt/e9aa0/VSHw9LmVtr/W3lusPrYvi1sO3/QBW9pLGteqOJ44lcq7VRRY6pBnm4/ZK0x6H/xt7SqTMIDi247/XQ7Ir3LTDcGTb/glPVZ2sm+slWutErfW1QFdMjzwRmB5oisrje3NZ5vjeins9Ki3e3ovjck+fU0H2+LIvL+eE7TpV06Vhb0EcG4EX+5hb1dY+11r/C1Nlx3b+NMC5AavjOrla69+11m9qrW/BPOWy/Y496jDY0SnygnDXG3NXtgajRf08XNmuURK0BygJ2kUgsQXn9TD1sMOBAx6qu9gudh0wpWU2noL2pbb0Vg8GhWV7VOqt1NjtxdodrfU5TJ/g6zDB8zdKKW+NiUqKbeS9TPJKgAGWW397KqVcG2x6U6LHpYzZ2kYEYfpT9qTII7pabPVSvfWc49j4N18DaAeOVTlcvxcfkdcmY5xSqib+ZeuaFUxbEk8GO/zv7gYdTPWGru4WWPWC+zns0ydWTz22876gYNWbAT4sy8G5Mb3tehSvlHLt1cifrvRU118pVRHTRz64f/rpi+KeE987/D8E320kLxAtaiNut6wCp5fIKyH36VzSWp/C9L8Opmeoetb8XPLO4wGeblaVUjXwUIW0GGyf/SavqYTfSNAuAoljwG3rwszTxWgrpkSiIqZ+OZgg1FPjpvet9GHAuwV1yeim6zlbY55OVq82rulvx/TM4TOrcW0vzOAuUcB/i9LDhVLqCmWG7fZWkotVd9cWRCx3adj3NiawKAfMVh6GK7e24/hY23Zcmrn7sVdKXUde92WB5mfy8j/BXWm7UuoWnHv9KArbed3SQ8MzMD/Strqn9yulqromsNZ92mHWEsflVv3ZUZigqDKwVCnlrRejUqW1PgQstiYf9nB+1MV0JQjws9Z6m5dNTnZoeO7oUfIa4r3nsO3y3m7QrWDIdnw8PT3zxW1KqbauM5Xp3tTW4Psbl3YK/yWvUec7Pnx3vXWFWdJecaljbTOJvKdz7xdlw8U9J7Tp4jHJmkx06LQgH8frlHWtswXIo5RSvd2vZV+3ohUU26ZrF/A0rgZ5Twbs55IPn5vjjbzjOTjHYfnDbvKngNfIG//j3QL2UyDr/dm6p/VU+CX8TQdAZ/HykpfWGkxAnYrzgDL5hnd2SP+1S9ovC9j+APIGMtqEafhXH9OI8jJMvfh/Y/o0/91lXcdBN1ZhSv1iMaUqz2N6qNjskMZ11FBvI6JWwXQNZuse8dpCHrerrXVTMaPuDSFv5McYTMPQZ8kb6MXTYDCOI6KuxZSE1cIEgE0xAeEvju/N2o/tmG7BjOJZHVNi829M6ZPjcRniZr8lMbhSJy/Hx+MAQZh6qY7vuSemt5d6mBvHNIo/IuqVDut7GwzmeYd0W6281bDy0428wcM08LmX7Yxx+EzSMIPi/A0zUmwl6/NpjQkof3PY5u2FOXY+fn6Oo18eBIZivms1MKNB7rOWZQKtvOzfcUTUrtYxaYRp4Od2RFTr/MgEvsBUF2qG+U5cZm3DcVTJEYX8TN2NiPpPzPeluvXeHEdEdTeCbVtM9RxtHYcHMN8n22fUBtOTyQrgdGGOexHOUXcjora1jlcLCjciqtfvSAmcE44jop7GfE+bWsetDtAXmA1Md1mvHOZph+0a+AampLqa9T6vwJTwz8GMdTDA5Tp0ClO4cRPm+lYZ850ajOlVzJbnxi7HdSPmJqST9T6rWOfiE+SNgPyjS14dR0TNwYzE3dRa91pMN6O2413QiKg+XbMw7cNs61xW3HNKXqXz8nsG5CUvxxfOgYkGrvaS9nGXtI/6sP1bHC743l6/uln3PS/pN2Gq6hQ6aLeWx5A3Gt0Z3Izu6eU9NXa4+Bf0OoXLqJEu23qGvIDP08v1vSV6SXvA+oHy9t79FrRby5/zkv+NmB9l23SNIp7X2wo6RzFVjD704TNcAVQoYH8DyQt+CnodwwSHwYU9dgV9ftbyPnj/zqXiECB52j/mJsPTubkFqO7l/PD2egcvowV7yJdjUNQN03OSu21nAoO9bKcLpmpUgZ9RYY97Id+PfVuYwao85WMlEFXA8SgwSCzOOWGt386H4+buelKZvBFZC3rd4OY65O2VicvNH84jzXp67cD9KMdVybvJ8PR6HzcjVBf287DWedZK/0txzyd5ld7L7xmQl7wcX5ig0XaxOYebQMIhbWeXC1i+0mMP68UAT2GqR5zAlLokYwLvDzGjp7r7YVKYLr7WY0qKkjGB9tOYR6Meg0gKCNqtNLHkldicxmEYbR/eU0VMd2RvY0bwPG69rzRMadYSTAlsjA/bugoTyOzA/HiewwRFn2CCwTA36/zd+oE6j+mVZSswxXpPBd2w+DVot9L0wfSsc9p6z5sxNyOR1nu27SffeeHj5/Nva/11PqTtiamfvsv6/DIwddW/xpREuh3y3s12ymFKMT+2PsuzmMDiBObJzizM05R8n2chj12BwSOmt42XreOa4nCOvAbU8XX/mOpk31rnd7q1jWfcfS6Y0spOmN5iVmCemKRa6+22jkuPIn6eTkEReb2A7LK2fxT4FGjhw7bKY6pAfI+5gcqyjs92zPgKCUDlohz3Qrwfp21hBvb6AXOTn2qdL48Aob4cDx/3WaRzwmH9CpgS7FVWPjMwDTKTrLzW9LJub8xTyd3W+8vE3HglWedTC5f0UZh2E9Mw19cD1jrnMdfs13EoYXdYLx7zBOYzK91J6/M9Ye3rISDCSz6Drc//e2tdWz4X4HBTUUKfx04rfaGeOsmrbF/K+rCEEEK4oZQag7kBOaO19lr32Ms2qmF+6EOBRtpzTzvCgVJqLuYmernWuoe/82OjlOpBXmPSOlrrA/7MT3EppX7CVA+crbW+29/5EWXLapOxBlMQdZn2Ptic8CNpiCqEEN7ZeiZZ7zWVF9oMCDbLmryv2DkSQoiSYxsFdpoE7IFNgnYhxCXNyxDkKKX+QV6Xop8Vc1cTMFUAEhx7phBCCH+xejm6HVNl50U/Z0cUQIJ2IcSlbrVS6g2lVDelVA2lVBWlVCul1MuYOtVg6kN/WJydaK2PYurwRmDquAshhL+Nw9Sdn6jN+CEigBU0jLAQQlzsIoHR1sudg8BNWuvU4u5Iaz0eGF/c7QghREnQWo8ERvo7H8I3ErQLIS51ozCjnrbH9BVdGdMrxHZMX97TpQRKCCGEv0nvMW7ExMTo+Ph4f2eDlJQUoqK8DcImhP/I+SkCmZyfIpDJ+SkcrV+//oTWOragdFLS7kZ8fDzr1q3zdzZISkqia9eu/s6GEG7J+SkCmZyfIpDJ+SkcKaX2+pJOGqIKIYQQQggR4CRoF0IIIYQQIsBJ0C6EEEIIIUSAk6BdCCGEEEKIACdBuxBCCCGEEAFOgnYhhBBCCCECnATtQgghhBBCBDjpp70Y0tPTOX78OOnp6WRnZ5f49itWrMiWLVtKfLvi4hMaGkq1atWoUKGCv7MihBBCiFIgQXsRnT17lqNHjxIbG0uNGjUICQlBKVWi+0hOTiY6OrpEtykuPlpr0tLSOHjwIIAE7kIIIcRFSKrHFNGJEyeoXbs2lStXJjQ0tMQDdiF8pZQiMjKSWrVqcezYMX9nRwghhBClQIL2IsrMzCQiIsLf2RDCLiIigqysLH9nQwghhBClQIL2YpDSdRFI5HwUQgghLl4StAshhBBCCBHgJGgXQgghhBAiwEnQLkpF165diY+Pd5o3fPjwfFU43M0TQgghhBDOJGgXBUpKSkIpxUsvveQxjVKKvn37lmGuiicpKYnExETOnDnj76wIIYQQQhRIgnZRKpYsWcK2bdv8nQ2PkpKSmDBhggTtQgghhLggSNAuSkVYWBjlypXzdzbySU5O9ncWhBBCCCEKTYJ2USrc1Wn35vjx4wwdOpSqVasSFRVF9+7d2bBhg9u0n376KZ06dSI6OprIyEiuvfZaPv/883zplFIMHz6c5cuX06lTJ8qXL0+/fv0YPnw4EyZMAKBevXoopVBKkZiYWJS3KoQQQghR6kL8nQFx4UhNTeXEiROlsu0+ffpQpUoVEhMTOXLkCNOnT6dLly6sWrWK5s2b29M9+eSTTJw4kT59+vDss88SFBTEggULuOWWW5g+fTr33Xef03bXrVvH/PnzSUhIYNiwYQA0b96cc+fOsWDBAqZOnUpMTAwALVq0KJX3JoQQQghRXBK0C5+NHz+e8ePHl8q24+LimD9/vr0nmUGDBtGmTRvGjBnD4sWLAdiwYQMTJ05k7NixPP/88/Z1H3zwQQYMGMDYsWMZOnQo0dHR9mWbNm1i6dKl9OjRw2l/LVq0YMGCBQwYMKBQTwSEEEIIIfxBgvZSMHXpdl5bvsOntLe1rcOkQc4lvGO/+IOPf93v0/r/6t6Qh3te4TRv5HtrWb71mNc0RTFq1ChuueUWt8t69uxZrG0/9thjTl0/tmrVip49e7Js2TLOnz9P+fLlmTdvHkophg0blq/Ev3///ixcuJBVq1bRq1cv+/yrrroqX8AuhBBCCHGhkaBd+Kxhw4alFgA3adIk37ymTZuyZMkS9u7dS7NmzdiyZQtaaxo3buxxO0ePHnWavuKK4t+sCCGEEEL4mwTt4oKhtUYpxbfffktwcLDbNM2aNXOajoyMLIusCSGEEEKUKgnaS8HDPa8oVnWUSYNaMGlQC5KTk53qZ/tq9vA2Rd63v2zZsoV27do5zdu8eTPBwcHExcUBpqR/8eLF1K1b123JfGHIKKxCCCGEuJBIl48iILz44otore3TGzZsYNmyZXTv3p3y5csDcOeddwIwbtw4cnIWL33DAAAgAElEQVRy8m3DtWqMN7Ztnjp1qjjZFkIIIYQoE1LSLgLC3r176d27N/379+fw4cNMnz6diIgIpkyZYk/Tpk0bEhMTSUxM5Oqrr+aWW26hZs2aHD58mPXr1/Pf//6XzMxMn/ZnK9X/z3/+wx133EF4eDjNmzd36l5SCCGEECJQSNAuAsLixYt55JFHGD9+PGlpabRr144pU6bk6zt9/PjxtG7dmmnTpvHqq6+SkpJCtWrVaN68OdOmTfN5fx07duSFF17g7bffJiEhgezsbMaPHy9BuxBCCHGRS8lKYfHuxexN3ktcdBx96vUhKjTK39kqkHKskiCM1q1b63Xr1nlNs2XLlmLXqy5IUeu0i0tXWZyXNklJSXTt2rVM9iVEYcn5KQKZnJ/+s+HoBkYvG00uuaRlpxEREkEQQbzZ401aVm/plzwppdZrrVsXlE7qtAshhBBCiIteSlYKo5eNJiU7hbTsNADSstNIyTbzU7NS/ZxD7yRoF0IIIYQQF73FuxeTS67bZbnksnjP4jLOUeFI0C6EEEIIIS56f538y17C7iotO4195/aVcY4KR4J2IYQQQghxUdt3bh9L9izxuDwiJIK6FeqWYY4KT4J2IYQQQghx0dp1dhd3Lb6Lc5nnPKYJIog+8X3KMFeFJ10+CiGEEEKIi9LO0zu5e8ndnEw/CUBYUBgKRa5WZOl0QlU4ocGm95jI0Eg/59Y7CdqFEEIIIcRFZ9upbSQsSeB0xmnAVIF5oNkkJn95HqI2khV0jNzcamSkXEVOx3j/ZtYHUj1GCCGEEEJcVDaf3MzIJSPtAXtkSCRTu7zB5AVZpKSHkHKyFZnH/0bKyVakpIcw/N1fScnI9nOuvZOgXQghhBBCXDT+PP4ndy+5m7MZZwEoH1qemb1msv9QdXJz3Q8qqjUs+uNQWWaz0CRoF0IIIYQQF4Xfj/1OwtIEkjOTAYgOi2ZWr1lcFXsVe06mkJblvp/21Mwc9pyQwZWEEEIIIYQodbk6l1xtAvNK5Soxp/ccmsU0AyC+ahSRYcFu14sMCyY+JrAbokrQLoQQQgghLgotq7dkerfp1Cpfizm959C4SmP7sr5X1UQp9+spBX1b1CyjXBaNBO2iTN16662Eh4f7lHbr1q0opZg8ebLXeRe79PR0lFLcc889/s6KEEIIEfDaXtaWrwd8TcPKDdFaM2/NXpLTsyhfLoT37mpLVLlge4l7ZFgwUeWCrfmB3aliYOdO+J3ydEvqxu7du4mPjy+9zAghhBBCOPj54M/Uia6TbzTT0OBQAKZ/v5OXl27n07X7ef+utrSJr8Kv43qw6I9D7DmRSnxMJH1b1Az4gB0kaBcF+PDDD52mV65cycyZMxk1ahSdO3d2WhYbG+vT9nJz3TcC8UWjRo1IS0sjNDS0yNsQQgghxIVv+b7ljPlhDDERMbzb+11qR9d2Wj7np928vHQ7AH8cOMsbK3byZN+mRJUL4R9t6rrbZECToF14NWTIEKfp7OxsZs6cSfv27fMt80RrTWpqKlFRUcUOtpVSPlevEUIIIcTF6bs93/H4j4+TrbM5knKExF8SmdV7ln35/63bzzOLNtunOzeM4d99GvkjqyVG6rSLErV48WKUUnz88ce89tprNG7cmHLlyvH6668Dnuu0JyUl0a5dOyIiIqhRowYPPfQQqan5u17yVKf9tddeo3v37tSsWZOwsDBq1qzJsGHD2L9/f75tZGdnM378eOrUqUN4eDjXXHMNX3zxBY8//jhKKY4cOeKUfsOGDfTv358qVaoQHh5O8+bNmTp1ar4nBrb3durUKRISEoiNjSUiIoLrrruO9evXO6XNysri2WefpVOnTlSvXp2wsDDi4+O5//77OX36tG8HWwghhLgEfbPrGx778TGytRkMKa5CHM91ei5v+R+HeXz+H/bp1nGVmXFnK8qFuO855kIhJe2iVLzwwgucPXuWESNGUK1aNS6//HKPaVeuXEmvXr2oUqUKY8eOJTo6mnnz5vHjjz/6vL8XX3yR66+/nt69e1OpUiX++OMP5syZw4oVK/jzzz+pWLGiPW1CQgLvvfcePXv25LHHHuPIkSOMHDnSbR5/+eUXunfvTmRkJPfddx+xsbF8+eWXPPLII/z111/Mnj3bKX1ubi49evQgLi6OxMREjh07xiuvvMKNN97Irl27iIw03UmlpKQwdepUbr75ZgYNGkRkZCSrV69mxowZrFq1ijVr1hASIl9PIYQQwtHCnQt5+pen7d061qtYj1m9ZlEtshoAK7Ye46FPf8M2hlKzmhWYPbwNkWEX/m/qhf8OREA6dOgQW7dupUqVKgWm/de//kVwcDCrVq2iXr16ANx77720a9fO5/1t376dqKgop3l/+9vf6Nu3L++//z4PPvggYErN33vvPfr378+XX35pb2g7cOBA2rZtm2+7DzzwADk5Ofz00080adIEgPvvv5+BAwcyZ84cRowYQceOHe3ps7Ky6Nq1K6+88op9XoMGDRg6dCifffYZw4YNA6BChQocOnTI6anDPffcQ5s2bbj//vv573//S//+/X1+/0IIIcTFbv72+UxYNQGNicgbVGrAO73eISYiBoDVu05yz9z1ZOWY5fVjo/hgRFsqRlwc7eAkaC8NKybBDz52SdhyGPSf5jzvqwdhw/tE+7J+l8fh+rHO8z76B2xf7D1NKRsxYoRPAfu+ffv47bffGDJkiD1gBwgPD+df//oXI0aM8Gl/toA9NzeX5ORksrKyaNu2LREREaxZs8ae7uuvvwbgoYcecuoZp3Xr1nTt2pUVK1Y45W3Dhg3cdttt9oAdICgoiHHjxvHVV1+xYMECp6Ad4OGHH3aa7tatGwA7duxw2oYtYM/JySE5OZns7Gx72jVr1kjQLoQQQlg+2foJE9dMtE83qtyImb1mUiXcxBob95/h7vfXkZFtSuDrVIlg3t3tqFq+nF/yWxqkTrsoFVdccYVP6Xbt2gVA48aN8y1r2rSpz/v77rvvuO6664iMjKRSpUrExsZSrVo10tLSnOqI7969GzC90LhynWdL26xZs3xpbfNs+bcJDQ2ldm3n1utVq1YF4OTJk07z582bR+vWrQkPD6dy5crExsba37PUaxdCCCGMDzd/6BSwN63alNm9Z9sDdoAp323jfIap414tuhzzRrajRsWLq+MKKWkXpcJWd7ss/PTTT9xwww00adKEF198kfj4ePv+Bw0aVKwuJgsrKCjIY9/2Wmv7/x999BFDhgyhffv2TJ8+nVq1ahEeHk5aWhr9+/cv0zwLIYQQgUprzR/H8xqVtohpwVs936JCWAWndG/c0ZIR761l1/HzzL37WupWLbs4pKxI0F4arh9bvOoo/adB/2kkJycTHe1TJRlnt39a9H2XMVvjz61bt+Zbtnnz5nzz3Jk3bx65ubksWbKEmjXzhiA+ffo0ycnJTmltgz9t27bNKa1tnru8bdq0yWPevDWw9ebDDz8kOjqaFStWUK5c3qO733//vUjbE0IIIS5GSime7/w8WblZnEw7yVs93qJ8WPl86SpGhPLhyLYcOJ3GFdWLEDtdAKR6jPCrunXrcvXVV/P555/bq6MApKen89prr/m0jeBg04WTY0k2wHPPPZcvbb9+/QB49dVXndKvW7eOpKQkp7R16tShZcuWzJ8/n+3bt9vna63tXU4OHDjQpzy6y7NSyqlEXWvNxIkTvawlhBBCXHpCg0KZct0UZvScYQ/Ys3PyP5GODAu5aAN2kJJ2EQCmTp1Kz5496dChA/fee6+9y8egIN/uKQcNGsSbb75Jr169SEhIIDg4mG+//ZYdO3Y4dfUI0KpVK4YOHcoHH3xA79696d+/P0eOHOGNN96gZcuWrF+/3ql6y+uvv0737t3p0KEDo0ePJjY2loULF7J8+fJ8PccUxuDBg/nmm2/o3r07d9xxBxkZGcyfP5/MzMwibU8IIYS4GGitWXlwJZ1rdXb6PQ4NDiU02PQCczY1iyGz1zCsQzyDW9X2tKmLjpS0C7/r2rUrixcvpm7dujz//PO88MILdOrUiVmzZhW8MqZ3lk8++YTQ0FDGjRvHM888Q+XKlfnhhx/cDuQ0a9YsnnzySTZv3syYMWNYtGgRc+bMsXcxGRERYU/boUMHfv75Z9q3b8+0adMYM2YMhw8f5uWXX+add94p8nsePnw406dP5/Tp0zz66KO89NJLXHXVVSxatKjI2xRCCCEuZFprXl73Mvctv49XN7ya7wk6QEpGNne99yt/HjzLmM828sGqPWWeT39R7g7Ipa5169Z63bp1XtNs2bLFqRvA0lDkOu2iSHr27Mm6desu6J5byuK8tElKSqJr165lsi8hCkvOTxHI5PzMT2vN5F8n89HWj+zzJnWeRN/L+9qn07NyGPn+Wn7emdcb25TBLbildZ0yzWtJU0qt11q3LiidlLSLS05aWlq+eWvXrmX58uX06NHDDzkSQgghLl25OpfnVj/nFLB3r9ud3nG97dNZObk88PFvTgF7Yr+mF3zAXhhSp11ccmbOnMn8+fPp06cPMTExbN68mZkzZxIZGcn48eP9nT0hhBDikpGTm8OEVRNYsHOBfV7v+N5M6jyJ0CBThz03V/PvzzaydPNRe5oxva5geMd6+bZ3MZOgXVxyWrduzaJFi3jttdc4ffo0FSpUoFevXkyYMIHmzZv7O3tCCCHEJSEnN4enfn6Kr3d9bZ934+U38lzH5wgJMiGq1pqnFv7Fl78fsqf5Z5fLue/6BmWeX3+ToF1ccjp27MjSpUv9nQ0hhBDikpWdm824leP4ds+39nk31b+JCR0mEByU15Xz5MVbmbdmnz3NHdfW5fE+jT0OZHgxk6BdCCGEEEKUmazcLP7z439YujevAO3mhjfzdPunCVJ5zS3fTPofM37YZZ8ecHVNnr2p+SUZsIME7UIIIYQQogztO7ePXw79Yp++tdGtjL12rFPADlCzUjjBQYqcXE3PptWZcstVBAVdmgE7SO8xQgghhBCiDNWvVJ+3erxFREgEQ5oMYdy14/IF7AADr6nNm3e0pFvjarx+2zWEBl/aYauUtAshhBBCiDJ1TbVrmN9vPrWja3ut7tK7WQ16Na1+yVaJcXRp37IIIYQQQohSlZqVyr5z+/LNr1OhjlMw/uvuU5xJzcyXTgJ246IO2pVSTymltiulcpVSA/ydHyGEEEKIS0lKVgr3LruXYYuHsefsHo/p1uw6yZ2z13DrzNUcS04vuwxeQC7qoB1YCvQBfvR3RoQQQgghLiXJmcmMWjqKDcc2cCLtBCOXjCQ5Mzlfuj8OnGHk++vIyM5l65FkHv2/jX7IbeALqKBdKVVbKfW6UmqVUipVKaWVUvEe0tZRSn2ulDqrlDqnlPpCKVXXMY3WerXWepe79YUQQgghROk4m3GWhCUJ/HH8D/u8oU2HEh0W7ZRu25Fkhs75lfMZ2QDERpfj2ZtkoEN3AipoBxoAfwdOAys9JVJKRQLfA42BYcCdQENghVIqqgzyKTxISkpCKcV7773n76yUCaUUw4cPL/X9xMfH07Vr11LfjxBCCFFcp9NPc/eSu9l0cpN93ti2YxnWbJhTuj0nUhgyew1nUrMAqBQZytyR1xIfI6GcO4EWtP+ota6utb4B+MxLugTgcmCA1vpLrfVCoD8QB/yzDPJ5yVBK+fzas2ePv7Nb4s6cOUNiYiJJSUn+zooQQggR8E6mnWTkkpFsPbXVPu/p9k9ze5PbndIdPpvGHbPWcDw5A4Dy5UJ4/662NKrhXBIv8gRUl49a61wfk/YHVmutdzqsu1sp9TNwE/BKaeTvUvThhx86Ta9cuZKZM2cyatQoOnfu7LQsNjb2ogvcz5w5w4QJEwDclnSnpaURHBxcxrkSQgghAkdKVgqLdy9my6ktLN+3nBNpJwBQKCZ0mMDAhgOd0p84n8GQWWs4eCYNgHIhQcwa1pqr6lQq87xfSAIqaC+EZsBCN/M3AbeUcV4uakOGDHGazs7OZubMmbRv3z7fskCXnJxMdHTJ3sGHh4eX6PaEEEKIC8mGoxsYvWw0OTqH9Jy8Xl8UiomdJtKvfj+n9GfTshg6+1f+dzwFgNBgxdt3tqLd5VXLNN8Xogs1aK+Cqffu6hRQ2TahlEoE7gZigeZKqelAO631AdcVlVKjgFEA1atXL7A6RMWKFUlOzt8CuiTl5OSU+j4KKz093f7XXd5SU1Pty9966y2mTZvGrl27qF69OgkJCTz00EP51tmwYQMvvfQSv/zyC+fPn6du3brcdtttPPzww4SEOJ+iP//8My+++CLr168nMzOTRo0akZCQwNChQ53S3XDDDezbt4+vv/6ap59+mh9++IEzZ85w7tw5ALTWzJ49mw8++IBt27YRFBREy5Yt+c9//sN1110HmKcKN954IwATJkywl7jXrVuXv/76C4AKFSpw++238/bbbzvt/8cff2TatGmsXbuW1NRULrvsMjp37swzzzxD1armwvTOO++waNEitm7dyokTJ6hSpQpdunThqaeeIi4uzml7Wmufzof09PQyq8pz/vx5qTYkApacnyKQXSznZ67OZfvp7QwNH8rqjNX8lvMbYAL2nuE9idoXRdL+JKd1PticwebD2VY6SLgyDHV4M0mHN5dx7i88F2rQ7hOtdSKQ6GPamcBMgNatW+uCGv1t2bKlxEttXZVGyXBx2UqWw8PD3eYtMjISgPfee4+jR48ycuRIKlWqxNy5c3n66aepX78+t9+eV6/tm2++YdCgQTRo0IAxY8ZQpUoVVq1axcSJE9myZQuffZbXtOHrr79m4MCB1KhRg0cffZTo6Gg++eQT7r//fg4dOsTEiRPtaYODg0lJSeHGG2+kY8eOPP/88xw7dsye5yFDhvDxxx8zePBgRo4cSUZGBvPmzeOmm27iiy++oH///rRq1YqpU6fy8MMPM3DgQAYNGgRA+fLlnd57aGio0/SMGTO49957qVWrFqNHjyYuLs5+A3HmzBni4+MBmD59Ou3ataN3795UqVKFv/76i1mzZrFy5Ur+/PNPe3APpm1BcHBwgedDeHg411xzjfcPsYQkJSVJ41gRsOT8FIHsYjk/52+fz5xDc0jLTnOar9GszF5Jx9odGdRwkNOy1u2zSXh/Hat2neSFm1vw9zZ1yjLLFzatdUC+MCXkGoh3s+woMMPN/DeB48Xdd6tWrXRBNm/eXGCa4jp37lyp76Ow3n33XQ3od9991+3yFStWaEBfdtll+syZM/b5KSkpOiYmRrdr184+Ly0tTVevXl137txZZ2VlOW3nlVde0YBesWKF1lrr7OxsXbduXV2xYkV98OBBe7qMjAzdoUMHHRQUpLdv326f36VLFw3oJ554Il8ev/jiCw3oGTNmOM3PysrSrVq10vHx8To3N1drrfXu3bs1oMePH+/2/QJ62LBh9un9+/frsLAw3aRJE3369Ol86XNycuz/nz9/Pt/yZcuWaUC/8MILTvPj4uJ0ly5d3ObBUVmclza2z0aIQCTnpwhkF8v5+fK6l3Xz95p7fE1dN9XtemmZ2fq7vw6XcW4DF7BO+xCfXqgl7Zsw9dpdNQX8/nzlzd/f5K2Nb/mU9uaGN5PYIdFpXuIviczfMd+n9e+96l5GXz3aad79y+/nhwM/eE1T2u666y4qVqxon46MjKRdu3asWrXKPm/p0qUcPXqUSZMmcebMGaf1b7jhBh555BGWLFlC165dWb9+Pfv27ePhhx+mZs2a9nRhYWE89thjDBgwgIULFzJmzBin7bhOA8ydO5fo6GgGDBjAiRMnnJb169ePxMREduzYwRVXXFHo9/3ZZ5+RmZnJ+PHjqVQpf4OaoKC8DpuiokyXVrm5uSQnJ5OVlcVVV11FxYoVWbNmTaH3LYQQQpSV46nHqVu+LhEhEflK2gEiQiKoW6GumzUhPDSYXs1qlHYWLzoXatD+FfCSUupybQ2eZA3C1BF43I/5EpbLL78837yqVaty8uRJ+/SWLVsAGDFihMftHD16FIDdu3cD0KxZ/ns127xdu5zH0YqNjXUbOG/ZsoXk5GSqV6/udb9FCdp37NgB4FMVle+//55nnnmGNWvW2NsK2Jw+7a7JhhBCCOF/O07vIGFJAj3ieqC0cpsmiCB6x/Vm/MK/aFg9miHt4tymE74LuKBdKTXY+reV9fdvSqnjmGovtuLjd4D7gYVKqScx1WieBfYDM8oyv8I9X7pBNE+EYMqUKVx99dVu0ziWqheWrX69u/3Gxsby0UcfeVy3efPSHY1t7dq19OrViwYNGjB58mTq1atHREQESiluvfVWcnN97f1UCCGEKDvbTm0jYUkCpzNO8+m2T+lfvz/L9y4nl1zSstOICIkgiCDe7PEm07/fz/ur9gKQkpHNP7vU93PuL2wBF7STf1ClN62/PwBdAbTWKUqpbsBU4ENMA+TlwENa6/NllE+PRl89uljVURI7JJLYIbHIDVGnd59e5H2XpYYNGwKmmkiPHj28prWV3G/atCnfss2bNzul8WW/27dvp127dpQvX95rWqXclyB4Yiud//33372W1H/00Ufk5OTw7bffUq9ePfv8lJQUKWUXQggRkDad3MSoJaM4l2l6YosKjWLwFYN54tonWLxnMfvO7aNuhbr0ie/Duz8d4q2kbfZ1Nx8+h9a60L+rIk+gjYiK1lp5eHV1SbdPa32z1rqC1jpaaz1Aa73HP7kWRdG7d2+qVavG5MmTOXXqVL7laWlp9i4OW7ZsSd26dXn33Xc5cuSIPU1WVhZTpkxBKcVNN93k036HDh1Kbm4uY8eOdbvcViUHsAf17vLnzuDBgwkLC2PChAn27iUd2Z4u2J5E2KZtnn/+eSllF0IIEXD+OP4HCd8l2AP26NBoZvScwTXVriEyNJJBDQfxUKuHGNRwEJ+tPcaU7/IC9h5NqvPSLVdJwF5MgVjSLi4RUVFRfPDBBwwYMIBGjRoxYsQIGjRowJkzZ9i6dStffPEFCxYsoGvXrgQHBzN9+nQGDhxImzZtGDVqFNHR0Xz66aesXr2acePG2UvuCzJ48GDuuusupk+fzoYNG+jbty8xMTEcOHCAVatWsXPnTnv9+KpVq9KgQQM++eQT6tevT/Xq1YmKiqJfv35ut127dm1effVV7rvvPq688kqGDh1KXFwcBw8eZOHChcyZM4err76agQMHMnXqVG644QZGjRpFWFgYS5cu5Y8//iAmJqbEjrEQQghRXL8d+417l91LSpYZEKlCWAVm9pxJs5j87cw+X3+A8V/lPRXv2KAq02+/htDggCsnvuBI0C78qnfv3qxdu5bJkyczd+5cjh8/TuXKlalfvz6PPPIILVq0sKft168fy5cv57nnnmPKlClkZmbSpEkTZs2axciRIwu13zlz5nD99dczc+ZMJk2aRGZmJjVq1KBly5ZMmjTJKe28efN4+OGHGTduHKmpqcTFxXkM2gHuvfde6tevz5QpU5g2bRoZGRnUrFmT7t27U6eO6Y+2Y8eOzJ8/n2effZannnqKiIgIevTowQ8//GAf3EkIIYTwt7VH1nLf8vvsPcRUKleJd3q9Q+Mqje1pzmdks2jjIb7fepSlm4/Z519TtxIz72xNeGjB7dxEwZTr43lhBldat26d1zRbtmyhSZMmpZqPQBxcSQS2sjgvbS6WwUHExUnOTxHILpTzc/Xh1Tyw/AHSc0wPZ1XCqzCr1ywaVs57sr12zymGv/sr2TmajOy86p1xVSP56r5OVIwMLfN8X2iUUuu11q0LSicl7UIIIYQQwklGTgZPrHzCHrDHRsQyq9csLq+U1+nD+Yxshr/7KykZOfnWP56cTkiw1GEvSVLBSAghhBBCOCkXXI5p3aZRPrQ81SOr826fd50CdoBFGw/hucKGYtEfh0o9n5cSKWkXQgghhBD5NItpxoyeM6gcXpk60XXyLd9zMoXUzPyl7ACpmTnsOZFa2lm8pEjQLoQQQgghSM1KJTLUeWDCFrEtPKSG+KpRRIYFuw3cI8OCiY9xP8ihKBqpHiOEEEIIcYlbtGsRNy64kZ2nd/q8Tt+rauKp63WloG+Loo9qLvKToF0IIYQQ4hK2cOdCxq0cx4m0E9y95G72nN3j03qRocG8d1dbosoFExlmunWMDAsmqpxtvlToKElyNIUQQgghLlGfb/+cZ1Y9g8a0KK0SUYXosIK7m95+NJmR769leId6rHi0Kyu2HWPPiVTiYyLp26KmBOylQI5oMWitZUheETBkzAUhhBCF8fHWj3l+zfP26cZVGjOz50wqh1cucN1ZK3ex/1Qazy7azMb9Z5h22zWlmVWBVI8psrCwMNLS0vydDSHs0tLSCA2VQSyEEEIU7INNHzgF7M2qNmNWr1k+BezHktP58re87hzvbB9XKnkUziRoL6KYmBgOHDjAqVOnyMrKklJO4Tdaa1JTUzl48CDVqlXzd3aEEEIEuDl/zWHKuin26RaxLXin1ztULFfRp/U/XLWXzBwz+unVdSrROq7gQF8Un1SPKaKKFStSrlw5jh8/zsmTJ8nOzi7xfaSnpxMeHl7i2xUXn9DQUKpXr06FChX8nRUhhBABbMbGGUz/fbp9umW1lrzR/Q3Kh5X3af3UzGw+XL3XPp3Q+XKpKlxGJGgvhvDwcOrUyT/YQElJSkrimmukjpgQQgghii9pf5JTwN6mRhumd5uer292b+avP8CZ1CwA6lSJoHez6iWeT+GeVI8RQgghhLgEXFf7OgY0GABAu8va8Ub3NwoVsOfkamb/tNs+PaJjPUKCJZQsK1LSLoQQQghxCQhSQSS2T6RhpYb8o/E/KBdcrlDrL918lD0nUwGoEB7C31uXXm0DkZ+SBpR5lFL9gH61atVKmDt3rr+zw/nz5ylf3rc6ZkKUNTk/RSCT81MEsrI6P7XWaDRBqmRKwyeuTmPHGdMA9cZ6odzSKKxEtnupu/766ye0rtQAACAASURBVNdrrVsXlE6Cdjdat26t161b5+9skJSURNeuXf2dDSHckvNTBDI5P0UgK4vzM1fn8tzq59Bonm73dLEbi27Yd5pBb/4CQGiw4qf/dKN6BeksoyQopXwK2qV6jBBCCCHERSQnN4fEVYl8ufNLAEKDQhnbdmyxAvd6VaN4tOcVvL9qL12uiJWA3Q8kaBdCCCGEuEhk52bz1M9PsWjXIvu885nnydW5BKvgIm+3clQYD3RvSMJ1l5OSUfLdXIuCSdAuhBBCCHERyMrNYtzKcSzes9g+b2CDgYxvP57goKIH7I7CQ4MJDy2ZbYnCkaBdCCGEEOICl5WTxWM/Psayfcvs8/5+xd95ot0TJdYQVfiXfIpCCCGEEBewzJxMHkl6xClgv6PJHTzZ7sliB+xJ246x89j54mZRlAApaRdCCCGEuEClZ6fzUNJD/HzwZ/u8YU2H8WjrR4vdY0xmdi6Pff4Hx5Iz6Na4GpMHXUk1aYDqNxK0CyGEEEJcoJ7+5WmngP3uK+/mwWseLHbADvDVxkMcS84A4K+DZ6kUKf2y+5NUjxFCCCGEuECNbD6SiuUqAjD6qtElFrBrrZm1cpd9enjHeMJCJGz0JylpF0IIIYS4QDWq0oiZPWey9shahjUbVmLbXbnjBFuPJAMQGRbMHW3jSmzbomgkaBdCCCGEuIA1rdqUplWblug233EoZf976zpUjAwt0e2LwpPnHEIIIYQQF4Az6WdIWJLA1lNbS3U/Ww6fY+WOEwAEKRjRsV6p7k/4RoJ2IYQQQogAdyr9FCOXjGT14dUkLElgx+kdpbavWSt32//v07wGdatGltq+hO8kaBdCCCGECGAn0k4wYvEItp/eDsDZjLNsObWlVPZ19Fw6X208aJ9O6Hx5qexHFJ7UaRdCCCGECFDHUo8x8ruR7Dm3B4AgFcSzHZ+lf/3+pbK/937ZQ1aOBqB1XGWuqVu5VPYjCk+CdiGEEEKIAHQk5QgjvxvJvuR9AASrYCZ2msiNl99YavvcZvUYA3C3lLIHFAnahRBCCCECzMHzBxn53UgOnjdVVUJUCJOvm0zv+N6lut85w9uwfu9pvvztID2bVi/VfYnCkaBdCCGEECKA7D+3n5FLRnI45TAAIUEhvNTlJbrX7V4m+28VV5lWcVItJtBI0C6EEEIIESBOpJ1g+HfDOZZ6DICwoDCmXj+V62pf5+ecCX+T3mOEEEIIIQJE1fCqXF/negDKBZfj9W6vl3rArrUmJ1eX6j5E8UlJuxBCCCFEgFBKMe7acQSrYLrV7ca1l11b6vtct/c0Yz7byMhO9RjcqjaRYRIeBiL5VIQQQgghAkiQCmLstWPLbH/v/LiLvSdTeXrhJnYeO88zNzUvs30L30n1GCGEEEIIP9l0YhOT1kwiV+f6Zf+7T6SwdMtR+/Sd7eL8kg9RMClpF0IIIYTwg9+P/c69y+7lfNZ5MnIyeLr90wSpsi1Pnf3TLrRVnf36RrE0rB5dpvsXvpOSdiGEEEKIMrbh6Ab+ufSfnM86D8CyfcvsXTyWlVMpmXy+/oB9OkEGUwpoUtIuhBBCCFEGUrJSWLx7MTvP7OTTJZ+SlZsFQJXwKszsOZNa5WuVaX7mrt5LepapltOsZgXa169apvsXhSNBuxBCCCFEKdtwdAOjl40mKzeL3NxcsskGoGJYReb0nkP9SvXLND/pWTl8sGqPfTqh8+Uopco0D6JwJGh3oJTqB/SrVasWSUlJ/s4O58+fD4h8COGOnJ8ikMn5KQJJrs5l++ntdAnpwnfp35FDDgBRKoobQ29k72972a/2l2mefjiQxYnzmQBUCVeUP72dpKQdZZoHUThKa+lM31Xr1q31unXr/J0NkpKS6Nq1q7+zIYRbcn6KQCbnpwgk87fP5/k1z5OZm5lvWURIBI+3fZxBDQeVWX5yczW9Xv2RncdMffpxNzRm1HVlW9Iv8iil1mutWxeUThqiCiGEEEKUoh8P/ugUsEervB5a0rLT2HduX5nm54ftx+0Be/lyIdzatm6Z7l8UjQTtQgghhBClqEnlJk7TAyIG2P+PCImgboWyDZqvrF2RB7s1oHJkKLe2qUOF8NAy3b8oGgnahRBCCCFK0Z3N7iQiOMI+XT6ovP3/IILoE9+nTPMTU74cj/RqxC+Pd+eBbg3LdN+i6CRoF0IIIYQoRVGhUbzd820igyOJCDHBe0RIBFEhUbzZ400iQyP9kq+IsGAqRkop+4VCeo8RQgghhChB87fPp2HlhrSIbWGf17J6S1b8YwWL9ywme0c2j7d4nD7xffwWsIsLj5S0CyGEEEKUkHlb5pG4KpF7lt7D5pObnZZFhkYyqOEgqkVWY1DDQWUesC/+6wh7TqSU6T5FyZGgXQghhBCiBLy/6X0m/zoZgOSsZF7/7XU/5yhPcnoW//5sI9e/nMQ/P1zH2dQsf2dJFJJUjxFCCCGEKKZ3/niHab9Ns09fHXs1U66b4sccOft07X6SM8worDuOnSc6XELAC418YkIIIYQQRaS15q2Nb/HWxrfs81pVb8Wb3f3XwNRVVk4u7/68xz6d0PlygoKU/zIkikSCdiGEEEKIItBaM+23acz6c5Z93rWXXcu066cFTMAO8N8/D3PwTBoAVaPCGHhNLT/nSBSFBO1CCCGEEIWktebldS/z/ub37fM61uzIq9e/SnhIuB9z5kxrzTsrd9mn72wfR3hosB9zJIpKgnYhhBBCiELQWjP518l8tPUj+7wutbvwcteXKRdczo85y2/1rlP8dfAcAOVCgrizXZyfcySKSnqPEUIIIYQopJCgvHLP7nW7/z979x0eVZX/cfx9Jr0Qem+hShMQEQQEKYKs4qrIWnbFFSmiqFh+ruuqWywrrmLBggiuqOiurqKyrtKLiCBSBER6L8YgoaVPOb8/bpgQAUlCkjuTfF7PM0/m3Lkz80EH/ebMOd/Lc72fC7mCHWDKCbPs15zfgOqJoZdRCkcz7SIiIiJFYIzh/zr/H96Al7TsNJ7s+SRRntC7sujW1HTmbUwFwBgYflETlxPJ2VDRLiIiIlJExhge7PIgfusvMOseSl7/Mn+WvV+r2jSrmehiGjlbWh4jIiIi8gu8AS/vbngXX8BX4LgxJmQL9kDAsjU1PTge1aupi2mkJITmJ01EREQkBHj9Xh5Y/ABzds1h3U/reLzH40R4Qr/7isdjeP/WbizfkcbcDT9yQXJVtyPJWdJMu4iIiMgp5PpzuXfRvczZNQeAT7d/ysydM11OVXjGGLo2rc5Dl7fBGF1MKdxppl1ERETkZ3L8Ody94G6+3Pdl8NhNbW7isiaXuZhKKjIV7SIiIiInyPJlMXb+WJb+sDR4bHi74YztNDbkZ6wDAQs4y2OkfNHyGBEREZE8md5MxswbU6BgH91hdFgU7ADzNqbS/7lF/Gv5brK9frfjSAlS0S4iIiICpOemM3ruaL5J+SZ47M7z7mRMxzFhUbADTP5iO9sOZPDg9HW8smCr23GkBGl5jIiIiFR4R3OPctvc21h7YG3w2L3n38uwdsNcTFU03+45zPKdaQBEegy/7drY5URSklS0i4iISIV3JOcIKekpwfEDFzzAjW1udDFR0U1enH8xpV93qEedyrEuppGSpuUxIiIiUuE1rNSQKZdOoWZcTR7q+lDYFex70jL5fN0PwfGInrqYUnmjmXYRERERoEnlJsy4agaJ0YluRymyfy7ZQV7jGC5qXoM29ZLcDSQlTjPtIiIiUuGkZqay5sCak46HY8F+JNPLe9/sCY5H9GziYhopLSraRUREpEJJyUhh2MxhjJo9im9Tv3U7zll7d/luMnOd9o7n1K7ExS1rupxISoOKdhEREakw9qXv4+aZN7P72G4yfZncOf9O0nPT3Y5VbLm+AFO/2hEcD+/ZJGzaU0rRGGut2xlChjHmCuCK+vXrj5w2bZrbcUhPTycxMfy+ppOKQZ9PCWX6fMqpHPAe4MUfX+SQ/xAAEUQwrOYwOsR3KNMcJfn5XLLPy+R1uQBUjjE8c3EcUboaaljp06fPSmtt5zOdp6L9FDp37mxXrFjhdgwWLlxI79693Y4hckr6fEoo0+dTfm7nkZ0Mnz2c1MxUAKI8UTzX+zkubnhxmWcpyc/nj0ezmfrVTt5ZtotbL27GmD7NS+R1pewYYwpVtKt7jIiIiJRr2w9vZ/js4fyU9RMAMRExvNDnBXrU7+FysrNXOymWBwa24g4V6+WeinYREREptzYf2szI2SNJy3auFBoXGceLfV+ka92uLicrWQkxKunKO/0bFhERkXJpY9pGRs4eyeGcwwDER8bzcr+X6VznjCsRREKOuseIiIhIubR47+JgwZ4Ylcik/pPKTcH+ybf72JOW6XYMKUOaaRcREZFyacS5IziWe4wPtnzApEsmcW7Nc92OVCJSj2bzf/9Zgz9g+dW5dRn/mw7ERkW4HUtKmYp2ERERKZeMMdxz/j3c0OoG6ibWdTtOiXlz6U68fqf73w+Hs1SwVxBaHiMiIiLlwoaDG/D6vQWOGWPKVcGemetj2rLdwfGoXk1dTCNlSUW7iIiIhL2v9n3F0M+H8sDiB/AFfG7HKTX/WbGXI1nOLyaNq8fTv00dlxNJWVHRLiIiImHti71fcMf8O8jx5zBn1xyeWfGM25FKhT9gef3LHcHx8IuaEKGrn1YYKtpFREQkbM3fPZ+xC8biDTizz3US6vDbVr91OVXpmL0+hd15HWMqx0Ux5PwGLieSsqSiXURERMLS7J2zuW/hfcHlMPUT6zN14FQaJTVyOVnpmLx4e/D+jRc2Ij5a/UQqEhXtIiIiEnY+2/4Zf/jiD/isU7A3rNSQqQOnUj+xvsvJSsfKXWms2u30nI+O8PD7bsnuBpIyp6JdREREwsqMbTN48MsH8Vs/AMlJybxx6RvUSSi/mzInf5G/lv3KjvWolRTrYhpxg4p2ERERCRvTt0zn4S8fJmADADSr3Iw3Br5B7YTaLicrPTk+P3sO5V/9dKTaPFZIWgwlIiIiYSHLl8Vra1/D4lxYqGXVlkweMJlqsdVcTla6YiIj+PTOi1iy9SDLd6bRsnYltyOJCzTTLiIiImEhLjKOyQMmUyu+Fq2rteb1Aa+X+4L9OGMMF7Wowb39W7odRVyimXYREREJGw0rNWTqpVNJikmickxlt+OIlBnNtIuIiEjI2p++/6RjDZMaVoiC3R+wWGvdjiEhQkW7iIiIhBxrLa98+wpXfnwl36R843YcV3y4ci+/emEx/1mxhxyf3+044jIV7SIiIhJSrLW8uPpFJq6ZSLY/mzHzxrAxbaPbscqUtZbJi7ezMeUY93+wlmnLdrsdSVymNe0iIiISMqy1jF8xnje/fzN4rFPtTiQnJbsXygULNx9gS2o6AAnREQw5v4HLicRtKtpFREQkJFhrGbd8HO9ufDd4rHeD3ozvPZ7oiGgXk5W9KYu3B+9fd0EjKsdFuZhGQoGKdhEREXFdwAZ4YtkTvL/5/eCxfo368XSvp4mKqFgF6/r9R1iy9SAAER7DsB7J7gaSkKCiXURERFzlD/j529K/8dHWj4LHBiYP5O89/06Up2IV7ABTFu8I3v9Vuzo0rBbvYhoJFSraRURExDW+gI9HljzCp9s/DR4b1HQQj/V4jEhPxStTfjiSxX/X5Le5HNmzqYtpJJSoe4yIiIi4ZtGeRQUK9quaX8XjPR6vkAU7wNQlO/EFnN7sXZpUo0PDKi4nklChol1ERERc069xP0Z3GA3AkJZD+Fv3vxHhiXA5lTvSc3y8uzy/taNm2eVEFfPXWBEREQkZt3e4nbbV23Jxg4sxxrgdxzXvfbOHY9k+AJrWSKBfq1ouJ5JQopl2ERERKTM5/hxy/DkFjhlj6N2wd4Uu2AEGtqvDiIuakBgTyfCeTfB4KvY/DylIM+0iIiJSJrJ8Wdw1/y5iImJ4rvdzFa6V45nUrxLHw4PacNclLYiO0LyqFKRPhIiIiJS6TG8mY+aNYdkPy1i0dxH3f3E//oDf7VghKSk2itioirmuX05PM+0iIiJSqtJz07l93u2sTl0dPNamepsKu+FUpDg00y4iIiKl5mjuUW6dc2uBgv3e8+9lVPtRLqYKLe+v2MMPR7LcjiEhTjPtIiIiUqIyvBnM3DGTzYc2s2DPAn7I+CH42AMXPMCNbW50MV1o2XYgnT98sJZIj+HXHevx9JAORGgDqpyCinYREREpMat+XMXtc2/Hb/1k+7MLPPZQ14e4vtX1LiULTa9/uQMAX8ByJNOrgl1Oy1hr3c4QMowxVwBX1K9ff+S0adPcjkN6ejqJiYluxxA5JX0+JZTp8+mOgA2w+dBm0v3pzMiewaHAoeBjfWL6cFXtq/AYrcw9/vk8mmu5b2Em3oBz/I9dYmlVTev8K5o+ffqstNZ2PtN5mmk/gbX2v8B/O3fuPLJ3795ux2HhwoWEQg6RU9HnU0KZPp/u+HDzh/xz/z/J8p28PnuZfxm9G/RmcIvBLiQLLcc/n8/P3Yw3sAWAc+tX5tare1T4XvVyevp1V0RERErErmO7Tlmwg9OjfffR3WWcKHRle/28tXRXcDyiZxMV7PKLVLSLiIhIiWhcqTFxkXGnfCwuMo5GSY3KOFHomr5qH2kZuYBzUaXLzq3rciIJdSraRURE5Kx4A14ABjYZiOc0pYUHDwOTB5ZlrJAVsJYpX24Pjof1SCZKV0CVM9AnRERERIptx5EdXPnxlXy17ysSohJ45ZJXSIhMCM64x0XGkRDpHI+Pinc5bWhYc8DP9gMZAFSKieS6Cxq6nEjCgTaiioiISLFsO7yNEbNH8FPWT9y14C5e7vcyXet2Zf6185m5cya7j+6mUVIjBiYPVMF+gpk7vMH7N3RtRKXYKBfTSLhQ0S4iIiJFtiltE6PmjCItOw0Aj/FgcDZSxkfFq0vMaRzN9nLM67TbjvQYbu6e7G4gCRsq2kVERKRIvj/4PaPmjOJIzhEA4iPjmXjJRDrV7uRystCWnuPjs7U/cMe5hi2mMVUToqlX5dQbd0V+TkW7iIiIFNq6A+u4de6tHMs9BkBiVCKv9n+VDjU7uJwstH2zM42b31iOtXDbObm8t2kPxkC3ZtW5ILma2/EkDKhoFxERkUL5NvVbRs8dTYbX2USZFJ3Ea/1fo22NtgXOS8/x8ema/ew8mEFy9QQGdahHYkz4lRz+gCXb6yfL6yfb68djzEkz41t+PMbqPYfJCZ4XCJ6fnTc+lu1lwaZU/IH852Xm+gG4+Y3lLP/TJSSE4T8fKVv6hIiIiMgZrUhZwe3zbg9ePKlKTBUmD5hMq2qtCpx34oxyZq6f+OgIHvvf90wd1qVUZpQzcnxsP5BBts9PVq4/WGTnnFA8Hy+mE6IjuLNfiwLP/3LLTzw9a2OBYvv483NPrLKBLsnVeH90twLHFm0+wOP/21Ds/NbCp2v3c90F6mEvv0xFu4iIiPyilIyUAgV7tdhqTBkwhRZVCxbA6Tk+bn5jORk5/uCx4zPKN05Zxp8ua8N1FzQkNioi+HhaRi5Pfb4xv+j2BcjO9Z8w9pOVGyDH6ydgLesfLdjrfWPKUa6ZuLRQf456lWNPKtrTc3ys2XukUM/P9vlPOnbin6U4MnP97Pwp86xeQyoGFe0iIiLyi+ok1GFU+1G8sOoFasbVZMqAKTSt0vSk8z5dsx9rT/0aOT7LX2as51ft6hQodL3+AO+t2FPoLP6AJcJjguOYyMIXzdm+wEnHYqNOf8kaYyAuKoLYqAjioiKokRhz0jktaiVyTacGxEV7iI2MIC7aOd+5eYiLimDlrkN8sHIvOad4//joCJJrqB2mnJmKdhERETmjEeeOICYihl4NetE4qfEpz9l5MCM4s346Wd6Cjxd1pjrb6y+w/rtyXBRt6yUFi+sTi+XYqLwiOtJDTFQESbEnlz3nNarKR7d3zzsvIvgzNtpDdIQHY8xJzzlR16bV6dq0+i+eM6BtHT7+dh85vpMfMwYGta9XuD+8VGgq2kVEROQk1tqTCtahbYb+4nOSqycQ6TH4AidPt0d4DOc1rHJSkZ4QHcGTg8/NK7Kd4jruFMX38XF0RMGZ8YbV4vnfXT2L+ad0iv7zGlUt9vMLIzEmkqnDugTX+oOP+OgIjIGpw7poE6oUij4lIiIiUsDMHTOZsW0Gz/V5jpiIk5eEnE6HhlVOWbCDswzlzVtOLlAjIzzc0KX8b8K8ILkay/90CZ+u3Y/94Xv+ckUbBrWvp4JdCu30C7lERESkwvnvtv/ywOIHWLxvMfcsuIdcf26hnzth3pbg/ePLzuOjI0iIidCMMpAQE8l1FzSiTlIs113QqML/85Ci0adFREREAPhoy0f85au/YHFmy/em7+VY7jGqx/3ymm2AvYcymbchNTgefXEzrIXkGvGaURYpAfobJCIiIry/6X0eW/ZYcNy8SnMmD5hcqIIdoEHVeObc24snP9tIbJSHPwxsdeYniUihqWgXERGp4N7Z8A7jlo8LjltVa8Vr/V+jamzRNmg2rp7Aq0PPx+s/ubWhiJwdFe0iIiIV2Jvr3+SZFc8Ex22rt2VS/0lUjqlc7NeMitCWOZGSpr9VIiIiFdSUdVMKFOwdanZg8oDJRSrYM3NP0XxcREqcinYREZEK6N8b/80Lq14IjjvV6sSk/pOoFF2p0K+xJy2TC/8+j/GzN5FxqisHiUiJUdEuIiJSAfVr1C94ZdMudbow8ZKJJEQlFOk1nvx8A0ezfbw4fyt3v/dtacQsX3KOwco34dh+52fOMbcTSRhR0S4iIlIB1YyvyZQBU7imxTW81O8l4qPii/T8r7cf5LN1KcHxbb2blXTE8mXXUhjfCmb+EdJTnZ/jWznHRQpBRbuIiEgFVSehDn/t/lfiIuOK9Dx/wPLop98Hx1d2rEenRkXrNFOh5ByDaddAbjp4M2m779/gzXTG7wyBnHS3E0oYUNEuIiJSzgVsgHHLx7Fwz8ISeb0PV+1l/f6jAMRGeXhAPdl/2XfTwea3wayZviH/Mb8XvvvQhVASblS0i4iIlGMBG+DRpY/yzoZ3uHfhvXy578uzer30HB9Pz9oUHI/q1Yx6VYo2U1/hpG0HX9apH/PnwMJxsHk2WFu2uSSsqGgXEREpp/wBP48seYQPtzgzud6Al9k7Z5/Va05cuJUDx3IAqJ0Uw+iLm551znKvWlM4Yc/AgcTWBR8/th/e/Q1M6gnrP4KAv4wDVjDHNwTP+UtYbQhW0S4iIlIO+QI+HvzyQWZsmxE8dmWzK/lLt78U+zX3pGUyefGO4PiBga2Ij9Z1Gk/L5/xyQ7vBYPJLrvX1rz/1+Snr4D83w8tdIOtw6eeriE7cELzk+bDaEFysot0Y09IYc7Ux5lZjzKi8+y1KOpyIiIgUnTfg5Q9f/IHPd3wePHZNi2t4tMejRHgiiv2642ZuJNfnrM3u0KAyV3Wsf9ZZy60938CETs7PmErwuw8gOjF/xj0q3hlf+zZceDucuBm4cgOIq+JO7vIs55iz8TdvQzAQVhuCC/3rsTGmNTAaGALUOX4476fNO+dH4H1gkrV2w0kvIiIiIqUq15/LfYvuK7Dp9PpzrufBrg/iMcX/gj0jx8fmlPxlBH++og0ej/mFZ1RgP37vFIHZh+GtX8MN/4KmveG+TbB+OuyLgl89BW0HQ0witPk19LwPlk2E5ZOd+z+3fzVUawaxSWX9pyk/1v6nwIbgAmzA+XfT6aayzVQEZyzajTHNgKeAq4EsYDEwCdgGHMQp3KsBzYELgRHAncaY6cAD1trtpRNdRERETpTjz+HuBXcX2Gw6tM1Q7u98P8acXYGdEBPJ52N78u7y3Wz5MZ3zG1c727jl06Gd8PbVTsEOEBUHSXnfSMQkOkXh0YXQqXfB5yXUgH6PwEV3OzPwJ/Llwr9/58wIdxkFXW+DhOql/AcpJwIB2Pw5LHnB6dRzfIb957yZcDC0S9bCzLR/D6wDbgamW2szfulkY0wCzmz82Lznxp5lRhERETkDf8DPXfPv4qv9XwWP3dLuFu7udPdZF+zHRUZ4uKlbcom8VrmUngpvXQXpeRediq4EN34INYqwgjim0snH1r4HR/c59794Gpa+DOcPg+53QFK9s89dHvlynH9uSybAwS3OsYgYZxnSqTr5RMVD9dDeVF2Y78l+Y63tbK19+0wFO4C1NsNa+6a1thNw3dlHFBERkTOJ8ETQs37P4PjW9reWaMEuZ5B1GN4eDIfyNupGxDjLYuqdd/avHVfFWRpznDcTlr0ML3SA/451WkqKI/sIfPk8PN8eZtyZX7BD3tKY07TVNB5nuVIIO+NMu7V2xpnO+YXnflLc54qIiEjR3NjmRnwBHzn+HG7tcGuJvOamlGO0rJ2o4v+X5GbCv66HH9c5Y+OBIf+EJj1/+XmF1foKOOcy+P4TWPxs/vv4c2HlVFj1FrQbAhfdA7XblMx7hpujP8DXE2HFG5BztOBjMUnQeZizrOjQTme/gQ04v/xExTv/vn73gbN8KYQVq0+TMaY2cC2QDKQDq4HZ1trTLBQSERGRsnBzu5tL7LX2Hsrk1y99ybn1K/PnK9rQvoE6mpzE73XaNO4+oWXgr1+C1oNK9n08EU7ryLZXw5bZ8MUzsHe585gNwLr3nds1r8O5Q0r2vUPdoqdh0VMQ8BY8nlgHut0O598MsZWdY0l18zcEH9zuLIk5viE4xBW5aDfG9AQ+A+LJ7x4DcNAY85i1dkJJhRMREZFTO5JzhJdWv8Q9599D/AkX7ilJ4z7fSI4vwIpdh3jk4+/4eEwPzbifKBCAj2+HLbPyjw14As77Xem9pzHQ8lJoMQB2LYHF42HbfOex6ErQvF/pvXeoqtygYMFeoyV0vwvaXwuRMSeff3xDcJgpzkz7M3k/bwHm4ayLvxC4F3jeGNPVWluKn1YREZGKLS07jVGzR7Hp0CZ2HN3BS31fIjayZPs+rNiZP1hMxwAAIABJREFUxqdrfwiOHx7URgX7zxkDibXyxz3vczaHltV7J1/k3PatdJbN1GgJcVULnndwGxzYBC0HgifMr6kZCMDOL6DJxc6f/7h218D8x5wuPRfdDS1/Ff5/1lMoTtHeDhhvrX3zhGO7gfeNMcOB14wxS621L5VIQhEREQn6KesnRs4eydbDWwFY/sNylqcsp1eDXiX2HoGA5dFPvw+OL29flwuS1eLxJMbAgMchvhoc3gN9H3EnR/3z4fp3wJ5ik+UXT8Oaf0GtttDzXmd5zVlcYMsVvlxY9x/4agIc2AhDP4JmffMfj4yGUQsL/gJVDhWnaD+GU6SfxFr7ujGmL85FmFS0i4iIlKDUzFSGzxrOzqM7ATAYHuvxWIkW7AAfrd7H2r1HAIiO9PDgr1qV6OuXK8Y4M+zWFpz9dSvLiQ7tgrXvO/dT18OHw2HBE9Djbuhw/amXjoSS7KOw6k1Y+goc259/fMkLBYt2KPcFOxSu5ePPLQAuO8PjzX7hcRERESmilIwUhs0cFizYI0wET/Z8kiubX1mi75OR4+MfszYGx6N6NqVB1dJZMx+W9iwHv+/k424X7KcSnQAX3gZRCfnH0rbDf++CFzo6V2DNPWM377J37EeY+1d4rh3MfrhgwR5dCeqcCwG/a/HcYuypvkr5pSc4M+nvAk9aa184xeOPAzdYa8OucDfGXAFcUb9+/ZHTpk1zOw7p6ekkJob+bmapmPT5lFBW3j6fB30HmZAygTR/GgAePNxc42bOSyiBHuA/8+GWXP67zdnUVznG8FTPOGIjQ7AgdUG1gyto993fOVj9Aja0vo9ARHSxXqesP5+R3qM02Ps/6u/7lChfeoHHcqOS2NvgCvbXuwxflLt/Z+Iy99Fwz8fUSZmPxxb8xSg3qkpezoGu5yxpffr0WWmt7Xym84pTtAcAHxABLAamACvzjl0MPAc8YK19paihQ0Xnzp3tihUr3I7BwoUL6d27t9sxRE5Jn08JZeXp87n76G6Gzx5OSoZzlc1ITyTjLx5P30Z9z/DMott7KJN+4xeR4wsA8PSQ9vymc8MSf5+wtGspvH0V+LKdcefhMOjZYr2Ua5/PnGOw4p/w1UuQkVrwseaXOFdvdUvGQRh/zsltG6s1gx53QfvrIapkN1uHCmNMoYr24qxpfxTomHfrlXc7sfJfDRw2xrQDNlprT/EdkoiIiJzJrqO7uGXmLaRmOQVWtCea5/o8V+Jr2I97auamYMHern4S13RqUCrvE3ZS1sG71+UX7FUaQ6/73c1UHDGVoMdY6DIKVk+DJRPgSN42xa6j3c2WUB3aXAnffeCM65/vrL1vdXn4bZwtJUUu2q21fz1+3xhTBTiP/CK+I9AemIZTyHuNMZuAtdbaoSURWEREpKKoFF2JStGVSM1KJSYihgl9JtC9fvdSeS9/wJIUG4nHQMDCnwe1xePRshgOboO3B0OOszGXhFpO95Kkuu7mOhtRcdBlpHPRoXUfOH3mm19S8By/D+b9DTr9Hmo0L7n39nvhuw+dWf8uIws+1uMuyD7itG1s3CM09wm4qFhXRD3OWnsYZ+PpguPHjDHROG0hO+IU9OcBV5zN+4iIiFRE1WKrMeXSKYyZN4b7zr+PLnW7lNp7RXgMT1x9LkO7NWbehlS6NFGLR47ud5bEHF9KElMZhk6H6mG3be/UIqKg4w3O7efWf+S0WFz6ErS5ymkXWefc4r9XTjqseguWvgxH9zr/LNtfB7FJ+efU7QA3flD89yjnzqpoPxVrbS6wKu8mIiIiZ6FGXA3+dfm/8JiyuVhMqzpJtKqTdOYTy7vMNGeG/XDe8pHIOPjte2dXuIYLa+HLvPX6NgDrpzu3FpdCr/+DhkX45TH9ACyfBMsnQ/bh/OM5R2DlVGd2XQrljEW7MaaftXZecV7cGHOJtXZucZ4rIiJS0aw7sI6UzBT6N+5f4HhZFeySJzcD3r0WDmxwxp5IuPYtaNzN3VxlxRi4fDwsHg9bTyjjtsxybsk9nZn3pn2cc3OOwXfTnXaS1ZpCu8GQnurM0n/7bv5egOPia8CFo6GTVk4XRWFm2mcaYxYDzwKfW2t/sTGmMSYKGATcA1wIFK8fkoiISAXybeq3jJ47mhxfDuN7l053mFOZ+/2PdGxUhRqJIX6hnbL06b2w95v88VWvQssB7uVxQ+Puzm3/t86s+/czCPYd2bnYudXrBK0GOcU9FryZEBkL/7vXmaG3gYKvWbUJdL8TOv7WWVcvRVKYov08nIJ9BnDAGDMXWA5sA9IAA1QDWuAU6f2AKsBsnHXtIiIi8gtWpKzg9nm3k+XLAuCJZU/QvV53YiNLt8XdvsNZjHl3FdERHu7o25xbLmpCVIRm9en9R9izDA7thF89De1/43Yi99Tr6HzLcGAzfPkcrH0Pjs/f7l/l3E7081l1gHrnOZ1gWl+hTjBn4YxFu7X2O2CAMaYbcDtwJXADBds8glO8HwWmAxOttd8gIiIiv2jZD8u4c96dZPudYqdabDVe7f9qqRfsAP+YuZEcX4AcX4AZa/YzsmfTUn/PsFCtCdwyCzZ9Bp1vcTtNaKjZEq6e6PxC89UEWPU2+HOcpUOB03T3rtkaLvuHs5xGnWDOWqE2ohpjqlhrlwJLjTERwPlAG6AmTvF+APgOWG3tz78LERERkVNZsm8JYxeMJcefA0DNuJpMuXQKTSuXfvG8ctchPvk2//Lwfx7URi0eT1Spjgr2U6na2Fnv3usP8O8bYN/K05/bciA0KZ1rClREhe0ec9AYc6219sO8Ne3L824iIiJSDIv2LOKehffgzbsCZO342rx+6es0Tmpc6u8dCFge/fT74Piyc+vQtWn1Un/fkPX1a1C7DSRf5HaS8FGpttPDPXWDs5b956Liobq+uSlJhV24ZgDtUBERESkB83bN4+6FdwcL9noJ9Zg6cGqZFOwAn6zZx5o9Tvu96AgPD/6qdZm8b0haPQ0+vx+mXQObPnc7TXhpNxhO19nIeKDt4LLNU85pt4mIiEgZmrlzJvctug9f3jrgBokNeGPgGzSo1KBM3j8z18dTn28Kjof3bELDavFl8t4hZ8OnMONO574vG5a94vQol8KJqQS/+wCiE52ZdXB+Ric6x2MS3c1XzpT4xZVERETk9NJz0/Hndd9ITkpm8oDJ1EmoU2bvP2nRdlKOOpteayTGcHvvcnJ1z6La8QV8MCy/LWHtc+G6adowWVSNu8F9m5yLLx3c7iyJaTtYBXspKErRXssY49FGUxERkeIb0nII3oCX9za+x+QBk6kZX7PM3nv/4SwmfbEtOL7/0pZUio0qs/cPGftWwb9uAH+uM67WFIZOh9jK7uYKVzGJ0Okmt1OUe0Up2scDTxhj1gKrgVV5P9dZa3NLI5yIiEh5dEOrGxjcYjAxEWW7XewfMzeS7XXm3trUTWLI+Q3L9P1DwoHN8M4QyE13xpXqwtCPIbGWu7lEzqAoRftSIBbnYktd845ZwGeM2UB+Eb8KWGOtTS/JoCIiIuFo5o6ZXFT/IhKjCy4XKOuCHWBA2zqs2HWIvYeyeGRQGyIqWovHw3vg7ash86AzjqsKQz9y2hiKhLiiFO2vWGvfNcZEAm1xivdOeT87AO2Bm3EK+QBQAb9vExERyffm+jd5ZsUzdKrViYmXTCQ+yt0Nn5edW5e+rWoxf2Mq3ZpVsBaPGT85BfvRvc44KsHZLFmrAnfOkbBS5O4x1lqftXaNtXaqtfYua21PoDLQCvgtzjKaBSWcU0REJKxMWTeFZ1Y8A8Cq1FW89O1LLidyxEZFcNm5dd2OUfY2zICDW5z7nii4fho06OxuJpEiKJHuMdZaC2zOu/27JF5TREQkHFlreXXtq7zy7SvBY+fXPp8xHce4mErofAt4s2D2I3DNZGjW1+1EIkVS2KJdHWNERETOwFrLi6tfZPK6ycFjXet0ZULfCa4tjfnX8t3UqRxLn3O00ZJuY6DlQKheQdtcSlgrbNFeBV2ISURE5LSstTy78lmmrp8aPNa9Xnde6PMCsZGxrmT64UgWj/73e7K8fi5uWZPnr+tI1YRoV7KUOWsh4IOIn22xU8EuYaqwhfgGnHaP/YwxEaUZSEREJNxYa3nqm6cKFOy9GvRiQt8JrhXsAE/P3ESW17mQU+qxHJLiKkiPCGth9sPw799CbqbbaURKRGGL9k+Aq4A5QKox5m1jzNXGmAp63WMRERFHwAZ4fNnjvLPhneCxfo368Xzv511p63jct3sOM331vuD4kUGtK06Lxy+fg6UvwZbZTseY7KNuJxI5a4Uq2q21d1hrGwIXAq8BnYEPgQPGmE+MMTcbYypY7ygRERHI8mWx9qe1wfGAxgN4+uKnifr5sowyZK3l0f+uD44vbVub7s1quJanTK14A+b9LX+cUANcbrUpUhKKtE7dWrvcWvugtbY10AZ4HKgDvA6kGGMWGGPuMsY0KoWsIiIiISchKoHX+r9G8yrNubzp5TzV6ymiPO4uQ5mxZj+rdh8GIDrCw58uqyC9yNd/BJ/ekz9O7gnXvA4RJdIsT8RVxd5caq3daK190lrbFWgE3AP4gWeAHcaYVcaYgSWUU0REJGRVja3K1IFTeaLHE0R63C0Qs3L9PPX5xuB42EXJNK6e4GKiMrJ1Hnw4Eucaj0DdjnD9uxDl3p4CkZJUIh1hrLX7rLUvWWsvAWoDw4CdQLuSeH0REZFQ4fV7+Sblm5OOV46pTITH/V4NkxdvZ/+RbABqJEZzR5/mLicqA3u+gfduhIDXGVdvATd+CLFJ7uYSKUEl3sbRWnvIWvuWtXawtfaZkn59ERERt+T6c7l34b2MmD2CmTtnuh3nJClHspm4cFtwfN+Ac6gUW847xqRugHeGgDevS0xSA7jpY2ctu0g5Uqzv8IwxLYG2QC2c76EOAN9Za7eUYDYREZGQke3L5u6Fd7Nk3xIA/vjFH2mS1IRzqp3jcrJ8z87Jb/HYqk4lru3c0OVEpezQrrzuMM76feKrOwV75Qbu5hIpBYUu2o0xrYHRwBCczacAx3tH2bxzfgTeB16z1n5fgjlFRERck+XL4s75d/L1D18Hj/2+7e9pWbWli6lONvaSluT4Anzy7X7+fEWb8t/i0XggOm+9fnQlZ0lMjRbuZhIpJWcs2o0xzYCngKuBLGAxMAnYBhzEKdyrAc1xWkKOAO40xkwHHrDWbi+d6CIiIqUv05vJmHljWPHjiuCx0R1Gc3uH2zEmtIri+lXieOH687izbwua10p0O07pq9IQbpkF//4d9H0Y6p3ndiKRUlOYmfbvgXXAzcB0a23GL51sjEnAmY0fm/dcbdsWEZGwlJ6bzm1zb+PbA98Gj93R8Q5u7XCri6nOrEIU7Mcl1IBbZkKI/QIlUtIKsxH1N9baztbat89UsANYazOstW9aazsB1519RBERkbJ3JOcIo+aMKlCw33v+vSFfsJdrfi/sW3XycRXsUgGcsWi31s4o7otbaz8p7nNFRETccjj7MCNnj2TdT+uCxx644AGGtRvmYqpTe3XRNv7+2QaOZnvdjlK6AgH4ZAz881L4XuWFVDwl3vJRREQk3K1MXcnGtPwLFD3c9WFubHOji4lO7cej2bwwdwuvfbGdPk8vZGvqMbcjlQ5rYdaDsPY98OfCf26GvSvdTiVSplS0i4iI/Ey/Rv34a/e/4jEe/tb9b1zXKjRXe/5jZn6Lx5qVYmhSo5yuZV/0D/j61fxxp99D/U7u5RFxQYlfa9kYcyNwi7W2b0m/toiISFkZ3GIw59c+n8ZJjd2Ockpr9x7mw1V7g+M/DyqnLR6/fg0W/j1/3PZquHy81rFLhVMaM+2NgYtL4XVFRERKRUpGCkdyjpx0PFQLdmstj/43/3Io/dvUpnvzcngF0LX/gc/vzx836wtXvwaeCPcyibhEy2NERKRC25e+j5tn3szoOaM5lhsea8L/t+4HVuw6BEBUhOFPl7V2OVEp2DwbPh6dP25wAVw3DSKj3csk4qJCLY8xxhTlAkmVi5lFRESkTO0+upvhs4eTkpHCvvR9jF0wltcHvB5yF006UbbXz5Of5W+Svbl7Mk1qJLiYqBTsWgrvD4WAzxnXagO/fT//6qciFVBh17QnA4eA/YU4N77YaURERMrIjiM7GDFrBKlZqQBEe6IZ1nZYSBfsAK9/uYN9h7MAqJYQzR19W7icqIRl/ATvXge+bGdcpRHcOB3iq7mbS8RlhS3adwBbrbWXnulEY8zDwN/OKpWIiEgp2nZ4G8NnDedg9kEAYiNimdB3At3qdXM52S9LPZrNywu2Bsf39m9J5bgoFxOVgoQa0O8R+Ox+SKgJQz+GpLpupxJxXWGL9pVAn0Kea4uZRUREpNRtStvEqDmjSMtOAyAuMo6X+73MBXUucDnZmU37ejeZuU6Lx3NqV+L6Cxq6nKiUdBnpzKzXaAnVm7mdRiQkFHYj6mqgujEmuRDn7gK+KG4gERGR0vL9we8ZPnt4sGBPiEpgUv9JYVGwA4zt14J/XNOeGokxPDyoNZER5bifRLtroM65bqcQCRmF+tturX3SWuux1u4sxLnTrLWFnZUXEREpE+sOrGPE7BHB1o6Voioxqf8kzqt1nsvJCi/CY7j2goZ8+UAferao6XackpGbAbMegpx0t5OIhLRy/Cu6iIhIvhdXvxhs6ZgUncTkSyfToWYHl1MVT2xUOelT7suF926EpS/BW7+GzDS3E4mELBXtIiJSITx98dO0rtaaqjFV+eel/6Rt9bZuRyoUrz9AIFAOt4sF/PDRKNg23xnvWwlbZrubSSSEFXYjqoiISFirHFOZ1/q/xsHsgzSrEj6bG1/7Yjszv0vhz1e04YLkctL20Fr4332w/qP8Y70fhA7Xu5dJJMRppl1ERMqlA5kHTjpWJbZKWBXsqUezeWXBVtbtO8JvXl3Kwk2pbkcqGfMfg5Vv5I+73AoXP+BeHpEwoKJdRETKjQxvBh9u/pDFhxYz4IMBvL/pfbcjnZVnZm8iI6/FY8vaiVzUvIbLiUrAVy/B4vH54/bXwcBxEOIXtRJxm5bHiIhIubDqx1XcPvd2vAEvvoCPAAEeW/YYh7IPcWuHW92OV2Tf7TvCf1buDY4fGdQm/Fs8rn4HZj+UP25xKVz5MnjC/M8lUgaKVbQb5xrPDYEUa22uMcYDNDg+LsmAZckYcwVwRf369Vm4cKHbcUhPTw+JHCKnos+nhJKADbD50Ga6R3Rnrm8uNu86f0kmiSNbjjA/bT4eEz6FobWWccuzsXn7TzvUjMC/bz0L97mb62xU/+lr2n03juPz6Ycrt2FtneEEFi9xNZcb9N9PKQ5jbdF3pBtjqgOpQH9r7XxjTG1g//FxCWcsc507d7YrVqxwOwYLFy6kd+/ebscQOSV9PiWUfLj5Q574+gm8Ae9Jj8VFxvHHLn9kcIvBLiQrns/W/cDt76wCINJjmHVPL5rVTHQ51VkIBGBKX9i/2hnXPhdu/hTiqribyyX676ecyBiz0lrb+Uznnc20w88Xn2kxmoiIuGLO7jkFCvaqpmrwfpYvi91Hd7sRq1iyvX7+/tmG4PimbsnhXbCDs/zlxunQ4AKo1hSGTq+wBbtIcWlNu4iIhLX3N73Pkn0Fl1j8Ou7XvJn5JuDMtDdKauRGtGL555Id7D2UBUCV+CjG9mvhcqJiyDkG302HtO1Okd5uMMRXg5s+gaxDkFjL7YQiYUdFu4iIhK13NrzDuOXjTjoe74kP3vfgYWDywLKMVWypx7J5ef7W4Pje/i2pHB/lYqJi2LUU3hniXDzJlwVR8TDrT/C7D6BxN4hOcDuhSFgKn105IiIiJ9h1dBdPf/N0cNy0clPiI+KJi4wDnBn2hMgEXrnkFeKj4k/3MiFl+Y40cnwBAFrUSuS3XcLnGwLAmWF/ZwjkpjsFO4A30xm/MwRy0t3NJxLGNNMuIiJhqXFSY5646AkeXPwgHWp2YOIlE/EYDzN3zsS3xccf2/+RgckDw6ZgBxjUvh6t6ybx9/9t4KbuyeHX4vG76c4M+6nYAKyfDp1uKttMIuWEinYREQlblze9nErRlehcu3OwOB/cYjAL9y2kd4ve7oYrpmY1E3n95gvcjlE8advzZ9h/zpsJB7eXbR6RckRFu4iIhAVrLZm+TBKiCq6J7tWgl0uJ5CQxlU7/WFQ8VG9adllEypkw+95NREQqImst//jmH/z+899zJOeI23FKVLbXT8qRbLdjnL2AHzZ9fvrHjQfahk+vfJFQo6JdRERCWsAGeOLrJ5i2YRqbDm1i1JxRHMs95nasEvPGkp30eWYhE+ZtISv3NOvBw8GS52HfCRcmjIx1fkbFQ3Si0z0mJsz7zYu4SMtjREQkZAVsgEeXPsqHWz4MHqufWJ/Y4wVhmEs9ls3LC7aS5fXz7JzN1EiM4bddw6xjDMAPa2DBk/njXvdDlUbOGvbqTZ0ZdhXsImeluEV7GtAESMkbH/jZWERE5Kz4A37+/NWfmbFtRvDYZU0u44mLniDSUz7mnJ6dvZn0HB8AzWsl8pvODVxOVAzebJg+Co5fkbbBBXDxHyGifPw7EgkVxfobZa21wK4TxoETxyIiImfDG/Dy0OKH+Hxn/hrpXzf7NY92f5QIT4SLyUrO+v1HeG/FnuD44ctbExVuLR4B5j8GBzY696Pi4epJKthFSkEY/tdBRETKM6/fywNfPFCgYL+mxTU81uOxclOwW2t59L/fY60z7n1OTXqfU8vdUMVVtyPEVHbuD3gcqjdzN49IOaVfhUVEJGTk+nO5b+F9LNy7MHjs+nOu58GuD+Ix5Weeadb6H/l6RxoAER7Dw5e3djnRWWj/G2jcDVa9BZ1vcTuNSLmlol1ERELGq2teLVCwD20zlPs7348xxr1QJSzH5+fvn20Ijode2JjmtX6hv3k4qNwA+vzJ7RQi5VqxinZjTG3gWiAZSAdWA7OttZklF01ERCqa4ecOZ3nKctYcWMPwdsMZ22lsuSrYAaYu2cnuNOd/l5Xjorj7khYuJyoGa6Gc/XsRCXVFLtqNMT2Bz4B44MS/sQeNMY9ZayeUVDgREalYEqISmHjJRGbunMmQFkPKXcF+4FgOL87fGhzfc0kLqsRHu5ioGI6lwHtDYeCT0KCz22lEKoziLBB8Ju/nLUAjnNn264FtwPPGmHdKJpqIiJR3voDvpGOVoivxm5a/KXcFO8CPR7OpVSkGgGY1E/jdhY1dTlRE1sInd8De5fD6APh6ktuJRCqM4iyPaQeMt9a+ecKx3cD7xpjhwGvGmKXW2pdKJKGIiJRLR3KOcNvc27iq+VVce861bscpE+3qV2bm3b14e9kuWtRKDL8Wjyv+CVvnOPetH2qF8QZakTBTnKL9GE6RfhJr7evGmL7AaEBFu4iInNKh7EOMmjOKjWkbWffTOqI8UVzd4mq3Y5WJ6EgPwy9q4naMoju4DWY/nD/udgc06eVeHpEKpji/4i8ALjvD42rSKiIip3Qw6yC3zLqFjWkbg8e8x6+mKaHJ73OueurN6zdRszX0fcTdTCIVTHGK9slAd2PM2NM8ngzsL3YiEREptw5kHuCWWbew9bCzGdNgeLT7o+V6eUyOz8+8DT9ij19JKRx9+RzsW+Hc90TB4EkQFetuJpEKpjhF+1ygGvCsMWahMeZGY0xrY0wLY8wIYCwwvkRTiohI2EvJSGHYrGFsP7IdAI/x8MRFT5T7ZTFvfbWL4W+u4PrXlrF+/xG34xTd/tWwaFz+uM+DULeDe3lEKqjirGl/FOiYd+uVdztx+mA1cNgY0w7YaK09uTWAiIhUKPvS9zF81nD2pe8DIMJEMK7XOAYmD3Q5Wek6mJ7DhHlbAPh6Rxpfb0+jbb3KLqcqAm+WsyzmeJefhl2hx93uZhKpoIpctFtr/3r8vjGmCnAe+UV8R6A9MA2nkPcaYzYBa621Q0sisIiIhJc9R/cwfPZwfsj4AYBITyTPXPwM/Rr1czlZ6Xt2zmaO5TgFb9OaCQztFmYtHuf+FX7a7NyPSoCrXwVPhKuRRCqqYl0R9Thr7WGcjacLjh8zxkTjtIXsiFPQnwdccTbvIyIi4SnXn8vIOSODBXuUJ4rn+zxPrwblv+vIxpSj/Gt5frO1hy9vHX4tHpPqOWvYA17nYkrVmrqdSKTCOqui/VSstbnAqrybiIhUYNER0dzX+T7uX3Q/kZ5IJvSZQPf63d2OVeqstTz26fcE8haP9mxRgz7n1HI3VHH0GAvN+sKaf0Onm9xOI1KhnbFoN8b0s9bOK86LG2MusdbOLc5zRUSkfOjfuD/jeo6jamxVutbt6nacMjFvQypLth4EwGPgkUFtwvcKr3XOdW4i4qrCzLTPNMYsBp4FPrfW+n/pZGNMFDAIuAe4EIg+65QiIhI2rLUnFagDm5TvDacnyvUFeOKzDcHx77o2pmXtSi4mEpHyoDCL684DfMAMYL8x5h1jzFhjzCBjTHdjTA9jzBXGmHuNMe8DKcAHQAbOunYREakg1h5Yy02f38TBrINuR3HNW0t3suOnDACSYiO5p39LdwMVxdH98O51kLbd7SQi8jNnnGm31n4HDDDGdANuB64EbqBgm0cAAxwFpgMTrbXflHBWEREJYatTV3Pb3NvI8GYwcs5I/jngn1SJreJ2rDKVlpHLC3ktHgHGXtKSaglh8oWztfDJGNg2H3YshitfhHbXuJ1KRPIUaiOqMaaKtXYpsNQYEwGcD7QBauIU7weA74DV1tpAaYUVEZHQ9E3KN4yZN4YsXxbgXPk0NSu1whXtAJe1q8v7K/fQpHoCQy8MoxaP30xxCnYAbyYk1nE3j4gUUNjuMQeNMddaaz/MW9O+PO8mIiIV3NL9S7lr/l1k+7MBqB5bnckDJtOiaguXk5W9agnRPDWkPUO7NSbL6yc6MkxaPP60BWY/kj/ufick93Avj4icpLBFuwFiSjOIiIiEny/2fsE9C+5G+naqAAAgAElEQVQhN5ALQM24mky5dApNK1fsft7t6ofRVU/9Xueqp3nfklCrLfR92N1MInKSEu/TLiIiFcP83fO5b9F9+PIucV8noQ6vD3idRkmNXE4mRbJ4POzPu7SKJwoGT4JIzdOJhJow+d5ORERCyayds7hvYX7BXj+xPlMHTq2QBXuuL8CzczaTlpHrdpSi27sSFv0jf9z3YfVkFwlRRSnaaxljVOSLiFRwX+3/ige+eACfdQr2RpUaMXXgVOon1nc5mTveWrqTCfO20PvpBfxr+W634xRebiZ8NAqOX36lUXdnLbuIhKSiFOHjgWPGmKXGmFeMMSOMMecbY8Kkl5WIiJSE82qdx3m1zgMgOSmZNwa+QZ2Eitlp5MQWj0ezfWTk+FxOVARz/gwHtzr3oxPh6ongiXA3k4icVlHWtC8FYnEutnT8OtQW8BljNgCrgNV5P9dYa9NLMqiIiISGuMg4Xu73MuOWj+OuTndRI66G25Fc89yczRzLdgr1JjUSuKlbsruBCsvaggX6wHFQNdm1OCJyZkUp2l+x1r5rjIkE2uIU753yfnYA2gM34xTyASCqZKOKiEioiI+K59Eej7odw1WbUo7xzte7guOHLmsdPi0ejYFfPQUtL4XvZ8B5N7qdSETOoMjdY6y1PmBN3m0qgDHGAC1wivhOQMeSiygiIm56a/1bGGMY2mao21FChrWWx//3PYG8a4Nf1LwG/VrXcjdUcTTr69xEJOSVSMtHa60FNufd/l0SrykiIu6bsm4KL6x6AYAoTxTXt7re5UShYcGmVBZv+QkAj4GHB7XGmb8SESkdhf0eL1CqKUREJKRYa5m4ZmKwYAf4fMfn+AN+F1OFBq8/wOOfbgiOb+jSiFZ1klxMVEhH9sHHt0PGQbeTiEgxFLZorwz8rzSDiIhIaLDW8uLqF3nl21eCx7rU6cLESyYSoe4ivL10F9t/ygCgUkwk9/Zv6XKiQggE4OPb4Nt3YGI32L7Q7UQiUkSFWh5jrc0o7SAiIuI+ay3jV4znze/fDB7rXq87z/d5nrjIOBeThYbDmbk8P3dzcHxXvxZUTwyDq4cufw12LHLup6dCRBhkFpECwmSbu4iIlDZrLeOWjytQsPdq0IsJfSeoYM9TOS6Kx65qR93KsSRXj+f33ZPdjnRmBzbB3L/kj3uMhcbd3MsjIsVSIhtRRUQkvAVsgMeWPcYHmz8IHuvXqB9P93qaqAh18D3OGMOVHeszoE0d9h3ODP0Wj34vTB8FvmxnXPtc6PMndzOJSLGE+H9tRESkLDyx7IkCBfvA5IE8fbEK9tOJi46gea1Kbsc4s0X/gB++de5HRMPg1yBSS2NEwpGKdhERoVeDXkR6nC9fr2h6BU/2fJIojwr2sLbnG1j8TP6435+hdhv38ojIWVHRLiIiXNzwYp7p9QxDWg7hsR6PBQt4cVo8jn57JV/m9WUPC7kZ8NEosHkdmxtfBBeOcTeTiJwV/VdZREQA6Ne4H/0a93M7RsiZtmwXM9enMHN9ClefV5/nrguDi37PfhjStjv3oyvB1RPBo3k6kXCmv8EiIhVMjj+Hx5c9TmpmqttRQt6hjFyen7slOG5dNwzWsft9kHEgf3zZP6BKI/fyiEiJKHLRbow5xxjjN8b4ivKYiIi4L8uXxV3z7+K9Te8xYvYIfsoKoyUfLnhh3haOZHkBaBwuLR4jIuHat+GqidDxd9DhBrcTiUgJKM5MuxfYk3crymMiIuKiTG8md8y7g6/2fwXAjiM7mLVzlsupQtfW1GO8vWxXcPyny1oTExkmV4Q1Bjr+Fq56xbkvImGvyGvarbXbgeSiPiYiIu5Jz01nzLwxrEpdFTw2puMYftf6dy6mCm2P/28D/oAFoFvT6gxoU9vlRCJSkWlNu4hIOXc09yi3zrm1QMF+d6e7Gd1htIupQtuCTaks3OSsCzcGHhnUBhPKM9aH98DsR8Cb5XYSESklKtpFRMqxIzlHGDl7JGt/Whs8dn/n+xl+7nAXU4U2rz/AE//bEBxff0FD2tRLcjHRGQQC8PFt8NUEmHQx/LDG7UQiUgqK3fLRGBMD9Aaa5h3aDiyy1maXQC4RETlLadlpjJw9ks2HNgePPdT1Ia5vdb2LqULfu1/vZmtqOgCJMZHc2/8clxOdwdcTYedi5/7BLeDV/4ZFyqNiFe3GmJuAZ4GqwPHvCy1w2Bhzn7V2asnEExGR4kjLTuOWmbew7cg2AAyGv3T7C9e0vMblZKHN6w/wysKtwfEdfZtTs1KMi4nOIHUDzP1b/viie6BRV/fyiEipKU7Lx+uAqUA68BBwVd7t4bxjr+edIyIiLkmISqB2grNx0mM8PNbjMRXshRAV4eGD0d25vH1dGlWLZ1iPZLcjnZ4vF6aPBH+OM67THi7+o7uZRKTUFGem/U/ARuBCa+3RE47PMMa8Anydd857JZBPRESKISYihuf7PM/Y+WO5qvlVXNb0MrcjhY2G1eJ5+bedOJrtDe0Wj4vGQco6535EDAyeDJHR7mYSkVJTnKL9HOCRnxXsAFhrjxhj3gD+erbBRETk7MRFxjGp/6TQ7noSwpJio9yOcHq7v4Yvn8sfX/JXqNXKrTQiUgaK0z0m5QyPW+DHYryuiIgU066ju/jXxn+ddFwFe+Ec78ceFnLS4aNRYAPOuEkv6Kr2nSLlXXFm2qcCw4wxE6216Sc+YIxJAoYBb5RANhERKYTtR7YzYtYIDmQdINefy+/b/t7tSGHF5w9w1StL6NWiJrf3aU5iTLEbq5WNWX+CQzud+zGV4cpXwKMOziLlXXH+y7QYGASsy1vDvjHveGvgNuAnYLExpteJT7LWfnE2QUVE5GRbDm1hxOwRpGWnAfDyty8zMHlgcBOqnNm7y3fz3b6jfLfvKJ9/l8Kce3oRGRGiRbA32+kYc9xlT0OVhu7lEZEyU5yifc4J95/CWQ4D+a0fG//sHJN3Tgjv5hERCT8b0zYycvZIDuccBpw17C/3e1kFexEcyfTy7Jz8PvbXdm4YugU7QFQsDPscljwHBzZB+2vdTiQiZcRYW7R1fMaYYn3vaq19szjPK0vGmCuAK+rXrz9y2rRpbschPT2dxMREt2OInJI+n+7anfP/7N13eBT12sbx72x6DyH03qVJF0RQECkqqFiwIBaQqijoUV8bHrEcG6AIopQDith7OUoREREVQQi9dwiBEAjpye7O+8eG3YQSQkgyu8n9ua5cZp6dSR44nOTOL795Zi9TD08l3ZkOQLARzMjKI6kfXP8cV5YPhf33+eGmLBbssQNQKcTgxS4hBPr5yH0Apgm6Z8En6eun5NW9e/dVpmm2P9d55x3ay4P27dubK1eutLoNlixZQrdu3axuQ+SM9O/TOnFH4hixcASpOa7biiICI3j3qndpWamlxZ15j8L8+9x+OJU+byzFnnsT6rSBbbm6ZbVS6E7KO339lLwMwyhUaPfi3wGKiMipViWsYtiCYe7AHhUUxcxeMxXYi+Cl/21yB/ZL6sXQp0VVizs6i2N7YPkUcDqs7kRELHTee9oNw1hciNNM0zR7FKEfERE5ixXxK3hg8QNk2DMAiAmOYXrP6TSJaWJxZ77n161HWLz5MODaYTKubzPvHI/pdMDXI2HP77Dlf3DDNKhQx+quRMQCRbkRtT6em0/zfpxquFbuE4G0C+xLRERO4TAdOHJXW2NDYpnZayYNohtY3JXvsTucvPD9RvfxLe1q0qJGlIUdFeCPqa7ADrD3T0g7otAuUk6d9/YY0zTrmqZZ75S3WkAY8BRwHOhc3I2KiJR3l1a/lEndJ1EzvCaze89WYC+ij1bsZdth1/aisEA//tXbS39TkbABFj/vOb78X1DznNteRaSMKrYnSJimmQX8xzCMZsBE4Pbi+tgiIuJyec3LubTapQT4BVjdik8yTZP/rfM82Pv+KxtSOSLYwo7Owp4FXw4DR7bruHobuPxRa3sSEUuVxI2oy4DeJfBxRUTKlZ/3/kx8avxpdQX2ojMMg7lDLuGFG1rQqmYUgy+rZ3VLZ/bLS5Cw3vW+fzD0nw76312kXCuJZzXXAwJL4OOKiJQb3+34jqd/f5oa4TWY3Xu2HphUjPz9bNzZqQ4DO9b2zptP9yyH39/0HPccD5UaW9ePiHiF815pNwyj9lneWhuG8S/gQWBp8bcqIlI+fLXtK55a9hRO08m+lH289NdLVrdUJnllYM88AV8Nxz3voX536DDU0pZExDsUZaV9N6dPjznJALbgCu4iInKePt3yKc//6bn5sFGFRoy7dJyFHZUNh1MyqRQe5J1BPa/5T8Dxva73g6PghrfBpkeqiEjRQvt4Tg/tJpAEbAUWmabpvNDGRETKm3mb5vHyipfdx01jmjK953Sig6Mt7Mr32R1OBs1cQWiQH8/0bUbb2hWsbunMMpNhzx+e42snQmR16/oREa9y3qHdNM1/l0AfIiLl2pz1c5iwaoL7uGVsS6ZdNY2oIC+dH+5DPv57H1sSUgC4a9YKlj9xJZHBXnhTZ3AUjPgNFjzjCvAtb7a6IxHxIiVxI6qIiJyH6Wun89bqt9zHrSu1ZtpV0wgPDLewq7IhOSOHiQu3uo9HdmvgnYH9pMAw6DvR9SRUEZE8zhnaDcNYXISPa5qm2aMI14mIlBumafJ23Nu8E/eOu9auSjve7vE2oQGhFnZWdkxZvI2kNNes8xrRIQzp4qUjHk9l87O6AxHxMoVZaa/P6XvYw4DY3PeP5/735KbLRCD1wlsTESnbHKaDzUc3u487VuvI5O6TFdiLya7ENOYs3+0+fvKapgQHeFkYPrYb9q/UVhgROadz3pJummZd0zTrnXwDegAZwJtAddM0Y0zTjAGqA5OB9NxzRESkAP42fyZ0m8BlNS7jshqXMeXKKQrsxeil/20ix+Fac+pQtwLXtKxqcUencDrgqxHwxRD47F5IT7K6IxHxYkXZ0z4JWG6a5ti8RdM0DwFjDMOomnvODcXQn4hImRboF8gb3d7AZtgI9NNz6YrLxqMOFm5MAMAwYFzf5t437nH5ZNibOy1m4zfQeTSExljbk4h4raIMf+0G/FrA60tyzxERkTycppPFe0+/TSjYP1iBvZikZtmZ9+ce3t+Q6a7d1LYmLWt62RSeQ+tg8Yue4ysehxptretHRLxeUVbaTaBpAa83L2IvIiJllsPpYNzycXy741seaP0Aw1sNt7qlMufv3UncM3sF2XYnOXmGr/RsVsW6ps4kJxO+HAbOHNdxjXbQ9RFrexIRr1eUlfYFwEjDMO4y8vyu0XC5Gxiee46IiAB2p50nlj3Btzu+BWDKmiks3b/U4q7KltQsO/fMXkFaloMch4mRZ37Cw5+uIS3LbmF3p/jlBTi80fW+fwj0nw5+msAsIgUrSmh/GDgAzAYOGIbxq2EYv+bW/gsczD1HRKTcy3Hk8NjSx/hx14/u2k2NbqJLjS4WdlX2fB93EDPPnLO7G3mW2k0Tvl970IKuzmD3Mlg+xXPc63mIbWhdPyLiM847tJumuR9oDbwCHAMuyX07lltrnXuOiEi5lu3I5uElD7Nwz0J37bYmtzHu0nHYjKKsmcjZ7D6aRnq2J6hXDPa8lp7tYHdiugVdnSIz2TUt5uRvARr0gA73WdqSiPiOIv0+zjTNZODJ3DcRETlFpj2TMUvG8PuB3921Qc0G8Wj7R71viomPW74jkbQsB6GBfvmC+0mhgX7UjfWCUZo//h8k73O9HxwN1091jbYRESkEbaITESlmGfYMRi8ezV/xf7lrQ1oM4aG2DymwFyPTNJm1bBf/+XEzgf428u2PycMwoO/F1Uu5u1OkHoZteW736jsJIqtZ14+I+JwLCu2GYQThejLqEdM0s4unJRER35Wek879P9/PyoSV7trIViMZ2WqkAnsxysh28H9fruWbNQfdx02rRbA3KT03u9sJDfTDMGDOvZcQFmTxGlV4ZRj1B3z7IARFQIsbre1HRHxOkb6KGYbRFngd6AL4AT2BxYZhVAY+Av5jmuaiYutSRMRH7EzeyYajG9zHD7Z5kKEXD7Wwo7JnX1I6w+euYmP8CXetTe1o3rmzHeFB/ny/9iBm/Eae7deMvhdXtz6wnxReGW7/COxZVnciIj7ovO+EMgyjNfAb0AB4P+9rpmkeBkKAu4ulOxERH9MitgWTr5xMkF8Qj7R7RIG9mC3blsh1U5blC+y3X1KLj4d1okpkMGFB/tzaoTZVI4O5tUNt7wnsJxkGBASf+zwRkVMU5avZeFxjHdsAwcDgU17/GRhwgX2JiPisTtU68X3/76kaVtXqVsoM0zSZ+dsu/vPjJpy5W9cD/Ayeu64Fd3SsbW1zZ5O0E04chLoa7ykiF64oob0rru0vqbl72k+1F7D4jh8RkdJxNOMo6fZ0akXUyldXYC8+GdkOHv9iLd/GeWatV44IYtqd7WhXp4KFnRXAYYcvh8P+v6HzA9D9aa2wi8gFKcqg4GAguYDXI4vYi4iITzmSfoTB8wczZP4QDqQesLqdMmvlnqR8gb1dnQp8P7qL9wZ2gN/fgP0rABP+nAZHt1ndkYj4uKKE9h1AuwJevxLYWLR2RER8w6G0Q9w7/152Ju8kPi2eYQuGke3QEK2S0LVRJR7q0QiAgR1r89HQTlSO9OJV64NrYMl/PMdX/B9UbWldPyJSJhRle8yHwDOGYXwKrM6tmQCGYTwC9AEeKp72RES8z8HUgwyZP4T9qa6HP/sZfoxuO5pAv0CLOyu7HurRiNa1o+nepLLVrRQsJwO+Gg5Ou+u4ZgfoMtbankSkTCjKSvvrwJ/AfGAprsA+yTCMA8CrwELg7WLrUETEi+w7sY97frrHHdj9bf5MuGICfer2sbizsiE9286/v93A0dT8YxFtNsP7AzvAz+PhyGbX+wGh0P9d8POyCTYi4pPOO7TnPkSpJ/AvIAPIBBoDicBjQF/TNJ3F2aSIiDfYlbyLe+bfQ3xaPAABtgDe6PYGPer0sLizsmHv0XRufHs5c5bvZvRHq7E7fOxbyc4l8GeeNateL0DFBpa1IyJlS5F+/DdN0w5Myn0TESnzdhzfwZD5QziaeRSAIL8gJnefTOcanS3urGz4desRHvxoNckZOQAs33GUhRsTuLplNYs7K6SM4/D1KM9xw57Q/tSJyCIiRXdBv7PLHfkYCxzJXYEXESlztiRtYdjCYSRlJgEQ4h/CW1e+RcdqHS3uzPeZpsk7v+7ktfmb3fPXA/1sPH9Dc98J7AA/PgYncicIhcTA9VNcD1ISESkmRdnTjmEYbQ3DWAyk4JrL3iW3XtkwjJ8Nw7iqGHsUEbHUR5s/cgf2UP9Qpl01TYG9GKRl2Xngw9W88pMnsFeNDObTEZdyawcvfWDSmRzbDRu/9Rz3ewMiNKdfRIrXeYd2wzBaA78BDYD3875mmuZhIAS4u1i6ExHxAk91eorutboTERDB9F7TaVeloKm3Uhi7E9O48e3l/LAu3l3rULcC346+jNa1oi3srAgq1IURv0H1tnDxbdDseqs7EpEyqCjbY8YDB4E2uB60dOqmvZ+BARfYl4iI1wiwBfD6Fa+zL2UfDaJ1Y+GFWrLlMA9+tJoTmXZ37e5L6/DUtc0I9C/SL4CtF9sIhiwER9a5zxURKYKihPauwH9M00zN3dN+qr1A9QtrS0TEOntP7KVWRC2MPHuSA/0CFdiLyRf/HHAH9kB/Gy/e0IJb2teyuKti4Oev8Y4iUmKKsqQRDCQX8HpkEXsREbHcHwf/4KZvb2Ly6smYpml1O2XSKze15KKqEVSLCuaz4Zf6ZmA/ugMOb7K6CxEpR4qyJLADKGhD55XAxqK1IyJinaX7lzL2l7FkO7OZuW4m0UHR3N1ct+gUt9BAf2bc1Z7gAD8qRZzpF7ZezmGHL4fCofVw1b+h4wiw+ei2HhHxGUX5KvMhMOiUCTEmgGEYjwB9gLnF0JuISKlZvHcxD/3yENlO1/TaqmFV6V6ru8Vd+b7FmxN46X+nr0jXign1zcAOsGwiHFjl2r++cBwc3W51RyJSDhRlpf11XE9EnQ9sxhXYJxmGUQmoCiwE3j775SIi3mXB7gU8vvRx7KZrn3WN8BrM6j2LGuE1LO7MdzmdJlN/2c7ERVsxTagXG8btl/jQGMezOfAPLHnZc9z9CajU2Lp+RKTcOO+V9tyHKPUE/gVkAJlAYyAReAzoa5qmjz17WkTKqx92/sBjSx9zB/baEbWZ02eOAvsFSM2yM3LeKiYsdAV2gHd/3UG23ce/NeRkwFfDwXS4jmt1hMvGWNuTiJQbRbrN3TRNOzAp901ExCd9s/0bnvn9GUzXDj/qRtZlVu9ZVA6tbHFnvmvHkVSGz13F9sOp7lqn+jFMvaOt745zPGnRvyFxq+v9gDDo/w7Y/CxtSUTKjyLPpsod99gNqJ9b2gEsNU0zsxj6EhEpUZ9v/Zzxf4x3B/aG0Q2Z0WsGsSGxFnfmu37elMCYj9eQkuWZvz6kSz2euPoi/P18PLDvWAx/veM57vMfiKl/9vNFRIpZkUK7YRh3AROBCsDJQcYmcNwwjEdM05xTPO2JiBS/pMwkJqyc4A7sTSo0YXqv6cQEx1jcmW9yOk3eWrydSYu2umtB/jZevqkl/dvUtLCzYpJxDL6+33Pc+Gpoe5d1/YhIuXTeod0wjFuBObgeovQ6nvGOzYERwCzDMDJM0/ykuJoUESlOMcExTO0xlRGLRlA/qj7v9nyXqKAoq9vySSmZOTz8aRwLNya4azWiQ3h3UDta1Cgjf6c//AtSDrreD60I102GPA/eEhEpDUVZaX8S19SYTqZpnshT/9YwjLeBv3LPUWgXEa/VtkpbZvSaQb2oekQG6plwRZWSaeefPcfcx50bVGTKHW2JCQu0sKtilLABNnzpOe73JoTrngcRKX1F2WTYBJh9SmAHwDTNZGA2rmkyIiJewTRNjmUeO63eqlIrBfYLVD06hKkD2+JvM7ivSz3eH3xJ2QnsAFWaw70/QoW60HogNO1ndUciUk4VZaX90DleN4GEc5wjIlIqTNPkrdVv8fX2r5ndZzZ1IutY3VKZ06l+RRY+fAX1YsOsbqVk1O4EI5ZZ3YWIlHNFWWmfA9xrGEb4qS8YhhEJ3ItrtV1ExFKmaTJh5QRmrJvBkYwjDJk/hENp51p3kLM5kZnDiLmr+GPH0dNeK7OB/aSgCNebiIhFirLS/hvQF1iXu4d9c269KTAS10OWfjMM4/K8F5mmufRCGhUROR+mafLyipf5cPOH7lqTmCZUCK5gYVe+a/vhFIa9v4qdiWn8vTuJb0d3oUZ0iNVtlYykXRAQAhFVre5ERMStKKF9YZ73X4HcmWme0Y91TjnHyD1HT6AQkVLhNJ288OcLfLb1M3etR+0evHb5awT4BVjYmW+av+EQD3+yhrRs15NAj6Zls2hjAnd3rmttYyXBkQOfD4Zju6DvJGje3+qORESAooX2e4u9CxGRYuJwOvj3H//m6+1fu2t96vbhpa4vEWBTYD8fTqfJG4u2MnnxdnctOMDGqze34rpW1S3srAQtfR0O/uN6/4uhUKMdRNe2ticREYoQ2k3TfK8kGhERuVB2p52nf3+aH3b+4K71q9+P8ZeNx99W5AdAl0vJGTmM/WQNizcfdtdqxYTw7p3taVa9jE7c2b8Klr7mOb7yaQV2EfEaF/xdzDAMf+ASoAaw0TTNDRfclYjIecpx5vDEb08wf/d8d61/w/48e+mz+Nm0O+98bEtIYdjcVexKTHPXujaKZfJtbahQlsY55pWdDl8NA9O1BYjanaHzaGt7EhHJo1Ch3TCMbsCNwAumaR7OU68HfA20yFN7zzTNwcXcp4hIgT7b8lm+wD6g8QCe6vQUNqMoQ7LKr5/WH+KRTz371wGGX1GfR3s1wd+vDP9dLhwHR3O3AQWGQ/9poB/2RMSLFPYr8D1A77yBPdccoCWwHJgEbATuNgzj7uJqUESkMAY0GUCfun0AGNh0IE93elqBvQhOZOS4A3tIgB9T7mjDE1c3LduBffsi+HuG57jPy66HKYmIeJHCbo+5BFiQt2AYxkVAV2CpaZrdcmvPAKuBuwDtfReRUuNv8+elri9xec3L6Vu/L4ZhnPsiOc2ADrVYe+A4S7cmMv2udlxUtYzuXz8pPQm+vt9z3OQaaHOndf2IiJxFYUN7VWDbKbVuuEY5zjxZME0zwzCMDwFtBBSREpVpzyTILyhfOA+wBdCvgR4zfz5M0zztB5xxfZuTke0gKrQcTNv54RFIzX3gVmgs9JsM+oFPRLxQYX/fGQRknFLrkPvfX0+p7wOiLqQpEZGCpGanMmzhMF5b+RqmaZ77Ajmj/62L58Zpy0nLsuerB/rbykdg3/sXbPjSc3zdWxBeybp+REQKUNjQvhdofkqtC3DYNM19p9RDgeMX2piIyJmcyD7B8IXDWX14NXM3zuXNf960uiWf43CavPLTZkbN+4fVe4/z6Odx5fOHn9od4Zb3IKQCtBkEF11jdUciImdV2O0xvwF3GYYx0zTN9YZh9Aca4boR9VQtgQPF1J+IiFtyVjLDFg5j49GN7lpMcIyFHfme4+nZPPjxGpZuPeKubTh4gsTUbCpFBFnYmUWa3wC1O0FgmNWdiIgUqLCh/T/AQCDOMIyjQEUgG5iQ9yTDMPyA64AvirNJEZGkzCSGLhjK1mNb3bUnOz7J7RfdbmFXvmXzoRMMe38Ve5PS3bVuTSrx5q1tysd2mLOJqGp1ByIi51So7TGmae4CrgD+BxwFfgS6neFBSt1zX/+mOJsUkfItMSORwT8Ndgd2A4NnL31Wgf08fL/2IP2nLs8X2B/o3pBZd3coX4H9+F7ISrG6CxGR81boJ6KaprkSKHAsg2mai3BtjxERKRYJaQnct+A+dp/YDYDNsDG+83iub3i9tY35CIfT5NX5m3n3153uWligHxMGtKJPi2oWdmYBezZ8cjV7GAsAACAASURBVCdkHIf+70KdS63uSESk0Aod2kVESlt8ajxDFgxhX4rrfnc/w4+XurzENfV1w2BhpGTmMGreP/y2LdFdqxcbxvRB7WhUJcLCziyy9FWIj3O9P7c/jF0PYbHW9iQiUkgK7SLilUzT5KFfHnIHdn/Dn1eveJWedXpa3JnvCAnww5lnKsyVF1Vm0q2tiQopR9thTtr3N/yW5zasK59SYBcRn1KGn0stIr7MMAzGXTqO8IBwAmwBTOw2UYH9PPn72Xjr9rbUrBDCg1c2ZOZd7ctnYM9Og6+Ggel0HdfpAp3uL/gaEREvo5V2EfFaLWJbMO2qaaRkp9C1Zler2/F6docTm2Fgs3me6BkTFsj8MZcTFlSOv9wveBqScvf0B0ZA/2lg05qViPiWcvxVXES8jdN0YjPyh6nWlVtb1I1vOZaWzeiPVtO2djQP92qS77VyHdi3LYSV//UcX/MqRNe2rh8RkSLSUoOIeIUtSVu48Zsb2XF8h9Wt+JwNB5PpN2UZy7YnMnnxduZvOGR1S94h7Sh8k2cbTNN+0EpjQkXENym0i4jlNiRuYPD8wexI3uEa75i82+qWfMY3aw5w07Tl7D+W4a7tPJJmYUdewjTh+zGQmuA6DqsMfd8Ewyj4OhERL1WOf2cqIt4g7kgcIxaOIDUnFYAsR5b7fTk7u8PJyz9uZuayXe5aeJA/Ewe0olfzcvyEz6wUWP8lMQe2wvZvPfXrp0BYRev6EhG5QArtImKZVQmrGLVoFOl211M6o4KimN5zOs0qNrO4M+92NDWL0R+tZvmOo+5a/UphTB/UnoaVwy3szGJ7/oB5N4PpJKneo2ALAGcONL4aGve2ujsRkQui0C4ilvgr/i9GLx5Nht21rSMmOIYZvWbQuEJjizvzbusPJDN87ioOHPdsh7mqaRUm3dqKiOByOM7xpKwUV2DPzv0tjWFzBXaAXUshKxWCyvEPNCLi8xTaRaTU/X7gdx765SGyHFkAxIbEMrPXTBpEN7C4M+82f8MhHvxoNVl2p7s29qrGjL6yYb4xj+VKxnE4tA7+ngU5GWc5yYQNX0Lbu0q1NRGR4qTQLiKl6td9vzJ2yVhycldBK4dWZlavWdSNqmttYz6gfmwY/jaDLCAiyJ83bmtNj6ZVrG6r9KQegUNxEH/ybS0c23Xu63LS4ejOku9PRKQEKbSLSKnZcHQDY5aMwe60A1AtrBqzes2iVmQtizvzDY2qRDBhQCsmLNjKO4Pa0aBSOdnuseQVWDUHUg4W7fqAUKhYv1hbEhEpbQrtIlJqmsY05dp61/LNjm+oGV6TWb1nUT28utVtea3ULDvhpzwYqU+LavRoWoUAvzIysdfpdK2Wn1w9j6gKnUbmP8eRffbAbvOHyk2hcjPY8JXr3FMZNmh+Y/H3LiJSihTaRaTU2Awbz3V+joohFbn9otupGlaORxOewxer9vP8DxuZd19HmlePyveazwZ2hx0St3oC+qG1ri0u2Smec6q3OT20V2vl+q9/CFRtAVUvdtWqtXIFdv8g1+vt7nVPjwFcK+yGDQZ+rptQRcTnKbSLSKnys/kxtt1Yq9vwWjkOJy/+sIk5y3cDMHzuKr57oAsVwgKtbexCxMfB92MhYQPYMws+N2EjOHLAL88knPrdYNSfULER+BXwbavOpfDIFtdNpwcC4OpXXCvsCuwiUgYotItIifl0y6dsPbaVpzo+haEnUZ5TYmoWo+b9w4pdSe5aSIAfqVl27w7tWamQsN6zet73jfyhOzgKDqw6+/WhsZ6V82oXu55mmldwpOutMILCXVNiTiyBtt3O908iIuK1FNpFpETM2zSPl1e8DIC/zZ/HOzyu4F6AuH3HGfHBKuKTPSvRV7eoymu3tDptX7ul0pNyt7XkTm+Jj4Oj24E8QbvTKKjS3HMcXccV3DOTIbJGnoDeyrXVJbI66N+GiEiBvOg7gYiUFXPWz2HCqgnu47jDcWTYMwgNCLWwK+/12cp9PPX1erJz568bBvyrVxNGdWvgPT/ofD0Kdv0GyXvPfW58XP7Qbhgw6CtXeA+LLbkeRUTKMIV2ESlW09dO563Vb7mPW1dqzdtXva3AfgY5DicvfL+R9/7Y465FBvvz5u1t6N6kcuk1YppwfI9n5bxeV9c+8ryO7z17YDdsUOkizw2itTqefk6NdsXdtYhIuaLQLiLFwjRN3o57m3fi3nHX2lVpx9QeUwkLCLOwM+/kcJoMmvUXf+707F9vUiWCdwe1o25sCf59OR1wdEfu9pY1nq0umcmec7LTTg/t1VrB7t/AL9A1XjHvFpfKzSBQP5SJiJQkhXYRuWCmafLGP2/w3/X/ddc6VuvI5O6TtcJ+Fn42g66NKrlD+7Utq/HqzRcTVlL71zd+C39MgUPrISet4HPj406vdRgCrW5zrajnvclURERKhUK7iFwQ0zR59e9X+WDTB+7aZTUu441ubxDsH2xhZ95vVLcGbIw/QYvqUYy4ov6F7V/PyXCNVIxf41opv+yh01/f99fZrw+O9kxvqXnJ6a/H6ImiIiJWUmgXkQsyefXkfIG9W61uTLhiAoF+Xjyi0ALZdifp2XaiQz1/L4ZhMOX2Nucf1jOT4dC6/BNcErd4HioUFAmXjgZbnocwnXxAEUB4ldMnuETX1gQXEREvptAuIuclLSeNn3b9hD3dzhdbv+CKmlfw6ZZPOZF9gp51evJK11cI0PaJfA6nZDLqg38wDJh3XycC/T1hutCBPeMYfDfGFdCP7Sr43KwTrnMqNvDUYhvBHZ+6QnqEnkQrIuJrFNpFpND+SfiHUYtG4cTJPcH3MOfvOdiw8WiHR9lwdANPdnwSf5u+rOT1z95jjPxgFQknsgB4/vuNPH9Di9NPNE04cdBzY2ibQRBVw/N6UCRsnQ/2jLN8JgMqNvSsngdF5H/Z5geNexfPH0pEREqdvruKSKGk5aQxatEo0uyemxgzcgPka3+/xuIBixXYT/Hxir2M+2YD2Q7XthWbATUqhGA6HRjHdud5SFHuNpf0RM/FlZpAVH/Psc0PqraA/X+DzR8qNc3/FNEqLVxPAxURkTLJME99XHQ5ZhhGP6BfjRo1hn7wwQfnPL+kpaamEh6ub8LiHY5nHedA6gGWZC6hZUBLmgY25YjjCAA2w0bVsKpEB0Vb3KV3yHGazNuUzZJ9dnctLACm1fyZi9P/Ijx1J/6O9AI/xp7aN7Gr/l35apHJm3DaAkgLq4Np0xakgujrp3gz/fuUvLp3777KNM325zpPof0M2rdvb65cudLqNliyZAndunWzug0RAF79+1XmbpzrPr415FY+yfjEfTykxRDGtBtjRWvew55F0q41fPzt96w+6s9Cp+tr8EVVI5g+qD21/3gaVs46+/VBkVC1pWv1vFEvaNC9lBove/T1U7yZ/n1KXoZhFCq063fZInJOGfYMlh9Ynq+207HT/X6Ifwi1I2uXdlvWyk5zzTw/ub3lUBxmwiZiTDujgF/9Lmahsz39WlXnlZtaEhro79rGclJoxfzTW6q1ggr18k98ERERyaXQLiIFSs9JZ/Ti0exI3pGv3i6gHX9n/w2ADRt96vaxor3SlbABlk3KHbG4Dcj/m8q8c2Ca23bz1NUXcd/leeavN+wJt33kCu+RNTRiUURECk2hXUTOKjU7lVE/j2L14dXuWoAtAD/DD8MwCPEPwYaNt696u+w8+TQlwXWD6OFN0Hl0/mBtz4J1nxV4+W5nFbba6tO49WUM7XLK7POoGvknwoiIiBSSQruInFFyVjIjF41kXeI6d21M2zHcftHt/LT7J+zb7Pzfxf9Hn7p9fDOwmyYk78s/vSU+DlIPec5peTNEVvccV27mmtzitINhg9gmnukt1VpxMKQRz3y/m5f6t6RWjA/+nYiIiNdSaBeR0xzPPM6whcPYlLTJXXusw2MMajYIgBsb3ciSA0vo1qibRR1egJ/Hw/6VroCeebzgc+Pj8of2gGDo/y5UqMsuWx3qVovN93Ck6sDcIVVKpm8RESnXdMeTiOSTkp3C4AWD8wX2pzs+7Q7sXs+R47pBdPU81x70U22dD7t+PXtgDwiFmpdAh6H5A3sus8VNzN1fiZ5T/mbun3uKuXkREZEz00q7iOQTHhBOm0pt2HZsGwYGz3V+jv6N+p/7QivkZEDCRohf43lQUcJGcLiePkq3J6FK8/zXVGsFCetd7wdHeSa3VGvt2uZSsaHrQUZnkJnj4NlvNvDJyn0AjP9uIxdVjeSSejEl9ScUEREBFNpF5BSGYfBUp6dwmA7aVWlHvwb9rG4pvx2LYe2nrj3oRzaD6Tj7uYfWnl5rdw807u0K6tF1Cj3BJT45gxEf/EPcPs8K/UXVIqgeHXyefwAREZHzp9AuIqexGTb+3fnf1jWQdhQOxUFWKjS7Lv9rR7ZC3EcFXx9V27VqXr/b6a/VuuS821mxK4lR81aRmJrtrt3YpgYv3diS4IAzr8qLiIgUJ4V2kXJuz4k9fLH1C8a0G4PNKOXbXEwTUuLzT2+Jj4MT+12vR9U+PbRXa5X/uGLD0x9SFFo821VM02Tun3sY/91G7E7XTHY/m8HT1zblns51892EKiIiUpIU2kXKsR3Hd3DfgvtIzEgkJSeFcZ3GlXwQTU+C5W95Anp64tnPTd7rOj9vCK/aEvq8khvSW0BQRIm0mZnj4Jmv1/PZqv3uWsWwQKbc0ZZLG1Qskc8pIiJyNgrtIuXUlqQtDFs4jKTMJAC+3/E9g5oOon50/YIvzEqB9V9CSgCseg9a3Hh6cHY6XE8MjY+DJn1cN3ye5BcAyyYW/Dn8glw3kFZr5XqgUV5B4dBpRCH/lEU3+qPVLNyY4D5uWSOKdwa1o0Z0SIl/bhERkVMptIuUQxuPbmTYwmEkZyUDEOofytQeU88d2Pf8AfNuBtMJ9R+Hn16Bn56APi+DgWf1/NB6sGe4rrnrm/x7y4MiIKYBJO1wHQeG55ngkvvf2MaucG+hEVc0YMmWw+Q4TG5sW4OX+mv/uoiIWEehXaScWXtkLSMWjiAlJwVwjXicdtU0WlduXfCFWSmuwJ6dCkCTQ99ATrrrte9Gn/26+LWn3xDa7f9cYxWrtYYK9cDmfY+MaFenAs9f34LMHAd3a/+6iIhYTKFdpBxZlbCKUYtGkW53he3IwEim95xO89jm57gS15YY0+k+rJb8T8HnR1R3rZxH1z79tYsHnE/bJS4zx8GOI6k0rx6Vr37bJWfoXURExAIK7SLlxF/xfzF68WgycretVAiqwIxeM2gS06RwHyBpp2dlHTAxMDA9r1dsBK1vh6q521zCKxdn+yXmwPEMhs9dyb6kDL57oAu1K4Za3ZKIiMhpvO930iJS7JYfXM79P9/vDuyxIbHM7jO78IEdIKY+BHgC7frqt3leCwiFyx6Ero9Ao6t8JrAv35FIv7eWsf7ACZIzchg2dyWZOQU8rElERMQiCu0i5UCV0CqEBYQBUDm0MrN7z6ZBdIPCXbxzCRzZ4poSk2eO+9GIizznGDZofmMxdlyyTNNk1rJdDJq1gqQ01wOT/G0GAzvWJshfXxZFRMT76LuTSDnQILoB03tOp2lMU+b0mUPdqLqFu3DNh/DBTfDBzZCdDgM/d017ObniHhDqOh74uWsUow/IyHbw8KdxPP/9Rhy5D0yKDQ/kw6GdGHSpbjgVERHvpD3tIuVEk5gmfNL3k8KFUtOEX1+FJS+5jpP3wvdj4PaP4JEtsOFLOBAAV7/iWmH3kcC+LymdER+sYsPBE+5aq1rRvHNnW6pFaf66iIh4L4V2kTLoux3fUTeyLi0rtcxXL1Rgd+S4AvrqDzy1ys3hmtdd7weFQ9u74MQSaNut2Houacu3J3L/h/9wLD3HXRvQvibjr2+h+esiIuL1FNpFypjPtn7G+D/GExEYwX97/5eLYi4690UnZZ6Az+6GHYs9tfrdYMD7+Z9q6mN2HEll0H9XuLfDBPgZPNuvOQM71tZ2GBER8Qna0y5ShszbNI/xf4wHICU7hQkrJxT+4hMHYfY1+QN764Gu/eo+HNgBGlQK5+5L6wIQGx7ER0M7cWenOgrsIiLiM7TSLlJGzF4/m4mrJrqPW1RswetXvF64ixM2wLxb4MQBT63bE3DF41BGgu0T17h+4zDs8vpUjQq2uBsREZHzo9AuUga8E/cOU9dMdR+3rtSat696m4jAiHNfnLgd/tsHsnJvzrT5Q7/J0GZgCXVb8v7ceZRm1SOJDA5w1wL8bIzr18zCrkRERIpO22NEfJhpmkz+Z3K+wN6+Snve7flu4QI7uB6a1PAq1/uBETDwM58N7KZpMmPpTu6Y8ScPfxKH02me+yIREREfoJV2ER9lmiYTV01kzoY57tql1S7lzSvfJMT/PMYX2mxwwzTX+10fgaotirfRUpKebefxL9bxXdxBABZtSmDGbzsZfkUhHyIlIiLixRTaRXyQaZq8vOJlPtz8obvWtUZXJnWfRJBfUMEXO3IAA/zy/N8/IBhumV0yzZaCfUnpDH1/JZsPpbhr7epUoH+bGhZ2JSIiUnwU2kV8lM3w7G7rUbsHr13+GgF+AQVcgWekY4V6cO2EMnGT6W/bjjD6o9UczzN/fWDH2jzbrzmB/toBKCIiZYNCu4gPMgyDxzo8Ro4zh+SsZF7q+hIBtnME9hMHYd4ASFjnOo6uDV3GlHyzJcQ0Td5dupNXf9rMya3rgX42xl/fnNsuqW1tcyIiIsVMoV3ERxmGwZMdn8Q0Tfxs53ii55lGOuZklGyDJSg9286jn6/lh7Xx7lqVyCCm3dmOtrUrWNiZiIhIydDvjkV8QI4jhw82foDD6chXtxm2cwf2nb+6RjqeDOw2f7h+KnR/ooS6LXmv/rQlX2BvX6cC343uosAuIiJllkK7iJfLcmQxZskYXvn7FcYtH4fTdBb+4riP4YObPDPYAyPgjk+hzZ0l02wpGXtVY+pUDAXgzk61+XBoJypH6IFJIiJSdml7jIgXy7BnMOaXMSw/uByAb3d8y+U1L6d33d4FX2iasPR1+OUFTy2immsGe9WWJdhx6YgKDWDGXe1Zs/c4AzrUsrodERGREqfQLuKl0nPSGb14NCsOrXDXhrYcSq86vQq+0JEDPzwM/7zvqVVu5grsUTVLqNuSk5ZlZ9GmBK5vnX98Y+MqETSuUsgHSImIiPg4hXYRL5Sancqon0ex+vBqd21U61GMuHgExrnGNKYehi0/eo7rXQG3zoXgqBLqtuTsTkxj2NyVbE1Ixc9m0Pfi6la3JCIiYgntaRfxMslZyQxbOCxfYB/TdgwjW408d2AHiKoBd3wC/iHQ6nYY+LlPBvZfthzmuinL2JqQCsCjn60l4USmxV2JiIhYQyvtIl7kWOYxhi8czqakTe7a4x0e585m53njaI12MPxXiG3scw9QMk2Tqb9sZ8LCrZgn56/7u+avV4nUzaYiIlI+KbSLeInEjESGLRzGtmPb3LVnOj3DgCYDCr5w56/gFwB1OuevV2pSAl2WrNQsO//6NI6fNhxy16pFBfPuoHZcXDPaws5ERESspdAu4iXSc9I5nnkcAAOD5zo/R/9G/Qu+KO5j+OYBCAyDIQuhUuNS6LRk7EpMY9j7K9l2ONVd61gvhqkD2xIbHmRhZyIiItbTnnYRL1E7sjYze82kckhlXur6UsGB3TTh19fgq+HgzIHM4/DtaNz7SXzM4s0JXDdlWb7Afu9ldfngvo4K7CIiImilXcSr1I+uz3f9vyM0IPTsJ51tpOPNs3xu/zrAicwcxn4SR0qmHYAgfxv/ubElN7b1vfGUIiIiJUUr7SIW2XNiT74JMScVGNizUuCj2/IH9npXwOCffHIGO0BkcACTbm2FYUCN6BC+GNlZgV1EROQUWmkXscCO4zu4b8F9ZNgzmN5zOhdXuvjcF52Ihw9vgUPrPLVWt0O/yeAfWHLNloIrL6rCG7e2pkvDWCpqO4yIiMhptNIuUsq2JG1h8PzBJGYkkpaTxthfxpLlyCr4osObYOZV+QP7FY/DDdN8LrD/vCmBuH3HT6tf37qGAruIiMhZaKVdpBRtOLqB4QuHk5yVDECofyivXP4KQX4FhNUTB2FWb8i9BsMP+r0Bbe8qhY6Lj9Np8tbi7UxatJVqUcF8+0AXKkUopIuIiBSGVtpFSknckTiGzh/qDuwRARFM7zWd9lXbF3xhZHVolxvQA8Nh4Kc+F9hTMnMY/sEqJi3aCkB8ciYv/LDR4q5ERER8h1baRUrBqoRVjFo0inR7OgCRgZFM7zWd5hWbF+4DXDUe7FnQZhBUK8T+dy+y/XAqw+auZOeRNHetc4OKPNuvkH92ERERUWgXKWl/xv/Jg4sfJMOeAUCFoArM6DWDJjFneWKpI8f1FphniozNBte8VgrdFq+FGxMY+8kaUrPs7trQrvV4vM9F+PvpF30iIiKFpdAuUoJ+2/8bY34ZQ7YzG4DYkFhm9ppJg+gGZ74gKwU+uwdsAXDbPLD5lV6zxcjpNHnz5228+fM2dy04wMYrN13M9a1rWNiZiIiIb1JoFylBaxPXugN75dDKzOo1i7pRdc988qkjHX98DK553ecemHQiM4exH6/h582H3bWaFUJ4d1A7mlePsrAzERER36XQLlKCRrUaRUZOBgv3LGRm75nUiqh15hMPb4IPboYT+z21kJjSabKY/W9tfL7A3qVhLG/d3oYKYb41mlJERMSbKLSLlCDDMHik/SMMaTmECsEVznzSrqXw8Z0+P9LxpFs71OKPnUf5Zs1Bhl9en0d7N9H+dRERkQuk0C5SjJYfXE6Hqh0IsAW4a4ZhnD2wx30C39wPzhzXcWA4DHgPGl5VCt2WDMMwePnGi7muVXV6NK1idTsiIiJlgpa/RIrJp1s+ZfjC4fzf0v/D7rQXfLJpwtLX4KthnsAeXhXu/dHrA3tqlp2PV+zl0IlMZi/bxXPfbSAzx5HvnJBAPwV2ERGRYqSVdpFi8MHGD3jl71cAWLBnAfXX1uf+1vef+WSHHX54GP55z1Or1BQGfgbRZ9nz7iX+3p3EPbNXYJpwS50s3l++ERPYfTSN/97dAcPHbpoVERHxFVppF7lA/13/X3dgB2hRsQV3Nr3z7Bdkp8Ce3z3HdbvC4J+8PrCnZtm5Z/YK0rIcpGc7+HCHH2bua79sPsIfO45a2p+IiEhZptAucgHeiXuHSasmuY/bVG7DjF4ziAoqYLRhSAXXqnpoLFx8G9z5JYREl0K3F+b7uIM4nab7OMfpWVUP9DPYdyzdirZERETKBW2PESkC0zR5a/VbzFg3w13rULUDU66cQmhAaAFX5oqpD8OWQFRNn5jDbpomP204REaO84yvZztMdicqtIuIiJQUrbSLnCfTNJmwckK+wN65emem9ph65sC+ayls/Ob0enQtnwjs2xJSuHX6nyzZciRfvVGkJ8CHBvpRN7YQP6yIiIhIkWilXeQ8OE0n//nrP3y85WN37fKalzOx20SC/IJOv+DkSEfDBmGVoc6lpdjthduakMI1b/6GPc+2mJOuq+NkwjrXz/2GAX0vrl7a7YmIiJQbWmkXOQ/Hs47z6/5f3cc9avfgjW5vnB7YTx3p6MhyTYxxnnl7ibdqVDmcLo1iAfC3GVzfujqhgTZCA/0A1wp7WJAfc+69hLAgrQGIiIiUFH2XFTkPMcExzOo1i3t+uod2VdrxYtcX8z1ICTj7SMc7PgWbd/+c7HSa2GyeLTuGYTD+uhY89fU6nr62GU2qRpCWZef7tQcx4zfybL9m9L24ugK7iIhICdN3WpHzVCuyFvOunUelkEr42fzyv5iVAp/dA9sXeWp1u8KtH3j1hBi7w8l7f+zhy3/288XIzgQHeP5ctSuGMndIR/dxWJA/t3aozZIlO+nWobYV7YqIiJQ73r3sJ2KxHEcOm45uOq1eNazq6YH9RDzMviZ/YPeBkY5r9h3nuim/8/z3G9lw8ATTluywuiURERE5hUK7yFlkObIYs2QMd/14FysPrSz45MObYFZPOLTWU7v8Uej/DvgHlmyjRZSckcPTX6+j/9u/szH+hLu+aFMCdodv7b0XEREp67Q9RuQMMuwZjPllDMsPLgfg/p/v54vrvqBmRM0znHwcZl8NGcdcx4Yf9J0E7e4uxY4LzzRNvo07yPPfbyIxNctdDw6w8WCPRtzXpT7+fvp5XkRExJsotIucIj0nnQcWP8Dfh/521wY2HUiN8BpnviAkGro9CT8+CoHhcMt70OiqUur2/OxKTOOZr9ezbHtivnq3JpV4/voW1IrRrHURERFvpNAukkdKdgqjFo1izZE17tr9re9nRKsRBV/YcRhkJUOjXlCtVQl3WTTv/LqDiQu2kp1n60uVyCD+3a85fVpUxfCBBz2JiIiUVwrtIrmSs5IZsXAE64+ud9fGthvL4BaD85/osEN2CoRUyF+//NFS6PLCnAzsNgPu6VyPh3s1JlzjGkVERLyevluLAMcyjzFs4TA2J2121x7v8Dh3Nrsz/4lZqa6RjulH4Z7vITCsdBu9AEO61OOrfw4QHGDjxf4taVEjyuqWREREpJAU2qXcS8xIZOiCoWw/vt1de6bTMwxoMiD/iSmH4MMBEB/nOv7iPtf89VNHP1rM4TT5cMVeOtWLoVGVCHc9wM/G+0MuITY8CD+btsKIiIj4EoV2KfcW713sDuwGBs91fo7+jfrnP+nwZph3MyTv89QqNwPDu6asrD+QzFNfrydu33EuqRfDJ8M65durXiUy2MLuREREpKgU2qXcG9BkAAnpCcxaN4sXu7zItfWvzX/Crt/g44GuG00hd6TjRGh3T6n3ejapWXYmLtjKnOW7cJqu2opdSXy3Np7rWlW3tjkRERG5YArtIsADrR+gV51eNIlpkv+FtZ/B1yPBmeM6DgyHW+ZAo56l3uOZmKbJT+sP8dx3Gzl0ItNdD/SzMbJbA3o1q2JhdyIiIlJciCT9zgAAIABJREFUFNql3DmQeoDYkFiC/ILcNcMw8gd204RlE+Hn8Z5aeBUY+JnXjHTcl5TOuG/W88uWI/nqlzWsyPPXt6B+pXCLOhMREZHiptAu5cqO4zu4b8F9tKjYgondJhLgF3D6SQ47/PAw/POep1bpIldgj65des2eRbbdyYzfdvLW4m1k5nhmrseGB/JM32Zc16q6Zq6LiIiUMd51F51ICdqStIXB8weTmJHIkv1LeHb5s2c+0WmHI57Rj9TtCoPne0VgB9hyKIXXF2xxB3bDgIEda/Pzw924vnUNBXYREZEySKFdyoUNRzcwZMEQkjKTAAj1D+XGRjee+eSAYLjtI4hpABffCnd+CSHRpdhtwVrWjGJgR9cPEE2rRfLFyM682L8lUaFn+K2BiIiIlAnaHiNlXtyROEYuHElKTgoAEQERTOs5jVaVCtibHlYRhiyA0IqupWyLOJ0me5LSqReb/yFOj/a+iEaVIxjYsTb+fvrZW0REpKzTd3sp01YlrGLYgmHuwB4ZGMmM3jPyB/bdy2DFjNMvDou1NLBvTUjhtul/csPU3zmampXvtaiQAO7uXFeBXUREpJzQSruUWX/F/8XoxaPJsGcAEBMcw/Se0/NPiVn7GXwzChzZrpDevP9ZPlrpych2MHnxNmYs3Yk9d+j6S//bzIQB3jG1RkREREqfQruUScsOLGPML2PIcrhWqGNDYpnZayYNohu4TjBNWDYJfn7Oc9HCZ6HJteAfaEHHLos3JzDumw3sP5bhrvnbDCpHBmGapm4yFRERKacU2qXMsTvtvP736+7AXiW0CrN6z6JOZB3XCQ47/O9fsGq256KTIx0tCuzxyRk89+1GftpwKF+9Q90KvNi/JY2rRFjSl4iIiHgHhXYpc/xt/ky7ahr3/HQPhmEws9dMakbUdL2YlQqf3wvbFnguqNsVbv3AkgkxdoeTOct3M2nhVtKyHe56dGgAT17dlJvb1cRm0+q6iIhIeafQLmVStfBqzOw9E3/Dn2rh1VzFlAT48BaIj/Oc2HIAXD8F/IPO/IFK2ND3V572RNMB7Wvyf1c3JSbMum06IiIi4l0U2qVMOJJ+hEqhlfLVakXU8hwc3gzzboHkvZ5a13/BlU9bOiHmpnY13aG9UeVwXrihBR3rV7SsHxEREfFOmhcnPu/TLZ9yzZfXsPzg8jOfkJMJc2/wBHbDD/q+AT2eKdXAbprmabVrW1ajd/MqPNanCT882FWBXURERM5IoV182rxN83j+z+fJdGTy0OKHWHN4zeknBQTDNa8DBgSEwR2fQPt7S7XPnUdSuXPWX/y+PTFf3TAM3rmzHaO6NSTQX/93FBERkTPT9hjxWbPXz2biqonu44bRDakXVe/MJzftC9dNhqoXQ/XWpdQhZOY4mLZkB9OW7CDb4eTg8Ux+fKgrwQF+7nM0xlFERETORaFdfNI7ce8wdc1U93Gbym14u8fbhAeGu0Y6ph2GyOr5L2p7V6n2+Nu2Izzz9Xp2H0131/YcTeOvXUlc0bhSAVeKiIiI5KfQLj7FNE3eWv0WM9bNcNc6VO3AlCunEBoQmjvScTAkboEhiyC89MPx4ZRMXvh+E9/GHcxXb1UrmhdvaEGLGlGl3pOIiIj4NoV28RmmaTJh5QTe2/ieu3ZptUt588o3CfEPyR3pOADic/e1f3Qr3PMDBISUSn8Op8mHK/by6k+bScm0u+sRwf483ucibr+kNn6auS4iIiJFoNAuPsFpOnl5xct8tPkjd+3ympczsdtEgvyC4MgW+ODm/CMd63cDv9KZv779cCqPfBZH3L7j+eo3tK7Ok9c2pXJEcKn0ISIiImWTQrv4hD/j/8wX2HvU7sFrl79GgF8A7P4dPr4dMpNdLxp+cO2EUp0QE+RvY8uhE+7jerFhvHBDCy5rGFtqPYiIiEjZpRlz4hM6V+/MQ20fAuDqulfz2hW5gX3d564Z7CcDe0AY3P5xqY90rBUTykM9GhPoZ2PMVY348aGuCuwiIiJSbLTSLj7jvpb3US+yHt1qdcPPsMGySbDo354TwqvAHZ+W+EjHfUnp/LP3GNe3rpG/v671uLpFVerGhpXo5xcREZHyR6FdvFKOIwe7aXfdYJpHjzo9wOmAHx6BlbM8L8Q2gTs/h+jaJdZTtt3JjN928tbibTicJs2rR9Gwcrj79QA/mwK7iIiIlAhtjxGvk+XIYsySMYz5ZQxZjqwznGFA2hHPYd2uMGR+iQb2v3Ye5ZrJv/Ha/C1k5jjJcZiM+2Z9iX0+ERERkby00i5eJcOewZhfxrD84HIAHl7yMG92fxN/W55/qjYb3Dgd3jsEFerA9VPBv2SmxCSlZfOf/23is1X789WbVYvk0d5NSuRzioiIiJxKoV28RnpOOg8sfoC/D/3trjWp0AQ/w+/0kwNCYNCXrhtPbcX/CyOn0+TzVft56cdNHE/PcdfDAv14uFcT7r60Dv5++kWViIiIlA6FdvEKqdmpjPp5FKsPr3bX7m99PyNajXCNdNzxM1z5DBh5Hk4UFFEivWw5lMLTX6/j793H8tWvblGVcf2aUS2qdB7WJCIiInKSQrtYLjkrmZGLRrIucZ27NrbdWAa3GOwa6fj1SHBkQ0gMdH6gRHsxTZN/fRbHugPJ7lrNCiGMv745V15UpUQ/t4iIiMjZ6Pf7YqljmccYumBovsD+eIfHGdz8XtdIxy+GuAI7wB9TIPPEWT5S8TAMg39f1xzDAH+bwahuDVg49goFdhEREbGUVtrFMokZiQxdMJTtx7e7a890eoYBDW8880jHgZ9BcGSx9nD4RCax4UHYbJ5tN+3qVOCZa5vRpVEsjauUzBYcERERkfOhlXaxzPN/PO8O7AYG4zuPZ0C9a+GTgfkDe50urpGOFeoU2+e2O5zM/G0n3V5fwuenTIYBGNylngK7iIiIeA2ttItlnur0FNuPb2d/6n5e7PIifSt1gNnXQPwaz0ktboYb3i7WkY7/7D3GU1+tZ1O8a6vNSz9u4qpmVYgJCyy2zyEiIiJSnBTaxTKVQyszq/csNh3dRPeQGjDrKji+13NCl7Fw5bhiG+mYnJ7DK/M389GKvZhmnj4igjiamqXQLiIiIl5LoV1KTZYjiyC//CvmVcOqUjWkEkzt6Anshg2unQDtBxfL5zVNk6/XHODFHzaRmJrtrgcH2HioR2OGdKlHoL92iomIiIj3UlKRUrH92Hb6ftWXX/f9evqLNj+4YRr4B0NAKNz+cbEF9h1HUrljxl+M/SQuX2C/8qLKLBx7BSO7NVBgFxEREa+nlXYpcVuStjB0wVCOZR1j7JKxTLlyCp1rdM5/Uq0OcMscCK8CNdoWy+f9ZfNhhs9dRbbD6a5VjQzm39c1p3fzKhh5H9QkIiIi4sUU2qVEbUjcwLCFwziR7brpM8AWQJDNHxK3Q2zD/Cc3ubpYP3e7uhWICg3gSEoWNgPuvaweY3s2JjxI/+xFRETEt2hfgJSYNYfXcN+C+9yBPSIggundJ9Pulwkwq6cruJegyOAAxvVtRqta0Xz7QBee6dtMgV1ERER8khKMlIiVh1Zy/8/3k25PByAyMJLpl71M8/9v787jo6rOP45/noSwIxKDbCIBRIqgVkWLK2DFBaWIC7W19kergLu2tkVtad2wltpqaxXcqhap4lKppVaNShAVqgguiKKgqFCWsBNCgCTP7497J0yGScjK3CTf9+s1r3HOPffcZ+49wWfOnHtmxjj434Kg0tRzYUwutGhXo2MVlzh//++XfLYmn1uG9yuz7azDOnHmoZ3K/HiSiIiISH2jpF1q3dyVc7nq1asoLC4EILN5Jg/0/yW9/3F52SUd+46AZm1rdKyFKzbxy+c+5P3lmwA4vW9Hjjsoq3S7maGp6yIiIlLfKWmXWjV7+WyunXktO0qClVqyWmTxUL8r6Pn0aCjcGFSyNBh6Jxx9cbWPs6VwJ3/M+ZTH3lpGSdya6w+/8UWZpF1ERESkIVDSLrVmZf5Krpl5DTtLdgLhjyd1H0n2s5dBcbjcYkZLOO8R6H16tY7h7vxn4Spu/tdHrN68vbS8aZM0rhx8EGMH9qjx+xARERGJGiXtUms6te7ET476CRPfmUjnVp15KOsEus74xa4KrfaH70+r9pKOX60r4NfPLyR3cV6Z8hN7ZXHr8H5kZ7WqSfgiIiIikaWkXWrVRYdcRLO0ppz46Sw65d65a0PWwXDh09Auu8ptlpQ4k2Yt5c+vfsb2ol1rrrdv04zxZx3CsMM6ac11ERERadCUtEuNFJcUk56WXqZs5De+C8ve21XQ7Xj47uPQMrNaxzCDecvWlybsZnDRgG5cd2pv2rbIqHbsIiIiIvWF1mmXantq8VOMzhnNtqJtu2889TboMwz6nQsXPVfthB2CFWBuGd6PZk3S6Nt5H6Zffjy3DO+nhF1EREQaDY20S7VMWTSFie9MBODq167mL9/+C83Sm+2qkJYO5z4MaRmQVvnPhiUlzvPv/4/T+3WkecauEfyumS15+tJjOaTTPjRJ12dNERERaVyU/UiVPfzhw6UJO8DW/FVsf/5qKCkuW7FJsyol7ItXbWHk/XO4dtp73Je7dLfthx2wrxJ2ERERaZQ00i6V5u5M/mAy9713X2nZEa26ct+i/9K6aDs0bwdn3FHldgt2FPGnVz/j4dlfUBQuuj45dynDv9mZnu1b11r8IiIiIvWVhi2lUtydexbcUyZhP6ZFJyZ/9FaQsAMsfBby11Sp3VcWrWbIH1/n/lmflybsGenG6JO607lti1qLX0RERKQ+00i77JG7c+e8O/nbor+Vlh2XsR93f/w2LTz8OdLYko6t969Um//buI2b//URL320ukz5Md0zmXB2P3p1aFNr8YuIiIjUd0rapUIlXsLt/72daYunlZYNtNb84bMFNAvzdQ48Di6YWqkVYoqKS3j0rWX8MedTCnbsmgOf2aopNw7tw7lHdtGa6yIiIiIJlLRLhR768KEyCfspxU2Z+NUiShdb7HcuDL8PMppXqr1n5y/ntn9/XKbsgqO7Mu70b9CuVdNailpERESkYdGcdqnQeQefR8+2PQE4Ywf8/qsluxL246+Fcx6qdMIOcM6RB/CNjsHUl94d2vDMpcdyx7mHKWEXERERqYBG2qVCmc0zeXDIAzwxbRhXrPiEdABLg6G/h6MvqXBfd2dzYVGZH0HKSE9jwohDeWfZei4+oTsZWsJRREREZI+UtEsZ7r7bnPL2rfbn6uF/h4dOgaJCOO8R6H16he0sWZPP+OkLKS5xpo0dUKbNo7q146hu7eokfhEREZGGSEm7lNpevJ2fz/o5w3oOY0i3IWU37tcTvj8t+KXTLkeV20bhzmLunbmEybOWsrM4uFP1mXeXc37/rnUZuoiIiEiDpqRdANhWtI1rXruGOSvnMHv5bO46/CoGHf7jspW6HlNhG7M+zWP89IV8tb6gtCw9zVi5qbAuQhYRERFpNJS0CwU7C7ji1SuYt3oeAEVexKJZtzEos98eE3WA1ZsLuXXGImZ8sLJM+Te77suEEf3o27ltncQtIiIi0lgoaW/ktuzYwuWvXM57ee+Vll25YSNjN26Gv38XLn0D2nZJum9xifP43C+586XFbNleVFq+T/MmjDvjG3zv6ANJS9Oa6yIiIiI1paS9Edu0fROX5lzKwnULS8t+un4DP9q0JXhx5EXQplPSfXcUlXD+/XN4/+uNZcpHHNGFG4f2oX2bZnUWt4iIiEhjo6S9kdpQuIExOWP4ZP0npWXXr1vPhZvzK7WkY9MmaRzWpW1p0t4jqxW3nd2P4w7KqvPYRURERBobJe2N0Nptaxn98miWbFxSWvbrtes4f8tWyGhZqSUdAX52Wm9mLl7DyP5dGTuwB82apNdl2CIiIiKNlpL2RmZH8Q4ufuliPt/0OQDmzi1r13N2/lZo1R6+/xR0ObLMPl+u28rElxZz83f6ktV617SXti0yePW6gUrWRUREROqYfo6ykWma3pQL+1wIQLo7v81bFyTs+/WCS14pk7BvLyrmL699xql3vc6/P1jJ7S98vFt7SthFRERE6p5G2huhkb1HUrR0Ju0XPseQgm1w4HFwwVRomVlaZ87Sdfxq+ocszdtaWjZ9wQquPrkX2VmtUhG2iIiISKOlpL2R+v7QSWBtIX81nD0JMpoDsC5/OxNe+Jh/zF9Rpn7fzvtw+4hDlbCLiIiIpICS9gZuyYYl3LPgHm4/8XZaZSQk3KdNAAzS0igpcZ6a9zW//c8nbNq2s7RK62ZNuO7Ug7loQDeapGs2lYiIiEgqKGlvwBavX8zol0ezYfsGLn/iZCad/x9attg1BYa0YD764lVbuPG5D3n3yw1l9j/z0E6MP+sQOrZtvjfDFhEREZEEGjptoD5a+xE/funHbNgeJOKLi/NZNv0SKCnere7SvPwyCXvXzBY8Mupo7r3wSCXsIiIiIhGgkfYG6L0173HZK5eRvzMfgDbFJUxevYZDmmyHTV9Du+wy9c/o15FBvdvz5pK1jDmpB1cO7kWLploVRkRERCQqlLQ3MPNWzeOKV6+goKgAgLbFxdy/ag1922TDD55hhXVg/fJNHHpA29J9zIxbh/ejcGcxvTq0SVHkIiIiIlIeJe0NyJz/zeHq166isHg7AJnFxTywcg29O/Vn58ipPDp/E3e9Mov92zTjxWtPonnGrtH0rpktUxW2iIiIiOyB5rQ3ELOXz+bKV68oTdjbFxXxyMrV9D74LOYPfIRhD33EhBc+pmBHMcvWFTApd2mKIxYRERGRytJIewMwd+Vcrpl5NTtLigDoUFTEwyvX0OHIS7lx20j+/uD8MvV7d2jDib2yUhGqiIiIiFSDkvYGoE9mH3qUpLOYIrrsLOLB1Xms6zOOc949gnVbl5fWa5GRzrWn9OLHJ3QnQ2uui4iIiNQbytwagLbN2vLAsCcZvBMeztvIk21u5Ox3+rJu647SOqf06UDOT09i7MCeSthFRERE6hmNtDcQmZkH8buznuGSya/w5qbs0vLObZtz03f6cmrfjqkLTkRERERqREOu9dBTnzzJjLl/2K28RcfenDj4dADS04wxJ/Ug56cDlbCLiIiI1HMaaa9npnzwMBMX3E2aO7ajkDNP+mWZ7Ref0J0la/K5+ITu9Om0T4qiFBEREZHa1KBH2s2sp5m9YWafmtkCM+uf6phq4uF3/8zEBXcDUGLGEx//jS8+nlemTkZ6Gneef7gSdhEREZEGpEEn7cBk4DF3Pxj4BTDVzCzFMVWZuzPprQncvfDB0rIjCgv51opvcsOs7bh7CqMTERERkboWqaTdzA4ws3vMbI6ZFZiZm1l2OXW7mtkzZrbJzDab2T/M7MC47e2BAcCjAO6eAxhwVJ2/kVrk7vw5dxz3ffZkadnR2wrp8vWp/GHHD1mzdSd5W7anMEIRERERqWtRm9N+EDASeBeYDZyarJKZtQReA7YD/wc4cBsw08wOc/etwIHASnffGbfrsrC87JySiFm9bgVTcm6lQ/pRXPbXG3izSX7ptm8VbKd4+fd41o7luiEHMWZgD5o1SU9htCIiIiJS16KWtL/u7h0AzOwSyknagdFAD6C3uy8J638AfAaMBf64F2KtE8/NnMwdy+6h2J3+xZ/wZtNdCfuArTtZtXws+/Y8gZeH9yM7q1UKIxURERGRvSVSSbu7l1Sy6neAubGEPdz3CzN7ExhOkLR/BXQys4y40fbssDySVq9bwR3L7qEgLY1Dt6bxZqt1pdsG5Jewat04xnz3NM46rBP1cGq+iIiIiFRTpOa0V0FfYGGS8o+AQwDcPQ94GxgFYGZDCOa0v7t3Qqy6KTm3EvvUUkw6Ft5g+q0taXyweQjH9pzPsMM7K2EXERERaWQiNdJeBZnAhiTl64F2ca8vBR4zs58DBcCFXs5SK2Y2BhgD0KFDB3Jzc2s14Mro2KQ/P9rnsOBFazhg+ctsSF/BAa1HcWQnYx9vmpK4RJLJz89Xf5TIUv+UKFP/lOqor0l7pbj7Z8Bxlaz7APAAQP/+/X3QoEF1GFlydz75JNO2zaYwLfgC5JKOl/FywSTesck031zCBS1O4geDLtnrcYkkk5ubSyr+TkQqQ/1Tokz9U6qjvk6P2UDZEfWY8kbg64WLhowvc0EymlB6hdKAH542PgVRiYiIiEiq1dek/SOCee2JDgEW7eVYak2H/bpwffZVtCwpoXlJMLu9eUkJLUtKuD77Ktq365ziCEVEREQkFepr0v48MMDMesQKwh9hOj7cVm+NGHwpM87O4YIWJ7GPN+WCFicx4+wcRgy+NNWhiYiIiEiKRG5Ou5mdF/5n7JdLzzCzPCDP3WeFZQ8CVwL/NLNfEfy40q3A18D9ezPeutC+XWeuu2ASubm5msMuIiIiItFL2oGnE17fFz7PAgYBuPtWMzsZuAuYQrCU46vAte6ej4iIiIhIAxK5pN3dK7UIubt/BZxbx+GIiIiIiKRcfZ3TLiIiIiLSaChpFxERERGJOCXtIiIiIiIRp6RdRERERCTilLSLiIiIiEScknYRERERkYhT0i4iIiIiEnFK2kVEREREIk5Ju4iIiIhIxClpFxERERGJOCXtIiIiIiIRp6RdRERERCTilLSLiIiIiEScknYRERERkYhT0i4iIiIiEnFK2kVEREREIk5Ju4iIiIhIxJm7pzqGyDCzYcCwLl26jH788cdTHQ75+fm0bt061WGIJKX+KVGm/ilRpv4p8QYPHvyuu/ffUz0l7Un079/f582bl+owyM3NZdCgQakOQyQp9U+JMvVPiTL1T4lnZpVK2jU9RkREREQk4pS0i4iIiIhEnJJ2EREREZGIU9IuIiIiIhJxStpFRERERCJOSbuIiIiISMRpycckzCwP+DLVcQBZwNpUByFSDvVPiTL1T4ky9U+J183d2++pkpL2CDOzeZVZt1MkFdQ/JcrUPyXK1D+lOjQ9RkREREQk4pS0i4iIiIhEnJL2aHsg1QGIVED9U6JM/VOiTP1Tqkxz2kVEREREIk4j7SIiIiIiEaekXUREREQk4pS01xNm1tPM3jCzT81sgZlpqSiJDDMbH/bNEjM7O9XxiMSYWTszmxH2z/fN7GUzOyjVcYkAmNk0M/sg/P/622b27VTHJNGlpL3+mAw85u4HA78AppqZpTgmkZgc4HTg9VQHIpLAgbvd/WB3PxyYATyU4phEYsa6+2HufgQwFnjazJSbSVLqGClmZueZ2bNm9qWZbTOzxWb2WzNrE1enPTAAeBTA3XMAA45KSdDSaFSmfwK4+1x3/zxVcUrjVJn+6e4b3f2VuN3eArL3erDSqFTh386NcS/b7uUwpZ5R0p56PwOKgRsJRionAZcBOXGftg8EVrr7zrj9loXlInWpMv1TJFWq0z+vBf65d8KTRqzSfdPM7jKzz4FngXPdvWRvByv1Q5NUByAMc/e8uNezzGw98BgwCHgtJVGJBNQ/Jcqq1D/N7DdAD2DMXotQGqtK9013/wnwEzM7HZhoZse7+469Gq3UCxopS7GEP+qYd8LnLuHzV0AnM8uIq5MdlovUmUr2T5GUqEr/NLNfAUOBM9y9oK5jk8atOv92uvuLQDvg0LqKS+o3Je3RNDB8/hhK//jfBkYBmNkQgjnt76YiOGn0yvRPkYjZrX+GI+zDgFPdfVNKohJJ6Jtm1sLMusc2mtmxwH6A7g+SpPSLqBFjZl2ABcD77j4krrwXwddqWUABMMbd305NlNJYVdA/bwIuAdoDW4BCYIC7L09FnNI4JeufZtYXWAgsBfLDqkXurmVzZa8pp29mAv8G2gBFwFZgvLtr2qEkpaQ9QsysNZALdAaOUcIjUaL+KVGm/ilRpb4ptUU3okaEmbUA/kVwk9RA/VFLlKh/SpSpf0pUqW9KbVLSHgHhDabPAP2BIe7+YYpDEiml/ilRpv4pUaW+KbVNSXuKheu1TgVOBs5y97kpDkmklPqnRJn6p0SV+qbUBSXtqXcvcD4wAdhqZgPiti3XV2mSYuqfEmXqnxJV6ptS63QjaoqZ2TKgWzmbb3b3m/ZeNCJlqX9KlKl/SlSpb0pdUNIuIiIiIhJx+nElEREREZGIU9IuIiIiIhJxStpFRERERCJOSbuIiIiISMQpaRcRERERiTgl7SIiIiIiEaekXUREREQk4pS0i4hUgZm5mT2a6jiqw8xamtmfzewrMysOfwBG6jEz+52ZfWFmTau5/zfNrMTMBtZ2bCJSu5S0i0jKmdmgMBl2MxtdTh03sxl7O7YGZhxwFTANGAVcm9JopEbMrDtwDXCLu++oThvu/h4wHfiDmVltxicitUtJu4hEzU1m1iLVQTRQQ4AP3f3n7j7F3aenOiCpkeuBzcDjNWznbuAoYGiNIxKROqOkXUSiZB7QGY0AA2Bm6WbWshab7Aisr8X2KmRmLcysyd46Xn1QW9fUzPYBLgSecPedNWxuNrAMuLSmcYlI3VHSLiJR8hTwLjDOzPbbU+Xy5peb2ahw26C4spvCskPM7G4zW2lmBWb2qpn1DuucY2bzzWybmS0zszEVHPsUM5sbtrHKzP5kZq2T1GsbzjteYmbbzSzPzJ4wsx7lxHyKmY03s6VAITByD+egiZmNM7NFZlZoZuvM7DkzOzSxbaA7MDBuKtJNFbSbHatjZt8zsw/C9r8Ky5ok1H80rN/ezP5qZquBrcABlY0zob1zzSzXzDaG53hxOB+/aVwdM7PLzOzdsE6+mc00s8FJ2vuhmb0dtrfVzD43s6lm1j6uTl8ze9rMVoTXalXY3pkJbWWZ2b1m9rWZ7Qif703ss3u6pmZ2nJn9JzxOYXjcF8xsQHnXJc5QoBXwQpL3mhv23x5m9k8z22Rmm8Pz3SOxvrs78BJwerI+LCLRoBEQEYkSJ/jKPwf4JfDTOjjGY0A+cDvQHrgOeMnMxgMTgUnAX4GLgfvNbJG7v5HQxpHAecCDwN+AwcDQqY8BAAAIZElEQVTVQD8zG+LuJRAk7MBbwIFhmx8BnYDLgf+aWX93/zKh7TuBjLDtzcDiPbyfqQRJYE4Ye0fgCmCOmZ3o7guA14GLgLuAtcCEcN8P9tA2wHeAHsC9wKrw9W+AbsCPktTPCevdSpBU5lchTgDMbAJwI7AojHkl0BM4F/g1EJu/PQX4HvAM8AjQjGD0OcfMznH358P2LiK47rPD/bcBXQkS3/2BvDDhfi1sdzLwJZAF9Ae+Bfw7bCt2TQ8iuKbzgSOAy4CTzewYd9+ScE52u6YWfFCMnas/AauBDsAJwOHA3CTnNl7sxtF3ytneCsgF/gvcAPQi6HcDzOwId1+VUH8OMDY8/ot7OLaIpIK766GHHnqk9AEMIkjYfxa+fplgRLJbXB0HZiTs58CjSdobFW4bFFd2U1j2L8Diyq8OyzcDXePK24cxPJHkmA6cnVD+p7D8goSybcDhCXW7hcd7NEnMi4GWlTxvQ8J9piW8p8OBImB2Qv1lQG4l284O2y4GjowrN+C5cNuAuPJHw7LHaxIncExY9zWgeUI7FtsfGBHWG5NQpwnBNKsv4ur+IzzfTSp4v98J2xu5h/MyIax3eUL5FWH5rZW5pnH97phq/s3MAtaXsy03bPvuhPLYOZucZJ8Twm3XVScePfTQo+4fmh4jIlE0DmhKMFpb2/7s7h73enb4/Ly7fx0rdPc8gmSrV5I2FvvuN3HeET6PgGDqBsGo7+vAinBKRZaZZRFMG5kLnJqk7UnuXlDJ9zIifJ4Q/57c/X2CDycnxE//qKYcd58f17YTfCMRf/x4d9YwzgvD5xvcvTC+EQ+FL38AbAGmJ5zbfcM2s9l17TYBLYEzw+uSzKbw+QwL5ouXZwSQBzyQUH5/WJ7snCS7prHjDTez5hUcrzzt2fP9CXfEv3D35wj69NlJ6q4Ln/evRiwishcoaReRyPFgqsQTwIVmdlgtN/95wusN4fMXSepuAJLNrf84scDdVwIbCaaSQJBU7UeQmOcleQwhmA6R6NOKwy+jO1CSLB6CqTixOjWRrO1F4fNu86NJHn9V4uxFMOL7/h7i6gO0IZhWknhubwrrxM7v7QTTXaYTTIV51swuMbM2scbcfRbBVKdRwFoze9PMbjazQ5K8l8XuXhRfGL7+lMqfkyeBVwimAa03s9fCOf/d9vC+Sw9J8M1DeTb67lNgILgGHcysVUJ5rC1HRCJJSbuIRNWvCKZO/K4a+1Z0v05xFcuru3Z1bL9XCBL0ZI/TkuxX2VH2SKrCtwQVNsOek0dj14ef8h4Lw5g+Aw4BziSY296NYH75J2bWMy72/wMOJbifYh3B/Q4fmNmVNXw/u50Td9/u7kMI5sv/lqD/3RLGlGy0PlEekFnDuOLF2sqrxTZFpBbpRlQRiSR3/8LMJgHXWNwqMAnWkzxxSTbaWZv6JBaYWSeCqRmxkfw8gpH3fdz9lTqK43OCwZc+7H5TaWyEONk3CFWx23uNazvxW4vyVCXOT4EzCOa7v11Bm58BBwNz3T2/gnpAkCQTrLTyAoCZDSW4ufSnBPPRY/UWEiT7vzezfQlu5LzDzO4Np+Z8DvQ2sybxo+3hajoHU/lzEjve27H3aWZdgQXAbQT3DVRkIcFKQFnuvjbJ9n3NrGOS0fY+wBp335pQflBcuyISQRppF5Eou43gBsKJ5Wz/FDjW4ta9NrN2JF/VpDb1NrPEecHjwufpAB6sIDMVOMbMzkvWiJnVdP5wbF79DfFztc2sH8GNlW+Ec/NrYoiZHRnXtgG/SDh+bcb59/D59vjlHROOD8FUljSCUerdmFmHuP/OSlIlNk8/M6yTaWZl/p/o7hsJPky0BGLzzqcTTH26JKG90WH5npLtimJaTuVH0HPD54qWh7w+4ZgjgN4kv24DCL7ZerMSxxaRFNBIu4hElruvNbPfU/4NqX8h+DXI18xsCsFI92iC+csd6zC0D4HHzexBghHfwQRLQM4iWCEl5pfA8cBTZvYUwc2nOwimZwwlWJN+VHWDcPecsN0LgHZmNoNdSykWEqxQUlPvE5zfewmWXhwOnAJMcfc5tR2nu79tZr8j+BA038ymESyL2J3gHB9DMF/7GTN7BLgy/FAxg2A5ywOAYwlGjmPfuLxsZhsJbjr+mqCfjCKYgjMlrPND4Cdm9hywBNhJsKziacBT7r4trDcROB+4NzzuAoIlHy8muMmzvA+YiX5lZqeGcX9BMN1nGPCNSrbxIsGNuEPDNhKtBc4xs84ECX5sycfV7JrzD5R+EDodeLEy31qISGooaReRqPsjQbLRKXGDu08Nk5Irw3qfE8wLLiGYK1xX5hNMq5hA8CuSmwk+QNwYjrDH4ttkZscTzI0eSZDwFhGMqL4BPFQLsVwYxjMK+APByjSzgPHu/mEttP88QTJ6A8Eo7RqCD1FVXdmn0nG6+/Vm9j7Bdf0FwYj61wRTWwri6v3YzGYCY8L4mhIk+PPD1zGTCM7/WIJR7HUEyfZV7j4zrJNLkHyfRdDXigmS6Z8RXNvYMWPX9GaCbwl+RJAITwZ+47uv0V6e6eFxRhLcMLuN4APgaODhPe3s7vlm9jjwXTO71t13JFTZCpxMsM79HQQfCl4kWNJxZULdkwg+SF6BiERWbA1bERGRUmaWTZC03uzuN6U0GEkqvEafAFe6+0Nx5blAtrtnV7Kd5wh+bOpoV1IgElma0y4iIlIPufsy4G6CqTa7zf+vDDM7guAboOuUsItEm5J2ERGResrdr3f37CTTYyq7/wJ3TwvXqReRCFPSLiIiIiIScZrTLiIiIiIScRppFxERERGJOCXtIiIiIiIRp6RdRERERCTilLSLiIiIiEScknYRERERkYhT0i4iIiIiEnH/D38mubHVyIFgAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(12,12))\n", + "if small:\n", + " weak_df = weak_df.head(n_small)\n", + "x_values = weak_df[['N_Processors']]\n", + "for i in range(3):\n", + " plt.loglog(x_values.values, weak_df[[y_columns[i]]], label=legend_labels[i], basex=2,linestyle='--',linewidth =3)\n", + " plt.scatter(x_values.values, weak_df[[y_columns[i]]],s=50)\n", + "plt.ylabel(r''+y_label,fontsize='18')\n", + "plt.xlabel(x_label,fontsize='18')\n", + "plt.tick_params(labelsize=16)\n", + "plt.legend(fontsize='18')\n", + "plt.grid(True,which=\"both\")\n", + "plt.title(title, fontsize='26')\n", + "plt.tick_params(labelsize=16)\n", + "if small:\n", + " plt.savefig(\"weak_scaling_small.png\", bbox_inches = 'tight',pad_inches = 0)\n", + "else:\n", + " plt.savefig(\"weak_scaling.png\", bbox_inches = 'tight',pad_inches = 0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Strong scaling" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Hilbert_2000.csv ',\n", + " 'Hilbert_4000.csv',\n", + " 'Theo_Strong.csv',\n", + " 'Tridiagonal_4000.csv',\n", + " 'Tridiagonal_10000.csv']" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "files_strong" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "df_first = pd.read_csv(files_strong[0])\n", + "df_first_small = df_first.head(7)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [], + "source": [ + "x_values_column = 'N_Processors'\n", + "y_values_column = 'Speedup'\n", + "x_label = 'Number of processors (p)'\n", + "y_label = 'Speedup: $T(p=1)/T(p)$'\n", + "legend_labels = ['Hilbert:N=2000','Hilbert:N=4000','Theoretical', 'Tridiagonal:N=4000','Tridiagonal:N=10000']\n", + "title = 'Strong Scaling'\n", + "small = True\n", + "n_small = 9" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(12,12))\n", + "for i in range(5):\n", + " df_new = pd.read_csv(files_strong[i])\n", + " if small:\n", + " df_new = df_new.head(n_small)\n", + " df_new.dropna(inplace=True)\n", + " x_values = df_new[[x_values_column]].values\n", + " y_values = df_new[[y_values_column]].values\n", + " plt.loglog(x_values, y_values, label=legend_labels[i], basex=2,linestyle='--',linewidth =3)\n", + " plt.scatter(x_values, y_values,s=50)\n", + "plt.ylabel(r''+y_label,fontsize='18')\n", + "plt.xlabel(x_label,fontsize='18')\n", + "plt.tick_params(labelsize=16)\n", + "plt.legend(fontsize='18')\n", + "plt.grid(True,which=\"both\")\n", + "plt.title(title, fontsize='26')\n", + "plt.tick_params(labelsize=16)\n", + "if small:\n", + " plt.savefig(\"strong_scaling_small.png\", bbox_inches = 'tight',pad_inches = 0)\n", + "else:\n", + " plt.savefig(\"strong_scaling.png\", bbox_inches = 'tight',pad_inches = 0)" + ] + } + ], + "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": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/CG_Parallel/plotting/Theo_Strong.csv b/CG_Parallel/plotting/Theo_Strong.csv new file mode 100644 index 0000000..1335fbd --- /dev/null +++ b/CG_Parallel/plotting/Theo_Strong.csv @@ -0,0 +1,20 @@ +N_Processors,Speedup +1,1 +2,1.98019802 +4,3.883495146 +6,5.714285714 +8,7.476635514 +10,9.174311927 +12,10.81081081 +14,12.38938053 +16,13.91304348 +18,15.38461538 +20,16.80672269 +22,18.18181818 +24,19.51219512 +26,20.8 +28,22.04724409 +30,23.25581395 +32,24.42748092 +64,39.26380368 +128,56.3876652 \ No newline at end of file diff --git a/CG_Parallel/plotting/Tridiagonal_10000.csv b/CG_Parallel/plotting/Tridiagonal_10000.csv new file mode 100644 index 0000000..3f3c427 --- /dev/null +++ b/CG_Parallel/plotting/Tridiagonal_10000.csv @@ -0,0 +1,20 @@ +N_Processors,Speedup +1,1 +2,1.902751633 +4,2.647140021 +6, +8,5.559034513 +10, +12, +14, +16,6.203496706 +18, +20, +22, +24, +26, +28, +30, +32,3.847891815 +64, +128, \ No newline at end of file diff --git a/CG_Parallel/plotting/Tridiagonal_4000.csv b/CG_Parallel/plotting/Tridiagonal_4000.csv new file mode 100644 index 0000000..3171a3d --- /dev/null +++ b/CG_Parallel/plotting/Tridiagonal_4000.csv @@ -0,0 +1,20 @@ +N_Processors,Speedup +1,1 +2,1.337395583 +4,2.0183424 +6, +8,4.890459681 +10,4.85880152 +12, +14, +16,3.429617643 +18, +20, +22, +24, +26, +28, +30, +32, +64,2.563795216 +128, \ No newline at end of file diff --git a/CG_Parallel/plotting/Weak_Scaling.csv b/CG_Parallel/plotting/Weak_Scaling.csv new file mode 100644 index 0000000..18a891c --- /dev/null +++ b/CG_Parallel/plotting/Weak_Scaling.csv @@ -0,0 +1,13 @@ +N_Processors,Speedup_Hilbert,Speedup_Tridiagonal,Speedup_Theoretical +1,1,1,1 +2,1.549396014,1.860067748,1.99 +4,2.728897513,2.134511584,3.97 +6,5.644552997,3.882887197,5.95 +8,5.706157858,5.337380716,7.93 +10,9.467518041,4.78593668,9.91 +12,11.53527801,5.216948375,11.89 +14,12.40338647,5.247508123,13.87 +16,7.78378013,5.812772576,15.85 +32,4.096036449,3.54539508,31.69 +48,2.499526594,2.407835526,47.53 +64,2.569523988,2.550388241,63.37 \ No newline at end of file diff --git a/CG_Parallel/plotting/shorten_csvs.sh b/CG_Parallel/plotting/shorten_csvs.sh new file mode 100755 index 0000000..0a3d25c --- /dev/null +++ b/CG_Parallel/plotting/shorten_csvs.sh @@ -0,0 +1,5 @@ +#!/bin/bash +for entry in ./*.csv +do + head -$1 "$entry" > "$1"$entry" +done diff --git a/CG_Parallel/plotting/strong_scaling_small.png b/CG_Parallel/plotting/strong_scaling_small.png new file mode 100644 index 0000000..46e142e Binary files /dev/null and b/CG_Parallel/plotting/strong_scaling_small.png differ diff --git a/CG_Parallel/plotting/weak_scaling_small.png b/CG_Parallel/plotting/weak_scaling_small.png new file mode 100644 index 0000000..9c16c8e Binary files /dev/null and b/CG_Parallel/plotting/weak_scaling_small.png differ diff --git a/CG_Parallel/script_outputs/print_time.sh b/CG_Parallel/script_outputs/print_time.sh new file mode 100755 index 0000000..3baec45 --- /dev/null +++ b/CG_Parallel/script_outputs/print_time.sh @@ -0,0 +1,6 @@ +#!/bin/bash +for entry in ./cgp* +do + echo "$entry" + cat "$entry" | grep Execution +done diff --git a/README.md b/README.md index 51a11f7..84e6eb0 100644 --- a/README.md +++ b/README.md @@ -1,10 +1,31 @@ # Conjugate Gradient Solver May - June 2019 ### Parallel and High Performance Computing Course Project ## Sergio Daniel Hernandez ### Description Conjugate Gradient Solver developed in the context of the final project for the Parallel and High Performance COmputing Course (PHPC) at EPFL. ### Structure * [Serial implementation](CG_Serial) * [Pure MPI implementation](CG_Parallel) +# Usage +Cloning the Repository +´´´ +git clone https://c4science.ch/source/phpc_cg_sdhc.git +cd phpc_cg_sdhc +´´´ +Choosing the branch +´´´ +git branch -a +´´´ +Choosing the branch cluster +´´´ +git checkout cluster +git pull origin cluster +´´´ +Running the application +´´´ +./EXECUTABLE input_options.txt > console_output.out +´´´ +The EXECUTABLE in folder *CG_SERIAL* is *CG_SERIAL* and the executable +in folder *CG_PARALLEL* is *CG_PARALLEL*.