{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Multi-task framework\n", "\n", " \n", "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/luigibonati/mlcolvar/blob/main/docs/notebooks/tutorials/adv_multitask.ipynb)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction\n", "In the context of data-driven CVs, multi-task learning is often employed by optimizing different objective functions on the same dataset. In `mlcolvar`, we extended this concept and implemented a framework to perform this on multiple dataset of different type. This allows to train CVs that satisfy multiple requirements and to design methods that can fully exploit all the data we have access to.\n", "\n", "In this tutorial, we will show how to setup a multi-task learned CV by taking as an example a semi-supervised learning scenario." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Setup\n", "The tool for building multi-task learned CVs in `mlcolvar` is the `MultiTaskCV` class" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Colab setup\n", "import os\n", "\n", "if os.getenv(\"COLAB_RELEASE_TAG\"):\n", " import subprocess\n", " subprocess.run('wget https://raw.githubusercontent.com/luigibonati/mlcolvar/main/colab_setup.sh', shell=True)\n", " cmd = subprocess.run('bash colab_setup.sh TUTORIAL', shell=True, stdout=subprocess.PIPE)\n", " print(cmd.stdout.decode('utf-8'))\n", " \n", "# IMPORT PACKAGES\n", "import torch\n", "import lightning\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# IMPORT HELPER FUNCTIONS\n", "from mlcolvar.cvs import MultiTaskCV, AutoEncoderCV\n", "from mlcolvar.core.loss import TDALoss\n", "from mlcolvar.core.transform.utils import Statistics\n", "from mlcolvar.utils.plot import muller_brown_potential, plot_isolines_2D, plot_metrics\n", "from mlcolvar.utils.trainer import MetricsCallback\n", "\n", "# Set seed for reproducibility\n", "torch.manual_seed(42)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Load data: unlabeled + labeled data\n", "We will use the two-state Muller-Brown potential as example using `p.x` and `p.y` as descriptors.\n", "As datasets, will use:\n", "- **unlabeled dataset** for the unsupervised component of the training obtained from high temperature simualtions\n", "- **labeled dataset** for the supervised component based on unbiased simulations performed in the metastable basins. \n", "\n", "The multiple datasets can be directly passed as list to `DictModule` that will automatically combine them.\n", "The different datasets can be of different size, but the batch_size must be set so that the total number of batches in an epoch is the same for all of them." ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DictModule(dataset -> [DictDataset( \"data\": [5000, 2] ), DictDataset( \"data\": [4000, 2], \"labels\": [4000] )],\n", "\t\t train_loader -> DictLoader(length=0.8, batch_size=2500, shuffle=True),\n", "\t\t valid_loader -> DictLoader(length=0.2, batch_size=2000, shuffle=True))\n" ] }, { "data": { "image/png": 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L/oqmKBG/weK6CtYtqpnz5JgTZfJ6vvXSljOy/rvuuosNGzbwxje+kZtvvplbb72VxYsXH/f+Pp+Pu+66i4suuogNGzag6zr/8i//ApRE8Kc//Sm7d+9m9erVfPnLX55V3EKhEJ/85Ce5/fbbWb9+PcFgsHwMKI04/M///E8ee+wxLr/8ctatW8fXv/71aQk4R+OOO+5g+/bt3HbbbeXOa7NRUVHBl7/8ZS677DIuv/xyurq6eOSRR9A0DSEEjzzyCBs2bOB973sfy5Yt453vfCddXV3lKVPveMc7+OxnP8snP/lJLr30Ug4ePMif/dmfHfe1PFnOquHPZwI1/FlxJjlWzPKBzb089vIgy5uiPLtvFNuTNET8+EyNO66YX3bZep7k4/+6lcd3DVN0PJwJRfTpgqqQiZQwlrNxvUO/zgIIGBr1UT+aEIxlLVzPw3IlriepCppIoDrsZ1FtiN5kSRCrQj4aKwPcse7Q+Z/bN8q3n9hHKm8TDZp85LVLWL/kxEoYToZCoUBnZycLFy48qTFL5xv33HMPH/vYx6bVYp5vHO2zc84Of1YoXm1MWjJHYqrlaXsepqZNc9l6nuTZA6N898n9bDk4TsEuuVsFIAFT18gVHSTg0wQFTzIplxKwXY+qsI+qkEl12E9bdYDnDoyTtxwiAYOGSj83rGqiMuhj/3Ca/SNZVsziMpYCSkeWpf/OLYNSoThplFgqFHOE50mkJ2mJBUEI1i6qZlt3gl0DKTJFh/0jGe55toufbe5m31AW2yvFIV1ZEksA23WREnRdYLmHhHISR0LHQJIFtWFiIT+98QKaEDRWBgn6DG5c1cydVy5A0wQbD4zRmzg47fwbD4yxdkE1/YkCUb/J2gU17B5I0Z84c51TFIqzARWzVCjmiE1d49z/h24OjGTpjedY0RTljnXzWVwXRiLZN5TmvucP0jWSxZOybE0KwNAgaAosF2wPHEeizVIeAJB3YP9IjrztUhEwaK4McMPKRkxN0DGUZlPXOJ4ny63zJs+/f+L8m7rGz3gWqeLUcOedd57XLthTibIsFYo54vBM2f5EgdvWzOOpjmHSeQdT0xhKFSg40y3GxqgfT0K6YJWfcyRoE4IqAO+wc1muZDBZIOQzME2NjQcONV6/7/mDQKmkZd2iGnrjeQ6MZKe5g29bM6+85jORRapQnG0osVQoTgPHM5Q5lbcZShcYz1o0VPrLJRrbehOMZoocGM1iOy6aKLleJxlMFSn1PhfTxNEDdFEqHfFpGgVnumSmCzZ98SyrW6sImKXyhamdgCaZzYo8VuxVoXi1o8RSoTgNHM9Q5s0Hx8lbLmO2xYqmCK7r8fCOASzLpS7iZyxTxJPThRImEne8yX8xzep05eQTHkFDUJwoEwHIWh7FRIGKQJa3XNJC3nbpGEzPcKue6VpEheJcQImlQnEa6BnLMZgoEAv7GEwU6BnL4UnJt/9rL+m8Td52MTQNT0rSeYdfvTTA03tHQUqGMxa2U6qj1DWBe7hacigb1piwOg/fwpNgaBq6DnmrdCwJCAnZgk3Yp3PHFfNnFURlRSoUM1FiqVCcBtJFh75knoNjOQxDkC46/G7vKJ0jWcJ+g3jWxtA1LMfD9SQ5yyWec/DpglzJbCy5Xz2JoYmyK3ayjnKyhV3Qp5O1XA6vlvYk5CyXcGD6r7gHpC2XrOUqQVQoTgCVDatQnAYqAgbzKoOsbq1kXmWQioDBpKJJKfGkJBow8OklIQz5dDwpy0IJk9ahoCHio7bChy6m/8L6NBDSmyGUk7hAtuhQGTSpDBqETMGi2hALq0NE/Oo+WXF0Pv/5z3PxxRef1nNMHQ59tqPEUqE4DbRVh2iMBUo1jbEAbdUhNiytY1FdBZ6k3HYu5DeojfipC/uYrfLD8SS2JxlOW1iunJblWnQhZc2srZyKKyHvuPh0DZ+hM5a1iect0hNt7hSKI/GXf/mX/Pa3v53rZZw1KLFUKE4DkzWL161sYE1rFT1jOVwkr2uvw/U8io5HMl8sZcJG/dRU+Ga1EF0Jw2mr3N7uSBytoU7e8shZLqauUXQ8PA+2dsfZ1DV+cm9ScU5ypDFeh1NRUTFjvuT5jBJLheI0MJkk01YdYmtPnMd3DfEPT+zj59v6GU0XKToe8bxLquCwqz/Jjr4kJ2PoTbbAq/BpM36pjYkn0gUbCdRU+BhMFugez73yEyqOmwceeIALL7yQYDBITU0N119/Pdlslte85jV87GMfm7btrbfeyp133ll+vGDBAv72b/+W22+/nYqKCpqbm/n2t789bZ9kMsmHPvQh6uvriUajvO51r2P79u3l1yfdqf/8z//MokWL8Pv9fP/732fevHnluZmTvOlNb+K9733vtP0mefLJJ1m7di3hcJhYLMZVV13FwYMHy6//4he/4NJLLyUQCLBo0SLuvvtuHMcpv7537142bNhAIBBg5cqVPPbYY6/0ks4JSiwVitPI1MYDqbzNUKoww20az7vk7FeulALwG1ppDJcEXaMcCw37dOZXBTF0Db+pY2iCg2N5+pJ5MgXnmMdWnBwDAwO8613v4n3vex+7du3iySef5LbbbpsxEPpo/P3f/z0XXXQRW7Zs4a677uLjH/94WWiklPzRH/0Rg4ODPPLII2zevJlLLrmE6667jvHxQ56Dffv28W//9m88+OCDbNu2jbe+9a2Mjo7yxBNPlLeJx+P85je/4Y477pixBsdxuPXWW7n22mvZsWMHzz33HB/60IfKA6R/85vf8O53v5uPfvSj7Ny5k+9///vcc889fPGLXwRKA6Zvu+02dF1n48aNfO973+OTn/zkK7qmc4WK8isUp4HDhyXv7EuQKTgk8zb2LKUgJ4MEHNfh+nAn4XwffdTRGbqI8ZxD0NSIhXwl01NC1nKZFwuiCaGSfM4AAwMDOI7DbbfdVh55deGFF57QMa666io+9alPAbBs2TKeeeYZvvGNb/D617+eJ554ghdffJHh4WH8fj8AX/3qV3nooYd44IEH+NCHPgSAZVn85Cc/KQ+MBnjDG97A/fffz3XXXQfAz372M6qrq8uPp5JKpUgmk7zxjW8sjxibnKsJ8MUvfpFPfepTZat00aJF/O3f/i1/9Vd/xec+9zkef/xxdu3aRVdXFy0tLQD83d/9HTfddNMJXYu5RFmWCsVpYLIpwf6RLAJBKGBiu/K0JdWskR3cYv+a12ubeaf2OG2ZHViuRBeCgE+nYHsMpYskcjYHRrOYhkZrTei0rOWsxvOg6/ew7f7S397hjQFPLatXr+a6667jwgsv5G1vexv/9//+X+Lx+AkdY/369TMe79q1C4DNmzeTyWSoqamhoqKi/Kezs5P9+/eX95k/f/40oYTSHMoHH3yQYrEIwH333cc73/nOWYdTV1dXc+edd3LjjTdyyy238H/+z/9hYGCg/PrmzZv5m7/5m2lr+OAHP8jAwAC5XI5du3bR1tZWFsrZ3tfZjrq1VChOMZ4neWrPCJ0jGdobo+A6NCVe4PVWJ3u1ap5z25Gn+D51nhhBuEV200a71k2rHGErK7Fcj50DKYoTJSlhv0HAEKxujZ2fnXm6n4UX/hmcIhglS4wFV5+20+m6zmOPPcazzz7Lo48+yre//W0+/elP8/zzz6Np2gx37PEm30y6Pz3Po6mpiSeffHLGNrFYrPzvcDg84/VbbrkFz/P45S9/yeWXX87vfvc7vv71rx/xnD/84Q/56Ec/yq9//Wv+9V//lc985jM89thjrFu3Ds/zuPvuu7nttttm7BcIBGZ1O4sjNP4/W1FiqVCcYjZ1jbO9J8FoxmJ03ygb/B2sK/4aVxa4VNPxJGzyVsxodn4yjGp1CMPPStlD0fMxojcgnZLb1adrSASO62G6Hm2NUa5dVjetV+15Q6K7JJQNF8DQS6XHpxkhBFdddRVXXXUVn/3sZ5k/fz4///nPqaurm2adua7LSy+9xGtf+9pp+2/cuHHG4+XLlwNwySWXMDg4iGEYLFiw4ITWFQwGue2227jvvvvYt28fy5Yt49JLLz3qPmvWrGHNmjXcddddrF+/nvvvv59169ZxySWX0NHRwZIlS2bdb+XKlXR3d9Pf309zczMAzz333Amtd65RYqlQHINjNUWf3GZj5xi/2zvK7oEkRdvjysU17BnKMM8aQThF+n2LaLb2s0Qf40VXI+940zJgBR5rRQfzxAh9so5N8tgWqAb4DMFL5gU8pJss8Y0xrDfS47ZTZUt8uiBgaoykLSJ+k/WLa3jH2rbz06oEiLWVLMqhl0p/x9pO6+mef/55fvvb33LDDTdQX1/P888/z8jICCtWrCAcDvOJT3yCX/7ylyxevJhvfOMbs47TeuaZZ/jKV77CrbfeymOPPcbPfvYzfvnLXwJw/fXXs379em699Va+/OUv097eTn9/P4888gi33norl1122VHXd8cdd3DLLbfw8ssv8+53v/uI23V2dvJP//RPvOlNb6K5uZmOjg727NnDe97zHgA++9nP8sY3vpHW1lbe9ra3oWkaO3bs4MUXX+QLX/gC119/Pe3t7bznPe/ha1/7GqlUik9/+tOv/MLOAUosFYpjMFtT9MlWcZNC+l+7h/iPrX3Ecw4SSdDUEQKiQZP9uWoWOzoNzn6KwqRQ0cIif5gX+9PTzrNWdHC7/hiNIo6Bwy/cq/iRd8NRBdOnC6rDPkI+HaPpai6/vBVTaFyeLJDK22w5OM5QqkhFwMebVh8a9Hze0nZl6e9Ed0koJx+fJqLRKE8//TTf/OY3SaVSzJ8/n6997WvcdNNN2LbN9u3bec973oNhGHz84x+fYVUC/I//8T/YvHkzd999N5FIhK997WvceOONQMlqfeSRR/j0pz/N+973PkZGRmhsbGTDhg00NDQcc32ve93rqK6upqOjg9tvv/2I24VCIXbv3s2PfvQjxsbGaGpq4sMf/jD//b//dwBuvPFG/vM//5O/+Zu/4Stf+QqmabJ8+XI+8IEPAKBpGj//+c95//vfz9q1a1mwYAHf+ta3eMMb3vBKLuucIOSJ5DC/CkilUlRWVpJMJolGo3O9HMU5wAObe3ns5cHyfMfrVzTQWhOiN54nkS3y71v72D+cpuge2kcXcM3SWlY0V/LES73Up3ZQ7wwxIOrYZa4kVZQ4h/3m3aY9zTv0J6gUWWKk6Ze1fNm5nU2yfVaLUwfQBAKJoWksqg/z2TeumiHkR7OIzxUKhQKdnZ0sXLiQQCAw18s5YyxYsICPfexjM+oxFcfP0T47J6IHyrJUKI7B4fMd00WnbGm+2JeY6LAzfR9PQjRgUhMy6UxY7HbagfbSi0coHemTdRg4xEiTIIKNwTwxwlrgdv1x/MKmKE1wYZNcQTRokMg7mLpAIklkrWlzKdX0EIXi1KHEUqE4BofPd+wez1G0XCJBk/HM7K3oNGAkXeAnGxNYjssVxxGL3CTb+YV7FW/Sn8HGYFBW0SfrmCdG8AuLtAzTrnWzQW5nq2wvD3e2XYkQYBrT51IqFIpThxJLheIYzGahpS2HHX1JpDjUl3WqZJqmxva+JDnL44opsUgTm+3eEl6SC+mV9dOEU6LxY+96BJKrtBfx0NBw6Zc1VFDgIu0AAKvFPt4Y7eJZux1DE/gMDSnhxhX152/izquUrq6uuV6CYgIllgrFFKbF+WJ+1ordaKmeQ8kgmsbaBdVc3BIjnXdYUhdmU1cca8K1akwop+N6ZdfsPDFCo4hTKbLUMc4SvZ8N7GBA1vAd51Y2ylXl818u9nKdvoVFoh+AOhJ8x72N7d5ionqWDq+ViMgRzPXhr1iFLV10ITBMQWMsfM7GJBWKsx0llgrFFKZmvq60d7BE/y9qA3JaAbumCTYsrWN7b5LexJQYIR6XMsXdSslq7JN1mBOxSAOPkCjSyDiVZLlG285G95BYzhMjREWWHKVEhKiWY543woiM4UidNjHMoKyiR9ZhCEFthY+2mjCJrKXa1ykUpxH126VQTGGy8Xl7YwT9xR4GRJLCgouZVzyAmFLALgVIz6E9t5W3i61IHUZlJRdre/ELp5yI87xcwSbZzsPuVbzLeJxKMmhI/NjoeDSLcQQe68VO/lT/D1rEMFEKGLg46Ax6VUTJcZ32BxpEHA2XXd58XpBLqbJdhOvRPZYlaOrlGZWvZuvyPEveV5wCTtVnRomlQjGFyczX5/aPUVes4mIhcPdvoVgRonNLB/kdX0WLtfFUYQm1Y1t4t3yQVq0PgIwM4qCRIUSNlmKD3MamidZ2P/JuoM6N8y79cXRZQAqBhyBClvdqj/In2m+Yrw0jhERKyBBgTMb4rXcptSLBcq0XPw6GcLlSe4kLnT1sz6ykLhpgKFWkIepna3eclc3RV2UGrGmaAORyOYJBlcSkOH5yudIousnP0CtFiaVCMYXL2qrY2Z/i16kBDgQupK+llpGevYh4krXWYzSTI02YtLiNC6xtNOkDeGgU8BEWeSLkMXFBwAbtRZ72LuZ5WZrOEKKIgQQBupR4eDSLUW7XH6NJjIEAFw1DeKRkmE6aSRGmliQ6HkJIHHQM4TFPjLDbgFsqD5ArdBIOLWK/feG00pFXE7quE4vFGB4eBkpF8udab1HFmUVKSS6XY3h4mFgsNmuD+BNBiaVCMYUXuuNs7YkjPUhZHg+MLcAOtPHW/A9oY4Cs9FMvR/iAvI8qLUsVGUxcihjkCVDEIIcfRxpIMdHgXLbzXu1RXqtvBQF5AgRFEQHUkCZCFh8umgRNSDwJntQoSpN+Wccg1dwkN9HAOC4aQ1QT9zVyY0UnV8Z/g0MBY/xFfPWClqrFc30JTxuNjY0AZcFUKI6HWCxW/uycDEosFYopTMYs1y+qIrl7ByuNJJHGRaQTpUxZH0UqKLBcdKMLjzQhdFnARicuK2gSY4SxcAFLGiwWvXxW/zGv1bdQTQZdeviEjSYlCEGtSCEkMFGC4knY47XyQ+8N9NLIZm05VxsdDHpVQMnyfLniSq5edwtX5x8nfMBgJHQxdbl9NLY6LHoVl44IIWhqaqK+vv64p3Mozm9M0zxpi3ISJZaK85KpJSLNsQBCQk8iz0t9SYZSBRrjL3CL82sWaSaxQgc/r2zkwFATF4r9GMJBSgMDD116FDEp4idNiFaG0HHRgTqR4HX6NuqJ48fGwMUQbrkdgY6cJpQS8IQgJcJ0y0a2a8txXEG9PoJlRPhDcA3znU4uXLqAKzYsga5BSG+ixemDcAyWrSwNeX6Vo+v6KfsCVCiOFyWWivOSqSUiqaKNQGA7Hr2JHIam4XN6CYVcKudfTuLgNvoKLaS8Ftboe0qTPoSDlGCjkZVhKkSWldpBAtJGIkBIQhRplOP4JjJfDeEiAIeSpklKnX4m5U0AQkoaGeN2/bFSWztW0OPV4vp8LKUbzx8k2DDhaj3DTcEVivMZJZaK85JJd+vypii/3TUICJoqA+wbcrjC6KDZ6aWQjrPn+V8iXYt6T3ChtgsTByiJnAQSMowuPSIihy49hABtopePACpFDmSp1MRDoCFLDdClwEVQxMCSBhGRR0goYlAQJo3EmSdGMLSVbGYFy2MRbmyxCdcvYsUVpYkTaNppHVysUCgOocRScV4yWSKyayCFRFC0PbrHc1zKS3zE+gmVWpqAXcR2BAKNmzmIXzjoU1ymCFjKYMmNOmEeyilu1YlNyju4QkfDmdhXkvDCDFNJtcijSY+89JMUYWJkyRJkUNTyWn8HDd4wi2ovYO2b3lUSyAmONVXk1TR1RKGYa5RYKs5L1i6oxpOSf93UTd5ysB2J9Gw+JB5iKT14Ekzh4QgNV2qlpBymi6DkkEhOcsRqBgG6dEqu1oltakSGCgpoSFx0dOHhSZ1+avlP9yoMDd4hHicS8FiY74bu+dMsyaPN2Tye1xUKxfFz9DHsCsWrBM+TbDwwxgObe9l4YAwATQgOjucZz9qM54rMz71Iq9uNJrxyXaOGi0/YszZLP1EbTacklGJiX11AUDiYwkMANibb5GK+4tzOg+ZNtAeT1IcEzcsuozZAKTY5hamuZMv2ZtRYHut1hUJx/CjLUnFeMGll2ZbDCuclalsdCrIOn6gjYMDywsv8kf47itJHERO/sEGWEnHEhEIKccjNejRm26Tsjp3leQ2JKRw8KYjLKJoGmtDoo45QKESLdQBMfymJZwqHz9k8fDzXsV5XKBTHjxJLxXnBpJV1XWg/zXt/jjYaZxEur9eu5kWaeYfx7zSKMSrJYKOjSQdzcnjW1BjkFME7km6eqMUpgKI0iXsVLNb6WKiN8nJjjD94l9K9qJXFDYVZs10Pn7N5+HiuY72uUCiOHyWWivOClpiflfYOqvp+TYPVhdAkQS/N9eIR1skg8/VeHAkR8nhyImv1GKp3qlJlJKVMWTRIe2FqRJ5aZ4iGmksILr0WjhBnnG3O5om8rlAojh8llopXLeVs0PEslw78G/8t8xCy2EmIDNLTycgg1XKMKgQhCjBhSWpCHuvQp5wARZoZp05LEQ/MR1u6khVL5ytrUKE4S1BiqXj14HnQ/Wy5SH+T2859m3qYn9rKpeMPYBYP4JOlnqxIl6jIIKUgj1EWyDNVWDFVjqUsde4RUiKFIBG7gA3XvwmEpko/FIqzhDnNhn366ae55ZZbaG5uRgjBQw89dNTtn3zySYQQM/7s3r37zCxYcXbT/Sy88M+w+5fwwj9T2Ps081NbucF9CmnnENIpf+BLzQNAF5KwKPUZPZ0yJKf87UrwKPWBtaVOHh+WNAmLAkFhsTdfwaaDiXJS0mMvD3Lf8wfZ1DV+GleoUCiOxpxaltlsltWrV/Pf/tt/4y1vectx79fR0UE0Gi0/rqurOx3LU5xrJLrBKULDBcjBl6jqf5rXj26h2ekjJNMly41DSTpTxfF022tTS08mz58kDIAPC03TSRHC9sVwjUi5zGOy9GP3QEqVfigUc8iciuVNN93ETTfddML71dfXE4vFTv2CFHPOcXed8Tzoegb2/xaQUFEP6WEopGDwJcaKgsJ4N8udLgIyh4mDB7iALqdntZ5Jx6YAXAQOOkIIxkSMSsPBp+skRTVxrYZ0qJmVE2UeqvRDoTg7OCdjlmvWrKFQKLBy5Uo+85nP8NrXvvaI2xaLRYrFYvlxKpU6E0tUvEJm7TqzoGpaLJK2K0uPn/4KjO0rWZOaBlWLwM7h2VkG89XkCjY+7EP9XLWJOsk5JiVDOJoPgcQXrqZm/mJoWctIxiAn67hiydXTEntU6YdCMfecU2LZ1NTEP/3TP3HppZdSLBb5yU9+wnXXXceTTz7Jhg0bZt3nS1/6EnffffcZXqnilTK160zZ9ajtKsUinSIY/tKGiW4oJMEXBs8Bp4AnJfZoJ55rMx+NBs/AE265N91k55y50ktJqaF6VOZIScGgqGU0fBEtl70Tbf56lvRsZEmiG/QOoAY0TZV+KBRnCeeUWLa3t9Pe3l5+vH79enp6evjqV796RLG86667+MQnPlF+nEqlaG1tPe1rVbwyZu06MyUWydBLhyzMQCUyM4xj5ZCexBrowOflEFIQxCU4qYxHcLseRzOek0ZO6f6DoDTVUugcFPOIE+WlXB1+VrKuZ+PMGwI1UUShOGs4p8RyNtatW8e99957xNf9fj9+v/8MrkhxMszadaa7rSQgQy+B4ceLtrLRWUZX8B0s5UGa3D04QifoJcHT8eEemoE8OQ2EmcJ4JmKVHpAmRE6EqdUyONJA4tDECEL3ETfqS9azPssNgUKhOGs458Vy69atNDU1zfUyFKeIWbvOHDbkeJPbzref2EfnSCPXW8u4VfaT0yLM97IE0NAmYpRzXZEoKdVP2tJgmGqKWpRqLYvfyVDhFYmKHNVhf8l61qbfEBzeB1ahUMwtcyqWmUyGffv2lR93dnaybds2qquraWtr46677qKvr48f//jHAHzzm99kwYIFrFq1CsuyuPfee3nwwQd58MEH5+otKM4Ehw057t3cSzpvE/Yb1DhF5jt9VHg5DM0FD86Wun0B7PQWYOGjm3mknAjXiBeJGCaBgE6V4efm+S6LFlQD028IDu8Dq1Ao5pY5FcsXXnhhWibrZGzxve99L/fccw8DAwN0dx9yR1mWxV/+5V/S19dHMBhk1apV/PKXv+Tmm28+42tXzB0tVUEiQZOxdJrl3h6iWg4DF41SAs1ZopWlpgPCZJgaHnKuwjQ0rg524yv24HN1QvVtVC9bOaHuQsUoFYqzGCHl2ZBMf+ZIpVJUVlaSTCanNTZQnDt4rsvO539N6sVfs2roYSJegjlo53pUJFCQBs/JC7hXezN7AhcSC5m81reHC+0trGqqpOXSN8KCq0qWs0KhOOOciB6c8zFLxaubySYF3eM5MgWHiN9gpf0iK/seRJP7cLz0XC+xzNRZlw46UjNwtQii9Uq+cvVihCboTyyhsuotNC+oPnv8xQqF4pgosVSc1Uw2KRhMFOhL5plXGeQWthK2R4mlBojinhVWZSmZBwrSxNFMdOniYNLmT/M/2sdZtXTdXC9RoVCcBEosFWc1vfE8tuWwlpeoLTxLg88HVpaKwlaiMnXWxCclYGEwRDV9NFMjEoyHl7KqShILxOd6eQqF4iRRYqmYE47YA/awMVstsXZWOC/x2vGfUE8v/pSNhovfK4I4M40FjsZEz4MJNEa0arb7LuFSfT8rq6A6FoXq+XO3QIVCcUpQYqmYE6b2gPUbEBl8nlWhRKmFXc8fwC11sll7yX+jttUhPFbEcoJEZB4/BRy0GZ15zhSTAi0pNR3QKLlgHeEn0nwhjRf+OZVeB1WBeEkoVRmIQnHOo8RSMSdM7QHrHvgdkZceg6gO6UHQTVh4LQy9hJbqYcmylQx1VBIrDBKQRQQSQ3jA3FmW3kSvWb18coFPF6ziAKsaB2CBKmdSKF5NqJx1xZzQUhXEb4C7/2nWxH+DFe/l96kGkhZ4jjWtk43Xup4XWu9k1KvAASQCbZZ26Gcyz8ejZE16lGo7NSSu7i8JfaJ7YoTY72Hb/aW/Pe8Mrk6hUJxqlGWpmBPWLqgmMvg8YvOvce0+wu4w4fyzvBSoo/mCa1nY0gzRVpAeBx7/v9TufIgmOYTJdNE5kwOcp55Ig1IWrpiMWwoMDXCskiu56xnY8kPVGF2heJWgxFIxJ2iaYFUoQZ/p8ZR5EavkDvpEM78zXkeV9hrEoE5rx2Zen3sEc6ybi6yX8ePOmBhyRiaHMHO0V0pECIssGpIMYXzCI6AJ0H3QswnSQ2AXIFAJQy/DvsdLsUvVgEChOCdRYqmYOypbCJPjCucFxrwAD3MlRtEhtu2ndLm1FOUQ8xjBcX00HcGiPBMjtuSkuxWwpYE24XYtihA6LiFZxECiOQWoXgjFVGlhVhr6t5YO1Lu5lOWrrEuF4pxEiaXizHFYWQhSEg2Y6BE/TsFkhdVDu92B7tlchEFKqyTqjdDGEAbytGe+Hm6tSlkSSQFIoZElwLPiYlJEqTZd6kOS5uxOwqKIaQpw7ZIVWbsEFr+udKB8EhpWQSGlxm4pFOcwSiwVZ47uZ8sDjj3dTz91iIKJ13odhf1buNjeRg1xOrxW2sQgS90uqkSaGNnTXlM5aUGWH1M6mTYl29UhQCE4j2F9HtFKj674ABUygO4W0XWdQFVzSSSXXl9yuQoNkt0lS9NUY7cUinMZJZaKM0fi0IDjxIEtvJz1UVX0IP4CFFPMl6NUixTN2hgegiAWPmGfmZTtCTF20MpJRJOW7GSs0tN0LjEPcJ2/CznSTadVRUoLs49molWLuPKGt8H8qw/FJdvU2C2F4tWCEkvFGcOLtjKWk+Q3/wqrWKTXnM++2jcx3LOXNc42WrReMgSpFBmklASEjX4KCkLk8TYvkAJPaHii5HzVkeXGAwWjkgO+C2gNalTGAqQTB0gRQRM6m8TF+Of/CVcuXD79eIfN4VQoFOcuKjVPcfpxHdj4XUae+REHhsZxMiMYdoJVuWfZ1p3gZ+4G+qkFBAV8IAU6Hpo8FEOclMzTUUtZPqaQaAJcdDwEDgZpfzNDWhO/0l7Lo8E34AsEIT+Oafqp9+XwdBOq2rhmae1pWJlCoThbUJal4vQwNZmnfyvsfoRosciqYgaJYJwYy2Q3t/Mwmqnx+9yFXMQe2rU+fFgIPMQsccpXErOczaqctDanjdUSfjQ8HD0IroMXjOHUrOLgmM0W4zJ6/BcxvKyVumACXyGJmdaQNHDDkqtZu7DmFaxMoVCcKyixVJx6PA82fR9efACpmRTGexFWmkR4CbHiy0hcfBQJUGS+HODm4q/5Ka9jr2zhMvZiCK8kYpNF/8fhRj3e5J9y/FGANqUsBDRcYSKkhS01DDTsyoXsr9nAs26YhoVXER/MsCuwmlWXtKABSyb+KBSKVz9KLBWnnu5n4cUHINlDTq8kW7QJepJguhNpBsmLMIZt4WKQEBGW0cut/J71vIxPuMAhq09y5BnJUwXyRC1OMf1/ZGWA3f5LuMg4SDA3jKYLvGKCfcVqNmuLiQyk8ft0WqqCJ3o1FArFqwAllopTwtSRWxeP7WSRZlDQK3EyY8TdKpLVy3EzY+hNq7CW3gRb76Np/HkWyn582IS0Ak2MTRc9UZKyIwrhEczJI1micpbtBRIxIcqbnMUsbqikrvgENgYkewkUnmDEaKW+2c87L29j7YLqE784CoXinEeJpeKUsKlrnHs3djGULLK14PJmJ0C4aCBkDS9pi2nOZqnwVRIpxHl89yhL7SqihJBIqkSCoCyWrcnJWCVM17apWidh1pjmURGQx4cf61Bmm4QRYuiapNU5yFDaoE46ID1MzyFqD5OybQ6O5xCaKM3cVCgU5x1KLBWnhN54nqFkkWTB5pHkQnrca5mvj5ALtdDkDbBIbCFTuZxAZi/Vo89Q43YQ9NKEKOLDJShKo7emZrseSSgPf+1wDrcqy3FKKbAwJlrXaei4+IRLUObJE6FTn0+j3wEzjJSCgmvR41QTqzQxNY3eeP4krpBCoTiXUWKpeMVMdb2mckWWFrbhS/UxaNTzjFxOh3kh0hJcZXpkXB3f8Mt02Topx0EIh5wIUiFygIeHQGNKfHIi+eZYMcmjNVMviyRgS40RGWOzbGcx/dRqSfw4FIROj6jjCe0aNte/hRsuSMDeg5iFJLmiD9eq5U3ekzhmKy2xpafoyikUinMNJZaKV8ymrnHue/4glu2x0trBO8VvyZpZCtJA8wn2h1YT9BmMmJfwL0MuC/UxtlmVSOmx3ngZH0WK0o9BHp3pFuHU7jnHcnxO9nGd3G+qSEoJY0Tpl3U87F7Fj73rWSv28CfGEyyni5weJaHVUqxexXWrWli+dj3Mq0IkumnMJbi14xmKxU78xl6qxVKg7hReQYVCca6gxFJx3Ey1JFuqgvSM5bBsj+VNUaIdA1T7JdVtlyOHXuY6f4GKaIzljVEGU3l+MbKSoL6H+UYv3U4Nv3DX8079vwiK8QkLsiRxU2OSh3NUC1LMfM1GRwpBwqvgOW8lHbKFdfoe5olRBqgjiEU81E6rfYB6d5itPXFWNkdZt6jUdUfbdj+1QWDB5aVh1KmeU3EZFQrFOYgSS8VxM9WSNA1BddjPcCpP4/gfuMp5gWqtm1A8y0iglpezMV5OJ3m5P8WiuhDX+PdwffYRDM3C8pncU3wdj3uX8gb9D4RlnlqSM3qxTqqjy0RW7GFqeXh2q8ehllRSgi5ckDrNYpzLtT1c7uskbBrE3QDVZgHHldRxkLzup6JxEVbOmx6XjLWVBjcPvVT6WzVCVyjOW5RYKo6b3ni+bEk+u2+UnvE8F7svc1v2pywW/QR0j1wSfqOt4YF4M5eJF6h1hijmWqhyB9E8iz1iAYu8LprFKCOyCj82QWGV+rJKWY5ZehPmooZEA4rSoM+roVUbwRQTMU4hcWRJIEtjtCj3cnUnYqAFdBx04lSwgDjVPh8H/asJ5fYxEmkj2LiCLakIzw63YskCqbyN58lS1qtqhK5QKCZQYqk4blqqgvhMjV0DKeI5C8eTNPtG8Dtp4sJH0hVkCh4dUrDC2s2b9cfxCxsvv4MdYikFabDK6CbuGvTJOoQYpk/WEiXLYtGHPnEeR2q4SAwhy/MkbQzu865jLR28RtuOJjyElEihIaXEQUOTEhdIECaIhSYl41Si41GjZcmIMD7h44rgAFl/FP8Fb6J97RvYt/Eg1vZ+TE2wtXvSFVujGqErFIoySiwVx2QyVtkzlmNNaxXDqTy9iRxjiQJPJ4NcIIJUijgSGJVRDsga5okR/MJmt2xjudfNqBvgXnk985wR+mU1q0QnN2sbaRPDALhSR+ChCw+NkvjZUsMnHGxZktEPGb8kL/0UMQlKCxsdW2r4hUeGIEVpkiVIQkYwcNjuLeZluYCoKJDXgyRFE42+ALe36SxZtrJkKWoa0aBJfcRPJGDQMZjmqY5h1i6oVjWVCoWijBJLBTAzeWeqWGzqGue+jQcZTBawPcn8mhDzogGChs7mvuV8lz9mvbcDgN97F/G8bOdyAUVpslx0U5QmPbKe5+UKkCu4U/s1f2o8TKXIoOPhSq2U4CMgTRC/sBCylKBjSKc8daSCPFEtT1xGyBCiihRCCPLShwYMyWoedq8iRYg+Wccm2Y5EI2hqVAYMrlpSR2/eZltNE0sWtJTfe0tVkEzRYUdvAoBtvQk2dY2XrEuFQqFAiaVigqnJOz6zlCYzKRa98TyDyQLJgk0ia5Mp2NRF/WhCEA762ZRfye/dlUDJZaprgk1eO7jQIoaJkKdlwoLcJNtZpnXjFzY2JjpFBOAJDV1KBJAjQEqG6KCVdnoIixwakKGCmMwSJk8eP4OyBkcKXAzymPzCvYofeTcg0dAoCWxdhUnANJDSo3ssR0Olf0Z/17ULqlndGiOVt2hvjJLO26oBgUKhmIYSSwUwPXln90Bqmli0VAWxPUkiaxMLm0QDJhe3xFhYV0G6YPP4y0O8cHAc15vMZJVItJIlCdw+EbssShPhSorSh5ASn7AQgCYkcVlBAT/9sobdXhvVIolfuGyXixn3oqzW9mOj0yvrGSZGv6zl994FSDSaxSh9so4/yHYifhPLlfhNDUPTqA77SBccIgET25Nc0lY9o7+rpgmuXVZHbzxHpuCohukKhWIGSiwVwKHknd0DKXymNk0s1i6o5k2rm3l4ex+mptFQ6efa9nrWLqhmY+cYv9s7StDUcTyJ5Xo43qHjTotdim6u0XZQI1L0UUe9jOPDBkBH0ivr+JbzFjbJdtaKDuaJkQkRXMrl3t7y40n3ahkJOqDrYLkSTYOQqfP6lQ0UHI/OkSzrF9fQMZgmGjRnjUVOCuhUN7RCoVBMosRSARxBLCYGOGuJbu5sbmVl03J6E8Xy65u6xvn2f+2lYyBN1nZxvenHFHhEyVFPnCqRZlBWAeATDr/xLud12hZAMuZVsljrY1hWouHxx9rv6ZN1/Ny7uiyKk/HOIxH069iOh+16VPpMPCDsN7j5onrue/4gHYPpGTcBU9E0oWKUCoXiiCixVABHEIuuZ+CFfwanCLqfyLy3gu8CIoPPQyJOYSREJldFLGRSsF1y3nS1XCs6WKPtwcbAwGGrt4zdspUWMcJy0U3KC1EpcrRrpc44i8UAf67/nIwIUZQmuJRduUdcN6W6ypzlgpz4t+0SAhBCWYwKheKUoMRScUS88YPEk2l2eW1Ekrt5pvcFssEBmhL/wQ7dRdiC2uLr6HCWY7nTG9QJPDZo21moDdLhtRIRWepEgjRBtnpLSROkT9Zxjbada/QX6fBaadcO0iTGGJUOtVqKDXIbm9zDXK6HoU1k8khZasJuCpCepDrs55qltcpiVCgUpwQlloojsrMQY3Qoj2NtJ+mZbNYirNX6KRTybHFbWcpBqtwhLK99xr5rRQertf3UkqRWSzLqRanQiiymn6I0ud+9nuflCqQnaBGjREQepEa1SNOsjSMlXCN28LS4eJp1KfDK8cwB6nhBtuPJkpi6EjQhaK0OcfsVbaxbqERSoVCcGpRYKqYxtd7y9wcbSVrX0egN0e3Vssldiju+hxZp0C66KUiTflmawjFVxPpkHS1imAwBnvEupF07iCVMoiLLgFdDRGSZJ0ZArmCTLJWYzBMjLBa9vEF/gQry2BigwTxvZFqscq3oKGfXepoP3RX83lle6h0roCkW4G9uvYB1C2tUUwGFQnHKUGKpmMbUest9w2n63eXYbjtOqVkrv/eWYuseTXKEXq+O52XJqpwqYkVpstVbSlH6iIgcKS9MsxinihTN2hgdspW+CZEtl5jIFVwhdrFa62QR/Wh4pLxwebtJJrNrh4NLWOh20ipH0MRypISgqfPe9Qu4cnHtmb1oCoXiVY8Sy/Oco43d6hrLogkBspS4U0qm0XjOXYGQKwj5dELSw5OCed70EpE0Qe53r2eeGOEabQeLRD9ZAoQpMCxjJYvyMDbJdr7j3Mo12osA/M67aMZ2fbIOR5hcGugnEIwhCvOZZ5UyXF+7vJ73rl9wWq+XQqE4P1FieZ4zrXOPoVEdMqgdewFzZIhLRB0itoK8I+mN53En+85REs7GSj+pvE3W8uh366a1t+ud0t5usejDh4uDxEWnX9bMmrQj0dgoV7HRXTXt+ckG6z5TY69xAf8udS7ykly/+nLe1LCWS6aUsyjXq0KhOB0osTzPOXzsVmRoGzcXfo0uLTaEwjRUBHi6sJS+RH7aRGYP2D+SY7JY5HnakROxx8nGAZOMyhgeggBFLHyMyti0NVT4dDKWO2NtmgBDE0SDBpe0VTOUzDOQLNIbvoRUwKSQiCFSYyAl8yoDp/7iKBQKxQRKLM9zWqqC+AyNZ/eNMpgusNYbpCEEu+USqulmiW+c5z2dw0ooAZj61NTY4+GkCNEpm0hQQYwMqVIVJAIwNLDcmUIJpXIQx5MIBIYmWd1WhehNYmoCQxc8vW+U8YwFwPbeJEKViSgUitOEEsvzhMnYZPd4qf9pxG/QWhPisrYqdvaneHh7H0FDoyNTRbftUq3tZVT3sztfxb6RLPIoxz48E/bwdnS9sp5BWY1f2AzKanplPaYoia3jccRjS0BIyFsu+0dyvGZ5Izdf2ERvPM/+kQxPdwwT9hsgIaWanysUitOIEsvzhMnY5GCiQF8yz7zKII2xkusyGjSpr/CT95s8F1+G5hMsFqNkAi3kY2vI9g4dVSwPz4Q9vPPO1PKQSTHVRKkuciq6mKyVLFmdHmDqgrztMp4txSUnLceNB8bY1h1nYDCN40laq0PKFatQKE4bSizPEyZjk7GQycGxHLGwD8v2ylmwacthZ18KxxPs9F3EQZ+O43iMd4zizOaDncLhzdInaygnmc1Fe7hQQqlOMmhoBEydvO3iuBLHlWhCoGsaT+0ZQZtoYbd2QTXXr2hgJF3E9STRgIFUuT0KheI0ocTyVc6k+3X/SIZ00cFyPAxDEM9a+AyN/SMZGiv91FX4MXRBQOgkchZ+3U9DNMBwplgqHzmKbdknp2fCHl4beTwEDcGiugrytoupawQMgSthPFOkNhJkMJnjmb0j9CdKrtZ1i2qoDPlYXFdRHivWnyi80sukUCgUR0WJ5aucTV3j3Luxi8FEgXjeYlVTlJsuaGQkXWR7X4L9Q2m29cRJ5R08CZmCg65puBKqQiaWIyk6R3PCzu5mPR50URoUbeqCq5bUYmiwfzjHeLbIsoYIr1lez46eJJ2jWTRNo70xSqbglGOTRxsrplAoFKcSJZZnMYc3DHgldYS98TxDySKpokM679IdL3D7ukp643kOjGaJBAxe6kviSolPF3gSTCTJnMWBkTSWc3QXLBw9E/bo+8GF8yrRhCAW8tE5kiVru6TyDi/1pXCl5IaVTbRUBdnWmyCdt6cNZlYTRRQKxZlCieVZzLSGAWYpu/RESyNaqoLYnkciaxMLm5ia4KmOYaSEPUNpxrMWtuvheiClRAKulGSKDl1j3lETe04WT0JfIk9jZYCAqWO5LsmchaFrhP0GmYJDNGhy55ULZtw0gJpBqVAozhxHnn10Bnj66ae55ZZbaG5uRgjBQw89dMx9nnrqKS699FICgQCLFi3ie9/73ulf6BwxtWHAZDLOieB5EulJ2qrDRIMmUb+BoQu29SZ4oWuckXSRgu3ieh6e55XGXQG2V/pTOA6r8mQwNIHjeeQtl+09CRqiQeqjAXyGRrrgMJQusqM3gedJ1i2q4a2XtrBukWqQrlAozjxzKpbZbJbVq1fzne9857i27+zs5Oabb+aaa65h69at/PVf/zUf/ehHefDBB0/zSueGk43Jbeoa5/5N3Qwk8oBkXnWI1a0xIj6Dqgo/k2k7lguOZEZs8nRalZoAv6ERNA0kMJAoMJTKc/sVbaxoiuJJiWV7PLZzkB9vPHgaV6JQKBTHZk7dsDfddBM33XTTcW//ve99j7a2Nr75zW8CsGLFCl544QW++tWv8pa3vOU0rXLuONmYXM9Yjj1DaRI5m6zlkMzbLG2IIKXEsl086eHMVsNxCtGAsF8QME2yBRtXltyvFQGDCr8BSIZTRfymRsH2iARMWqtD7BvKsLAuTOdIlo6h9Gldo0KhUByLcypm+dxzz3HDDTdMe+7GG2/kBz/4AbZtY5rmjH2KxSLFYrH8OJVKnfZ1nipONiaXLjoMpYpkig5SSvKWy0t9CVqrwyyuDXNgLEfOtk/himdBgCs1TF1jQV0FQ6kiQoA9YcU2RAOMZVIUbZec5fD7vSPEQj50HTpHshiGoL0hcnrXqFAoFMfgnBLLwcFBGhoapj3X0NCA4ziMjo7S1NQ0Y58vfelL3H333WdqiWcVFQGDhqgfN+mRLbgYuqDCbyI9j+5EjmzROe1r8CYmlSTyNiAxNMhZLp6EkE9nPGuhawJNCLKWyzP7RllWH+H1KxsoOpL2hgjvWTf/tK9ToVAojsacxixfCUJMT+6QUs76/CR33XUXyWSy/Kenp+e0r/FM43mSjQfGeGBzLxsPjOFNDGpuqw6xtKGCpmgAnyGQUhLPFRnLWhwYzmKdZhfsJEIrta/z6RpXLaktxSp9Ohc0V+LJUuceIcD1Sh17OseyhH0GX37LRbzv6oUYxjn3MVUoFK8yzinLsrGxkcHBwWnPDQ8PYxgGNTWzuyv9fj9+v/9MLO+MMrUGM5W32dI9ju3IconJ2gXVeFLSWh1GSEgWHMYzRVwPknkbEFT4NDLWqct41ScyhnRdYGigCQ0hJGGfTnXYRzRk0jOeRwqB9CTP7B+lJuwn7DcYShUwdUHIryMlJfVUKBSKs4RzSizXr1/PL37xi2nPPfroo1x22WWzxitfjUyK5FMdw2zrTRDxGQyni+Rtl7aaMIOJAgdHs+VJIqamMZYtki44CCFwPFmy5pAUKVl8sZBJKm/P2q/1eAiaAlPXMTRB0XGpDvvx6QK/qRM0NJIFlyUNEVa3xugYTCOlpK0mzJ6hFFcvqWVDex1Pd4zw9L4RhJREQz6uWVp7Ki+bQqFQnBRzKpaZTIZ9+/aVH3d2drJt2zaqq6tpa2vjrrvuoq+vjx//+McA/Omf/inf+c53+MQnPsEHP/hBnnvuOX7wgx/w05/+dK7ewhlnslFB50iW0UyRq5bUcnA8x2CqQDxrYxiClwdS7OhN0h8vEAuZxLMWljs981VSsgRNXcN/Em5OAVT4Dda0VbGzP0nRcckUbFxPUl3hZ3ljlGf3j3JgYszXmtYq8pZLz3gOQ9epjwZYt7CGdQtreE1XverGo1AozkrmVCxfeOEFXvva15Yff+ITnwDgve99L/fccw8DAwN0d3eXX1+4cCGPPPIIH//4x/mHf/gHmpub+da3vvWqLBs5Ej1jOQYTBQKmRtHx2D2QImDqRAMm0YCB40nytoOpCWJhk+FUkbzlIr2ZZqMrQToeecsh5NNJF2cfwjyJqYGhl0o8Jo8mAMeV2K4k5DMYTpfKVDTA9go8vWcYV0J7Q4RM0aEiUBLWSat3S/c4K5ujrFtUo7rxKBSKs5Y5FcvXvOY15QSd2bjnnntmPHfttdeyZcuW07iqueN4esGmiw59yTy2I9E0wZKGCJVBk8d2DjKStjAMQdAsZcGmCjZCQMhnkLcd3FkaontAquDi00thwiP9OAwNltRX0Fod5ImOUewJK1XTwHYlPeM5RtIFbNebeL7UZ3by3wfHczTFArRVh+iN52mIBMrTQnrj+VPSB1ehUChOF+dUzPLVztF6wU6Kye7BFBG/QWtTiGTO5qoltQgJu/pTxMI+EtnSZJFM0WHXYBqQZC23LG6zMdnFR0x5DKXHAqit8BH2G2xYWkt/ooCg5ML1ZElcHekxlrUoOB5CgKkJXE+iC8GGZXX0jOdZVF/BH6+ZN+FeHZ/RmehU9MFVKBSK04USy7OIqb1gJy2uSSbFZDBRIF10SOZsGicsNYDGWADL9miMBZhfG+bJ3cMMp0q9X+1ZXLCHU05AndhUAGGfhuWUXK7RgEHe9tjcHcd1JVKUWtb5DA2fLgiYGgHDT7JgEzI1fKaOqQk6BtNUhnzcurq5LH6zdSb69619R3zvCoVCMdcosTyDHMvVeLResJNCun5xDc/tHzvMUivRPZ4jU3DoGcuxoy9Zcr0eZ2WIroH0DlmVklIjdQHEczYBU+fxXcOMZiw0DRwPDF0QCRhYtks8axP06dRH/CysDdNaFWTPUJp0wSaRt3hqzwhCE+X3fLjVqGZTKhSKsxkllmeQY7kaj9YLdlJMOgbTNMYC/PGaeaxbVFNqSNA5xtN7RtjRm2Qomacq5GM8Z2HqOkiXY8xuBsDzZjZOdzwwBDhSUnRcknkH25XoWskKDZg6luNRW+FnPGcT9uuEfDqGgB19SUxNY3lTJc/sG+X3+0bpS+ZnvOfjee8KhUIx1yixPIMczc0KR+8FeyQx2dg5xhd+uZOukSxFx0NKGA/ZhH06TZU+ckWX8ZyN7cqjThE50muTQpvMO3ieh6kLbFeWrcrhdJGiXUBOuGTHsxYrmqIk8g6267HlYJyc5VId9lE8ypgxNZtSoVCczSixPIOcjKvxSGLyu72j9I3nsSeaDUggkbMp2i5vvayFgu2xvSdB12iGY1SGzIqg5KKtDRskC6USFNeVSClJ5iyQkoBPp+B4RAMmybxFx2CKBbVhqsN+nt03iqEJOobSLK6rUO5VhUJxTqLE8gxyoq7GqTHOeZUBpID+RGFavFN6ElfK0qDnyR1FSTRDpsGCmgC/3TX8ioQSwG8IGiuDNFUG2N6bpOh4MNH4vCJg4OYdio6H40l6E3miAYPaSIBL2qoJ+XUGE3kuaomxtTuO39DwJtaqykIUCsW5hBLLM4g2keAC4xPuyPGj1hNOjXGmCjbJgj1R3iG4Zmktr2mvp7bCh9/QKViH1NAQID2vNAdSlGokj2t9E+Ug5eNope48IZ9OKlca5RUJGHgSskWHTMFFEwKfoRESkC44jGct9g2liWctVrfG8JkaPeM5iq5HpuDw003daEK5XBUKxbmFEsszzInUE06NcT68rY/xrEXYbzCSKTKULLCjN8mFzVEW1YZJ5k32j2RxZSkxR+iwdyjFy/0pMsdpVh5eYeJJyBQd3GSB1qoQArBcD0PTCPl0ljVGyRRscpZLuuCAELiux1C6NNkkU7C5/Yr57PFnAFi/uIaOwbQqC1EoFOccSizPMLMl+RxeUnJZWxUvdMfZP5wmVbTZ1Z8szXzUBDnLmWgv53FgJENdhY/GWICRdAEpSzPXPMBxYTRj4cnS6KtjMaXEsoyUEPKbFG2XztEMfkMjYOosrA3hSknUb9JU6ac67OeJ3UM4nofnCZyJmOZgqsiOviTvvKyV+//QTcdgelqsVnXtUSgU5wpKLM8w05J8DI1U3ubvH+1ge0+CCr+B39TY2Z9ia0+cou0hECxuiHDFohoe2znIrsE0migl3RRtl2TBZsPSetIFh8FUsdRuTpYEs+DIWUXwcI4mT57nEQua+AyNNa0xXupPYrmSFU1RVjVFmV8b5rK2KuZXh7h/UzcDiXxpsolXWt9LvQnk5a3cccX8GbFa1bVHoVCcKyixPMNMTfKZnEPZNZplNGNx1ZJaMgWHjqE0lu2xoinKzv4k/fEcY5ki0aCPmrCPouORKjhoQtAfz/PYzkFqK/yE/Trj2eldCI5n6takNSooxS1dWfp30NSoDftY3hxlLGPx8kCK7nieQNqiL5FnQU24LG4rmqPUR/1kCzZFp2TRmoaOoWv0Jwq89dKWGec9VimNQqFQnC0osTzDTC0BeWBzL7YjaW+MMrpvlI7BNAvrwiyrr+C3u4d5fOcgY1mLRM5CCIEQUBP2EfEbJRcrknjOZjRjMRAs4Dd0fIZbylg9AXymhqGJcsce1y1ZpHnboz9VpDKYx+fTS40IDJ1lDRV0jeZKCUQT9CcKRP0mF7TE2HhgDE2Uhj8HjlIio7r2KBSKcwUllqeIVxJ/mxSLdN5mYV2Yi1tiXNtej+N5PL57iGzRYSRTxPVKmalSShJ5B6TEZ5SalY9kLHQBtuthuy4nqJNAyZpsrAxSsF0MTTCSKWK7EtfzsBwPhCDqN6mPBEjlx9kzVErY8RtauQxk8r0MJEqibeqCCr/Jmy6ed8QSGdW1R6FQnCucsFjeeeedvO9972PDhg2nYz3nLK8k/jYpDpM9XSP+0o9j0kqzIx4Hx0uuSWciSaetKkjBcekbz5eF0ZWQLrroEy7UE0EAPkMnmbNprgryptXN3Luxk57xPFKCRNI1msE0BJcuqGckXWBnfwq/obFnMMXzB8ZYv6S2/F6e3D1EznYQEqIhkxVN0SPeNKiuPQqF4lzhOCvwDpFOp7nhhhtYunQpf/d3f0dfX9/pWNc5x9T4m3WUtm5TmRSLtuoQW3viPL5riPueP0im4OAzNcYyRTRxKAHH0GBhbYjb186nvjJQHqE1FUMr/VAn9Wny9cl4ZNinY075qQsBfl3QHAtwUUuUoWSegGmg6yXXrCYERVeyeyDN/c/30J8oULA9dE2jayzH03tHpp0/nncImwbXrWgg6jfpTxRmvG/Pk2w8MMYDm3vZeGAM7ziydRWvHtTPX3EucsKW5YMPPsjY2Bj33nsv99xzD5/73Oe4/vrref/738+b3/xmTNM8Hes86zmZ+NvhiS4hU6cq5CsV+/t0Cnap+F8IwYGRHOM5B8f1piXvTLal8+ml2KLnSXRdkCm4CKCtOsho1sJvCDSh4xRLLtegT2ftwhoubqvi0Z0DdI5kSRdspIRY2EcyZ2E5HnlPki44RIMmriexXBdDm+iozvQRYn3JPM/tH6MxFpj1Oqgs2PMb9fNXnIucsGUJUFNTw1/8xV+wdetWNm3axJIlS/iTP/kTmpub+fjHP87evXtP9TrPetYuqOaOK+bz+lWN3HHF/OOKv03eYe8fyZAuOuyaENqdg0l++eIA/YkClivRdQ19wlQ0dI0DIxni2WL5OAIImIJIwETTBKahY3uSdMEtCaqAoXQRZGn/Cr9O2K9zUWslS+srGMkU+cnGLvYMZgCJlALXK3XkkQg8KfGbeqlJQcFBaAJD01hYF+aapbXA9BFi8yqDLKqvmPU6eJ7kqT0jdI5kqAgYFC1XZcGeZ7wSL4xCMdecVILPwMAAjz76KI8++ii6rnPzzTfz8ssvs3LlSr7yla/w8Y9//FSt86znROJvk8lAT3UMs603QYWpI5EsrguzYWkdX/71LpJZi4BPx3E9wn6DpsoAPeM59g2nS7WUE0y6WW1XYjse6aI7zeL06TBZbekzdHJFl4W1FXgyT9H2yBRsuuP5cvceDdBFyao0BOiaRjxn4bouhgYLaoIUHEljpZ/Xr2hk7fySGB5phNjhbOoaZ3tPgtGMxei+URbWhVUW7HmGyoJWnIucsFjats3DDz/MD3/4Qx599FEuuugiPv7xj3PHHXcQiUQA+Jd/+Rf+7M/+7LwSyxNh0g3VOZJlNFPkqiW1aAWHxfURhCYYThfxgLzlltVwIFnAlUxrOqBrlAspPQlZy51RV+l6pdFZNWGTouORzLvsG8kwvybINUtreXBz77Q2dx5QHS7Vc45mLAI+jfpoAEODvCURQsP1HJCCrT1xVjZHWbeoZtbM1tkyhHvjeSr8BlctqaVjMM3FLTGVBXueobKgFeciJyyWTU1NeJ7Hu971LjZt2sTFF188Y5sbb7yRWCx2Cpb36mTSDdXeGGF0X5GOwRQLJ8ZXdY/nqPAZBE2bgu3h1zUMHSxbomsCx4HKkEkyb6NJEJpAE1B05IxsHx2IBg0uX1DD/uE0IxkLUxd4nsRv6GxYWsejOwcZzljlfTTgwpZKpOfRl8gjipKC7VFX4aM5FmAwlScSMGb0eZ3Nst54YGxGbKqlKojf1MgUHBbWhbm2vV61uDvPUFnQinORExbLb3zjG7ztbW8jEAgccZuqqio6OztPamGvZsr1lQWHRXUVrG6Nce2yOtYuqGZnf4q05SAo9YINmDrSg6BPI5m3QUDOcvCbOoYmyFku1kQTgcmM10npaagM8IGrF/GedfP5xM+2M5IZxtQFmaJDMmdz/x+6Wb+ohu7xPPZEzUnYr3PNkjq29yZwXElOetiOR952uXJJLc/uG8X25Iw+r7MxW4ee29bMK7+mrAqFQnGucMJi+Sd/8ienYx2vOqa6IJtjAYSEvmSh3CgdoGcsR7roUBE49GOI+A2aowH6ZJ5ixiXkM0gXLLLFCUEUpXIOU5RmTTqehme5mIZAF6Brgsqgj7ztcllbFe9ZNx/D0HjHZS3sH8nQl8jj03Uubo3RG88TqA3xjstaeKk/BcAbL2ziPevm8/eP5jF0UYp26oKQT2f3QIqGSj+XtFUTDZrHFLvZYlPKqnhlqKbzCsXcojr4nCamzaIs2ggEEb8xI1V+chvTEOzsTzGcytObzDOaLvVXHUjmMXUNKSUSieOVOvlIQ6NYdLEnSkhcT6IbOlCaNhL06YxmLV7ojrNuUQ1CE0SDBrmiSaro8HJ/kozlIqXENDXWL6rh2vb68sSTgUQBTQiklIR8BlcvreOilqoT+qI+U7Gp80FIVLmFQjG3KLF8BRzPl/NUF+TjOwfJWS7hhgiDiQI9YznWLaqhN56naLlEgiZbDsbZPZChMmgQz9pISok5luNhud60JJzJRB+frhH26TRGA4xlLCoCBrUVfvYMpamP+EnmbZ7qGGbtgupyV6DLV1fz3P4xhAaVQWitDvHs/lEGEwWe2z9GfTTAUKpAMmdhaIJFdRUIBBfMi83aDP1onCkr8nwQEtV0XqGYW5RYvgKO58t5qgtSCkgVHbZ3JzAMQbrolLdJWw47+pLkrFKTgMqggaEJXCnLDdE1ps+b1ERp1iRCgBDYrqQhFqAyYGK7EiEEPfE8uhA8Zg9RFwmwojFSXo9hCOoqAoxkCnQMJik6HoZe6sjTMZTGb+hUBAwkULBdFtZV0FYdOiPX9pVwPgiJKrdQKOYWJZavgOP5cp7qgtw3lOKFgwmqQiaJnF2OUa5dUM3qeTEGEwUqgybD6SJjWavUgMA5lKgjOdS+ThfgN3WKtktl0CSeKZDWNRqifq5f0cBIusBAIs9YtogUgpF0kYe39SFXN9NSFaI/XoqT5i0XgWBJQ5SikySZtyc683joQlC0XWrCPq5ZVl9OPjoac+kKfSVCcqrWe6betyq3UCjmFiWWr4Dj+XKe6oLceGCMvmQBy/ZojAXKVpqmCeqjAYquR6booGmCi+ZF6Ynn2TecYV5ViO6xLFKCqQuMCVFM5h0kMJIulrr3GDrxnM2e4QzVYR9NlQEcKYlnLQJBnbzt8osd/dRX+Nk/msH1oK26NHj6onmVXNRSyQ9+18l4zsLzoOC4RIMG71rbxsqm6MTNwPhRheBMukIPF6jJhKkjCclsgnYy6516vFTeZmt3HMs5ve/7dLu0z4e4r0JxMiixfAWc6F3+0bavCBjMqwwSm7A6r15WT6bg8P9+f4DxjEXA1PEZGo7rUXQ9xrNFcpZL0Cy1ivP7dFIFm3TRZv9Qmpccj7zl4NNLsyRjQZOAqWNqGpGgSTxrU3Q8BpJ5wj6D7X0JPrx0CfVRP2OZIpURk1zRob0xwsqmKPf/oXuGoByp2cCktb2rP8lTe0ZO2Rfv4efzpOSnm2au60jMJown47qderyhdAFT07hySe057QLe1DXOvRu7GEoWsT2PN62ex51XLlCCqVBMoMTyFXCid/lH276tOkRjLDDN6rykJUbXWJbdgylyRYeRtIUQGgXbQUoo2h4520bTBAKB39SoDvloqwnzzL4RhBCYuuCKhTUsqg0zkCoyki6weyCJoUEo5GMkXaAu4qfCZ/D7faNYrocQgmTOpiJocs3S+rI1fLigzCY+U63ttOWwvSfBgeHMKbG2Dj9fS1XohIRuNmE8VY3vx7MWtifPWCzxdFmAvfE8Q8kiyYJNImvz8Pb+cnemk13HmbBalWWsON0osZxjZrM6N3WNE89ZVAV9jGcsLNdDE6XyEMsp9YotOh6t1SFMXWNxXQWe9OgYnEgU0jUKNhwYzZK1XCr8BkKU4pOIDAOJPEKU2urVVPhBCOZFA9SG/ewfTnPZwhres24+L3THZxWUYzUb2D+cZv9I9pQl3Bx+PqQ8IaGbTRhPJgY49XgnUnd6Kjhd7u6WqiC255HI2sTCJqYm6BnLAcwqQIevw5MSTYjj2vZUrRlm9lmO+Az8Pv2UnkOhACWWZ5zZ7oAP/6WeKg5jWYuc7ZIpOPgNHV1AJGCiWy6241Fb4ecdl7Wg6xo/3dTNwfE82aKDz9AYShYYy1pcNK+SsM/g6sW1NFcGeHrPCDUVfsayRVa3xrhmaS298Rya7XHJgmretbYNw9COKCjHajaw8cAYvYmDp8zaOvx8G5bWITRxUm7wk4kBHul4Z4JTkfk7W8xXepK26hAjqSKW7WKEfaQK9hFF7vB1/G7vKL3x3HFtO7nmU2ENztZnOVNwzll3uOLsRYnlGeZEy04aK/3MqwqyfzjNsoYo3WNZKgI6wxkLIUEiERNf/D1jOXYPpEjkbZJ5G9vx0FyP5zvHWFIfobUmRGtNiN5E6ctrUV1FOdP1cKvgaBzLKjvVmZsnK06nOjlmtuOd7Bf/5P7d4zkyBYeI36C1JjTtOJ4nSeVthtJFxrOjNFbOPi/0WOd4as8I27rj2K7E8SQXtVQSz1oMJAsUXA+foYOA4VSBwUSBWNg3rT4YZt7AIOURRbw5FiBVtPntrkEiQZPmWADPk9zzbBcPb+/H1ASNlaX2mSfq9j1an2WF4lSixPIMc6JlJy1VQVzX4x+e3M+eoTTRoEl7UyX+KW7O/kQBgNaaEMsaIgwmC+x3MxQnnusbz1Mf8U8TreOxso4k7McSnzMhTmcbJ+tqPHx49rzKII2xQwIyKS7/sa2Xgu0hTY01bVWz3ogcSViePzDGt5/Yx8HRLKmCTWXQxHIkY5kCIZ+BoWu4rmRxfQRdCAZTpbUcHMtNqw+GmZ9R6Ul6E/lZvQlCgpjoXiwQCFl6vw9v76M/XiAWNsvHOtL7OFLW8dH6LCsUpxIllmeYEy07AXh2/ygSScmOlNRX+Omf5Ytp6hfYjt4Ej+0cZDxjEwmZXLO0rmyhzPYlfqwM10lhn6tEirMhgeNoazhZ9+jk/rGQycGxHLGwb9pg5JK49DOQKBILm/h0nWjQnPUaHEm4n947woGRDJoQ5G0P17NoqQ6Rt1yGUqVh4gXHpWc8x7LGCE2xIPMSBWIhk3jWYihd4IHNvbOGDzxPHtE13pcsEPEbXL6gmt0DKfqSpZs7U9OIhU0SWZuQz5j2u1C2PLf1kbddcpZDyGdw46rGadNu5tIlrji/UGJ5Gjjal+orcVFOtqpbu6CG3QMpogGTO66YP+MYU0X21tXNLKgJ0zGUpr0hwnvWzT/qOY6V4TopynPVWu5saGl3tDWcbIedyf0HEwUMQ5DIWjTGDrlZe+N5TE1MERd9hrhMfub2j2QoWi4rmiun3eT0JwvkLIewzyBgaIR8OgLwpEckYNDeUEFPPM+F86IEfQYb948xnC7gyQCmofFib5Kukeys1/9o1v9s18aTEl0H23GJBHVuWd007Xdh0vLsGsvheKUZrumCy3P7x6Zdl3PB66B4daDE8jRwtC/VV/LLffiXTWtNaFq9479v7Zshyoah8b6rFx73OY53nNa/b+2bk9ZyZ0NLu6MlqnhS0lIVAinZsHR2N+Dx3ETNFrOE0mdgMq4X8hm8aXXzDHGZrJOM56zy584/IaqbusYZThXQNY2c5dJaHaS1OsSugRSa0LBdl2TeYVljhJDf5JcvDpApOHhSghAsrAmRyFs0VQZI5axj1tEePnXn9svbylN31i6o5vkDY2hCI+w3iQZNVjZGp8Vmn+oYJpmzEQIsp2RxV4V8LKqv4I/XzCu/97PB46A4P1BieRo41V/sR7JGT8TaOtaXyvGO05qrHqWzWidn+IvySO99U9f4tCYJQhPHdo8aGjv7U9NKTtYtqpk1cWjjgTG6x3Osaas6YuLPUx3DvNSbJGu5FGwXn6lTHwlwRUsMx/P4xfYBbFfyuvZ6OobSLK4L0zWWo2hLYiGDkE8vC9HPt/RiWS4hn07R9rAcj6FUkUzR4Zl9o1RX+Mja3lHraA//bN5xxfxpjfgPd832xvOlLOrJ+GRPnJzlYLsepq5RFfKxtKG0vqnnOhs8DorzAyWWp4FTLSiHi9bkF+jPt/YxmCiwfnHNtDjObBzrS+V43cNTt5tXGcCTcloc63SJ1ZHqUc/kF+WRrtHx3hxN3e7ZfaM8vL2PhkhgWp3i1BmnbdUhpCendVG644r5swrTtt4Ew+kiedvD1AUFx2N3f5Le8Rw+UyNk6PSnCghgYV2Y5liQ/kSh7NZtrgqUhWhnf4rHdw+TKTiAxGeYxEI+VrfG6BhMUxfxYep6qVvTQIqnOoZn3LB0j+dKmbQhk8FEge7x3LR1H/47ki46U7oiFTEEXL20jt0DKSpDPlqqgixvjJZbGx5+TdsbIzy3v/Q7AZRHzSmLU3GqUGJ5GjjdTa8Pz5w8PI4zG8f6Qj9e9/Dh9ZT3n6RYHa91ONv6TpUFfzJrgOO/OZq6ne1JTE2bUad4eDZsSyx4zPfYG88T8Rm0VofYP5JFUGpgkbFcspaLJgTXrWgAIagI6LRUhait8NEQPeTWvWV1E67r8eVf7cLzJDetaihdX1dSEzIZyRTpHsth6Bqt1WHiWYvdAykyRYdtvQkOjGQxDcHLfUlGM0V29CY4MFpKJjINbUJ4D13rnrEca1qryjcF3eOlGs3ljRU0xl+g2h7EjrcyGFyBhySZK1mbh3cVmrymz+0foy9Zujb3PX+Qnf0ptvbElcWpOGUosTwNnO6kg0mRWL+4huf2j82I48zG6XCfngqxOhnr8FS8pyPV+01arsdjmbwSqzyVt9nSPV5eu/Qkg4kCOdslV3SpDJlYtgdCHPM9tlQF8ft0KnylPsJF20VKKFguVWEfedvl+QOjxMJ+DB0ODGfoGRdcMv9Q5yFPSr79273sHkzjeZJ51UHesqaFrT2lQeD9yTwgaK4MMJYpcOn8GqJBk/0jGfYPpcvW8k8HuskUHXJWqTVje2MUpGQ4VcqkPbwEZKql7DM13M5nuMX5DbVBiSZ20xwL8mR+6RE/Y5PXdNKinPSydAylT+izqWKfimOhxPIcZFIkOgbTNMYCM+I4s3E6rN1TIVYnI7in4j0dud7v+EX8eG6OZnTNWd3MyuZoOQHm1y8OsHc4g+N5OJ4sl29cs7T2mA0jJp97smOYwZRFkiK6Xhoc7nilxgMZy0UKi4DhL1/raNDkrZe24HmSv//NbvYOZ8hbLpqA3vEcv983SqbgkCo6pAsOmhDMrw2TKTjlfUtxxtyEtVw6nyYEQmi4nkfBdokEDXb0JekczTKUKpC3XdpqwuVGB2sXVCM9SUssyHIrTq0t6fEtoj63j3mVw/jM9iN+xqZe+3s3dvHc/jFsz6Oh0k+qYPPbXUNEgybzJm6CjvY5ULFPxdFQYnkO8kpE4nRYu6dCrE5GcE/FeyqVZMys9zsZET/RkWAbD4yxvTcBQMin4zd0VrfGuO2SluOycCavQ288T1PlOEKDRNYi7DOwHBfX9bCBlGuBlDy8rQ9d01ibs8pr3dabIG+5FJ1SzBMhKNgu49ki/ckCuiZwPI/dA0kW1Udmre1N5W0e3NzLQDKN9EoZ2YYuqJuoC/b8BmNZi3TBIZ61y40ONnWNl+OyxXSUipQD9kscFAYbtSCXrClZwM2xANKbPUa+dkE1O/tTEx4CjT2DaVJFB42J6uRjGIlnQ7a14uxGieU5yCsViVPtajoVYjXXQ41bqoI0VPqBklAdKskYPyERP7zbzJbucWxHHtdIsEnBrggYJLMW0YCPW6d4CxzH40cbu/j9vlGifoO3X9bK+sW107JhN3WNs3ewdNzxnIUmwGea6BrYnsR2PIQmSOZtJA5+XePBLb2MZop4gGW5zIsF6BzNARK/LohniwxNJA0JwG8IYiEft1/eNmttr+dJhtKlWk5T1xhJF7Bdyb6RDEOpIt1jeYqOSzRosrwxUh6EPvXa/Fe8nSH5etp8owxqDezzlrNyihV736Yjl2RFgyYNkZLl/NtdQ2jAdSsap3W5OtrnYC6yvBXnDkoszyPORlfTXBeVH6kDzImK+PQZl0VMTUybcXm0L+OWqiCmoZErOgitNHJNyEPH/tFzXfyf3+4tv753OMNnb1lVvm6T594zmGYkU8SToAtI5W0c18VywAOY6AXr0zU0A3rjOX63dxQJDKYKaBL8hkbEJ3hjVTe54QPE7Bqepx2JRtGRDCTzuMx+06Vpgte219OfyNM5ksFv6ixvjLB7IEnUb7CkvoLu8Rx+QyORs7E9Sabg0N5QQbro8NtdQ0ih0Vmxhs1ZC1xYGPSRyts8sLmX/cNpirbHiiNYf1OvcTRoIjn+0WlzfdOmOPtRYnkeoVxNMzmSWJ+oiE+9tuPZUWzPO+ZIsEmL8OBoFiEEAVNnSX0FfkMrt4QD+P2+EbITfVldV9Ibz01raj55bkNILmcX8/QRer06NhXb0QWsFR20aKXn/iDbKTjgeJJIwGBZY4QtB+MIKZlfW0G6YLPS2sHlY79CyiJrNRMp4Xm5AgmMpC1+9kIvnpTYlsMK5yVqWx2WLFuJ17oe1/UQCAxdozrsI5V3iIZ8VIYEmhAsbaigOuxnR28CQwge2znIth4/ibyFkJJo0Md1y+sZy9kgJbUV/rKVniraCMQRBfDwsiYpSt2vjkf85vqmTXH2o8TyPEK5mk49k4K3fyRDuuiwayBFY2WANW1V0+Jsk12Wblszr+w+3XhgjPs2HmTPUJq+RB7Xk2zrSdBaHZqWkBIN+hBC4Hglc7Ngl4Rj8vyTk0ha0tu4WX8cv7ApChNcCPkEt7qPE9AcCsJAeCXh8xsaTZWBcl2nlCVLc2FtmEuDGSrGXLp8S6jO7mOeGAG5AoCi45LIFvAbBqu9nawa+neyccnBrv/i5aYBfjLQQudoFoDqCh9L6sNctbSWjoE0e4YztDdECPt0BpMFCrbL9p4EpqFhaIKrltSSLjiMZooITUNK2NaboHMkw/KmSjzPY0ljlMUTU0UOF0AleIrTiRLL8wjlajrEqYrfTrpAi5aLRLK4Lsy17fXl4x0tztY7nqV6ZBNXprvpsKt5geUIoGA7uMhyR5sL50X5Xccw43kHXYCpwfaeRLkUY8vBcUxN0CZGCOsOL7tttItu5okRTA8CmsNe2liiHWQeI0SNCwj7DeojfoSABdVBgqbB7sEUedsl1rIYX/Z5WnOdxDHpk3WHrpsUZC2PvkSWxnQHyymy0Z7ParuPvamXGZS1hH0GCNCAxfURDE1jW28Cy/bY2hNnTWsVmaLDS30JirYHAnKWx5aDcRorAzy9b5TxjEXR8XA9iaEJxrKjLKwLc+2yuhkNOlTJh+JMoMTyPELdeR/iVLUKnHSBTjYtX1hXAVC2JMvF9rNMbrH2/45r0/+J5xW4xChZgvuDF1Md8vPMvlJJhmWX2r01VYXIORnCPh1Pwst9SQYSBQZTeUI+g1XNUUaSjbiuj1WiB1f4yfqaiAQMyL/IcrebvGfS59VRdCWFnE04kccwNBJZm3QhQ9FxOTia5btWPVf4b4bcQfbJKl4yVoANPkNgaoKhVAFD0+ihHs30s9Q+iNBD9Mg6skUHx5OYuqA+WkFzLMBTHcN0jmRpb4yQnuh7u7o1xkAiR6boksrbGLqGrmnUR0u9Z3UkF7sv0SiHMWLz2SZWcnFLbMYN3qmKwyvRVRwLJZaKVx3H88V3IvHbyTmQqbxNNGjykdcuYf2SWmCmaztTcKZ9ea9prcI0BM/uK8UxU3mb5w+Mcf8fulkz1oUhLXaLBSzRDrJIG2MsaNJQ6S83KYiFfewdTmO7HiFTx3YlFYHS7MlkwSZdcInnbEbSRXzaMqQfmuUQuVALZvUlDOQd/i1rM08M06vXsdldSsRn4LgekYBJXyJfrsWsCPgAyd7RHAe0FqRspeB45etgORLNFIR8BhfMq+TZvav4D92g2htkxKknbxV4s/kko/5GRqov5YJ5MXZNdNIZzRQZ3pMn5DexXZfW6jArGiNs6UkiBCyuq8DUBcmcxWjOYnF2O3+sPY5fOIjUDsxqjWuWrTqpn+PROBuT3xRnF3Mulv/4j//I3//93zMwMMCqVav45je/yTXXXDPrtk8++SSvfe1rZzy/a9culi9ffrqXqjhHOJ4vvhOJ307OgQz7DEYzRZ7eO1IWy8Nd2z1j0y3JiN/gkrbqcv3f1u44I+kClu2RD88jP26wXOsGPcCitpVctHwRbdUhXu5PlgcvW65HQ8TPa5fX0zGYYnF9hK7RDAOJInURH+lCyT27bnEtqXw11FdwYX2EHT1xnt7fT7a4DFcuQxcl70LOctEF9I9nWMNuLo6k+INbwXPWMooOlCKjgsl/TUUDbNejayRDVUWARGQtOUPH1/sst8nHCTourmfyRMagc/RyNnaOYwi4cnEtT3YM05fIM5QqsPlggpbqIJoAU9fZN5zG0DUao34SWYtmMUJAOOyhjQtkL3XO0LQMYTwPup/l4rGd9NkGu/ovwHfYTMwTQSW/KY7FnIrlv/7rv/Kxj32Mf/zHf+Sqq67i+9//PjfddBM7d+6kra3tiPt1dHQQjUbLj+vq6o64reL843i++E4ofismrBlx2GNmd20fPk6tN54v1//tGkjRn8gzlC7yYLaVdu1GrqnP0e/V4dZcSnTi2EGfTsRvYAQFqYKDz6Dcm/WieZVcNK+SX+wYwNQEtRV+EJApOAR8ejlmet/GLrJFB1MXeI7L5aKDlYE4nU4Nu81VrBG7+WP3USI5lwv8PhoqA/w2twTHg3jWwpOgCUA6vEd7nGVaNwdkK2PWYmryowzoDQybl5DwbC73hqhnjLgbIeYmiBX6qZ2SGdwzniNTdHBcietJ8rbH/qGSQAoERcfDdj2yRR3HhX69joI0aNe68QfCdBSqeP53+9k5mCLqN1lpv8iKvgdY7BS5Qxe81FiFf/E1OJ7H//7VLvrjORCC5sogG9rrWLewZkZd6tSfvUp+UxyLORXLr3/967z//e/nAx/4AADf/OY3+c1vfsN3v/tdvvSlLx1xv/r6emKx2BlapeJc43i++E4kfnvN0lq29cRJ523qo2GuWVp7xG1nF+FSg4NdAyn6EnkKlouhC4SmcTC6BtcfJG05iN4UB0ZKU0KqQj7SRQfb9vCAaNAgnrOpDOg8vmuI1S2VvGl1MxG/QXMswO6hNHuGStmml7VVTcyvLCKBoiNZKzq4XX8cv+1wmTDZWhXBGRvCL2y69MWsCw9w5xKN5Fg1g8kifl2j6HqkCzbv8h7nA8YvMXB4PVtIy3oOuFVYjslvszovGRcQJkezGKNNDOFhEJQ5fr1riEjA4A0XNNMxlGb3YArbdZlI6kUiKDgSKUuuXtuDvmQRgD94S2nnIKv0XjbnW/m1PR8vPcamzjj1FT7ebr5A2DdOrmoFje4+NtTl2KQJ/uG3e+kYSJMpOkigwm/w9L4Rrl1ax7Xt9VzWVsWPNx6ctRfwzJ+bQnGIORNLy7LYvHkzn/rUp6Y9f8MNN/Dss88edd81a9ZQKBRYuXIln/nMZ2Z1zU5SLBYpFovlx6lU6uQWrjjrOdVffOsW1qBdd/T+rJPMJsKT2z/VMcyBkQypvE1VhY/qsJ/LFlSxuD7C/uE0+0eyZWu4aLvMqyw1ON8zlKEvXkAT0FRZyd7hNOmCw8K6MHdcMR+AbT2Hsk0ne842VvrJWA7JvMM8MUKl4fGi28ZK0UMw28NerYGKUJhlTjeaGWHx0pW8e+mCUr/aSh+RwU38/g9baI/vwBQOXTSzQhzEtZPskRezjIP40j3Y0ZW0NTUQH6gnq0WJyDS2HuQCewdt7hiN8eW8aC1CykN+VE2UakY1XaAJycXebuZpI/TJOjbJdi7X9nK5sY8qU1Lh7ONybT7POcvJuy6JXJEMY+REH0ZqlANmLcFCFb3xPOm8jT5hQQrAk6U+t6WpLnkeeXGAJ3YPkS641EV85c/JukUq+U1xdOZMLEdHR3Fdl4aGhmnPNzQ0MDg4OOs+TU1N/NM//ROXXnopxWKRn/zkJ1x33XU8+eSTbNiwYdZ9vvSlL3H33Xef8vUrzl5OddbvsY53rISiqb1bX+iKo2mi5Ob0ACFoqQoyrzJAbyJftobbG6PkbJeXepNYrkuFYZApOuzsTyKBgKmV50RqQpTdzpPzJUu9XUtNzQOGxoCsI+3qrNR6qI1FaGxezubEAv5LVtDgDXJ1sx8t0c3aGBBbTmHf72kaeJA3BnJYvjR+T7BUDiI1HxmiLLEPkvMMurxacpZLLtRCoKaVKA7DuRBBJ8/bxeNY+Ty5HZuwxOtx5TJiQYNUwcGTIDTAc3mP8Sg3ac/gYDAoq9AktGojRAwPf8tqwt3baZbDIJaDhEvYzQVeBwVNI+gU2SQWU6OvZH5VkIqAwcGxHK6UIEvx1YCh0d4YoXssx7aeBOmCi+tJRtIWYb95SlyuKpv21c+cJ/gIMf0DJaWc8dwk7e3ttLe3lx+vX7+enp4evvrVrx5RLO+66y4+8YlPlB+nUilaW1tPwcoVihLHm0k5tQ+t63n4TY39Q2l64znetbaNO66Yf2gqSVsVKxojfDm+m+F0EZ+uEfIZVIV9DKeLdAym8Zk66bzNqnmV+HVI7PwvFuf6GR9pZLz6EhI5G13A0oYKXhxezs81nVWhBK+/7HLeevmN7P51B5sGVrBWA9H3KGNDHglL8IvCa2n0hglZY/T4FtEgM/QZrdian72ihZeseYS8Yfqp42VzJXbe5ntdDRyIXM+1dTmeckOQ7SKRz9BBG4u9g0RkPwV7CY4ry2lDUsJlooObxbPME2PEZQUIWCjGKIRaaY52stDXR2dtJcVUC4GcTsF2aWGYoObyjLuKdq+bg7bJ4GCGt10+n9ctr2fvUAbbcfGZOquaK0FAuuBge5KQTydgaoykLSKBqb2Az8xnQHHuMmdiWVtbi67rM6zI4eHhGdbm0Vi3bh333nvvEV/3+/34/f5XvE6F4lgcbybl5Ciqp/eOsHsoTTrvsLwpSsdgmv5E4f9v7z+j5LruO9/7u885lbordI7oiNBIRCYIgEmRIiVLFG2NZUmXI43v0mONxs88ssb2aGbWXQ7PmrE9Hstec2VJo3sl+coK1owoyaJIUSLFAJLIJDIa3QA651y56qR9X5zuQjfQQIMgwEbYn7VAoKtPVZ86Xaxf7fTffGz7igXHC00QMnQChkbatFlRVsTKimIm0yZSQta0OT4ww6d3NzN1+kXCfc+AnSdrGhwJ+jhiNZG3Hc6PpdA1g9j6d9ORs2kIVPO/nuvgZ8eGsF2XFnmOAf8MI6GVVGcu4HMH6PBVszIH0WwHcXw8o72XmbJ7OT+WJGe7JGxv9rmwJZqQZG340UQjR0WYikiQZiHIjR9llZxtgTqVSLxNqSXePFspodEYx0ZnWoYp1VKYIkh1/WrCax6iL1OH1CZo3rmO2MkYxvFhgoZOr1uJqftoE31Y+OhzKsj0T+O6klMDcZI5GykFOdulIuzjU7tbLha4751iNJGnOODjI5vr+Mye5qtO/LnW1qGaTXvnW7aw9Pv9bN++neeff54nnniicPvzzz/P448/fs2Pc/ToUWpra2/GKSrKNakrCZLIW/y6fYTIbIk7WPzNV2iCgZksqazNUDzL/guT1JQEvQ2YLzm+bypDOOBjY32MC+MpVlVGqI0GEIDpShwXzgwlOdI3TYUziqG7jEfWEZhsR071AE0U+w3Ss+Xs+icz1MSCnByK8/TxIVJ5m4Ch0e9UYAsfdbkLZDFIFtWxN9XCtPteVohxBmQlB1MtFNtx8paL6VxcXKIJ0Ga387Idl7GESchvcMBew4DxKK3GJG8kohyRbQjhjSHO3c+V0OtUMqSV4grIuAFe8T/ECW09uY4JDgYaCfia+dSqJrL2ACCIBHX2p9aAdNkpj4ME6UrOjSX482fOcHRgBsuR6AIcCf3xHLtay3FdycGuScaTOerLiqgKB4gEDA71TBVC8R3biHx22QszfVDSCI17QNOu9+WnvEOWtRv2i1/8Ik8++SQ7duxg9+7dfOMb36Cvr4/Pfe5zgNeFOjg4yHe+8x3Amy3b3NzMhg0bME2T7373uzz11FM89dRTy/k0lLuckCAQCClZlz9J5fkToG/gkNPG9w71L3jznWuB7F5Zzv4Lk7RWhXlia/2ie15ubSglbdp0jacAGE/l2LwiRlmxn9F4jspIgJKQt8XVuqpWshf8VGbOkQ0GiVaspHwmQDxrsqK0CAGEgwZCCF4/P445W2wgYzkcpI0iS6fVN8m4v4Yz2jrCQcmxzFocG+rEONuBw9k2XC6+qRu6V9HHb2g4rqQi4qfYr+M3BJGiAJ3WJi5oGiP+HIZlY0sKM2H9GghN46jbhnSgXniTew6bbVQOJzFtl5VVYQSCvqkMQZ9OznZI5izc2ULtDfY4fs2iURtHWIKfHfPhStdrwUovfxpKvNA61DPF9w/1MRLPMZ2xCPg06ktCBOaF4tVah0u1Ot/SpLK+fXDkW2DnwZjt9Wp+4Hpffso7ZFnD8uMf/ziTk5P8+Z//OcPDw2zcuJFnn32WpiZvht/w8DB9fX2F403T5A//8A8ZHBwkFAqxYcMGnnnmGT74wQ8u11NQFAbjOSIBg4+WdtPc/SxF3RokD5KLfBjTaljw5jvXAukYSVJTEuSJeftWXvpmPVcWLpE1aauJksxaREI+PrGzkR8c6sdxXXyGRl1JkHXNH6AdSI91UVLVyufvfYTig318/2AvluMQ9OmMJfJ0jia9nUCCGpNpF8f1Qus1aw0HpU5dUQjHlZQW6WyTp3l/ZrYwu/QhHDjMOgI+nbzloGuC5opitjeVcmIgzlTaZCzphZHluESCBiWGy0dLupEzvfTY5Rw31pKxNdAErZVh8pbDofF1CLkOF6/VmbNdsqZDx0iSSMhHKmezoTZKU1kR8YzJeNqkwhkloNmcdb06uHVinIM5C2NegBX5dDavKClc25F4jnjOYjSRRQhYWxMhlbMLoXi11uFSrc63NKlsps8LyuqNMHrK+1q55S37BJ/Pf/7zfP7zn1/0e//wD/+w4Os//uM/5o//+I/fgbNS7iZvdybj3JtseqQLv7CQVdvA7GKFGMfva1pyq65LH2d+QQOvqEGGVM4m4NdpLCtCupKqaIBE1kJDEhs5iJaMs6GuEXZ9HhevS3E8kSfo8/4Xn06bZC2HgKGRsWxyFiAEPg2vMIAQmLZLOOgjm7fImDZ1coyAsDgrG9gtzvC4/iohQ2M4uhVbCjbUx/j4vQ3sbCrjOwd6+fbr3diuJGtZOK4kYAianXZ25n6BIU124MOy4ELxZsIBgwdXVZDMmfRNptgqz1IvxhmikiO5NnRdp60mgkAQCRg0lBexpiZC11gK05H4o834U6fZ4g6SlQGSvlpkhkIXsd8Q1JWEiIX8hWtruZKZtEWsyE8mb9MxkqSlsrgQilf73dzQMcmSRq9FOXrK+7vkygVYlFvHsoeloiy3tzuTce5NNXduPSuG2ynPd4EvQOuqdXxqVdNlIbzYY7uuxJWSFaVFICUPra5kR2Mph3umWFESAiF4cHUFO5vL+PHRQSIBgx1NpcTbX8I89Cumojol0QgacMhdx/cO9tI9nmIyZXL/qgre7J0mlbfJ5G1c15tgI4Qk6NPJmk6hut3Z4QSRoIHlSM6apWzExwP6GWrlBCGfzs7KA/S1NBNa83DheR/qmaJjNEmRXyeV18iY3lrHnC2JOEMYMk9KFrFG6+dBeZwL7kaqo8WkTZv9XZPsEGf5uDavBevCueBmSkN+0pZD12SaFaUhPrGzkVc7xzk2MMOYbxvHwwEatAneiIfZP920oDifdCUhv05DeVHhd/SRzXX87PgghhAYpUG2NpQWqh3B1VuHN7TCT+Me7+/5Y5bKLU+FpXLXG5jOkre8bsOOkSSvdIy9pdZl4U22+XHoqyy8CWqNe9h1jRM3DvVM8YOD3pia6bikTYdXOsc5PjhDxG8Q8OtoQqBp3rpMv6Hxy9Mj7Iz3ktbTvOis5J7UAHrnGfrKmjAtl7aaKBPnJ7wu31gQV0oGprNIwKcLHFdiOi4+XbJDnKXFmGRQVnLKWU9FOMSou5UfTks+4r6KYWi4jffTGhhmZU0Od3aM9ZWOMY4NzGBZLuPJfGEykQDKi32krTrC6SybtC4AtmgX2CrO0pnYzHjKZDxpso3x2RZsI2tntxaLRwKEAgYpy/aW10xl2NJQggtUhoPUxYJEIu/ipb4ZzpHEdNMIpFeJUEKs2M9HNtdfDEIkn6kb4KFMOwOykuCqB9jZUnHNv+MbWuhC09QY5W1IhaVy11tRGiKVtzkxMAN4Gw7PzZJ8S92zb+NNcP6Y2lgiT+9khtIiH1nL8TZFzlq80jnOwHSW+liQLQ0lHOufZogqslKnJNlJnx5gfyfUb7bw+zSSWYuWymK2rCjhodWV/OBwHyOJPNJxsRxvn8jyYj8fjnWzdfzX+KWF7g/yjD/AUWcDo0mTTnsdjoAnxa+pHD7NZG05FSWNhdZ493iaiVSePSsrGJjJIvKSsmI/pu2wsT7GWHwrx1OHiZKhw20kpqVp1Sc4kM6jaxqGLhgwK8kLH2tFH3npI1dcz4rSIkJ+nWjAR1tNhOdODbP33DiW7RLw6aytibClsRTTdggHvIlLxX4Nx/V2U/m9h1YuWBZC3z60N7/NKjvPKiMAeiVoi9eUnuuW75vKkMx6O7oIzWvZz9+8W7m7qLBU7no7m8sum0jjjUldvXv2esc6r1TIe25MLWAIcpaL39CYTJuFTZGP98/QNZaa7QYsoiYaYsC3hX+cdqmWY6T99RyNN/N4Ms+ndjaQO/8aK8Q4ravWoTW3sff8BCUhA9uFdN6iJhYiFjSI5oaI+VzO08pK2csKRjnrvwfblegaHJFtFGk6G/UZMrVbeKhhN6/8qpPu8TRlxX7GU3k6RxOEAwZ526Uk5CNtCgQwlrJ5TW6mQY4T0TJYBBjRq7Ecb5NrXRMcoQ1dwgrGGXAr6RPrqM+aBA2N/ukMx/unmUibOLO7hdmuZDieY4uUJE2b7ok0UkocBOGQj0c31NBWGynsKbqzuQztLUyqmfsgMDKTo2syjetKAobGsf5ptPeqsnh3KxWWyl1Pm201HOufpmMkUVgrudSkjusd61zsfnNjav98bICptEUq7zA4k0UAqbw923IyCueClIVqQO2ZTRy1XCoDfqTpABAZPUxd7w8J6zYMPQ1d2/lQ9F6OV5aQyDlIgoQDGq4rGLGrqCmNUZofZihlMEA1WdPBpwmQGnkbXrPa6NOLKCluwtc1xd5zEwxMZRicyVIfC/DJmgHq5RivjIU47K6lOhamNhbi7EiSE3ob69xe1mh9DPpa2JdbiUQipcRywNAN2n33cNyRoANZBy2Rw3a8buOsZTNvW01MR5LMWTwwu01aIuuFbs9EirDf4NxYis4Xz+E4YLkuH9lcz2fqGtCuMqlm/geYC2NJ8pZLSZEPc8Sb9eu4MDKTo38yo8LyLqXCUlG4uFZydsUkQi49qWOpML1Sy3Ox++1shnU1EY6XF5PKeZNsElmL4oABEsYSOaqiwcK5PLS6EqF5axBPDsyw/8IkjitpLi8iY9q8sO8Q91lx8EfYancSyMVZX97Hf9r4MdoDmzg/luRI9xSlxT465T084w+QnO7iglPOOXsNactC1zSKAxqWKwnoGrom+Odjg4QDOuOJLMUBg1Te4pHwBX5HvMZ0MkklklU1YVq2fwCAA12T7NLPc5/vAkFsqrTzdLhNvOS24UhwpUTDZbPbTp0Yx1fezI8nG7Btl9JwADmaxK/rWI5z8XcFBAwNoQkeWl3Jsf4Zzo2lcFzvd9Y/lSGZs7AlZPM24wmTtt/awP07fveKk2rmb/AtgWjQwHa80ptp00ETLi6SZN6+Ca8+5XagwlJRuLhW8t7mMs4OJxiM5/jNrfXAlSd1LBWmV2p5zr+fzxAkshZ//cuzHBuYIZGxSJs2q6vCvNE3QyJrURkNEgt6ay5XVoYv6/J9tXOc0iI/litZXR3h9QuTNCSirNUFTWYnecPBX7UezUyyoWiGDVtW8K3XuhlK5OidypK3Hc5Rj+3W4UiJmTABKPLrhAN+1tdGOTuSYCZrkU/kZycHQSSk40pJq2+KmUSSg5laarIXcKZ7EZrwWstb6kkeeIGY6XLaaaLJ7qaKMRx3TaFAwTZ5ln8hfk0Qm/zUcXp4Pz3GFmbSJn6fTiZvL9iK2tAF4YBR2GWkdzJNPOMtVzncM4VP18jZ3rgswEgyx9+/0s3u//1+aLzf+wBzdGjB7/QHh/s5NRgnHDBwXJdVleXcv7qSV8+Nc7J/hvJwoFDYYTGqkPqdT4WlorB48C210HypGZJXannOv18ia3G0b5ruCW+izJrqCJNpk4Hp7OwCe41M3sZfGuLhNZWXnc/AdBbTdtmzqqLwM6bTJkNyDbm8y7uN49zv66NuaoKSWJT2TAntbwwwlshRFw2CgDPDSVzHBSGwXK+/M1bkoyToI+jTEQLGkiYZ0yZg6ESCBn5DEDQEAZ+fuL+WkbikJnueoqJiRkU1odltrz6zp5l2bSe5/cdpSnaTcQzO2eWFoASvek+RsBkrWkV5+hzN2jg90tvzc09LGRNpk3OjSRI5G8eV6Jog6NM4NRjnpbNjTKRMZjdwwXYcHvB10BAY50y2jMOyDdfVODMY569/eZbKSJCjfdOY9sUPMABnhuLkbRdHWgR0jbrSIn57RwONZUV8DwofeBrLihZ9LahC6nc+FZaKwvUtDVgqTK/U8px/vx+9MYBpu7TVRJg4n2cylaOlspigoVERDtBQXkTnSJItDSWLntOlPyPg0/EbGq70ccRex3RsO8lwFw9VZCmuauV/9FSRt0dI5m18Po1k1iZoaGg+jXjOBgm6JjAth4yuUVMSorYkRHUkwFgKcqaDTxfsbi3n1FCCsWSen041coH3U+EfJWvU4tMlWyafhZ710LCbZPW9/MLXh0Mv4/4qDlmrFjyHKV8NUg9QnblA2jUw3CS77BcYy1QzWnUvVSUhIsEyDnVPYbsuhqZREwux79wYLamj3McY/bKSw7KNnVoHTzi/JqTZbDV0sOEI68jZDr84Oext3YWgrSZSGIMUmqAk5CNnu8ykTUI+AyklB7om2dFYCkDflFcYon8ys+D1UhjnHE+RNx3W1cVUIfU7lApLReHG74EJ1xbAc2GXzNm0VobZ3FDCw2sqka7k+4f7SM9u8vxwW9Vl3XquK5GuXFC0QLqSiVSe4Zksuq4RCfnpjW7F3dRE+3SWvD1S2PdyZWUx4G0cPTyTJWO5FIV0b3mGobGzpZxP3NuAKyV7O716smJ2ssur5yYYTeRwXLxqsbF72LHqIe7TzrJx+CnKJyUcOUD7UILv9dbQ6ayj12lC2BIhpDdGrHk1xY+LtfzAhQp3jJCbYjOdBISD7fo4YIU4OrGe8nCA6kgAwxDYjiRvOTSnj/NR8QKGZmJqPnwS1ganCTsOF7RmGummwRnnTdbjSEiZDqm8jWm7jMSzBAydk0MzPLqxlpqSIEIIAoYg6DPoGksxOOMF3tzr4tKW4/zbknkbibwxRQuUW5IKS0W5Sa4lgBcLVE0TuK4XKoXlH6TBvX/B7hSHeqb4/uG+whu4JgQ7V5aj6xr9kxmSeZtw0KCxrGj250wVWqEBn1aoXnOoZ4pXOsd5/vQo8axJdSxILOjjoTWV7F5VwWvnx5nJmNiOSzTkI2fZxLMWUgpcJFNpk4pIkAfXVFJ14VVy2QzHxCoqZ87TnTlDnioeWV/Dr86MIARkTIdExus6LfIbaEKwP7eetLmGJ8ReArrNOZpoow93qpc+0cJ4Mk/WcnFdiTZbUOE+dww/Fu2ykQ1GPxv9M2SLGxDpE6wXA4hgmGlqqCsOMjKTI561ZisleQXdHdPh2RPDIGFFSYiGsmKk69I1kWHdJV3nV+pSn7/p9srKYlZWRRZ+MLoJO4yo8dHlocJSuevcSm82VwpUTRPs0jsg+bS3PvDNA96+VvOKHiz2Br6r1Xu8xR5zQTCXBNjJGbQT/ewqaWTn+3dTGQ7ws+OD+DSN6lig0Dp6/fwkOcvFMDQSOZuQT8ena7hS4tqS8OzekELCM/0G22ds7LFjpP1B3rDDDMosQzMZysJ+fv9dqxCa4NVzEyAlLvBa5zjgrbscpJI8PjbqA2AEGbKq8OmC6YyJRFDk98rzJbMmg7KSvDTYaPRTpud4qGwGs2Uryfyn6L3QSWe+lOP6GsoNnYBfJ2e5uFIWJgtJIJ61+PHRQSrDfmpKQrxvbTWD8Zz3gcKAdfkTcGwv6/Il7DWqLms5+n0aZ4YSDMWzWI5LZSTIjs11hQ887QeeI3LqO4R1p1COcO53eL2vQzU+ujxUWCp3ndvmzWaRhfTz32ATWQufIQpv4PWxIAe6Jq/45rsgmHtegyPfLmwTpQGf2XM/6+uihVZp35Q3Piddic/QCPp0Unmb9XURHNdlLJFH0wSfuLeRtbURfnpsiO78GnKlHyY10oXpX8Fxsw0Lh5BPRyDQhGD3ygr2rPTWSB7omuR43zQXxtNYLhzR2vBJ2OhPEKpq5sRA3ezMVgDp1baVEAkavGmtJW+7vFucICq6qHMGaE4+w8ma3+Tvu9/FqJkDIQj5NFZXhiny67zRO03ecnGgsJVX1nRI5m3iw0kCusZDa6oIBw02mCdZN/gjcPKs0wP8XrO37ObSLvXvH+xjJJFjLJ6jYzQJwO8+0MKhninOnTjGhkSSU6GV7GKYsnnFEBa8Dg0vdKMh31WD03Ulr3SO0z2euqSAhnKzqbBU7jq3za72i+xOcekb7LbGssIbrCsl31/kQ8CiLZiZPqSVZzDQihg7TbbzDK2N9y86PrdldslKImvRXFHMv3nXSnRdKzyeKyU/ONTHyEyOwUSeYbGScWcFwZSOxKQmGuS966oLS3Lm29lcxurqCMcH4gA4rkZ70SaysWLqQiF0fRLXsgn5NLKW6xUnENA3ncVx4RDrWKVNsl4fJV2yFux+ervOMhLfRN52yVsOecshGvJRGwuxaUWMiZRJ31QGCd5aSg3ytiRjOrzZN814yuTBVRVsMwYQdh5qNqKNniosu5lvV2s5Pzk6iI6gpaqY7vF0ITAHprOMimruLSqiJnOBVCBC2bxiCPNfh/vOT/Cz44NUR4JX/QB3qGeK4/0zTKRMJs5PLNg1Rbm5VFgqd50buoPEJW5oF+8iu1MMHB1aEPTRkI+PbffewH/0xsCiHwIWbUmXNDKZF0wMvokpfezvN7ivZ2rBJshtNRH2X5ikw5fkfeuqF4x/znUzHuqZ4p+PDTEyk2NXaxkHuqZAeGs0G8uK6JvKEPLpi17ruft3jCbxGzoVYT/D8TwAPkNjPJWntNiP6Uhc18XQoCIc8JaKuJLigIHtuvQ6FeR0g+KZs7hVZSSCdViOi+m42BLSpkPOdsiYDh/ZXMvmFRo/PTaErmnMZEwMXZAxbRwXUnmHM8MJJpM5QtUGn9RB63qT0YzkmJC0hCe4r7V8wfPPWQ4OkgtjKVwk/VMZ/uoX7VREAvSGN/HzFFRHR9m2cQs07inc78J4imTepn04geVKfJq25Ae4geks4YDB/asq6BhJsmXF4rOklRtPhaVy17mhO0hc4oZ28S5SmP1qQX+l7y3akt66h1O143SnzlBc00p7eiX18zZB9hmCX54eYTSRJ5Gz6J/KsKWxdME6w0M9U3zvQC+do8nCcaurw2xrLONo/zSm5Ra+nmv97mgsLXQVz60xjWcs8rbDVNqbhbumOsqm+hhdE2nubS5j/4VJbNelbzpLxnQQmsAQgrzloGmCN8U6qoJB7hEzVARWczDViiYmsWeLEkjAdr3xyRfax/jd+5tZWRUhkbVoKi+iIhJgb8cYybyDK0HgstY8iR5PcLx0FZ0JjZPpEo4lKmlJnEfMdmcf6pni+we6aUgc5RP+foZkFXvN1bQPJ2gfTlBW7Of+VRU0tj1CY1kR65rLAMmZA8/y5qE3mLLLifs2sKm+ml2t5bzZN3XVD3CuK0lkLcaSeabTJi0Vi8+SVm4OFZbKXedmLBOZc7O7eK8W9Ff63qIhqmkEVz/EG5ONjI7nsVyTxOxs0Z3NZZwZSnC83+saTedtxpJ5kjmLgWlvHHOuBToSz+G6EttxGUvmua+1nP9tZyPr66KLtq73XZjg/3zxHImMxXTGxK9rbGsqJWPapPIOVZEAZUV+qqJBBmey7L8wiem4bKqP0VBaROdo0jsu7GMokScWMogE/dStfB8/vzDJ9DmTZH4G03HRZpemzNU/kMBk2mQiZfJv37t6QTfymcE4yZz33O4THXxMvkB5HmLpMC+476YztIEiCYl5Y4R9UxlKx4/wkPkclpklJw2mLZP9ci1IwZiT48TADB+8p3beWPHriCPfZu1MnJXCxyQmUjzKZ/Y0e+PFEymKRw8hjr/O6ZGVrLvvA2i6jutK/mFfD/98bICc5SJ9GlsbSxd8+FjuyWp3OhWWinID3cwuXrh60F/pe1cK0blQ/NnxIXyaxtG+adbXRdnVWk405KMmGiTktxieyaIJQVtNlFTOLoTF3E4p4ykTIbxuyX3nJ/nbF8/x8JrKRbezevXcBN3jaTQhmEiZGLrGSx3j+HRBVSTABzbU0DGSJBw02NJQwg+G+0jnTAbGD7EmMIXQqnndXMPAjIthCO5rrWA6Y9IxksRyXRxXEvZ7m1ebGfOya2HaLscHZ/jDR9oK18q2XfasrGAkMUjOcmjQxgkKm3OsZG2qj0ptlLTTBkB1LOgFrCs5NTCDPdVLXKbokI1s0PtZ6Z/i1QwgXSoiIXyatvAD00wftpnltNvAWvoolyMMz1wcx7V6XifW9U9IaTF51uC5yTSPfuhjHOqZ4mfHhxieyVNS7MOv60RDPo70Td/UyWq30szx5abCUlFuoJvZxXu9rrY8JRryUR0JXNYSXlEaKuxq4kZlYX/MgF8vfACY2ynl2693MZ2x0DSN0USWvZ1jC1qgcPFN9+ywV1ZOF+C4EkPzZrgWBwxG4jl+eXqE1dVhGsuKeKVjzJt9a53mcedXFJs2OddgGou+yFYChsb6mijNlcX0TWU4NTDDC2fHmMlY2LP7eRX5NTKmu6B1eXowwXcO9PK7D7QAcKRvmvPjKYTwvt/vVpJxdNbmjuLDxhdIsrOlBIRO3ewm2vu6JnihfZRGs5z7dIPVopes62faX0Ol7sO0JYYAXYe6kuDFi17SiOEPsUHrJ4+PEbeamJQc7Jrk+4f7aOk/S3UuS6/RTIvdy7mO05RteA8D01l8mqCk2MdM2qJo9vdwrT0ZapnK26fCUlFuoJvZxXszXKklPD/062NBpIChmdyCDwCa5tV+7ZlM87NjQ+QtB0dCeXEA03IXvHHPvekmc944Y96yuFe0U+eMMygrOetuQAidjOmwtbEU6UrOjiYxbZdaxggIiw63iZWylwpnlFcnM0SCBmnLLlzvn7w5QM50QEp8ukbAgIqwn6F4HtN20QQEDG+s8x/399AzmWZ9TZR9XZP0TmawHa9gwUHaWOv28rj2Og4G6+wOKvQO9rvr6J5IMxj3WtrxrM1h2pAONOrjpAK1xFof4HerI/z0zSFmsibJrMOZwfjFa9e0G7kjzrHXDnEyE+OUvp7VqRyvdI4xMpOjxF9HNmWwwuzC1AN02eXkOsd5cHUF1dEgiZxFwK+xaUVJoRTftfRkXG/o3TYzx98BKiwV5Q62VIviSi3haw19TRNsrI/RPpRAIukaTzOZytNaFV7wxj33prtnZTkCqJg8xGPuCwSFRdb18U8mdIW3UOTXGU/k+X5/H8msjRAwShW28LGaPrLSx5CsYKdop8keJzg4AW6ztwNJzqa0yA8CHMfF0DUc15s0JIQkb0kylpw9nwz/80g/FcV+EnmbrOkUdimRaCQoYlSWco5GthlDuNN9dJsNtNVESWQtxlN5XOkCGgflOt5017EqHObh4gAvtY/RPZnGrwviWYtvvd5DWbGfaMjH//fdq7hv1wd5JrGSsY4xNoQDTKZynBxKMDiT5Vy+iQvue1nBOINuJe2spq1vmoqwH10D23WpDgeYSuc50jfNjsZSzgwl6BhN0lYdKQTopa439G72sMLtRIWlotzBlmpR3IiWcGNZETUlQfKmg69WY8uKkkIpvTlzb7odI0lqSoKszycImDZn3UbWiD7qGOdkzkYDTgzGSWQt2qojJHMWnfmNvKz78acGuOCUI3D5pP5rgppFxUAnLz9fRLx4M66UjKdyGJpGdcRPaTjIVDpPbUzHrwtODSUL5+NKkI4kYzlk8vbFWUCzBmUlJj62BYeoLo3ya7OMwZkcvRNpfIaO47o4rvc4Pl0QDfpAwJHuKU4OxjEdyVwcmba3F2ffVIYfHO7nvtZyHl5TybH+aTpn12TmLJdI0KC02M/pqXsYLDKYSlu0VUWxHcnTx4ewbK8QhO1IRpN5inz9nBlK8GbfFJYtOdp/ccz5UvWxIMm8za/bR4mGfNTHgpcds5hbcVhhuaiwVJQ72DvRjXal+rZXO2b8ZBvOzH7a6CcvfYxpVRQHdAxdYzSeJW06TKTyhAMG1bFi6le9nx+/OcCgmeWjYi8BYdGjtVBqDtJ97gwv+GsArws4bztMZSwG4zmkBL+hAxIxW+durnKPT/Nquzqut6H0fIekV0no3kCKyoo1nJxopDiQZyxvk7YsNEBoAl2D+pIgSK+gfGmxHykd7hMd1Amvi/mw08Z4MueNlw7F+Yd9PUQCBpXFAYamswR9OvGsRXFAEAnqFAcMXCnQNY1kzqLIEGx2z1BqjnDACnN4qg0pNPZ3TdE5lsaniQVbtC1GCpCzRf4kEnmNc3Rut2GFm0mFpaLcwd6JbrRreUO99Jj/ObmLU93ThDIDnM6UcNpYjzHbuist8rOlsZiOkQQrqyI4jsu+8xNIKSkv9mPr9WjWSbb7B8lKHxO+GkbiOYoCOh/ZUs/Pjg0yksghAEdKNCEwdIGUFxuQAUPw8JoqTMvhYM80ea+e3gKGJrzZv33TDJtV5BwXQxNed63Gxc2lZ3L4/TqhgM5MxmKX0cnH5Av4schLHzhwyF2HT/fGS+cq9QzMZJnOWuRnqxoFfTo7mkrJ1EU51jdNkV8n5NP5cEk3m0afI5XJsFLXCBiCV621aBoYGkxnzCVbjEMzOaIBHzubyzk7nGBoJrfoccqVqbBUlDvYcnajXW28tLE8zE+KN9ORaCWNg18KykN+9qwqZyqdJ5WzaakM8/F7Gzg7nORnxwdnK/aYdAbu4ZWgj5W+KY7Ew7wx1oAtbIoCBmeHE+iaQNe8rbxMW6ILFykFhuaFtu1I1lZH+Oont3God4qBn56idzKNnLcmc6fo4LfkCwRMG8f2MYHJCX1D4fu2O++JCoEuBKsrIzywphL9+KtEB1xO2E2sEb006uMccdYhpSTvePtxttVE6BhNYtsOmpDsoJ3V2Sl2iu1M1d/LaDxXqKBUlBmgXptmLFREODNJjT0KrGUskceyJT5DEJDaVVuMauzx7VNhqSh3sOXsRrvaeOnO5jI215cwPJ2lMhLAtF3et66KP3ykjSN90wsCdmgmR3UkSFtNhF+eHiFtOXSEN3Ega5HGYkV5EUjJjpYyBIJk3iJjOqTyFpqms6oyTNdEChewbYmuQTxn8zfPd/DQ6ko+sbOR7x/sYzSRxXS84rO7SpKE0jbtTiOb9QHqnTHO+zfh1wRJ4ZAyHTTABSzHJYROfWmI397RgFu2h7PPHGbLzABZx0/EyvCEtpcRUcmAsQVDg1+eHmEilcd0JNtlOx/TXyBk24RPnWGkMUci38q+8xMMJXJkjGn8uSHWGpKUIajRTZpDxYwns+Rtl6zpUlEcwLblFbthr/lD003YUuxOocJSUZSb4mrjpZomqIoGMV1JJm1hGN7XhqFdFu7zJweF/DrRoI/G8iK6zo5huy7dE2nKiv1kLZfOkQQdI0nytouhC0qCPhJZkyK/TizoYyyZIxz0Ec9a7O0cZ2AmyyfvbeT//9H19Lz5Au5UD11WOY5vBSIXoM3tI24adMsKr9tVCIQAXXiTe8RsSy7k0ykv9vO/DveTzNXhr3qChH0BmY+z1TlNQNgII8BefzGJ2C4GZ7LomoahuaxwxwlpNp00ck92gOxYN8O5OrKmhSsFsjjMaL6SbKyKiJuiQlTiplwcKdAEJEyHjpEk0SIfqZy96O/iSh+aXNdb47n33DgIwYeiF1g/+BSa4+1GA1xWcvFa3WkFDVRYKopyUyzV9RcOGtTHQpQU+ZjJWISDi78dzW8VzdWT7RhJ4Dc0VkSL6JlI47iSE/0zjCRyWI7EkRLTlBT5XXTdoDIYxLZdJjNaYT2orml0j6fZe26cP2qbYI/2AjKWZzIvOFnzBCf03yI+fJ4Jfy1d9hrKivysq4typHsSIURhuzBdg7zt8tTRAYp9BkOJHHXRZnzhVt5jvECp5ZIWEVbYPWw23+BC9CGGoiFCfov+SYdBKslJg1Wij6zrI5Oc5t7McwzJSg64bbxqhWnUSylyIVLVSHlwDdYpr8TgVNpBCEFdaYhY0EckcPEa2rbLdw70FpaV/MtdTRjGwlbioZ4p/s+XztM9lmCLbGfU9zoN4Sli694DY6e9FuYSrhSKd1pBAxWWiqLcFEt1/c0tOTEtl5qS4IIi7fPNbxW5rmR9XZRXOsc53j9DPOtVs9nWVErfZAbXlViO6y0NkZJo0E9TeRGrqiNMpvIgIOLXiIwdpm5ynCmjhuP9O+jS21k5t2VZ/DR6YoADcifdRiO4UBb1Ewv66JvMIJE8Unyepsg4h2cinDI2YNoOQ9M5VlVHsG1JabEfTQiKo61UZF5gbf48CCgJ9rIm0sUr+Sgj8SxSSs761/NCwE9RdoiIk+aezClWCxtL+HAlnAtu5rWiIqJ1Fs1bNlPUOc5v6a9wvqiCfdZqTFfg06CmJEhD+cVr+J0Dvfzfr3Vh25JXz3kbbM9VLZozMJ0lmcnzKfFL3mPvJejmMWQeevZCtM7ril3ClULxTitooMJSUZSbYqnx0uuZfDT3mDubyzjUM8UrHWMcG5ghmbWojgYpLfZxsHuKjGkjgLFEFp+hsaoqzNqaKFnToSl5lG2+FzGkSbiomBfdYgZkJSXztiz7ZdaPFZSFrbAeWFVBZTTA08eH2Kl18Ej2GYo0h1W64ITsw/JH6LHL6UpuwjAEMxmLmpIgLdveT1g7gdZvYleso8aXY3/nGbomNxWqCrkYnDTuIRNYx8f0VwlmHM7KJtbQywoxRqV7mj2cpd6O0X06R9WFA9xnpdhg67iGpD+6jYfWVPLg6gqkK/nRGwOsKA1xdiSBbUuaK4roHE3x3Olh1tdFvZYfEvr2sWXyDGn3AtvMl6lkkqwWgUAMKlbDpo9f3CbuKgqhWBPG6X4d7cQ+0LawoqTtjppUpMJSUZRl8XYmH10amoUu2p4J3h3opFgO4UYbOWCtJm+5XBhP0z+dYVtjGRsnslTZBmecFsK5LqoZw7/yI/wqnmXEPUugspWOTCszGYuclSQa8vHwmkoG495Eo/fFckT7JclIG1tSr7I538005cz4y+lprCJXv5uxVB4NQGjUbf8NNDEOdp6JnMbLoyEs20UXAk0Dvy5origiZ7sk03WQ97Ne9pFxfJT78jwmf8TKzChGl2DC8pOWEXp8m9kQ6Oc3qizK96zjvtktw7536GILr7TIj2EIOkdT5GyHeMbiewd7AdiltcORb7HSylNl9JP0O+TdKOVamlBxlReU1zhWOdfd7nS/zrtSP6fVMODIm+zc9q/gvvV3TEEDFZaKoty25gfuj94YoCl9gvf4XySRTyNyJ9FCH6IzuJl18zbL3rllC671JtHECKlghG0bNnNgJMUP+uuYzFUQGNYoLZYEfBrzF/HPhcKpeIzdmo+23DHK3SnwSYoDeRqCGXavgUMlMY7NdksOzGQRO9eya8fvwkwfp0ZDnJsqwZ/Nk7McdARVsSD/nwdXIjRB32QdAx3FDPd2cE6W0aJNEHTSCEPDskyK7CwBkjzgTCMjdWx54D5orQAun1C1oTZKc3kxz50eJp6xeGR9DedG4uTO7YX8i5AYRJS0YOQTaNIhqUexRBHUPUbLNbQo5xRKJJ7YR6thUNqyFcZOoyX62bXlwRv+O18uKiwVRbkjrCgNkZWjYJtMhlez0ejnA7UmCTu4sCuwcQ8aUDbTR1lJIwecNp5+roNExuR+4yz1jCH8TXQXbWZtXUlhEf9vbq0H4JWOIL++4PKu3IvoJCgNGcScBPhLoKyJgclLxupm8rDda6UFuyZZNdGDFCmmUnlqYgE+XtVHxYV2Vq5ez85te/jryXt5ureGuGtj2adxfC5+cxrhOgSQ2Bj4Mck4URDeys+5jaFHk3mmU2Pc7+9k+4zNqjXrWV/bxvcO9dM5mmSDdZItXf8TMn2QnYKRM0AAU8SYLt/Os9n15HO7+GjP9DXPXi18YNG2wJE3vYlBRuCaxjtvJyosFUW5I+xsLiOyaQuRUydo1scoiVawevs2/DQt7ArUxIIuxoE3BvBpGg8Gz/FI5jmihktxvp0f5mz2ZTZTHQuwojSEhmSX1o6WP8ZeX4iR6o8Q7M7iy/fjCB+p8DqqbYst4z+jYvIg1mCGsNFCovmzuK5E0wQ7m0qIjIySLu5iQq/m/EiCNf1Pk+636O76NQfLepnqT/DufD89Thm65uJgINGRuh/XyWKiY+FDWCnOdZxmZeP9tB/8JcaJN3k8O0NLvoP1oofQhE32uMaOdY/BvX/EwEyeh069TGz0JEgXaZu4mstwZD2TOcGhZDnPW6upH89c7K5tLb/2JSBzrdH5azTvICosFUW5YySr72U8mWeFGKdk1Tq05vvZtcSi+rm9O1syE0QNh2C4lFj6PNuNNzjj28i2xjIvZPtehyPfYlU8iZayeVl+kKzRRm36ApbrIjufZ/j8y5QIi3p7mjw+Nplv8uxh+Ov0v+Lhtiq2O6cJHv0WpYkLNNtZGo0aAkVRjppNNEx3oU+/yMP5YQwsirQ0MZGmlREM1wQkLoIimUeSx7RMjp3chxlpIHL6u+yKD1DnDqBZWfyYeCUTBLzxHXZpAtZ+BFIdYOdnH0vDcSVFqX6GjVZ6zBgfyf8zm+whhtOtvHzmf1uwXMe0l1gComnXvSbzdqDCUlGUW9s1VpXxJrj0Y1oN+H1NfGpV05JBCV6L1HUdMq9KVo0OE4y3k5M6G43z3G90EA21eC2pmT6w85S2bKW1+yhueR57NEsolcGRgjI5he0KHHR0HKYoI0KOaPIcT52boH86w5nJvbx38hilzKDhUuRMkbIr2OOew5SCOBq4OeKyiM1aOyUiiw+H2RrwSCSuAKTAwKEtfQTx2nmiMonm6PjtJBKJhjt7H4kr8+QOf4dc70liCIS/CPJJQGCJICHdIecItuRf51Gxn5CVxzVf5aUT/Tw38f+jdOpNarJDJIJ1HBfr6B5PAfNmMTeVoPXvv+Or/qiwVBTl1ta3D458y2sRXaWqzPWu69M0QWzsCP7JY5imhc+16KAFO+OjyD90cclDSSMYAcTYaUqiEYqrWkmMdeC6ECCLhouGji5scKFEJMm6Ac6JBtbURDg9GKdueoxyEvg1CwsDA0mJlsJ2HfKuoF4OUCRzVGkzhPBm1ApJYVsUAfjxir67UlAjxhDZcQxcIkgEF4vWytn/aICPPGL0CLYvhE/XQffhojNNGVFzkg2cYpdIEhQWLhqakOw291EaD1KWPEnG0RjNlTFElpc6IuzrmizMuo2MHGTD0I8u/n6kC0K748JThaWiKLe22RYd1Rth9NQVq8q8nWLh6bEuDNeiJ7SBden9rKWbJMWEfT1sm/kF9DTj1t9L76kDuKOn6XBX8H8Nh9jkrOMj2pusdLpw0cjiB+nS69ZyhmbO00C/0UTLuf/Fw/kkq+jGxIdfWviEjURgOX6miGIJiGp5Am4OXXihVxgZnA1Mbe42AToSDRsXb9auQAI6Li4COTf3Z7Ykn8SHhWtJpK8Mx3GQ2FQzhIZLMTmEJmfD1UUCATdP8/RrBDGJizABQ6PZneBsxqSsyF/4UJIe61r4+7nw4sXf2dssmXcrUWGpKMqtbbZFx+ipq86yvK4dVlwXel+jeeYgttVHzgbNdfBpNn4sqmdeQjs2BNE6ek8dYLLjdWwzh8iPUkYpB6JbKDd2UuZOozONAAbcWv6GJ+mPbacxeZRPiheosqaoFmM4QqfIzaEJWegmNdwMJdJGSoFPWGiaxEUvhF2BvBiU8+mz4ebxCrwz77i5hqkENGxkZsw7xvXmOs2FKXj7XiK928MiiyZddCEpEzPkXT8PUEZL8VqO6RsKH0qKq1ph6M2Lvx+JF5RVG7xKQCd+6J3Ibd7CVGGpKMqt7RpnWV5XkYO+fbD3r6mcPIel5cjoGnkZwtVDFDtx/HYapAQrjxs/TdQcI61FqWKSJm2MkxmHrF7MsK+B0/ZqVspejvq3ckbeg5Z3aNLGqNWmKdFMIlaGnNTRNBevJchssLkEhIku3ELLUeJ4G1XP635d0MqcR+Id5wK6vHg8s7fP/XsuMAXeU9Lmvjfv8UThjt65FUuvRKAAijB5H/sRoz1MVGznTM1HCa56gHUiCZlG73FWvte7f7zPC8p4v/f1kW95f9/GLUwVloqi3Npu4CzLy5ZBzPSiZeMIfxi/P4ybSSJdE787g48cQmjIiXPEY4KBbBX3mP3UShMXjfvFSfLFTWxcuZFYz1lIJsmGWhgq2sODxVE+OPY1NqYPEnNnwBH4yRMQAp2L+TQXVj7pekE1F46zqSbnjVcuZn6A6rPHisW+P3uMEIvcfskx8+986XE6LqQGqbLTVIkZKBmD/kOQGILMFAwdhdrNUL8djGLvTs0PXXNR9luZCktFUZbX29lD8S3e99Ki35GmUjYEY5AYACuPX9exI9WI3BR5N0QqtgYjN8XryQZm0jk24uKgU0yOXUYnO40fUFzx27SXf4YLJ47js5KsSRzkX078LRX2MCDRkGS1KFJKLKmjkV3QyoOFLbr5xFWCcsFxhf9c4tKu3Gt+sCVIiZzsYvrEczjZOGFznGB2FDHdDSMnoWYDtH0Q7PQdU6RAhaWiKMvrGme7vq37zoaqduIYTYkQesv9nB1J0e7fyIa2RyE1CpkpNOkQbtpOfPg8k4kUMxmNlFPFy2IT9xpvotkCHRsNiU/mcRPd5F/7Km3rHyNWoaF3v0QoM0yE5Ozm0N60Gz95dGETkjng+jLshphL6Lm0vsK3C/++JDgLc23zcVwrS1FibPYZSlwh0DUdNB2ycQhEYLbM351QpECFpaIoy+saZ7u+rfvOhmqhoECXywZDY1d3J5hdECqF2q1w4XnoeRWHMON6LZQ28mJ6Le3mKh63f0aQrNcVKQAzDQiklcU69j+pj1RgmuM42IXuVW22rqxw84VTmT/+uEQv60WXHvR20vYq972sC1cu/Mb8SUeaa+Kf/7ASHNdFsy1EKAalzd4Hl7nW/4l/uq2XkqiwVBRleV3jbNdrua8bbeBQ1+TlpdkuKShQHDhLbeo0sb5ecPLeusBc3PtbuoStccoxmJqB0tIt/GnoIJsvtONzXQQartDQZb7QerRsjaReQkCO4mde63G2BadfIREvm/E67z5Lmv+YN7qpushM3Kv9+DmudBl3iziVqCd3YohH6m2MwQPX33NwC1FhqSjK8no7NUUvue8hp23BNlUwW5ptXkGBsliEslgEUhnwFwPF3kL6olIIxkBKfOPtVEUDhDSNDzXatGbG0AIGiFLIziBcE5hrJUpcLKyJcwiyeKXk5q2JvJpLxyqvabxw3t/XOKb5llxD8C72o73ZvZISa4jVk7/GmtxLz+CPWbVqDVh5qLmOnoNbiApLRVGW19uZ7XrJfQfeGFi8is+lgexKGHwD0uPe7RWrvAkpHc/CyGmEYxJN9RCt3gCr2uDQK2DlCj9HXJYogiKZwhDu/JsW/g2Lp4y8wr8vtdj33snBz3nBXuiiXSSsfUjqGPMOHR2G+CGI1Xl38AWv3nNwLRO23s6EsLdBhaWiKHeMK1bx0bSFgRlbAQ/9IVx4yXvDX/ke7/vJUcjMQLgS0hOwYrvXGho66k1cmW2BiswkUnrB6GWGnP2z0PyCAFecsXot3a7LNiNoEfNbw3LhRKC5b2mFQ1zITUOgCCrfB6vet7Dn4NLgcyW8+e2rd9m+nQlhb4MKS0VR7hhXreJz6Zvstn8Fq993sVuwd7/3bh8qASPktTZXvc+rQOPa3vrByfMQKPHWFOLNDs2jA6IwLjm/R9XLQbGwJfp2ximX0xVaklfrCfaelkvW0TiVqsB117ETcbHK0KW/k1jj0hO23s6EsLdh2ackffWrX6WlpYVgMMj27dt59dVXr3r8K6+8wvbt2wkGg7S2tvL1r3/9HTpTRVFudXNVfD62fQW7WssX7rs40+d1pQaiMHEe3vx/4PA34ewzsPevYe9/hfFOvO7CkPfG7UqoXAu6zwtK3YdbtYF8oAwTP3n8ZIkiZgNxflBKvMk/LoVGGHCFTLzVgxIWH6S8gst6llNj6B3Pcu65r9F+4BdeixIWBp/tVQtacrLX25kQ9jYsa8vyhz/8IV/4whf46le/yv3338//+B//g8cee4wzZ87Q2Hj5Beju7uaDH/wgn/3sZ/nud7/L66+/zuc//3kqKyv5rd/6rWV4Boqi3C7caAOJ+BT+3iPoQuCzsmjF5dDyMHT8AgDZuJtk+68xZzrQ4nFKZvrQtn8adv8+jJ2BqvX0jieJ2q/hEwFcKclqRUTcBBINgXvJ5B6vn9ISGn4uKY5+J7jSLN9L/u0ny+bsflbnTpI90gai25tMNXwcEiOQmYRILax8D64UdJ1vZ0BWEnTa2Dm7cXbBMm0yLaSUy/aZ5r777mPbtm187WtfK9y2bt06PvrRj/IXf/EXlx3/7//9v+dnP/sZ7e3thds+97nPcfz4cfbv339NPzORSBCLxYjH40Sj0bf/JBRFuS0cuDBO4uf/B2tSRxgJtbIuMEnMD4RrvFqmdp64iDKZSGJjcD68nV1Fw5RtfwI2/Y7XZTjVS8+hp4mMHUYYIRKOhk8Iqu1+mN1Hcq5EemHcToKNhiHcK9Z3vaIrVPa5oa7WBXyDkt2BwjIbhB8jWgXReogPQDAKviK452Ow8/c40D3JwZefJpodJhGq5b53fZhdKytvzIlc4q3kwbK1LE3T5I033uBLX/rSgtsfeeQR9u3bt+h99u/fzyOPPLLgtg984AN885vfxLIsfD7fZffJ5/Pk8xcXBCcSiRtw9oqi3G4GZvL0BO+lUZ/En06R82nEypq8oAhEwWdjJdJ0+9uo96dZlXoD1xberNlzv4aR45CL05CZRkoH19TQ9TCUrkIb72Ouvo1EQ5vdcxK8yS/GpftMco059E40Zd5qUL6lJ+CZa2nrSJAmZKe9sHQtKG3xLlIwBppG7vxr7J76GaUByfSUIHO+FFY+ce0/7CZZtjHLiYkJHMehurp6we3V1dWMjIwsep+RkZFFj7dtm4mJiUXv8xd/8RfEYrHCn4aGhhvzBBRFua2sKA3RF9nMz32PMh5qJODTwczCdDdIB1rfhRatZaiojWNyDQYOIUw4/VPo/AVMdUF6DE1a3kbPQsMfjBGpa0MUV4LQAW83DwIlhZ87v8LcnGut+Vp4jOXo/5s/0Hqdd/eetyiEpQCE0L3iD6kxbyw4O7Vg7HGFGMcvLM66jfiFxQox/rafyo2w7LNhxSWvGinlZbctdfxit8/5D//hP/DFL36x8HUikVCBqSh3oYszZWtYOekQm0x6C+W7J8GxYPQUJdEI2+q3kh7romSygaKQAb3D3pIR6bUW5970NWliBAyovQf6DyGyU16+SBcnn0GfnfRzaS+nmP+Pt9od+05Yqut3se9fcn5ysa80A1zHW4Kj+6F+G6zYAf4wmCmY7gGgddVapob2UpkbJBAspWzVurfxZG6cZQvLiooKdF2/rBU5NjZ2WetxTk1NzaLHG4ZBefni+9gFAgECgcCNOWlFUW5bC/a77FkPRw54MyojddBwLwRjaCWNbGjcM7uk4U1v6ykhwDEveTThvfkHS703+1g9JIeQVg5vsYiFiQ/dF0S3Erhc3rpcsBJjiYC6bI3mzWppLnYeV1gyImf/s1g75fLPARpoAdAlMlxD2vVxRtuEW/Xb7OQM2ry1ldr2z1Dxrs/dcgXYly0s/X4/27dv5/nnn+eJJy72Rz///PM8/vjji95n9+7dPP300wtu+9WvfsWOHTsWHa9UFEVZ1GIzKudXgZn7/nQPXHgRevaDnYN83GtlGkHwFYNrQudzuI6NjYGBU1gqouEgXRtLDyOcTGHccsESEnFJDl2SMgtyasGeXvMf5Aa60uNdqb4dXhexgAUbTc992ytYYMyuoVwB2SmsbJK8LegaGOH1fC8V5e2smr9uMj4AWz55g5/Y27es3bBf/OIXefLJJ9mxYwe7d+/mG9/4Bn19fXzuc58DvC7UwcFBvvOd7wDezNevfOUrfPGLX+Szn/0s+/fv55vf/CY/+MEPlvNpKIpyu1mqxN7c95sf8HbPkEByyGv9ROsgWAZ2FswMVG8kdeZ5hOMtHvFaW96aS9d1uRBcT0P2DEVkAB0NB1cYJGSECDPoi1T+QXhLPCWgzWu9ybl/L7HV1vzHKViiGIK8Qivx0rvP3WWucs9cUF7peEcKNF8Rmj8MQmdcVJOOT1BSWoFpuQzISlYtw7rJt2pZw/LjH/84k5OT/Pmf/znDw8Ns3LiRZ599lqamJgCGh4fp67tYnaGlpYVnn32WP/iDP+Dv//7vqaur47//9/+u1lgqinLzXKkV2vWqV8jg5P/CSMVJiSJyeoiIM4kA+vQWKpmm2I6TKVqBlh0kIFw04SLCNWQaP8zMuZcJ5icIk8MnUwSxFwSPKwUIebELV85r5C0WmJf+e84lQVkowycv/n3ZuOMVwtMrtgAuOgbOgtbxXHczeMtFshTh6gGKHBv/5DmQkpKQw7CvjlOZEvxRjeCqB0CvvOW6XS+1rOssl4NaZ6koytvhupJDPVPkOl9me+d/I5wexHZcMq5GlhCam8fSQkwEm6kMWAxaUcYpo1YOUW1kcYOlBHx+NBxGs5LD9krWWmdZlT1BqZxa0HLLuwY6rrdGU3phNLc+v9AT6+Xp1evPXsNknbnAvLSHd/7XDoDQSOsljMsSGhjG7+YKR1siQFoGmSFCO43kg7VszB+lUk8RIY0uJLKokt7V/5I3an6bFWXF3jZqyGUpjn5brLNUFEW5rcwW/e7qPMPBfoNodpCWtIURKCdoaASyKTSpkwo0oes+yms3UVXfhL/jdZoSF/ClBhnKlzOds7gQWEVGC5MO1nHU30a9L0jR5HlkOs5sJCEBW9NxpY7ARhcOSREhKpMLe19ng1LOddtepWt2QYtyfhbNhqQz29K0hYYrBT7hoM2GMRIsDBKymFOsZJBaHtOTlGsuuhCYeoik42Ov/2H+xvltkqbk3twp2tw3CMo4EodccQ2hWB0tK+po2dI4e01fh/MvwMAbs+tdb809L1VYKoqiXIvZot+hiRl2J13SVVvJpMLI/BBIHdcXJmdEcVY8QH2+C7F6MwAVIZhyynBnuhmXxRiYDOX8vB5+N+9dWU14aIbi3BSWq6HpAXxOBglkCODgRwqHNEEiJAiQJy/8gMSVGkUij5SQwwAELoJiaS5oDV7aG3tpC3KOK7yCCqbUkVJ4VW1ngzePjiFcNCnJ42cD3bQEsriOH0sEkdLEMvPktRD1pSEeSJzjsLGWSi1AKlVMRosQdNNYIkgoUntxXHKukPrEeW+7tNZ3QT5xS+55ueyF1BVFUW4Ls0W/ZdUGAlhkJ4foC7WRrr2PwYYP86z/EbpzUSa63mQyL7zZn7k4JEfQ4r046JTpadK2RpQsH3ReYubMi4SHDxIcP4aem8BwvP03BRDAISQc8iLIKKWMaDWcNu6hu+6jpItbcYWOhQ4S/DiAoNutwRLaxXoC8vIC7nl8WNIoHDP3x0WQkz4Oy7Vk8aPjkiOAxKtAZEqDPD7SWjEB4eBKSUDmsbUApiuwMAi6aSJjR/iI80veVXSBFWKSrAjz6+AjDIVWka/ZDvf+7wvHge08VG/wvh49fctO8lEtS0VRlGsxu9tFfb6LcMShxurCCJXgSj8/z6xj2M7RUJJmKJ1npuYR3iUF9B8G3YfuL+JMdAOn3BYCboZHi7spyo8TT6bpcaqYdH3EjRICTg7biOCz00ihY0qNhBtkL5s54d/BaMlWdqwo48OhbxLu30vS1mmimxkZJqMV06fV08oYGrnCdFUTAx82GpIxGSNHgJiWxSCFPrtTiteSDTFAFSFM/NiFabd5aWBiMCMj+IRNSJP4fAGq9RQB3SARrMUX7yUXqsCfHccNlbG2JEDVCkm/u5GyjhOUO/1oRXWMNX+EVyebWeFOe2OVczuI5OLelmh1271t027BST4qLBVFUa7F7Bu4mOmjZKITxjsZCKxkoutNqpzXWZkfRmZdqvxBQtEQJPrBySObH8Rtf5GYz6WscjX3RhO0dr1KNjdBsZPFL9OMuDGSjkGZ8HnrMYWG0HQmZRkzbohu6nk+vYpyzcQYTKC7G9itnScqxkkSYUiWMynKGaOSIaool1OEyaABOi5ZGcTEIE6UgOYifOBaeTS8YgsOOgmiHDG2ELLjREWGYpkhSpYhYvzQfR9JWURMzxErKqEmZLOr0mZFph1/OoOtGWj5BH7h0KKNUxzdSHnbBiadNl4aihPNDtPvVNBxpoxwcAS/z+vU3NW8xHrXW4gKS0VRlGsxf21mz2sw04cYO40pfdSXFiEnXZKxNrYHBikJTkNJExgBEu0vYU/3UaznWZP/EeG6FcjkMH4zhSMNLDTO+9eyV9TyvrJRttX6SQ51Yk4P4LiCEVnKhK+agKZRFQlgWS6dxfcwrGWp0keI+bNM20Eoa8ayHS5MjmFgouPQK2sp0TIMijq6qWATXeDz4wuDmzJxLRtmt6a20HnTt52ccClx81QxxaRj87S7h58YHyJju+hofKChhpN5G1qr+M2yXsY6TxPvOkxt8jT4Y4SKw15FpMY9DBwd4oxvE2sbH+BQ+wjkHHa0RDk7nGBgOgut5bfcRJ4rUWGpKIryVs22MrOdZ9jfb2BbDg/7+9keGKQsFoGypsIxE7/+Fo6eY7LyPgJTZ8mkU2QDVZiWhnDyZFw/e8Um0jW7uP9dLRx64/+mdPoIPjeA7g9xRq6l3VjPhsoIqyrD/PrsGH1TWfL2KqKhdVRHg0ykTO4piTIwkabTTvOQdpyNnMfxhZnW/Pw/+XdT4YxRbUzT47TwgDuCXtqIb/wkAZklTZAfyffyBuuIWxYp16ZZn2RQVLJfrsEnoTwcIGM6dI4maKkMs6KsmEOs53vTxWxzJzH0EWTTNsJmV2EHkRWlIfw+jbPDCSIhHwLB2eEEfp/3vduJCktFUZS3araV2dp4P/f1TDEwlSZk1hMLTHM6X0r7ROPsuNz95NYlyM78XwSm2slKgymtkbyeQAodicnT7h5eslZROpbiwEtP89jITyllnBkZJi80IiXlfHhtIw+vqaRnMk37UAIJdE2kmUiZjMZzOFLQP53xln+4a9nPGu73n2NbME5HrpTDrGGjlKQdgwbZzWAqwOv6u5gKPEBxbgg32sgz8UasjI2h6RzTNnBK0yj2G1RpgmTOJhwwaCwrYktjKQ+vqWRncxk/PjqIabkU17Ridh9GjJ2GipLCBJ2Lxeuz1JUEERIG4zlWlIYK37tdqLBUFEW5ToXi7K3lQCMHuib53sFeTGusMC63874P0A50nz/Dm4koQ9om6rR6AvoAp3MxXnfW4EqNmazF9FAXeU0np8coceJMa8U8tHMHbTvXcKRvmt7JDFnbZTKVx3FdpPTOwbQlQrrsFB006OMMU8lhdx0dpp/pnIXtSA7ShgBW+yaZFFX403lW+mc4nq9iWFtLQ7nBeCJH3naJhgIksyam4/JgSzl9UzmiIZ21tTEeXF1RKCSwLn+CbOYY/ZlKhkt/gw81urBmPTTuKRRvGJjOFsJR0xarmHB7UGGpKIpygwxMZzEtl7W1F8fldrWWs2HPB2kPbGLw9Ahra6O0D28jWH4vZy9MQNpEE2DogjGtijHK0JxpfPhJtXyEXbse5UDPNN872EvedMhZNiGfzprqCEf7pknnvQLtu7QOfkd7gYDwdjxBwnhoBznLJVSkMZO1Oa5tpNtncJ/Wzgfyv8Cft1ktDDqjJex4+MO0DyX4waF+RhM5crZLznZ5pXOC2pIQflvQNZZiYDqDJgS7tHbWDf6IWl+SlKOTXP8vad31GC5wqGeKVzrHOd4/QzhgEJib0NO6+O5QtwMVloqiKDfI/DG6S8fl6mNBknmbX7ePEg35+PTuJjY3xPjWa91MZ0wChk6qcgfDkQoS2SEiNa088ugToGmFEF5XF2M6Y2G5kozp4Dd0b9mH6dCojRPSLM6LZjYZA7Q6kww6kuKgQV00SEulRmUkSH1piPWjRykZkoyF2qjKnue+0hT3tnhB1lAeYiabJxzwA2A5Lo7rYlkubU0ROkaS3uQcvQ/NyVPWuo2y0VNQNAOaKLSuu8dTTKRM7l9VQSpne/e5jamwVBRFuUHmj9FdOi4nBYVVjRKJ0AT/ak8L62ui7D03DkLw4OoKdrU8cFl35fwQro4F2NZYRseoV/buvpZSnm8fI6i3UOOep8oawSSEL9TMo601VEWDhIPeeONcV+jpfV1kJ/axwuzC9QcJVa/kUM8UPzjURyprIxHkbNer064JpIShRI79FyapKQl6HwK02TWSl+wWMhfsbTVRJs5P0DGSpKWy+Lab0HMpFZaKoig3yIINpi8xNJMjGvCxs7mcs8MJhmZyaJpg96oKdq+quOrjLhbCh3qm+N7BXs6NpVlTE+Gxnb/FRrGBrvPtDMhKHln1ADtbKhYdJ1w3O46aHuuiuKqVdfd9gB8fG8a0XHavLEdKSaTI68pNZi12ryznQNcUrVVhnthaP3s+i6yR5GKwJ7MWLZXFbFlRwsNtVbfdhJ5LqbBUFEV5m65lMsvVumiXeoxLQ9h1JdKVrCgJFVqkO1vK0bQHWdX6IKuWOF9N19mw54OLnl/HSJLa0hCfus/bKvF7B3vpHE1RUxLkia31885DLLpGcrFgv50n9sxRYakoivI2zbXyTMu9WJ3mkhbm1bpor/Ux5h/7/cN9hWM1IRYE0vXMRL3a+V3pnBdztdb17UyFpaIoytu02CzYSy0VItfyGNd67FsJ3qXO704MvutxaxbhUxRFuY0s1cV6ox9jqWPnh6lpubf9TNRbgWpZKopyx3qnFsYv1cV6ox9jqWNvRHgrC6mwVBTljnU93ZHX40aM072Vx1jq2BsR3spCKiwVRbljvZVxwDvJnTrJZjmpMUtFUe5YqjtSuVFUy1JRlDuW6o5UbhQVloqi3LFUd6Ryo6huWEVRFEVZggpLRVEURVmCCktFURRFWYIKS0VRFEVZggpLRVEURVmCCktFURRFWYIKS0VRFEVZggpLRVEURVmCCktFURRFWYIKS0VRFEVZggpLRVEURVmCqg2rKHewd2rzY0W506mwVJQ72Du1+bGi3OlUN6yi3MHmb35sWu5ds/mxotxoKiwV5Q6mNj9WlBtDdcMqyh1MbX6sKDeGCktFuYOpzY8V5cZQ3bCKoiiKsgQVloqiKIqyBBWWiqIoirIEFZaKoiiKsgQVloqiKIqyBBWWiqIoirIEFZaKoiiKsgQVloqiKIqyBBWWiqIoirKEu66Cj5QSgEQiscxnoiiKoiynuRyYy4WruevCMplMAtDQ0LDMZ6IoiqLcCpLJJLFY7KrHCHktkXoHcV2XoaEhIpEIQty9m+AmEgkaGhro7+8nGo0u9+ncNtR1uz7qul0fdd3eurdyzaSUJJNJ6urq0LSrj0redS1LTdNYsWLFcp/GLSMajar/Ca+Dum7XR12366Ou21t3rddsqRblHDXBR1EURVGWoMJSURRFUZagwvIuFQgE+JM/+RMCgcByn8ptRV2366Ou2/VR1+2tu1nX7K6b4KMoiqIob5VqWSqKoijKElRYKoqiKMoSVFgqiqIoyhJUWCqKoijKElRY3kX+83/+z+zZs4eioiJKSkqu6T5SSv70T/+Uuro6QqEQ73rXuzh9+vTNPdFbzPT0NE8++SSxWIxYLMaTTz7JzMzMVe/zmc98BiHEgj+7du16Z054mXz1q1+lpaWFYDDI9u3befXVV696/CuvvML27dsJBoO0trby9a9//R0601vLW7luL7/88mWvKyEEZ8+efQfPeHnt3buXD3/4w9TV1SGE4Kc//emS97kRrzUVlncR0zT5F//iX/Cv//W/vub7/Nf/+l/58pe/zFe+8hUOHz5MTU0N73//+ws1du8Gn/zkJzl27BjPPfcczz33HMeOHePJJ59c8n6PPvoow8PDhT/PPvvsO3C2y+OHP/whX/jCF/hP/+k/cfToUR588EEee+wx+vr6Fj2+u7ubD37wgzz44IMcPXqU//gf/yP/9t/+W5566ql3+MyX11u9bnM6OjoWvLZWr179Dp3x8kun02zevJmvfOUr13T8DXutSeWu8+1vf1vGYrElj3NdV9bU1Mi//Mu/LNyWy+VkLBaTX//612/iGd46zpw5IwF54MCBwm379++XgDx79uwV7/fpT39aPv744+/AGd4adu7cKT/3uc8tuG3t2rXyS1/60qLH//Ef/7Fcu3btgtt+7/d+T+7ateumneOt6K1et5deekkCcnp6+h04u1sfIH/yk59c9Zgb9VpTLUvlirq7uxkZGeGRRx4p3BYIBHj44YfZt2/fMp7ZO2f//v3EYjHuu+++wm27du0iFosteQ1efvllqqqqWLNmDZ/97GcZGxu72ae7LEzT5I033ljwOgF45JFHrniN9u/ff9nxH/jABzhy5AiWZd20c72VXM91m7N161Zqa2t573vfy0svvXQzT/O2d6NeayoslSsaGRkBoLq6esHt1dXVhe/d6UZGRqiqqrrs9qqqqqteg8cee4zvfe97vPjii/zN3/wNhw8f5j3veQ/5fP5mnu6ymJiYwHGct/Q6GRkZWfR427aZmJi4aed6K7me61ZbW8s3vvENnnrqKX784x/T1tbGe9/7Xvbu3ftOnPJt6Ua91u66XUfuNH/6p3/Kn/3Zn131mMOHD7Njx47r/hmXbmUmpbzttze71usGlz9/WPoafPzjHy/8e+PGjezYsYOmpiaeeeYZfvM3f/M6z/rW9lZfJ4sdv9jtd7q3ct3a2tpoa2srfL179276+/v5b//tv/HQQw/d1PO8nd2I15oKy9vc7//+7/M7v/M7Vz2mubn5uh67pqYG8D6Z1dbWFm4fGxu77JPa7eZar9uJEycYHR297Hvj4+Nv6RrU1tbS1NTEuXPn3vK53uoqKirQdf2y1tDVXic1NTWLHm8YBuXl5TftXG8l13PdFrNr1y6++93v3ujTu2PcqNeaCsvbXEVFBRUVFTflsVtaWqipqeH5559n69atgDfO8sorr/BXf/VXN+VnvlOu9brt3r2beDzOoUOH2LlzJwAHDx4kHo+zZ8+ea/55k5OT9Pf3L/jQcafw+/1s376d559/nieeeKJw+/PPP8/jjz++6H12797N008/veC2X/3qV+zYsQOfz3dTz/dWcT3XbTFHjx69I19XN8oNe629pelAym2tt7dXHj16VP7Zn/2ZDIfD8ujRo/Lo0aMymUwWjmlra5M//vGPC1//5V/+pYzFYvLHP/6xPHnypPzEJz4ha2trZSKRWI6nsCweffRRuWnTJrl//365f/9+ec8998jf+I3fWHDM/OuWTCblv/t3/07u27dPdnd3y5deeknu3r1b1tfX37HX7Z/+6Z+kz+eT3/zmN+WZM2fkF77wBVlcXCx7enqklFJ+6Utfkk8++WTh+K6uLllUVCT/4A/+QJ45c0Z+85vflD6fT/7oRz9arqewLN7qdfvbv/1b+ZOf/ER2dnbKU6dOyS996UsSkE899dRyPYV3XDKZLLx3AfLLX/6yPHr0qOzt7ZVS3rzXmgrLu8inP/1pCVz256WXXiocA8hvf/vbha9d15V/8id/ImtqamQgEJAPPfSQPHny5Dt/8stocnJSfupTn5KRSERGIhH5qU996rKp+/OvWyaTkY888oisrKyUPp9PNjY2yk9/+tOyr6/vnT/5d9Df//3fy6amJun3++W2bdvkK6+8Uvjepz/9afnwww8vOP7ll1+WW7dulX6/XzY3N8uvfe1r7/AZ3xreynX7q7/6K7ly5UoZDAZlaWmpfOCBB+QzzzyzDGe9fOaWz1z659Of/rSU8ua91tQWXYqiKIqyBLV0RFEURVGWoMJSURRFUZagwlJRFEVRlqDCUlEURVGWoMJSURRFUZagwlJRFEVRlqDCUlEURVGWoMJSURRFUZagwlJRFEVRlqDCUlEURVGWoMJSUe4S4+Pj1NTU8F/+y38p3Hbw4EH8fj+/+tWvlvHMFOXWp2rDKspd5Nlnn+WjH/0o+/btY+3atWzdupUPfehD/N3f/d1yn5qi3NJUWCrKXebf/Jt/wwsvvMC9997L8ePHOXz4MMFgcLlPS1FuaSosFeUuk81m2bhxI/39/Rw5coRNmzYt9ykpyi1PjVkqyl2mq6uLoaEhXNelt7d3uU9HUW4LqmWpKHcR0zTZuXMnW7ZsYe3atXz5y1/m5MmTVFdXL/epKcotTYWlotxF/uiP/ogf/ehHHD9+nHA4zLvf/W4ikQg///nPl/vUFOWWprphFeUu8fLLL/N3f/d3/OM//iPRaBRN0/jHf/xHXnvtNb72ta8t9+kpyi1NtSwVRVEUZQmqZakoiqIoS1BhqSiKoihLUGGpKIqiKEtQYakoiqIoS1BhqSiKoihLUGGpKIqiKEtQYakoiqIoS1BhqSiKoihLUGGpKIqiKEtQYakoiqIoS1BhqSiKoihLUGGpKIqiKEv4fwHtvDWg3icIPwAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mlcolvar.data import DictModule\n", "from mlcolvar.utils.io import create_dataset_from_files\n", "\n", "n_states = 2\n", "\n", "# load unlabeled data\n", "filenames = ['data/muller-brown/biased/opes-y/COLVAR']\n", "unsupervised_dataset, unsupervised_df = create_dataset_from_files(filenames, return_dataframe=True, filter_args={'regex':'p.x|p.y'}, verbose=False, start=0, stop=5000, create_labels=False)\n", "\n", "# load labeled data\n", "filenames = [ f\"data/muller-brown/unbiased/state-{i}/COLVAR\" for i in range(n_states) ]\n", "supervised_dataset, supervised_df = create_dataset_from_files(filenames,return_dataframe=True, filter_args={'regex':'p.x|p.y'}, start=0, stop=2000, verbose=False)\n", "\n", "# create multitask datamodule with both datasets\n", "datamodule = DictModule(dataset=[unsupervised_dataset, supervised_dataset], batch_size=[2500, 2000])\n", "print(datamodule)\n", "\n", "fig, ax = plt.subplots(figsize=(5,4))\n", "ax.scatter(unsupervised_df['p.x'], unsupervised_df['p.y'], s=5, alpha=0.5, label='unsupervised')\n", "ax.scatter(supervised_df['p.x'], supervised_df['p.y'], s=5, alpha=0.5, label='supervised')\n", "ax.set_xlabel('x')\n", "ax.set_ylabel('y')\n", "ax.legend()\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Define model\n", "To define the multi-task CV we should:\n", "- Define a main CV object that will determine the underlying architecture and the main loss function, here `AutoEncoderCV`.\n", "- Define the auxiliary loss functions, here `TDALoss`.\n", "- Define a `MultiTaskCV` object that combines the two above.\n", "- If present, manually initialize the `Normalization` layer statistics (e.g., mean and standard deviation of the data). This is because with multiple dataset the layer cannot know whether to normalize using a specific dataset or all datasets combined." ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [], "source": [ "n_descriptors = 2\n", "n_components = 1\n", "\n", "nn_args = {'activation': 'shifted_softplus'}\n", "options= {'encoder': nn_args, 'decoder': nn_args }\n", "\n", "# define main CV\n", "main_cv = AutoEncoderCV(encoder_layers=[n_descriptors, 32, 16, n_components], options=options)\n", "\n", "# define auxiliary loss\n", "aux_loss_fn = TDALoss(n_states, [-10, 10], [0.2, 0.2])\n", "\n", "# combine the two model in a multi-task CV\n", "# here the auxiliary loss function has twice the weight of the main loss function (see loss_coefficients)\n", "model = MultiTaskCV(main_cv, auxiliary_loss_fns=[aux_loss_fn], loss_coefficients=[2])\n", "\n", "# set statistics from the different datasets\n", "stat = Statistics()\n", "stat(unsupervised_dataset['data'])\n", "stat(supervised_dataset['data']) \n", "model.norm_in.set_from_stats(stat)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Define trainer and fit\n", "From now on everything is the same as for 'normal' CVs" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "GPU available: True (cuda), used: True\n", "TPU available: False, using: 0 TPU cores\n", "IPU available: False, using: 0 IPUs\n", "HPU available: False, using: 0 HPUs\n", "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " " ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/etrizio@iit.local/Bin/miniconda3/envs/mlcvs_test/lib/python3.10/site-packages/lightning/pytorch/loops/fit_loop.py:280: PossibleUserWarning: The number of training batches (2) is smaller than the logging interval Trainer(log_every_n_steps=50). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.\n", " rank_zero_warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 499: 100%|██████████| 2/2 [00:00<00:00, 78.82it/s, v_num=28] " ] }, { "name": "stderr", "output_type": "stream", "text": [ "`Trainer.fit` stopped: `max_epochs=500` reached.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 499: 100%|██████████| 2/2 [00:00<00:00, 74.31it/s, v_num=28]\n" ] } ], "source": [ "# define callbacks\n", "metrics = MetricsCallback()\n", "# define trainer\n", "trainer = lightning.Trainer(callbacks=[metrics], max_epochs=500,\n", " enable_checkpointing=False, enable_model_summary=False)\n", "# fit\n", "trainer.fit( model, datamodule )" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Plot metrics \n", "Here train_loss is the main loss function, train_aux_loss_0 is the 0-th auxiliary loss function, and train_total_loss is their linear combination." ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(5,4))\n", "metrics.metrics.keys() \n", "plot_metrics(metrics.metrics, ['train_loss', 'train_aux_loss_0', 'train_total_loss_epoch'], ax=ax)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Analysis of the CV" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,axs = plt.subplots( 1, n_components, figsize=(5*n_components,4) )\n", "if n_components == 1:\n", " axs = [axs]\n", "for i in range(n_components):\n", " ax = axs[i]\n", " plot_isolines_2D(muller_brown_potential,levels=np.linspace(0,24,12),mode='contour',ax=ax)\n", " plot_isolines_2D(model, component=i, levels=25, ax=ax)\n", " plot_isolines_2D(model, component=i, mode='contour', levels=25, ax=ax)\n", "ax.set_xlabel('x') \n", "ax.set_ylabel('y')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(5,4))\n", "with torch.no_grad():\n", " ax.hist(model(unsupervised_dataset['data']).numpy(),bins=100, alpha=0.5, label='unsupervised')\n", " ax.hist(model(supervised_dataset['data']).numpy(),bins=100, alpha=0.5, label='supervised')\n", "\n", "ax.set_xlabel('Multi-task CV')\n", "ax.set_ylabel('Histogram')\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "mlcvs_test", "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": "3.10.8" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }