{ "cells": [ { "cell_type": "markdown", "id": "9dec8c05", "metadata": {}, "source": [ "# Preparing your hysteresis data for HSOM-based analysis\n", "This notebook illustrate the data preparation workflow required to use `HSOM` for both training SOMs or analysing data with a pretrained SOM (we'll use the [General T-Q SOM](https://egusphere.copernicus.org/preprints/2025/egusphere-2025-2146/)). The workflow will be illustrated using a time series of discharge and turbidity for which a set of hydrologic events where previously delineated. \n", " \n", "Beyond the `HySOM` dependencies (`numpy`, `matplotlib` and `numba`), `Pandas` is required to run this notebook, so make sure you have it installed." ] }, { "cell_type": "code", "execution_count": 1, "id": "01d8392b", "metadata": {}, "outputs": [], "source": [ "from hysom.pretrainedSOM import get_generalTQSOM\n", "from hysom.utils import datasets\n", "from hysom.utils.plots import heatmap_frequency\n", "\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import numpy as np" ] }, { "cell_type": "markdown", "id": "60eed958", "metadata": {}, "source": [ "## Load time series and hydrologic events data" ] }, { "cell_type": "markdown", "id": "eaa4c1ac", "metadata": {}, "source": [ "First, let's load a sample dataset included in the `HySOM` package. The dataset contains two main pices of data: \n", "1. 15-min discharge and turbidity data collected by the USGS [USGS-01191000](https://waterdata.usgs.gov/monitoring-location/USGS-01191000/#dataTypeId=continuous-00065-0&period=P365D&showFieldMeasurements=true) between 06/2016 and 12/2023. \n", "2. A list of hydrologic events defined by their start and end times. \n", " \n", "The data can be loaded with the function `get_watershed_timeseries` in `hysom.utils.datasets` " ] }, { "cell_type": "code", "execution_count": 6, "id": "ff445550", "metadata": {}, "outputs": [], "source": [ "QT = pd.DataFrame(datasets.get_01191000_qt_data())\n", "QT.set_index(\"datetime\", inplace=True, drop=True)\n", "events = datasets.get_01191000_events_data()" ] }, { "cell_type": "markdown", "id": "f1a26dfe", "metadata": {}, "source": [ "## Visualize the data\n", "The next plot shows the time series data and hydrologic events " ] }, { "cell_type": "code", "execution_count": 9, "id": "84042b7d", "metadata": {}, "outputs": [ { "data": { "image/png": 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4jPTly9H/7Xegr6tjqZLIFW499dRTkqMy+Wfw4MFN++vq6nDnnXeiQ4cOSEpKkrzv5+fnBzPLhBBCCCGEEEII0UCXlasQX1iItmvWsrxIZGtunXTSScjNzW36rF69umnf9OnTMW/ePMydOxcrVqxATk4OrrzyyqDmlxBCCCGEEEIIIdrRWS0sLuJXooOegehopItQnw6Ul5fjk08+kUJLnnfeedK22bNnY8iQIVi/fj1OP/30IOSWEEIIIYQQQgghQYPm0yQUNbcOHDiArl27om/fvrjuuutw7NgxafuWLVtgNBoxadKkpmOFyWLPnj2xbt061fTq6+tRUVHR9KmsrAzIfRBCCCGEEEIIIYSQVibcOu200/DZZ59h0aJFmDVrFrKysnDWWWdJAqm8vDzExsaibdu2duekpaVJ+9SYMWMGUlNTmz5Dhw4NwJ0QQgghhBBCCCHEa3Q6Fh4JT7PECy+8sOn3iBEjJGFXr1698N133yEhIcGrNB955BHcd999Tf9nZ2dTwEUIIYQQQgghhBASoQTdLFGO0NIaOHAgDh48KPnhMhgMKCsrsztGREtU8tFlIy4uDikpKU2f5OTkAOScEEIIIYQQQgghilhZLqQVCbeqqqpw6NAhdOnSBaeeeipiYmKwdOnSpv2ZmZmST65x48YFNZ+EEEIIIYQQQgghJDQIqlni/fffj0suuUQyRczJycGTTz6JqKgo/PWvf5X8Zd1yyy2SiWH79u0lLay7775bEmwxUiIhhBBCCCGEEEIICbpw68SJE5Igq7i4GJ06dcKZZ56J9evXS78Fb7zxBvR6PaZNmyZFQZw8eTJmzpzJJ0cIIYQQQgghhLRC6HaehJxw65tvvnG5Pz4+Hu+99570IYQQQgghhBBCCCEkpH1uEUIIIYQQQgghhBDiCRRuEUIIIYQQQpzQmUwsFUJI4NDR4JB4D4VbhBBCCCHEJZbqaiQcOgxYLCypVoJhzx4MfOxxpC1eHOysEEIiAmuwM0AiHAq3CCGEEEKISwr/eTt6fvQR2q1dy5KKdKwNE9Dyd96VvjutXhPkDBFCCCHuoXCLEEIIIYS4xJiZKX2nbNvGkiKEEEJIyEHhFiGEEEIIIYQQQsIDWjgSBSjcIoQQQgghhBBCCCFhC4VbhBBCCCGEEEIIISRsoXCLEEIIIYQQQgghhIQtFG4RQgghhBBt0M8JIYQQf/UfOh3LlngNhVuEEELClhErVmLU4sVNoesJIYT4CM4xCSGEhBHRwc4AIYQQ4hUWC3ocOCD9TBxVieqUFBYkIYQQQgghrRBqbhFCCAl7dNTcIoQQQghpJVBjnzhDzS1CCCEhSeLhwzDU1AQ7G4QQ0kT5rFlIKa9AxZjRLBVCCHFByq5d6LP4d5YRCRgUbhFCCAk5zCUl6DP7M/QBYPrLX4KdHUIIQe2uXaj8dDa6ABRuEUKIG3p+N5dlRAIKzRIJIYSEHJaSkmBngRCiRCs2ATaXlQc7C4QQQghRgcItQgghhBBCiAMMl0gI8SWtd3GEhKBZ4sGCSvy6IxebskqQXVaLWqMZHRJjMbRrCs4e2AlThqUjLjrKf7klhBBCCCGE+I9WrJ1HCAkylKkTfwu3dmeXY8bCvdh0pBSje7XDyJ5tMfmkNMTHRKGs1oj9eZV4ZXEmnvx1D/45oR/+fmZvCrkIIYQQQoj/BDDio+NMiBBCIgbK1om/hVu3/28L/jmhL2ZedypSE2JUj9tytBSz12Th41VZuPPc/i3JFyGEkFaMlZoDhBD1BgIDPvsc1vg4HL3hBpYTIYQQQrQJt/68/xzERLl3z3Vqr3bSx2i2sGgJIYQQQojPSaioRNLx49JvncnEEiaEEEKINofy7gRb5bVGj44nhBBCCCGkxXYrgTRLpAkkIYQQ4jOsRiOMubmoP5wFc1lZYB3KC2YtP4Tu7RJwycldpf/v/GorFu7ORafkOMz+v7GSc3lCCCGEEEJIGENhHiGEEB9jrqpGxbxfUbHgN9Tu2iUJuGw+NKPT05A0fjzaXn01EoYP9zhtj1WsvtpwFF3bxku/Vx0olD6f3TwW5wzsLDmdJ4QQQgghhBBCCLGho7P4Vk/x7M9waOJElP34E9qcMQ7d330XfX76Cf0WLUTvb75GpzvvhNVkxrFb/oFj/7gVhiNH/CvcKqysR5fUBOn30r0FmDqiKyYM7IR/nt0XO463XJWMEEIIYSh6QgghhBBC/EN2djauv/56dOjQAQkJCRg+fDg2b95sF9zpiSeeQJcuXaT9kyZNwoEDB+zSKCkpwXXXXYeUlBS0bdsWt9xyC6qqqlSvWbdrF3r970v0mfsdOt1xB5LOOhPxgwYitlcvJIwYgbbTpqHrjBcwYPUqJE+aiJotW/wr3BLREnPLa6XfK/cX4sz+HRtuHoClBdLYF198ETqdDvfee2/Ttrq6Otx5551SgSclJWHatGnIz8/3/iKEEELCkg5ZWThlwW+IrqwMdlYIIaEEI6sSQkjkoNGNoo5tf4soLS3F+PHjERMTg4ULFyIjIwOvvfYa2rVr13TMyy+/jLfffhvvv/8+NmzYgMTEREyePFmS0dgQgq09e/ZgyZIlmD9/PlauXInbbrtN9brdXn8NcQMGuM2fPjYW7a69VhJ2+dXn1pRh6bjn6+3o0zERpTUGnDOok7R9T04FenVoA2/YtGkTPvjgA4wYMcJu+/Tp07FgwQLMnTsXqampuOuuu3DllVdizZo1Xl2HEEJIeHLy/AXSd+yC34ALLwx2dgghQSWATuQJIYSQCOOll15Cjx49MHv27KZtffr0sdPaevPNN/HYY4/hsssuk7Z98cUXSEtLw88//4xrr70We/fuxaJFiyRZzujRo6Vj3nnnHVx00UV49dVX0bVrg4/2QOKxcOvxi4dKDuVzyurw8IWDkRjXkERBRR1uOL2XxxkQamtC4vfRRx/hueeea9peXl6OTz75BHPmzMF5550nbROFP2TIEKxfvx6nn366x9cihBAS3kRXq6s6E0ICQGteLadMjRASaZhMQLTHIgESolRWVqKioqLp/7i4OOnjyK+//ippYV111VVYsWIFunXrhjvuuAO33nqrtD8rKwt5eXmSKaINoWx02mmnYd26dZJwS3wLU0SbYEsgjtfr9ZKm1xVXXKGYx8NXXKnYn0YlJSO2d2+0v+lGxPXr59X9e2yWGBOlx20T+uGpS0/CsG6pTdv/cVZfXDu2p8cZEGaHU6dOtSs4wZYtW2A0Gu22Dx48GD179pQKkhBCCCGEEOInGC2RkIim/qefMOixx5GYwaBwkcLQoUMlIZTtM2PGDMXjDh8+jFmzZmHAgAFYvHgx/vWvf+Gee+7B559/Lu0Xgi2B0NSSI/637RPfnTt3ttsfHR2N9u3bNx2jRPLEiUg+z/kTP2QwDIcPI+vyK1CzdatX9++VmDa/og6bjpSguMoAi8MK3s3jm9XZ3PHNN99g69atkiqbI6JAYmNjJWmgWoEqUV9fL33k0ktCCCGEEEIIIYQ0UPv2O9J312++Ae6+i8USAWRkZEhaWDaUtLYEFotF0rh64YUXpP9HjRqF3bt3S/61brrpJr/msdNdd7rcX/DGmyh8+x30+qzZZNJvwq25m4/j0Z92IyZKh7ZtYu0WdcRvrcKt48eP49///rfkfCw+Ph6+Qkgnn376aZ+lRwghhBBCCCGEkJbQis3aA0RycrIUudAdIgKi0PKSI9w//fDDD9Lv9PR06VsE8xPH2hD/jxw5sumYgoICuzRMJpMUQdF2vjekXjwVZXPnenWux8Kt15fsxz0T++OOc/pDr/fe+YAwOxSFccoppzRtM5vNkof9d999V1KPMxgMKCsrs9PeEgXqqrAeeeQR3HfffXYhLh0fHCEkMFgtFnT4Yymqe/UUSwcsduKDStXwlb5iJbo6hCMmhLQOrPR9RQghhHjN+PHjkZmZabdt//796NWrV5NzeSFzWbp0aZMwS/jyEr60hAmjYNy4cZKsRsh1Tj31VGnbsmXLJK0w4ZvLa6KihGpZYIRbtUYzLjm5a4sEW4KJEydi165ddttuvvlmya/WQw89JHnvF6EpRYFOawwBKR7AsWPHpIJUw9FpmtyhGiEksBiXLkXHP/5AR9Fg3tHQEBLiC7qsWMGCJCQIUK7UCmjNQQMIIaQVMH36dJxxxhmSWeLVV1+NjRs34sMPP5Q+Ap1Oh3vvvVcK+Cf8cglh1+OPPy5FQLz88subNL2mTJkiOaEX5ozCX/pdd90lOZtvSaTEyt+XILZ/v8AIt64Z3QMLduVKmlstVZkbNmyY3bbExER06NChafstt9wiaWEJp2RCve7uu++WBFuMlEhIeGDJyQl2FgghhBCfIAb7hBBC/Anb2UAwZswY/PTTT5LV2zPPPCMJr958801cd911Tcc8+OCDqK6uxm233SZpaJ155plYtGiRnUupr776ShJoCcUlESVRKCW9/fbbLq9d8sWXitvNVZWo25OBqhUr0PPDDwIj3HpwymD8/bNNWJG5DoPTkxEdZR9w8fGLfWcC+MYbbzQVknASL8JVzpw502fpE0IIIYQQQhSgMI8QQiKWiy++WPq4WtARgi/xUUMoIc2ZM8ej65Y0RmR0RJ+UhNg+fdDryy/QZtQoBES4NfPPg1h5oBB9OyZiX559v6droaR1+fLldv8LqeB7770nfQghhLQiaBVDCNHUVlgphCGEEELChP5L//Bb2h4Ltz5adRgvTxuBq0b38E+OCCGEEBm6rVtZHoQQQgghhIQ5Byedj95zv0N0u3Y+T9veplADsdFRGN27vc8zQgghhCgRNeNF2X9U6SKEBAdrmDlab3PkCOJzcoOdDUIIaSC8mlDiJ4zZ2V5HQ/S5cOvm8b3x+dojfskMIYQQQggJYcJMwNNaiaqsRN9PPkX/WbOCnRXiJfr6eqQfOAB9XR3LkBBC/GGWuON4GdYdKsbSffkY2Fk4lLf3s/XBDaM9TZIQErEw4gkhhJDIIJyiJUaXV3h9ro7qFSFBtx9/QmpGBqqOHkP2328OdnYICS24zhLWVK9eDX1ysstjks87z//CrZSEGEwelu7xhQghhBDtcNRCCCFBJXxkeRGJEGwJkvbvD3ZWSKRDjVwSYHIefsT1ATodhmTs8b9w69WrTvb4IoQQQgghhPiEMNKgIoQQ4gFs31sFA1avQnSHDsH3uXW8pAZZRdVO28U2sY8QQgghhBAS5lCBNiwx5eVBZzYHOxuE+BeucYQvOv89PI+FW/+ZuwNbjpY6bd9+vBT3z93hq3wRQgghznCyRQghhChSs3Ur8i65FAM//ZQlRAhpdWawHgu3MnIqMLpXO6fto3q0Q0au984rCSGEENJyjGYLihlci5DWDbUaWiXlP/0kfbfJzQt2VghRgCuUBEi9/HLo4uJDQ7gl+sqqepPT9so6EywWVlhCCCE+gM5Nveb/vtiBZ7fH4EA5ayKJfHSBbCvoC4YQQghpEV1nvICopET4A48dyo/t0x6zlh/C238dhSh9w7KQ2WLFzOUHMbp3e3/kkRASrnAiQEjA2ZlTKX2vy9ehbxIfACHES6j9RQgJVahTE7bsHTLU/RxRREvcs9v/wq2HLxyMqz9Yh/NeW44xjcKsTUdKUFVnwpxbT/c4A4QQQgjxPVSmJoR4BSeNhBBC/ET3d95WFW7Vbt+Oki//B1gsXqXtsXBrQFoyFt07AZ+vPYK9uRWIj4nClaO646YzeqFtm1ivMkEIIYTYQa2/FsP5KSGEEEIICSWSJ01y2lZ/OAsFr7+Gqj+XI/Xii9HpnrsDI9wSpKXE48Epg726ICGEEOI9FNkQ31O7YiW6fvEl8qZdyeIlEQJtCgkhYQgXN1sVxvwCFL37Dsp+/gVJ48ejz08/In7gQK/T0yTcyi6rRbe2CZoTzSuvQ3qqfzzgE0IIIYT4kuL770ey8CGalAScdx4L1xUM9kBICEOhJglhuD5JGjFXVqL4gw9Q8r+vED94MHrN/hRtRo9GS9Ek3Lrs3dU4f2g6rh3TAyf3aKt4TEWdEQt25mL2miz8dWxP3Dy+T4szRwgJLXRe2j8T4jGcQJMgEFXZ4IyfEEWoUUAIiURCacwVSnkhfqH4449R/NHHiOrUEd1eexXJEyf6LG1Nwq0l08/Gu38exPWfbEBcdBSGd0uRTBPjovUorzXiQEEVDuRX4aRuKXjkwiE4d3Bnn2WQEBIadJg3H33WrMGBO+/QfhIXEAkhhPgYKzuXAMFOnBASXsTl5sISHw9jXFyws0JUKHjtdeji45HQsxfKf/5Z+ijR/Z134BfhVrvEWDx+8VA8MHkQlu0rkKIjZpfWos5kQfs2Mbh8ZDdMGNgJg9KFUj8hJBJpt3Kl9N15xUocH39GsLNDCHEDFz8JIaR1YWKYXNJqcNbwMmZlofdbb0u/tz3xeBDyRLSQetllftOE9sihvIiMeNHwLtKHEELcQs1i4mN0rFOEEOJfKBkPWw4XVIL2M6S1Ur99R7CzQDTQ9cUZ8Bd6v6VMCCGEEBJG0AiLRAyszK0SKm4RQlozFG4RQggJPag50PIi9MVzICTUYVtBSDMUahJCQpjcJ5+CMS9P07EVv/2G8nnz/GeWSAghOk6ZCSGEtMoJPCUHJMRhRE8S7stu/q7DViuqn38BnWprUHjJJf69FnEiqn07HL74EiScMgrJ556L+GHDEN25M3SxsbBUVKD+0CHUbNmCit8WIrpzJ3R55hl4AoVbhBBCCCGEEHsoKAk7KH4lxDWxBQUw/vEH2gMUbgWBzv/+N9pfdx3Kvv8epXO+loRZcvSJiUgcNw5dnnkaSWed5XH6FG4RQvwHR1mEEEIIIYSQEEBntgQ7C62e6I4d0fH226WPubwcxtxcWOvqENWuHWJ69oSuBQsrXgm3ftx6Al9tOIbjJTX48Y4z0L1dG3yyOgs92iXggpPSW/0DI4QQ4i/oSYol5Ufov8ktMSUlaL2EU/vD1aXWCJ86aS0wenZkEJWaKn2C5lD+y/VH8dyCvTh3UCdU1BlhaRR+psRH49M1WT7LGCGEkFZMCAkZzEVFyL/xJqRu3BTsrBASdPQmU7CzQAhRg6akhJBWjMfCrc/XHsGMK4fjrvMGIErWgI7o3haZeZUepTVr1iyMGDECKSkp0mfcuHFYuHBh0/66ujrceeed6NChA5KSkjBt2jTk5+d7mmVCiC8JHZkDIQGh/L2ZMO7di/QffwyrEg8h+SAhhJAAQNkW8QoOGEhrFW4JU8STuqY4bY+N1qPGYPYore7du+PFF1/Eli1bsHnzZpx33nm47LLLsGfPHmn/9OnTMW/ePMydOxcrVqxATk4OrrzySk+zTAghhHiNtbaGpUcIodEXIYQQEsJ47HOrR/s2yMipkPxsyVmRWYD+nZM8SusSh/Cbzz//vKTNtX79eknw9cknn2DOnDmS0Eswe/ZsDBkyRNp/+umne5p1Qggh4QKXnwkhxDdQK4MQEgLQTxYJOc2tf5zZB0/8sgfzduRI1knbT5Th3WUH8PLiTPzz7H5eZ8RsNuObb75BdXW1ZJ4otLmMRiMmTZrUdMzgwYPRs2dPrFu3zuvrEEICCAUUhAQNWiWy1AhpCS2JWEWCA4UHJNxhu9N6KHz7HRizs4OruXXt2J6Ij4nCa79notZoxr+/2Ya05Hg8eclQXHpyV48zsGvXLkmYJfxrCb9aP/30E4YOHYrt27cjNjYWbdu2tTs+LS0NeXl5qunV19dLHxuVlZ75ASOEuINTZhJETQNWP0KIlraCkNYI5ZGEkDChctkyFH3wAdqMGYO206YhefIF0MfGBla4Jbh8VDfpU2swo9pgQsekOK8zMGjQIEmQVV5eju+//x433XST5F/LW2bMmIGnn37a6/MJIYQQOzRqLxgtOhyqikFbzrUJ8S/UKCJE5dWgdIt40aR6cGzSvn0Y//MvyLv6qiAXNQdb4U7fn39CXUYGyn78CfkvvIC8Z59FykUXSoKuhOHDA2OWKCchNqpFgi2B0M7q378/Tj31VEkwdfLJJ+Ott95Ceno6DAYDysrK7I4X0RLFPjUeeeQRSVBm+2RkZLQof4QQQiKP+IICdDlyxKeaIb+WpOHzYylYU9m+ZZkjhJBgQm04QloVjqMcS12dJHAwFRU5Hdvjiy/RpqICvT//ImD5I5FL/NChSH/sUQxYuQJdnnsWprx8HPnbdTh86WUo+eILmD20wvNYc+uit1YpLpiJbXHRUejVoQ3+cmp3nNGvI7zBYrFIZoVC2BUTE4OlS5di2rRp0r7MzEwcO3ZMMmNUIy4uTvrYqKio8CofhBBCIpch738gfe/r2g2mwYN8kuaR+oZAKzurU3EVGGGRkIgjBLViKmZ/hj7ffoNjt9+ufhCFVYQQDyh45VWUfvUVYnr2RP/fFyseozcaWabEd4h+ymSCVdQrqxVRKSko+eorFL71Nro8+wxSLrrIP5pbZw/qhGMlNWgTG4VxfTtIn8TYaBwtrsGI7qkorKzH9R9vwO971P1iybWsVq5ciSNHjki+t8T/y5cvx3XXXYfU1FTccsstuO+++/Dnn39KDuZvvvlmSbDFSImEEEJ8QUJBgc8LkoryhJBAUTFzJmKLS9Bh6TL7HT6Www165VXEnzjh20QJISFJ5dKl0rfx2LFgZ4VEOLW79yDvmWdx4KwJyJ/xIuKHDkG/BfPR639fov/ixeh0773Ie/4F/2lulVYbcOtZfXHPxAF2299ZegDZZbX48pbT8PqS/Xhn2UFccJK6+aCgoKAAN954I3JzcyVh1ogRI7B48WKcf/750v433ngDer1e0twS2lyTJ0/GzJkzPc0yIcSXcOZOglrPglABQ1BbQwtU1iCk9aCzWPza9sVUVKD7V3Nw8Lq/+f46hJBWAicRpJnDl1yK+qwsJI4/A12efw5J554LXVSU7Agg5eKpkj8uvwm3FuzMxby7z3TafsnJXXHJO6vx4rQRUtTET1YddpvWJ5984nJ/fHw83nvvPelDCAlHwlMoQEhL4NCNEP/Cdyw46CzmIF2ZEEJIpJF84RT0mDYNMWlpqsdEt2uHIXu1+1D32CwxLkaPLUdLnbaLbWKfwGq1Ii7GXupGCCGEtIZpMjWmCCGEaMGwfz96fP0N2pQ6z628gdESiVf1pjVlJqRuNjR48cUXpbbj3nvvbdpWV1eHO++8Ex06dEBSUpJkSScC+8kRvtCnTp2KNm3aoHPnznjggQdgMpm0X7jRtxYUAhoUeqnc5LHm1k3jeuPRn3dhV3Y5Tu6RKm3bcbwc3246jjvP7Sf9v2J/IYZ2cc4oIYQQQgIDtVsIIWxUQpuCm/+OVIMBpxw7hkNDhwY7O4SEtTsG4jmbNm3CBx98ILmHkjN9+nQsWLAAc+fOldxH3XXXXbjyyiuxZs0aab/ZbJYEW+np6Vi7dq3kZkq4mxIBAV/QaEZY9N5MtLv2WugTEuy2W2prpX2d7rzT/8KtuycOQI/2bfD5uiP4aVu2tK1vp0S8OG04LhvZTfr/+tN7SR9CSATC/o4QEuESQYsV0LOtI47owkecbeXkNDwwGKSvhKqqYOeEkGaogt4qqKqqkgL5ffTRR3juueeatpeXl0vuo+bMmYPzzjtP2jZ79mwMGTIE69evl4L7/f7778jIyMAff/yBtLQ0jBw5Es8++yweeughPPXUU4iNjdVWzxT6qvrMTESlNihR+VW4ZTJb8N6fh3D1mO64fFSDIEuJeJokEhK5UB2EkLCYAfNV9Y4vNuVh9uZo3DvMA9V6QggJAUKj9yGEhAN33nmnpH01adIkO+HWli1bYDQape02Bg8ejJ49e2LdunWScEt8Dx8+XBJs2RDB//71r39hz549GDVqlOp1M8ee1iDU0ulwaMqF9gIusxmWmhq0u/Ya/wu3oqP0+GDlIVx5irpgixBClGibkwN06cLCIS0TzfhYYqPzgwSIQqXwZtbaHGmK+PORKFwX7MwQt+ioYRA4SQnLmhD/YjYDDtHiAgHHLZFDZWUlKioqmv6Pi4uTPo5888032Lp1q2SW6EheXp6kedW2bVu77UKQJfbZjpELtmz7bftckfbII1J/kvvoo+h0113QJyc37dPFxCCmW1e0cSEc86lZ4hn9OmJDVolkmkgIIVoZ8/Mv2H3qqSwwEvFwkBgZ8DmGMDS5I0Tl3WDBhCuGvXsx8IknUXT+JGDixMhsY9mx+p2hDr77nnzySclMUM7x48fx73//G0uWLEF8fDwCTdsrLpe+Y7p3k4RYQqDlKzwWbp0zqBNeWrQPmXkVGNYtFW1i7ZM4f6h6KEdCCCEk/OBsgRASxlDjipCQp/Sll6Ezm9Fp0WLg2WcDem2OciKHjIwMdOvWbGWnpLUlzA4LCgpwyimnNG0TDuJXrlyJd999F4sXL4bBYEBZWZmd9paIligcyAvE98aNG+3StUVTtB2jhLmqClFJSdLv+KFDYamvB8RHAdtxfhVuPf7Lbun749VZii/G4RlTPc4EISSc4LILiaShltXndT5U3hDOZ70qNYVfxFtMeXno/vEnKJ9wFioHDmRBEqIRS3k5yyrMMFuB+34+iCSTHheoz+3DmrgTDcHkQhUq9QLJyclISUlxWU4TJ07Erl277LbdfPPNkl8t4RC+R48eUtTDpUuXYtq0adL+zMxMHDt2DOPGjZP+F9/PP/+8JCTr3LmztE1ogolrO2qPydk/9jQMWLUS0R06YP+YscoPrdHR/JCMPf4XbmVReEUICWPKTdEoqBWNf7BzQggJaSjdajGlzz2PxIMHpU/mizMQ7ug4cyIBIvfKhgmlp+iogxM09pbpsO6o8HUUFZHCLWE22fvdd0NncVOhj+ainnYB2LBhw+y2JSYmokOHDk3bb7nlFtx3331o3769JLC6++67JYGWcCYvuOCCCyQh1g033ICXX35Z8rP12GOPSU7qlbTFbPT8bHZTJMSen38GX+OxcIsQQsIVixX4pKAXUADMmmSFPtgZIp5LFlTGPLH19eiQlw80rh4FV0OMCv6RAGVbLcdSUuyDVAhpfVhlDqE9gt1P0DBbENHUb9ka7CyQAPLGG29Ar9dLmlv19fVSJMSZM2c27Y+KisL8+fOl6IhC6CWEYzfddBOeeeYZl+kmjh2r+Duowq0agwkbDpcgu6wWRoc3+ebxfXyVN0II8blwy0Z5vRXtKN6PGInDhIWLpO/M+DgUDRjg44uG52yBwhlCfPxOtRK1AEagJMRzokxGPLf2U2xKGwJ4EUCJmqEkmCxfvtzuf+Fo/r333pM+avTq1Qu//fabR9epy8zUfGz8oEHwFI+ndruzy3HzZ5tQZzCjxmhG24QYlNQYkBAThQ5JsRRuEUJCFp2KoItEDu0PHPRQuBW6FaGwTocDlVE4u9kvKAkgoVszwonwFAwTFVqJcI8Qb+i7cyNGFezHqQX7sfvqMIsOHlLvdijlhfiarMuvaPCz1ehXyxUB8bn17PwMTBrSGc9fPhzDn1qMn+4Yj+goHe79djv+Pr63xxkghIQXOk/6nBDzTyLPOrtOoojFgiijMSQK5+U9CdK3RWfBmR2DnZtWgjVEx/qEuMMa2v0vCRB87kEj2mhAxKDUfPiiSWHH2urp/8eSpjKo27sX+S+/gg5//zsSRo2UttVu246S2bPR+YH7vSorj4VbGbkVeOHK4dDrddLHYDajZ4dkPHLhYPxn7g5MGdal1T80QkgYwIkrUaD/ezMxrKDAq8qSWl+FgaXHsTnNczVqVxyu1FG4RQghxC1y+QPlCM3MWnkUKw/FYnKS/ypRi2U/wZRHUyhKAkRMt2ZzhBP3Tkf6o/9F0tln25kixnRJR+FbbyN50iSP0/fYn3JMlB76xhegY1IcssvqpN/J8THIbfxNCCGhToT7/WzFvm1aJrWMdxJsaWfmstfwzPpPMOXIBvgSTlCCA+XfYTJhCuALQp84rjGYLFh4XI9jVQF6IMTl+/B+2TCUGqjBJ5i56ih2l0XjSF2DRjRpvVgpyAsZ6vfvR0z37k7bxbb6Q4e8StNj4dZJXVOw80SZ9Pu0Pu3x+pL9+HlbNp6Zn4GB6cleZYIQQgJNa3EMTHyBtslB+/pK6Xtc7m6fFjtrKiGBeSfaL1+B5O3bWdxe8sna41icHYVXdjAWcbDQOfRXr+xLCVpeQhGjlcK+SEHH0VHYE9uvL4o//BBWQ7NJr/gttol9ATFLfGDyIFTVm6Tf908ehPu+24HHft6N3h3b4OVpJ3uVCUIICQQUEkQCre8peq3D1vqKihCvMezfj06LGqKu4j//YUlKeCYI2F9QzXIjIY2FQS7CAAogWwtdnnoKx/91Bw6ccy7iBg2UttVn7pe0vnvMmhkY4daI7m2bfguzxC/+PtarCxNCwpXwnTGHb85JOD1kXw/LvBVShUBRhDUUDvqAMDL/sJQ1WCVEZIUNUGUOo8cdufAZhHHHGMSHp6WNiMQXnB19UEkYMQL9l/yO8nnzYTh8WNqWcuGFSL34YujbtAmMcIsQQjQTwv1gSI9vCCFBh20EIY4vhbXVzX1JZMF2nZDQQgix2l1ztc/S81i4VVhZjxd+24s1B4tQXG1w8ltzeMZUn2WOEEJ8Ckc14UOgVtPCoE6EQRYJIcEmBCRLVIIgrbk/Df4bGA5wRNPaqVy2DElnnQVdTIz02xXJ553nf+HW/XN3IKesFndPHIDOyXF8kQkhYQO71MgnFAaXdHIaGbC9CGGBiz/S1ZJmCAiQCHEFq2gYE0IPzzEwgW1rqBNCRUhUOHHnXRiwehWiO3SQfqui02FIxh74Xbi1+UgJvrt9HE7qmurxxQghEUCEzPi4whye6Hxd/8JgIBQpPrc2FMei2BiNaX2CnZPQp3rBAvR5+x0U/fM2mNLTg50dQgghrQhrkEYQVosFprw8jQf7OzfEHwzZm6H421d4HKu3S9sETgoJIYREBhwcucdiQfffFiLtwMEWFfUv2QlYXRCDQ5WhK1GUa90FUwBe+tTTiC0pQYev5iCsCd1HHXm4qLBePwaqQYQhfOlc0Vq6fEtFBdLnfo+EQw1OusOF0uefBwwGr8/nwjXxWLj1xMVD8dKifTheUsPSI4SEDXm1QEEdB31hQyhNqoKcF2uQR/FttmxFp82bMWLJEp+kV2NCSDM2LwPTt36LWJP3A2xfoTOHeGFFEqHU5hDiLazG4Vv0PmyDyt9+B6lbtqDnRx8hnKj5dV6ws0ACTPW6dTj+z9tx8PwLpI/4Xb12rdfpaTJLHPHUYuhkL1ytwYyzX/kTCTFRiI6yl4/tePICrzNDCAkDwnDgVGs048UdMa1y9S5s8doWj0/W10RVVvo0PUuIP6Kn138qfdenCvcLno1pdAYDxs35GvWDBgFTpmg+r+Kjj9H+6FGUnHsOfI14JT47GItoPXDzoBAvfG/gO09IOA/RIrKERLMUTHm5KTvbDz63CPEtJXPmIP+FGUi54AK0v+EGaVvtjh049s/bkfbwQ2h/3XX+EW49cclJnueWEEJCZCW8vNZZ+yECp3gkQifP3l49VOt4qAu3bLStqfD8nJ07kVRWhqQNGzSfYy4pQcWHH6KTMMk4Y5zD3pa3oeUGYE95w3CvzmRscXqk9bZ5odGjExKa3blV9oJYI/F9CZExPYkcij/4EGkPP4z218uFWDcg4auvpH1+E2795dTu8AczZszAjz/+iH379iEhIQFnnHEGXnrpJQwSK56N1NXV4T//+Q+++eYb1NfXY/LkyZg5cybS0tL8kidCiBus4beirtgdh0bWSNAHX6wIgSaiS9yLNs9qaBY46RzP9/FkwuLT1CIMRkskhLSkCYnozs1HsIyIDHNlJZLOOhOOJI0fj4LXXkdAfG79ua8AK/YXOm1fub8Qf2YWeJTWihUrcOedd2L9+vVYsmQJjEYjLrjgAlRXVzcdM336dMybNw9z586Vjs/JycGVV17pabYJIa0YLja1opGRPwSqHlYgnw9wgz0Y1EXW7YRv5rxDrws/rTniY0JkoYmQ1oI12H0tB74kDEg+91xU/vGH0/bKpcuQfM7ZXqWpSXNLjnAm/9CUwU7bLVYrXlq4D+cO6qw5rUWLFtn9/9lnn6Fz587YsmULJkyYgPLycnzyySeYM2cOzjvvPOmY2bNnY8iQIZJA7PTTT/c0+4SQVoheoZNXG3joTCYkFRUB3br5PV+EaIFmia0IPwgh5MKtwMs4aMYSNHwxuXVMg0KyMIDvnCv82gSy6O2wFDorw/gWCu3DkZIvvmz6Hde/H4re/wDVGzeizciR0rba7TtQs20bOtz8f4ERbmUVVaN/5ySn7f06JeFoccsiKAphlqB9+/bStxByCW2uSZMmNR0zePBg9OzZE+vWrVMUbgnTRfGxUeljR7iEkMhArUvs+dVXSD54CLn19agY5+j/hkQaeqMJHdauRe1JoetbMtKGb5wfB29CRLNEdehAmUQCVNgJoX5O17orQt3nXwQ7CyQEKfn8c7v/o1JSYDh4SPo0bUtORtkPP6Ljv/7lf+FWcnwMjpfUoEf7NnbbhWCrTWwUvMViseDee+/F+PHjMWzYMGlbXl4eYmNj0bZtW7tjhb8tsU/Nj9fTTz/tdT4IIZGHJ328EGwJ2q9bT+FWK5CAdF29GnqLBVi4CJg6NSDXJOFZB015eYguKYUxOSlwWfDBBMUaooJSq9ns/XseAhM3QvyBsIQx037Yp1hl7UwotYFh167RpynxAf2XOpsh+hKPfW6dPzQNz8zPwNHiZr9YR4qq8dyCDEwa4r2Td+F7a/fu3ZLj+JbwyCOPSBpgtk9GRkaL0iOEOGINu46aDuWJGpJgK8QJ6cF4K7kfq8mEvEsuRb+XX4bOYEC4FnjAteZU+gBLdTVyp16M1A8/RNgSySqIIdJ3t0b+Nnsbzn7lz2BnI6IIxqsa9q0D2wDiZ6xGIw6efwHqDzVrbPkCjzW3HrloMG76dCMmvrYC6anx0ra88jqM6d0e/506xKtM3HXXXZg/fz5WrlyJ7t2bIzOmp6fDYDCgrKzMTnsrPz9f2qdEXFyc9LFRUeF5KG9CSOv1uUVIyOFlZfVVHTeYvTtPJzRzQgxTbi66f/opCsaNQ3X//ppLzVJb2/Q7urYWxthYhAvyOwoVhZDKZX/CUlyM+OJihAxa5DmtZcIXyYK7EC/2PblVLUqjldTQkNRe1YVSWxuybVWwC4aECrqYGFhlrqSCprmVEh+DH/91Bj79vzG44fReuPWsvvjqH6fh69tOR2pCjMdqokKw9dNPP2HZsmXo06eP3f5TTz0VMTExWLp0adO2zMxMHDt2DOPoC4cQQlof1taXSWuQs5HfLNfRTLdFi3DeRx8jVkF4EcxHWPr0M0jcfwB9PPQFUr1+vd/ypPPzJCSoZokhO8HyEgp9SKij8spF2JvotVmiP0tCHrzDHPRwiaHQ1vn7fnQ+sJwMi0FlxNLub39D8UcfS9rxQdPcsg3EJgzsJH0E5bVGr00RRSTEX375BcnJyU1+tFJTU5GQkCB933LLLbjvvvskJ/MpKSm4++67JcEWIyUSQvwKO7zwhM8tJOQTnTdukr47rV6Do2PH2O8M4ljS7GX0JqtMc8vXdcx+4uWAr31ucRxPwnSu3Rqw+vGhRel1MAVdnSg42N+2Naw0twz79qH7hx+h6MIpvkmQkBCidvcu1Kxbj+o1axA3cCD0bRLs9nd/5x3/C7dmLT+E7u0ScMnJXaX/7/xqKxbuzkWn5DjM/r+xGNo1RXtas2ZJ3+ecc47d9tmzZ+P//q8h/OMbb7wBvV6PadOmSVEQJ0+ejJkzZ3qabUKIrwjTsVG0xQSzTg+rTh/Ot9F6CKUHFKbaJ6FUhOGQL5f5DNM64Hgjoe9hznN0vpLYhfMz9jVqZeGmrCk8DQF07rWKWhtWu9Y8MAVhtorrtLxtKrztn0isrUWbWe8DjXNjTehaQ3voXL5sg8KLqOQUJF9wgU/T9Fi49dWGo3jr2pHS71UHCqXPZzePxYKduZixcC++vOU036xWNhIfH4/33ntP+hBCiDcIfzlzFzyOY8lp+Pc597IQiV/RRZgwqCX3o1MafIaJOojOXrrlv+vIJxGOxeWDywZTc0vd5NK7jNjyH+x3ghB/YPVjIg2+R1vnmxMMgYfNLPFolR7L86NxRW9ri7SGdSEQ/MZjeVdYCMhIMOk644Xg+9wqrKxHl9QGlbGlewswdURXyTzxn2f3xY7jZT7PICGEtBTzrp2INxsxsOxE0zau7hDNBLuyBPny4Tw8Lf/wQ3T94kvANjHwYLAdMZpbMoI/PfKeCiMwK7835p0IEWf+wW4XPNFgC7G8ksAQYzbamSWSwHWnNuHWu5nx2F0Wjc8PRLk/KUL6GUKCiceaW8JpfG55Lbq2TcDK/YX4zwWDpO3iHW6lptyEEFVCpKPmwD5yaIXPMqzvOMiZr/zoYyQDaHPgAHD++T5rynQGAxClYbLSYuhzy8byvBjUWaKwujAKZ7QPQNErPo4Q6dM0YA2jvBLfdW/yp/7Dgsdw1UXPSr/1rVi4Fahhg/wyjg7li+oDXf5+uB7bFOJjDk6c5LJe9f9jif+FW1OGpeOer7ejT8dElNYYcM6gBqfye3Iq0KtDG48zQAghwSCsBQakVWENdh3Xhb98Um8y+8SkUhBVW4dBr72O+vT0lgnMmi7k52iJwfS5pWqVyBaYEH8gf7NiLGb0K8+Wfke1XtmWg88tv15IVbgVEU2epzeh0LfZm/uT1k77m260+99qNKFu715Ur1qF9rfc4lWaHgu3Hr94qORQPqesDg9fOBiJcQ1JFFTU4YbTe3mVCUJIOBF+PZPSCnZEDDRIYAjyamWw62prnRPZuSCW1YHEI1nSd1xjhGe/4nPBYssTNHTs4MEF4TNaaz0krQerXx3Kt943KBiWRRYHh/LWFvko9IJW/LxJ+ND+Rnvhlo2Sr75C3e49gRFuxUTpcduEfk7b/3FWX68yQAghhBA/4Ksgcj7ORHBkddaW3XmETBR8MsnzSRpeJOLvRxDmz9gvZohhXiak+bVpzcItuwBm/uyAdM6aW+ce34rLD63EK6crT+LDilZch0hgSZowAYWvvwF44XBek3BrSUa+ZH4oBFvityvOH5rmcSYIIZFD23XroNNHofS0sQhlqLhFguLYOSzNEiNoQOvuXqwq/9hFNAxk66EL73YvgqpOa2t3FHFzjUhqKoKBP59glMchxBrIqtIj0QR0a4glFpYErN1TMEt8cMsc6fvW7T8DuDxQOWkVeN3csKEKeSoXL0ZUaqpX52oSbt325WZsenQSOibFSb9dVbLDM6Z6lRFCSPhjqapC2i+/Sr/LRp6MUEFpPO52HhBsWzBCWog1RDV/rBE9jNb5tnR8MAi3RkizRrkJiXj88X42vvTeREusMQEzM+Ol36+f5rnfwlAhUIpbchx9biWY6hFIWmziqHg+W2HiGwrfew8dbr4ZR6673r5aWQFTUSHMJaVIf+IJ/wm3smQCK/lvQkjrw5UzSGt9c+etM5lCpx9U8rkVlIwQf6PmBDyc8Vag5CtBhp3Skg/SCxsBi3wVvqzU85NCkIA7lA+ZTkADmiaDYXQ/QaA1m775Ai2tR3RlpVeJePNsqkwR8jwD1SwrmCV6lIkIKW5C3FH03ky0u/ZaJJ93nn3fq9chun17tBk7FnF9+wbG5xYhhGhBF04+GJTgID1iR6PGo0fRGnAeXHuH3aKah2mWGry0hQkJmm+2ZpO61ro/W05fvwWhIlh02/560qeEyk21ErZVpSDZqLyP3WbLcFeT6+bOxeCZsxAzZgxqL73Eo7TlilvevDLh/JYFKlqivFzNPgjeEVD80Y6GWRGQwNe3Tnff5fOkPRJuWSxWfL/lBBbtycOJ0hrooEOP9gm4cFgXXHlKN99GeSCEeIw5OxtJO3eh1o8mgS776zBqA8J5oEZaRuFt/wyrIgy2zy1dCzR/Cmt1QTMLsaOFF43u3Bl+w4/t5u6cSizN0QdRc0uFEPQnT9xjtAB/VnTC/gMW/IUFFnDqZs6Svvtt2oTdasItlfZEL5NuaW0HdBEyaApOtESHDYHOg4t+pXb5cvR55VXk/PVaBB7/FkQYTUOIzj8PK9qTVbZ/fLEZf2YWYEh6Cgalp0jbDhZU4f7vd0gCr49uHM0HRUgQqbz+BnQDkBsVhbqBA4L7LEJpNd0PeYmqqYHeYPB5usT/WEpKwqKYr838A+ec2IZXL/iXmJqEhlliCL3W/kH5BhNGjgxLn1t/nb1NtFY+fn4eJOLT0PZAx5oylCSk+C5NxwtECObCQvQRkaZ8XCaWxv+za/URXoLBwTevp1XRVD9aJtxqdZpbfui4rDU1iK6tBVJSfKg5HZg3qPiBBxELoNsXXwbkeoQocWjKhW7HCIM2rIffhFtzt5zAxqwSfPWP03BGv452+9YeLMJtX27BD1tOYNqp3T3OBCHEt8QfPQIEQ7jl2EhZw3glz8VgSFdfjyEzXpR+Z9/8fz7OGWkR/qhzOu8z0RLTwJv2LpK+J+9dCYw8x+PzLX54r0P4lfa5sMXqK9vMVq7B4Cv6HMvEg79/hk1pg1E1dRwiGcPvv6PfihUou+IKr84v/+AD++iJPqqz7iIyUmuihfjx/ZT73ArndsAb3N6u2Yy2O3fBNHgQzCrCKkfKp16M8QB2PPQgEBPjdB1fuQXwJ/5foKW4m6jT6a67oE9Ohq/RLNyatyMHd5zbz0mwJTijf0f865x++Hl7NoVbhIS40/dQTjtciC4sDHYWSCDxss7nGuLwbUlPnB9lwtSe3r84URaTV+f5THNL9tvioR8Rq1LEPgQRvwumrCE9Nwjn5vvUXWul7zH5+/AnQkC45ce6VDPjRYilYtOwYcCFF3qegEHFKZbHeHaPWtyT1BrN+CNbj5M7Ap3iWpC1CMQnATsc/tcp+NzyRrgVzm2HO7P4jmvXIv33JbBER+PAc896lHZ8UTGMSUnSb10oCbc87Tu0SKZDTXqt0AaH8dpTqyNl6kWI7tDB5+lqtnPYm1uJswd2Ut0v9oljCCGhQJBad192fD7soZRSYv8X4qg9/zAauaysbOgzl+S0MHaLl7fsj9X5QFu1+ZOU3XsQdyJb28GBGtQ71W/fXjfgr49auYXRe2xHgOd20TU1IZXPBLMBny9+Dt0rC7y+7MyVRzH/eBSe3xbOwSbCDzvNLS/OD9M31smhvFWhliYdOiR960WUby9SV8LRobymSM6BFh75QbvTPSEmIGvFzJgxA2PGjEFycjI6d+6Myy+/HJmZmXbH1NXV4c4770SHDh2QlJSEadOmIT8/3+6YY8eOYerUqWjTpo2UzgMPPACTu3fJj3Vdc89SXmtApyT1JZZOyXGoqPXVShEhJOwRHaWXbZe+uhpD33kXfdeu801efN2IhuvErFUQ/Gfj6y579PFdXp3nK7NE+evjrcAsZDS3ZDfT89tv0fvdd9UPDX5V8jkh41BehaBqO4TinCsE62Dn2jLcteMHr7va7ScqfJ+pCMEnj9vhIdjSjLMYkV5d7H07HoJ1MdTyLr9M8E0/W9igKb3M/tAGI0FjxYoVkuBq/fr1WLJkCYxGIy644AJUV1c3HTN9+nTMmzcPc+fOlY7PycnBlVde2bTfbDZLgi2DwYC1a9fi888/x2effYYnnngiaPMozcvJZosVUXKdVoUVAZMl1IdNhIQPOosFieXlqGnfHq2NdmvWIq6sDL23bMHeac2NqLcotaHBH3iQsMHL8ZmvhnWdakphv06mDV+NHVoS6TB05MAaM9LiqI5+mFCEteaW9kN/OR6DdYXRuH9oHTrGh0zFCU9aWI+sbs6PtpiVL+u4vqWQjIupBPEDtuL+zzdPo0NFEf599j2wWrt4nE44v5Hy8Z5yG+j7Shl0s8SWEjqdN/ETixY1+HW1IYRSQvNqy5YtmDBhAsrLy/HJJ59gzpw5OO+886RjZs+ejSFDhkgCsdNPPx2///47MjIy8McffyAtLQ0jR47Es88+i4ceeghPPfUUYmNF6AJnhuzN8Ntz1R4tEcD9c3cgNlpZ2ctgomCLEF9y8rJl6HI4Cxlnjgf69/fs5DDvk3RWtick/An2HM4vZokepxnmjVGgB/2Oafu4EvmkZfXT7a8uaHDKvCwvBlf3VnB03Cq1AIL9/uhaFHyiNT6xUG1ahGBLcGbOTpjhuXALEWOWGBhBVNgLt/xWodULRl9X59fstBYqKytRUdGsIRsXFyd93CGEWYL2jUoVQsgltLkmTZrUdMzgwYPRs2dPrFu3ThJuie/hw4dLgi0bkydPxr/+9S/s2bMHo0aNQqDRbJY47ZTu6JAUh+T4GMWP2HflKYyUSIivEIItQZ/tO0KsUAPRY/vYz4zSNg48iAN1Rs+n/pa6OrRfvx4JsoGE65oXOHx2dblZomxz9W8LUb9jh6ZMyP2chMurp+ojxaWQpWV3F5+T65QLXxIy7Z6LjKjt8TCWgedElPBM59+oiCpPyU5zS+3ciCrnMMDxWVq1twMREiTWrfZxqaEFddIaosItDe+Zy/dc0SzRv+9u/2c8c+ZPlBk6dChSU1ObPsK3ljssFgvuvfdejB8/HsNEIBMAeXl5kuZV27Zt7Y4Vgiyxz3aMXLBl22/bFww0a269etXJ/s0JIYQEkGCPO0jo8eH6HNzo4TkVs2ah64LfkBYdrXkcWG0C8gxxcI49HD6aW8IRe6nNX9WLMyJesByoCbneUO/X9P2qEyserJPmmVq5eS7ccnndSCVEb03NH53c5FB6LD5w29OaCNTjdid4Sdm1G6l79qB06hUijEAoV0VNuMu7yVeSc1l7Z7a0nppura9H2zVrUDdkCOqSk5t3eNhvCncspOVkZGSgW7duTf9r0doSvrd2796N1atXh/0jYKgSQiISa1hPAP2+Qh/mA7XWjD+rxu7cZieaWqnftEn6jvIgytKMXQmYU9QdR6ujNB1fkpCKYAq37J3BNzyBmJISTeeG8/BeKapWww5rwO7Y6OOGyl++BnVmMyZ8+x1GLv7djxcMXG2yqjzjsNE68nM+1TW33GtohksRRq5evNWtPLjnd99Jwq0e69ZExJhJ/j4rteu6ADiUd6cNGRaovLwVn32OtHnz0evlVwKeJeJMcnIyUlJSmj7uhFt33XUX5s+fjz///BPduzdb4aWnp0uO4svKyuyOF9ESxT7bMY7RE23/244JNBRuERLqhGuHqOZNVhM+Hv0q6dZbI7TcScigVovrG1d091ZoU55e23OkV9f3XQ2WhZD3MFHPPG6EAHbvvTXoM/Jsz+Wtfm/WDAqL6x2ys5FYUYG0I0fstpfUeBFFO1gVRMMzVhN6RRruHMprSkNlO2VbweWcE9s0m8zF1Pi4AQoSwXhtvTJL9GU/45c+SzlNw/btfrgW8TeiPxOCrZ9++gnLli1Dnz597PafeuqpiImJwdKlS5u2ZWZm4tixYxg3bpz0v/jetWsXCgoKmo4RkReFUE2YRwYDCrcICXFqLNE47GnkbH925C6VFkJ/2GpbcW6J8nNErMBFKi14NHqVCGByYjX4ELDVD1WfTY1YNKooOqZSZtBhUW4cKs2uNb98pjQjq+9N743GV12rLNnvWMPkQg6n17uvki1JHiaLFTtLdKj0QAZV6YF/mmolSZgbgl5XwhV5v+TQFweqz7K7rMolE+prcdX+Zehco037szVh9YPaumOKHesqNPcNkeJzC27uo2XFbg1Nn1uBRG3sH/pTglbNnXfeif/9739SNESh7SV8ZIlPbW2ttF/467rllltw3333SVpdwsH8zTffLAm0hDN5wQUXXCAJsW644Qbs2LEDixcvxmOPPSalrcUc0h9QuEW0I2yhaQ8dcMTU4J3drayH8PXtysf8CtsIEUxd96PbgmiT1RDoQaFGeVyNva2Cs7MSsbIwHj8Vu4545Y8q7os0g/rquRPAy/d7qqVmNKLbr/O8y5e3F/U0dYfkv9hwAp/uj8brO3WBzaM3M+VAdoORMpNvIepmmGpmm82/1cSalyz9An/P+A1vrHin5RkkCrivu5oFL3bmfMoIAflPR/TYXaJSV8w+ltC3EGuAmpawEG75qp0LoYXtEMpKyDNr1iwpQuI555yDLl26NH2+/fbbpmPeeOMNXHzxxZg2bRomTJggmRr++GPzWDkqKkoyaRTfQuh1/fXX48Ybb8QzzzwTpLvywKE8ad1YLRb0ee11UYuRde+/g52dVoVw3OozZ5f+Jox6FWuQTTZI6HHWzmUqe1w8bxd1wV0t0bp67ugjpLC+QWOryCRWxer9Pz+X3WNzmh5qnalY+wUMne/KQC2pmgULEDC/X15icUhvyd4i6buormXXUW0TvUhWvXr42Y9USLbr1rByKK/F51af43ul7/b1lSj0R+bCGH88bSUNYrMXY0q1/uT3vYVYkReFFXmA4+zAdPw4Tnr6GaScdBIqrrkaoRot0WfXsTPhd9CeDPS77BerRLV2XhfuTVqrxKphkBgfH4/33ntP+qjRq1cv/PbbbwgVqLlFNGEpKkJscTFiCwqgNxhYan6i/br16Pv1N5Jz3pYR/N6jZWYQvu2V7XLSmC+3uXMltOCqvv9RK2M3Zd/hwAH0W7LE15nRfH3BiOLDaL95C3RqM8BGtBpsWUNo5dgbU8cqc1TQZVs+vahKHbBU+cA/jUPSvo4d5Zj16KjgCHR86btKF6w8teJ+QG2i7hQtkXjE7jJtQUaC0Y6rtUUnSutUz6n47DNpvNRz924EE6tdfVUK4emraInNP03B9rnlBzzOXojfD4lMKNwinsMRi9/o+ttvSD1wAN0y98sLHKFEVH1dWHdkOq0TGdbzsCV9x05YZM4tg0H3efM0aG5p1X7ShYTWj12aGpM2mIGPC/tiW01bWRohjOp7r+GGPSxundELZ+sKiLbs4V/24bvDeo8nqNFyaUSLCP223yNCJVqiNcwehwar3girKT6lpD4wpaN14UPLokQYDPsCqLnl/8i0AcOTBxvCdUDvQSRrEhkEVbi1cuVKXHLJJejatas0YPj555+dBmxPPPGEZP+ZkJCASZMm4cCBA0HLb6umBX5IWjOxJSVILvRc8T7KR5Mef5CUZR8Nyxcmr76a5Klew87nlvcVuN2q1eg0633ojOwsQ33AZQ2BAY27Dlar/LQpCIIVyDEE3kFnS7SubE9rXVVHBJfQ6rhKX3kFAx9/AnHZ2Xbbq52qrfv6nl1WiwW7C7C2IAomN6pejhOuKB8Jt1TltGrvq6zymzL3o8OSP5BeXYwhxUe8ki9aLFZUrj6IDSsPe5Brx6yG8AwtxKD2cvCJKStT2eO+HnujEar2Xrq8Wqt7p3Sh43NLS9l7uoirmmaQnrNScADZto6bNmPihx8hdecuuwU3fwZtIa1cuFVdXY2TTz5Z1Y7z5Zdfxttvv433338fGzZsQGJiIiZPnoy6OheaIyR4IXCIEye9+x5On/s9oisrvS4dEdkmpd5Dc5dQeUQaOteiO+6UJnlRVVWy83ydD98UUecFC5Cwbx8SN2zwRa5I2OCtzy3fmiWuLozFN0XdEXjkfkTQavD4Vj2YyFV/N1f67vBHc4htQWGtQx40JCmP82Lx8J58JdxqCVW3346OS5di9pIZeH3Vu+hRcMzzRPYcxJU7l+D/Fn2CSMLrxZggCRXsfG6FUVshFtM9iRjqL0o9iETabvMWxe1ait2ssfNJLCzAayvfwciC/erpushyWU3wF5mcFmh8XS9V0nMUbrnxUtB4EEIHDwqqxqhWoZRMQBEweixc2PA9t6G/fX/VUTy4KQaHKpozsfA4jdgijaA+0QsvvBDPPfccrrjiCsWO5s0335TCSV522WUYMWIEvvjiC+Tk5DhpeJEAE04jlhBB+CvzDPsynr6tOXKFForqwqee1G9pGKAl7todkN7PNsBoSTXW0e9c622nrL6bX3rqUH59sTatrU41pRhWdEhb4hpz4Pwr3LoQmzmlD9oWb2Z5PjvDTYQ6hbzprRY8uf5T3JSx0Knso/wsBPEm9d75jhFJ3ZNQUeZbASzHOQ20oH5Ywkib59Wlh/H4lhhsLgruRHd3mSdxvrRVdJ2CGwatCyttjx/F0JKjmLH2QxeaW+rPM79KPeBJIJHfvzVAAmitbgf8hy4o5Wvf/obWfPG9lUel70Unmn3bmdnWRxwhK67MyspCXl6eZIpoIzU1FaeddhrWrVunel59fT0qKiqaPpUt0JghJFgq/I4rPENKPDMFzKsJrQ4ltNDoUF5DGsSPBGHA4RhJzt9aF/66wy9+fx6vrJ6FgaVeaMC4oXng6nlZifz0qMxHcPBcqh0c0yvPrynXvlIS7IwsPIDT8zJw7f6lfjNL9DSKYkm154FpVDUfxHPS+cIcKNiTUQW8Vdzyd2RJDY67rUGf3Gvniw0N5sG/HIvMIPKO770374jaKa6aEH/XQ+9M64Pj1yzg0RJbilLbrSFaojeLC3UbNqDD754HAqowtfx9bU3a6K2FkBVuCcGWIC0tzW67+N+2T4kZM2ZIQjDbZ+jQoX7Pa6tAQxh04oIAT5L8eTlDair8jh8r2curZ+Lq/UvdDjNcZoGdYejjzUvgTb1zaZbom0GVxcvsDSlpWKVsKfJJqpYsO/uNAtrVVeCtFW/jw6WvhPTro9O0I3B3oGUiJhdQKZkbxZhNLswS4RtU3gO13NcZfevoRO4vK1CTldY8FlKdqAfIcbe/CPZEt3O8B96wtObVah8r0Nv79MqhvK51DcHl7bV3QvZAB6yweuiDUKWdV11c0OYTpOiuu9Fx2TJ4Sq7ROx+k4dg2kQgQbnnLI488gvLy8qZPRkZGsLMUgQ7l2Sz4H6vntvoBorZLF4Qb8uIbXHocNyuY53hC2K3AkRZpmXiLu9SMFh0OV+rdDoKb6moITBS05GX2wTindyWtpgQhQQiaRLlCS0sjb8uUws/L67WTWWKwfG5ZW3bTTu237Db86sg5pOuPVT2fvh63aXlGYViGqtpJtbX2zu38RLtYDzRL1XKrUL6OZoleaW55YZYYikEaAjV6C7ZD+RaXvUeaW80//f+W+CKStPJvEhmErHArPT1d+s7PtzdhEP/b9ikRFxeHlJSUpk9ycrLf89oqCMEOyte027QZvd5+BxaP/WNpoIUDy9YmTAmU2njYLu8Sv7xzVq+6RPXr6N1IpfdVxmDW/nj85sahabM8Kfj1Tovp5tHqZn8WzXim/eVzrAHoA33QT1oVZgYWN3VZvl9JuGV3LPwULVGlXqgJjF3VZYsXAbl0vmieQ7zb8QRXmnHmwkIk7clokbBG7fmFsLsdTSjVHVNuLgY8/Qy6v/Ou36+v6pe7hTfhuMmXmlvh8d649rnl6S3IhYX5dc39t9wSN9jCrRbjUX8WXoEkgmGmSgJHyAq3+vTpIwmxli5tjiQkfGiJqInjxo0Lat5IZNLt118Rn5ODuo8/DnZWWj4o9Gfv4lE/oGtxpxpVKYui6EN8VkTh0JO3RrwRbqm6k1Cvx5V16pPIorponJm9A8kG19FO/8zRa7qVTtUluGPHj+hSVYSA+oxSVNz17N0OlUmvJ6vZHWvKUPrSy6g/fNgH9jneCw1q3QQckwu3lMwSrS4mtdFeCLc8EbL6K3C8qxyE/aTSB+wrqFHdl3vZ5ej25ZdI2brN9z63NJglhvJUUknoU7u0wVwq/sQJv1+/wuif0vGn5pYrQsbnlrxe+rh9qDHJ71Funud476HXMOk81txyf6i9VaKfn7+XDzNUxiMkAoVbVVVV2L59u/SxOZEXv48dOyYNQO+9914pmuKvv/6KXbt24cYbb0TXrl1x+eWXozVSs2QJer/+BmLzC4KdlYjGWueH6C6eOpR3/D8cBShSnj3It0of2OmPP+AP3OYsHMu8FWANulmifQ6qDerCrYt2L8ejm77EK6tmepCi0v6GfD2wajYuyVqLl1fPQiCJCBV+L8bYJxVnofr773HkmmsRNHQ6t8ItJbNEq8WC/FdewRk5u+yPdThX76vJh0oyqqviri6rav6krkEof3cdJ+71W7Yi7kSDw3DNhEz774d8GI3SV+LBA+6P9bB6yL07BdI8yR16gwFj536PtGV/ujxOUegTQPlMpR+EWzpFzS3l65hOZCPtp589M9kMB59b7g5oQT7lp8qL1SsNUl8Kg/xhlqh+cFCaTm8vpUUIT8KXoAq3Nm/ejFGjRkkfwX333Sf9fuKJJ6T/H3zwQdx999247bbbMGbMGEkYtmjRIsTHx6M1UvLfRxFXUIBuc78L/MXpc6tlxYcIwhrYAtOZjD5IT8EHRctTJRGHb9/UCdkNCze93EQIdKcWbxswd6toWNjoWFcOX/PT9jzsLHF//7YBe0sCoYW0WaLCyNxSWalJ48sn8xKH64v/as3aT7FpC1QuWoSSTz7F4xs/t6vXTppbOqBDrff1yZSfj66//IKk0lLF/aouWqy+8zPmeI78Hk1FRSi8/Xb0fvfd1uV+QRd4H4NO6YdQJ9t++w6kFhYibcUKl8e11ESpzdGjqDxWgQIvHV3Xq9rkKmD1TnNrQ9oQVcFL4d13o+2GDSppKJ/jUkDukyimLcdemOGcX10LErRojZYYQu+DppfUk6oo9+uIMPC5FYrPgviMoMa8Peecc5xUZeWIweQzzzwjfUgz+nrPQ2i3FpIOHEByTS3QvTtCCg9b0hqLvoUdLyIGXwwIrBbnLrBFnRt7Rv+jV1578ed0zKvJXgjPh7Xez/GSGjyxYL80JHjzdNfC5OaBvLa0bVqnwRr8+gOf+j4T5eOmbCTNLSU3Zi7MEo0FzRreckGkY9M1/rfP8Y9Nf+C1UdfAetpIj7Nf8vAjaL97N9p7Wgd1LWteHVt0eURP+aTSJCsHnxOIfsDqo2Otvm68rN5rRAShzdTLIob6C0t1Nfp+/An6Arj0khcxqrchJCqHaK/kRxqiYlQFTWYXppfeaOLJzRLXFUZjKkIT3/ldCg1hnjc4WogoLuhoGFNYLWak7twDQ79+fn/XFRUttQj25b/D7DmRMPa5RUILu0YuRFsCc3Y2en/xJU7//vuWJRQC97e1ul2LJlPBv4NQyYS/iOibCw1aqlXglc8tFafYPtZh/9eOH/Hm8rcQbfH/hEsLFXVGzaYUIdA8Rh6yQnUU5otJV63Jc4fyappmjikN2dRg9v1/exd6NRkzZGYqXESWkJpDeVfCLWgxS3Q4R01DxNt2RDU0XAhLsz3NmkaNG8XdGhoC9UPUNQmDRZfqIpx9Yht0ShEdNGKpavYPGmv2gca5lyj1Y/JyFuNJXzqUtw/m4Cggaf6dWxO8Kac7c9kWiXnVBIXe+CjzqVmiHxJQ61dk29M3bkKPud+jzyuvqqTru5f+4q1LkLpjh8fncRwT2QRVc4t4STDeylAe0DViyc1FyOKxzy1rSFeRYUv+QLKhHrlTpvipbth5MfDLYK9lmlstyg7RgKWiIuBFb9XpfToYVdM6vDRrrfQ9Nm8v1nYdjmATLdOScxdtzxcr3OE+sFT3I+WDsvHKobzrCZU8v64mtV5pGihF3JM9YNV3SsnzfdNJKttdrbHJ9qkKt9xVvJAc53jyUJQdW/vjfrWcqaU+hYpw69MlL0rfUaI+d2vrVTnJ+4KWjOGEYCzJoBIQQFzDVo81XiLRWOsjh/JqgmqZYNnxgYaIxq789uX+xoRAUvgyFi5ffI2zQ/nQxmmcrKg9r+pcsYm2hw82nG52Y0/vA5Lqa5D0/Q/AQw95dJ689wmRJoj4EGpuhSNWK7rsy0RMkbaIWb4mZJ2b+8wxri7sTfH8+YT0JiO6HDiApKPHkFJY6H/THT/dTIjWYtJI8X3/aVlZBKidciXsaV9X4XISp9esJaDzuq3WMnmMknkEVpRV+EDTQp6GK3cEfkcX2v1CTWKK3f/pNSVuhVvy1qxJZqRRc0teV9wJNpuPdb3fLsaCWrFl7m2Zzy0HSZe9zy2508bQ1zr3GR4KElyaLbspK7X+3T64gYowRPY71Ey3TirJct5oDWwb8dnvz+Orxc/CV/x30//sH6fVW+GW8kkpWZn4YvGzUmRgF7KtoAYYUPJLKKj+6SfvBFtyAb5Gh/I+NWfXgib7PKtP6rOd6btdEsGfTylBh/KRDYVbYUhsaSmGLVuG/q+/EeyshBg+akT9MQAO+KDaf9dLPnjIA0GnzgeKWz64F4U0Wqgb16KzSQDwoVmiq+ftqobHWM1B11BoWuS3WrGnJgml5jiXwi13kx6rhhsfUXjQ+Ty7iXcQ3x+rP+tTy/sgQ5x9wBwRjEAIt9ovX4HyDz5UPMfOgbrCA9IqnDR5M/tUkIZWmeTCJTXNrZat6jtfVa0O+9gsMVzQctsyzQyr2YyUzZu1C+9Vikf+bqu2JS4EAP6iJRqnx0trtR3oI82tdvVVmq7hCXJzQa/NElXeiaGzXkCn2nIpMrCj5pZcuBGIZ324QofCOu1miVaTD7SLrIDRYtOwbaHPrVASBinkRV1YpbKg4O5YP6DNZ2MzHUrVF+lJeEKzREJC0RWGw8DIY205K2CwALMPxuGkdlb0Q7jh/w6+JXOXkIx6Q0LaoXywVq1tQ/elB8qwqLQzgM4YiXLVUO7KA3LZKrWGuv/SmvddFk9QLOt9KFDz5wq8UtnU15vQadEiVApH8Tdcj5i0NHWH8kpZU1lV94lwSyHDZjuzRC98bqll0qpuImVVs3j0ZKEklCaWPsfq8n6rf/4ZXYR5j8O+7LI6dPDyimr1Kba6KuTMEl1RbTDDpk9ZUKdDRlkUzu4Gl+WpF9qEIWSWJhc66bwVvKi8PzqTSZNZor+fdVZxDd7OaJjWXuvCc71cc8sXj0jc1pM7EmC06PCsJXS1Ev1plWOnvWbXTodmIchz1b6yOIg5If6AmluEBIIWNvAeO5S3AhsKo3GwMgq/HPOjDDtEOy5HFCdYFv/7AyARItyytnwAqDSwPyt7B15eNRMdau2FTVpoY1RYnlaKktV43X0F1RpNNlynafGFICCYzUbozDc1F06d7KFY6+pcKk81CRRUno/aBLN9faVms0R3yPOjU/Vjp/4g6i06rC6IRoVDsDkHyyr7fSqT6FA1i9GM18/E/X3LhRKG7fZOmaMa61m9ioRKm1miynVl5tjhINySv0uv7EnAguxYLDrubvpk9W5Bw6P+RfuxJnlBazRXd7qa2kl2mngOC7N2eYBfOaCxj7PIcpVVVOvdI3A4SAi2BBUyrVUhRAvuEFkXsNN9oSwbSOSanCHraod4DYVbRBv2ovjQLLVQblA9LLOb9i5q2eVEZ2sVzlEdBDgWi92A1q9F3pJq4muzRKVL+Eq4FarvQ2vHq+ei0iU6OizxouFRmhdMyNmJ4cWHcfuun+EpPyx4DBNObNd8Xb2LfIoJiYgU1q8s2064ZThyBHlXXY0u2ze1oFgbTpCf5jgBihi8EqQ4lIVC0dj53FI0sba69HNk5+/MRT1w5ePdE+yer1wt0C5P6tSYgF+Ox+L9DPW8ujrfa4fydhewRrzmaeqWLT6v0vJSMzVO+F0RKO0Wq8ZrKk105XfRubpE8i11pNLq0sxTaHdrESCZSkrgNapmnzrXwi2vNbdUNssE2I6aW3ElzSZfZl81MCpEaays8nuvV8iTtUX+m+zzEEw/Yy1dRVJcmFApYn1RgbLgSPGZhFjbGoZtPXENhVskcgjlFdoAN55CFbhDcR5++fVh/N+e35q295k9G0Oeex56hdV/7y7km2Sck5X7rvAPlhYsGYeQtQHxqc8tLQc5+hTRlrar6pasFhnLdkmV27l7+/cuzxOmMRYFv1qOmLZtwcObv8K7y9+wG/jnPvEkTEeOoG32McVVb8+Qa9YE8wXykR2KL5N2s3hUbXbtjN8jzTsX+9UcgHuKRS7UUHtBNLw4x6sdjrHz22a/Tyfz4WV3j3Z+kNwReg271yawDuV7wrEsHVAzH9LgYcc+HQ8FKIESbgltQBsGq/rUZ/LRjU7b5BP0z5e8IPmWGn14u1ufW1o0IWs2Ofs5azEK75ZRVtBirzfDn3ZHmv2tquGYblzuiabfI5XKzJdoNHWW9z++MJt35UPS43IOcBPkUmtJqY1WabdjDu6XHYOQpUdlPi45vNp+4Z/CrYiDwi1CAkBLfTR5qjYrJrTj1v+OKFhxzYFlTdsTjxyVwvMm7j+gPTGrFemffa6209WJimkFA6XLhoU5BAkwGqa/XtZh22kl1Qav0vRuBbjZLDHKRW9vPXK4+TrySYCCENzbV9hOcyuYL19UFEINuWBBSbOqVj5LVmzLrIgxm6SHoxQtUS4gcfX8tJsluj7QzixQps2i9bELoWznGgWNFnk5OaTVZ+0qFc0tfaucxDjeaUapu7bN0xm9++O11KdAabbI3wFXwnW9QjkozecH5DsLeqwOwRU01fcWCAJUTUNl75wNo4OGkjdCxTalKhHaZQXkqLlVO3Bo8/m16maDvkDvQmAuBFDt6iqQXl2Mo/UJWJnbsF2nsOjjadHY+fBy2ifLX8Dbn5aaJXp3fii3sh8ufQV37PwZlx9a3bRNpxQimoQ1FG4Rz4nAAWJCXl6I+9zy4nKuOiYPEoyrrkbSnj0e5kD5Oqo+G6Rjdf6rbwppR2A1bh1oHXBZfelzS12zRqtPH9s64ccvfum0T0sKSq+OlphEtsG1XHPLLpqdo1mJO80ftJygOtpVmPj5C63OdN0dVW9yfbQlNxe/znsY/9n6TbNAQfaI79/ytaZr+conjkV2FW+ipf3f3oX4/PcXJFNZ9WvY1+HkqnIV4Ra8Iiy7Bz/4wZMLJ+22q6bTnJCaFZqhTVKQzRI9KyelMlBakJBvEYIMLfdmqbIX+KQYXWvxakLJLNFOc0v43PK8ruhUfW7J33FXWkzaHnZ0eblX7jNcKCdLzFn0DGYvmYEkQw3mHtar9t+a2ikVQbsr4VbY+XbyQHNLjv0CTWDUuOqMnrkZGVJyJCABYkhwoHCLeE6otgPe+tYAMPjDjxDKhaaXOWDVdDWrG/8bgTDhVFSXcn8fVoMBnRcu9E+e5FkJt4EGaUDjczNnZXlcYmrvTP22barXV1olV0y78bS/LfrAaZ+WwZU3k0AxmG7S3JLd2y/ZCQ4HyoVbcpMy5zTLDHrMyYpFYZ1nbYidw+9gSLesrifrbk+XPffYIhUNBkeMRk35sqtSCjMrdz63on7+TvqedHyLYj1pVy+LTudi5uYz4ZY8HRXNLS2v8TX7l6pfQ3Z+ncM8WNWhfDi2+T7KsivTKZfnqQq3hIDEtYBHi5mrP5U4q4zCp1LjP7LrmD2ccCu2GQr3Ln+3oqxmmDX4HMt98km7/3uaytxkRoNwQcFXklEeLVGj4M2R6Lpa5eupREqVriU/TsPDNmTuR78ZL6LXW29LwQy+PhSFXaXatG3tBekO/XROdtPvblWFrhc+NV1N5Xj5Pw7lrNe0NBRCNn0hlBV35JTXez2nCsdugbiGwi2iiVAN5ypHZxfv3A/5bUmaLdXc8vB8q1vnsr7ptTzOl6vjG/cZ165V3O5r3MoLXVy3pWamxP/UvPACzFXNk3otKE0KBJZiWahoxwG6RmGJS6VFh7pmqahAmwMHm/MFnYrmluuKKE1AG3/HGuvxny1fY0xeBnJr9aorre4mPauL4rCtJBo/HtU44Wi8N/sJEMJac6vdDvvIck04trkyKY/F4GyOqtwuKgi33CxKW2X+ppTMEu2OdZGOz6Ilyu5HbvZj/9xbZrM1t6Rb0+8Sg06bQ3lfEMrCMp36fdcYvSsHV8JggxtpqGp98kKbz1NKa4x4bEsM/rtR56Tp56lvOSXTNUWvC7L3XavmlqMAvFedBw7m1dJXyK/JG5NJBwau/dPt85RriEm7PBRu1f7xh/QdV1iIn3cVYUOhHl8cjtOUP/m1HM0jdbub22z52Fgp0IrHPresVjy17hPpI09b9L/yxaLAmyX6cE4l2+oObYpvVlSvX9+ygAoKARMs1dUoe+EFt8dHW+Wdang9F+IeCreIx4SFaq2v82ixoNusjxD/wadBKTPhO8sTpE7UxaA+KXOf9sRcTQ48vS1X0XL8Wa3crLJ6nJxr5RbiTzyYrJrlQilNaXtRl/RRLRduOVT+/Jv+Dz0++cRuW3xOjtN5TtFQHdOVRewasOxnSbPnmfXObZh8QC5/RZUHty1HzH+EAORQpd7O0XNAcOV8zMd10/ZU6zIzkTniZOQ9+5x74ZZCPWnSPmk42Gm/ft8eJ4GCmrmsqwUGo480t+yaeXndamEbr3Z6vMN77tdoifKIeCHnq0U2sXZ4/iW1lhbfr92VrMJcViHSnFxDyuJ7E0Gt7MmtlL4NCu2Lq2vmtWmnScDnbsFXaIZ4U987Gxvy3bL+z7VDeYE3wx81CwL54ojjdeRPW9M1ZYK5MkeVTGgvGqdr1Str9ugVBIGaDNzkmry1tTgtf6/0SaitUnQL4M+5k6moCFlXXY3S7xo0eH2G1wsDOrdp1C5bhmP/dzMOTZ4CX2BqbGxKv242wXdFek1peM1piUdQuEU8x0MTuYAh76R83FjFHM9Gu9wT6JyxE/VaRyxuJiz+RDJHUtFCEbTdstXrtPNTOnp9rqPDVfudTXZDXqevmrTCA7C2pB6HcmRO0oJ2wP1zzav2zizRVW1z1AQ0n2iOMGVjxEfvO22LdlOHhdDMVgRtyptXSK0Okzv5PbidgDRpYnn/DgjB1vw9xXh/fzx+KO6KQKJTEEb6TTO5sb0revc96bv0q6/cnuI2J0p59cBnmqt3wldmiXYCUlneWqylo9LuVia3tfvfrpvxcVutkwckULkhS3k54hSE0YHEUWB+3vGtvhVuwaIgyHA0S1S5lBdBBlrqXFx+HVfCrcIEZ+GWXqvPLdmmKC+FW3HRntRX7c9MrlHlreBNFVmWDS4WMLUtKDYnFu3OiZYD8sMdNbeEuwvFc6KUtNw8DAKiNtYX0YrtzBL9U9kL33obdbt2Ie8JexPXFrd9ij633J/m2mqkoYzqVjU4dLdUuhHmakQ8b/GMzZWeaesL9IwuFXFQuEU8J1BSbg+vY5APqH2cR4uhWXW8xhQ6ZVZea8T6Ap2TzxFphU0eNr0lFpUO/1fFNzuDTSordXGiwuDPZSfSsM/srfN6VyiaEPiwUEjAiC0pgdlPE0e3gzKhAeG4AOwLs0QvK5SYQP3vULR6umJwrXANs4v7dmea5iqvxnXr0fuNN+22NZtiyNojC/DH/oa2I88YjyV5wtQxKmjREm0mDRIqAng1TajyDz9EyZf/sx1lv9OWlpt6ZW+V6Fy+9tEOlQQKOu0TMxeTT63mWu6OssiuIU/SU7PHWHNzv1v6yivoezhD+XqOZr3yZyg3E3LXEcqFxTJTT3XNLeVjci+5FL3ffgfxR4+i5XhQaLKyjjLZm7t1NNd4fB3DngzV9i3aYlbU3JKjJkSSL7z5T7glu57wayfPl4saLMZOjtVEp6TtqVCX6lc1R+xMMtR6pZUWH+WuAdaQpsIx8miJot/wZbnrDfXaTFW1DERl9U3uJ1Ibcg1kq6r5p9w8UC58bzpUk3BLdlVZ2Zrk2pMANhZFe+Y71wuBlKVG5d12o9ntFqV3X5NDeS349sU3m0w4cNYEFH/g7NM00HkhwYfCLaIJ+YDa7KvlXRck7dqFPk8+hTYHDmg+p6C6WcJjdWX+5gV62UBXc1AOWZn5y3n59B8y8M3haHx9yL7DEStE8gFki67u0JnJi7ZzVnPEkYYLyQYNCpMDV5pbtomHadcuBIIWCbdI0IgyGFD90MOajvVUI0eLcMvpZfKDzy1HXDmi3VqsLhRqcPrcmIZcyGBxYZaoZtJly4sLza3q//4Xcfn5ir4t5PM80R4mxzfn+8+CeMzJ0uZXpTnTnr6/VnWtBqPJralZVGqq4vbKjz5G/vPPtyiPHt2JkuJWefMiQ0xdXeNGnccVUatZortJmtwHmFyrTJ6+lnvuVl0kZVesyFd/N1f1uPO/aNCMUw5YoH2yaK1tdphtKVVeuLEzUVN5vrZ0EjP3a752c5JWmB0i6HlD343LHBP2OI2iBx5Q9bkVoyLckre5qkNFWZr+8r8nosO2MdZCbzFL15CPh1wJcSU/SZrUU5wzXvXSi02/X1/1rt2Cq1Z65zuMqVzmQWWzgsBGLsAXgklflntMbY2q5padEEhLHZQVfbTDbRgtOik9Ibg6VKFzKl+92Yi/7luCgaXHnMfcdppbssUCeKm5ZfdP8wk1skjEoi6tyI9p/t9figEqbX3d+g0tTNe706wa0jAe8YXgvxlzURHM5c0Rc72d35HIgMIt4nFjVVbvf6FAt6/mIKq2Fj0+0e7jSi9bXavzlWfcRmIqKpp+G2s9i8ohyK3xjxnbpqMNjfnWIp2TLx6LXPW/BddwLMlomQ2VU2ctmxjGKE0ONJklOpSVLwYESmn4wbw2AHJfIqqRgtmeIh5bJWroEv3hUN5NRqPc+PZxVe+aryvzi+Lgh8YTTQpPneLGWJxVXcvqhflN8zWnZq3F8KJDmtMUGiX9n34G3T/6GOaCAm0nNeZbabJulmnmqgm3dG3awGM0+mSyN2txa1fovEl2T3aCJQWMJnOLhVtC88MVVtk1rC1sH4W/MaubqJNRDvcs19qw607cCZFlAkxdcrLbvLn3ueV533X89tuxf/RoL5Nw5R/Tndaa835LYaHqxFkISJS0dOw0pKzA7rIoHK5wMBEMhHCrpBA/LHgcC359SBr/WGT3UWlW13ZtMNlTbx+bN7rPuDf1vd8B9cU9zetxippbVr9pbsmpdxx72zlYd49ck0oIKG0U1+sxM683vjsai/9tycc7GdH43wH7hZ3kRb/gxn2L8daKt+21ccVzzT2h2IcpyTk1aW7Jf8uOdzX38DTquWZU3tH4ceMQDNzER3E6yBduAVoy9o6vV44CSsIXCreIJuzG3iGq8SIXbn13yLcmLnqZM0qjF8txPlYkc4vovOV+LSQfO75aNXLRc9mt2qakOHVs9ivqjukqpe+9yZZ9vrQ9FOOhQ16rhy8/WIYn15mxUeNcmwQCD+uOpgV7hzqvUbh1vNp7Abe7QXG9xb1ZovwlcDR9kd+De80tm6kdNCEmwdI1ZCfElpdh4d4GH2DDCw/irh0/4uXVszRPdIsfewxRdXVIPHQI+dddr+mcJtMRRc0tmfCkJau4jg7ltZolypNwZ0qiJIRIbaeglaJ8TbOLzqhWo8m920mabKYh1wq0E6p2StN0Lalue/hM5CZY9g7l3ZworxtaBJNu+lRPouoK7bSaLVtQvWKl9pMc03BVzdwKt5Q3q2tumVCvVJdk6RTW6/H5oTi8nREdcLPElE+bfRSKbMrr4dKyjthTFqU6dnLU7FLU6NUgqJC3Z0JA22n+fLfWCDoX6WoO+KBzHS0xyqquuWVpoc9To4OUQd63tI1x/x5Xy25SCLdiGk2T1xfHwgw9NhdH49ttDYOsnaX2eY0+dkTVv5cuP6853cYyFkJwpSI1yp5/vUWvKAw98duS5n9k7ZNcuOX4/guLCidzSUe88ZOlcopeg4DedbI6L80S3RzjuNsHgTkchZmeEF/vzmSbhBsUbkUocdk5SJBP1FuI3YQu5CIENaCXOQrOala08gKFRlK2El3vYuVbDTsfIAFATD7sNbe8F27pXKxWWxydM8v2NRxn1e5QVG1Q54PBr0UpbYVnkn/tX7UJLRQiZmW+NhPfz3sM+1Zltji/xEd4apaoRVDlpXDru6xo/LKzeYDtiTZUlIv9QuvJLpqew7srBNtWkwmdNzc4cBX0ibfXPrVGNQ/e3Q2+PV19tgm3jPrma9RGN5sgdqkp8Xz1VTaZsJSVaTvHlm8F/zkmg3uzRPfJW5zH/bZ8upgQSJNZWZEP27HO42sbRo1t+t00t1K5psmFZsGy3Cisz3LhR1Gr9p6KMMpucj7mNGjW3FJIz6XvN1UpgNVlxDFrvcx0SYNAretXc1Dy1NM+aX9EJM2jioJaX0l/1NOp3bVbil6miAufWy79KwkNTUNzHZQfGwiH8jFHDzf9Norg0bJxW8e6cizOaTYXc6zbzppbzu+STkPG5cLcqu++Q/vVa9xaI+hdCJ+lam2viqh4nNWN5la0xYJS2bORIx83OnK050C4w0ngKROWadH6PVbeaFYNoN3xQ/h13iO4ddevdsK4GAUn8I5CU7PjtWQmx7Y+SZhQKglibM1Hfq0OUb9vQ/9f/0C10f64vHm/KbYVJl2Uos9A2/27crjvc2LUNRQ1oXFs4xK1rs/bKLZ+iPSrFESChDcUbkUovd95B93e/wDRMnO6SNfcki84aZ2AJVRUoMfu3W6P08tW9vMqzZ773HKTnbX5Omwrcpec9nKXVqZkkzhpsKZyfvvsbIz5dR5iZOY94lrtf/gZ7Rb97nS8fIByvHc/+zzKOu6qWrPTjcsdDWtf5faFWaLCNneTF1crVDJ1eZtp5jX7/pC+79j5o5eZJMFGcaXSEYe2xVVUUkcem6fsg0fUoVoXzvz0jX6rlBBaT6rCLWmiBlT/aF8nz9rTLOgSWGVCajufigrvwMlFB7Hw5/sxuOSo12aJcrM2q8oAVfjQSDicpZyoF4Nhm9BKSTNBi1miW0zO9ymEim4REyzZ/bQtsfdZpuXeTV262vXPksaYSlUurXWtPXDrHPc+D0Uf4MqPpL3PLbnmluwYjcVcb9Z5rLklX3+SL6io3bexoAAHzjwLBddf79a8U+5nKuH4cdQsWABLdct9ZJXNVfYpFlXnuRsERVy8Mkeuukp1n5rmltBCUTNLFG4RpN+ya1bWy3yiehLd01vkflKFkEn2XguBhtorIJklOrw8SgIQd6a5ArmSv+lEtqZsuxTaivRUov7ZoRBlsNrQXB79y7Mx4EgGamTbtPRnHYpy3V7asU5YZXmpUBGoqUWm7Pfbd9L3lYdW2pVKrJKDf0eTWMfHY/NFKAm3TE15VSptcQuibN7cG4+pR9bjlMIDOHrUiN01KcqBSWR1zSwrv451ZU79sVKZtxS1YCfW6JiWJqxtmyOe9qE+WPw3aOgj1Posv0VLJkGDwq0IJ8ZLB3suNY9CtSGQZcvdClFKfj6SMzMx/tvvMHT1Goe9Opdmib9nuZ+wOFouulrgzCmvk7Q6Ps10/TqqmYzYOmq7bVaz3SSu3qpTdWY5Zt58tM/JQXpTxC+g+vBRdNq0AekrVzg9b+Gg1UaFNVa1nhgMZljL7YWrOvnKuCNqHY8PhKlKnZqSw3s5ccLfiFp6srJ1LFfbqiAJATxsq7SYwDrWR62aW+4cxhdXq78b7iZSkgBA5X6E4MuUbR9dMiU/F1d8uBnHSxrU8a2ygbq61ksDT274TPq+YV+z4Ht3rkG1jVN6H/QOE00b8jRyL7wIPT/8EO137MCQ35cgPqd5YmXOU9aAc4WpMfH9RbXemSW6s+qSBEoOz8Em3HIxeK+sM9sNrrN6DXYt+HcThfZfiz5A9mmno/jDjxSvJ0ySPt+g0WedCqJeVTqG6JVhkfvcUonEqWwQpKK5pUVIKKNdQbMgoXr/AfVIp43UbtnivFGlHuSWe+KfxQcm9QqCCjW0aBN5jIvrKzmU75+xAb/8+jDOzN6Bcpm2i7y+BEJzSx4pTozH5PVwQNlxXL5jkWQKqlS3DU4+CRXGhC5cMjRf17faKWK90P6iKgcqCKjKa+y1iJ7aMBvHS53rsqv+LKmmUnF7TYfOTb8fn78f13ywrknIJReWtYly/85Hy68v+y18bilstiP20H7VMZ9O5ldJaK7Z6q+S4LLODPzn10N25qn5hnj8UZGGKqOzGxSr7D2Q99XdqoowLme3neC03J3tt1fjCeV3dHdhs0DPK5Q0Fr0MtmC/314g54smwFjv2i+jwKQiSRf9Z/3u3ahc9qcPckJCAQq3SFPH3Hv2bIxc8JuyTw/5phDS3Oq/fj26fP+DlGe56dno/H0uzzvthx/RZ87XTo5oG7BKHZi8HdTLBkG26F9qbDxShgc3xuChrc0OiF2tlFerqV04UK4w973y4ArM+/VhjCyw1wg5tWC/nQDGYNG7XR3RlzavMuUWyISiDnm3+UCQcJh02wlBRUSe48ft9ltlGhJONNU7++uV1WgXFlVv3IjyX35RT9ous94LoXJr1cPLU7gVQng4odCi8enYZniiuRXvGP5JFnmsqMoAi/C7s22b0/44B/MGR2wDbkfamOpRXK9DvaNATqfDwcIanPXyn7j6g3XYmds8aVl0TDZR01h+0956Ets327/rcs0tIRDvWl2krLkl1+xRuFyvX35Fl8xM9J81Cy2hoLrhmvmVzoVlkZklOvqMadpu0e5EXb6t9NvvUPm7swasjZo6obnV/H9+x25Ox8SZDYqT6NJvvkHFosV2UWi7lDdofhlVgi6Isn9jWbNGnGLUS5mWjdp7klehrlFkkmkhRldVKmtuaVTZkXxuKZStK39W8kW92o0bm6+vYpKpT0x02ubOMb99AiptgC8WAj2Y7Fpc5bkxLxWLFjlsdp1HV+1brYIgfOrPMxEFKx7d9KWdcMdOuGU3NoF/kJWFeL0r2nW0E9BfvncZKv/XvKAnfz8O1iXat6kKk3x5kA8xKd4/1tnMVn5vlppmvz4iCEbOo4/iiEZ/gTY2Feo1LcYoCeNKHIRbgl3ZFd5FDHagMq2H3f8bskqwJ6dcIdiFhv5VttAi16A7WBWjaGJpo3zefMQdy1L3wSTLx7SDy9G9skASbinlqNKow/bsKrtttnFeTeNCUrTcMkLuJ0w2rnxk05d4YmPDYpCgraEaZbWu+3JddAtNCWXkO0lDPUSpKmipHvK+0geaXlo0q8xahFsq8zCT2YLCm/+OE3fcAcMRD6KVkpCFwq0IxBsVS9HZJh3OQqejR+20lELV51a7lSvR49PZ6LN1G9pu3YrY/Hy7ceS929XDhrujfvtOVHzwHb7Y1lwOUQbZb4tYaVc//6GfGwRr8ibdVZ8ukro28w+ce1xh9VhGcZ3zRW/dPU/6nrH2Q6d98na83hrl7CvIqqzZIO2TZVg+cRLEmJsHqW2LiuzMeMzyFXujGfoOHezONcv8ETijXKhmNxMtOcduvAk5Dz2M/Bdfcutzy52GSkm8TAXdgWohLGyEwq3IaQtTNZhdyDUXpWs4+p1zQfd28YrbxUTpaEktcv5zP47+9W9O+ye5aRvU/Kdcdng19pXpcLxMfQV3Y1YJftiea7eqvfV4hccT/CFrlX32CGHvI5v+h+fWfaxilihbHfdTVFl5g6jkU8b62ceK7aCWVd/m9BXKymxC3pNP2m06NPViZJ7aHA2vb/ExWGVtX4/jzg6nH2/UlmvIbMOX4ehR5D31NLLvvdcj7VZHrWal8sjMr3SbRk65unBLHnTFkNK2+be8iDTaJRbX6WCV9TlaMNQYmhaULLLxjJqGY/X6DS61z6Rj1q7FoclTgB3Owme1CZxcAFe1Zo0kzKh341DcEU9asPxKFxqCialSe5h973S77dXFrn3WuXIwnu2iXXGkQkVzq7TeT++8rO3KrbRgcV6C0yE1vy102tazsgAbqtrj6Z1tXJaBfCFETIotlc7vTLWp4d4K334HtQubr1X1408o/+FHZY1BX9QFhTG66F8c+WxVlrMZoRcO5S0KApmSRk1ku/RMJrd9sl7mT8uk5jewpgYjCg829cXm8nLkPPCA3TFOAjBZfTip5Ag+Wvoy6ozKZonFCtXapqnXNGyUmTnWyto7ed8WrdDGbW6McK6K3NxRYQyjWH4azBIDanqnpT/yIIqtlnUQk9F9H6G2aCOfnxmOt0yrmYQGFG5FIg4NRVLWEQxZvkJRaKXoV8GN5pbbaB8BoPNvC5F08KC9AMSFPbXOTShxOfryMpx7YhtuXfIJ9tYk4aN9UUCdveaWWnQyab+Cs0tXEyNT5j7ctHcRHtzytct8HbdfSHJJdmJH1FnsI744CmGEyrX8Uco10vTRsg5WptXgKNwambkdQ1euUlQFF/619N0ctBBcPAc1s8l4g+dheks++8ytaWOdG6GZq6hFcnV1Rx89cRbtdY34GZXXTh4WXk5tUqrbJPVOmlvasnJeFzO6pKgIt6xm7MquROUSWQQmD1AztxIcqtDZrYY7vWtWK67dv9QuL8IviGg3PTEHi1IRQAiH8Wfm2vtxSo8xNU0Q5ZoCnx+MwjoNDs29ovE9VTK7kfvckmtk2B3jpt+r27cPiLE309a3bRbs2DAcOuTko8kiM4EenrnFaSIyorjZObatnzMVNzviR532aE82zQLbpFauaWDjYEEVSr/7DvvPGI/8l16GqdT+mYgJnND6UJswyQWE5tjm4AH1VXWw2iaFGhfJfjoahUoFk903Vr6tek51dBzm787H7DVZMIjnohDJzIao4yWfOjv5NjpoGR/7+y2SQNHyuv3CiUun6xXNE9njt/xDEmYUeaiB6ImpYZ0Lfz49TxyQTH0dKbtwsss0XWnybDmu3e3F7d/sbirv1LxjTduFZqlfkNXNRUeVn49JPE8NPqyUnoAWn1sVBsB45CiKZs70idb48lxtCykW2TtnY/Mx52dlyM/HN5uan4UnZvZVq9fA0OhHzBxt3+4JDhVWOaUnNJTlQk4l5O+dWWXcfPeqz/DSmvfxt8w/pDZIrhVnw8mHpcIx//x6FzLynP3lrcp3LudONQ1t4KzMeKl/lI915X4l3Wnubzxapllzq+zVVxsE6jKUtNa0CLeUfEK6Q+dt5Ewf+9yqlc2/1DBreI8Lq5SPaVcvE0x7GDCHhCYUbkUisoYiITsbA778Et0zMtDZlT2xQ/Q386FD6PTbb9DXNAgW5M1pVJUHUpZG4dKghx9Bz5cUBoU+orCsXnWgXXzvdAx8/AmP8z2gPBud1m7Ff797AbrCYjvNhuxq9QHZ4LQkpNRX26mMu4oSeCjLjQPhRrYVNpuv/JGRj7NfsX+eclN+0VhXmZqf6baqFOQ69OG/lqTh5V1xyiv6ct9Z1Y7CLftBf3fZ5EHuMN4iNLfS01TNf5xovL7u9DPsNncp01Y+rlAq/oQTjWZUZjMsskg6NtrVV6l2unJtNqODNoAYwIWqWzrSgFkWuU9OZaq9pqESMabGFWnbQ9YYPfXSXhYcU/BxYhsQf7vVvdaYGiUuFCiEGcXxsnrVidmZOTslh7nyvNzx7W70eeQ3lFRoFyzL/Wi5Y3KnGly/dzEW/PIg+lTk2Dl+vuvb3Vi617N3Xq6do0Z0fZ3q5C1qy0a3pqnuQo3X7tgBXbz9pFLJp48STQKfRuq3bnV1tPQ3+z//adrS/oM3oJV4NNTX46XqArF9uZXIe+JJmEtKUDJ7Nk7cdbdT/emy4U9JUKeE8Ldo488Tzff2z4+ewtGJFzS8Ox60kS8vdg7E0LW6uU92pDw2UQre8PSve2DY1lyWJgeBlchH/ssvK6Zhymuog1qEH2qjgZTtO6RvY36BSxNIVyTk5jrVs5rNmyVtM1NJieI7qOQ7ps+x/bAUq5eZKi6EW8Jnk6jjjtrdahiMJuQ++qjdAoErwXxLiKpsNrmLlRaclCtc9armxTlbZOl2dRXS4lbTO69YBq6DKghq6syoVViwcFVetenpqvscx15qmJPdL9LYBPlvLz2IGnm0WHdmqhYL8p55Fsf/8Q8cmjSp4Xoyof7Ibsl2Qhi5cHRQ6TG8esdLWLlDORhJdlktaqua+5zu+5TbwTGNbkcuPbwaI15YBYNCHyxMr+VzAl1draKwY2++s3ArrrGPl/cFf9+zAP8SwVssOnyx4QRMsjK++sCfmt2WbDhS1pQvo9mCijr7Z2qUTcurvv0OxmP2wkfFwDMq76hco05rX+Q2XQ1mhvbmp87HJx7YD8OuZl9k7sbLFb/Zm1IrcbTQtbaxYG+e8hxw2sEVzf9w8B4RhIVw67333kPv3r0RHx+P0047DRtlPhSIArKOM7aoeTATW6wejs+cn2/nX6ryH7ei/cpV6LxggbRN3knEyFYjXSFMBXX19TDv39+cl8Z0bAKv/g886JPGZMz3n6tG4qtbu1b6brt9BypW70BFnsbQ8QD+un8pOtZVoHNlczn+fc98FDj0k6XVBqmjEnRY8we+XfgkbsxobpDzq634ZrO9U2cbX2/TNpE7WmHFZ/OP4ON523H7/7bgaLH95GR/uc7O106Jofn1nrBrNRavbx5gC97/7knM+eGRpv+NjeZVQsstdlVzZ22tth99Jsj8v9iIz8lpWEGTDVrjystwotR+0mZ1NQltHEgeT+oEX2NVmLDGWkwozKvAoEcfQ86Es3HCwVxD0E3mZF9OtMxMdVttR1Q4hIn+4UhYNK2Rj5qgwkHDxkZeR3vfIUr0LjyKyvkLcHDC2ajdtQvVnZsj1bki7fsfcPkIe2GvjfbylUMvOFBgwO1zdqJ89x48/sN2p/37C2uchBPCpKNHZT5GyQRbgg51ze17cbn2KHAxHmgsnvbVx7gus2HSd9WB5U3bR6UYYDBb8cDHssGmjOHPr8TR4mpUtbNvI3ZffDmqZYNlJQZvXSMJa5LqnO9JL5v4tFHRFHWnuVX42uvQxdkLt2r/1Oag1vDzz3b/V8621zy1RydNME0OQg+tnFO0V/o+XNhQDlWJzZO0d7Y2mGf+nmHvsF/JfGrcD+/j8MWXKF6jotaCqkbN2Bv3LbbbF22ow8oDRbB4oL2yP1t7ny246sCfUjTPrxc+Zb+jqhYnxozF3sFDpM++IUNR+sWXimnUfP4Zcp96CpkjTnbrh6Vq5comQZgwkXKk8o9mAUfZ3O+l4215EJ8Td9+jmnZcQQFM+fk4dtttqFiyBEeuuRZHr78Bx/7v/3DgjPEomTOn6VihhZd31dWSmZyv0BepB1apKCzDgfMvwL6hJ0n3IczvVAPeWK04+N8nUP7Lr3b7j5c3+Bv0J3Jtc0dO3HlXkwaSzfxszqJn8N+NX2L8a2ux7VipJPByRCwGFlTWo7xxjKxEXE4uKj50dhlhcBEZN+uWv6vuu+rgcvv0ZeN2d0jCOgdNnFHWUhRV1ePL33fjxNZd+G7TccTXul4ELvtlPkpldU6wr7T5+Y3v1eDOYevRUkkIm7quOc99K3Lxz92/YuNDT0kLvqJs6xrLQgi2Jr62HN/LmrV9/Ua5zEuysaGtfvD7nU77thwrx4yF+1wHEBLRhBW0k5INDf3lMzJTeuEv69KstZLg672VR7H+uHKffcUhe2GpEmLhaMHOXFz/8QaMeOp3zFrevEiw39VKlYNwq94kNOGM0rcSerlZogfWK64EWVkO8w4lEipct9excq1jKXOuhePm99S1dG1cMvctt8dsUtBe9EcAq3DjvQiUsfjOc52f+Pbbb3Hffffh/ffflwr9zTffxOTJk5GZmYnOnZsjdEQ6agNredh2yYREmJ/IhFsdNzT7ktA1Cl9sUZ3k0SoKbvq/pt+xOc0D29QtW6TBUsyzLzRtO+VP0Znb+xFxpHrefPR5482Gf95q/BY05s0sG5jHyxzfisFh/RZXq9bKRBuNiN5uf55jkXVZvBhdxLV/b5ngQWg5fFqkl1b1ag0m/O/VL/FjVg2OdumH607riX+s/cppIDKk5CheWLQfbyzej6mpdZhy2Vk4b0ia5NvE5NIPVTOjC/bh2XWfwLAuGm9d+qLT/gXHo3C17P9rDjT7wJFHNlPDoI+RBFSdFi5Eytp1TdvHbnbfWfef9T6Ktm0HbrmtaduwNb9ja48BaC877qz536Aw7wBMl12GxDFjUPK/hrISxOXlOkfLEf4ykpodwTpiqauTHOQmTZiA6PbyK9mj5LxY+CuL2tXsfL7SwdGuIGnvXmky1PPzz4GhQ5p3yMKzZ9UnY+3eFJwtO291fhTKa41ITm42WRKTkuzHX0VV/yFSKGvhkDQmSmf3O0b6VvgdrUeMvuF3lN7+3SXqVJRVQW4IaK6qxqHJk5GgIOAQjNihLFSR06m2HOVPPy39zr7/flhPGqfpEbTdvBnTLt4DVXFRC4T8aTWlOO/rb5Dzxh6c28b+PRCrz46Ts9PzMrDg14cU03pj5bvS95Ieo11OCh0ZXKrsUN4T/l2wCt+dcg0ufE9dE+nsV5bjo5SOSCptnnTHHD+Cw1dfg6wp1+CUR+9F947O/vJiDfXInTwFJ3uZN9vihSuElrCcclsf6AbzCnshWL2s33ZEFxvTorpyxc5FUhS7TQ/8giUnnYpRCZ0wsrph0N//2D7MqPsAj5zxT6fzShdrN5kVgU7GvTock4akoVm/rJkdDzyKzpPO0/Qs/rXjJ/Su8EyQN7w4C2+sdBa0XPmN8zY51ieehe6Zx6Xflt27ULa7wZw275lnXJ7nqNlml6bFgsrF9v3v8dvsy9eVOXJ8QQHyGoWI1TIXADbyn3m26fewE3vhufGRazpvsBeoyPlm/mONeoANOJrfLfz5fqdzhI+9ueOvwdVrvpH+//XXR/BS9T/x75WfotMjjyDhgsnQJSVLGj9CM0qM44QgxPZbWkSzCj88Vmm7eBUa9jUfI74PX3g1+i78TrpGvNmAAWXqvnRsGkhyhCn18wYzrpi5FtOq8vEPh/3Cb9OaX5bjtLefUE33pRXvKW43zGke9zhiiY9Hl8WLoN+zB9n32b89N+xdjOL4FHSoq2hyOaKEUuvwy6+POPmAumPZR1h3wWMY89B/UWk24P1zpkM5x83s+HER+sv+zyqqxpijzQsqE1AspXFk/VYcffFNKC0jTTy+BX3/+5v0+7zBnfHOX07C4o2HkV50wk7Tyyw3h7ZacUbubuxr19Mpva2HlQWwH648jIemDFYN+JlgUl5sFcFPhLafCMzkyLt/vo4jKV2Qm+hey9sVd85pnq+8tGgfymoNeHjKYNQ6ROp0ZN++E+jXKRXH/1yNv/2WjeyE9nhwdx7ObdwvTDT1bRr8xcXGyqb4DsKtVb1OxVlHnRctjFlZqIuPR/zAgXbCrbq9exE/ZAgOFtXgFIdzHK1mOlU1C6+sDib4StS5cQavlwUlUbqeILHK/QLIpg2uA40JPv5jD6afew5aC99GqIxFZw2olznPEYU9ZswYvPvuu03R2Hr06IG7774bDz/8sNvzT5w4IR1//PhxdO/eHeHId5uP49irb2Dqdmfnl4Lo3r0R07EDajc3NFSJV1+N6u8aOnVH4saMgXHPHsQPH44e78+CPiEBpsJCHDhrgkd5iurWDebsbKnxi+6Sju7vvCM51LTU1KLkiy9Qs3694nmF55+PEfdNt/P9UDR+PEY88zQsa9ZIphCOJF51Fdp064bozp2lT63JiKLb/6Upn4X9h6HTQdcr+t5w/5l3YE/Hvjj7xDY8vLlhoPLSqX/Dui7D8PP8/yrnJSFVmhgLDqR2wz3nNkyEPv39BckvjScUJLRF+7oKu8HK4p5jMflYkCXuvfsAR5oj1niDqUMnRBc7D1ZS77kHXW79B3QxDUI4Q9YRZE+fjvrMTMV04keMQN1O5xU9b3n9gU9x3yvOq6r3n3UnzsreITnvtvHXKU+iLD4ZQ7ukYEzvdrj2oaua9q3tMgw10XGSk1qxaij8PzV82z462T6F//V6yUeeTmjaCd9o+igpLLUuOgq6qIZPVHQ0dGJbVDSiYqKkY6OioyRfavroaOm3OEbf+B0VE41ocV6M+Ij90YiJEfujER0ThZjYaERHx0i/o2OjEdO4X2yPiYpCTHSjME4I4BR+R3sokDMWFEiaUb6g7pY7MOSGq5F9yy2qZlSRzOYJF2FPoUXy6xcOxJx8Mow7Gsy5tLK+50icfqxhgnWgbTdU9+yPuIumYuI1k5EzyltxVnDIT2iLtFr1gXrBhCkovvbvGHKHfCnDt/zecwwuOLapRWlcePmrqgKOUCT6mRdxtP8wlN59N4YVt6wPI+q8O+IKLOg73mW9EH1dRWwbyby0IjYR5XFJjd+J0ram/8V+aVsSjFH2a/VTs9birh0/Nvkg7SaL1qqVz4dMwbIep2Bo8RE8tMVeW8lf7H72GUyZMgXJycmSNpw7Vrz7A8Z0jEV6aR4q/nUrYvv2heGwzEefGwpSOqFzRfN4KyslHX0q7DU3XTF9ysN4Y5H9Yuuakydi/I5mP45K3H7ef/D+stfw/Jgb8O9tc5FkctZYym3TAV1qXJvSXnTZy5Lg8q0Vbyvuszm0V6tvYuHH5iw+EGz55FfJZFoI6x7f+LmkTTdjzA3SXOrkmlz8989ZSDFq96GoROk/70OvaZdg9cffYMR3H0jbOv3wAzqeNLRJ4P7NhMswsqjZb7EjQsisr62xM9vt8sILWLU+A/1/VbZo8BZLTCz0Rvfam/tGT0T1XQ+gza6tGPKa8jzLFwzZ16DdHI54KvM4rYUyllAlpIVbBoMBbdq0wffff4/LL7+8aftNN92EsrIy/PJLs9ZFpAq3hPZHzqgRwc4GIcRD8hPaSSvGqQbtpl3hiAjXLQnf9I3CN8f/hXAODUI58RGDTWvjt0UI6MTvxk/D7yj0Ox6+gwvSTHXbtkgs025SJnyE6D10fBsz4Wx0f+89rPnoa7T98E20UdHKU+O+s+7C66saBnahwJ8X/Q3n/haYiXRr5d9n34P97Xpi6uE1uGvnT7jrnOk41LY5+Em8qR4/zX8U4cy+XsMw+KjvF/bUWJt+Es7I2+PyGHN8Ata9/T3Kqmpw8X3NCz6+QCwYVcYloTI+CVVxiRiZk4FwRC7cyvngA83an56Qc+ONkm+vgf/7EuYc7309hgPfDjjPzoqBEHe0FuGWwQcyllAlpM0Si4qKYDabkZZm76dE/L9P5sRaTn19vfSxUakQnjecSPa5knl4sa9dD2zrNFBSwxaaSuK7j4qJwhOn/x2b0oeGzUqxGsY2bRCjENmFhBdptcpR31IuuwzxAwfAKvwkCOfzwtxJfCv8bxV+acxmyfzYYjI1fIQDfJO56dsqvs0N39KncZtYnRPf4nzpW5gEO35bzA3RHs1mySeH9NvS4I9J/Bbb7AINKBAFqxRhL0bJp4UPOdilL/rnKq9IF6eno0Oe9tVmf1PcvRs6yPy4mOPikP1/N6HnB87+V8KF+tRUHD55BIY0mkaZkpIQ7SJIx7YnHpf68GEHDqJLo9mVITkZ++//D2Li4qQVw03f/wD9hvWouPBCxMTGIkGEeM/Yi2qNg6rqnr0w6LVXEB8ThYl3XA/jXy7AwYmTFKOyXnLpi5LgtW19Fb74/fkmp/rJg3vCukbvFPU0WHQ9YwjQYLEjkXPjTej6xedN/xd36o4OhQxX7ilH//lPFJwoxdHxl+HE9gLEW62SBpH4OFIXHYddXQZjeK57MxZP2NppIE4pdDZ10sr3/c/GX+TOj10wfdT/4aSeWXh1lTtDM+/Y/dSTmDJ1qiSE6fff3yTXGc9cdhKmDm6HVSv+lCK01jUGSoiJicHEiROlY4c1jsuXvjijIYpreTnOvGAy9pQB3dq3QXthxyb8lpWVwlJaCktZGayNv81lpTCXlkm+84TJmojiKZmumc2Sn1HxSXMRaCDU2XDSaZCHG0j+299wYOs2JG/digQv5zK7xo7FcAcfOrUDB8AUHY1OM2ci7/Ir4CuqBg9C0j5lTfpg0doEW8sn/AUD9qxHt2L2EWrUdemCeOEaJzERx6+9Bj0+aY6Wm/ZoeC9q2KisrERFRXNQjbi4OOnTUhlLuBDSwi1vmDFjBp5u9IcSCQizwT4//4Ssxg6osl8/VIw+FR1/nYeyc86Gbn8WOh9q6EzWnv0XadU7ad8Oycwtq8cgjN6/EQXt0lAV3wZdi3MRb1B3Vrit21B0NFWiR/7xppWwX0+9CNdu+KnpmAPdBmBAtr0D4pZQkNwRnSuV1cXXdhuO9Zddj6GD+iEuPh61OiBHp8MRQz16vfEE4q1mdD20F5uvvgnxg3rjydPOwOr1G/F7+u0474svEO1CQHRw+MkwnHs2SvLz0KasHKcsXozcC6egduhQDPh9CfLS01HVvx9S5s1D7VkT0P3rr6Xzcv77COIOZyFmzx6k7LIPb2+j7SMPY7NOJ9mtG41GVB8+jNGLf0d8kf19xgpHtTsbzG+q+/dD7i23oK6+HkaLBQUFBZJ6qECv12NQu3bo9tHHiHFIQ2Bo3w6xJc2CFGNKCixt2iCucbJvatPGriyO3HQjYqtrYMnIAPr1hfH4cRweNQoDU1IkE7MqCzBi9GgcnvMV6rt2hWXLFsSNGon4w1k4ptOjU0I84nbvRvXYMagoLkF5504YUFSEtKXNg4jc085Alw0NjvwFyy+4ChWdUzAucydS602I3bkN7tg27jy0QR0GrWtOp6Vk/OWvKI2xIu3kk5FqMqHTYw3+VRw5OmI4oocMQbdvnc17Te3aIbrRF0TBqFEoiI5Gx7hYpK9eI23Lu/ZadPr1F6RMnoK4tm0lYVHc4MGI6dIFbcaMlswGwwlJuddOUNYofHP6XwjJTNK31WyCyWSWopMZjWaYTCaYjCaYDSYYbb/FflPDtqbfkgDPDFRUoPNn7+Jgajdsu/xyXHreWBzbvAmHjEZ069YNo0afhj9WrkFZ7lFEC7NK2URKdMzt9u3DSfsykTh4ENrdeBOyl62EaabMbCExEfuvuAL7YqLRKzERnQ8dgi4+Hr0SErCrc2dk1dUhvroaMSYTUoYOxblduqLozjux/+GH0OuddxHrEKWsbPhwbBh/BmKsViS3b4+y8nKkt2uHvPx8SRupZ8+e0nuc9t23yL/6GpSeMgqbTzsNHTt2lEw8Y3U6TBg2THq/hel1XWIiVmzYgIGPPY6iM8ah7IorYCwpQb1Oh+KiIrRvjKglBididU4IIM8+6STEG40wHDmKyn37sL1TR8QYDOj5+huIHz9e8hm3xGBAsdWKcQcP4aS//RUdzjgD1Rs2ICopCebBg7Hq66/R5/UGf1ftbrxB+o676ipsPHwYxcXF0vXqzjlHmqzaJqyCpUuXImn3bnRr9KEnJr42/4qFZ47Hzn59pd/Ch4MwV7VRn56G3LFj0bHRZNWUmop2jz2KdlMm48S/mp1iHx8xAm1rqpF88BCiOnWEvmNHHBk9BlUnDcUg2XOI6dwZg3fuwOGpF9uZ5hy64i94YIQVdR0GIKuoBjMHzkAszDhWrce0XmZ0X78OOeeci+LBQ5B75ZVItLZBQWYGUof1le7RfPgo8hb+jtI2KTjWKQX6aJ0UnbYGMUjtdRJO7ZeO3G27UVdcjHXV9YipzkP/bp3RZ9SZqK0zofNVFzTlxdC2PRJ/XYRO8Vb8uWwZakxA96GjUV1YgpLCw0iMFsEH5iL/L1ehpm9fmE4dhWOnjkJtba2UlyHJyag/dEi6R0eO33ILenzyifP2f9yC8l69GsooKgpn9eiB6vc/QM3GjZKj4SP33ANTj+5SOHURYMORLs8/h7rMTMn5ek3v3si57m8YOm8+DI1m30f/9je0WbUKGeNOR7zBgNN+/gXtHn8cyf374/gdd6Dw9NNRNmWyNJA+78wzEVdRgfwXZkA/aBAOjhqJ3keOYH9JCSp69IA1KgqJR47AEhODBKMRHRb81uQ4W/Rt+d27oXLKFNTsP4CBO3eicsRwxFRUIKagAG33ZWLf009Jjv1twhTbQD9z6VKk9OmNeycOwONXNnuNqW2M7Cj8Ga7bn4NV67egX4oVkx7+DEevuwnxjeOr3L7D0P7EQVgSk5FQWojDF1yE7NPPRH6bPkhsk4A6kwWZeZWIt5oQs3g+9rbvhQm6fAwqOIZNQ8ajbsgIyTR7ucmCepMFvfZtQUpJHr5LOxU3HFyK83c0+OV6duxNODhoNC4a0g61R3fisKk94tt2ljRkxWvygu5mSTAbazUjreA4+hzdjZEbF+OVc27FEH05Dg8ej+WHyzC+bztEpZvxRa/70b1DDNrG6VC/cK0UzVf3rzthLslCaixw9knDoD9+HNnvfwjdzu3Y+5//wJLYBtEJCZg4aRIsVVXYN306Tlx8sRRsBqmpknZAF1k/duiFi7xeUDYLIXlCPM7s3OigUpCSCPTQFqhDLOIIlxiSsKtECLsaBF+FH34I0zF7P4Dm6GgUnXEGcpKSEDv6VEw66yykdusmmfmLfP+5YAEGPKU+f6jr1g3xwh2HG3adew5yBg1Ct/R0XDBxIlI7dZLSX/bbb5If27Rf5zmds3fwKSgbf7KdcEtQMGkidpw0FN27dUP6/Plot67B5ceB08ai1/4DaNOuHUyyts7YrSdishsi7O257TZkGQ0wXXA+Lhw9WhJkFU6+AFYxyTWbEd2tG/otWohDUy60u2Ztz57Q1dYi6x+3ID4vT9K4Q98+Uv88oXdvJLVrh6o1a1C1dBmqGwM2CbJvugnnjhsntaWOrLr+OrQbMADnjx0L3a5dyH/5FcT26IGEESMagiIYjYjq0AHmxoie5oQERClEsW4pZcOGYcf4M9AjPR19n3u+YaFP+OccNBAJuXkonTQJnX9sMGcV5Pfpg63nN/hkE324GH9MPvdc1H/3Her69cOCrCyM/+BDRNfWovTsCWi3oiG4RN7llyNdFihEaMoleLAAl3/5ZUj72X6RJ/OF5zHx/PORlJSEsoISxBfmSq4WanfvQYfbbkVMp06wGbJW7NmL7GlXar5eTXwb1MW1QfvyhjlGztRrUN4+DTl/rkacHjjzmL1P41+mXI+TDm9D9+I8tLv3PuzoMwp7du3E6Tm70UUhEFPGWWdh4KZNiHaIDOyOww88gL6vvKK6P3fAAKB/P3RZaO92oT49HUf+ei2ic3Kl+VrFNVdLGpG28YpALLBlbtiAzBdn2PUXkcDQoQ0mqDaefPJJPPWUQ4CVCCakhVti4C8mLfkOEUHE/+kq4XIfeeQRyTmajezsbKeHHG7EDx4sqUlKq11Ll0pCj4wOHRomNWefjVMaX0pbo2Y7rm1UFHbXXSwJWMSkpKZLlyZ1Z0fEObsXLcK+3FyUd+mCM888U3rpRayS7u82RNQTaYrnkWk2u20IbHmwNSAbxAQqKkoa3MonRGJbqUN6tnM7R0Vhqth3Rk+7a0n7/3Ed6i0W7DlxoqEc9Hp0SIxBhzgrcvU6HHjsUWmb/FqiHATimmJwltahPaoN9ahu107SMrBN2JLffgsZGzZI5Xzw0kul9HcPbXAom5KSAlNaGmpHnoyhKmUg8mcW9y6up9OhNjUVB/99j8uyt5UFhEmOggaBqX175D7+WNMEx7GsbGUrL2vbZN92v+I+xDFN2zp3kgQBud0azDHqu3eHNTYW5tpaxHbrgvIJZ0llcCI2Bn369EHNkCEozMqCPi0N+b17NZzbGBigcNgwnPrii/b15IpLmvKTZrHAeOIE8i+9BKMcykHtHlBTg2yxcnvJ1KZn6W3nY7uG0M6oEQEMoqJgadsWx956065MxXGLFi2S7kuUV9WoUXb7RBoJCQlSmmJVRJwrjjX26IHBzz7bVPblI0+OmM5S8pXV6MsrkFTeeaPUJnUuLkZUm4Yyt5EYH4OUGCvUDN6KBw5E8vTp6NJFhJAABgw7Cbin2U+feJbb5s0Djh+HISUFxWecIb37CaedBsPq1aLjQH1SEox6PYRr8riTR6Db6lXYt3Qpsh58wOkdFPkU50ihtxsFNeJdkofiFsT06YPumzY2HC/eHXGsMMWMiUF0jx5IauyrjJWVsEZHSyYqAuEU39ymjSSIcExTIipKmqgkJCcjYfhw6M85G6alSyVBgW3gVlVVhfrvvweqqpAzaSJOPe00yfFs8rnnNt2HoXNnp4GeNFnV4MOlatgwtP1zWcO7K9q+FmhCiTyJchLvW01NDUpLSyXBmK0Nlcq8sX9Rqq/9fmuOYGYTbIi1yYnjGqJhLl16AkajCUJnJyY6Rjqn24rl0vMVpTvytJOxIaZ5EN725GHSR6SV39iXJEQDKTHAxOHpUp4GThnXsFoq2o86s+TEeEh6UkM5Kpg52IQAbaKBUT1SgR6pWLq0oZxjevVqun/7mt9AXL9+TqYTtvtUen5ie5M2m16P2MGD0eGTj+32S293VJR0XbV2K/Huu5v69c6ffNz8LMTYISVZ6i/q9Pom06rE5GR0W/6nVK621kMInuL69kXPjz9qKAOxeDJ1Kmo2bGiK6FXdp4/0bY2PR+XAgU39uK1tTktNRUnPHjh4yijpvRXYxjndY2IUYtupkxDb3K6N7J6K4nYNmqrCV+CoBc2TU7n3I1uZCXe7f53Yz6m8Kq8e3lhOaZg4cTquVSzPsdLfB6S/lzZttRmkivv8pWATRncwYMqUYW7GWw/jmsbrTZ84wq6/MhobgiuIcrr005dl+xr8ikWnpyF5QH/ox4yWjjfb6kljO6ZPSkLutdfCIrbHxTU9x1BBCKaiUlOlT2zv3k3boyZPbhpXiLGQrX6IcUtRfj66xMQgqm1b6Xy5M/e9LzzfILyTjZflYxQlbTQbtvFDjk0AFhUFfXxzSBMhVCo74wycKgS/DueJd0jvKgKqToeCyy5DnxdewOrVq6X6UX/xxS7HlbY+Trzzon8Q73bTu96IKDN5W9Jcbxrfxb4NCxPSXeh0iOnfH7HJyWjfuzfaX3ed3TkCfWKiU3qiTOrEvYln1bEjki+9FKmXNtf5tEcedjl3EHmxPb8ujfMTqZ8RbbrCeNhxu2M5m8XicVKStKghkN+viBhXOnaMdG1RzmIO6diXiTas0x13NIx/s7Kw64H7pfogzi248MImoUnRqfau15XqjNJzs93DqY8+alf/mquCDu3SOgBpHZAwbBhSL7vMKZ2Uk4ZA19iHKJWHYzmL/ApGOMwn8ai9f2PbeQMtFmT1TZa0oKZMOR/nifp9worqjiOaxi3ifm3lKNXXc+0XxtTyI5+3CZT6JPlYXdSJMc8841QPxDOtSU5GUYf2UjCx1kRGRoYkiLXhqLXlrYwlXAjpePWxsbE49dRT7V5qMXgS/48bpxyhSjxAIYCwfSJhckkIIYQQQgghhBCiRnJysp0sREm45Y2MJVwIac0tgdDCEs7NRo8ejbFjx0phKqurq3HzzTcHO2uEEEIIIYQQQgghYcN9ESpjCXnh1jXXXIPCwkI88cQTyMvLw8iRIyVVREcHaIQQQgghhBBCCCGk9clYQl64JbjrrrukDyGEEEIIIYQQQgihjCVsfG4RQgghhBBCCCGEEOIKCrcIIYQQQgghhBBCSNhC4RYhhBBCCCGEEEIICVvCwudWSxBhLQW5ubkId6qqqlBUVASj0YiysjLExMRIn+zsbCQlJTkdZ7VaYTabm44XYT8dj5WfU1xc3HScKC+RhkCcI7ClqdPpVNNxzIPAlpb8XFfpyfOvdC21chDXsd2DvGxs1zKZTNJvka44RmD7joqKko6Pjo5uyq88fZEPgYgiIRBpuSpL2/W0lr3S87LVXb1eLzn6E/lwvK5jWcnLWqQlv1/5fSiVgfwajmUg9smPdfyOj49XfK6O6SiVg9o91NbWory8XLp/pXruCY51RtyPSFvcq7xM5e+B4/tlS0PUEUFdXZ30Ece2adNGsZ57m1/S3CaVlpYiPz9f+hbPStQ127sunqF4d8Wnvr5eKjbxzMS7I46xvQNK9cH2nEWIZJGm7d23bRfPUHwc2xGB4ztoO0fUVXHNiooKu/dDXEOejvwatnZH6b22tVni/uRtg+09VusHlNrQmpoaqQzFt7i+2nuodH/C4ag4VynP8nKxvQPyts9VO+uqHGz5sbUD4lzHfY55VXvWSn2ZrWxd3YdSWSidq1QXXLX5rvLl+L+tvXHV57h7fu7yrLXdUrqG/J7FeyfeAVt/IH9Wan29qFsiVLk8jzbEM5ePGWzXEcjrjcDVuEhrffHVcZ7UTzUKCgqkd05LGmrPRe25e3K82vhJrX47jmccr+14jL/6SrVxlUAp/45jBPl+LfdkS0NeR5XeA3mZK53neF3H8Yi83dQ6phfjE63jeMd6oPQuelLfPWkTHdNS6k+U5ida33P5mMKxTOR9rW0cKm/XBI5tm+0dFXkTz0Z+rlIZKtUZV/fvTX/nyXNx19+5StPxPbGVo+M74q6fV8urLT21PLmqV67mYPJ0PbnvcMEm67A01tnWSsQLt8SkSCBCXBJCCCGEEEIIIYREouyjZ8+eaK3orELMGsEIye22bduksJZC6k6II5WVlRg6dCgyMjKQnJzMAiI+gfWK+BrWKeIPWK8I6xUJF9heEdYrZYTGVn5+PkaNGtWk9d0aiXjhFiHuECZEqampkumLMI8gxBewXhFfwzpF/AHrFWG9IuEC2yvCekVcQVUmQgghhBBCCCGEEBK2ULhFCCGEEEIIIYQQQsIWCrdIq0dEMnvyySelb0J8BesV8TWsU8QfsF4R1isSLrC9IqxXxBX0uUUIIYQQQgghhBBCwhZqbhFCCCGEEEIIIYSQsIXCLUIIIYQQQgghhBAStlC4RQghhBBCCCGEEELCFgq3CCGEEEIIIYQQQkjYQuEWCXtmzJiBMWPGIDk5GZ07d8bll1+OzMxMu2Pq6upw5513okOHDkhKSsK0adOQn59vd8w999yDU089VYrEMnLkSKfrPPXUU9DpdE6fxMREv98jidx6JVi8eDFOP/106VqdOnWS0jly5Ihf749Efr367rvvpH1t2rRBr1698Morr/j13kh416sdO3bgr3/9K3r06IGEhAQMGTIEb731ltO1li9fjlNOOUWqe/3798dnn30WkHskkVuvcnNz8be//Q0DBw6EXq/HvffeG7B7JJFZp3788Uecf/750pgqJSUF48aNk8ZaJDIJVL1avXo1xo8fL6Uhjhk8eDDeeOONgN0ncQ+FWyTsWbFihdRYrV+/HkuWLIHRaMQFF1yA6urqpmOmT5+OefPmYe7cudLxOTk5uPLKK53S+vvf/45rrrlG8Tr333+/NACTf4YOHYqrrrrKr/dHIrteZWVl4bLLLsN5552H7du3S4OvoqIixXRI+BOoerVw4UJcd911uP3227F7927MnDlTGoC9++67fr0/Er71asuWLdKk4H//+x/27NmDRx99FI888ohdnRHt1dSpU3HuuedK7ZUQQvzjH//gpDFCCVS9qq+vl4QQjz32GE4++eSA3yeJvDq1cuVKSbj122+/SceLNuuSSy7Btm3b+LgjkEDVK6HQcNddd0n1a+/evVKbJT4ffvhhwO+ZqGAlJMIoKCiwiqq9YsUK6f+ysjJrTEyMde7cuU3H7N27Vzpm3bp1Tuc/+eST1pNPPtntdbZv3y6lsXLlSh/fAWlN9UqcHx0dbTWbzU3bfv31V6tOp7MaDAa/3Q+J7Hr117/+1fqXv/zFbtvbb79t7d69u9VisfjlXkjk1Csbd9xxh/Xcc89t+v/BBx+0nnTSSXbHXHPNNdbJkyf75T5I66hXcs4++2zrv//9bz/knrTWOmVj6NCh1qefftqHuSehSiDr1RVXXGG9/vrrfZh70hKouUUijvLycum7ffv2TZJ4IcGfNGlS0zFCjbRnz55Yt26d19f5+OOPJRX6s846ywe5Jq21XgnTMmGGMXv2bJjNZuk6X375pZRuTEyMH+6EtIZ6JTQh4uPj7bYJFfoTJ07g6NGjPss/iex6JdKxpSEQx8rTEEyePLlFfSkJH/xVr0jrJVB1ymKxoLKykvWulRCoeiU0AdeuXYuzzz7bp/kn3kPhFokoROclzCSEPfSwYcOkbXl5eYiNjUXbtm3tjk1LS5P2eYOw2/7qq69wyy23+CTfpPXWqz59+uD333/Hf//7X8mHjUhPCCCEvyQS2fizXgmBg/A5snTpUuk6+/fvx2uvvSbtEybVJHLxVb0SA/Zvv/0Wt912W9M2caw4xzGNiooK1NbW+uV+SOTXK9I6CWSdevXVV1FVVYWrr77ax3dBWmO96t69uzRmHz16tGQOKczzSWgQHewMEOJLRAMj/MsIh3/+5KeffpJWgG666Sa/XodEfr0Sneqtt94q1SXhyFLUqyeeeAJ/+ctfJL8BImgBiUz8Wa9EnTp06BAuvvhiabVSONT997//LQXGEJqCJHLxRb0S5wtfgE8++aTkt4QQ1isSrnVqzpw5ePrpp/HLL79IPpVIZBOIerVq1SpJWCp8fD388MNScBUxhifBhyNcEjEIB3/z58/Hn3/+KUnUbaSnp8NgMKCsrMzueBEhQ+zz1iRRTBodV7BJ5OHvevXee+8hNTUVL7/8MkaNGoUJEyZIziyFxs2GDRt8ei+k9dQrIRR96aWXpMGXMEMUQtSxY8dK+/r27evDOyGRVq8yMjIwceJEabVaOMqVI451jNwp/hfCU2H2SiITf9cr0voIVJ365ptvJK0aoQ3vaFJNIo9A1SthdTF8+HBpIVE4qhcLhyQ0oHCLhD1Wq1VqzIQ21bJly6QGx9GnkfBdJIQFNkR42GPHjkmhgT1FRIsSjSZNEiObQNWr/2/v7lkaCcIAAN8REFFULGxUFCxsbBQbre39ATZipTZ2NipY+QfEj0awkvwFGz9KBcVCbBS0tLCPCMocM2CIpweHd8y5e88Dk4QwmWXIy+zuy7BvrVZ7t5OmUqnUt1ZTLrnXqxhLPT09aTt+tVpNY8SqZJTL34qrWCEqVhWLO0nX1tbeHSf2bRwjijtMPxObfH254or/R86Yiue8mZmZ9B6rvFJe/3Ktitfq8TmnfBF/9Dh6+ALm5+dDR0dHOD4+Dvf39/VWq9Xqfebm5kJfX184PDwMZ2dnYXx8PLVGNzc34eLiIszOzobBwcH0Obanp6c3/VZWVkJ3d3d4fn7ONkfKG1cHBwepMmKs4HN9fR3Oz89T5bH+/v43x6IccsXVw8ND2N7eTtWA4vcLCwuhubk5nJ6eZp8zxYiry8vL0NXVlao+NY4Rq069ur29DS0tLWFxcTHF1ubmZqhUKmF/f9/fXEK54ip6XcNGR0fD1NRU+nx1dZV1vpQnpvb29lIl6rhGNfaJVfMon1xxtbGxkSqax+v12HZ2dkJbW1tYXl7OPmc+JrlF4cUc7Udtd3e33ufx8TGVc+3s7EwX5rFsa1ywfi4//dE4d3d39T4vLy+ht7c3LC0tZZ0j5Y6rarUaRkZGQmtrazqxTk5OphtHyidXXMXk1tjYWIqpOMbExEQ4OTnJPl+KE1erq6sfjhET7Y2Ojo7C8PBwaGpqCgMDA2+OQbnkjKvf6UPx5YqpX50jp6ens8+Z8sTV+vp6GBoaSr9vb29P1+5bW1vp/pCv4Xt8+de7xwAAAADgMzxzCwAAAIDCktwCAAAAoLAktwAAAAAoLMktAAAAAApLcgsAAACAwpLcAgAAAKCwJLcAAAAAKCzJLQAAAAAKS3ILAAAAgMKS3AIAAACgsCS3AAAAACgsyS0AAAAAvhXVDw74i+7iLlX6AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axQ = plt.subplots(figsize = (14,3))\n", "axQ.plot(QT[\"Qcms\"])\n", "axT = axQ.twinx()\n", "axT.plot(QT[\"turb\"], color = 'tab:red')\n", "\n", "axQ.set_ylabel(\"Discharge (cms)\", color = \"tab:blue\")\n", "axT.set_ylabel(\"Turbidity (NTU)\", color = \"tab:red\")\n", "\n", "for start, end in events:\n", " axQ.axvspan(xmin = start, xmax=end, color = 'grey', alpha = 0.5)\n" ] }, { "cell_type": "markdown", "id": "7b4d5194", "metadata": {}, "source": [ "## Extract hysteresis loops\n", "First, let's extract the time series for the first event:" ] }, { "cell_type": "code", "execution_count": 10, "id": "747d83fd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Qcms turb\n", "datetime \n", "2016-06-04 08:15:00+00:00 0.213226 2.3\n", "2016-06-04 08:30:00+00:00 0.213226 2.4\n", "2016-06-04 08:45:00+00:00 0.213226 2.4\n", "2016-06-04 09:00:00+00:00 0.213226 2.4\n", "2016-06-04 09:15:00+00:00 0.213226 2.4\n", "... ... ...\n", "2016-06-09 05:00:00+00:00 0.472891 3.1\n", "2016-06-09 05:15:00+00:00 0.472891 3.2\n", "2016-06-09 05:30:00+00:00 0.472891 3.4\n", "2016-06-09 05:45:00+00:00 0.472891 3.3\n", "2016-06-09 06:00:00+00:00 0.472891 3.3\n", "\n", "[457 rows x 2 columns]\n" ] } ], "source": [ "event_start, event_end = events[0] \n", "eventQT = QT.loc[event_start:event_end]\n", "print(eventQT)" ] }, { "cell_type": "markdown", "id": "4844fa8d", "metadata": {}, "source": [ "### Sample plot of an event and its associated hysteresis loop" ] }, { "cell_type": "code", "execution_count": 12, "id": "018dd26e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (axQ, ax_loop) = plt.subplots(1,2, figsize = (15,4))\n", "\n", "# Plot time series\n", "axT = axQ.twinx()\n", "axQ.plot(eventQT[\"Qcms\"] ,'tab:blue')\n", "axQ.set_ylabel(\"Discharge (cfs)\", color = 'tab:blue')\n", "axT.plot(eventQT[\"turb\"], 'tab:red')\n", "axT.set_ylabel(\"Turbidity (NTU)\", color = 'tab:red')\n", "\n", "# Plot loop\n", "loop_mappable = ax_loop.scatter(eventQT[\"Qcms\"], eventQT[\"turb\"], cmap = \"inferno\", c = range(len(eventQT)))\n", "ax_loop.set_xlabel(\"Discharge (cfs)\")\n", "ax_loop.set_ylabel(\"Turbidity (NTU)\")\n", "\n", "cb = plt.colorbar(loop_mappable)\n", "cb.set_ticks(ticks = (0, len(eventQT)), labels = (\"Start\", \"End\") )\n", "cb.set_label(\"Time\")\n", "\n", "plt.subplots_adjust(wspace=0.3)\n" ] }, { "cell_type": "markdown", "id": "25ca3921", "metadata": {}, "source": [ "## Make a hysteresis loop compatible with `HSOM`" ] }, { "cell_type": "markdown", "id": "484532b7", "metadata": {}, "source": [ "A hysteresis loop is basically an ordered sequence of $(Discharge,Concentration)$ data pairs. However, the length of this sequence varies with the event duration and data frequency. Also, the range of values in this sequence can vary drastically between events and watersheds. Since `HSOM` aims to characterize hysteresis loops based on the loop shape regardless of the event magnitude and duration, two normalization steps are required. First, events should be rescaled to a common scale. Second, loop sequences should have a constant length for a given SOM. \n", " \n", "For example, trained data for the [General T-Q SOM](https://egusphere.copernicus.org/preprints/2025/egusphere-2025-2146/) was scaled to a [0,1] interval using min-max normalization and loop sequences were resampled to 100 data points. Hence, every loop fed into this model must undergo the same preprocessing. \n", "\n", "Let's see what this preprocessing looks like for the previously plotted event. First, I'll define a function to interpolate data in the $(Discharge, Concentration)$ plane (right panel in the figure above). The resulting (interpolated) data will be equally spaced in this plane \n" ] }, { "cell_type": "code", "execution_count": 13, "id": "bcd593b0", "metadata": {}, "outputs": [], "source": [ "def loop_interpolation(CQtimeSeries: pd.DataFrame, seq_length) -> np.ndarray:\n", " \"\"\"\n", " Interpolates a hysteresis loop in the C-Q plane to make it compatible with `HSOM`. \n", " The resulting loop will have `seq_length` evenly spaced data points.\n", " Note that the interpolation procedure ignores time information\n", "\n", " Parameters:\n", " - CQtimeSeries (pd.DataFrame): Pandas DataFrame with two columns. Typically: (discharge, concentration)\n", " - seq-length (int): number \n", " \n", " Returns:\n", " - np.ndarray: Numpy array of shape seq_length x 2 with the interpolated sequence\n", "\n", " \"\"\"\n", " col1, col2 = CQtimeSeries.columns\n", " accum_dists = ( (CQtimeSeries[col1] - CQtimeSeries.shift(1)[col1])**2 + (CQtimeSeries[col2] - CQtimeSeries.shift(1)[col2])**2).apply(np.sqrt).cumsum()\n", " accum_dists.iloc[0] = 0.0\n", " path_length = accum_dists.max()\n", " \n", " interp_dists = np.linspace(0,path_length, seq_length)\n", " \n", " col1_interp = np.interp(interp_dists, accum_dists, CQtimeSeries[col1])\n", " col2_interp = np.interp(interp_dists, accum_dists, CQtimeSeries[col2])\n", " \n", " return np.stack((col1_interp, col2_interp), axis = 1)" ] }, { "cell_type": "markdown", "id": "d71d3216", "metadata": {}, "source": [ "Now, let's apply min-max normalization and interpolate the sequence" ] }, { "cell_type": "code", "execution_count": 18, "id": "2d94c3d9", "metadata": {}, "outputs": [], "source": [ "original_event = eventQT\n", "min_max_normalized_event = ( (original_event - original_event.min()) / (original_event.max() - original_event.min()) ).rename({\"Qcms\":\"normQ\", \"turb\":\"normTurb\"}, axis = \"columns\") # apply min-max normalization\n", "interpolated_loop = loop_interpolation(CQtimeSeries = min_max_normalized_event, seq_length = 100) # interpolate loop in the (Q,C) plane \n" ] }, { "cell_type": "markdown", "id": "d7460084", "metadata": {}, "source": [ "Note that `interpolated_loop` is a numpy array:" ] }, { "cell_type": "code", "execution_count": 20, "id": "55a3b388", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " of shape (100, 2)\n" ] } ], "source": [ "print(f\"{type(interpolated_loop)} of shape {interpolated_loop.shape}\")" ] }, { "cell_type": "markdown", "id": "28700c15", "metadata": {}, "source": [ "Let's visualize these transformartions" ] }, { "cell_type": "code", "execution_count": 21, "id": "c9341668", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2, ax3) =plt.subplots(1,3, figsize =(15,3))\n", "\n", "ax1.scatter(original_event[\"Qcms\"], original_event[\"turb\"], cmap = \"inferno\", c = range(len(original_event)))\n", "ax1.set_title(\"Original loop\")\n", "ax2.scatter(min_max_normalized_event[\"normQ\"], min_max_normalized_event[\"normTurb\"], cmap = \"inferno\", c = range(len(min_max_normalized_event)))\n", "ax2.set_title(\"Min-Max Normalized loop\")\n", "sc = ax3.scatter(interpolated_loop[:,0], interpolated_loop[:,1], cmap = \"inferno\", c = range(len(interpolated_loop)))\n", "ax3.set_title(\"Interpolated loop\")\n", "\n", "cb = plt.colorbar(sc)\n", "cb.set_ticks(ticks = (0, len(interpolated_loop)), labels = (\"Start\", \"End\") )\n", "cb.set_label(\"Time\")\n", "\n" ] }, { "cell_type": "markdown", "id": "72eab90a", "metadata": {}, "source": [ "## Preprocess the entire dataset" ] }, { "cell_type": "markdown", "id": "30ba775c", "metadata": {}, "source": [ "Our `interpolated_loop` is now compatible with `HSOM` and can be either part of a dataset for training an SOM or fed into a pretrained `HSOM`. \n", " \n", "Let's now apply the same preprocessing to the entire dataset: " ] }, { "cell_type": "code", "execution_count": 22, "id": "3277a09b", "metadata": {}, "outputs": [], "source": [ "loops = []\n", "for event in events:\n", " start, end = event[0], event[1]\n", " qtevent = QT[start:end]\n", " qtnormalized = (qtevent - qtevent.min()) / (qtevent.max() - qtevent.min())\n", " loops.append(loop_interpolation(qtnormalized, 100))\n", "\n" ] }, { "cell_type": "markdown", "id": "51fce617", "metadata": {}, "source": [ "Our list of loops is now compatible with `HSOM`. \n", " \n", "Let's some loops" ] }, { "cell_type": "code", "execution_count": 23, "id": "f91d6558", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(6,5, figsize = (5,6))\n", "\n", "for loop, ax in zip(loops, axs.flatten()):\n", " ax.scatter(loop[:,0], loop[:,1], cmap = \"inferno\", c = range(len(loop)), s = 2)\n", " ax.tick_params(labelbottom = False, labelleft = False)" ] }, { "cell_type": "markdown", "id": "04b68e87", "metadata": {}, "source": [ "## Feed preprocessed loops into a pre-trained SOM (General TQ-SOM)" ] }, { "cell_type": "markdown", "id": "f9cb459c", "metadata": {}, "source": [ "Finally, let's classify these loops using the `General TQ-SOM`. \n", "Additional details on training an SOM can be found [here](https://hysom.readthedocs.io/en/latest/tutorials/thesomclass.html). \n", "For further details on visualization functions see [this](https://hysom.readthedocs.io/en/latest/tutorials/vizfunctions.html) \n", "For further details on the analysis using the General T-Q SOM, see [this](https://hysom.readthedocs.io/en/latest/tutorials/analyze_TQ_data.html)" ] }, { "cell_type": "code", "execution_count": 24, "id": "96bdb15a", "metadata": {}, "outputs": [ { "data": { "image/png": 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rabvpk59RN3cVNFWHbnBsM1oM+HHQ27dBsDUj4tTG1xIJ59raGkQqVkKJhtk2OiCA4zkItC8uSHD4AnAWlqKgqDh7rAw7ec5oi96A+t2t7H00vfoSDN0NLU7b7AJ7X6HzgK83Aje/hZwhj++9Fn9OFi1tOxfrptaiflkQAmdg8y9V6H9wVzgDmdlOyEUo+Sc6fyFot5KiR5ym46cz7sGBnz2Ezgh5udY99l9owQa2Nc1zHFT6hg4suf9VClah51FbCeg8g0QxVZcI19cjGQpCIH+vTYa7sOA3ba5JXJA9IRUIIB2NsagL/W7WiI5mLg4SiSRkmwzd7mqVcCYoUkmds9S0glQyDT2eYuNBSYS5hhoKovy+O6FsWAdQoweQrYFdCig64jCUnf9rkMHZrZQ9iJJ9x7KEwoUPvYmNn81gnk61Loylz3+JXf5yVAe+IlM4B+vrEK/dBE5JgXMVwOUvgcvtZTYN2n1IxcJANIx4Qw1sDifzruc6dD1qy94GRBUcCWR3b9hO+xic7IYWCyLywPEw0jEmnrWazUgtmQHb0HEdfdgWFn9K/hmrcoTFn1SyVpbswekIr4ugM1P/00zwPG3GGhB4HarGQYkmsW7SNHQ2aLKpfO9jBH+cBo4zwHMGINmgaAK0xiSOpU9/hHyGCeeaaiTq68BetCzDV1zM/KC/F8YkGiWHDRwvwEirTITkCuRX5mJhtogWfAXwFxS0Sjg3QSLM4/PC5razRMJcGoutCX7yAdIb1zI/M8/T+2+DrVdv9Lr5BnQ978w//V1eEjH8xtPhGznQTJAyeFRMXcq88h19TmuJBtio+1qgDF36DEGv3n1RVFTEbBqlpaUoKOkK3ukGkrRwrMvZ929rjPplQM1s05tObZsPvI8JZ0Jw+eG54lUYop9Fnw2NQ+yr1zr6kC0sdoglnjuAimVRxMMKE4n0EAUdifoEOjP13/8MgSfhbFApW6Q1GarBYemr36EzQVGzytfeRtVrb0EQdDbh2EoKsdt7/4bcux9UXWRezkQ4gWRdGPkI2Q9CdXVIR6MQJAn2oiIUlZXB9SdROEESwdEOOBNbuXFbI2GUSCSQJDuK3cH8zZnwuZJNQxRE2EWJnU+sMkcOEfnhK0S/fA8Cr4GMF65RYzHwhZfQ/6F/wjNmdLN2Fehnxt5+JuRCP7NuNKypwrJXv0eHJoNGglBSScARQKC0B9sl+D10DtgDRYAkQQs3MK9/rr1/v8dY8ykgGoCgA7YA+K6jfvN9obAMrhNvgq5IgC4gvWoJlE1rOux4LSyaQ27MMnnGlOc2QdNFCJwGUVDZJKHGOq/J31BVJJYvB8+RWDSgeEuQUEWkNBHxms4TkdeomsBtd6P2vQ/NaDMMOLqXYtB9N7HGGL3POLxxXCgCLUDLz1RqFqETlTQTwc7iEhSXlv7GqvF7SFxQRRIYHDiezwnxTMeciIQhp+PgZRk2jzdjCWL0+kWbjJSmIU0ZdTlEet0qhD54hbJx2MLRuetwdLnielZuqqU4in0oHNmPil+x7ZrwuuoOE6KsooYah8Nhg8NTyOwY21oE0Neo5KLo8sLgOCRDDWyBlcvoi55jO4r0coXd/gZO+OO1bB+9L+AuZXkdhqojMavjFjoWFs3B8jy3M8HKNBJhHU5Jg8OWZuW2KDNctGX/hN9WVH/8BZBOsJuraLNBL+2F9IY1ZhTR6BzjEp42DZsefQyGSoKYZ5Oo4HKj1xUXw9alhP1MtCrIrBtMG4oinCX5l0zJorGxGNIG4AwUwOXx7DDSSF5SEhjpZAqyJzcqtNDrjCfi4FQdDqc9Y+WTtohnWYLEC9ATabYYyYUKJCRsqx++FXo0bOY+QEDguFPZ4qK1jLziGDSsrEBoTSXWfbMAJbvNQP9jd0d7QudnMhFFmprcSC4UuP+8HBstojwFhQgm4tDjccTCIfb+5cKi8PcYsXJwogKDggGGCL7Hftv9Wed+xyPywXPM2x79+kO49j0Wgr+wXY83W6FzqLy8nOV35Eo+Ry5C96BIJIKysrIdXm+WeG5nFn1LGfUcfPYE8zubGCjetXNm7aqRKIu0MruGAbiHDcLapUmoJJoNwJYDk/7OosViqHnzDUAzO8hxvAFb7z7od99dvxEODSsrzXHRAG/PYhZlzbsbVyjEyrXJIg+bx9Ms/y8JUS2lgBN4SDZb1osMep3JWBR2XYMiibC5Mt/QRKRtfw5IR+MQg2FIxdIfq25kEVo0jNqHrwOS9axqhmHwKLn8FtgH7bJTz2sv8MBW6IO+poZFs9d/uwC9Dx0F0S63q2VDT0XhpACJ3dmsc5qSPJM+P+I11UhFwkh4vMzSkWsYGz4H9BQLjMBZAM7fd7s/69z3GITe/a/5j3QK6fUr4bDEM4OEc48ePdrpXbPYuHEjunfv/qcDYYnndqZqXQqKzjM/65Y3wc7DXZb7WdWtoe7Tz2AkIrRfSfFWdLvkXEw57gkzKxtAcf8y5DMkpDbceSvUik3gObMcV/cr/wbfHnsyMbg1tcvL2fdpVVE4fPuTUK5CEVIq35WOx+EIFDY7GkseaS2tsiYigpi9AvE3kUjaxjcM2JzunUoQ/DPx5fC6IFC5trRqtjLPUvHMFk2fvAJ10xq2E8fJAjzHng/HyMxUXBjxl8MQuu4lxKtDKJ++EtMf+BB73nEy2otUymyEktQ5BHzNq3xC75XT64NKXSZTScRi0ZxsvW4kK02VQW6ZrhP/9Gd5mx2OPQ9F/Kcv2c8HP3oDjhHj2+1Ys5mmhkck6rbllbdoHbqqgd9qzgiHw2yR0pwGU5Z4bkeSMQ3lq5NMJFINUlGgtplAwchu6IyooRDqPniPZdNTYwPXyLHg3F6oqs7ahBJDT98b+YyRTiO9cQObXSjqXHbJpfBP3PYkE94cZM0haKy8vU0rR75AApiSo6jFqsPjgdPna7bYY8LQJkEUpZywJ8QiYUipGDRRgs3pahNBROeSy+NGLBxhNY8p+tkWIj0TxL58A4nJH1C3cdZq2z58HLyHHp+x5y8c0gN9j9kdC/77LbvOwuur0Z4oqTjsEsCJjha9BySWE24P4qkkpHicLS5zreygsfo1Zr+jB1e249Ka9mHjEP2B3ifA2Ez3RQuiyapBwtkSz5lh4cOvYO3rXyCwa39MePpmiI7flkDdEbm1jM1xaPFtc5pd5ItcMbMMGQ94eudWU4dMEfz6KwhQzURBHii75HxsnL4aisaxShsUoe82rh/ymconH4Yg0OpXh3OXXeHbe9vCObihFslICunGsXF2ya9zJpmIQ04nKOQG0eNrtkigqKWaSoPTAcEmZldXtu10AIuFgkgmExBFuU2jwTQB2EQZelJFJBzOyqoN6RVzkfzlM/PuyHGw7zIGBRfdnPG/M/CECfD3LWXBisrF5dj0ywq0B1RnW1NSiKV06KKzRe83vX9uj4fVe04lEohFImyhmCsY6SAgu0yVwYvgC4fv8HfsI8ZBKDTfJy2ZRmz2L+1yrBadi1QogrWvf860R2jhStTOXNzi57DEczsy+9MGJGJU21mFJOqsogJlIdsKcyPJKZMY1I74m8/AUTkqzoB37GjIRYVY9/MqFl0le4KvTwn431kX8ongpLeQmj8VPK+y8yBw6CHbrSow538/ME84Gxvw6Lb7AOQLFFFjjUIUFQ6Xe7uVCLYFRVRjkShLFuRyxOvsFEnouyC7PW0q9inKqYuAoqpQ4umsqxmsBWsQfPIa6HWbwYsahEARvCdc1KrKGjvCUeCGs3sxVGrfrRtY9ckctAd0ftoEBR4H7Yo4WpzsRdYl0ekyPeyxKFt85QrG0n+DS1ax65Ir2wecf8gOf4eXbeA8BTDItmdwSK1Z2S7HatG5WPTEexA4s8cG5Z41LGz5Yjq7Z5s8w2gUP6WuKCtTR6JRdApwluVf1YQdEfr+K+iRBrMJgggUHn8iDF3H2p9WQtEBxQDK8jjqrKsKgu+9ykQzeZ3FQAEcQ3fd7s+v/n4pm/gp2bRwl16QXdlvT2i2oIyE4TBUVmnF4fO3SFAyQagakOw22BzZW5GAXmcsGkEqHkNS49jrbGuLCY2F1++Hw+OEKItZlaWfmPIuGu45ERxPgp724jgU3fhvSN3azsvf+wAz+dDQgXVTliJaEWyzv8X+jmEgnUohkgAUoXXednrPnG43NF5gC8REDkWfDWbXMNtCcg6zA2Rz8B11MusqSfNlZMZ0GFp+luS06Bio9v3aST+xxlTm/KsjuaG8xc+TnTNNHqIqBpbNikHTdfQpqgMv6Ozh6lOAzgarcTv7Fwi8yiwLjiFD4ejfH7WrqhGposYfpq93yNGjka+vv+ahW8FT1J26KooSut32d1aablukYynEQ0nmkycrS/8j82dcqMRcPB5HQtVhd7lbVLKNCe94Ago1AhH5rPaDkuDRE3E4BcNsiOIxWzK3NexvkFUgiywbavlKxD9/FtApgAAIXXrAc8YN4L1tey/sd+hIcHYbdbiHEldQPnN1m/v4OTUCr9PcBWitRYdqnDu9Xgg8j3gwiGg0imzH0FJA+ceARBVGHMCwq5r9u2JxF6gqz3ohKOWbodbXtumxWnQuVrz9A5QENY8Ca1BHjepIQLcUSzy3E5VrkwhVK9ij9zp47AnwjZHngtE90dlQq8qRWjrPjDpzBopONdvtbpi9nolmEomC046iAfmVFNeEHg4itXwh+5zGoOiv10Mq3X5VkU2z1rJEKsUw/c6DDtuxdzAXoC3tRCQEB6+zEnMOd8tqmJI4iYQiEKiZhsORtdUkCNpuj6fTSEGEze1ptwg5eW7TkQSS0Tgb745G2bAY4X+dC06JgaNSnYII33l3wTH+0Hb5+4OOHcsW55RgWjCorO2rqqg8kooIQdx+k59mRZ8p+1+2sQk7EQyy9zWrSdUByQrzcz0JTm2+4JfLusPWfxD7XPAXwKCEGAuLDKDEU5j9yLtMY6gG6Q/TPpvYsKnFz2Wdle3EzC+C2HfAMpT5G1jEkaLOtiIXXL06XxF4tboCvGCwyZOnaGOPXiyKuGjSfKj0fQMoGlrGWi7nI9HvPoQgUZKkBqFrDzh2/fNIcu3aWnax00PyOCG7Wj8RZwv0fsdjUaQTMcQVFbLT1WLxm0rSpKxDMygvyZ614plEqxaPwMlrECW5XSPkZIVS1DQU1nynY0l88SRiT58HjifhZ4BzuhG48VWIZe1nz/L1LoGic0ilNEx/6ps2/VvpVBw2PsHOy51tgkO/7wr4oekGlHgC8Wg0KxNAmzB4CXB2BSuhUrIP4Onf7N/lBAGOEeOgaQLSdSHUvPi/Nj1Wi87Dum/nIp1QmFHMISmNHZ5V2Pw7Lk33e/JTnWQZDdUKihsWojRAraZZT0EYENHtxN3/UMu3MxD+9K3G0myAe4+9WX3PDbPWY/PCzayMH00Ju52147JGuYgWCSL62evsPKDgY9F5l7MkmT+jfFE5W1SQfbA4TxZbJCjT1ChE4GHIDjhdzU8SJEg4UKJhKpWG3eOA0+nM6qhzNB6HyFME0d6u3mPW5J3Mp9TCvIO8slTHPf7OrVCX/2z6X5nJ3w7nUZdDKGrfMp3peJpt99CYKNFUm/4tVdVgaAaLcu/se85KD7rdUP0+KLE4kvE43N7MtXTPOGtfBFK15tYaz7HGNy2BnSNsrgS0eLyNDtKis7H4jSksCEU7/27q8Ey9FXTA2bNLi5+r8ym3DmDZ9+XoW1wNQdRYTWNO5NH9rH0hB3KvY9TOoicT0IOV4AUVVF/M1n8I1JSKt698x7RsgIPsdaDnbn2Qb+iJKOoevtqMulN5PrsDYmm3HUYOl3+zbEvkedjRo5AXnvdYFGo6iYRmwOb2tjhqTEJQTaqQJJlF5bI16kzWklS4gVlTBJudLRLaE5akxtFipWPEs6GrSH58D7SVPzKbGnn8YXPCd8M7sI07st2PZ9iJu8FV6oOuG4hHktAUWpZmHkpk5fQ0NIjgpZaVqNseJJQdPh99Ai6VZt04szX6bMiFAL3XtOJ3/Hmntm0ROPxIcG56n4Do4mVIbWr5trqFxdakIgmUz17NdirtomJqMZqHOQM9TjsWLcUSz+2QKBhZum6rEddReuJ+sBXnV53e5pKYORl6fRVb8Uk+D1wT9kNDeRCx+hiza2g6cPT9J0B2tl/73HazKXz7LvQqOhcMcAKH4tuehuD58/Ogdm0dEz6sRB3HoefY3shlWNWJWAyxcBCywMPlcrfKxkBCUFHSzPvJy2LWVtlIJhJIJWJIphVItvbvEEeiTZJlyDap3YWWYehIf/EgtKVfsjrmZNMSeuwK71VvgfcWoSNIR1IIVoShgUPNiirUrW6bhil0fvKcCofUmLSZIWihKDkcSCVTiAdD2Zs8WPMFE/mQZHC9Wt7NkZdlaPEka9NONTpTFY3+aQuLnbgmZa8LqsFDtlP02dzbsBX44OzZ8h2w7Jxx8ojFM2LYVOtiK3DWFKXvINi6dszEkQ2oVRvNRCHOgNTD9Dq+d/2HW2oYDz5sF/Sb2Hx/XK6QnP4l4l+8yLzu9PptQ8dCKtlxwtKyb5dB0Qy2qHCW+FDUrxi5DIldNdIAUVOQ5iXYPL5WiQvWfCKtwibLsO3A9tKRN+t0Mga7zMNGiwRn++80sWgzZ7CyYe0dnU9/fAu0ea+DE02/Nd99KFznPAHe1/yyZZnGWeRG4QDz75OdYuvWvBlfLKcMxBRzZyRTUPTZ6fXA5nHTtgbCNbVMQGddBDq6yrRs0F092fIyYETxqaey56BTuP6bKRk/RIvOxS+PfIRYOAHqqlAwnPok0E4Y4B5mJqe2FEs8tzGfvFSPsb03QGAJclRdI//sCM1FqdmMxLdvNXZWNOA94QJUrapmnl6yJGg6h+FHDs+qerSZQKvegOSP75jbmBQ96jUQgb/c06zf7TKkK0ugITvLiGNHIpchCwNFnGOxKDhJhsdf0Kpax8zvnEixrXdD4iDb5Kz1OlN3uYTKQXT6OsSfqqQVCBAgS+1rbdGWfwVt6SRmzWK216IecJx4Hzh7+9pWfg81Xeq2Wz92PSkpFb88/X2bJQu6bRocbXBq0jXjDPhhiCKMtIK6zeUIB4NZU//ZCM0DyJZHliFXD6B4v1Y9j9y1DJpCTW0ERGbMYhY2C4vWko4mTW3B8RC1JCtTZ/O70eOSC1r1fJZ4bkO+eKMBsbAOvzPBagrS+2ZEY+ishJ67lXmdeUEDBB68L4D/nv0Ks2vQ+HQf0Q1992i7JgkdRei/N0KrWGnW9vb44D7xr+CE5gmpL//5DRRFh6oD/ffJ3a6CLBJHiT/JKBzURtvtb3XVCVOER6BrGlweV6uaT7TL641GwGspuJ02Jnjae1FISZmpRBKpdBqcxLfbOBnpONKTrma9MJnH2VUAxzkvgi/IjrKcrgIXa5RC9xyKPmca01KkI540YAiZrwLD2na73fCXFMMQeHCajmBVNYL1Deza6GiM0PzGVFUKldvACa1rBuQaMghiYWPtb0FEdMGSDB6lRWej/yGjUTS4O/ofMgq2TWapWC0cQnLt2lY9nyWe23DynDwpDAM6KsJucKIBuVspbL1anjyRD2MRevlOoGYVOLItcAbcR5+Hd+/7CdHaGJvEaGP34GsPhGTL0uzxVmBoKqKv3g7Ur2dd1AjPaddC7tf8Os31Gxoas845RKqy1N/YDMjnrEYbkKQELZuHVcdorZgky4ZgCJBsMuzO9vcRN7f5C6dEkUpr0MSOEfgknpVUmiVVOpzOdhsndeGbgJgCRFPI2U77HzhX9lSJGXrsKEASmRVqzdTVUNOZFZxUBUZCFJLEQZLb5vxsqr5RUNYVkssJWl1HqmpQV1XN/n6HYu8CQ3TCoNaxPc9v9dMIbjc8E8ZDM3hoiobKdz7M6GFadB4qF67HpL/+B5WLNiFcEYStrJQlC/LUX2BA62yi2Tfr5AnhBg0FJSKGdq1Cv5I61o4b6Tjbgu9MGKqCyNOXQZ3/FThqDMMDUt9dsCwyALPfX8AmMGL/v0xE77HZEZnKlHBOfPUs0vO/YsKZMnvt+58OediezX6O1dPWIplQWAxHdtswaN/cizxT1YFwKIRoXTXUVBwulxNOr7/VYpK1PE6noUCD3eNs8xbXO1VtAQZcbhcTOR1hRSIBn4qnYPAGbI728YXr9augTXuUvXa61sVxZ0Aozq4chnhdDEpaY9aNWF0MqUgy4+99UtEArvVdBZstoF0uFoG2+7zMxpQMhVGzqYItVjsKfc2DNApmiTrbzi2aXIMGNAaxOcTXbES6vm1bqlvkJw1rq7dshjgqFkHdvBE8z8E3bgxsXVpepo6wxHMb8ezdVaiuUJHSaIjJswFw2VqTs43QatYj/NDx0DbMNNtQ8wDvKcTGAefhzZs+M2vQgkOgVxEOumK/vPI6J797HukpL7EqA+R15gu7w3XEReBaEIWa89FCNkZUWkewSxCk3Fh4NdVgDgaDCNdWIVqzGRJU6LwNgivA2g23FtqWTkcpsidCkqWsrHNL4l5PUfUYak3s65CoM6tqEo0hFTOjkO0xTnrdCiivHwFOi5n+fl6CsOtJyDaKB5SgZHAXs2O5wLNKP5mCzk9DpZre9PrtGU0W3B5kfwqUFsNTSonoHAxFQbCmtuMENO9gvlKCE3fO4x7Yazw4bwCaxkOJxNHw0wzkOjfddBM2WaX32pV+Bw5Hzz0Hw13qR78JvRtLiBswdsLmZInnNpi0FsyIo67afFN6F9eBl3TwMuDafRw6U8Q58fE/YYSrzIUDdVUsKIN66qP48tlZbOKioHPXIaW4+BWzPXe+oCyZDOXnlxqrigBSvxHw/u3ZFgln6oI08715rAoJPfa9ZC/kAuT3ZKXo6iqRbiiHEg+yZjC65ICnsIR5NXdmkUS+aUo4VHQFNnv2Vdkgq0QkWI9EuA4ypzPR2hGLQtZAJpaEZJfhcDvaRzxv+JEMz+aSWLJDPvtz8EUDkW3QdRgPpVjkWVMNrPh2WUbv/ySgKaolSjvfHKW5kEgvKCqEv6wUBs9DjaURbwizpNX2xEhVA1yM2WLgHQTON2ann9M7ZgQLspAglwoDyHXonBg3bhyOO+44fPvttx19OHmPYRj4+KoXsfqn5fAUiBBWzYAgaJAKfeh68SXtL54jkQibCM8/v/Wepnxk7tQ4nv9nDVIKYHNwGN6r0ow86xr0aBidheTH90NfM80sRA4D0oiD4P7b//Cvs9/DxqXVLKJKE8whV+4LX2nLW2NmM6kvHgHUlFllwF8K54m3gXe37KY//8ulWxqjQBAwZP/WldNpT0g0hEIhpEKVSMbC4EQJvNMPZ2EZAiVd4XS5dno7PBqMQIAIu8u+UxHstoKOUdTj9JZBkbwdYiuhBUw0HAVn8JAcVNXE2+Z+ZyNaDn3mA+Bop0U0IOxxPXh/L2Qrw47clX2kRfyc9+fBoBVqht5/QEVap9ra7deGnaD32OvzwVtcALvbwRaakYYQ2wlpL/ToQhhGEgbd/JLrM1JCr+vJR0EDD00D1j75Mgz6JIf5xz/+gXXr1uGEE07AbbfdhmHDhuGpp57qUKtNPpOoj2LVNwuYDikNzaXIlBl1TsRg69b6DqetvqO+9dZbGDNmDN5///3sLdTezixfmMCUL6kFN1hd1V0GBCHLKotAcjYZUpcd1/XNB9R1M6Et+YJFm+kklUcdgtTEa/DPM95GtD7OhDNV2Ljof6dj2P7ZF5naGdLTXwciG8zatpwB5/G3QihseZLo1NdmmVFnAMMPG4pAmQ/ZDEVc4+F6Jpy1dAqy2wu7vwuKSsvg9fl3OgJLk3A4FEYymjSjzs7MVzHYWZr82FSaTnIVwuf3t/sxknBmdpkGM1nZF/C1uqpJczHUJLSpd1AfbjPqzBkQdv0/ZDP9Jg6Eopv3oYZNwS32lp0lnU6y/Ba7xHXIjgP9TRLQjoAXNkmCkUyxnIP2EtBG+GdWGYM9AntlZAzUSLwx35qDGo5CS9MCJbehnYJTTjkFl156KQtEPv300xg4cCBeffXVjj60vGPDzNXMf79nn9XoUdAAgXbBOR2Fx5+yU8/bavH8/PPP44YbbsDee+/NhHRnp7ZSweN3VWPF4hQb1dIyEQeMXM8ap9P9w9a7D/gOaJLQEaTeuR5Qo+AEg1k1+H3/grfu/hobFlUy/y51Dzzokj0wYI/c7pb3e/RwBdSfn2VdJElASKMOhdh/9xY/T+XqWqxfYHbUooXG2ONHIJthkc5oFIloCLLIAY4A3IFStjOVqYgnRWXC9WEmUL0BL3vubIOijlq8AQ5BAy+1j9/19wmCmzdsRvmacqTjKbbAcPsy9x5sD23+v2FsoMWyAYgchHHXgBOys/Z2EyUDS2H3OWEYHPNA2z32jLz/uppEIqlBhbPDSijS+02JhE6/F2la0IXjiDaE2qWMnR5bBEOUzUob7qEZeU7XwD5w9OttVmXSgPqfZiOX2bx5M2655Rb07dsXX3zxBd555x0sXLgQM2bMwM0339zRh5d3/PjYp9iz10qU+UJmO25KoO43ACVnnLNTz9sqI9ySJUuwceNGHHLIIeyCvP/++7dr32Deu22UzpFYd7DsS/ZpCYmEjnBQw6dvhbB8EbUSNb9OFSSuulaDMrsahqDC0ASIJV3RGVCmvUDdUMCJFJESYD/udtx/wWfYsKCCtcOkIZpw6mgcfd0BHX2oGUVdPAnK1/8AUhHwAgedlyHv3rro2yf/mgyFCjtTMhBV2dgre2tfk5gl4axGa8AZKnRbIQoCBRn12JJvM1QfAq/zED12ZkPItkRBGodEPIZEPAKeF+Dxtq94pDGqr65HpD4KVVOZrcXj97S5gDMi64ElT4CTdFY7me8yEcKYvyHbqVxeiWgD+YE5VCyvQSKchMO7cwKa5jk1HYfDTmUUbR2aAE07Hh6/j91vU6EoSx6l3VBvoPWVbnaEoUao3IqZLChw4D3NL8n5Z9A48i4PNENgE0j19zNQfMCEFuWQZBNjx47FBRdcgOnTp6Os7Nfd6G7duuHcc8/t0GPLN6qWlaO3OodFnA2dg8Dr0GU3ut1w504/N9/aqPNZZ53FLtDDDz8ca9euxdKlS7f5s/fddx98Pt8fHve/mrtG+bkz4njxqVpcc94m3HxpOaZPiSFYr4ETgN4DZFxxQRW0GR+CU2PmKmforpB7516ZsZaizn8HypRHzNUd5XcMPwpP/WMti6LSTZxsCAdeOAHHXb8/8glt/c9QPr2eZinWUY3u8LYDr4DQbZcWP9f6hRWY9elSthCjMdvv/PHIZijamY7UIJWIQpTtcHsyJ2yZIE0kUF/TgEQ0AY3T4C/wZ2V5OrKtpBMRyNSMxOGG3d5+flcKYJBNIxqKQbKLKO1eim69u8HjaftcAn0zdegzt9GpDKew90PIBVKNJSAJR8AJm9u207svqhKHoaeRSPNZ4cdnzVSolXfAA4EXoMXTiITDbWbhMGhEBRsgSgDtPNgy53nveeYx4O02dl+sm7kE5R//gFzlww8/xD333PMb4bxgwQL28a677urAI8s/fv77SxhcuN6s6Uw74S4Xejz+MuSy7u0vnmlr6pVXXsFLL72E3r17o3///iwxgQT19sqyUBLR7x83npGbkce1K1N49O81mPxVDMkEu11soaRMwnX/KEHX9IzGtrRmiTqxpPWm9FzASEWQ/upmKF/fAs5QzO1bQcSkKd0x56vlTDQT/XbrgWOu3jdnSq41B235p1DePwecpDXaNTgIo0+FOPa0Vj3fL+9Tdy7Tiym6ZBx8SfPrQrc3NAlTZQkSDDaXF7KnOKOigQnnKoqmhiEJEgLFASYIs7GkYTKZgK7EQP02JIev3bzOTDiHwohHE3A4HSgoKUBp19I29zkThq7AWPIvgF6qCHBDLwDnal3N1PZm7ocLmIWMHqJTZsnLO+13T6XAgYfD6ckaPz4dB1mcnD43VE5HMhxDpD7YmNiYYdLlMHgOBi+wKDdH1o0M4R3WH64hA6GxzXIOddMpMTEzSZ7tDfmcf8855+ychcDij+iajr7qVNbZV6BEZs5Al7uehlycmXtUi8/uSZMmMa/OtGnTtnyNos777rsvizL/fkuIJtNtTah6Dlo2wiENb77UsCVL26wVCIzbx4Xe/WTstpcL6SVTwCPNRlZXBdhG7g2prA/yGWXaE9CXvNO4FKO+tzL+O+0EzJpRw6waGgeMPGgQ/vbcycgnlCn3Qp//ihltNjhw/q6QDroPQu8JrXq+Tcuq8e0LM9nndGqdetdhWbvQoMk3EqqDDTEkqfqFu5j5LDMlbGkLvKG2AZFglDX48JX62iWS2lpURYGd7n0Oe7sI16bFSygYQjKcYieMO+CC19f2lTWaMGpnAem6LfdBvs/RyAWorvPsSYtYKWq6jY85fmRGFjGSqDNrgUAtqbNogUcC2uv3gRcFJOsjrLW9BgP+gkBGffkGx8OQZHNyFF2A4EUm6XvRiZh7xYPQ4knUTl+Mmh/nomTv0cgVqqurUVlZyYIC5HFuEv8UTLQqbWSeaS/8AE+iHobT/Lfn0JNg65O5AgUtVrAUYT799NN/87UhQ4Ywv87HH3+M448/HvnK6y80YNGCFNOIPj+PMy8MoM8AG0q6mAsGddMCqOXzWQQSOgepzxDY+md3stfOos1/Ccb8581azhwPzd8PL329O2Y21rKnqPPeJ4/EabcfhHxCW/wa9AXPm6KZoi2wQTr4Hgi9Wi6c6SY645Ml+O/VH7F5h+ZdySFhaBZ6nZusFKlYA5R4GBovwOkpzLhwrqmqQSqSht1ph6/YC6+3/URha0QsVZxI6RKc7dAUhSwi5HEON0QQj8bNCgsBLxPO7eUFp/PAmHphYy8MDig7EijIjMe1rfno/q+pcigr4ECn1Ohjd/64ybaRTmnsHphtfvytkwjZcdZrMBIKoqEIAkUFGbtu9fRqGCIFyiikj4zj7tMdUlEhlA1m+dfqn+ajeM+R4ITsvC/8njfeeAOPPvooysvLcfTRvy40ycZ6/fXXd+ix5RuGYWDdjDUIr+mHvfqthu4uRtnJf4z47wwtvso/++yzbX59zpw5yGeee7IWk7+Jguc40sUYN9GF3SeaGf+GmoK2fgbUVT8zMUUJY4arBNLA7Par7iyGrkGd/XRjeSoODcIAPPLSPtiwNs0WGCLPYdd9+uLsvx8GyZZ9E0prMNJhaD/fAX35e+Z2NU08YiHks74F72hdAf9JT/yEd/85mXJsGBStv+XjC+AtdmdfcmAkjHSsFqlEDC6nA4atEC6PLyPCtin5sL62AXqarD8GE840uWSrcCYxQj5SLdEAm2xrF+EcDkUQaYgglUrDLtvgCjjbVTgTRngpYMRYhz7KkOYHX8CEYzZD59e7d3+JWR8uYv/mwDHhHOjm3+nnVpR049awlLXnKotAe70sohGuDyId0SBKIjw+b2ZKysW/gyHZWIUpwTG0TaLvQ284BwtuexrJ2hDKv5oJz8Be6HVibuTQXHHFFexBfmeq72zRdkz93w9Y+uUcHDp0M2x2Hd4TTgPvzOzOZX4omjZEUQy8+Uo9vvnCrGWtGwbG7+HESaf/esNVl38DvXwBi8JQxjmpKvvux4NzZHbbKtvQfroDXKoChghoqoSHXxiA9VUpc4EBYJ8zxuD8fxyGfMFQYtC++wuMjZPBCY1+FFcRpBM+BtdK4fy/Wz7Hdy/PYjvfzAnEAUf9bSLK+lOr3exqt52IR5GI1MEm6RBtbhh28iB7M+LvpG1vEs7huijSiTQkm4TCoiL4/JmZ2NsKGhdBbUBK08ALbVvdgkWbgxEk4nHwhgiX18HqOFMCZXt7bI15NzEPIVvxdTkAXNFYZDsVK2ow5eWZ7Fqj0SrqU4DDrtk/IzsPsWiYBVFkuyNrxTNBx0ZiWUmloScUxMJRSDZ5p61GuloLHQ2AIAGcCt7eNk2dvIN6wdm3J+I1S9gdc9lTH0AuDKDrfqOQ7ZA1g6L/JKDD4T82TGMLG4uMsGn+BvQvqUPf4jozL+2bZ4BjM2sbtcTzn1BeruA//67FgrlU+J4ighw8Ph7nXFIAh5NnokJb9QWMuvksSgaNBxfoDmnAvvkvnBf+F/rKN9kEShGcj6YOxdrKAraAEO0iLvjHYdjreLOLVz5gxKugfXwQkKwzZ16NA+fuAmG/x8B5Wt78JlQbw9v/nIxvX51jTuYc4Aw4cOMbZ6DXsOxKuopFI0hFqaJGBHabDWnDCV9BSca8vcy72xBGLBhHWk3D7XXDE3Bl1ArSlk1RFI2Hy1MIhzfQJiK2yaZB5caUOBX4F+EpcsHpdLZ7LWnCCC4EwovMqLNhgCs7GLnAdy/N+DVXxSbimkkXwuaUd76rZrAWutoAQZAhyh1X37lFZewCPtSrdVCTaUSDYfa1nTmXVGUlDJnMpTQPqhDch6CtGHjp8Yiuq0Siog66ZmDxo29D9LpQPCa7G25NnDiR7dD7/X52X9s64ZH+Tde5xc7z3RNfY86Hc9A9YJqd2fzaJfPdTi3x/DuqqhR8/EkIq1cmsXK5AiVlsMQSnePQf6CE2+6hNsNmZEGvmgu9Yia7X7BIZGAApGFHgmM3kfzE0FXo8x6BPu8xcORfETjU1LnwzZxBLHN9t/3745Rr90W/EfnTTdGong7tp4sBpY79m73XPY+AMPEBcLaWdf5rqI7ilb9/i6W/rEPd5jC4RpOz3WfHQz/+FS5f+7b0bVZULRKGxKtmGSrZh4C3MGNVNcg/HaoNIxaLQuAl+Aq88Bf42ESezcKZYPXrlSDTkLzN2yZCltk0whHEggnoUCHbZLhdTni8ng6LcOoN88zkYJr7RQ+43tndTZBIxtL45b0FoPLpZIuifIKdFc4EVZpS0rQrSbkPTrhc2WW12h60W+EN+BCrDSEZS0C0y0xAt3bxpyrTAF5g9zKO84AX2m4OdPfqgqHXnIaZ1/6b/TvZEMW0a57GQe/dBXth9gatmqytZPWyaBtoQfLlQ5+xRdXGWjdiEy5Al95eOPc+NuN/yxLPvxv4q6/dhLpqSvwgXUgxVXMCHz3GgUsuK9oinLXqedBXTTKTxWgSEdyQRhyf0fI82YaRrEP0q4vhCP3CJk8q1JdOiLjy6WMh2f2YeMIA/O1fx0CSs7NCREswDN1Mipp1LYz17wOqtkUwcP1Og7DHgy18PgNfvDIbn/1vJjatqGFPxapjccBexw7D6bcdlFXCmW7wFO1MROsg85QM50CgxCxFlynRZvqbzdbINrsNviIPizZnY8LV9qwsqUQSkiy3SbSRnj/UEEFaoQZMPBwusml42d/q0IVF7bcAvUd03+tzbtZ7nYkf35prJvTRvdsADrp4j4wsLFPJEElH8KIPBUVdsz7qvDW0c6H4FKTrQkiH4oiLYqsr2lBpOkN0kH8DojwEbU3RboMx7tErMPWKx835V9Ox4PEPMfa201lVEYvOCcdx6DmqF9bNXItjxyyCd+Z3SK4ognOvozL+t7J/lmpH3ni7DlXVCgTwzM5H68OiQgH77e/G2ecWbKkFqpdPgbHxa3P0NAGcYIc46vy8Fs6bVlVDmn46CrCE2RbI213d4MaDrx4IQ/LinvfPRt8ssxu0FqPqO+iz/wboCqAkwRzc9JpVgNvtbvCDzmvR8836biVee2gyVszezBZkJDUoaF/WtxC77NEbZ995MOwZiIJlNtoZhp6qQyqZhN1hh8vtzWgJNiYMqd122oBoE5lwpok7m/2iW8Pq5CohCLwBQ/RktL51k00jGo0hFVPZmPiLPSxa2NHizEhVA5GFpjmfEoXdvZGtqIqGqnUNeOLSd1G5snHBCmDUoYPQb/TON0mIx2ONUWceLnfbV1nJNHReUQ1oNaEgTl1CgyEWeSZR3RIMIw2dD5F6Zosq0dY+tekLR/XHyJvPwNz734Sm6Nj0zTwUjeyHvsftmbXj/WeLXsu2sfOs+mUVeo/ri5FHj0T/n8xGfHqoFsqaBbCN2AeZJH/VXgtRNQOvvFrPEgJJNpd2kXHA/h6ccmoAdvuvE7oRWgG9etqWChOUXSz0OxacvWXb97lCTUUYc7+fhYJ112NU/0qz850KbKr24+8vHYhjrjoNh54+GrI9tyaO7WFUfwN90W2AnmRZ46yWFbtKvOD2eBh8t4ObHfVbNmcT7v/re6haU8/+zRZkHOArdOHg00fj5Cv3hs0pZVW0mURtNBKElg7CUBXYHB6IjkI4Xa6MCk/yOCdiKUh2AcXFhWwSzxXMVtxxxBNJ2GQZNrsjI5HgJg81WQGYTcPQITskOJx2FpHv6IWFrivQZ50EkIVHlMA5BoArORDZyNSPFuOpKz6EJPLQFG1LMIQipEdftc9Ov1+so2Q6DpHGQXDA4chNqx4Jfk+BF4qmsgTCmvJqFHYpalG+Aduh42XzBqelwfPtZ53oceg4rHhjCkKrytm/Zz34HupXVKD3keNQMKhbVkWhI5EIGysqV0d2taZmKc8880y71YbPZ2rW1uDpk56EoRtwFbgw7Iqjkf5lEvjiHpAGZD6htNOK51hcQ219GjPmRrFpcxqTf4ggTv5mik0IBu69tyt69vxtNEmProOx6kVm5TDYNWmHOOQccK6uyDemfrsMi2ZtwIYpr+C6M6fBPTQNGDw4Rcf8NV1R3fNhPPLDGCYEcx3WKa3iPeib3wIXWUFZQADddBWacXXANwz8hJfAOUqa9XzxSAqvPjoZ37+/EDWbQxDYGUOFsIEhu/XAJf84HP127Zp1meDxWAO0dAy6loYoiIDND4eniN3YM2UTIOFcX9eAcEMUsiTDF/DklHAmKCpsKCE4JEAXPRmZ+GjhYvq/I1C0NDiq2OOwwV9oRjSzwf+tb3wB0CPmgpISqAffCE7KrsY1v1C99Js/Z9FUVdGhqzpLxqWQyC4T++CYyyeix+DSjHSU5DkVis7B6XDnXNR5a2jXxOPzoDZejVQ0hc1rNqOgawEKCwubtWBTjVWsoyyztElF4Pn2rRS0x0MXYN4jH2DT5IXMB7fmw1+w4v3p6DphEAb9394oHdUXQhY0ZaMFCfHBBx9g9uzZW75+7733YsyYMbjllls68Ohyn3hDjAlngk82AGkRtpF7wHXa7eCdmV/QdfwZ1c5MmxfCf97YhAVL4tDSNEWRSYOHaJgSR4CBIw4N/EE4G7H1wLrnAckgixs43g5+xA3g+Ny9af4eJa1i0ksfwZP6Bh51CY7r14CC4QlAUc0NT/LBGgUYdd3n4O3ZU0ptZ9FX/R1G1ST2uUFba5Q0o+nA0FvAUUJUtyPBic2LLC2duwnv/WcqvnlvAQvE8OBYN69hY7vjuIsmYN/jsq8CCUWbY5E6cBoJ5xRk2Q3eFoDb7clYElxTc5VgQwiJcAoiZfwXOOF2u3JOOCej9Ugk03DY7LA7Wh8RZtV6NM0s0xeOIZFMUOCOJQVStZFssGk0YWhxoOYdgM4HqgoglAD+McgWNq2sxVevzsbPHyxCuDbGvM1UHYmm0mOvnIhuA4ox7ogh4DPQUIPeN9od0FQVdruzxTaHbIMWZm6Pm52LVesrEGKdPUPAEKC4uHiHv2+wCZGSBelfmbMvNRdHsR/DrzgWVXPWIB2Os8ZcRMUvy7Fp6koUj+yNQSfvhW7jB0B225ENEWjqNlhSYgZj6HP6mkXr+eapbzHvk3kYetAwhCqCOG7ieqgLv2PfS3z2DDxn3YtM0ynE86zFQYSjCt79sgI/TovC0Ml3KkA0+0kzdOhMSHfrLuP0Uwq3fJ2Vk6n/AUb9dJYYwm4Qkgy+x4l5JZxn/7IMq6Y8j2N3/xYs4ZomSIq6pjkYogBO1aCXHALHuMfBix1/A8oEeqoa+qangYavzGgavWZKfnL1Ad/3cnClzd+STiUVfPDCNDx+26dMMIssiYrDrhN64YSLJmCvI9qmaUAmhHMkVAtdCUM3JNhc3eB0uZlwy9TxNgnnhtoQUgnyR+rwF/hZXdNcSA7cOmreUFcJQY/CLrkguwpbFXWmKDM9F6tkEk5ANRQoCR0Cz8FbaIoxigZm0/miB6fB0M1a97S45If9CxwJpg6Gzq3ytfW44+RXUF8ZbkzENUXz2XcfjOF792XCOZPQ+yYIKjhOhIG2SRZtb+hc8/l9SCtpVJZXIloXhSFw7BrdkZ9fR8WWuVDi2qa+845wdQngiPdvQWhtFX6+/XXENpMF0/xe9bx1KJ+zAZ7uhSgZ1Qf9DxuJbuP6oaO45pprMGLECBx++OHs31988QXuvPPODjueXKdieSU+uscMfm3gONy/9B8wvnsGic3fs92Qtog6E7kzc7UQTTPw87xazF0awmOvrTWjygYJZrmxIYUBDRqKAjK6lsgY2t+FCbt5sPeEX73LRngWEJ4DI7bW3PejxTXp57JDwfmHIh+YP3stJn82FQcN/C9O2DcBQxdJJZglh+gHmK+7CPyY+yGV7ot8gCpp6DXvQdv4eGOpOAMciTixAFyXU8H3OLNZCyOauIN1Mcyeuhq3XfI6eDI0N55blAw4fPdeuOT2Q+Evyr7oalP0LBFvQDoZhCjKsDkK4PMVZNxby4RzTYhFVm02Owr8vqxut7094vEobEIKSUWD4HS32M5CY846EkaiiIbiUMmeoYvgBANOtw2yTWKdAtu74cmO0Oo+g7b5MUCygdNUGM5dwbkGIBt44OJ38eNHiyFRMndjV+hj/7oHxh06CIPG9mij6yaGZDIGgZfh9OaPV5XO5UAgAJoCaJFLVXBoV+TPxDNFnTW+BuDcFI3YUp2qI5BcdhTt0gtHvX094tUhTL7uZTSsqoBOzawAhDfVIbipDis/nQPO6USP3fth3GUHwRFwwdaOEemLL74Ye+65J77//nv276uvvhrDhg1rt7+fT8RDcUQbomxHie6tsksGH6tBetMiiKXdIO16EJxH/61N/nbeied4UsWGyhje/GIj/vfROjJkQOAEtoVO17UGBT1KXLjk1J4YP9KH7l3/eNEYiRVAZAYQWWKKZprj6QIUneB6nw/OkV1+1dawYukmfPj2z6hb+QFuubQcDrsBg5q8kDuD46HKg2Er2h28exD40uYnyWU7uhaDuvZmIL6YdcOipDhWakv0Qxj5YYt2E26/7HV8+vYsuJx2ltlPEWdZpAQvGbc+fRKGjs785J0polHqVEdNEuLMJsBLhfB6/RkVtLQNTEIxFosz/6nDboe/yMciq7l2PpFdI52MQFU4OLxd4G3hIoNu7KFQCOmUAk3T2YNK3NlsMvM2N41Jto2LnlgHreIxgKOKMyIMXYfY68oOP85IQxxvPfYjE86EqhvoN7QUux86GP93/b5tdnx0Tut6kglKw7CxHZpcpWkx92vZvRSCoRAkXoanwAN/qX+Hr0/FaubYMKUEB8kYgY6GkgTdZQU44tUroMRT+O7611A5dx3UFNkPOVYDWA3FseqrRVj25SImugcfPQp2nxNjztyD+aMFqW0XsLvssgt7WLSeqtXVuO/gh5CMprDbsaNQ1LMAo48eDe37Z6Aum8p+xojXg5PbZoGbV+I5HFNwwKVfY1N1HP5GHxrFlx02CYP7KDhy71IEPDoOGi/CLi4DtBiM8BoqegOoVK/TA6TrzGYYVItN5AFFN7fnfKPABSaAs+e2cJ4xbTm++HQmJr31HR65pQbjj0sARqOI5HlE073gHf80ZOnX9uP5gKGnoQU/gVb9KjiqpEGCmTkrBPDFx4PvcnqzhfOXk+bgw9enYfq3K9m/4/EU880bnIF7/3ca9jx4CMQsyvLeVnJgNEylu9IQJAfEDLbZboJZEmIxhOpibFxcXjvzN2cy+bC9oNcSDtZBFhSINhucLn+zx6opEZBsGtFwAoZmwElj4XEx4ZzJEndtgVrxOAxWgtMAR/cI/0Rwzo6NOtOYPnPr5/juvYWUus2inUXdvLj3/bPhaewq1paLKEVJs2PweAI5tXvSJJTpNdAigHJcFFrM6SrSSRVKIg1VU1kDnsKSQnTv022H57kqrALH2VhmBww3eGRPJJ7uM7LLjkP/fT7794pP5mDd94tRuagc0WrTY0yxsXQshXmvT2Nn0tw3ZyBSH8ewI0cwK1/Z8O5QVR2BHgWINsTx9b9/hK/Mh3OePBk2V8vyQf7v//4Pb7zxBkaNGrXNe2BTExWL5rFk8jImnIkV09bg/GfPYZ/H1xWZ+o0WUt5fLbiZJi/Ecyyp4rx7fsTspfWIxU2jUyieRLFXxmVnpHD6ERpkvgqcsZEVcefoJkLWBCqxY6jgsImV2AHqzNq+tAVI+390grt3AXzjwTv6IhdJpRREo3HccsPzWLpkAzaurcP+e1JiYAyFPrrhSYBmvma+6FT4ul+aFV7GTFo00nVPQY9PY+8xR2e8QhF2ARDKIA7+J3i5eZ7IWDSJuTNX47qLXmDRC7Ex2bSw1IO/P30Girv60Lt/8ypydBRM0DZQWScFOifB5S5i9ZUzJWhpm5e1266PIJFImhZytwuBQO7Vwd3aEy4YUcSTPNxes0lJc8ahydccqo+yWwmVJaSUZI/HnfWimdC1BDSjHJDt4AwdfOBISF3/0qHHNPfHNbj9rNehpenexSQ9Dj9nLC688xDYqPxJG0KCMxYLg+MN2GVnTkSdSTA3JaXGInGougotqbGdMmqdyxsC0lqKRZt5mYfP4YXskNk1u6PXp4O2y6mhmB2GoYHXsjuSOvDI0eyRqI9h3ZRlqFy8GQvemQle5KGr7GRCvC7GotOLP57PJMCCD+dR/IydZ5RDrhsc6tfW4cnTXsQ1H13Uor9/7bXXso9Uqs6i9Ux68HNMfuEnDN1vEJw+B+KhBPY8bTz7XvKbZ6DMfAvSoDEQhx0E+z5noK3IafFc3ZDA5Q//hA2VcazeFMfQgQLOOtGBbiU6BnYHuhVF2U2flR4jkaimTUHc9GhqLb/1R/a5ANgHAK7h4FzZVx2hOdtxs2cvw7p1Vbj+uqdYZy1q5nLZBTyOf4hHjy60gBBhUH6cRmXZiiD2uwO8q+07Q7UnhhZGsu4BGMpm08NNNg2NEn04JgSELheCo/qkO6C6KohwMIaLT/s3yjfWQ+BE094CHU+8ehFG7t4XnhzwPpKYi0UbmHCmsoNOT+aEM51z9PxUTSOVSLF66VQD1xtwsr+RbT7e5nZYjMeCSCfqIQgSXJ5CuD2+P402kkghsRKNxBAJxyFKHGuuJEoifD5zAZHt0Ur2XkbehRr9FpBFcDoPQ0mB92e2yUBLoNyCJ27+BPN/Xod4NMXO2W69Ahg1sS/OveXANhfOBO0gcJzC8qgp2pqtya5N9cLpPGRdMKMKS0o1FA66oUGQeOavF+3m4t/v8LLxpNfT9GjW35FXQhTJvmJA1xQIRm4EmBwFLgw5dgx7jD5nIitn+POT3yIdT2HV1DXkAWLJhoZBNqrGrrJmpVHzwQGhypZXx6BydMQ++5jX0aZNm8zzuFu3jL/GfEHXdYRrolg3fyP+d/nr8BS5Ub2ikn1v+ruzcdPnV8HfxYdAqROJ925H+seX2fumhargOOE2cFLbNR/Lzqt/B8xdXoMXPl2GqroEvptVgUEDbDjlOAfuucENm2i2YEWatkhFUxxuEcqkeEhIOwHOBdiGgCMFCR+gksDymZYN+0Bwcu7ZM8KRGB7512uYO3clpv68CFRThOcE9O4u4vkn7OjTiypKqDBYtJkiBjw4124QetwGPs+6I1LXq1TkJeh6NbvlsUizqoOT+0LqdiF4x59nhauqhkUL1qFiUz2uvOQZFpmgZFNCMzQcc+J4HH78WEw8MDcSPWiCC4cboKkUWRFgdxXC4/FlRDiTYAyHImyipoUaVbPx+B1bqkZku1jc1lhFIiEoySDSyThsNicgev5UODeVnauvb0AyngadbizabLMxiwYtHjJV9q8t0dRNSEZfhZFeBw5k5RJhGAp4uQy8fWC7H8+6ldX4952foXp9COtX1Gwp/0jjfcb1++Ggk0a2y3HQe5tIxKCqVGnDbFqTLfajJu8yHWM8loABHcloGoqiwuA0iIYEXuYguiTINhfz2NN53LSD0urXwQe3/L5gdGUVrHINX7eAee327oYZnyzB5hoODsl8JT6ZxpWDja5lMzDNGu1Qe/fT7j2i1X9z/vz5OPXUU1FZWcnGrkuXLnjzzTcxfPjwjL62XEdJqbjn8Eexdt5GuH12JMJJhOuicLlkpONp2Fw2lPQphrvAhfTPr0D5+WUm8agIgCE4wHszW2Xn9+SMYlI1Hfe8MB0rNzbgx3k1UA0NZ59WjDcv740Ju9G2ogEo5N/lYWgKE44MgwRzL/DariwjmBMVWnuCk393w5Ab28xmfwDxD0Qicdz34P8wZco8LF1KlUVE8ByPSy8qwDFHeTCwDy0eNBjUapoXwOkcOLkLpOJLIThzL7K+I5T0LKTi75hdAgWzwQTH9YC9y5XghD9v6lBdHcT6dZV44pFJmPL9QjhsNjYx0Y3T5bEhFknhwMNH4L5/n5U1k2dzEwTTqRDbXrXZC3Y6ObBJLFJCYCqVZI1hWLtfnwOyTAlwjqyNzP3Za6IFQDweQTLWAJFTIcouiA4/q3m9reg5LRzo/IjHE8ymkk6l2eLB6XbA5XKyMcgVu4qmViIe/RfzEYPKUdL5nU6Ak/pALrkJHNd+r+OrD+Zi8meLsXF5LdYsqwJPzT7ZzMhhj8MH4/Qr98HgUTvfYrslUed0OsYCDqLk6LCFEJ1r9KB7D52r7GMyZZaA5HRoCbpXUXInx85Xh8fBAigkmOmYM5mUymndYfBrWFtuXs3NXcufJy3GlPcXYs5XK9i/BY6DqlKpUSAaBzx+OyKaDl/AjoKuHgzZqx8OvmgCbM7Wv/8XXHAB7r77bpx00kns3++++y7OP/98zJw5M2OvKx9Yv3ATE85ELJRkblq6NZ3y9xNgqBoG7TWACWfaTdbWTAXHk5VLBFfUC85znu3c4pkms2mLy3HLs1Mg8CKmLa5GUZENxxxXhr9c3A09u9HtlCwJlEVLHgSBiUQu5QGfLgWvFIHXi8CBJoKmZ82Niaw5UGThsX+/ho8/+RHz5q1kC4ZDD+uCy6/si969bHDb0+DUJOunzVGAnRfAC70h+88FL7ffxNNe6EYYKeVnKKmp4Kj8HIX/DAO8NAB232V/OvnTAmTt2kqceMwdLAFQbCz2n0ylYRMl1ujk9gf/D3vuPRQFRZnzCLfHNUQ+50i4FtQfgpM9cLp8rRa2TVvCkXCUJRrFo5Q8RYJcht1ug8/XPE9wtkCvhewmbIs7mSCZBCWZgCQJ0AwnfP7S7dZyZnWf6xtYXgE9BJ5nJefo5ynqnkuLB11PIJ56GYbkMnMDjBTA+2AvvQO82KVdjoFyCv7zzy8Rqo/h07fmsFs2lRelQABdf3sdOhgDdy3DKX/ZC05P+3rGNV1h5zhVjXE62q70JGt1TfcsnmfnF+szwJKSExAEniX5pZMKKLc5FaObOnlI6ANVg9IhShIkmw0uj1m9hQRzW+388MoAGGp3ZomkgE2ukIil8MYjU1BfEcFP7y9ka0SRLSoA2Slh98MG4+Czx6CwzIeCrpmvEUx2sCbhTJx44olMTFv8yubllfjq+Z/g8jsRC8bRZ0xPHHbpvijo6sfA8b+t0a3OeB3aoo/BCRw4fxc4qWxsoAxtTdad8Zuqw2iIJHDu3z/F8o31KCv2ofdAH044oTeeOXBPFBWKECgMoSbA6SoMJW76kjQefCIAMV4GId12GZYdTTqtsBvp08+9hc+++Alz5i6DTZbx1yuG49zzB6FLFyonpQBa0kx6FBo935Age0+E6Nw7rxICm0jrS5HUvjL9vLILBm0wqBpEcSBs7jO2KZxXr9mMN9/8Gj6vBw8+8DrUtA6+cXFFulvXgH4DuuLlt66H3S6joDC7WhE3N2IWDlZSmAiaLsPnLWhVY4+mqGw4HDET4ZIqq2cty7QV7IDP58kJP28T9BrImpGIh6BpCajpNKuQIokyBFFiHSV97sA2x8qMuEcaPdEpWp/B6ZIhChJ8/h03lcg2NL0Gce1tGBLt0tnMBSfXG3bnqeCFtq+689Gb0/Dmiz/CKdsxb/patkXO0Y4h3ddF4OTz9kBpdz9OumhPJiA7AolqXHMGbDbxN+8v25UyDLYD0XTuN+1QbC/KS+cP/Sz9TpNQpnOJfpa+l0ykmCeZRDKJZV7ioCQoOERFgjiKhUCk1FMSC7zIElHJVkaCmRZs9HztlWPAGbmzVbts9ia89/RUROriWDRtPTvPaJTY+kTkcMCpo3DIOWPRe1jbLhZHjx6NyZMnY999zb4JP/zwwxY/tIXJI2f/D+Urq1m77TPuPhqHXrwPxG20WNdrV0Nb+6P5D8plKuzRLsI5a8TzlHlrcfa977OTuKIuzjLSh4/ogb9ePh7nnT8c3Xu4WNUEaPHGj0mwpbeugk+4YastA6dSuZzcmLhbEx177oW38N3kXzDlpzksSkqbmFTq6prr98SV1+4Gup/repqVaOEMFQapP9YwrxCy43CI0i7tMhF2BEljOhSePN42s0INy+jh4XBdjLTSEw2hFLweFT9PnQ+Px4lrrn0UGzdVQeRtaGiIAAbHtjaZCHI4kUwq+MuVR+H8Cw6D10d+1dw8r0yxWwfNUEHN512eAPNqtoSmUmtUq5ksCapCkllnUTib3QZPo583VxIC6fVEo1GEQvXguQSUNIlf1axcyNsg2grg8fq2GbFjwiaZZKKHzhtd0+DxOplNhSwa7SlaMtr0w/iAudtYUjUM8EJ3OB1nt9lu2fq11dBUHTf97SX291ctrmIfBYOHSOVwOGDsXv1QWOLF4SeNwR4HDEZHQ/cFVZXZ+UPvP11bTRVV6EHVK3SDukSKkNgkT4miNJ/zcDjsW6wWRCKehCgJUNJm1Qu7U2J2MHbvFjgYGgeFhLVqNvuy28gqIkKUyX4hQ1M1OF1mST56zp32LucR5mKGagNomPLpEnTt6ccnL83E4hkbEQ8mEQ/TTixYN0+qoNF3ZBn8BU4cecHuGL1//zY9tqYSdXS+vPLKK+jTpw/7+tq1a62az41Q/fsf35rJygI2FXIo6lm4TeFsRGuQ/PeBzK7LU2ni3vvAfvitaC86VDzTDfMvD3+A/348l4lBrlEQ/vDTVRgxsjt0XYGq0SBS5JSSH3hmy6AbkxATIdWWQYxlX/e2TLFi5Wrc+Y9H8fa7n7IkLxJ4Zq01Dn37FmDSp+ehT19KeNCgagnwnAjdIAEtQsIACFJXSOIurE51vpLm50Dn14A3HDCYAFawbm0MD9y/DKHgo5g9Zxki0ThGDR+K+QtWQRJEpq0JSaASS+YVSjc1+vzWu87ASSftB5cr+8tQ/Rl0gw6F6qCqcfA8TbpmLeeW+CpJNFOZQ1q8URReEAwmmB1OSphyMqGYK5Fmgl5TfX0d4vE61uhChwjJFmAVA0jz2mwutrj4/Wtq8ndTR8a6uiALiMokZhw2+P3+nEgE3B4q1oKjSDskVgsduh0O2+kZe/6KinrIsoh33piC2poQpv+0HEsXbUSBz4dYmAQjXYcSE4kU+zjixLGQbSL+etPhCBS50dE0RZXpQe8/7fqpqsJq/6bTKVZRhpKLKeJL54gk6WyhSf8mgS3bbCyJj16fmaTHswWo6SgjiwadTRJboAuCyKqGkKB2uhzs5+mcpZJxTRHqXFucZZpUUkEinoLb68A3k+Yzm1SoLo7vPlmAUbv3xetP/MgaEQ0e1g2LZ25ku9JUU4SQKEGeRLNhYLeDBrLOr2fffAD8xe1znlkl6nbMpMe/xet3fcw+7zm4C/Y8cQzGHTX8j9fk1Kehr54MKBRI5NhHx8n/AudovwBhh6qqe178Bv/5aAYTd2ZBDAOXX7EfRo7qyb5P5aE0nQSRCi5uQKyTIIQd4FQOvJq/NxFKwjrk6FMxbSYtKijhjRYW5vg0NYB+5bWz0bdfkfkvw2BWDM7ww2YMgiB0a9fknvaEhNyixcsQjkTAyRXYfaIEgXNAIzFkcLj8sh/wxusrzS1Tum02VhFZuIia4QCKprGOk8SEPYYhnVIxYfyuOP/8o9gWae8+uVdl5ffQJN7QUI9UKsQmXFn2wefbcUMHEtw0WdPkn4gnkCbPJQviG7DbHXB7nMzLS8+Ti1Euslqk0yHo1EaYo6TGAGtHvj3x27SIIBEUCkWYaCLI2+1vrFud62JGEZaxsTC3bGQ4xZO3WXmHzg0ShPF4kll1JEnccq6tWr0JXUoL8c673zEhuXTxeixduh5jRw/Fyy9+DVmUodM9m7ZVDXO8gsEohMbp56Sz94TTZcde+w/FbntkR9vvLc1xwmH2UBSqlaxAIh87VZcQRFavmwlem7wlGY9EdlOEXVXtLHmUosxUF56+73DakEql2TlE5w7du0kc614zMk1j3CSUcwmzvrvCEoVbgzmHcaiqbMCK5ZswYGA3vPHSZGaVo/Pn9f9Nxtjx/fHVR/MRCsYxYY/BmP3zava7QmOVj1++Ws6EMsVDVi6saHzexg7BBlDSy49Re/XFgOFdccQ5u7X7PYxK1NH1cs4557DIs8VvI87fvTYdMz9dyBY4RI9duuH4aw/B79FXfQf1qzvMKlp2Cpo5IU24oF2Fc4eL5+mLzUxK05xr4KlrjsVpZ++x5ft04vMhFeI6HVyKNp7zN4K6NW+/Pwm/zJhtto1uLD4tyQIOOWAfnH/OKejerSuGj6SSY3Xsu5QQKSu7QUDpVomR+QcJmYkHHYsZs+bijDP3xIsvX9hYpokSvnicdup7+PLzNUw0E2QvoMmOtkD322c0vv9hDvr17Yb7/345otEEjjh8TyYE8glTONchnQ6blQFED3y+XzviNUXazTbDZgieImpELBqHxralzQYUgsixSDOVWiPvb66KZoIEcCxmVhuRJC/c7gJWf3prkdKUrEWiiTAjjUnmLU0mTE90UZGfeV5zOdrchM7VQhCpQxctPlOQtJGYOXsRps+ch2XL16CoqAgff/o93C43+3r/vr2wfkM1vB43XA4zWterZzfMmrUEAb8PEdoSZ/uH5n16+ZLyLWUfm75GEUPqtDh0ZHecde7BLDHz8ON2yyprVJO1p6amhgUyWCKZLMPr9bD3vikZtMlfvC1vc9O1RR+bIsgE/U7T17ZHLlxji5Ysx+Qfp6O2th7V1fX48OPvUV8fwt57jcOmzZU47dSj4LA70Kd3d6xYsQETdt8Vq1ZtwrBhfbFk8XpmXamuCWHB/NUsePHcM5+isNCHcD1Vu0mhqMCHcDDOFh0yR7WkgdXLK7eUw1s4Z31j7WX6z4TqqbNNagATjxyKWd+vQo9+RTjzqn2xeXUd9jtuVxSUdmzeCt2HV6wwK3tY/Mrn/5mC/97wHtMvZNcq7hHASdcfit+jVy6EtnzSr8W3nQE4r56HjqBD1eh1p++DGUs3QBQEvHTrKTh43EAY9QqwOQ7IPLj1UQgpuulk/80kkwweaHqvzAiEhksvOBM3XvtXJpqboLJzhrEGnCGDU/vmrd97a6qra5lwJo4+ZtRWlgsBF1/wLqb+tBnnnnkcxo0dgUQyhV2GDsSggX0QDIYxZHBfFhmhiFkuTE6tJRQKIRajRiiUlEQltRxmd7FYbEsGf5OgofGgoSDvJWXP0OpfFHi43ZSpzzOxsLVAyFXo9ZPH2TCoVKMEu83HRBCNhdn4gttSJ5debyhkLjwov0JTDRYt9AeoiogIt9ud02OxNZq4BjxPPl4NPGfDbbe/hYcefZEFKUxBaC4QyA5GrFlbzsYlFIojSh5dcKipDrHvhUIx5vdlUobNaxyKSryoKg9BlHkceOAYFnm+7uaTmVDu3qMoa1vY0zmxbt06RKMxtmikRQQ1uKEIcXMryTSJ499//P3nuQRdFyecfgGm/DSdBStM6dq0u2e+l1N+msU+3vfA86a9knY16Lv0MxQM48h+aJ4nTcGw2dNXMSvd5k11EBoTthvqo6x6DZ1HNruEZEIBL/CQBNMrfsDRw7Fw+nq4PHb83wV7Y+Gs9Tjk+FGsWRUlM++yW8/fXqcHIWvYb7/9cNFFF7EINN1PmuiMdZ7rq8K47dgnUbGy2iz8wHHoM6oHbn37kj/8rBGtQvqlgwA1Bc7lBNfvaEh7dFzH0w4Vz/uO6oeaT+/8zdc40srroujM7DlhHH7+dhKWLV+FE487komY38MZdnDKUHQmSkuLccShB+LTL77BO2/NxlFHj2IT0cypKTz5wH9Q8Ny2t226djHtLfkWZd7WpB+J1ENRE4hFqZMiNXZoqgJglmJi28c8xyYmWnvQxETbyrT1TFvJ9LNNDSDyQSSyDlXhIFLpKEu00iioridY1RASb8lkmolkNpmz1+6ArlN3RA5er5f9Po1HrlXQ2BEG0uDFIAza9BYE/O+/P+Cf/3q9cberaRv9t79DXmSFKtJQ6glbtxoYNLgnli/fgB49itCrZ3f2XMcesw9qa4I4/YyDmdBxuR0IBDrev9xc6LU3vd/UwKKwsDDn7TmZ4PGn/4vvJv9k5ic1nidNO6PMdtm4aDKDGr89eahqQtP9xLTUNQUPOThcMmIR2u3R0advKdatrcJJp01ETUUIhUVenH3hQfjx28UYP3EwW3TV10UwYEjZb+5PR582DrnCW2+9xT5+/fXXW75Gr2XNGtNamO/8NGkeZn69BKvmbECkLoq6zWazHZfLhr67dsNZdx3zh9+hqmrqjCfNYhGEEod8+D/AOQLoKDqHDyIH2WP8buxhgd/cYD5+92VUVFahtKQYvGLuSuw5xjqNyZZQUVGB+nrqqEgiUYYoUqTdFMVMKNtk9pFEY5M4oMgaq3SQQxUzWgJFl1OpGJLJBOIxsmzYkUgE2bhQpzgaE4qE0qKBxoYEs8/HNXrFTR9rXkKF36kWeqPIufce2gqlSgUc7HYRe07YDaedcgw2l9dgrwmjkU6r2GXYAJSX17Dt9bVrK6BqGg7Ybzds2FCJsrLivFmc0jXRs2fPLX7kXI0UZ5qiwsLGRRXZmzR4vT4MGTiABTUuv5SiqJS8z2HqL3NRVx/Bhx9/h369e6Giog5DB/fFzFlLsctQauEtsKS+Qw/dA5UVdTjttIOwcWMtSkv9GDK0F/OXU5Lp1gwb3uvX4yjNfO3l9oSqa3RWls1ahzv+71nWjIYyuej+2nR1jT92JK5+5sxt/p769Q3QF7zMqiIZtiKIe1zTocKZsFSHRU5BF1tZ16Y6nPkn9nZOJJJfUGWezJKSQvaRoqZN2fpNCUrshtVJBAG93traIKuyQW22nU4PqxRC26U0Lk0RdlM8m2PUGaD6vFx6MAyhHLNn1GDjxgazzbLAY8aUDzFs6Lbb13ftYnbt6t2r25av9e7dPnVV2wvWma8VtdDznYvPP5NdI9NnzsHJxx+NIw47cJs/N26s2bX2njv+2uzn7j/g16ZdvxfO+caGDRu2+XVasOUzmqbjs1emss/Z7kTjLsUBZ4zH+MOHY9xhu/zhd4xEPdQvLoKx8WezRzqlGY85B+LuHWfXaCK/z1ILi04CCcHS0lIUFBSwz5uSmvI2ctpMaAyo0giV3KMEwZKSYiacO4tI/jN4tReg9sK4EcDXHwcwc/ZcnPF/J6BH91+FsYXFlvOF5/GXi85hD4vWQw1RmuwtrNFSPM6sQdXVtGuYv3z20s/46LkfWO4DdQ48/Iw90GtIVxx0+nhmHdwW+rz/wFjzpWkNsruBrntBGPNHP3RHYIlnC4s8EYkknC3+OC7kWyU7BgnmbdVxtgAO3H8ie1hYWLQtVMVla95//33Mnz8/74d95YKNzApPpc17Dy3DJQ+cuN2fZZWPlr8Jo2FJYzU2Hlz/wyEd8T9kC9YsYmFhkdeQd5mamfy+NJ2FhYVFR3P88cfj00+pEVp+oaRVNNRGsHzeetx69jN49z/fsS6cXXoV4urHT/vT3zWWvALty/NgrHwXXPfxEPb5B8SDHkc2YUWeLSwsLCwsLCzaAWq60wSVx5w+ffpvvparpNMKYuEE/vfox6gpb8DsyctQVxWCLEowFLPTowYDxT0D6D1k+3kSRuV06MteMOs4kzWaFyCMvRzZhiWeLSwsLCwsLCzakP/7v//DG2+8wXbBmjzPZCUbMGAAHn88u6KqLWXJ/DU457A7EY+mwBnUSZSH0NhNVFPNBkFUXcMbcOHs64/Y7vMYqSC0SQcDWgrUJNnwjYCw9wPIRizxbGFhYWFhYWHRhixbtox9bOo2mcskk2msWbkJpV0LcMPFj2LBjNWIRhLM0ExdIA2OFgY8E84DR/ZEKp7Gcefui9Mv/2PXwC0e5/kPQq/4CdCTvwrUo94G5/m1TGE2YYlnCwsLCwsLC4s2JF8qH5FwPmLPy7B6xUZ0716Kyk114EkyG1Tn3cDYiUPQp38ZTr/0UKhpDQOH99xurgk1qELFZOjBFTBm3W4213F4AM8w8AP/L2uFc4eKZ370WR31py1yEafZJdBiG8RrrWGxzhnrWrKwyGIWLFiwzYpITbX36+vrkc18/P5kPHr/yxg4uDcTzsTmTdXUoxQ6dIzfdwhu/Pu5GDqCGuE0D33WzcDiR81/0NqCSnHIfojH/4Bsx4o8W1hYWFhYWFi0IYMGDcJnn32WU2McCccwe+YijBw9BFdf8gASiRSWL12H/v36YN3qcuyx7wicd+mx2LyxBseftj/cHucOn5OizfrMq4BNHwF6U31nDlzPwwFHV/BDO74BSnOwxLOFhYWFhYWFRRtis9nQq1f22hC2VT3joL3Oxdo1m1DWrQQlXQqxfm05K4Lx+As3oLDIjy5lhVsaThm6Cr38PZYaaGhpYNnfAe8wwN4LqJsGrtvxMDZ/DvAyUP7Nr39IsAP2IvC7/xOctx9yBUs8W1hYWFhYWFi0IawldQ5QVVWLZ598A06ngwlnonxzNd6edAsWzlmJMWN7YpeBGrSK/0Cf+iZ0Ry8gugacVAhEm1qPy+DUGFA7GVBVypKEEVoEpBXz24IMkMC2l4I7egk4wZZznnBLPFtYWFhYWFhYtCFz587N+kgz8dcL78SPk2eyqiBjxo7A3FlLcOChe2DP3Yuw1y7roW24FerCIKBr4Kj7X2INYKhAuhLgBFolAJIHIPHMWgrSooEDeBu1TjFbbQ+7EbAVgut2GDjRjlzEEs8WFhY5hZZWsPmNjxCcNhdScREC40ej9LC9cy5yYdH2kACgRhT0oM8p61+SpC1bzRYWFsAP30/DqSf+DQLPo2ePHjBg4IQjZNx0dQolBbuAU1ZBW34WOD1F/gwweAGGpoIDXUsKWGFmZy9AcIAfej8QXgTOMxhIB2HUzQC6HgaUfwnYS8D1OQMcl9vdXi3xbGFhkTMkN1dg6dV3QY3GYRgc4us2o376QjTMXYbBN10IrpO23yZhSNvCJBLpoyiKnVYg0utXFAXJeByJWBxQFKQUBVA1cAIPThLh9Hrh8/s77RhZWCQSSbz5+iQUFRXgvXe+QCqZYhHiPv274vwzXDj18GpwqAYFlw01SS0CAZ1K7pn3WK7oKAj+fQDXACC6HJxrIDhn718H1rfLlk+5kn3NT/y75s3AW+LZwiJHUFUVtdU1LCpQWFQEWZbRmQjPnod1Dz4BJJK/Ri0M6tQF1EyeiaJ9dkPxXqPRmSCRmEgkoMTjSKbS0FMpFoEXnA7YHY0Pu73TROXpGolFIoiFQjBSaahpBaIkwlBVGJoB1dCgJRWkQ1EYuoGCosJOMzYWFrSwXLRoOUpLi3Dnbf/Cqy9/wAblrHNOxO5jnXjwni7oUhqBU6gHR/JQ16hFILNagHeyVtl8l7MgFB0DTi78dUDJ99zJsMSzRdYRXLQSi65/CIauo/8VZ6HrYRM7+pCygqqKSlQuWMLsY/qIYejWrRs6C7HFS7Hx0X9DTyYo9AGOM2Dv0xuhNVUwKNoKDps/+bHTiGcSzbFYDMlIGEokanboouizbrDFhBKLIq4DvMMBd1EBqy+bz1FWEs1xWkBEIuwhcsyNCUeBH4IsgxdFJpKVdBqhymoo8SRC1TVwuJxwOndcXsvCIh+48fq/48knXoDDYcfgQYPYNXHXrd1x9ukbwHO7QjDC4LgEoEqAroKz9YbkOZSJaMG/Lzgx0NEvIWuwxHMHQpMdLehoK9HiVxbd8AjL0KV40OonXrXEM0vmSCNYU4NQXR1EWUIiSskYnYNURSXW3vUPGIoKnhYOBtD9gjNQcvShWPvSx1j/6icsAh1auJpdU/ls3SCRHItGEamvh5FKQk2nIUgyDFGE5HQyz6Km60jHE0g2BJGqq4cSi0MUBAS20aAhH66LaDiMRDgMNZkAr+ngBAG81wu/1wuXy/WHRYMgiqjfUA5D1RANR+BwOLI6+kzvOS0OUqkUE/8ELwjsdZE9p+nY6SPbdaDXn2XXgF6/AamvH4RRvRrC0CMg7XMxeJE60lm0NY88/DTuvvthjN99DFatNKthOF0GLrhwCMaOKECvHhygpcAhBaisUwk4qQw854RcehV4qav1Jm0DSzx3EJW/LMb8m56EQBG07l2w1yt3dtShZB2GkoYkkHcTUDv5KUpe1kgkgrqKShixOAS3A5zdCZssb+lMlc/Ely3DujvvAm9o0Nlr5dHziktQsN/e7PtlR0zE+je+Ytvy6biCzV9MQ/fD90A+Qn7mSCiEWLAeXFqFomtw+AOweTxMAFIiXNP5QKIy5PWgat0GpGNxhOsbmMc320RVa6FzPxqNIlZfh3QkDEOjMDsPzumE2x+Ay+tl47Et/H4/80Ina+uRisagFChZYYGia51EMr13LMlRVaEpafZvNRGHnkpCVzXzPeQFsyGbIDIhzXM8C8LwgghBliDb7exBY7D1edERqMu/hPLRFWaemS5A+fk/SE97F86LXoRQvJVH1iJj59Ff/3IdPvvsG1xx5cW44/YHoSgqotEVeOmVw1C+uRyHHFICw0iDU6nShc6izIAdcuA08GIJREfn2MHbGTq3MulAFtzzEmyiCpHXgaqN2Dzpe3Q7er+OPqysQKAxIZnEA67+nffmSgKhob4eoc2bkYpEWFTR5vdCNgQ2sea7eA5N/g7VL78ETk/DAA/R7UTJWWdvEc6EvTgAR99eCC9dyxII177+DcoO3h28mF8WBSaGg0FokRCrlcq7XPB5fXC73Sz6+HtIDBYVFbEditjmKijJNBNm2SASM7KICIcRr6+FEo+B50WIPi/sXi8bjx2JRRKfbq8HqWAIaiKFZDLZYeNC1zBFlMlykggHoaVT4HWF+UypEBhZkqAp7NzWIcLgeVMw05YlLRjo2lB5aIYOgzPFsxLRkSIxLYngJRk2lwM2l4t537e3oGgr1KXvQ/3qBnCSAegcjLS5eDMSEcSeOR+uC5+F0KV/ux5TPkHn7iuvvIGiokJUV9fhxRdexfgJu+P5519j37/5pnvw4sunYPcJAdhlHS6ngeEjerImJnRGgSdfcxqy+1hIzr3AC1v5mC3+FEs8dwA1C9cjHkrA6daYeKYqiFWfT7HEM62BU2kmnnmOvJsc+ILOeTGTp5UizpHqaiipFHia+LxeyNX1QCwJTSVHZ/6iq2lUPvcMs+/wjf7V0rPOQODAPy4wB15yHGZe/i92HUU3ViO8chP8Q/IngYVEbzQUBB+PIKWocPj9cPj8O7Qb0PfI05u0y0xskejMC693sIE9OF2H6HDC4S+Ax+drkTCkbm+izQZd0aEqFHXrmNcSbqhDIlwHJONQNI2d6yovghdlCLwIXQY4WhzINkh2B2x2OxP/FF1kZfgUEtYGySBw9FHToCoK1HgCuqZDS8WgJZOIhyKwO2msvMzj3R7+d3XRy9B+vJVVMDNUERx46JIbepwW/hyMeASJL56C+5xH2vxY8pFQKIRzz70YH330Kfs3S/ADsHLlUlz2t72w3wE9MXJ0FwQCImCY176hRs3kP/YLAiTbHpDkYRDlYR33QnIUSzy3M/WrK/HVRU9BMiQIHMUWTJxdLSM+EZ63eEvkmVBFNzoTNBFSFCpUXY1kJAQeHBxeD9wlpWzSjNeFoIgC7G5X3mzB/x5D17D53tsgIA1DoG1IAX3u/TscAwZu8+cDu/QF53JBjyXYtJCOJZFXiXChIJLhEBM8rsJCuHz+ZkdKHU4nolRtgyKWOdLh7E/FZn0tEsEGyKII3emFNxBolWeZ+YIFEVqSRKbWITsJDXU1SDdUAroCnbdDdHgg2t1wuMzoOR3j1h7m5l7vtEii52ePZJL53400LTpCSMUTiHtc8BcWsAVEW6En6mFMvw28rJu6jao29DoEzqOfQuLjh5D+5W1zHJb8AnX9Ioi9fi1rZrFj5s2bh/33PxjBYIxVHqLzRBRElJS4MG3W9SgudsMwVKhaAoZBFkiWPgtRHAhB6Aae7wmed4DnPdZwtxJLPLcjlMz01WUvQKeSSbQKBwdJMIWip3+P9jyUrCWyYBFEgWrWAom0DHeBF50FiiSFGuoRqa1GKhxhk6bg8SFQWgqn283K1ImCBLnIAV/Aj3wlNmMq0quWslgKTQpdL7tyu8KZYAm3DifUSNKMPq+tQMnYQciHLdlokHy5UTglCYbbA68/0KKoIQkuQRIBLbcjz7SgpLEwkpT8yINz+1BYUNBqGwKNi2yTWe1niva2e/JvbRWUENXRNQBPCfz+QhYR3joBsLXQ+UELCnoYXq9Zvi8WQyIUQSoUQYIi08kUPIUBeLzeNrF+6b9cDc5G5QFZcRxwfU+CdOBD7HuOo65Fes630GNBFgSNffosvJc+ntcWtEyybt06jB+/V2NHQLNU51577Ymbb74exSWrUFLSFHCixReFX5wQxIkQxf7gOUssZwpLPLcjC177GdHqMCujxPxpEiV9mFtY+ebRbA2U9FP/1Xdmti8HRNMy+o0fjE4jnOvrEa2tgk4VFGQZjkAhCkpLWYSIJtxkLMEqbbgKA3lbXiu9aR1qn34QAm+WXBO694dn/IQd/p5c4EWiqoGV8XP16oJchiLEVLs5XFsDGRp4gYPhdMPj9bV4u51FLklgimbjlJyMvFNJPoq8a2kkDQ7ughKWELgzr4fGxSCtRtVbqHJ6O+UP0HUebKiHFm9gf0/ylcBfVNpmnmv2NySJJUmSmA7bbUg0hJCMxqCmFGZZoYV4Jm0cRrIWqPyGjS0pDM5WArFRODcdk/3QvyD2zv3s38rKuVCWz4Q8eFzGjiGfmTt3HvPJm8EF4LzzzsB///ss+54OijivbjRmuCDwwyHxA8Fxrg4+6vwjP/d9sxC6Oc96bjI7qVWDh25zwFPoYCKBIq2uQf3Q2al65z3waoKNCQ1U0laI4hF90RnOjTAlQAXrwBsGBKcbBb36oLisbMvWKt0sedVgvkW3z5OXlg21vha1zzwAjtMayyVJ6HHPP8E1QyTFKkPQDCrTJiBWXo9chaLDVEUi1VALpJNIGzzcBcUIFBW1KsrKWlJTf4PGrd1cuiYo8h6sr4MeqYeaTgCyDd7iUmbVyMhCgHLuqLSd0Y4L5FAIeqweuq5C9HdBoLhLuyUr0r2ksLgI/rJS2FxOqKkUwjX1CAaD7NgyhVHxvdmNjoQzB/D7PfPHY9ntcMBVDEMXWPAo9MI90KKhjB1DPnPggQdgzJjR7Hq+9tqrtghngsMocNwQVrNZ5I+FLNC/LeHcFuTfDJylLHxnJpLhFBSNh2pwGHftkdDDQfAc3bSoJhttwXRetEgUDR9PgiDqTDyFkg70P/tw8HleA5t8nDShKqF68FSU3ulGcfceLFLUJBBIUFHUWYUK2ePIy6gziaXQBy9DLV9vTrh2GUXnXQauGbVg1WQaGmsOwoG3SSibmJv+SRIw0VAIyYZaxJMpViHBU1QMt9fXauHL/K9UMz0La//+WbSZkmUTdVVQIkGkNQMubwDuwhK4PZ6MLAJorNl5RhFX3rQHtTW0KEqHKqErCUiuAPyBwnavfkHngMfjQaBLCRw+L/SUgnhtAxvvTHnijXVvghM4cDSuZRPBl+7+h5/hBBHeix+BrlFFER5GLIKGx66D0cnnweZA79+sWdORTsfw4INm9L4JDjbwGA0ew7ckEFq0DdbotgOU9Tz39V9AOd3kQCoY3B1d/ElsNlS2tSU57fCMzJ+e760hNG0qjLSZ6EU33c3RAMYflt+1Jtn2fDgEPRpCKq3C6fbC5itgJaW2htV9TabgkB0s8pyPneJCbz+L5LQvWHlCXRPg2e8wuPc6oFm/G15bhWS92TRGS5ANCjkH7SwkIiGWHGiXKCHUDae/gEUlWyvs6PzS0gokVr2h+QlnHb2YjIcakIqFoWo6S3gUXL4tfuBMQWOaSitQklStAm0Os12F61j1C87uhctf0qYJezt67dQ8hivlEISBZCSGSK1pI/F6dy7HxFATQGQhIJieGK7Xcdv9WalbP9hGH4zUrG/MrpgbV6Pu33ei8C93gJNyv6RiJmla2NAOpUXb0TS+zVlIWuK5HVg3dRXq1tSaJbc4YOK1hyE+xYyy0nsk+n0sMtRZUWNR1L3xCgSesoI5VEc9kLqWwebLvwjr1pGvWDSCaCwGGy/A5fewKgq/j0Qxz2c4ysS17LbB4XQg39DqqxD/8ZNGrzsH1577wX/iuc3+/URdhNmhOHDwD+oOe2FuJcVQx8BYsA56KsYy5nW7myUGZmI7X2nsTCe4bFkvnsmmEQ8HkQg3wCFLLCnQ2VhZJNORYbr+RE4AbBLENh4X1ugoHIKWjkKkBkf+0qzYPSIPtF5cyFq6JyNxhDiD3X/o663FSGyms46yFumFgyv68wCI96ybUbNhPfTyNezen1o0A3XP3o/Cv9ya151CWwrtDBA9eliFBdprvH0+35/+jCWe24HvH/6qscg94Cxwo2xkT6x6bgk4Ztng4B0zHJ2ZqscfApeKUNMs6BqP1bXFGHHJGOQzFIkyokE4yN/rDrCtuG1F1igSR+WlHJRA6Pa0+zZvW6OFG1Bz94Xg1KRpIrN74DvuHOZ3bi7rv54HjWV/AY6yopzx9poLqCii9bWQOBWKwcPuDrAOeZmIsjIfq6pDlm0QqCNdFo8LVYOI1NfASEYhUbtxpx+BraxLmYYiS4pKnfxU8FSNpI07IWrxWiq3BN5Zyhq5ZMN70RSB1oo01oFOiSZRX1WL4rKdSGCs+MI0OhPOMsD95w1QSCAX3fA4av7+VygVG9kCOD77F4gfvgb/8We27hjykLKyMmzcuJHNE9lw7uQrdL2ScKbx3hGWeG5jFk6aj5pVNSzxmLTBmPMmIjL9FxjBKvA8lZnhUXDwweisqLU1SC6es6UsWXXUDcNTgF1P23GFhVyFfKiJWBTJtAa73fQwb0sksJ+LxqEoGniXmHdRZz0RQ+TNh4E0RVXMhLbiO5+FGChu0fOoKbNiDV1jXXfffkm7bLtJk2BUI7XgtRR0mwvegB8utztjEWJaeCWppbOhweOwZeWky8QlNQOqKYcAasEuQHIHWFJgW9qT6NoS6D+Rb9O/Q1H/dLQGajoOyVHQqoopbQmdEyTIqOpGsKKG1UgPNgRRVFzUqvPQCM0BZOqKYgCFuzXrnONtDhRd+zAqb7kQWoyaeHAIfvgmnBP2h9y1WytfWX5B70X37t07+jA6Bb4dRJybsPZF2pCqFVX45I6PWcTZICt/wI0RJ4xB/RsvguMMCIIOwWmHrUfnvSiq/30/a4pClo2UImB+eXfsc9uxkBz563mj7WkhFYVNBCS3Z5veR5Y8RqIiGIZNlOBwunKy1NifEf/mDaQX/gyeN8CJBlwHn9Ji4UxsmLIUusGx6LPszf7M8qaqC4lgLRLxJCQqQ1dYzJLhMmmtSMQTEDTAJtsgd5C/tjn1m+P1NeAMBSRn3cVd4SsobHOBSQsLsrRoQtuV8GOVU0L1SCcikGxO2L1FHeZz/jPonPMH/PAUB6CpKpLBKCuV2CoappsfOQ5c1+YHhQRvAEXX3g/DEKHrpl+64p93N4ppC4vswxLPbRhR+eZf3yLdGBUzeB5HPXAC9I0rYQQrIQqUPmig8NjtJ1TkO7HpP0BZtxQcT5nvBhZXdoFvYE/0228I8hW2XUxJUYoBXnZudzIlgR2rj4DTDMAuwOnueI9kJkn+MgnJya+B4ylploNj3EHwHn9hi59HiacguSgiz4GXJRQM7pYDFTWCSDZUQk/GYHe5YPMWtKpL3o5sQWT3SSlpCA5bu5VDa6mdIVpfDUOJAqIN7uIyFpltD2+2pmiwSTIcdmeb/T0SoJwWgSgK4J0lzCKRrdBiheo9yy47FGrOE460uHydocapVS5AixHJC65gtxb9vq1XfxRddgsMQ4Cm81CqqhD87OMWvhILi/bBEs9txJz352H59yuZcFYNYI9L90WfCf1Q//qz4KktN2fA3qsnAkcdi86Inkoi+OoT4Hmzpm84acf6hgIccOsRyGdYveZkBLIAiE6zDe+2I1YRxGNx8LIAf0Egr7zOytoFiH34GGtLzPGAPGQMPMf/pVXPtearBYg1xKHqHASPG+4sbnPflDgWC9ZAJMuW7ITsNTvLZRpafKUTSdMW5G47gdhayLKSbKiAFg+Clx1w+otZpYf2sJZQEq5Crat1BaJTbpPIM4tsJ8wqOpzNz15btr0Hv4cWWA63C4Jsh5ZU2Di1BKPifUCpovp/gLsnOHtpi4/BNWYCbLuOY3ZGcn7UvvsO6j/7tMXPY2HR1mT31ZyjbJi/CR/e9knjVjLg616IvS/ZG/H5M6BuWAmqys/xBnyHHAWObjSdkOjX78NIhljSJC9omLmxFwYfPQZlu+ZvNjFNqFRhI55Ogxel7Qpi2sqONVDESoTTt21bR66ih2sReeYycFqC7ThQ1Nl99EXg3b6WP5emY8XHpl+ebFH+viXIdo+zFmuAxBvQZTcKu3Zvk+QxEj2paAKGZoCziTtVPaHNyvKF65BOkg/Yw6pPUMS5vaDFqaFosIs2SBloh729DpFKKgqnXYLd9ccqOtkI6/znckCHyu5VLW3nblCvRp43u9vZWn8tdr3qBojd+7DkcQo+Vb34AiJz57b6+Sx+S+/evTFo0CCMGDEC/fv3xzHHHIOpU6ey7z3zzDP45z//2aohu/POO3HllVd2muG2xHOGadgcxGtXvAdVM9hNRHTIOP6BY9mNKfLxyxBEzXx4PPDs0zkTBQ1NQ8NXH0AQDOZ3LQ95oZYNwhF3H418JhmPQqJyVYII0W2W4Po9NGHFQhFoqg5O4uFyu7Iy0avVXeMmvwgOSYAzm1R4L3sCYvfWJfnVLNmMynnr2QJVN4DxN2Tv+cPEVLQOyWQCvEzJgYVtYqWgMWaLr0iUbcW7vZ6sSlBjTYGC9TBSUUh2B2z+knaPyrIKNukUVN5oEy84Pb+eCgK6CoXzZkVZuuZC56TN5oDA8S2KPBuGCmPTi2bUWZTA9b2s1cdAjZFKzjyPPY/53Bw2PvAwYstWtPo5LX7LW2+9hfnz52PVqlU4++yzcfjhh2P69Om45JJLcN1113Xo7pyewW6XbYklnjPMd8/8jIaKMBPOdAocfO2B6DnKjKaqG1c11rIFPIccg84ITe5L77gJdq2GRZ1p237W5n44/dnT87qbIEXb4tEYElQ6zO7crsc1GokiFo6Bll4evy/rvKo7g7pqBtK/vM3ec14CnCfeALnviFY9F0Wdf7jv48YGFxzc3Qrg7VqAbIQWRHEqV5ZOwu50we4r/EMjnEz+rWQ4xhqjiE4bnK7sEW4kxhoa6oBkPTTqf+YqbPeybXT/SceTsAkyZElqE9FO13oykYAo2eB0Z9fiZUewYxU51qBGU1pg29BVQG1q4EH7QDvXeca5y67oetmV0A2zfbeWUrHx0acQX7Nup57X4o8cf/zxTDQ/9NBDv4keT5s2DWPGjMHIkSOxyy674Omnn2Zfp2TnCy64gH2NotfnnXfelueqqKjAUUcdhaFDh2L//fdHfX09+/rChQux1157YfTo0ex7995775bfob95wgkn4JBDDmHPSc/x7LPPYuDAgezn77nnnt/cI2bOnMmee+zYsRg1ahTeeeedDnlb81etdAALv16GOR8vonKe0HRg99N3w4TTzaQJZfMa8CItzA3wFHXe7yh0NgxNxbqHb0dxZBrzfNO2fUPcjqOevATuIjfyFSZoIiE4OAWCJMPu+WO5KratH40i3BCGLEhwBzxwe7OjHmwm0IOVSH76YKNVA+C8RbCPb90CksZq1vM/oHZpOWt1T37nve84EbyUnSKFos2iGoZOSY0Of5vZKNg5FIkyr7zGGfD4ske40TUQrK+DHq2FmlZYPWuvz9/uPmB2LabTiKeTEO1yxseHFgh6OgxZNKAL5iI5l6D7jSTKEHiKPLfAtqFTsmARha6BgnGAe9hOH4t3wgSUnH0us2/QTSNVWY1Vt/4datTsJmqROXbffXcsXrz4N1+77777cO2112LevHlYtGgRTj31VPZ1EteyLGPBggUsev3AAw9s+R2KXr/44otYsmQJSkpKmAhusop8++23mDNnDmbPno333nuPifMmfvnlF7z88svs9xoaGpignjJlCvv5rXdAgsEgLrroIrz22muYNWsWvv76a1xzzTXYvJma87QvlnjOEBQJ+/Der5CIptkW8ogjdsGRN/5qy0jM+I5SvNmqXPD6wbtyqwtaJib25Y/cD8/m703Pt6BD0QQ4L34APcf0Qb53EozHokgbHGzbSRKkG0QsFAdpS8ljQ0FJ22zrdwR67Vok370JRt06tuvC+4vhPvfxVj/f8i8W4JenvmU7OzSpFg7phtLh2emVZ+9rOIRkKg2bw222RW6jBRFV2IhHYpAFGxxuJ2tt3dGwSG86jUiwHkqsBoahw+YrhsvX9uXotmep4BQDdskGmz3zta9ZlZxoFKrGwe7IXM3u9oLeE16k/gMGdE1rtu/ZaPgZUIPmPxJrMjauRUcehq4Xnw9Np2MCtGgcC869CslNFRl5fgtstx31fvvtx6K+d999N3766ScEAmYy9ieffMJEddO5XVz8a3nRQw89FIWFhezzCRMmYPXq1VtsaxSt3nXXXTF+/HisX7+eifImyDZSWmommH733Xfsebp06cL+feGFv1ZhIm/2mjVrcNhhh7GI+IEHHsi+vnz58nZ/K/OrcGwHEaqO4JETX0CoPMRWI3Qa7n7KaIhUUoHEQySI1NQPmdeZotKO3fdHZ6P+rcdQUvUZDN7sIhhXncCJd6H3njsfochmaLI2kmE4JQO6zQ2Xx/eHiYV5gak6gpqCJIvMrpEvSYJ6rA7x588AklFwAgdDFSAN2w9Cad9WPd+q75bii5vfY53INBhwlxXgxJcvBi9mR4T195D/2GbEoUoSRKevzRLHmFee2rjHU8wrH/AVZoVwo0kzFa1FIhZjLbc10QOPv6hDFoZsjCLUnCgJl3fbi9idXShTC263U4Bi2GF3dPzipTXQeUNNU1gX1G2Iqm0ieWEI1BxFB+f985bcLaXwkAOhx1Mof+096FT6NZHE4ivvQs/LzkHhXmPB51n9+46ArBBkmdgaijBTMuE333yDm2++mX3/qaee+tPnsW9lR6OFWFPUmH6/qKgIc+fOZYnwZBWhOa8Jsm9tj63nSzofhw0btiXBsSPp+LtrHjDjgwWo3xxiiUuiS8ZfXz8LAyb03vL9xNSPgBT5wciqALgPPBGdifj8H5Ca/l7jsgKojniBk+5F7wPzt4tg02SajMcQSyhQORscrm1HokhgJ0JxcCoHm8eRc1u920OrX4fkU4eB10KNtbwB24F/gf3Q1mdkz3rxZ+iawXZ3PF0DOPyhU7NWOLPucrEGxJIKOJu7zXzOrAReKIxwfRCSIMLr87bZ32oJNDlGgnWAloBEXeccxfAVFHfYjgqJwXQsBZtog91pz7h4ZlVEkkkkUhxkR/ZYZloKiRW6pjjqT9BM8azXfmy25aaEQWfPjB9PyfFHovj4o0w3tQGo8QRWP/AM5px7E+qmL4Qaa2VTFwt89NFHzM9M9oetoWhunz59WOSXxG+TzeLoo49m/uimxL6ampodjiJZMahDIglnel6yW2wPinh/+eWXqK6uZv9+/vnnt3xvjz32wNq1a5mgb4Ii2HRttzfWkm0n+eSxH/DJo1MgNWqi4YcMQb9xvbZ8XylfjcQXz7GoGyi7e9wx4KT8iCo2B3XTEqTfvBYOm7l6jMfs8J9/D7rvMQb5DkXd9EQQbhkwHNsWT7QypyRBamYhyxITFvngc9bWT0f6nYsBLWWu0UUB0viLIO9zXqtf3/z3ZmPj3A0QODMdaZ/rj0DJkDJkI01VJXglBrtNht3la7NOdnSexUMxiJQk6LHB7fN0+DlEwjkeroGMGJKqBE+AmoR0nIefJnpK2KUqGzYHRYUdGX/+RCwIh6RChw12u7PD34PWohs6lLQCwdb8Mn4GJ8IQRDPyLJvb7Zmm2+nHQyosxNrH/2eWpzSAVHU9Ft/6GMSCAEoO3AMlE0fCOzh/bYCZ4pRTTmHzEZXPpAS+zz77jPmeP//88y0/8+STTzILBc1JtBB8+OGH2df/9a9/4aqrrmIWDFqA7rbbbnjuuef+9O/deuutOPPMM/HSSy+hX79+LOFve9Dz0s/vueeerHU8WTiaWmaTdeTTTz9lthES+3Sf7dmzJz788EO0N5zR7H2ZDBOvRa5TsaoG/zzxRcRD5vbDQRfsjuNuPHBL1Qi1YjUiT18GPRaCoZOAkFF4/1fg6CbTCVCWfI/4GzeSTwO6RhncAn7234pjbj6i5RMLJaPkECQeEqEaJOJx2J1uuPzbbs0bDoURb4ixCctb7GudJzbLriU9tAnp9y+CUbOGZcpD5yBOuBjyvle0+jlD5UG8cd6LCG1uYJ75gfsPxXGPmgks2XbOsKoSdbXg0w1IqQYcvhL4/AVtYqOgiEuwtoE11XG4nCgoLexwyw/zXoeqEY+FWGtwm7cUbrenw6/H+qo6cBpg9zkRKMxsM51YLIposJK1t3b5SuD1BXJWPNdV1yFSF4LNZUdxWYm56PuTewzrmrr4KEA350Ghz4MQPJm1bmxNeOEyrH/+XYSXmvcXjbyAZOPSOXCCAKm4GAW7DUXxhOFwdiuCq/uvntyMk2PzUq4QiUSYcCYee+wxfPHFF78R9tlA51BxbcDaeZtx/wkvsEYEPG1Hu2TseeroLcKZKkskv30RRoIagQCcyw3XKTd3GuGsrp2B5KS7wEGBAR7RlA1fLB+HCz87EvkOi0IlEuC1NJzUGtkT2KagIT9sOBiGllbh9puR6VydcH+TIPbO6UCknN1dOEWAeNDNkMaeuVPP+/EtH7Ia6hxZoyQRY8/MTssPi3BGGqAlaqHoBpy+Enh8gTYRzk3NOFJUek22wVPgzQrhHGqohZEKw2GTILhK4HR2bFtq0w8eQzqpQHJKcHkyezwsZyERgY0sv7ITTlfHR/535vxNKSmkUwpkj6355y1PVhyFngCc0LaVk7y7DsYuj9yM6OqNWPfyJNRPW9hYspLmXR3xzTWIb56C9R/8yJqQCQEfRLcT/l36gpckuHqUQE2mWEWs4KpKqCkV9Ssq4CorRMW8DSgZ3hOJSBLuEh8kvxs9xvdH/4N3bdPXZPFbbrzxRvz8888sslxWVralakc20WIlRyVH6AZNvkzyeFGdPQrZU8SsszD7y2V4884vmfeScBe7cNdXl8LlN7cC9VQCsZeugrZ2DjgBLEnKse+psO26NzoDhq4i+cYVgJJg5fk0hcOnS8ZhvzsvR2eAqmsYySDiGgeXK7BNu0ZTghev8RCcNnj83jbb1m9P9OpFQGyzWVGFavkecjvEkaft1HMu/245yhdtZhMks2tcfTB6jPnVGpVNsGoLkRAkkQcnB+Buw6oSzGMbikNVdXgKXR3uladzOhysh6hHkDR4yPYiNi90ZOIiHVMoGEKESkBKMpxuV8Y917SAMbQk4mkdbp8/p69jWvwo8TRboMpSM6uRpDfRmW/6nQUHOEfrkoFbAsfz8AzohV3uvgxqJIbKb2ei/LOfEK9oAKJkFTMxaDFQG0SiJoTQmkro4Enfs+6/lDdB/6YkfvoY2VQPzeBQMXM1y1+qayyFufSD2Vg8aS72ueFI+HtkZy35fOPf//43sh2+td1pyKRNdQGpYDbV9esMUIThx3fm4am/vIeazWE2mfMij2Ou2W+LcFbXzEL0vgOgr5+1pSGK8+i/wX7A2egsaKt+BIwYOJ7KHBl4ccpucI7aH4O2SqLMVyhyo6QSEKHB5XTC5f5jkiD9TDQcRSKRhCEYrJ5zLrTv3RGGrkH78vLGGt4A32M8hBE7sFY0gw9u/ACJmMImu0EHDcPoU8YiG2FtsWMNsAsqNN4Fj7+wzYQUiZyG2npW09nhtMPTwZ0EzXM6CC3VgGRag9NbzOo4d+QxkXCORqOIN8TZvyWXxDp2Zr6jYxQ8VHa9b6/5Ua4Qi8ZYJJYWqTZn88SzrsVg8EJja26d+Z7btS61140ex+2H3Z+7DeOfuwUDLjoGPU7an1k4RI+T3TcIWs7/+otbP0njh8ZdY462kpu+3/i7639eia9vf79dXpNFbiDutLctHt9S/y/fmfv1Cvzn6o/RdG2pBnDL++eiz3AzaUkrX4zkBzeDI+8X82oAXHFf2MYfl9M31JZEnNOTroO2/Av2eulm9PX8AUh32xMn39Y5WpEnEnHoShJxQ4LX4f2DeGia0CPBCERDhN1lh9uTH81Q1Mk3ALE15l1FFSAMPwUcqeidYNY7c6AkqT46eRuB8eftCUHKvsgeE1GxCBKxMASeg9PfdmXpSKiS3UdP6pBkGa6Au0NrgrNqH5EQYuEa2EQOnN3HSjJ2ZMSZFjLUcIgWqfS5x+eGL+DP+HtC8x+vUyKiDrvsyumoM+2aRENUo1qDr8jX7J0MPf4LjMZW2oLnAHDMwtExOLoWos9p5lwz6OJj2ceKH+az+bh6zmqo0STioTiUSAIFu/ZFsj6C0rEDkAonUDq2P4Jrq+HtWYSNPy2HpupY9d0y1K6qYhp685z1mPm/H7HbeRM77PVZZA9iazM16cJat24da9948skn/+nWIj1+j01Ldbg/ryVsWlGDF277gn1O62qP34GLHz1mi3Cm4v/Jd68HolVmPVuDh/3wqyFPOKXT+Jy1DTOgL/+cbddTZRFa8s9e2wPH3b877K78aPixwzbMkTBkKJBl5x8EDQmscDiMWH0Mqq7C6XEy/2U+CGd91QcwVr8FCACnceCGHA1+QOv97ZqiYcFnizHpjk/Z1iuN0CHXH4huu3ZDNkLePCURhtPOQ+M9beZ7ZedQKMw8vLT15Q20Msk0w6JLTTTAIXNIGw4EfEUdKiKZ77o+xBaosijBTcK50J/xBQZrgBMNQU/FYHd64XTmboUNluRa34BUNAW7gyq2uJv9HurpjTCYP1EH+I4vkdhEUwnLbgeYyYvd9h+1w98pHGTO58VDu7OPYy7aH59c8yZWT17GdpqpVKYlni3Y+bUzto3a2lrmgb7hhhu2+7PU4pHKjPz+cd9Dj+XMO1BXEcZjl76H2s3UYhfwFbtx5f9OwYj9B7Dv66HNSL56NrjoenAi/YQB+5HXw7bX6Z1GOOvB9VA+uQycrIHa5MVTMp76fC8cfe9FGHXQQOQ7ZmvkEAQthpjKg3f8tgU3fZ9K0jXUBpnYcLrNjP9cWkBuDyPVAG367eB4sikZgN0LcY+bWi0k6jcF8eY1H+Dt6z9szCsws+iHHDQU2YiZMBaFkk4gkRbg9ATaxK7AzqFoFKG6EASDh9Pjgtfv7dAILwnVVDyIVCoJhbPDV1DSoVFwCtSQlTAZSTLx5yxwIVAUaJNjovfCUMOAIIITvTnbEZT5wmnMQpSjwsNd6GELgeZgaFHo2gZAkgHZA8F3FPIJEuB7Xn5QYyMWDrGGOGa+3PENOiw6np2669LN6YQTTmBlRLbHTTfdxC7M3z9uurb1Zavam/vPegPrl1Wb7UF14KDzxmHgWLMdsLbsC6SeOQjG5iaPswF54vmQxp2CzgJN6qGv/wVOMRvBRNMSbnv1SLjHHI4xhw5GpxDOsRhi4Xr2/rs9f4xCUVJRTUUtOBWwe+zwBrx54XMmtKnXglPrwYmUBACIBz8LzmW2Wm0J6YSCuR8vwgMH/hsLv1jCvqZzQO/de+P8V89GQY/stIexxL1oGHZZgNPtaZMFkemtjSNcF2YVBTgbz86hjvQUk3AOB2uRTAThctjgcG47Oba9rCN0DdZX1SMZ+n/2rgLOqmr9rlO3e4IZOqVLBAkbVBSx69mdT312vPfszuezxY6n/sUOVERUBESkpbsnb/ep/+/bZwYLZICpe+9Z/q5M3rln3332Xvv71re+NDRRg6fIwwI1TXGfUaZBzcagMR9zS4tH//dk3MKhMGLVMWRVZduYNfRApisV0JGGzpHeWQYn5GZXxb9CUbdSDD5nPybTpCqemS9Ma3jnRRN5iz0Oi5KJds+ePXf4fdpItruZJJu/I8yuIpOScedpb2Lt4kqWNtagY+y5QzH+0pHs++r6HyD/8CDAUVqZg06FUv4ukPa/KCcX0t2BVrsUiUk3wRFaCAhUuczhu0XdcfBFY3Dy9QejEMA2UkpbCyqyvBsul+93mw8R52B1kEkReJGDL+BrFR3gGgN6aAlQ9T2Ta9DOwve/AHy7Ubv2HLqO6rVBPHPm64hWxrbVFIgijzY9SnDC/cfAV26Y5LfGqB0VCYpIIaVa4Xc0vta3njiHq8OMIDqcDhZNbcmsBc35MDlr6AnwnAhN8sPVQo5LhuY6hlhtHKl0Cg6bHd6AlxVRNtU6zCLu2RR4zga7K5CTB2GSasQiMUSqI2wee/0etjbtiuRG0yjyblw7x5c0uU1dS6HnoX0wc8L3rIAwEUxi2eQl6H1Y35Z+WSZyVfNMN1+nTp3w7LPPIt8QqorjuVs+x+KZ69lGTl3NRp8+GGfdfhh4noMWXAv5wwsATQFEDlCtkMbcDHHACeCk/CBGO4OWCiHxzvGsixgncsySbuHadhBGXIujL26dPrxNQSIS0RBSyRRsVisrlKrfSGlDok09GowiGU3CYrciUOrPG1tHPROEOvNy1n6Z5bC8PcAPvq7Bv08FORt+2YoP75uMtT9vZLcRe17dqHw/9o5xGHbSznWKLZtxiDHdqyQJcLkCjX4oor9BcyhUE0I2loXdZYe3qOHFXE015ynizCsRUC2nw1PMnDVaQj7CXksoilg0BjBrSAeLnjal/ph5IafJ15mDxtla3Md6d+YUZUvCtREkYnFIggU2lw2BksAuS080ijyzomBy2MlN2UpD0KZXOVxt/YhsCrHPa1bvvCW1ifzGLpNnKhLMdyz4YS0m3PoF1i2pgsB2cg5dBpbjkofHM/N/ZdbzUH9+HhynQidXCXCwnDMRfEn+SxTqUb18KexTj4FNShnORBqHaMIOuf/fcdwFhVONTPplIhEOKw/eEdimFaRNvT4alkykYHPY4S12w+P15E1WQvv+DHDxlcxuj0Wde54DTtp55ElOK5j+7nz88PZcbFpSua21fd2thoHj+uKU+46CxWFp9e+9nIywIkGFc7EiwcYmOOQWQSRHUzRY7BI8xZ4WlQgwh6V4CJlUCKIgwO4JwO1pmiYwf4X6GoJ4LIFsMgseAuwBG+tKRhH5phwfygIQedZ1FU53wwvrWk20ORpj80qXAVEQ4fDa4fa6d0uzrXMpgIJFOlk8D0c+o6RnW4Q2hpnzxtZllS39cky0MHLnrm8GrFlSgdcf+hYzP1vKAmm0ACsAxp42GBfeNRa6moHy+bnQK3428sqcAM7qhHjQXQVDnFVVw7xJ02FfeDP2KkuwaA91EJw4bV8c/tAE7NeudabXm448BZHOaLC7vNuiXbRBEeGhzZ1WWo/fDU/A3eINIxqTuGiL7gDiiyklw1oeY6+zwPU4a4e/s2l5FaZNXICFX69Ezfogc2IRfhtp5oDibsW48NmTUNKlqNUfMOhwlE5GkM0kIIg2uPyN42nMOjTWWYDGQwkk40lGzkSLiEBZgJHDlhob1gAmWotsOgqbTYLOe+FuouLInWqtIzEkIuSvLACSziQa9GhqIssi3ZFq8LoCQXTAZssNrTPThMcT2w4buqbDwroteti47e66pCqr6yLPGtnsIJ8Rr02wJioEakxkorBhkuc61FbGcMWRE5BNyOA5SscBXp8N+x3dFxfdORaWzAYo7x0LPRNmOz3TOEOHMOIaCL2PQSGgpiKK9x//EsOs96JHpyrjAKEDS6JjcMRjjyPQpvEib60dhh1WDQQ1DrvNAbvTcNdgpCcWRyqRYelQu9fKCE+uVuL/EWTJqK94Elj7ivH+U2OBkv3BD75tu57ONZsj+OSZmfjhnXmQMwo7lBJpJl2z4aMB+Dv6cfpdR6Dr0I6w2KQc0YrWIpMIwm63gLf6G+xOsNPCw1QKyXASqUwaPOvSZ4HT7WDFgS2pkyfiHKrZDB5pIz0v+uD1+Js16lrf9j4cjDCPa3ofnG4rPIFAszUnSSYTEHkFxJ0slpb1194VvTzJyqjlNHOvEXW4nC54fG4mMdvdcaPIu84lDM0zRZ4tA5Gv0DQdFatq2PtOoxXoXNTSL8lEC8MkzwDWLqvEJYc9AzmpsIWELIq9RU7cMuFkDNyvC/SKmVB/uBYgRwEizaIIrmw/iPvfB95r+EHmO6Z9uhiPX/kKnr3pffhcaegUZFCBhYnjMOCKxyBZCmcqGU0qqFgqjozKw2ExiDMVc4Vro6B0hWDh4fUZlk8t6YjQmNAT66EtfwjYMgmgSBWFjAUP+JHPgRP+XLwWqozhzhNfQ/XGMKsn5OoIM00dh8eKzv3Lccqth6G8ewkEMTci8iyrEApBl8PgBR4K74FvD+Ua9JysQUU4gWSSWj3rsNptcHhIT2v4hbd4i+tQDThkoWoc7G4/vN5As76m+voBKtZKyRlYJBH+gJ9FTZurWI95eWeTrImIZKUx8LXaqHO97IfmVTKSgipr0HjKkNnh8jrZQWxP3z9dT0LTEywDy+5q9m9+YuuSrYiHUuBZ0AzoM6Z3S78kEy2MwmE820EinsbMycvx1L8/RzopsxOlVRJw1vWH4PSrD2RRNm3dR9B+vBHIxNjaQPpeYdBlEPa5HoWAWDiFx65+HX1cH+HNexZC4DSjSwwPJMvPxt4H31owXta/agbDUNIhaKoCh7cMdocTsVgciXASmSw1GbDB6/OwiHO+QKv8EvqSW4BsnISSgKwCzo7gR/wPnPjngqmKdUH865iXEatOMIJBhLm0rQd7H9oDfUZ1YR7pFpuYe4emaBi8GkJaVmFzBuDxBXY7+krPVy9BSMfTjJxZrTbYAha4XK4m1+429DVGIiFAj7OPrc6SZifO7MASjCAeTTAS7XY54fI5WbS5OV8HEVFVTkKySEyu0VoPxTSn6EGHsWxahi5obE1yer2MNDdWtkDXw4BkZFw43QFeaJ0NjBoDs99fyNp8k2rD6raibd/yln5JJloYubV7NQIioQS+/HAevnp/HpYv2AIladjMiYbKGWdcd5BBnGvnQFv5GvQ1E41frJN1Cfs/CG6vv6EQtM1fvf4JLFvewY3jZkAQNHBkdKlT90QdfPcz4B12LwoJRG6SsSBSsRpYBQGq5AZ4iTWtiMUTECDA5XbCG2jZFHtjQtey0De+Am3NE+Ao0kwbr6IA/oHgB9wDzmF05Pot5kxdhfvOeguU4zQyOTqGjeuNK586HqKldRKOhjUoiSCbDELXFUac3XvQSY/mEit4C6eQkVOwCDZGCKmglEhza9DG17uJZNNhZkHJrrmZiwOJsEZCUSRjSYi8BKffDl8TtNneGejgIMtJputVVXuLup381SGDos2xUALZLHku60wr7/TaWQaD5mpjHsZkdTl0gcaBusmS/KPl52xTYMuKKsx8ew7r8UBTv9fBvdi4mihsFMQMICI4ZdICvPf6DEz/ZikskBhh5lm5CSViqDBQwy2Pn4hxB1VCnX46sIU8HanpA2dEWj0dwfe/DnzX45GvYAShYjF+/uhllFvm4eDiTZCKFOh03Fa5Oh9nK/gxH4AP9EMhgW1KkVpomSgkgUNKtwNZEVk5ATWjQxIt8ASc29Ls+QDKvKhLbwCC5OMsQldVY/PtfDb4va7/00ZcvSWCd5/4AZNeng2B3V/GmXP/kwfi0kfHQyB9dA6CEd14FKlELWzMnswDp3v3vH2ZLzQjODHE4nGInAU2O7kdGHOntfgFG4eFGGKRKlgs1ADDDWcz+xnTOAVrQlBSKpP1uHwOuNyuFhkjiuSmU9QSHXC4Wk/Umd4nIs30oMh8KpFmRF+ituQ+Kmi0sfFqigOPylXXSTV0CKLRNCzfsHjqSky4+B3wGpXFc+AlAWOvOailX5aJVoC8J8+rVmzBI3d/gG+/WASh7nIH9wmhd7c4uraNo0ObJEoCOooCAhzaB9DmZCnMYHg3y6wKAvB0gzDiP+D8+WmKzppUzHkMvsSbsEHD/j0V1kqRI8KscNQDhum8lI7nwNL7QnDO/FwodzQ2VKQUDVXBImSRyNJGJcFiF6DJRiTC4bPBZrPmjZsGQVdTUBdfCKRWAUQUVBWwtwe/17/ABYwmQb89nM6eshL/vfYTpnOmglumDOQ4nHLdgTjl2gORqzC66FUhmwoxjbOseeD1F+9ygxKaR0TCI+EYkokE9CxYQSlFBUm329ratBNxzaSiIJ4qKzwCRUXN9hqJ/FHEORaOIx5NsWY5RQF/i9k8GhH4OHhBJ1NSWK1N5yG9K2NEBzFmiRmKQ9FVaFnKovJw+43IeGPomv8SFGmm/VFXIfJ7IZ9Axc3v3fc1pr/5M3MG4upiaKPO3rfVNmwy0bzIW/I89ev5+Oj9mfji4znQs7SkCDhgWAhnjK/EPn3D4Em8TA+KphFZlmXWKZDdJaR+pn8tfghD7gHX4SjkKzatnA/b+mvgdxmNTpjNCEWaKeKuAllZRKboOHiHXAlxOyn6fAbrXBaNIh2vYlrHUJp0Ow4IvAO6QoVTFlht5KbhyhvSTNAiM6CuvQdQwuxzjsizrTuE/s+Ak3y/+9nNa2vxzK1fYOYXyyBSDoerk/VYRfzj8WNx0PH9kaswigNrIadDLAovSX54fCW7TCKNeRRDPE42YQoLxzu8Njic9lZ54CJSlk7HkM1S90Bpt655T6KopAFPRknOkoGdGg/5HS3qj04EVdPS0DWSQnhbvLOj8f5kkIymoXEydJln2xXNKUmywOGwN7kLikbFghx13uUZiRa4TsgHLJ+1AQu/WYGvJ/zIZGqs0ykP1pr7+FsOxUHn7dvSL9FEK0HekecXnv8c777zLVYsrjDscyCgR8cs7r2mCn17JMERWabaf5nOkRQhq0O9FQAnAm32A9/ldHBlo5GvoGjhu698ii7SBAzumaojzDxrxqDKPDbXdkbbIafA3v002FtpRXnTF4dFkYpthZKOIpUVoSouVq1ud1hhs1v3yB+1NYKsp9Qtz0Gr/QTQqNCPNkYdcA2C0Pup35GXn79fhWmTluKTl39iOwsrCuR0eL127D++D654KHdlGvVEjt5/qDFwPA/JWgKvb9c6sNVnLRKJJBJRo5mQZBfgdDnh8bhbTer/j2B2eYkIRIGDZPM0eQc95htOPsSJBGKRBNLJNCyiBU6Xg7WMbunCSRoP0jtzHBHT5j8o1xeWEmlOxJLIphVonAJOFSBaRdh8VlbESLKf5nptOijt5jDWBzXLxiZXQZ1OJz0/E4t/WIulP6xlSWeabmwkOUB0WPCPN89EpwGFFTwyUQDkmRbfO+54GZ98NB2VW2Jsxougm1nHmcclcP7JMZR6M+CIINKGpamAtQycZx9AcAKcw4ioiX5wvn7gnJ2RzyDi/NJTX6Gf5ykM7kObgkgrCBau7Ixq4WwcevIR6J5HpHB3NqtwKIhkdAuikQg01QbR4YLb64HNaYU/4GWbVEunbhsTWnw+lMrngdRqw3aKvFuVLPiOV4IvPQE1lVFEQklMePArrF9ZjQ3LapgG0KgZoEMqh/LOATz83rlo0+H30elcBBFnOROGqiiwOsgSbdeIM3M7oKYUkQQ0WYfOq3B6XPB4W4eLxo5Akd9kMmIskzqRxaZrykLrthFFTbNxSqXS4GnltklwuR3skNHS9QOGPCINSbJC16VmLQSm94IizUwjH06xwy2B0wU4PA7WHZAO8S1RnKxwy40gFNU1CG3BI7dalG9dU8t09G/fPxVrF2xBzYYQS7bWtS4wgmo8cOQV+2O/UwYj0NaUapjIM/L81FMT8dbbX2Pl8i3sc5Gzspugdw8Zd1/Ho3/XmCHP0A0ywNl7gi8/E3ygMEX/iqLijOPvwTlHzMbgQQqgkf+eiqVVB2LAyXdBbCUFSy0FaihQVVGBSLiSxJ7QIMDm9MHv9zL7OSq+aa0Rw91101CC/4Ma/AScQg0waD6Qq4YPQtdbMH+JG988/Snefm4au42oyNYgzQI0KhSiDYfn8Pd7x+G484fnzRxIxKrB6WlIVmq77W8wiSOyRWQnHIoinZCRVdNw2p1w+zzMfq61zx3S9rIoq67B4dq1A8PuNO8g0kyHDIGTwFO7b6fESHN9t86WBpHXbJaK8GTY7U3fwZBA84cOFdTYJBFJM6s5aDxbe1xew56PNM0tOZc0PgyetzE5E6/60ZphZDZ0LJy2FotnrkMmnsUXL8+GKPHMU72+cRORZlESYHdZcMJ1B6Hv/l1R2jnQ0i/fRCtFzpLnVas24vkJH+Dllyexz5nZHMdhv5ES7r3BjrZF5MeaAXQjqgreCqHdNeCKxoLLYzP3PyKVyiAaTeKbr+dhw9pqfPr+V7jh/Focsh+NDQedE5HUh6L/kXeA4wuTONdv5LFoHOFgLTLxMDg+C03woriU0vWG9VxLR8EaG2ryZ2SDrwFyhZF+JSsrRQbnG4NVNYfgoXO+xU/TVkHQhW2uNATqrNmmow8OuwXnXHsIDj66P0Tyfs4DEHGprdkCTouxtLTTHmhQZK++IDAej7MoIREu0p8W+XzMIaI1R5t/e+2JRBgcp0KyuJhEoSles9HiOoZEPA5N5iHwAmysVbSDHTBayzgZjiNxVgtDkWe7vWkIPR246EGHCCKj6WSWSTMgauwwS/OPIvFE3GkNaunx0enYzIe27aMi18Fgnq0IG1ZUY9rHi9GuaxEm3PoFO4Sw9oAALHVyMmocQ5yBEtLFHXzoQk2bbjoEbbqYhNlEnpLnTZuqcMRRV6G2hk6/FlgtHLp2suD1p9qiNBAEpyeBrA5dIDKQBUeazTYXgHfkV0XwjiDLCr76aha+/GI23nnnG9glKnJTccOlHN54IotSHxVHGocKztoB3r0ebPEFuaVQnzauqQoyiYbARSFaOVidbVBS2pYVdDVnC+LmACvMSkyFHH4dZBnCkUSDOgDwJUjaj8WjT1Tjk3deRSalsjizxuLvRlHSyReMQptyH44/ezhcntbndbun5LGqaisUOcSEKC6Ht0Fkjvl/J5OIhhPIZNKAzrN54/G7WjxCuCtzIhaLguPImlKC1epp1MNifTEg038nEshQ4aQO2F0i80ZvjYWTRnEetbSmOpnGPTzTulOfpUgmUuzwmkrILEsqiAJ4gYPL44bdbmPzp7VYGBJ0LgyBp3boBvEX9OIWfT1rllZi2meL0alHKZ6/40ukEhm2/6cSWQh83ZGfYgN19zEtdawhmsuCYy8dye7vw88dCqc3P7z5TTQPco4V3HjLf/HMcxMhcCIuOr8ER4/zYUBvCTzpwZSEIUNgHfBos28DITAafNEJBUMO16zZjNtun4AvvpjFovG0dHTrrOGOGwTs3Vc1dN+aCJ0ijJ6DIbX7e8GMzfY281AojGB1GMlUEFYRsFhtCBS3hWsXNa65AhYhTU6BHHvLMJah7pCqjNpEb5xzSQU2bZwIVdYhUNODula0RAJvvPMEHDCmL/zFLuQjiPzW1GyFkg0z9wCbrQj+QPFfEjoWQSUXjWgcmQy1blbgclGTHIM0tzb7uZ1ptIEM6wQlim5GZhuvuQg1hCFNcwrZtMrmoNUmwu6ws6xOaz2cpjNpZLNJ8DwHm23Pi/HoummcDfeVOCPQVKymKjp4UWfjIFks7DBBf6ul27LvCDpfCUGQDFcdjqodmu8QHY+lseDHtezgfv9V7yErq4hXJ1mHYFHgWQKN1izJKPeDqpG0zNjfeu3bEWpWwTGXjETf4R1hc1lhd+bfGm+iedA6V63t4Oc5i/HAIy9hypS58HhEPP9Mb+w/yguQTpNuF5UiZ4Z+F7wXYvHRED2jwXGt58TelCAi+NXkWTjrnNvgdkgYuo8dQwZYMXKYhBGDOVgExSjwyOrQOBekwHAIbc4Hx+f3aZs2KFrk6UGHBHoYKdI4QrURhCM10LJx2O08AoEiWB3FcHubtxlEc0HXU8gk3oWS/gmcZIOuZACVxz/vteC9D1bVtQwy/tN4BT17dsSpZx2A0847KK8PWIbcgqJpGai8AIvVj+KS8h2SOuZ6QM4QsRhScZmRQqvNBn+xBz6f0QK5NZKencmWSGoikPe007PH0XIaI1qTIpEYi8ZnU1TspkMidwibFR6vu9WSQwKtEclEjEWEyUlid4vy6osiaY6xwsgoRZk1yFlqOMTD5bFBU3VmW0h/g+6z1nqY2AapllXTsbdOLW/yjsC09Dxz/xfIZhXMmbYGm9fVwmG1QsmSFpxITB1RVjUIdV0Ohx7WA9WbIhg1rg9GjevNbP36Du+U1+uYieZFK79LgYrKGvzfxEl4/Mm3YLFlcOvtfXDGme0hiYCupMCJNkAhqzW2UkF0nwjJTbrm/CM/O0I4EsNBoy/CunVbcPJJZbjtn+3gcdEaTR7WCjm+G9F4VQHv2he24vPBifmt66onBOFwBOlUmi2sRIipIERTdISpW2A2yaJtPp8VFpsfVlcbeDytNxK2J1DVDUil3oCuBplMQ1epmC2As89bh3nzKY3JymaYRGPY8J4YMKgrrrrhWDid+X24MizSYlDVFDSdJARF8Pm2f3j61XqOLNVSkJUsrBYJxW5y48gdicYfQcSOigTptVMR2J64N9TbqpGmOZPNGKSZ02FzUHMRsnd0sfurtY8TEX+LRQCvUPbAuktZKBqD+lbZ5CBCrbKJLJNWmDJ/tAZ5fMY4UKaCDhCt9RCxXeik30+wD3mtTaM+NY3dx+/+hHQqizkzV2PSB3NQWuxDtDbJ9nhON8Ypnc6yomXCsDE9ULUxgjEnDMDAEV1YFHroId1NomyiSdFqWcKq1RswbfpsPPrf16DqYTz74mHYZ2gxRD5rWPZQMaAggdM8sNpHghe7gxcChu1agYAW6AsuvQOTvpwOH0XjXxiIsYf66yLxlIKlQLxc59frhOg9HKLn6LxfVGgBjkQiqKqsQTSagKKqLKVnkQz7Qk1XoKlJOJwCJNEHt7cUbo+fkZ98HJuMOh+Z7GfsoMAJdug6aXMFnHneOsydl4YIK4uGDR3ZHTfcdCqG7tsThQBD5xtDMhliBY8Wixs+X9F2iV29rplcNIgM0TQhr2ayniOy2drJ4F8hmUww8kxHKJdr9w4A9ZIEKnpjmuaUwny+HW6yUrMy7TiRxVy5vwwJhQOiZIXV8teFgvXRZVqPKbqcyVAr7ww7PAi8CFVVtjUvcTgM7XQuFJDuCHxmIHRxI6DbAbV0j54rFKT7L4OpkxfixWe+QHmbIsybtZZ9r74jcG11FCLJQzgOHbsVY8OqGow4tCeOPWM4I9QHHNkntw4fJvICrY5p/jx3Eb6bNgv3PPA8/AELnnzmKBxwUEdGmKnDEzt9ahnoHAdJ6A+b7XBwXH4VLu0MtFjf8M+HMfH9yejZ24lH/rM3Dj+8HFZJY9XaYIb+PFvceKEIgqUzJNdY9nE+o34Dj0SiqK0JMhJNkVNqakLua9lMGhYLRcZUuFw+CIITHm8xI835uvhm1cXIqJMBXjR6iSspTJ8RwwUXb0YmQ8lXEQoyuObqU3Hd9afmdGOTXYGhdw8hkwkz4qxpEnw+35+IY326nTSqFEWkg5jD5oDHZxS55XqWwpCsRJi3tyiSw4Zjt2oHYrE4EvEEUskMG0OH08os5yiySp/nGlGk9cDldBu63j+sDfXXXN8im+ZHMplGJp1mxWjZTAZWqyHdoYI/Wn9ojaG5kuvzhUAtyjml227/fiqVxacfz0AykcU9t73F5BgSJ7I1evO6IMS6rLHHa0c0nIK/1ImxRw1h43nxDYfD6bbljbuPidxFq7mTn3/pf3j1jYmYPecX2GwWPPToCTjn3H3AcTpUIss6xyKGukbK3W6wivtA4Bs3ZZQLmDJ1Jp545g14i8J498Mj0au3jxFmXaW0lgJOy4Lj/bBbjoUo5nezl3rUV62TjjmZpO5oKbbQko6Qoj2kWdG1FBQbB1GwQVFoM3PC7vC3SIOB5kJGX4SM/i04wQpNzTKN4K3/XIk336iAyBuRL7tTxHsT78OQIYURbSaQ9CIYqoYsx6CTW4Dghtf7q5dz/SGsvjsgEUKFooeiBX6/C16v4USRa4RwR77O4LLQVA4Wi73BWv96AslcRiJxJFMpFmUlTTO1q6eofK4X3NbXSNTbENYTZeNAlYEsU9c/YxwEgcifDqvFAncxzSXrtjbZuXh4aOz1ee26rVi+bAOef+5jhIMprFqxpa7GwqAg5DCiyCrrzdS/fyfmy3zHw6cjm1HQrWc53Hnm7GMi99Gi5JkWm8+/+Br3PPQEZs1eVNcuW8BDjxyH8y8YYbT8ZbIDETqZxOsDYeF71ekzCwvrN2zGA488i0+/nIKHHx2Ho485hB0qCLqaZtZz1NhA5AfBZj+0IBbrX1PFcdTWhthGTilii5WstkirqCGdDhqFLTogSRSJt8HndrPv53KqfWfIYglk/mdwnBO6mkIkouKi82ZhxgzqpEX2czLOPG0crrziZHTr1h6FAiJAmUwcPEeNKDRYLXY4nQEWGazXqdZLD6gRqarIkCxW+NweRgpp3uRD9HAbOMBisTHHB/Ixbug9R+OTTKSRTCUZaaaMhcftgMfb8u20Gwt0rfWHcrpeum5d0w0ZmEhyDJUdNtxu6oRIB3Ibu3b6Wr5msurH5ZfFKzB3/i+scLC4OIBfFq9Exw7lKCkuQmlJAOEwNdtR8NFH32HRonX45Zc1rBEO679EkWu2BmmwiDwURcPl1x4Fu82GfUf0RP9BXVr6Ek2Y2CladBd46LGnceO/72Efk1+z8S/QqVMJ+7jeIUFQusGqEmnO7UjG7oAW7AcfexbPTngLh47tjtlzr2UFbpRm5XnqnJQFBwkSusIiDAPP7VraNZdBZLmysopFBwlOp4NFkilzQQRJ15Oso6JFcsBqI8/e/NnY/woqaiELC8CRllmToekC/nHVLEyfUYkzThuPY8cfjP79u6NtuXGfFRIMfSq1eZFgs1qYfIfmQ21tLWsoRHOJGidQtMxiJVcIP5MeUBQ1r0hzHRx2KljjmPXYzrIw9QfVSDiGRDLJxkQSyXLOwQhka+kK2BhzpN5NhQ5S6TS1xgYbH+rA6vYYh2+6fjqA18sx8uHa/wp0T9x+z8N4+vk3EQonwFPAhh7MeYMOC9SoTADPkc0lz+xk2f7NGfu2xqztOKi6grKSEnTtWo7HHr8cVpuEsvL8LmA3kX9o0d1g6vfTWUjQSI0p6N+3L5567G6MGtUbmrYE0AXw2V7g0Tieo7mEn+fOx3MvvI7vfvgJq9dugsvpwHMTTmMbHY0XndZ53QNJ6w8BZaxFcqGgvvNXRUUl82kmclNUFGDyFcpUpNNR8LwCRSGvVBfc7gArWMrnaFA9NKQgizMhCU6oagaKruLE4z+F390D61a8hKIiHwoVrG12OIzq6hoWZaZIYSpVU1cAyEFjjiwirDYi1YamOd/asf8RRAD/Sl5RH2mu78BJpJIkdBQltDtsTMKSbzUDdK3r169ntRNEismBhywIaQ2pJ8z5PCd2hCeefRF33f8f8CT5YtSBNwJcPO3fYMSYgXoJULtr+iJbk1RGqsvKfRg/bn+M2m8AjjxyeMtejAkTuUyer7rsAnw3bSZ4gcd5Z/4N9915C4seUopdyAxDoWLW7LkYcfBRRk6VdXYTILOinAy8XhtbqAS1EwS1b90iVjigBTkajWLTps0IBkNMW1lW1obZP6VSIegq6ePBigHtDie8Hm/BbHQUT1UtsyGJlB6l4lEd9949GWNHH49rrzoPhQzSL1dUVCAYDDMySGSPdJUk86FxolbUdrtR2FVf3JXvkcS/ahVtyFsoEk9FgIbOl75G0Veym3PXSZ/ycYzo+um66OBUWlqCkpKSnPPubgps2VLJXGZYUTqngYMCh93NZBsBvx9OuwMLFq2C025HNJpGp85l6N2zK/YbNRBjDx+B9u3bsKygCRP5gBZlXmMPOwSxqlVsoSr0hem3WLR46bZTO8dp4HkRR409BOlgP/idOji1CJxWmGkuihyuWbOGkSCfz4Py8jLmkpBKpyAKFrKyhpXSyAUi0fgtstk4REeKfUyawhkz1oGTexQ0cab7iGwLt27dytLwNpsdgYCPSQzqZRhEjIgo0aOQ5ssfi//qPayJNFNmK5vNgOcFgzRT580ikrAYuu98Xq9pbnTsSA5P+raDlAngpmv/jslTv8eKlWsw7vBD8cLTD7E6gO0dPMiHmYhyId5PJgoDnF7P0pobyZoW+bO5AGrsMf6ks7Bg4RIMHzYEt958DfYbWbiReAZHMdvMKHq4ceNGttl36tQJZWVlLLJcn14m5IsTQoORJD/rGA4dfyruvHcMxhzaB+vW1eDKS77Eh++8mJfdEhsERzGbE5SCJ/JMMowuXbqww1Y+k7+Gol7DTDKFen9ikrCQDZgoklyFY5ZrlA2slyyY41agMPfr7cNR3MxvhInWApM8m8ipRYo2efLnpeiX11s4koy/RLIGp559Cf7vvY+Z1KdHj7aQBDcmf/o2ysv2rIlBTsNRzA5ZNTV0uIiy+VJcXGzOmboIIY0LHSroniKrNYrAkw6cNL71rhH1mu+COoya+DNM8rx9mOS5YGHmo0zkFGiDLy8vb+mX0eqwdWtl3Uc60ing22/fKmziXAdKuRNhLioqKlgd8/ZA40DjQbIEii5T4R9F5gtZ723ChAkTDYUZeTaRGzBP+DtGsgbzF/yCv19zC8rKSvHCU48wd4CChzln/hL1LaXribQpyTDxV2uMCXNfMvErTPJsIjdgEqEdw9zYzDljwkRTwlxjzDXGxO9gVs2YMGHChAkTJkyYMNFAmOTZhAkTJkyYMGHChIkGwiTPJkyYMGHChAkTJkw0ECZ5NmHChAkTJkyYMGGitVvVaZtmtdSfbtXg2+/b0i+hdcIsWNkxzGJKc87sCsz5Yq4zJkyY2COYkWcTJkyYMGHChAkTJhoIkzybMGHChAkTJkyYMNFAmOTZhAkTJkyYMGHChIkGwmzPbcKECRMmTJho1dBkGcGvvwMnWcC7nJB8Xtg7d4CuaogtWQVLiR/Ozu1b+mWaKBCY5NmECRMmTJjII+i6DiUahxyNITRjDrKhOJKbq6CqOnjJCmtZCTqdehgsfg9y4VpiP89FzRdTEP15PjVGhqpx0HUeGidC1wFVBnRwgN0B76DeSNVEITns6HntmeAlEdZA679OE7mFFmvPra34rCX+bKuH6bZhYkcIzf0FmydOhr1DObpedBI4QSgo9wRaquihqir7nOd5cBzH/i1EhxZdVhCb8zNSazcgvmgJMtVBQBBh7dQFrgF9UXLofuAtlj//YoHMl91Cjs+Z+JLliM1biNDPC5FcuR7gBaiKBl3noGg8oHNQdQGqzgOSBe7e3bHXZcfD2711Rmzj8+ajdtKXiM6ex0izphNp5qBp9DEPTad1gWefqxp9zkEHb1wfOHA2G+R4Fh1OOAh7XXwsBIvUuC/QvJcKFiZ5bmUwyTOQrgqiduYC2MqKEBjWnxGkQkamuhYrbn0YqQ2b6zYJAZ4hA9H/3qsKYgHXNA2ZTAapRAJKOg1N02nhAgQBOsfB7nLC5XJBqD9M5AkR2hFSK1eg4tmnoUSjkMOxOjLBQ2dzo45UaDwUXYS9R3f0vPEC2NuW/voEeTxf6g9XdKBSFGXbQYvmEH1PlmX2r9PphNVq/fMT5OicCU+fidCUbxGd9wt0jcYBjEzWR2npX1n9DXlm84TmjcD+5f0+9DhvHDqPH96i662aSCC1dBEEtw/xefNQ/d777LXT9WiaCM7hgBgoRqoyCM5iRaY2apBqToKmAYoCti6osv67CDU44+OOx+yH7ueOg8XjACc0QslXHt9LJv4aJnluZSh08rz+vW+w5pm3IfLGptfuxMPR9aKTUahIb63A8r/fyPR+LLKiCSyCJGsSDvjyOWOjy+MFnAhQLBaDHIkgFY9DEETomgaON6JOSjIFXRLhLC5CUWkJJEnKeSK0I6jRCDbffweyG9ZBU8HIshGJ46GpBoGmz1WV/uXZfKGDlm5zYvjbD0K024wnysP5QoSYDljRSASQFWTkLHQiyooG8Bx0VYecziBcG4SuqnCXl6HTXl3hcDh+/0Q5NmdSa9ei5oMPEZk+q440G3OCiKOi8hD9PsBihxTwQ+MlQJCgZFVEV25GJpJiP6/W/Y6iCygZ0Q/73nUWRNt2MhZNiOzm9ah6/F4oFZvZvKU5rSr0r3EYBMdDKCpHx+uuhL1b11+vf+MW9j1buzbIBiMI/vQL3D07ITR/JTRFxerXvoQSTxkR6jp/BFnj4OzQBr5+3Zheuu8l42Av8e7eC8/De8lEw2CS52ZCOpLGghfnILEljPK926LnqQO3m24uZPKc2FyNGWfcBouQhcBr7Gui143h7z6OQgQt7MsuvQpKdQ1b/ClyIisSMrKIrCrggA8ehcXrytsFnKKG8WAQ8XCYwk4symxxOiFYrezeyaYz7HtaIsWiTe7SYgRKS2CplyrkGBHaEXRNRc1zjyE5ZyaUNEVOiVQAmipAF20QfAFYe/SE4PEivnI94ivWQ05lDTJNEWiNR2DUUAy44yLjCfNsvlBUOZFIIBEMIhMKQxcEKBkZvKZDFXlIFiPCnE6lEK6sgpqQIXldKNurM9p27ABR/E3pT47MmcT8eah8+UXINTVQZWLNdL/QfsJDat8BRWPHwN6lMxxdO4G3/pkIy9EEVr70KdZ/+AMj3USgaZ6Q3KF0eB/s//B57IDaHIh/9wWCr/yXzWk6EDJCr4nG9egchPIOKD3tNHiGDdvl55ZjSURXbcbcW1+AEk0a62jd4YKulQi1xeeC4LRjyI0nonTv7rv2B/LsXjLRcJgFg00ETdURXBvG5tlbsXHmRqS3hmEVFEi8ho1ba1E1cw1G3j8ekrN5T/itOXI0998vstQbBB2iYJBna8CNQkV84UKotVUs5ciDAx8oQs06mUWbSb4hJ9IGec5DECGKRaNIxGKQSJ7hcsHj8zFiXC/PoDnj9nkRqq5BKhhGNhpH3GaDvyiQN1IfpbYKobcmIDF7BiNIPKWfdQ7Wrj3gH38iXMP23e61pjZVYM7l90JOUHSRR82sxcg30PufzWYRCYehxONQMhnwdjs4mxUWjmdxRtFhh81m26aXd5WXIlRTCy2ZRaI2ilpnLUpLS3NivsiVW5HdvAG1E99GdtNGqBlaIzlaGVixnHvQABSNOxLuIYN2+lySx4k+/zgFPS44GivfnIJV73wHLa1A1YAtM5ZiwbNfYtBlRzT5NamxMKKfv03vpnEtnA4NAoRAMfR4Bp79D0Tpuefv9vsjuR0oGtwDB7z2L8RWbcaKN6egZs4KCDYLlBRpPHSkgzFotXF8d9XzkAJeDL7iKJQN6wGr5w9ZCRMmfgOTPDcBdE3H1AdmYdNPWyHyrHwBFoGWBtr8dPCcBjUcxcLHpmDIv5p+gcoFbPl2PiKrNkMgmsjp7EGwlxWhUFExYQJ4nsZBB+cOwHHCadj4wJvEpVmUxlaUvxXkadI2x2MQdQ28xwuf3//7CCFttRzH0u5S23JUEtEMRZFNpqB4ld/LN3IUStVmVD9xF+TNG0BBQDowif4iFJ9+MVyDh4L7i2u0ty9Dr39egvk3PsFoiZ5VWRSOyES+SDSS8ThSkTC0rMykPDa3G3a/n80Jmhv0c3/UwXs8HrRp0wbrV65BojqEWEUt+5rdbkdrRmrJAlQ+8C924zMts87XzQkB9t594N5nKAJHjdtlkim57Ohz8VHocuIBmHzufyBXRViGa/FrU9H5iL3h69Km0a5B2bAI8pp5UCo3A4IF9gNORu1/b4Me3EJ1jdBggfeE8+A59Ghwf7jX9xRWvxvWob0QGNwDkZWbYCvxYc370xFeuQWbf1jCfkaVVcgVYUy75Q2ITjv6njsa7Ub2RKB7WaO+FhP5AZM8NzIy8Sw+uWEaYptjJLUzwFGqCMhqPCyCwiQJRKITq7YguHATAgNaZ6Vzc2LJhC/qtHpUIM5D4BVGEB2d2qIQkVi0EGqwChxHhU482l1yPlZ+vRqyxrN5xTtsELaTjs0HEDFKhEPsX7vDAZfH8yfi/FsQUbY57IhF49B0lZGmXEdmxULUPHIDk6sYRFCAa7/R8J9yHgSPr0HP4ehYBlkT2KGdRoSKrPKBPFM2IhkKIZ2Ig9M0CDY7JLcbbq+XFQHujEDSfPEU+5GNJKGoKtPVt2ZEJ72H8HuvgONobnNG8EXnYe83AP5xx8E5aPAe/w17kQcHPHohPj/jMTZbKAP4zXWv47iJ1zZKVD7z3StIffkUm4hMq6+IyMz5GmpQZpk1+q/4ouvhGHogmhK8KMDfuxP7uO9FR7J/t/ywBGs+/Qkbpv5S91OU1cvg5/9OwpynJ+O4//sHvB1NeYaJ38Mkz42IVCSDbx6Zg8jm+LYNS3RZ0W5QMUr2CqDtkDJwuoY5t7zHFkCB07HqpW8x9NHTmk1f1hqx9rPZiKyrBk9xZ16H3WsFEhl26BDt26mILwBUPPsUOF1lG5d98GC49xmCLXd9VlcpD/ja5Wc0hIhMPBqFkM3CKllg9RiE6K9AZJlkLaRt5TmaQ7l9L6Vmf4PIm/+hki+WjucdDjj2Gw/fCWeBExseUddkhUk8aDQowZ+Np5HrUp5kIoFoMAhJU8AJImx+N+xuI3L8J7eVv4Db7Ubc7wSnkMTOkIi1FmipOJSt65GeOw2Z9auRWboQUA1bRp3n4TnsOFg6dYNr31GNGqH1dS9H56OGYdVHs9nn4fU1yISTsPmdu/2cejaF1FtXQl0zGzwvsOwJS53R91Ix8IIEXRNg6T8S9sGj0BJou18flI/qja4zl2PVJ7OxfsoiI1tDD0XFzIc+wYCzD0TbfX4tVDRhwiTPjYgfX1mKTfNrwJZwjkPZ4FIc9s/h4MXfb+btDuuDqq8XQOB1aPE4Iku3wNe3MKPP4VVbMeued8HUCRzH0mVWRwxKWmOLl6tvDxQaot9NgR6uNFKZKo+iI45A9YJ1SNXGwOmkCwS6HNsyG02TF35RGj4RQ1YH3F7Pn90QtgMiFaquIZvJgrPmtlxDXrMYkf89Cj2d2kaWfH+7DM6Rh+3ycznKiwCLDUomy7I4az+ZjeJBu1gQ1UpAB6RUKgU5Goakq1CtdvhLvWx+7M5hiaLPDocTmXhqm51dS0Ot2YLU9A+Q/PZDQJbZvU9ZJ8PLXIfG29H2tsdhad+5yV7DsOuOwbKP57KMB2UCN81ahe5jB+7282VnvApt/Swjuiyo4HSylCPHHHJAEQx5nsOFwIU3N7pUY1dAY9x2ZC/2SNXEsPqL+Zj/4lRkYilsnLkCm2evwQlvXQlfl5IWe40mWhdyO0TTipAIprFxfo1hRg8OXQ7osF3iTOh6yjBIFiJBJN/QEF22EYWIdDiBKVe+wCI/zHOUEzDs9jOhBGvZ2JDdPaVlCwmk3Qx99H+GzpkDPCNHsLTsohcnQ1GNCnF3jw7ofNRQ5BOIHJFjQjKZhMDzcHm97NEQYsQKx5JpqDKFEXN3vqTnTkXo0cvBy3FwdW4zJdc/slvEuT5FDZdrm4tCzaJ1yFXQvEiFQ0imsxDtDviKipi39+5mGYgscTxnjFGdB3RLQF79MxLv3YfwA6ci/OBpSH/7FjidMgT6tjlAC4GlW2+U3/lUkxJngmAVofNkh8lWX4h7cBjVMwmoP78CXtTASyo4ix3O85+B5/r/gy74mJOG1H0Qim98EpylzkaxFcBe7Ea/M/bH0a//3ZASkvtHVsVbJ/6XkWgTJghm5LmRMPudlYjWpNhpxN/ejf0vG7Bd4lyv6XV2KkJqXQUjSOnNuWGP1JigzWrGXRORrImxlDtR5YGXHwW3l0M1r7OoM1VEO/v2QiEh+Pqz0Gs2g/z7VYjwHXYktvy4Alt/Ws2cFshqqfuJ++WdzIdcE9RYFJIqQ3V64PE0jDgTKCKpyrKRtuf5XUrftxakvnsXiU+eZtE5nfx5yzrAc/pNsHTru2cHkpokeNYkAxBcrbsobkfZCJob8UgYFk2BzW6FzevbqZSnQaAOlTRfWijimZn9AVLv32s0AdEAjiKyrGDakAzw/nLwvnJIXfvCc/hJ4J1NXyBMVoiZjAbyKqHzhOTefVIrz3wWUCJ1mmYe9gteBV+6F/te0V3vQIuFIZS0a7VOJ572ARxw2wmY+ejnSEXSoF1p2afz0W6oKd8wYZLnRos6r/u52vCnBNB+7zaQ7H+9IDs6BJDdsJktlHJlbcHNxY0/LMO675ZCJELIAR0O7Ifepx2I2i8ng+dVY/OwSuDzwDWhoUgtmI3ED1+xqDttqIFxx8HWszcWXf4iiwJR0am7fRG6jR+adzrnRCyKdCYNm8UCh9v9lwWCf3TliNWGWUMEq9cJf2lxq92MdwR5zXwkP/kvqyqmaChEGzwnXbVHxJmw6PXvIWeptoKszICyEX2QK6BOgJSJyCbikDMZCLqKlGiB1+9j1nN7+h6zToNZoxOhZLU065xhmZLvX0Zm8lPs/SbiXK8D5t1FkAYcCPtBp0Isbv5i6VVTljCdPAVc7QEnygYaxXW7Ci2yGeqsF4zLIvekvQ4HV/KrBI+3u9ijtaPn0UOgczy+ufU99j4t/nge+pwwFOUDOrT0SzPRwjAjz42AuR+sRaQiyT4OdHBhxJk9d/o7zvZFiPJEiQA1EmVdr7gcjJjtDii9/uOjnxtdsHTA7nNh/3tOY99LLV1CDaPYuLj67nwc8wW0odY8cx+gZI3rd/rgGX0E1k1djM2zV0OkOhuex95XjEO+gQiwkEnBIvCQPA2PKjKP39ogEuEY7A47nEW+BmmkWxP0bBqxCVfT0YiJ6HTOgsANEyCUdtyj59VkFfNf+pYVaOkkT5AE9DhhJHIl0hwLBZEN10BVVNZBzup2w+LzwelyNdqBTVEViKLUrAWmuq4h/eblUFfPBEfLvSoAVjvEXmNgHTIOUo990JKoXraVZQEpw2Ur8UKQdm9P4iQ7IIiAqgCiFdYjb8+5Q209eo0fjJnPfIPolhBLCWydv8EkzyZM8ryniAczWPzNZhZ1JrQfUAzRuvMFx9W1DbOrM9YTHWpGhugoDPK87IOfEdlQywgy0eT97zoVgmSc49RQLXiyZAIHW+fdi3rkIpIzvgKvJaGRZEXj0eba26BZPfjp8VeNQwY4eDuUoOPB/ZBPoAggWY6RLZ3D6W5wVJF+Plhdi2wsAclmgS3gZhrYXEP6+9fB6UlGcDmNh+u8e/aYOBOmPzYJmViapd+plfeBd50Ce8DVqg+PpGtOx8JIJ5LMpYFIHG93wObxwe50sbnRWH8rm86CMUSJbzZPcPq78ndPQlv3Ays3YlFn3gbnec9A7NA67uvqldVsWOgO9Hcp3e3n0Tb8AE5Ig/Rn4kHXgrPmdrOrvc8ahW8f+BwWhwWd9yu8InYTf4YZed5DLJ26GbFghi02Dq8F+5/fu0G/Jzht4HkNHJElahkaS0F0tJ6iiaaCnM5i2kOfb3PX8HVrg7ZDu7HvqfE40st+YQcKGk/PPkNQCNAVGZE3/0v9uMHzHJxHnARrl70w5/lvEN0cNJrrCDzGPHwm8g2pZAKSnAYnWWDzeBtEZIyIcwhIK4x0Onxu1ugi1yzqsounIjPleWO+CxysR/0D1j575qJCjR4+/sf/sHH6Mth4kkRR4RfQ6aA9k4A0JcjtIhGPIVZTyTIvuqrAaneCdwfg9njYnGjsqKWqKuApom1pHsmGrimQpz0FZcbzhjSHUwFPV7gueBO8vfUQS94qsEAQzZlEyMim7ip0VYYy7X6ACh6ps2PNcuQ6guuD7FCRTmSxcOIcHHSD2dys0GGS5z1AMpzBrPfXsSgpofPQ0gZFnQmWIi94iatrggBkq4OwtvEj3/HVPydClTW2qdMKffDdJzNiSIj/NAOCaFSYaxAh+hrWDCLX3TVqH70WnJYx0vY6D+fwg7Fh5krMemYK04TT9Go7rAe8nfPLJsmINEYhZxW4PF7WertBGudQFKlYApzAw19SxFp05xpxlpd+i/Rb1zM7QtJS6hYnbMOP3aPnTNTGMfnuT7B22gpWXJrVqKMpMOSig/fINaGpMw/xUBCpWAhULifzEqy+EtgcTibBaYriT1acmlWgSRwsdmuzzB3563ugznvb8LeiRkfectgufseQN7Qi+DoVQ9WXM/Icrozu1nMoU64F5M3gRAoMCOD3GotcB8mgjJCOcUA1YcIkz3uA5TMqEa/NsI8tNgGHX9V/l35fdNuhResXqNzvirYzbJqzDqumLDUiqTqHIRcciOK9yrd9PzF7BvPdoMOIc+AAiIEA8h3K5tVQ1lJnK7Iu5OA940osnVmN7+79BEKdJtwRcOLQR85APoFS2Ol4DFY6JtltsHu8f0mU6n1+Y8EwkpE4S+Fbfa6cJM4UmZN/eseIzGkcc1VwnPHYHtl1Va+qwqe3vIfqZRVs3jBFQsCF8Y/9DW0HdWq1Mo1YJAQhk2D3PUVgfR4/nE5nk0WDKcodiUSQiiZhdzUNOf8jtNpV0FZ8yt5vTuPAlXaHZfwDrY44Ezzt/KxgkBbpZCi1y7+vpULQ134ITtDZ3IanDYRO+yHXMfDUYVgxZSkjzt1H507hrYmmg0medxOpaBbfvraKSS5ooe+2bxsIO7Cm2xEkpwXZGNMvILu5AuiXmw0MGlok+MHlb7DxolC7tciFvc/6dVHNbliL7JK5EAQizzxrO5vv0BJRhB//B3i6ZppHbXthTUURpj1CrcqNfIbVacX+Nx4NwZI/tyqzUItTI5wUUpoKj8f/l3INKiKLR2OIhsKg7imS1cY0zrko1SDIP7wEbV1dwZggwTb+Rgjlu6+jDG0I4uVTnoeWkVkWS+E49D60Lw677WjYPPbW2UUyHoccj8CGLJLg4fQXw+E2JBpNCdZoJZZhbhK0/jYk27EnUNd9C+WTiwHqiEhVv9YyWE5+Frzn16BBa4K7jYd1ozTsjnb93tIXPLlNikjdwqQjn0U+YPGnCxELJtl1/fjSNHQabtrVFTryZ0duZmz4JYR4MMs+piZJ467dtagzQXBIjDgR7J3zu8PgZ//6ENlE1iiQ1IGx958Ma93GTtKF8PuvguMUprcTHHY4+u76eOYaUjM+ArKxbVHn6RsGYu07n7OuW5R21wUe4587D2X98mtuEHlKx2KwcDoslJ53unYYaaRIYSwWQ6w2wmSiuoWDr8gPp8uZk8RZT9RCWfo5OLrvNQFiv8Mg9dp/t59vxbcr8M6Vb0Ooaw5Da9HgE4fgkOvHsuKm1ohUIgYuGWRyHcFmh6eY3s8dz4HGAhWZkuQnk83A5fMwPXVTziFdzUD95gaAo33CaEstjb651RJngt3vhErRcQ5I0CFDq7NPbCD0TC0gUHMrDlzXY8C32f3uhK0J3vZ+Nhbs43b5L680sXOY5Hk3IGdVfPXCym1R5177t4Fo2bX0H1nTZTdsqrf3ZCrffMXyKUux9PNF2+QafcYPRIehXbZ9P7XwJ6QXzDLGQgC8J56FfIe8ah5Snz9vRB95YNHGzlixcqtxQ9IaLQo47f8uRVG3NsgnUBQ5FY9BzSaR5UX4XJ7tps6JNFNanwoDU9EEIx9OrwuBNsWN5rrQEshOeRgIrWXd4zhPGSwHXbLbz5WKpPDtU99BU6jDBjmeWbD/pQdixPmtN01O72kiGgWva3B4/LC7Da17UxNnpq2OxcEpgM1qg8vnavqo86wHgUylcY+T70mPY8Hv1boLzeh9IJcTWoPEXWxArKeqgfUfGJINkQc/7EbkC3oe1hdTH/sa6UgKlSuqWPYsV633TDQOTPK8m1Hnmg20oRtE57BLG+aw8VtosgLRLkDPZKDzEixl+VUMVg85JWPSHZ8yDSZFUyWPDQdee/i27+tyFpH/PQlBVI3DiKcMntFHIp+hZ1JITn4ZHK9C03ikshJmLe9seH7zOkq7lWLMP8fnHXH+rTWdJPCwOdyw2+3bJc7hUBixmjDi4TgrevMU+eArCeQ0cdbCm6BtmAnG4MBDHDgefGD3mi3Q5j3htJdRs7oaArlq6MD4+45H70N3fS1q3oxDCHZeRlaww+HxNTmBrZ9zkdowMukMOImHy2VYIjYlKOqsb55G0QJD1951NKTDH0ZrRyaRhUpnMQ6weOy7FnUOLwMEpe7Npr4FuXuv/hHVK6tYl0E6pW5esAmZeAa2Pei+aCL3YZLnXUQqLuOdexduizp37OeDK7DrrWLTy1cC2QxbpMh1Q/S2HruixsTE6yYiXptgxFnVdYx/8CQ4i371m82uXgItXMk+pvEsuujavD/RZ2Z9BGX1z+xjWeMxZWE/I9hsFTH83FHY97z9Wm3KfU9AhC+TiINTM8gIVgRc7j+91xSZjoajiFSFIWezsHsdcHicrLPc9oh2LkH+7jEgWc1kOVybXpBGnL9bz6MqGqY8+R2qV9cYHuCajhMfPK5VE2d6XxOxMDKJGHhBZF0km8NfmTVcicaQSWYg8AJcvqb3A9c1FerX5wExo+ETnG0hHnAXcgFkT0fVFsw+lTIauwB9/Yd1nRJ1oGxvcPZi5AvK+7aFv1MRQutrmYSD1moThQ1zBuwiZnywHomQbHyiA6fcOpB58+4qlOpqlrolSOX5F2EkbP5lC1bPWMPaSlNkbMQ5I9F11O+LIqMfPA+emT4DQoe9YO05APkMecVMpL56EryoQJUFbA35sCEUwF77dcdhN49FUef82XC2F3nMZNIQeB5Wh+NPUUeKOFMhWSIWZ/67do8d/uIA6ziY6wcqLbweesWPgCADCg+h5xhwlt3rhvjze/Mw9ZlpLCJPUeeeB+2Ffke0Xh/n+kK9VCQIi8iBd3rgcnua/D1lhabhGLLxDHQRcPpdTX4A09U01K9PBqrnMAkakzq33Recq/XqnH+LBZMWG01SOGD/i/bbpYMx4quY3pn2Rb7tIcgnSDYJGs9D1oGaDSEs/Hgh9j5x75Z+WSZaECZ53gWsXxzGVy+thmDUfmDw4W3hCuxe6ib+448sAkWrq2uf/Ciq+ONi+s7V7yGbVqiXFgJdirD/JQf+7mfSc6dC27yMNYvRNAGuMcfnPEna2ZhUv/Uo7ArZG3KojHrw1fz+GHravjj0mjGQ7K3Ti7cxwKzmEnEIShqKYIXT+WvUmXVek2UkEgmkWeRLZy4RHl/DvJ9bO9j1UdOIFB2YAa59P4j7nrdbzzXl6Wn46vFvmRpV5zi0HdgOpz99KloziMQq6QR4yMjqVvidTU+caT5RxDmZSkEQeFZgShHnJifsK18DgnMM0ky7K++HMOxm5Ao2L6L23HV1F7syVrE17LrZ+NKvdT0R+QaHlw67xpiYkg0TJnneBbnGZ8+tYDcPyQ9sDhEn3rB7jhDZjRvAaynogs5Io6Vd27ybie/98xMEN4TYYkqW8odcNRo2j+13Nm3xdx6h0WSdHCxd+8C+9+67DuQCFvz7WnTFWuh1jTHmrumK4RcfhoMv//2hIh/B9K6pBARNhc1h2Zayp2gzRSWToQTS2QyT99gddibTaK62yU0N9cfHgLVfGfsuucl0PRCcsOuHgqo1NZj8xPfQ6vondx3SESfcMx458d5nMhBEK2wuI5PQ1H+PDmKZqDGfnAFXk3pH10NPVQKLH2LdInXKpnFeCId9AM6VG+v76lnrEK0xanlKuhah/xEN9zPWU5sAibqiUGceDzhr/mXQeh/RF+vmbGCSlnDF7jWQMZE/yD2vpxbCD+9vwJpFYXYgtzolnHnHoN1+rsSPM9giQ5FnW9cOsJTll2xjxps/Y8778xlppn1+0LED0eewXr+LxEWe/DuQjYBjHQV1uI+7iLVozkdsXFKBJ477D8rkGexaaQ+fs7ozel92cUEQZ4o8JmNRSEoKMm+FxWlYhFG3wOqKagQrg0glU5BEEZ5iL7xF+UOcCeqyj7a973yPwyAM23WHjS3LK/Hgkc9Bkel+4cBbJEacizsFWn8znEQUNi4NiBbYHE0b/SWNc7g2jEQkAZ3XYHPam6xT4R+hr3uH8ml1rnQc+CMng/Ptvn93c+OH12ZDljUoOoey3m3h9DdcVqSvet44HJL1X8cjwYm5XZ+wPVQsq2ROJKQJXzd7fUu/HBMtDJM8NwDzplZg0surWSqLtq7u+xSh+5Ci3Rrw7IZ1yK74BTx5YXI67P3yy894xfQ1+OCOSdR1nMHmd+DQaw7ZtmFqySiiT1wErWoVwBmtyV0nXA5Lt/waB4KSVfHRI1Nx77jncXTXd+FypMGJKjIyjw5nXY59Ttj9A1iugMhTPBZFIhoyuiU6Da0zRQdrKmtQvaEaqXgSNq8d3hIfS63nE3HWoxvAKVXgJBWwSBBHXQdO2LXri9Uk8ME9XzFLOrqtRIeEG768tNUTZ4Ihx4khlc5ClKwQxaZLdtbLf8jhh9d5eIq88BX5mvRvbvvb0RXQlz9KInRm04a9LgHvaodcwaT/fIuFXy4z5Bo60GNU111yFqHiSHbtJMQP5KcWuPfoXhBEAbzAY/Dx+b92m/hrmOR5J6AU6Zevrmb2PWTC02WAHyddt3vtObV4DPHP3wXPUcGhDrG4GM59hiFfsG7uJjx7zpssc6fplLrkcenb58FTajiJqFXrkHjrX1A3LmKkmfSfln77wb5/fnYTfPKCd/DZEz9gYJeNKPJFtx0W0gfciL2OOgiFAIoEKokwHMRfrC7m7UuoralFtCYKFQpsbjv8AT+LEOZi45O/dF346QFApVS4Ds4ZAO/ftc5kckbB69d/hOUz1hlN3wQOR147Gv52PuQCspkUHIIC0WKDxe5u0veXik1j4TggUXGgkxUHNtd80qlYrj6gLljAD8gdj2NN1fD9K7PY/KLi7kOvPBBDT2h4HY4eXQpoMYM8U8S9dBTyEfM+WYSsrEJWNWyYv6mlX46JFoaped4J3rjvF2xak2BFgrS4HHJ6F9hdux4Zo6Yosc/fhhatZkcWntPgHJU/KfvZHy3C2zd/ui06T7rWS18/E8WdjeiYls0g/vzF0BMh1jRAVzhY+h0A9zn3Id8QD6fw+HnvYN3cjXDbUjjjkBl1kXcdepfRaH/EMSgEGDZhIchM72qDx+tnUUDqGBipjjA5h6/Mj7K2ZXlRGPhHaAufgb72Y2O+kxS02675l6uyivuPfREVy6tYQE/lgDGX7of9zxqKnPH0TqWgyhxsLm+Tap1JO092dHpWg+SQWIFgc0g16iPe+uJ7trWz5vrcAo6XciY49N/TXkMqlmVzjCwyB4/vt0vPoVd8BtBYkxjYVg7YcyfivisQJIEdDuj9Zh+bKGjsFnmmlOs999yDt956i22G9Bg2bBgefPBB+Hy5ERFpCKKhDOZMrWS6XVoXxl/YHb2H7XohhJZOITHpDagbl7HIEemmbAOGwT4wP9Jbq2ZvwLu3f4FsRmHuTHaXBSfePQ4dBhiFMmrVGiQmXACkKfrKUTNqWA8/D/aD8q+T4M+TluGtuyejdmMYNknBZUd/A0HSoGtEnkU4jqaNNf/PrLRGxMI1yIYqYbHZIdY1piBCHawKsvvJ6XaipLSkyQvIWgJkWaZvIFJBhrkc+I4HQxjxzwb//oqfNuCtWydh6/KqbV8bdkw/jLlwJHIBRDCSiTisehyyhawJXU1GZok4RyNRZJUsRJsIu8vebMSZoKcrAKXGIM+aBs7bev22/4j5XyzF6p83so8p6nzJcyejpC7g0WDIIUqJGAUubUiilz/Zo9/CVephemdfex9GnbVvS78cEy2M3drFzz//fASDQcycORN+v58tlBMnTmRfyxfyTIU5957/IzJpjZ3IvSVWjBi36ydqLRZC/L2noIVrWLcmXeMhdegK5+jWXyXfEGxZWY1HTn0NvK6zcSKOeOGLp6HrPkbnNC24Aen3bwEyYUaaOasd0sgzYBtzQV7Z0lG0+YMnfsDXL/7E0qCUqRjWazXaFYeYwwLtJ9Ixj4Bz5WcnyT/Z0qVS0DIJCKIIVXTC43QxklNbHYSSViFYBATKA0yqkY/Qf3kWCC0yyLPND2HEbQ2e7+sWbsWEK99HuDLGGtTRr3Ue0gFnPHgMBNLT5gCoDXcmEYKqqKwhSlPpjlm7d3JriaSYasLVxtXsc0pfcquh9SUC6RsBFOUGsfrh7Xl44+ZP2VpFL79tz1J02XvXOl7qmUog+A0gCgBvA9ft78hHUMOYqc9OZ2tbzfowNizcgp77d2vpl2WiBbHLK9qqVavw7rvvYsOGDYw4E2hTOOmkk7b785lMhj3+CCkrw2ppvamt2d9UIFSV+fVEft8geIsaHiHTM0nIK35Gevr7FBph9kVQBXCBErjGnQouD4qitq6qxmNnkMZZZ84anMDj+vfPQ8f+RkMAXdeQfucf0KvX1AUmeFj2OwO20Rcjn1C5IYQJN3yGxdPXMq5EZKdb+wr8bcwsw52MIo9th7PGGIUAii6rqTBUVYPoLoEvUMy0p0znHIyyCFVxaTHc7j93GMwH6InN0Na/x4gzp3Hg2o0C59v5RpuKZfDDewvx5m1fsAwOO4wCOOfB8Rhxwu41Y2qxIsFYEBIvQ7TZYHcZcp3GBh3GIsEI0ukM28kog9Hcxaa6kgBSawzZAq3zORB5TUbSeOWGT7Dm5w1Mp01rd89RXXD5i3/bZTmCnq6ETtVAdB9rGfB56LJBWDN7PSS7iGxSZt0FS7vunmGAifzBLq9oc+fORY8ePVBc3DD5wn333Yc77rjjT1+/9e9/w21XnI7WiDWLI5hwxy9GBy+KIB5WhvY9PA3+fbV2I9KfPQU9GQP1QaFUDz2Z2LEPnOPOBdcM1d/Ngc+fno5IVYwRRKtDwml3HrGNOGuJIDIfXguEVtRpnAVYR18Cy4EXIp9QsS6Iaw95FjI1gyFPax4YMcqKcw+YB45sxYg8ectgOeWFvCSK20/XJ5BNxmGzWmHz+Fh0MBQMIVgRZNKeQBs/3N6mLR5rSWjz7gTia41ybE9X8Pv8e6e/k4ik8c/Dn0Nwc9TQN1NXZ58NZ959JPY5qk/OzB2jGU4MyMaR0ni4i/xNQmjrI86kc6YThtPngMdrWCA257VqS2+CTpINgQfn6g6uw2lo7RHUz5/+AfO/WsY+lyQedrcNR1554G7pePXILEAw9jMucAg4sWlbn7cU3rzmQ6QSMtvrxt10aM4U7JpoOjQ5i7v55ptxzTXX/Onr0oZv0Bqx6Mca/Of6eexjknCJFh7n/bt/gzcvec1syFMnMIkCuU1wGs/Is23UsbAOyp+WpVNe+xnTJy5iBdZUSHnYxSMxvK5CW9s8H5m3zgbUbJ3GmYcwaDwsB5yfMySgIZjxyRI8cfVHUNLkw2I0nzrsb73wt8GvgquuZJ/rogTpgJt3qylGLoIITTZRC11XIQsuiNSwIpJEJBRlETlPwA1fUX50DtwetA0fA1s+N1ozU8ahy3HgnO3+koA9deVHmP7+IuZwZnwNsLstOP2uIzF0fOtuu/0nT+d0mjXDsVoEWC0+OJ2N7+tMfycaiSEVTUETNDhcDlYg2NyHMb36K+jh6YbWWefBefuDE1qvfj+TknHn0S9iy/JqY65xwIBDe+Hip07Y/SeNL9/WdQ+W/CSU2bQMRaHjrLHXtelmRp1N7AZ53nvvvbFy5UrU1taiqGjnk4hSadsrCNJaoWSjtjKNl+5fAkUx9Lsur4Rzbmp41EeLVkKd8SLz8iVtM0cV9l32huPgM8Fbdq+Nd2tE5dogPvnvNJZSpo1+2FF9cOTfje6AyuKJUL69l2iU4YRIlnTe9rCOvRkcaTfyALR5f/3OfLx6x2Sk4lmWnRB4DiffcBDGt38MeuUi6HRnKQLEUddA6LlrLgu5XCQYj9RCSYbAW4wIVKQ2gmQyDavNBofXCo/Hk5cFgvXQlz+7rSEKyoaD63PZDn/27Qen4stXZiMVyWw7rNO6s/cRvXDlcyfm1EGTJBTU1U9O1EKCAlUqgtvd+JHg+u6B8WgMlOax2W3w+r3NT5y1LLTqj7bJNSB5wXX7c5CotSAWTOLz52Zi8/Jq9rmiAcddfQAOvWD4nrmMcFnmX07+gFz5ychHfPPCj4iEUuw83Hnv9ugxoktLvyQTuUieu3fvjhNOOIEVDb7yyiusQJBuovfffx+DBw9G16675mPamix7HrxmLqor0owM0UZ2xrW9MeTAhnX/01MRKDNfJLGzsenxOiyHXgqxc36Zqa9bXIF7T3oN6Ri1vqWMnYDDLxzO9Jjqmm+gTLkFZIrNWtRqOqQRl0EceTE4MT8IE0VvPnz+R7x27xQI5Glap4m//c2T0TtxG7Qts40zAx2e+p8KYdB5KAQY0cAwlESQRd800YEUsw7jYHNY4S/y5Z2P8x+hV34HJJYCEg/qCMP3uXK7kcgpb83Dh8/MQMWqWvY5CwJyHFwlTtz76fkItPXkFHEmkLOGmqxCJpWEzemCzW5vdLkGSTUS8QQSoaTh1uK1tUjEmaBXfQDE5xrkWXRD6P1fcJZAq7037z7hVWxZVcP2NsJewzth/D8O2LN5JgehR39iH3KQwVG0KA9RubbWsGDlOHjaNFy+aSK/sVuyjZdeegl333039t13X1YIQovaAQccgNGjRyNX8eEra7BhZYxFSqnBx7jTOmHfMWUN+l09WQv5hyeh16xlrgrk6Sr0Gp1XxDlSk8D/Pfwtprwxl00aWnOJNF736qnospcF8peXQ1v5GZNo6MSqdQGWv70OoUP+NIEh4nzZIc9gy+papm/WoKO0gw//fHwIOlReAj28ksl1jNL1/SHu9++8ibY3pEFFOlLBGoPInAPI8NBUFZJNRKDYaICSa4RwV6BX/wBt4S1gRQ40B9ruD67sgN/9zLqllfjwuZn47p2FjNCIdW2cLU4Jlz58NPrv3wXuQO65j1A0OJ1OQYQOq8sPiyPAbAkb+2+Q9CeVSrLxtTnJN9zTLN0Dtwc9vRE63du6Ds7djz1aIzYuq8K7j3yHratr2Oe0Zp9zzxE46LS99/h+1LUEQEERXYXO2QHbrjl15AJqNoUx68NFjDyLAofx1+eP9NLEnmG3Vh6KKFAR4PYKAXMRq5dG8PZzq9hCyINDcZkVJ13Sfae/p6sytA3ToM57w9D30m6oCBB6j4E45FTkC6Z/vBgv3Pw5EiHDDopO4BaLgMPPG4Y+A61QJp0LvWpRXb9KSlnbIB3/JvjywcgXfPjiLLzx8FTEa0mOQgcsHT0HtcMVd+2DDlU3AtGVxvWT3YavH8SjXs9rsvgn8hQnK0IFiYwCjechCAojzN4iN5xOJ/IZmpqFPvsiQE0b+lfKvHT6NYVNriOLZqzDo1d8gGBFHAIRLjp8cRxOv+FgjDy6D8pztHqf3vtouAYWxJGBA15v4/p2swLUZJI9SN5CUWZ3kZPNqRYjznINtNpP6pqikIf3VWiNiIVSeOKKD7FxaRU70zndFgw4qBsO/NvgRrE81Cpeh87eA2oe4gMn5Nd9TtnoTx//jqy7GRRNz8nDrYmmQX7YPuwBvp20GU/c+Qt0VWcpLVXXcfWDg2CxCn+t9doyA9qKj6GHNjAfX1pEmUNRj0MgDsotveJfFUpMem0OXr71y21RMnZVIo+LHj0KwwdtgPr+GFZZz9ZPaoHmbAPhwLvzhjhv3RDCaw9/g8lvz2epYoE2S47D4AO74q43T4D+2QFAqpLdSRw5NvU8Dfyw2/Pi/W8IKOuUjEeQSdYiFpeh8w64rE4IVh6+Ig9rkZzP0DUF+pwLAIEKiursyka+Br7016jz49d8jK/emsdkPnQDUXnp6OP74/CzhqDv8E7IVTBLumgt0olaWEQBNqe10QpBaV6RxSn9jXgoATkrQ7AKcDjsLUqcCWp8IXTWhKXuoNQK5RqTX5+D52/6DCIR/DoZ4tn3HYn9juvfaH9DS/5ieFvrGji74bKUL0gnsvjgoamY/u5CtufRMJ790NGwufJDfmhiz1Gw5JkI8HOPLMHH/1vPNjVaCokcnXBuV3Tt5d3+78gJ6Ju/g77hK+jRzdCJNAscOFVg/JnveTTE/vlRNBELJfHQpe9jztRVkMiCTa+z7TuqNy7/d0eIqx6B9t3Xho9xXddA9DwJ4v53gZPy43S+Zlkl7r3sXaxeVMEiN+zwIHJ45KPz0XuvJPTPhgJZQ+pD4AZcCX7gdQUj1aB7KBIOobZiPXQ5Behu2K1uWF0SPF53/hNnOQxt+Z1A9GfjC2Q90/vf24jz1A8W4ZGrP4SWNUJXdDDv1qcMBxzTFydftX9OH7DYoSmZRDYThd0qQRMDcLh8e3xNFMkmwkyuLRRp1jgNgsDDSoWBRUaXypYcNy29DtrWRwAqAFcV8IEx4CSj30FrwIZlVfjkhVlY8A1lUgFF1dBjUFuMOqYfRh7TeNISXY3RLmGQZwoplGy/z0MuYvOKarz2z8+xfNYGVr5AQixvGw+GHdt4Bw8TuY+CJM+ppIJ7b5mLn76rYlFEIs0qx+HIkzrijL/3/NPP6/F10DdPBjZNYj8L2dC1cioRRx7wdYY48gbwtvyw6lk4Yx1uOfk1aLLKSLGi6+jerwxXXAN0dn8CfdoU4weZHRfT8YDrcSaEEXfkNCGoB9kSffF/c3Hvle9BIJs9pm8GxhzbH6desT+6l/wC7YdrqRsG037rgsTS9Pyg61t9g4TGJE+RSATByg1QkgkkFSsCJT54fG54fZ5mbY/cEmAevyvuhV49BVz9tdq7gu90GuSsglce+gYfv/gTUoksU/NQBLBNRz/ufOt0FJXldtER2dHFIkGomQh0TgcvFbHC8T2JBtNzZrMy0qk0sgkZMhSIEGC1SnD5XOy5SS7Y0uuLFv2eBQuY1pnnwXtaRzdB6uS4csFWPHbpe6jaFAGn6cwBSJB4nHPXWOw1pH3j/kEtxd57w8Rfg+DshVxHOpllh44nL3tvW2dPciXpt38XnHnPkS0+90y0LhQceV6yKIjbrv8ZtRVpRpw5nWMp5tsf3weD9/218YuuZYBNHwLhedDDK4wvGllXsvQ0+lC7O0EcdAk438710bkA2vRvP+ctzKGohWZcqyByOGg08PcLpkOs/hZI6L+SZsplOTpCHPMGOE9+2PdUbY3g3LH/Re3mGHjwUKGhTVs/Dj95MM69eii4BVdCWz8TUOW6lrwc+N5Xge97NQoFRBxDoRBqt2xANByCxWpHcVk5SstKWNo+nx016qGteRR68GsWbSbJF9dmLPjed+P9V2bj09dnY82iSnboov9oqbjrnTMx5MBuOb0B0/ueSMQRDW0BRzpvPQubswhOz+4RZ3o+kmYw+7loEtm0AhUyRE6Cw26Hy+1ghLm1eILrWgpKfCogWej0CM46BJz390WhzQ0mb0nKeODiiZj99UpIFNShrwO44O6xGH5kbwTK3I3/dzProEuGhIGz9AQnlSCXsXr+Ftx54mtQMjI77NL4Wa0Ceu3bCZc8eTycvvzOopnYdRQEeVYUDR+8vxpTJm/CLz+HwOtEi8gXgoPLL+Hu/w5Fr35+1k4ayTVAxWdAaDoTiul09DTE0EZBmCaCKx8FvsNYcP4/R6lzFUvmbMTzd37FCpto8e3ZJYT+e1XhrJNWwMongJDMtM6Q67SdFh/4YfeA7zge+YJJ783Bcw9+iaotEUPnxvGwWkVc/9ix2Kf8XWD6DYAcN5ZWIoi0ge7zCLhO+ZOybAjhqa6qQPXmdayLoNPhgbe8A0pKSpq9NXJLQFeTUFfcBERm/zoHAvtik/UK/Ouw57B6YSVbVyhjQRtw194luPnJE9FjQFvkOig6nIoHwUNmZ2ersxx2t3+3yC0RZpJmRINxo427lYpMeTjdHqZrpsxFa5tPWmY9dCTqpAqA1O7SFj0MJWJpXDvuRaxbVmXo6euK2voO7YB9xvTA2HOGNllLdy2zxuicywrEc9ei7ruJC/Hyv7+A1SaxGh+9rjEajdvFjx+HoUf2bumXaKKVQsz3jf7d91biy0nrsWBuLQT6T6eOfxqjzv329uO2BwfB5wxC3/A6kFoPJLcY4mcCneLrZB3gJaDb2eCKh4Ozth6N254iEctg4gsz8Pbj05BKZNC5bRynHb8co0esM8aBOitRuXFdqhLFQyH0vvpPNly5DFlW8fH/zcK9V09kc4aOVnS9R5y+N266WgW/9jRgSxrQlLqmCBrg7gm+37/BlYxCoYA0rpVbtyJcvRVWUQdvc6OofWcEiopatICruUDZKGXFVYaXM6vDEqBoTjw8oS8+ff8ZaLIGESKzMJQsHMaeuDfOuu5glHfM/fWCdMjJeBhKNgads8ITaAOny7VbWQZ6rlBtGKlkmt1vFtECr8/NyDLNo9aYudB1BZnwi4DFTvYq4IWOgNAyDimrFm3FHee/zSL1kQo6zBu6XKKybbsX4db/nQ6np2mbcumCC7rVzv4w584d+zY6qJE847FL38faJZVQUzISkTR7iKxdro6TbxmNw88ZCnE32pWbKBzk7Y63eEkN3v6/5fjo4zUQGR0SoENnaXirJODuOy0YNawGCF0PBBVa0Q2SWBdNYmSRswIlQ8GVHwPYy8ERgc4TsC55Hy3AO89Ox8oFGzBq72pccOYKtC1JQOQV6LoIjsaEIhcUWCiicTgCXNdzcjr1vD088K+JePulaZAgGtfG6fjPq8dg39JnqQIHOhSmb2Rzg3cAe/0DfIfjwYn5Zc20s7bLmzZuhhKrYZFH3VKEtmVlKC4pybv5sCNole9ATxkSLioKXb4ugHOu7gQ1u57JM1h9AFT0HdQR195/DPrt0xH5cmgK1m6Fko7B4bBBcvjh9nh2S2IQjyeQSiaRTsrgdAFuv425Z1D0ujXPIzU1G9BrjH1BECG4hjX76/3gpR/x9pPTYBFFbF0XYl+jvUyVNQw+qCtuevZEODw2FsFvaqjJyYBg7IeaPBfA4WjtWDp7I2477Q0oGRVa1mi3bbMaFIjey2tfPAltuxahbfdf5ZsmTBQMeU6nFXwxZQ1uvX0GBQgYaSbC7HRa0K+PB38/twLdOlTDIq8GonTXUNUfSTLqupvQUdpSApT/DXD3BSfldnHP9vDz9FV467nv8f2kJdhvnxA+f2cpJEkDp8iGa4ZaZ0kn2MF1OQdc0UhwRfnT7KQeiXgal53xNObNWsvCNipUDBjcBff8W0U76UYgYyywLE1Lsp0uF4BvdxI4e+6n4HfVZ3fjui1IRraA53V4i9ugtLxT3jc+qYee2QBl6zPQY3MAUWJtoTdu4nDO9R2QyvKQWNwP8PocuOyfR+K4M4c3C4FpapC0IhaLIRraCk6LQuQl6IIbbveuF0Zns1nEYqSXploCERanyEiz0+nIieJSVV0LXbKxqDNUEaL70Gb6uxom3D8Zq3/ZgtlTVrOurawWpa4w+ZSrD8DgUV3Qa0h7SJbm28510QUdabZ3sgLKVgo6sD10+QeY9vEvLAOUjGXY18U6i6Sug8sx7tx90bZrAF3655fdnommRV6R5+raBC675kssXFRNy3PdVzWMPrgNbvvHOrisSwA5BI61CxJpd6hLdgFw9AUcvQHvKEB0gaMq4jzD1k1BPHn/Z8xJQuB1/Pu6dTh4vyAsom7k/WjDV1XAUgqu/ARwnS/OW/eIzRtrcNctb+GnGRRJ5CByAvYeWoqn7t8MS/onapplRJtpY/DsA777TeCcudl6fk+IczgcQWVFFaLhrXBawYizr7hD3jc+qYeuq8huvAPIbgUniNAVGZW1Ek6/uiMSKfL8BmweC867bAyOP2MEikobvzirRSwII2HEIlVQ5ATrIKdpAuzOAHz+4gZJdIi0qKrKnos1UonEkYynoSgyXC4r/H5fo3chbCpQYaSSmUELAlsjLd4LwPFNO/9p3L7/YjHmTV+D/3t2BtulLDT/2Fmex1UPjEdxmRsjDu/VMgdYyQUoYbZ98rbWVzC/ePYGvHzfFARKXfj+/V/Y1zbVdYYlHH3pcLTrVoz9junb5BIXE/mJvCDPFdVxvPrWAjz36jymOSRYrDJ6drfgrhsVdGn7M6BE6/pmG8b24G0Apd394wCpLThrO+Qz3nzxWzx6x4eQ0yr6dpdxxcVbsM+AqOGer1NkVQFfMg5c8Vjw/uHIZ6SSGZxzyiNYt7oKQl0M4qyzvbjqvLVAak2dzQjJd3hwXf8BvuyEvJLsNFiXGgozjXM2UQubBXD5i+HylRcQcdaQrXgAGkLgyFlAziKZ5nDXEwHURjn06lWGW+45BUP27d6sUb/maLWeiFaTRycjzharGw53Kdxu7zbiTOSOyDE9iBwT6GNCNiMjk01DkzkoGskzeGi6CkmywONzMg/w1uKg0VCXDV0gZwmKOmsQpI5NXoPxzoRpePy2T5kbFFn2cTyHsq5+HHfWcAwc0Zl1N20psCZhXBa6aDEapAitI2K7aNZ6PHfnl+jYo4QVvm9dF2RJZY/bhlQ8i6K2HvxzwsngBQ49925k6z4TBYecXvHnLtqML6euwjOv/lwXaSZfSxXHjZVx3cUJeJyKkWajB4saZcEJJYC1CzjPWHBCfvgy7wyTJ83D3Te/DZuFw5mnRnHeabVw2hSAF40DhaUMYrf7wTm6Id+xasVmHDfuDiSjWSZRsToyePaxAPbuMY9yy8Y8IQcF1yAIXf4Fzto6NobmJs4VFZWoqayGkqmBzWqB2+eFr6gd07oWglRDUxPIVN0FXd4ITrSwtWPSdzZce0cA7du3wcX/GIF/3HhcXsgz/vjeZ9IRgMtCUa1wekvgchkNb4ziabKrSzCrQuLKGv1P56FqMgRehCwrEHiBaeStFFnWVYiiBKfLua0oMBdkGr9FNjMVuiCy2g/B0hF8ExYKTv18EW6+6DVWpVN/n+01sBwD9umMky8ahfZdW16Pq6lBaOTARHsuve9Sy0WeF85ah4eu+xAl5R5UrA1hy7ogI9HtOwW2Fblfct+RsNstGDCyM3zFhXHwN9H0yDnyTOnA97/4Bd9MX4UPJi2FAAuzFJOsKi45h8cRozV0aZehRDx0WQNHRu4UMeDd4F2jwNmHgaOoc4Fgwdw1uPzcJ3DwfhouPCuOfj1ShkkfRZuparz4WAjlZ4OTWqZyvDnx1pvf4IG730YsSmPA4aCRHB64VYbHscromczXjUnZqRDKzgEn5EenxF313a2uqkHV1o2AGoHL5YLbV4ZASdttBCrfoWZXIR38LzidOqgZqfKKSg53PW6H2+PE0y/9Hf0GdEY+vv/RaBSxWIg1dfH6yxAIFP1Ot0xR6dqaEJNhUPSYmpiIkgWiRC4ZAiSLwEi0y2ODxL5vYWS5vslJroFcNmR9MUCRZ56KGts0yd+Z+MYMvDnhW6SjMrIZha1PPr8TvoATNz92Inr2bz2ZUVVbDgh0MCKrDSv4Zg5CKbKK916ZiWxWwTfvL8KaZRXs0a49zVXDPu/0qw/E5jVBdOhRjMNOHlQQ65aJ5kVOkedMVsEDT0/BU6/NZDZRRALL2wIXnGHB2DEC2gQ0Q7urUVGPbJw8xR7grZ3BWfqD4/Ov+G9HCNZG8fwzn+GTiZ/jwXt0HH5w1pCrULRAzpJJKQT/OPDFxxfEwjJjxiLccO1zbL0XIGFAXx1PPqqxNii6KoIjhxWxLYTiv0Hwj0ahgQ6lFFGsqQ6iporkLDLcPh+cnnIUl5bnVJp9TyCnpiKbmAgIOnSdZzLXZcs1nHA2j/MvPBw3/+v0vIs2/5YcJxM1kMQswLngcDj/MDdqEQyGoakaa2Di8Xi2STDq15B6mzn6tzVazu0qVH0rdPK3hx1Q0pBs+zfqYeXVZ6fgxx+WYfrXyw2bTJ3KKQXm+HPbk6figMP6orVBwUboJHnUNfB6EThypWoGrF62FauWVmDdikq88PDXbHvv3KXNNmfZv125P0KVcXToVowxJw4siH3NRMshZ8gzLeDjz3sO8xZvBc+J6NBBwDVXFuOYcTZwdPfIGZYiZP002eLjh2A7FJzQruBuonnzVuLCs+/DuWdp+PQDERaRCnckY5xIo+YaBqn8cnBSy6cAmwMLF67GCcf9C7xOkTAOl13I4dLzRXC6ZhQG0ibgHgmx7O/gxMI5YP2WNG3dWonqqkpoSgYWSYPH44bb345FHnMtzb670NRaZNJfG3ImVWZ2dN9+l8Zl12Xw0qv/wsGHDM7rtSSZTECj4jiFh8vlhdVqkCKKNldWViMSjkBVdCa/KG/bhpHnfB4PQkb7EeCtRkaKDtd8hz1+ToqY/u+Vb7B+bTXefnEa+xrVXhBo6j38wrno1K0E3Xq1TsmYikqj7wFJcvi+Te6ItHDOOtjtVlx49JPMfaSs3M+amBBn7tK3FCddMBLFZR4cdFS/vJ+PJloPxFyJOP/7kU8x55dNKCu34ujxZbjhmlJYRIWRQV5QQwcAAQAASURBVF3JsI2OLNZ4riskcRQ4zoVCA0UuJk+eiUXzJ+Ddd10oKdIZMaSICUjCYmkLKXA6BGf+2c7tCN99Nw+nnX47cxg77lgrrr/Kg4CffOlk46HzEFzjIBWdg0IEyTS2bt2KUM0maHICNqsdDpeLyTRc7kDBEOesvAyp1FvgRB2cIkBWNVx0eQXA9cb/3v4bRo7sh3wGFful0ymIIh0wvfD7A+zrFHEmxxVNI9LshddLVnVu5pSR70RF0xPQuAojGEPSE67/Hl1zxdYgXn7hK6xZXoGpkxcwaQbV6tBzOr0WnH3RGIw4oBcGD2u9rj6qHjIaRenkh09j0qXR/4aiqJj+7RIUl3hwwyWvYv3qKvh9LkacCdFoAiNH92KHkCv+PQ7tuxRGEMhE60JOkOdn//cDnn97OkaMKMb/3tkXkkTkh2QIaehKkkk4BK0zRH0geL4wigD/CE1LYfKU5zB0aA1GjGwHyEmjjTQRRHJWdR0AyX8eOC4n3vJGwZy5S3Hd9Y/jxpva4LhjA/C5VXCaAp1FFSm6qELyngrRPQ6FBsrkUHvkLZu2IBKphK6m4PYE4PUVweEKMK1zIXQNJGzcVIFk5nWUt6GDggCdF/H0hCDaddgfDz5wOdPt5jvIy5vjsmytsFhcTJ9MB6uamiAymSw8Hif8fn/O2Ms1ljwBgsOwNlVTsHCDdut5tmyuwaTPf8J7b0/HsiUbAY2DwAlMdjBoSGf06Nkep5x9APoOaP1NdWRuMTiRxoQCzykIXEmjPXcmLbN16b5/vYt33/iBHS6oTwMhFIpjwIAu2LCmGlfdOh4nnVs4nV1NtE60+t3xsZe+xm3/+RQXXNQPt981GAJ1v6M2yTwRQw5Cthus2QHgtvk6FxZosVm+cj4cvi8x4kAqeHOyAwVLq6kZ8JwPFv8pEG0DUCigKNobb07Cvfc/g4ce7Y2DDvIDCpnjk2wlwbTwvLAXrP5TwYtlyOdMBEkyyEGB9KcU4ap3TKDmF5UVFUinaiHyHFyBUpS06cRIM0Wb8z2qSEinMxh//BUYN57Deed3Mwqg1BTe/b8adOx8PP7176NRKGtIOp2EpmXA80bHP5o3wWAQspyFzWYtOOJMULhl4DhDnsDzPcBzjgaP55o1W/DTT8vwxH/fRU1FAqlUti7KzEOHhl49O6C0zIe7HzoH7TvmTuRU42rYmJCNo8h1N8anEfDzrBXMPpSiy23qilSpI3DPvm2xfPEW7DemD55645K8rTcwkXtoteSZvC5v/c8HmDRjEV753xEYe2RngzTr9Eix1KolOQhStnD9GkOhKP7z9D34x3XtIIpO6Bq10za+l812RiBwCnjBSL8WCt546zM89cz/YcvWzfjf26PQrx9pmBWWeaVMBc+3g9V5HHixS14TRPLeDYfDCNaGEE8kIAgiLBayCeOhKiriiRhUJQqrRYLXW4xAcTm8Xm9ej8lv8fPcX3D5Vfeg/yAOZ56zT12vJAXTfhBw8EF3oWvX1uNu0BxzRdOyjAhZLE52eKqtrUUqlWHZh+LiwDb9c6FAQxwQUuAZURQgqT3/8ucTiRR+nrMUzz73HtauqcTq1ZtBvScJIqzsvlIgY++BPTFo72745+2nMaeSXIIOGZxAXWit0KFC0vvs8XN+MHE63n/3B8gplUWe6WAfaONCJJxEeTs/nv7fpfD5XbDacmusdhVk7UgH1qYAFfQW2sG3YMnzmx/PwPeLlmDwiDJ8fd/ZcLo4cLwOlbXP5mGJtYclUbikORiK4PkX3oLVuxrX/4sKNnToahrgNCxfkkGf7heiuKT1pwAbE5s2V+KaGx/AZ59PR0mJC59PHocOHZ2AljZ64wht4LAeA573I99BkS+KGlZX17JiL0p/EiHKZmXWYUuWU5AkGR6XGzaHH6Wl7ZkNXaFg3oKlOOWMa3DM8e1wx937GQdyLYNsRsBhh1wIScz/OfJbUGaCbIx1WYQgSGzuxON04BLg9XoKQt/8R2h8NQTBuCdUNQMRv19PieTRuC1eshpfTv4R9z/wCitkp6+LVGBYFzmle0/jVJSVFuOII4fh7vvOy1kXEoo6C4KVXSMdL3jsvkQyEkngs09m4Z/XvWw43tEaVdfV9+Qz98epZx6IQgER5xKXHXGjx1Cjo6ysDGvXrjUJdD6SZ7oZP/lmDj6eMgfT56zAiacPwbOvnsi+rmkyNJ0iI2nwqgVSbTuImcJzRKjHp59PxctvPY8HHj4UbdvtbYwRab8hYP2qzhjcdzxEsTCKvOrx2psf4t4Hn8eGjVuZfOfZF0ejU5ci1lqZIMAHh3Bss1kqtTRIkhEMhlhEsby8DSvwIg0rfR6PxyDLgCSSptkFf6CkYKKKqqZi1vxPoAsVmL3gAtjsdNBIs6JRymr5bKdDKMCaCXLZyGbTUDURmpZkUVQiyz6flzlq5CrZ2xPoYgV4noiiCpHzsLoaQlV1LSa+/yWee/FdrFy5ERwnQOCMBl3Muo3nWDdFnhPQvkMRzjj9CFZsOnx467Oc22XwcfC8IY+kgASPHRfl01ozZeqPaFteiv799tr29UQijVmzluDvF/8X0WiyLipP1oYc3vnwFrg9DuzVq3CyPtv801Xg6q4CrI18q2U04LE1FexvmNHnPCLPWyqD+Pudz2Hy9EVI07tc5918xJG96063BB66wkGIeSGGAuyEWqj437v/Q7c+Sbz97hlsUWcHC2RZWlFUD0D/Xi3X6aml8MZbH+OCy/7FNquycg+enXAcDjy4A2tuYMh8vHAI48GxDS7/QYtkTU0t27z8fi/atGnD0nZU/EVuCoIgQxCora4NgaLSgvFvJrz36Ss44dT20HVqcGIczGVdZR0lbfwRELjCI84U9cpkEiyKSh9T0SDJe0jCQ/r3giTOkMELURY35lntSBt2X/3080Kcd/E/sW7DFrbekKTD+HmNkWte5HDUEfvj8MNGYMTwAWjXrji/ik15CkbU+Xnjz/pv2rNffGUi1m/cgk2bKvHW/33ONN6HHDgC5aVtsPiX9Vi1aguTs0icISNQkMWRY4fjrHMPxZBhPVDIIOJsFRqb39TzKBN5RZ6vf+BlfDzlJ8MKiIgzmzc6nnn6ewwb1on9DJeQYKn1gVNaRZC8WUGp06+nTsMbb3+EL776AfMW3YzOnduzU7ph28NDTgXglg4GL+XRIt1AvP6/D3DuxTexDe68C4fhkceOhShSQZzCWgcDDti5I8HVaQ/zGbRxkWNCRUUFEokkI0CBQICRY+oal0xGoKqGA4tFcsPlLioo4jxr9jxM+moqTjj1zN+NGQcnbDgcAldYtQH1YBFnNYNIlDycJXg8dvh8PlYgWGhSjV9B182T4IJxD07tgqOOvwDffDeTRaPr5w7pfokcer0OPPbQDRi+7wB0aN80HQhbA3i1FJq4gTVw4dRfZZPhcBTX3nwPli5bg5/nLmUHLoeNyLVhxvf99wshcCKTs7CCZRo5XWEHkP0P6I+nJlwBSSq8/d1EbqNFZ+yv8gKDCPrcVpx85CicfcyBENb6jYWrACPN5Kt66NGnYu68RdB1kaUGaRzI/9KIyHNQZAk2fSRsBdBW+4+gqOp7H36OK6+7nc0disI//OixsFiM6UwHCw42WLSRBUGcCRQ1XL16DcLhEEvPlZW1YTrmSCSCeLwWui6zVvUWixdOp6+gNM6k/T717MuxeUslunUrxoiR3TC4fz+4XV1h0bqxDb4QYWQpgqitDUNVORQX+1BaWsrcNgqXONPqKoLPDIUubMWkSb/g8ivGYNOmavY9TVPg9Xhx8IH74qLzTsY+Q/rD7XIWBPnjtAD4NHVYVMHpLlZbMWv2fPzvnY/w+v8+ZHs4s3rUdRQV+6BWknQM2+ZSfYRelDgM37c3TvvbGJx40sEtfVkmTOwWWvSOf+Sm8+D3OFFRE8bxh43AiWNH/pomLOBsw8QPP8XPc+azqMav4HDyCRPw6KNnome3/uhQtm9BHizefPs9XH71LYjGKMVsyHx4Xkc2Tc0diEhThKQtJGXgNp1iodjzMfsoUWQFIpRyr62tRjIZZj0NyEnBZqMmF16mfy4kXHndv7Bh40a2sd9260d4/KHbMHrfg40ze4GCCI5RVFrD7hmS95SUlMDhcBSkVOOPCNcCTz3/Je649wlGEo1INI9+fbvhh6//Dy6X0bq80MDpvx66r7r+djz9/OsQeNLKk25ZR4/uXdCxQzvce/vVGDSwN1569QM88+xEbNkaREmRH2MPG4Wrrz4NZW0KM9NjIn/QouS5OODBf/51YUu+hFaJ/n17b/Pj5TgFZW1KMP6IQ3HuWSdj36G7Z9SfLxH5My+4su4zIsZG6vTRB2+FVzoQeqYKvOYBpxdeQSlFkjt16sQ2eioQTKVJopGBIFIhkwiXq6igrOjq8dGnX+DtiR/WHUQ1HDv+CPz9ksLsJvlHkJsGtWGnudO2bduCkvH8FVavWYfR407Gho2bAUjsniE52MxvPsCggX0K/nBBa8wTz7yEN9/+gI2Xqik48rBDMKB/H1z/jwvh8/26/p5/zvHsYcJEviH/c005iH2H7o3Z0yZh0S/LMGyfQejda6+CIz3bA0VM7TYLUmlqeKKirKwUj9z7b5xy4tEsCv9bHV4hEiHSqtYjkxUgSTbougSXy8siioU4h9asXV/3kY7yNqV448UnWvgVtQ7QXCBdM2Uo6L4qlG6SDcEZ5/+dEWcjeCHj6HFH4Jbrr8Deg/O7RXtDQC4+B409Ab8sWc4yfxTEaFveBk8+dgc6dSzc9ddE4cFcMVsphgweyB4mfoXT6cDUL95n0o0hgwfgtFOONzf9HcDpcEKWLPB4BEasCxXnnnkqJn/zPdat34gnH70XDkfhaL13BiLMJmn+MwyZhoF99h6IV59/jEXoTQDPvfg6flmyjA0F1ZoM22cApk/5qKDXGBOFCZM8m8gpDNtnMHuY2Hlk0UzDg3kVf/7Bm+Z0MdFgvDbhv7j7gf+gS+eOuPXma8wDxm9A0eX6ovV2bdvgxacfMYmziYKESZ5NmDBhwoSJOvTcqztef/FJczy2g7+dfByT+WytqMR5Z/2tYAsnTZgwybMJEyZMmDBhokEZrZOOH2+OlImCh+lJZMKECRMmTJgwYcJEA2GSZxMmTJgwYcKECRMmGgiTPJswYcKECRMmTJjYhvvvv5/JdP7xj3/8blRmzpyJQw45hHUi9Xg8OOCAA5BKpQpu5FpM88y337el/rQJE/mFZE1Lv4LWCUdxS78CE7kGc86YMIHZs2fjueeew4ABA/5EnMeOHYubb74ZTzzxBHOiWbBgQUE2DjILBk2YMGHChIkCxm+9rSnaWIgNlUwYiMfjOP300zFhwgTcfffdvxuWq6++GldeeSVuuummbV/r2bNnQQ5d4R0XTJgwYcKECRMM2WwWweoabFq7FhtXrUFNRSVkWTZHJ48QjUZ/98hkqEvv9nH55Zdj3LhxGDNmzO++XlVVhVmzZqG0tBQjR45EmzZtcOCBB+KHH35AIcIkzyZMmDBhwkSBEufaikrEqmqQrKhGdONWVKxeh4otW9n3TOQHOnToAK/Xu+1x3333bffn3n77bcydO3e731+zZg379/bbb8eFF16IL774AnvvvTdGjx6NlStXotBgyjZMmDBhwoSJApNppNNpRIMhcJksdJ6DtTgAJRKDmkozIl3D8Sgpb8OaouQbjC6JgKqq7GP6l8ZEU1VwPM+6JlKH1nzR8m7cuJEV99XDarVu92euuuoqTJ48GTabbYfSnosvvhjnnnsu+3jw4MGYMmUKXnrppR0S8nyFSZ5NtCjkRBqr3p+B5NYg9HQG3u7l6DR+OCxuh/nOmDBholFBRIlIYyIWQywWh1WSECgt2S5ZyDcQ+SGSmE4mkSZ3hGwWajIFzmKBv6wUbq+XuSbUbNqKZCyGZCiChNMBb8Cf0xpoes8ZMdY0KIrCJCm6LCOjKBBUDRk5CwvHI5XJwiLwyMgybFYbOIcNbo+HEc1cvn4CEeffkuftYc6cOUyaQdHketB8+f777/Hkk09i+fLl7Gt9+vT53e/17t0bGzZsQKHBJM8mWgRqVsH8pz/H5qkLkK4KQeR1CJyKyq91rHrufZQO74tBd54PwWox3yHaADQN8x94G5Vf/wTRwqPrGYej6+mHF+zY0IZY/eV3qPjkG6QqgsgmFSgqB/+IwRh42wUselRooI2OUu2kZySCIGezUDIyFE2FL+CH35/bJGhPQOORSCSQjsWQikSRicWRisVhsdshiCJsbcuRz6B5kYpEkFVVgCLNRCJ5Hna3G6LbBZfLxaKsbvq8s4jN6zZAj6WQiMfh8ftyYt78Nppcf1BQ6B6ga5ZlpGQZdk1DPJ2G3WJlhyi71QolK7PoOsdz0Og6OR7ZTAZqKgUtlYHFY4xPPkbgfwuSXyxatOh3X6MIc69evXDjjTeia9euaNu27TYSXY8VK1bgiCOOQKHBJM+NjEwkgRUTZyD4y1oWTZWsImxeO9zti9Dl5IPg6VyGQkc2lsL0W9/C1hlLwXMaeFqvSIDP0YNItIbgTwsx75ZnsM8jV6HQQZvC/IcnYtPnM+CQFCADrJ7wEdodORJWvxuFhvTWSiy74R7IwTA0jYMODpwqgNN41Eybg02f90GHo/ZDIc0PihjGw2HEg0GoySSyGRmaoiAWCSOTlBEpL4Ww90CmdyzESHMsGEQqGGQkUtd06ByHhCpDTmhwJpPs53KBIO4O6DAViUTAxxPgBB6aJMFit8HhcDBCSPKE3147RVopEp9IpFHHR1sl6qPJRJLpIWfSbM5rqgZdkZFVNdigIykrcFmt0LNZdu2i1QreYoXDYYfIC5BEgVmuuQSBHSDoueh+UmIJdsBSMlmkojF4igLM2zhf5wkdnPr16/e7r9H1FhUVbfv69ddfj9tuuw0DBw7EoEGD8Oqrr2LZsmWYOHEiCg0meW4EpIJxVC1cjzmPfox0dRicrkJgJJAWZB1JXkN4voYtn/0A/4BuGHzXBbD6Co/0EKp/2YgfbnsbiU3VrFpVAweLwwpHGy/U2iCQTkDgNTZu0flLEF+9Ca5u7VHIWPDUp1jz4Uw4JZWNC21oPK+BFwUUGpKr1mLlTXdAz8rgOB4UYFa1XzczXeeQ2FCFgoqoRqNIUlQxkSCmBI0miEWESrZTFGVMpZBNplnKulBApIoIED3URBzpeIImByS7A1aPGxAEZHQNfFoGz/F5SZ5pDJLJJBKhEDiSKXAcPF4vbE4nI4mk690RKAorCmKrHBM6ADH5RTqFbDoNXVUo3MwizBZBQFbT4RBFZOg9pcOBzQaOF5gshQ4Kbp7fdv07uj673Y6U3Q7OakGGdOCxBKKqBpQahLI1jktzgBqm0GH06quvRjAYZCSaNNLdunVDocEkz3uImmWb8fkFz0HLZCBQ5BQaC6OyA3tdRJU+o+9RjCy6aCV+OPVWjHjlX3CUFaGQkA4n8PnFE4BsBmzt4TiU9O2I/e89E442PvYzkVWbMOeSu8EbI4iqb2cXLHnWFBUz73wHmyb/DJGjzUyDwBvk2dGlA6QC04WHp83ApiefA6eQCwDHDhBwB2ApaYuaheugaTwUjUfR0N7Id9QTo3Q0glQsBonIgNUCR1ERRJuNRdIioTAURUXWnUGgc4edah7ziTQn4jHwRK6yWUYCSZ5hcbvhcLlYZLW2ugZ20QLNZYHdZZDJvIu2RyPQ4wk2Bla7HR6/Hy6PZ6fEz5A/cNA5QLL+Pird0hF0dhhKJqDJGSiKBkngkNU02AQJqlWCaLFAtFgh8jyK6gr+6F7YVe9q+lmKzBPZjtmsSAbDyCSSiAfD7Gv0KAR8++23f/oaeTzf9Buf50KFSZ73AHNf+AZzn5lcJzug/+kskuoq8cLTqRi+LiUsQiaHo4gtXAE9lWQbPiensPCWJ7HvhH+zNFohIB1J4r1TnoCSpoghB4p5lI/qhf3vOhUWl33bz3m7t0fJ8H4IzlrAPg/NX4ZCxOovF2Defz9FtiZMNBEqr0GkuUOHCo5Dx5MOQSEhW1mJLc8+D50dvDh2z/nGHIyOl52HGTe+gHi2gkXlJZ8bgQHdke/kkAq65EQMmqywCBrvdKHY72fpdhof+rlwdS0cNgc8xQG079Ip7zWbFI2MhoJIhkIQoIOOWHaXG5zFCqfdzsgQjQ2LSEei4HkBziIf04PnC1hBYDrNDlUaSQ5UBXa3B1avt8ERU5o7vKZDlKS/jM42B+i1EGlOx2PIpNOQ1CzSpF222aDZ7ZAsFlitNja3vXUk+a8i6rsKIt4+n4+R8HhVDVLROCJWC4pKivPqwGVi12GS590AncwXvjUT8yZMZfFR46DOodtx+6LzwX1RPqz7nwqW5HgK82+bgNj8JSwSndqwGTUzF6Bkv8HIdySqovj+vo+RrIkakXidwz7XHIW+p21fl+oftBciP81j0WlRah1Rj+ZCsjaGr/7xKoJLN0EiaQZ9keNgsfGQBErEc+DtVhTv92tFdL5Dy2ax9pZbgGwSvABoKo8OV1yMwJiDENtYg6rZK6HrPEv37HXSwRCsUt6Sw1gsBpV0zIk4027CZoPL54fT7f4daSDCoWUVWBx2eEqKWRo630GReCUWA7JpwOmG0+uDy+3+3aGByGU4GISSysDmccNfUpwXhwrak2h+kIRHSyYYwbTZbUymQmPwR13zzqCQllhW6vJ/zQd6f+r/ZUWvyQSS8ShsIgc1o0CyWWFxuGF1uuCxWpuF3NPzkx44k85ArglBTiQh++Tt2r2ZKByY5Hk3sH7ackx/6HOmzeUp5mwVMX7ChSjp22GHvyO57Bhy/2X48axbka2uYVGy5Q+8gMDQx/LeUeKb29/HplmrINQdMroc1n+HxJmgpVJGhJ4W8UisWV9rS2LdD8sx+br/AXKWyXw0yptygLvYgbbSFuhZKpAB0zqLjvy31iKosRjW33IjEA8bUh8IaHf5RYw4E1a88x1kWYVA2nmfE91OyL9CQSJGlHpPRsLIxmNM2ym53BDtDrh9vu2mkFOJJIXtINkscHvzW65RL1PIxiLIKgokfzFcPt+2SPMfWw8r8RQ4QYDN52Y/k+uoL3CT4zEkUyk4BJ5F3B17YLNGBwrB5YKlmQ4WRPzpPVTTCWSyWQgwIs42CkJpCjTeDkfAB7vDaby2RowuNwQUZbY77IhpQWTS2W0k30ThwiTPu4hYZQTf3PMJ+1jVOdiK3TjxzcvgLNn5BsVLIvrdeiHmX3kvc5ngsmlseuszdDrnOOTrpvb1bR9gw4+rSdECBRyGnH8Qhl32+7affwRFTuq1vVZf7m9uO0PNqip8//AkbPlxJSsyFWm/0DlYAy4Mv+YocEtno+Zr6u7EgRd4dL38dBQKQl9+Drm6gn1MhV3ecUfBP/pg43srt2DlBz+B1zlWHNfpqH0hOfPvUEGkIhmuRSqegN1CpMazrfhpe8SIiHYiEoWm6ezn8jlCRqQrSaQxEgGnynA67bAFAtuNtBt2bXEo6Swkj5M5j7QWPe/uShqYNWEsing8BpvAwyIK4N1e2Ov0ursDek7mWGHhYXM0fcaCiGgyEkI6HmYuGXRK1sgFQxCgiTa4vHbYHIZVXEu+X0SgdY4aqRgOHyYKGyZ53kUsmjibEWhKp9vcdhz537MaRJzr4endBb6BPRBftIxFV6s+nYx2Jx4G0eVEPkFOZTHtsa+w5ON5RsEkmasfuw+GXHDQzhdAVvlOD8BSlL/WWkpWwVd3fYrln8wDR5X/rOCUUqY8uo3pg0PuPAnROfOw7pvvwHNM7YySo8eg5OB9UQhIzP0J4Q/eImMEFnF3Dh2BsrPPYt+jDWzufz+DpmiszsDmd6L/JUci3w6f5LMbDdbAomtGxzOPz/DiFcUd/g7JFyCrsFitsLsceanNrL/OdCyCTDIBuyggbbFC8vi3e1ign49HY6y4krdY4AlsP2KfK2A6YCoWlWVYFGryAaiSFQ6XG06Xa49IZjaTBafqzUJWiYRGI2GkI7WwUPGfxQG708XcMUTJwjT8NH9byyHHqNbR8/KeMrFrMMnzLqB2dRXmvDqD3ULUqLLb4QNQ0qvtLg450P3vp2PR5f82Oh8lE6j+ahrKjx+LfEG0IoJJ/3wfm39ew8ggLXy2EjcOuPkoiA3Qoyo11czvmeDq1hH5iFhVFK+c+jyS1VEwWTdzaOGgW0SMueM47DV2IORQGBsffRIcp0Fg0RgLOpx9IgoBaiyK8Idvg+dUaDoPa/sOaHvVNdu+v/rj2dgya+W2Yt3eZx6SV41RWDQumUQmEoQNGtKcCE8gsFNixCKR0QSTsjiLnHmpdSYtbDIaZl0C7cRl6GBptcPvNQomtwdqkJIIRyGKEiwuQwec004asSgsmSREnYNmdcBmM4jznsoZDAu4LDKaDMnm2OEhrVE1/PEgy7hp9gAreq13x2iN9yRzlSdNnYmCh0medwHLJi2CnDa8Up0lbhx047jdmkCOzu3g3bsPYnMXsuhq7dffoey4w1vlgrGrCG8O4fXTJiAdjLNoKVnwdhjSGUc+cFKDiDNBITN/8jNmjLIVu/TvARZ9vACxqhjTNqs6aQxFDDhpHwy/5GDYfQ62SW546D/gdYUaXkHTgc5XXwTBlr8p+N8i+M7LkNevYD7OnCih+PRzmE6VUL14I2Y88DGrN6BDrK9LGXqffiDyBUY0LgIkoshkMyxl7fP6d6rPpTR+PBZHOpGC3WmH2+dtdm1oc0SbY+EQLEoaPLVblhxwF7nhcLp2eK1MxhKKQiVvcKsIb5E/JyOHRDaZVVssDF7OIiuSzZ67UUjz7/5GPAlB42CRms6mjt6TcLAWfDaKrKzC7vLC6fO16uJNur9osSbv6KY8VJjIDZgzoIGI18Qw+81ZjMvRgjLgpKF71KSi7KhDEJ+3gEVYsxs3QktnINhzW68ZXF+LCcc9DT2rsEMBBY87DuuKI+8/Ac7ihkd6eDXLijGJOfn2HYR8Q7QiitnvzGEfk7a5uGcbnPzMGXCXeraRhNCkL5BavpSFpGm+FR9xKIoOHIFCQPTLD5Ca/iWbQzp4eA89Es5B+7DvRTbW4uvr34SqqOxwZQu4cOBDhpQjX4hzIhJCKlzLtNwOtwf2HUgR/rixR6NRpMMxCORr7HXuMAqbsxIWaq8drjHsyjQeLn8xI49/FamkcaEIdSIWhyDw8BUV5eS41OuCSaJCBaMOqw0WX2CbNWFjgcZLV3XIUCE0URMmIs6xYBXUWBAqZSU9xXD6ilq9jIbWHNKQtdbIuInmRe4dv1sIK6cuRyaeAcWdZQDDL9qzSJd7YF+IFtJyaUz7HJ1N2uDcBWlPv3nsa6hZIjUEDv1PGooTnjtrl4gzIbWaiuN0ErYiW5Ff3eISoSReOfc1hDdHoGgcnOV+nPP2xduIMyE6YwYqXn4JPK+DFzRY27VF+Vl/QyFA3rga0Q9fYe8/7U/2vgPhO/ZU9r2t89dj0hWvIl4VYcSZtM4DzhsNT4di5APq9Z9xkmqIAisMJFKxM4JEMoZwKIREbQTpTIZ17HS5XDkZXd0RoaP0fjZSg0wqBV20wV3cBi6vEancmYwlHU/CKlpgc7vgcruQk+21a2uYZZvE6bC6PLAFihudONfPQU1TGEFsiugqRbbj4RpkojWGrtlTCk+gpNUTZ+YGkkyxfwWLmFcZHRO7BzPy3ADEa+KY/MAX26LOg08eusf6Skq/i04r9HiWPW9myxbkMhZ+uhCLv1rKnCKIOO93xSEYddEBu/w8ZOMnSNQuVwHvcsM9sB/yBbPfnYdJ938JJZEB9cYhAthlZDcI0q8LcWLRQlQ89ThzYyEjREtJKbo//uA2yUI+Qw3XoureK8EpsuHnzFnhP/0icDY7lnw8F9/f9SGFfwz9N3T0P30/9Dl1JPIpsopEmMkRNKcHPn/RX6ax6xtIxMMxJMjSkdw1fB64A768cdhgbhqxCNM4c4oCh9MJi7douzZ02406R+PIprPgJQHegC+nSE99c5AUFUSSOxPpt5xeeNyeJpMNyFQsSK4+9Lea5BAUhZyKwWq3QbcG4C8qyon3hORCcjLDGrJQR8pceM0mmhYmeW4ANsxeB6VO60wB0QOuHN04g+9xQklEDP9andSbuYsN8zYy0kz63bI+5btFnAmJRYtZFzkGIkrNYJXUHKCN46M7PodGnsQcB0XT0XXfzjjyX786RCSXLELVC0+C0xVWBCV5vWh/9dUFQZyV2koE/3M9OC3DDhVEjMr+/R/ItiJMvfUDLPtkLlusGGHSgaGXjsbg8wyv53wAKw6MBiFnZDjcXjh3QpyNKHUUqUgC6XQKNskG0W2Bz+9v9VG8hoIi6tFQLTLxMOySiKzDBVsDpQpMxhKJIk5FgrwIp9edMwcKFuVMJRGPROHgZOiKAsVqhcPthtPtbbKMAo1ZOpVGNi1DsDW+lzLptfl0iOWMdFsAPn8gJ0go04HHUqz+hreJcOaZM5aJ3YNJnneC0KYQ3r/pA7Zhk2Zu1CUHwOZpHEIn2gSoAiuLg+Tz5DRxnv3OXFYgKFlFHP/Q8bv9XNktmyCIGovGe/fPD40vaeWePeN1KFmVHZTomHTABaNw0KUHbIs6y9VV2PrQHaydO89zUDUepaefAXuP/G01XQ81Wovoq/dCrdnMSBFnEeE65nysWZbG1HueRDqUAEdjwumwu+wYceVh6HfSMOQLKMIYramCoGVgddhh9ey4cKrebSEZSyAajkDiRObF6/S5WfvlfChkqi8MjIeDEJUUKwxVLS74/YEGHQzo90nmEakKst8V3eQV7MkJnSrTA0ejkLIx1iwpY7HD4fPA7jS03U0pxWGSDVVjsh+ne8cFmLt7EErFw8gmU7C5vHB5DVeNXEAqmUQyFmfzx+NvuqLGji7dcI9pRKQommWiSZAbs7cFsWnBJqgy0R0OmsZhvz3UOv8OqswKBg05SO5O8hXfrzLGh65DFFHUqWi3nyv01Zfb9K6uXj2Q66BGFU/97VVsnL+ZfU5v8xlPn4y+h/ba9jPZjeuw5farIagyNJ7mmYB2N9wE15D8IYg7glqzBeFnb4JasR6CwEFVeWi9D8KkjzJY+/07EI0mi2zcPB2KMPbeE1HWf8edPHMNFI0LV20Br6ah6CJsru3brdW3X07GE4hH41BSMuv+Jrlt8Hg8OVkEtyOSFY9FIMcjEHUFWaoL8BfB6fE3mMyxZiihOBRq5+y0wuv3tnqiRu+v0SUwDIWKAjnqEuiD1W00w2kO/XomnQYUHYJFYv7gjXXYqD8McdkYbHYrJEfueGzTXIpH4pB4CYJdhMOZ/027TDQMrXtFaWEkQ0l8dPvnjBTSxj76mtHgDVHvHkPXVCBJdm6Gq4RzQH/kIqrX1GDK09MY2SU5wsmPnbDbi27yl0XgMnFDD8yJsO+1F3Id096YjXXzNm/zuw509KPXQb8eClKL5iD4yn/BKYZcgbdaUXzmZQVBnOU1CxF56kpWGEoSS10TsNXSH5MnpKFpK4yIo65DEgXsNbYfDr/zuN/pw3MdpHGO11YBmThUToCrpIQ1QNne/cMs2kJRZJIZiIII3sLDHfA2eoSwpUAEi0XgQ0FIShyKrEC0O+F0+Xep+JEOGNFwFKlMGjaXDZ6SHXs/txYYDVwiyMQjkDMp2Ele4vDB+RfNcJoi6kw2h9R62u13N2p0ld5XLVmLDDV0sXhzxnuc1SHEEsgkU+xzr9fX6g9hJpoP5kz4C1SvrUEmRvpbDpoC7H3C3o028JSeVyMhw89Y16FGY8Cu91tpUaiyis8emsI+ZnbMEo9OQ3a/qUnoi0+YuwSBLwowl4lcxuJvV2HiHV+y6CnzIy5z48r3zt9GALVMGsEJD7KGICRLINm7/4TT4TmwcTT1rRlaMorkx4+D02XDOYOXsLKyLb5d4gOnGZkHGrOS7qU47J/j0HFoF+QTKMKajYWgp6PQBRF2XxumZ/0jca6PSIZrw+BkHToPWFwWuL35E21mhX2JBOR4LeXIkaXx8BTB7jZaizf0MM4IYPz/2bsKOKuq9btO366ZAYZGQEqwA1Qs7O7WZ7c+9dk+4/m39dnd+QwQGxFRbAUVVFBApHPidp3+/759ZhBRlBiYG2f5u3Jn5s6de8/d5+y1v72+tbJQ03lIvIhATZgR75K3JqSmwHQCCm/C8vggBB1P7w21KGo9bmbBgCSLLDm3rcgzs9jL5WDqKrw+P7xlJNcgeVQ6ngRncQjUhNY5udFFZaE8RnE7bbe/d+eHrOpMKWbbHrs1vOG2WzEb8SYIIjFOG5yiwFOG2tafPpyJaR/MZNvqosTjuPuPgOxd+4uuNmcmq8QTmfL3/03WUI6ghcUnL3zD7hu2Q5wvG3s2FJ+zXWkVcmi44WygkHCcJUwBHS68Dr7NKr/iTCi8/wTMRdMdPQaAj37sh+mL6x2JBmzUb9wRWx69DbY4wvF3riQwsphNo5DPQlR8UEI1rKq1cnV1eShIcxpaXoXslVEbq2GOExVlQ5dOwsjFoRY0eH1ecL4oq8CvKXkkkpZrzkAzdASiodVy5GgvsOa8YhHZdBKSmQdv29CFAEKRDVspZ42VyTRyqSxMy4S/jf3B8/kcOK2ZOQdxnljZNG069oBJ8PSfT0AgHKyYc85F28Alz6sApb/N/WY+u08EevODN0VbQm9uok1pdt829JK9yK8KmaYs3rnzQ3afyG7tRnXot9Paa5T1xqXgcnEIAlm0cYjssx/KGV+O+gHff/ALk6B4vBKOv+Og5cTZTCfQdMPpsDO080Df4RE98dyqIc5GsgHZiW9DFnRYtoAf5nXDtIWdmXSjtkcUmx24KXY8fUdWja9EsG3sQgpemYflCa+SOFM1sFWqQaQySNUvf+V0+pPEIpeOs1AYWnPLgSBbSNC2/ppeDxnZiSehqRoCkSAisdJNq2NNgck4NNJ18yaKtgB/MAJvOLbBXzN9BhoFdHEClKAHkZq2qwwz7XkmAaNIEpoYG7vlMM+x2HBaUKSz7FjQ+VkuGm0XGw4ueV4FRl8/ZnnVua53LTr07dCmB16fM4MRRYJv6DBmGF9O+OrlyWiYHWf3gzU+nPrkMev0fOrPU5lFm805HqNKz94oVxSzKr559yd2nxYCnfp3xMZDe/6moxv3P1i0RU11Vo6DMmALBIbvjWrAtA9nouHZm7BZpzR7/3ldwifTN0aoPoQh+wzCTmcNhydQHtWptd3GVvMZRvYEyYfwn1iPMd1uKo10c4o1KilehRHnv4vnLkdfaz2fhEeyYXpqEAyG1qoyydw1kmlwBgfJq8AfDpQs2XE+2wQELQXbLIBTyEkjBl8gsMHlDA5JzEDXDCh+GeFI2zVWtn6+gpWHQGmIvtJdzKx8TJKJJDsuXo8XnrCPSaTKgfS72LBwyfMqyA/JEQhEoPe7ak9mwdaWUGdMbdmy5tYp5rs9MOW9n/H23RPQ+qo33qE3Qh3WLEVwZeQnTmCVR9qy92y6VVlfrN6+71P89CmlJAKdesTwjzsPXP6zwoevoPjRK5TyCsvkoWyxE6Kn/bus3+/qIL44hRcvfwvFGd/jlN2mQeBtWBYwN16PrY7ZATueMhThjuVr17g6aJVh6PkM/B4Jtvf3ZLFV35xJZ6BmiuBsDryHZ8EnpSxBWNvjYOaboekGI1aRyNpVPBlxTmdQyBZg2SbC4WjJNqQx/W86DhSTKJocvLHO8PqdMbChP9vWBk2toEKEAI/X26YLDnpuW01Cpc83ECvZz+QPi4lMBmpaBc8L8Eb9zMmmUs47F20Llzz/Cd6+ffzyNMFI5xC6D+napgfdaFwKdfpkFr9MThvBPQ9AuYC8isc+8BkjPjYH9B/WC0fevP86PSfpf/X5P4MXDFgWD8+A8nQeIcz/aSm+/3AWiyin8dN7626o6xFjPyt+/Q7y7z4ETjRhmwI8Q7ZF+NSrK/riTL0Dr938Ab4eOQXFTBGHbfcLBMFkg0eFH/2vuRsd+tajGkBNglYhCcvSoHJhRPyB3/0slUixm2ALsDkboWiQEedSraKufUUyi3yyEbZRgM/nhyccW2vizDThFITCUZy5gmAJalPpdTIJQz6HYiYNr8RD8EcQjtS0y2ttrQrnEjmQSM4X8bcpuWUR3OkkzGIOXp8PnkCo5B1hWOhQPIVclo4JJXUG1kp376J64JLnlUDeoF+88K3zhQ0cdM3e8ATbdhu5OP0HcNCZRIHa5+X68vGtfe6ytzB36tLlMdzDT9oWorxuF5j8l+OAQtqxu/MpCOzyW+peOSGXKuKuk15GcmmaNb5tustGOOTSXZktofrl68i99RDItoUFgfiD8O9/8jrHvJcyFv/SiFdueB/TP53N5E9DeizEln3nsp/ZFofI3qdDqRLizKrK+TwKhTw8sgJ5hSAUIoDxxjiyiSy75ohBEdHaKIKh0iOC64LWynou2QSZ06FLfkiBurWSalCjW2szpamZ4P0yQtFwSZIdtlhINcJSMxAlBYZSh3Bo/SUF/hWoSTGXdlIpOYOH5JEZSWxLyQg9t2RnYfIiOKWm5JsE6ZhkUhkU80VInAQpJCMcLa8odxcbHi55Xgnv3DOBWWTRZc0X9qD7Zl3a9IBTc2B65MNO1Rk2AvsdBa4MtGCtmDlxHquqUm7MPudtj012WbcgE1Y9+vgN8IITFiP17AteLu2L7Z9hxsT5uOXo51n8NlsT2cAuJ24Dn9mA/KvPQp30HoVOM5mzDQmRc+6A2LX8Q2BWhaVzmnHPiS8isSTN1Ek+TxEjtvwJoKqzyUPo3B/K9seiWkCVR9rGlngLlvybzRwRwGWLlqGQLULgeITqQgjHHC/cStqRaLVD03PN4Mw8VMGPYLRurRogW6Ua2XgGqqay5wjHIiVp3UfyBUrWE6wiDMuGoAQ3qH/ziq+DbsVcEWbRBCfy8IQ98Hg9bUoS6XMu5nNMDuLxr5lH94YGLcAcb/E0LNWCIArwhnxsPLnE2cXfwSXPK20xj3/0K0Z8iEAfdO3eCNa0bXe7Nm8mUMw4sWk2B+/m26FcMP7piWhe5FSIa7uGsfPxW6/zcxqLfoXVOJfpnWHxCO5xKMoNkz+cheeueY9JWgiRWj/2Pm1rbCx8icy9D9CMAk7kYJsihC59EDj6Goidy8+acHUxd+oS3HDgk+AMy1lIADjx0Lmo9yWcYS97IO9xMaoFrEpK1nS5PGRFgdfrY4SCCPWyRQ0OcRZ41NTXIBKtvCAGep/UJMdr5IahwuMLQA6sHXFuJeGOvIWHN+hDKOb4QZecvjmfh5ZLgDMKMHgf/HVdmHZ9QzbO0etoDY4x8gZM0YLscZpQQ+uhEY7+log8RI8EQdnwTZBrZJGYyaCQLKCoFZk0yh90Nc4uVh+lObLbCTO/mgteEmBq1MQio/fWax/4sSokH72eBaPQNcs7bG9I3crHVeKH8b8wIkQYMLwPQnXrHkCQeeVu8LwF2+Yg1HWCMmBLlBOKeQ13nvIK2zoWHPMMHPKvnbFd3VfQ3n+S7WBYJNOgxtA+WyNw0IUQOjrOG5WIcU9PYguJ1lqTLPK48NwUemrfOUE6tgBp84Mh9lr3hVd5VZ3T8CrkWxhmFVLSnDYuaYKa1yDwPGo71yIai5ZslW5dZBpaLg49l2R2aGRZRre10di2EudccxYwbUhBGaFI6YXFMNu8RDN4I8Ws8yjSWfHHmJvIhgQR2VQ8BV3Tna1UnkMg4EegJZVyfexs0OIoX9AhiAqiJfa5tIItJhJpNpY4A8wGMhRrn8ZNF+ULlzyvgFE3f4BikTSpwG4nbI1ofdte7NQfPgPycXC8Cdvi4d1ml7I5WX+YMAtTP5vDKofkPDLssHX3vc6//wysBd+Do1Fo8AjseSQ4qbyao755fyYs02LNkwaAf794FDaadxfML74AJ1C1WQAnilBGnAPP8ONQyXj38a8x8tYPGUkmniyIHM78lx89tZcBjkz7eHC9hkHa6XxUC6jCVchnUGyxpgv5/KwimWhKwlQN8AKHmo5OxbmSiHOr1lfNNkEtZOH1KrClGgRDobWqvLaGeWTiGRiWgUAowLycS6mZsrWBsZBuhEmNoRwH2R+B4Hc8jjckWINioYBCrsiCPnwRL7w1TnLg+hpnRErVgrNI5ESpJKvOpG+mzyifpmAaHt6Yl0lLSm3nwkXpY43Oop49e6Jfv37YdNNN0adPHxx44IH44osv1t+r24BomBdHujHH7tPk32NI20ZD25aF1FM3MC9j0jv7hu8Hud9mKBd8/L/JMC2bpeUN3LkvNtp87bXgVroZmccvRmHc407ECgcoWwyHZ2h5NQrO+XEJ7jn7NRimBVEWccld22Kj78+BNe8T533xNvj6fghe8GrFE+cfPpmNZ699H8UCLSEATuLxn2e2wsDiA+CsPCBagOyDPOIKcHLl+BWvzmSt5ZLwKDxkj5e5aiQaUshnixC9Euq61CJaE604jSWz3Es2grM0SJ4AeG9HRKLRtSLOzHs3nmTkmTzgaXs9UlN6xDmdTiObWAg1n4QgeSD66xGK1bOGvA25MHIqzmmkmzLgJMAf8bFqMxHE9fk68vksDC2LAi0K5dIKRGmNgE82pZhUwxZt+GN+hMOlJ/kpFdxyyy3sM/znP//Jvo7H4zjvvPMYB/R6vejevTvOP/98pFIpVCPWeGn48ssvY7PNHNL32muvYZ999sHYsWOx7bbbopzxyg3jkFiWYfe33n8QNt+z7eKhyW0h89x/wCMPm+dY1dk3fP+Surj8FT5/7QdMHDN9ua/zVvus3bGxCmkUXr8VxrypMClhkVYpPO3k+xDY7zRwQulVKlaFXLqIF2//iN2nt6HIOgaZI2FlFjvZJxSAE+sL31nPgWOC7srFz1/Pw03Hv8juU68AaSpve+MAhCccDggkyaFDIkE+6S3wobZdlJYyaPs+n26GbeaQ1SQIlgk9kYChGwiGAgjXBCvKv7kVtEAoZpvhFXQUDBGhWIe1fp/MQiydRiFVAGdx8EQ8TKtbSsS5dZFUSC+DXUxAUCJQQhueNLeOObJbMwydLcj8AR8LP9kQhD2fSbLikMcbgc8XKJlx3dpgmolnoRkqPJIH4WiYfT6l8hpLDZMmTcIjjzyCIUOGLP/e4sWL2e2OO+7AwIEDMW/ePJx55pnseyNHjkS1YZ3YyiGHHIKJEyeyg/nqq6+iXJFclsHCGQ2OJhNA903q2/TELX7xOrQp45m1GyfYCJ74b0hdy6NhTCsaGPvERLYPb3HAsIM2wXYHbLLGVXftq5egT3kPxsLprFGSqrK2KUEeshP8B10EPlyLcsJr93+Obz6YxWQstXUybj3lQ9jz5jPRM2fzEAbtA3mfayqeOMeXZvD4Ve/B1EmWAUQ7BHHpk4ciOu8mWHaWxBvsGAj7P1RVxJnIRCGbQCHbDEMzYNgKzEIOHtmDQMTPJAeVqLFkzZG5DAr5LETysI+sXWNgqxNCLpNn1mq2bTEPZyI9pSYHcHyNm2GqWXCiH95Qpw0erkHzjNMYmIGW0yF4eIQ7BDdYVZVkIoJdhAmOOYqUymdEC7lMJotsJgMBItOfh6KOTr7Szr22AmnBjz32WDz22GP4v//7v+Xf32STTTBq1KjlX/fu3Rs33ngjjjvuOKdRtEQ+8w2FdX63VHF+8803/9YiZ2Uoploy2yWv3vIhli1IMg1Lv217YLeTtmmT5zUWz4T65SioX77JtI2WxYGPdoGy2U4oF9x09PP4ZcoS5uvM8Rx2OHzNtM5W42xo37wG7fP/MZUQNUvaECD02ATyJntAGXowOKk0xsHq4rWHvsC7T09C744NOHmvr9GtQxaSqcMWOXCGAGGHMyHteE7FE2easO88exRm/7QMgpMqhCMu2Rk9pAmw5r7LxovNmRC2/CfEXjujWsC2zRPNyKeXwVQ1JDMivF4BvoAXwajTsFUOUcVrq/kl2YLPw8MSQvAHgmv8HER4shnyRi5A1YvwiB5IAS+z8Cu1Cbo1cMQ2cpAUGbynY7sQZyI8+UwBhqmDFygx0LPB7A4dD/MsdFMFLwZKIk2wNZiGYu61rM76LbxhD/wBf8nwjlLFOeecg3333RcjRoz4HXn+M6RSKTbeS+283BAQ22KQ/hVuvvlmXH/99X/4/rVXXoLrrroU7Y1csoAfP5kN2wJMDiwRTpTWTX9oZZuhffcuimPuZdVmShFkYSgbb4XAcdeXhTzBNCy8ePN4TJ+4gH1Nvs7n338QNtlxo9X6fePn92HO/wb6xFGUQw1OoAo0Dz7YAdJWh0DZ/ihwnnV369gQoKqXPWcU7MZvkJk3Hd0XLMGtJ+XQKZJhYR+2IbRU0zmg82aQhp1eFcT5xpNexo+fzwXPcaxZ8qiLh2OXXXWYb18DTrTZseFim0DctroaBNPpFLTsUpZYVrR9CAUjUPwiauqiFSnTWJHAFbKNMPU8NC6IUDiyRu+Vbf2zZq4CsrkcZF5iJJCaA8kRoRQnaJJr2FoCpmlB8sQQjmzYxk8nubDAKvS2DqajD0cdWcuGGmckrYGlQpY8EGR/uy8MW11e0vEM8rkCBJFnY4jkK5XWW7C6IOnTiqAFxJ8tIl566SV89913TLbxd2hqasINN9yA008/HdWIdb4a0UGmcv6qcMUVV+Ciiy76w/cV09EXtzfGPj0JiYYs23L2BRXsd84O63TSmgt+QP6pswFdbQnLIKkGWVTF4DvgPPCBCMoB7z/7Dd586EuWDEc2axsNqceWe/Rb5eNtU4eVnA9rzuewfv0U5q/USMq1+PyKzEVD2GhnKLueDqFTeUhWCLYah/Xt1bDnvsFkPX4L2KwfYGkc07Gw4BMmQeHBdd0G8mGVr3E2DRPP3fYRvhwz3fmGbWOHAwbhkJP7wJpwLMAbgAlw/jqIez6EagHTVqYSSDbOQyKegUcOIxIMIVoTYWmB7U0q1jdxLmaWwVBTkJQQvMGa1baQa/39bDLHdilJ26yIMmt0K+VKIZH9TDoBq5iF4g3AF4ptsM+4tUKfSqahZnVYHGmNFfhD/g1u3Uevw9A1srNHMNi+jYKscTOVRjaVg1qk3W0PgjF/1QefdOv2+xTja6+9Ftddd93vvrdgwQJccMEFGDdu3N+OoXQ6zarTpH1e+XmqBetEnt944w089NBDrGFwVVjVCgd5De2NXEbFG/c7biFUP++9RVcoXmmtmwILz50Ja+4kcuVi0gRWceY9CBxzM6T+26Nc8PFrP+LRq8ZA5Dh2XLr0q8ON757yh4siXajsxqkwPr0F9rIfYKsFVm2EITo+LpbASLPNSVD2uAjS1keinGBZBuzxBwDZuWAmzmQ10pIeuNzwWvSDH3YZ+O7DwYe7Vzxxps/8xf9+gpfu/pRVnGlE1HQN49ybh4L/+kwgM2u5h4+w1cXgQm3vlV6qIBLR3NiAQioHkZpgYzHU1Dk2ZZVYbW4FVfmKuWboWg6iHILsdxoEV7dST1u/8cYkCuki/CEvfGEv06aW+nGjqq/MF6CT/ZvsaNg3FKhCn45nUVSLkASRNaCSJrw9qvNUfRcFE4rH266NnI5MI4NcJgfeEuDxexCJOb7qlWYDuaYgYkzyilb82Vj99ttv0dDQgC222OJ3uwqffPIJ7r//frawpco9hcvstdderOFy9OjRFVsU+Dus8Zl25JFHLjf5p1XHu+++W7ZOG/efNxpqgfRQDg6+cPhaPY/+1VPQP3kAtlZ0GqRI62kCyoizoAz/B7gyOnE/fPV7PPOfcYwgmrDRrU8dLn3yiD9MYtbSSTC/vBH2Ugq/4GDrgtMsR++das5kRxbtA3nXiyH0aBsN+YYAWxCozbBnPQwsGAVocUacOdPGsoQfM+Z0gKVLGLBdP3Tadn/wXYaB80RRLXj4mvcw6uEvIHI8+5x7DqjBXY91gvDJvkCxiV1RKHiAG3w6+P5Ho1pA46Zh6SIUU40oGjZq6zuivkunknOFWB/EKZ1ohMirkDxBePx1zDf370gvHS8WjZzKIN2cYUEe3oCCcE2oLDyvifQXC1kU8wYUX2CDEX0iiOSmQcfd1GwoMh2zIJuT20OSQNV3WKS1NmHxCsLtMN6J4NFYyqSy0PMGLNuCN+ApyQCd9gIR5xXJ859ht912w48//vi775100kno378/LrvsMja+qOK85557MvJNvW7VfHzXiDzPnTsXlYJfJi/CN+NmsgoiXaYHDuuB3mvoXWwt/h7aR3fAWvCts4XPbOhscDUbIXDC4+CDNSgnLJkXx53njQZnE1905CYn3bAnOvWMLX+MnV8G67vbYU1/iel86eDRNqsjXeAAfyfwPbeENPQ08J0GoZxA2mbruzOBpo9pdgR0YoEcIPD45JsuuPnJXbDrYZvjknsPYXHK1YYX7vkYox//ipFm07aw7fYhXH7OZIiT32c/p+HA0Pco8Ju3fz/DhkQyEUe8YRF0VYM/2hF1HWsrnjizxr50E2RRhaoLCIRrV4s4E9mh6lWqKcMiyyVZhi/sQ22HWNlowonE8lYefp8IbACdr0Oa8ygU8rCKYMFSvogHikdp12NG5FkrUkVSgse3YRoUV1zA0HGh5tJiRoNOnuKSjEgwzOwMq1XfvLagSvLKElxaFNbU1LDvE3HeY4892K7H888/z75u1VLX1dVV3fEuvQ6MDYB8VsUdZ42CYdpsN14OKPjnI4et9olvZ5ZA//B6WPMnws4XHF0v/Sovw3PQLRD6DgcntX/H8Zpg/sxGXLTP48vt+mweuP/Tc1DfyyHONkkY5r4Ga/KdQHYhM9+nBhX25uUg+K3OBt9rBPhYb3B8eZ1Etp6CvextWHMfA6c2Ot/kqbJKsgQbk6d3xB0v74kbnj8KW+3Sp+qIM01SIx/7Eo/e8D7bpfHKJg7Zaz7+cdB34LMFMCsWkrQIMriu+4Pf7rayGwPrAppMFs2fB1NVIXp8qO1YXxKOA+sTzH851QytmALHiQhEiDj/vW8uVQibm5qRieegqZQU6GXWfUR2SlXb/OdV8wLyRQ2i7EXY413Pvs15pt81VYsRRFlS4At6WANce1fodb0ISSQrRhnSBnRNItJOu9/ZZAGaWgDPiSw8Jxhe/2Ew1QpqJPz666/Z/T59ft+3NGfOHBaiV02oOvJMF74n/zMOi+bEGXEmycERl+6McM3fe5Hapgbjs1tg/TIGdrbZEb8SkTJ5iFsdD3GLo8DX9EK5gWz67r3kLWTTJDsBwlEfrnjscEacmZvK0gmwZj0Pe8F7zi8wPTMJp0IQhlwAfsCx4OTycM5YEbaRhvnrDUDic8BQiRG06NR5ZLMCPp9Yjw++7AYjNAwPjDkUPft1QLWBXAQeveV9PHfXBIjgEQ2puPa8LzCkz7LfHkRdpaF+EHZ4DFygui6gVPlaMG8e1HycLRhiHbqxSk05VE/XqTEyk2TvmXaoJB+FYvw1caYqNZGdTIoID4V4mAjF/IjVRVerWl1KoPeiFlJQJICXVtHT00ZShHQyC6NowIAOWVAQDpP9n1Ppbm+CyDIMCkUW+qN4/Bus8uhIhTIoFAuAwcPjdRZgJCGoVv3t+sKECROW3995553/1l2tmlBV5JkqHQ9e+Q7GPvedY69lA4OHdsP+p233t79rNU2DOfFuWL+Od8rMdK23BfBdt4Iw6HAImxxYVhPAirj08KexaHYzBHIG4Tjsd8o22HSH7rDm/g92w5fA3Nd+I0mMNEfAddkDwtBbwfHlebGyi/Ng/not7NxMmqrA0YWf9M6WicdGboyX39kIWlFBOObDw48dhh5961BtoAvlP496HBM/mgWJ57DtZotx7bnfwKvogCk4iw0a833OgjDoMlQbiDgvWrgAmfhitkdRU98Vneo7le11YHXHRCqVRD7bDFHgYXFeBIKrjhdv9dtNJlLIZ1RoRpE1clHlNBotrYjt1QVVnS0jB8PiEPB52nyXh1VVs7TIyMO0DUiigkgozJooqSGwvUlzK+h1SqIJARI4QVnvzYp0bCgpkJxZ9LwFQRQQ6hBgpHlDWvO5cFFV5Jku4hcd+ARmfruIEWcLNgZs2RVXPX303zeQLf4cxrsnO9VJmiNMCVygE4TBJ0DY/ERwYnlsN66MeEMWV5/4PCPOPG9h6JaLsPdRg7FVz/thjb8ayC10Hsiq6zYg+YBAHwjbPwgu0APlCtssQP/1SqC4wCHNpOI1DCyM98Qt94Tw7Y9O2mGkRsZbU69aZ9/vcsSyxUlcf/7/MOnjXxEJabj23B8xdPMmx2VEbxkT4c3BbfUweOU3TXy1gIjDooXzEV8yFzxU+KNdUNuhc8VXvpwQlAR4GDDhRTTW8S8JMFVPE01ppnGWRIkR5nLeWqeKcD6XZZuOsie02q4iq22zls4gnylCNzTA4uEN+BCJhkqi0vzn8hWTJar6/Z717ttMt2yyCNMy4fGL8AcCCAYDJXdcXFQHqoI8T/5sNq4/9SVkmgusYEwNcaGoD+ffeQCCkVXr1eym72F+dzvseRMc9Suz5uLADToC4tbngguWb9zwxAm/4Pm7JqBp3gxcfdFU9OqaRte6JIAvgZRJImeKFHSkKVIAUIIQtnsAXO2WKGfYRgr6zNMAk1w0RMDUUfTsiMde2QjPPzKDPYaWVp06R/Gvmw6qSuI8Y9oi3PivVzDj+3nYZ9cGXH7mDIiC5YSe0AOowtPzdAgb/9G/vVqI84L5C9C4ZDY4U4cv1BEdO/dcqxjqcgJtl2cyCVhGHuAVhMJ1f9ltTzKNZDzFekw8igfhGseVohTDTlYXzK6LK7KgK6kNY6hJCkLHN5fOw9JtyF4ZgaCPLTJKtTpPx4LndWbPub4kGyzmvlBAijmyGOBlDgG/lwXBlItG3kVlonyvYquJz9+fjgf//S4STTlWceYp8GPTetz91ilQvM5FyTZVsAg8s8hiVrHkI1hzXgOWfu7IFKiYpAOcNwZ+yFkQNj8T5YzZ05fh2pMewoVn/IzNTo4jEsgzRQb5Mju6X6ZkAHxdAaUD+C1uBxdYvWTBUoaV/gzGotsBu8VjnOdR9B+Lk86MY+bUaeAhsPFBYTnPjvsnajqsWbRwJWDa9/Nxwn7/BW8aeP6uaejdk7y7BXDM45rCfjqD2+5x8N7yXTiuC4jgLFywEE1L50HkTXgjdejcrTcikfIIP1oXopTNNMHUkxB4EYo/ssqqK22vE+FJNCWhaxYUn4hoLMSIczlXCZ33lYVGBFr0t1lTKPO6TmaQSxWo5xbekAeB4IYPO1ljvXMxD13NghPWj00fEedEPMlix03bhMfjZTp5Ou7V5uzgovRQ0eT5yw9m4JJjnmaEiGiRZdu48I4DsO+R3cAVvoc55RbAMoDET2D2EXqO+TRD05yKK3PQICs2wJZDEPd9HlztYJQrbNvEuFfeRzR7L159OgVZ0MBZFjhbYBHaEHyAtx7odAA4KQyu6yHg+PIfIpZlwmh+DlbqXXCkb6YLPccjaW6NEbtMZX6p9D0LBo47dWecdN6IqiTOj97zHu668XVs2k/FvdfPQTRkML9yx6ecA9f3SvCdKmNMrC1xnjd7DhLNJP0qwuuvQcfOG1U8cSYSk04noBdTzNVA9NQgGIz+KREmWQNVnFMU4FEssnjtSCzEbLDKHURyeegsyQ/8ugeCEAGlY5XPFWGYOniBg89PUpg1izVvr2PBwYAoecGL/javjtPYIZ18IV8EDxGhiA+hlpTOUj82LqoDFTsLPn7nODx1x3h2n/TNNZ38+M9DB2CTrp8BX50Cm1ixpjp6V9JxMPNMst+gyivXkhJIJtASsNWVEAecUrb2W3SRtorzkZp8EXbp08A8jIk0U8OjrdlAoB/42j3AdTuhbBsAVwWzOANa460tn68JiLRIUvHqh9vh7vsSbCuQEA76ceQ/huPcy/aDVGVSDRofD93zDh7973vYZVgW/75gGcJhUu6Qd7kA+AaA73MjeKUjqhWk9V24YDFSycWQJQ2KryM6d+vDiHMlT+ZEktLpFLRCErwoQhBCiEZjf6j8tXruptNZlvBm6jZ8Pj+itaGKse2jhYGmGcyBhsjcuqC1kTKbzkMr6pC9EmL1ISYDKYfxRMfCsk2YFgeP0naVZxpHTCffnISuUlMgj3Ck/OU+LioPFTcaG5emcPd1b+L9Ud8zXkwV5/quMdxxTww98A/YCx2rFaozMlsyqri2Zi2zajNFS4tAh+3Add4DfNe9wHnKK+ykFbalw87/AKPpDSD9BQJ+CzblfpCHsWVC5zrD03NfcJ2PBidWll7T1OdCz70Ls/A9OCLN9JnzIgxTwt3PboGnn5rNXFMkpsnhcMFVB+Dok3ZCtYGIwCMPvIt7bxuJfxxewAUnJ8Ecruk80C3wnU8BX38iOJI1VSmoOjhv7hzk003gOQHBWHfUdeiKcDhcFkRn3RrY0ijmm53tNwQQjdX+jjgT2WFhKZkcMmnybm4Jqqj1smpzJbkgkBSF43R4PfI6E7lW2z5qDJQUhembS1mmsTLoM6d+EUkS21T37exa0HFR2dgh/29KxquUMeSiciBW0oV+zOvf4tl7P8KsaUucbWaOQ+duOl544mdI2mxAtx2CzLYbFaDHEeACGwOe7oAUBKclAH93cJ7y9vO1rQLM9AcwE+8DhV/BtXozkmaV4zDz1xDCvY9Gl00PBkdSjQqDoU1DMfMYYOngRAG2zTvSFHEwDjluJn6Z9Qt4EvNwQOdeEbzy1lWoqfvr6NJKxZ23jMRnH7yOJ+9RscUglXXOMytGy4DQ80rwsT2rduJq3VafP28uCrkEW1PHajuhtq4r8yauhmp7IZ+AZevgeQ+isQ7L3URIysEa3HJ5FHIqVE2DJEisghoOkwtC2zXTlQKI2FlmDqapwYYXoXVwVWEkMUt6YQOSIiNWGy7ZpsBVwTQNJmk0LKyz/phFnZN3czKLbDbHrj+kp4/UOLsW1Xr9cVHaqIirm1rU8cxD43HvzW9DsAVWbY6GNdx7WzN698hA0OJOqged5KYNvv+N4GLDmK63kkDx0kb6LZiZ8bDVRYw0s213qq5zHBqbeNxx/yY445pL0XXTyguzsOwcisXRMI1pbIHEJCgmi0HE/ObdccRRHyOdcGQaJkyce8GBOOGUEVVJnKnifM4Zd2CTnlPw4mMmBLa+kpiMh5c7QOx0OvjQUFQziDzOmzsXmUwjFEVEKFSPTvU9yqpCuG4uBxS9S44KMvyBGva+iejQgqK5OQ41b7DHyYoMj0diC4pgKFB2RHB1CS9rFBQ88AfDa00YSZJADiS64Ug1qOJcbtV5x6JOhambkD3r1rzn6OkzrGGyWHBcWcgJi8ZSuR0XF9WFsifPlFR15F63YOZPi5lbgsVZOOLgIk4+NomawFJwZLnWEu7B1e0NvuuZ4Dz1qDQYhUnQ06Nhawuc9yzIsHWVKVKmz5Rw690dMWuOFzc9eAb6VyBxZt3f2psw7F+Z9IapDCwNojQYWXNznH3+84gnMmyMdK6vxeln74eTT98T1YoJH76DU4+eioEb0+KKDiBHJXvwgSGQ6s8HJ1feObKmxHn+/HlIZxrg93oQDNaic9ceVWGPxdwfUkkUixnWIOjxRhAKhRnRiccTiDc7vQK0oUUuGkSqiTRX6qKCri26XoAsczAsCbK85mOgtZGSKqz5HLl1CAjXBstSD07vReBNcIrEChRru8NABJzGEunkRV6CL0DBOWGmb3bdNFyUOsqaPH/52c+46qKnsGQuVUiAvr2LOPVEA7sPW+TomG0RtqGBC20JPrYHuJq9KtIpwNBmQk097sgUBHrPOmxI+Gqijav/E0EiITF/6mNOGY4R+26KSoNl51G0xsLgFgGiFyDrQVuC4jsCRbUfhu9yBuJNOQicCAsmrrr+aOx/4DBUI4gILJ73PLYY+DkkXmYNskzqz3kh1p4AMbIPqh00qS9btgzFQgoeWUQwVIP6zt2rgjgTKMFNVZ3dOl7wIxSKMELd0NCIJUsamQlROBxENBZm8oxKD4ZxglHy7Prq8QfXmNi1WvfFmzJsd5CsMIk0l+t4apXs0P5dICivdehJU1McxZwGTuAQCHkRjjgLMRcuygFlyySn/jAXl5z7GJYtSaA2KuDAfVScfVIKHtFgpJlt1/My+K5nQKg7ABxfmSelrk6Gmn2aSVIoLc/WCpjyYwj//k8a8+Z6mHSDh4njT9kNl157KCoNJhIocG/C5jVwUJhnNy/Uw+85HpMnz8UN/3cDmppS7LE0cT319OXYe5+/j2OvRNi2hoYljyAc+hWwRGbgaGt52GI/KB3OAC9WXwT5nxGDpUuWIZFohKHrqKnpiE713atmUndcIIqwbOoZEeD1BtjWeVNTE5YtbYRlmKiti7AYcjom1bCtTkRRlmmRSVVn72p7VdNYohs1U7JmQ96G16OUbSx5K+g9KR5aQIhrXIVvlf1QxVlVDdi8hQ51tQiHQ2XtAe6i+lBW5DmbzeP6657Fm6O+gJq3oUgcDtgPOOukHLp2ItIswDZMJwUtuBXEuiPBBzZHxU5y6gfQ1LFOxDRz2TNw3r+KGP8heWMKzFHE7/PgvIsPxOnn7lNxEx1ZCarcly1fCWyxxFGkrbA/pkyZi2OPuxbNTbQrwTOXhGOO2Q177b0tqhGWlUIq9Rx8gYWwTY7tUKh5FTNnbYpth5/PUsKqHUQKqLq6rGEJeM5AXYca1NV1Kcut9XWpOhsGhSYJ8HhIrhFi0dqJeAqWZaO2QxT1LcS5mhYTalGDIDqJf3+HVgeSVDKNYlGFrukQBBGRWJBpecu5kdKRsGhsd4Z2q8JhcY1+l8ZXU2Mc+XwRgYAXsZpatntRaXPT2qBP0Ia/jYdGjsKtXKwXlM1ZvGxZHMccfT1+nrrI0a12kHHdFRZ23tEGGY7Zhg3OMsFJ9RAie0KoPRyVDFUfC838Apzog20UWKXouv804P0PDSdCHDwCQQ9u/e8p2PeAyiOMNjTo4ufg+SJgKcyWD0YYPvFAvP7GZzj51P9A4CRWzaBwmOdeuBa7j9ga1QhmOZZ9BbzYAHAy+3ru7Cx+nrkzjjjyyPZ+eSWzNZ9IJLBo0UJGnCNRkiR0XGWKXiWCxWknm8DzKiTJz7SnRAITiRSrvsZi4aoizq0LKttSIXsUiKLyB8kG89C3LHajx9LxomAPjRoMi050tb+lKbASvIrpfZqmYyNHx2NNqsW0CCPiXCioCAYDqKmNsGPiEmcX5QixHBoC77rnRTz00OvIplXIvIxDDvTgustFeKgIQE4SdOOD4H1DIHU81/GorWCo5ufQ8AMg+mHreZiWhNNO/wWffqoy0iyLMu6+7ywcfOgOqFSY0g/ghQLTNrOqOyKYMbUnLrvyAkz86ifmsGHaBuo7dsTFFx2LEbtthWpFU+pdKL4EbNsP28jjsy9y+Pab/rjqqspeYK4uHIKYYLHblpmHz09pZjWIRv88Ra8S4ehYcxBFHYYhQBR9jCg2NzcjlUrD66MqYbSqiDOBgkw0XWO++CRRaCV69H1qKs3nC6wSSz3aum6w6jw52Xg8CoJhIs0KI4qV0gBH48S0dJiGwfy8V+f8WFGqYZo2gkEfautirg2di7JGSbPM2XMW4fx/3o7PP/8BAi8jFBTx0D012H47hTlK2IbqWBeLG0GpuwCcEEWlQ7O+hWZ/64S5wEBRF7Hf3pMxZ7bOiHMo5MMjj16CXXfdEpUKm8uBk5qZfzPP8RSYiIb5PTF8t1MAy5mkaHfC51Nw990XYrddq7PiTMgb4+EJ/grbllkj5ZcTc3jt9Vo88uA5VUMM/44MNDY2YfHixdD0HEI0sdfWIxr9fRhINUBkyZrkdCAiGAw5gRWpDCRRQk1NtCIittcEVFXO53MsZElWPEyy0WrTFo8n2bixGVk24fV6WOMtxZFTE53P52WSl0obQ7RosEyDVdBXR7fd6pXe0NDMFhdMqhGLVtWOjovKRMmSZ9KKHXXsFZg3fyFuunUgdtwxhi6d6AXrsM0is9WiLTEpcDCk4H6oBuj2z1C5bwFeYInihZyOvff6GrN/LTCJAjWk3HLrGRVNnB2wUjMTp7D7meG46JLrmHE/z8JxeERifkz55n+IhKtrwl8ROX0KLGkuYHvAWUWksxZGj+LxyIPXVNykvjagihhVnIk4k843FvUjEIgiHK6peAeJlUFkyOsJwpQciQFtsZOXs2WaTMJCaYrVttiihRXPmzBNDqYlsjFBiYvJZBqqWoRHUcALHKvGK4rMKqn0GLrRsapEOQJdYzmecwoXfzMeaFFB4yjenEQhn0cwFERtreMX7sJFuaPkyDOtVEe9Pg7n/fMWSBKHJ5/ZDjsOr2GJZ2xvjJKWmSVbGJ7I+RCkTqgG6NwcqPwkcJYEmxOh5dMYscsEzJvrNPeEox6MHnk7hgzpi0oHZ/vAa5vBFhpRSMfwr0vvxjtjPmKetJQo+I/j9sdVl59a1cS5qBVgSt+DJ2tGm0cmk8ddt2l44J6bXeLccp2hiX3p0qVUn0co7IHfH0Uk0qGqGgRXRGslkSqFTU3NTLsbjUVQUxOrusUEgSrMqkqR3JR4F2BkkBLwTMNklVOqoNJxadUxVyJZXnmxScfDMilxctUR5U6TpcbkPjSO6PeoUbK2Nla29nwuXJQseSbPx+f+9waee/EtzJ69EEcfOxAXXLQZ6jvRS6SEPDoryb/XhiD2hcd3MnhKkKtwkKOEyc+EKUxlxBmCCEMr4MADx2HOnCy7YG+2eV+MeeteprOrFnBmR3bba79j8fWkH9gCApyJbbcZgHvvugzVDJq8fprzEgYM8tPogaFr+PeVM/DYfQ9W/AS/OqDJnDUvNTWzST4QCLNbLFZXtcR5Rf03VZzZFnvQzwhiOduqrQs0jYJRaP4RWZWVdimIUFOiYjVKD6gSb1k6bJuDIEp/ughvddRIJJJMEy4KEnwhBbGYq3F2UVlod/L8yBPP4pob7kI8nmPxwBdetCOuvvZQCCIHi8IuaH/ezILj6yGhJyTfxuD5WlQDbFiwlK/ACRkIlpf5rpIu8+gj3sTkb5vYY7bdagjGvHkf2zasNox6fQwmfvODc6RsEwfuuzvuuu1yVDNo8hrz0ZPYfZ+OzNfaNDWMHzcP991+l0ucWwhAMplkkzuzXqutRSQSYUSoGqurf1aNJ/JDIIJYrYsJqjIbdNM1CILExk0mQ3MUEImEq444ty46iTDT8SAd/B8t7HSkUikkk46tIS266FhVQ5COi+pDu5LnV0e/hbMuuAIcR82AAbz62mnYaeeNYFmkMyNTeZE5aQjcIHj4HcCJ1VNZZeAzgJBx7vICdN3Gmae9hY/Gz2Na34MP3B2PPXBdVRLn98ZNwNEnXgDLIm2hgG22GoynH72JNe5UK5Yta8SZF16AV147vsWiz0IymceWA4+o6uPSCqqExeNxZNJZ8ALPXBBaiXO1g4gR8+BtamY9AxSTTFvt1bpTQdZ8plFkzZNEDGmxxXE2awKsVs0uyTQ8Xj8rViiyc860NlDS2KHzK5crsGuP3+9jxNm1onNRqWhX8vz4Uy+wk49OxgcePgo777Ixu1g7ccEiBKsGMoZA4DuiGtG4tABPrQl/QEAmU8CRhz2Jjz6cw352161X4uwzjq66yW3BwkU4/+J/4813P2LBKBzI59vCc0/cWtUE8dfZczB4mxHYc6/BKzTycCjEB6FH141QzWi1oovHySrLYA4tlPJGW8nl7rvbFiDyQ8eHqoZ07Q0yuUasqrXxxWKezUuFgs6q0KRz9vp8rHGyWscMvW+/L8TmbLrfuuAi1xHazaFFBVWb6dyi4+RWm11UMtr1KrDvXiPw/viPaXpD/35d2GRPJybFBsvmDhDs6mgGXBm0RfjPS6/BY0+9wKx9Ntu8FyZ9PR/5vIauXTrj6Udvx87Dt0G1gfSpm243AslkBhxH24Ama4gb9b+HsFGv7qhmnHL2xaxa9t6YqXj7rR+w/Q59EZAGo0eX3kC1x20vXYpFixYxA0OSItSxOODqc49YGUR+iPRQNV5VNbbjR5VVIs7VqnP+LVZbg27qLAmP5xW2MKfGyWolzq1oXVC1jh2KbacmSvJ8JnlGq5tGtZ9bLiof7XolOP/sU7HTDkPZhanvxnWwrJ8BWwavDQSPKpNorIBXRr2JBx55im2fJhI5TPhoOltYjNhlRzx6/03o0Z0WGtWHdDrTsn1KkgTyGpXx1CO3Y/99dkO1o1AoskoZdcNfeek7+Oaz9+Dhq7cS3wqa5GnRRZN5KBRG58717lZyy3Y7VZvnzp3HKquBgB+dOnVi5LmaiXPrmFE8pHMWmCWbU02tvgbBv9rJIdJMOzkEqjRT7wAdn2rerXBRXWj3ZfSmQwY5d2xAUCsvRnptQFrM32DhoP1G4PxzTsHw7betOpnGiqCqxrVXXozb73qIhTa88OQD2HF7d8wQ7rn9Bpx2zr9QE4vg1ecfq2oJy4qgreOOHTsybTPpL6tVr7oqOzGe5yDLHnTu3JkRZ7di6IwZ5CVkszprjiPtLum/XTgLCyLOc+fOZVX4Dh06sPPLPa9cVBs42xEdb3jkHbcIF38EfSSPP/0Cfvp5Js467R/YuG91a1ZduFgr+KrDlWdt4TR45Rjxqbb0wL/TgFMsOckRyP6TCKJLDh3QLkVDQwOTQnk8XvTq1dM9NusICt4hGdn7O3Lwi21bHMsZNvb41Gb9DLQ4dtF2cIVJJQiqLp920nG467b/uMTZhQsX6wW0zV5XV+cS55X0zkuWLGEaeXKrqampcYM9VgDJMkgT37t3b2y0US+XOFcYHnroIQwZMoQRbboNHToUY8aMWf5zWjQdf/zxTOJFO3lbbLEFRo0ahWqES55duHDhwoWLFvJMjbetqXhUca5mqdyfgVICiVi5aYGVh65du+KWW27Bt99+i2+++Qa77rorDjzwQEybNo39/IQTTsCMGTPw5ptv4scff8QhhxyCI444ApMnT0a1wZVtuHDhojLhyjZcrAV5pi1uaoqjJkGXILqodtkG7TTcfvvtOOWUU9iCkqrTxx9//PKf0+7MrbfeilNPPRXVBLfy7MKFCxcuXLR4GRNZIJ2zS5xdVBJBX/FGuv7V0be/9NJLrC+C5BuEYcOG4eWXX2b2lrQ7Qz+nnZqdd94Z1QaXPLtw4cKFCxctIJmG6zriopLQrVs3Vt1uvd18882rfCzJMajCTIvHM888E6NHj8bAgQPZz1555RW2K1PT0gtwxhlnsJ/36dMH1YZ2s6qzs8va60+7KENwgepMmVwtuPKEP4fr6OOOFxcuXGDBggW/k2381a5Kv379MGXKFCb1GDlyJE488UR8/PHHjED/+9//ZuE4H3zwAfP2fv3115nm+dNPP8XgwYOr6ki3m+bZbnAE6C5crA5c8vwXcMnzn8Mlz+54ceGixFHqmucRI0Ywd5VLL72UVZinTp2KQYMG/e7n9P2HH34Y1QRXtuHChQsXLly4cOHiDyBtM2mkyReekcaVotcFQWCPqTa0e8KgCxcuXLhw4cKFi/bFFVdcgb333hvdu3dHJpPBiy++iAkTJmDs2LHo378/qzCTzvmOO+5gumeSbYwbNw5vv/121X10LnluQ5ACZsGXc5CY1YD8shR8MT9qBnZC5617gReFtvxTLly4cOFiLUFOAuQS0BoW43o5lx9aFaf0L1U+6V/6XFs/S3JOoSop/Yy+T3H0tmlClGX2GIphp9+h+1Q9dQGWHklezhQURFISCkwh4rz77ruzw/Puu+/i8ssvx/77749sNsvI9DPPPIN99tmn6g6fq3luIyz+bgGmPPM1ln2/ECJngeNs8LDBczY8EQ/6H7kNeu+7GST/qoX61QajoCG9MAE1mQNn2exC1nHLXuClP17IXM2zM0nkFzVCiQYh+r2/HRxX88yODU2ONGEunwirXPNsFlVwggBeWqlGUuXjhay3li5YgGWz5zIi1W1gf9R37oxqx4rb85ZpIhQOl6RdHxFhcnzQCgWWAmlZNjhTh2pakC0DBd2AV5agcSJEQYCuaRBgQ9cN+CQROcuGTxBgCAJEIto8D04UHUKtKJBlmV1DNtSCqtQ1zy7+HG7luQ2w5PtFGPOv1wHLROvQp3+JQAu8DT2dx0+PT8D0pyag76Fbo9d+W8DXKYJqhZou4PunvsC8D6bBKhTZAkPgAYEz6TqGuk17YKtrD4fokdv7pZYEik0p/Pr8+1j01qfgLQ28wKH3aQejx5F7tPdLK5lJf8H8+cg1NCNQF0Pnbt0Yia7WRUTjux9iyah3oDbEYYODyXsQGboFBlx+alVXWOnYULWsaeEiNM+fh9y8hRA9PiQ6dECn+vqqOjZEPun9EhFlZFTTUMjkkE8m0bRoCUSbQ6x3d3Tv07skbPtaK8d0s9QCdPIpNjQIPA+D46HwHEzdBE0kRPwtnd5jAYIoQi8WIXm9sDkOFi0mYQG2BV0zIYKDStVq2DBUDZAkcKLASDT9Di0e3JRJF3+G6pxh2hCzPvwF464dA5Gj7R+HNMs1AYQ7B5FbFIeZyUFgTNoGb1uYPeorzHvrG+z82BnwdQij2vDVvRPwyxtTwNkmBCLNLceMLl6MRMNG8ofZ+OS0BzH80bMhequbQC/94id8e82T4DQVImdCEGmr0sLsx0ah28G7gJclVDuocrP451mwmlPQiho61NdXJXnO//Ir5v33fqiLl8GyOfDgYZg8YBTR/NHXmBkMod+5R6JaF1jpVArpZcugZdLQDRNaMAglFEYoGq4K4txKQIk4W4UCdNOEbVqwNRWaYcIuqlCLBai5PAzDRDadYYmLVIltr8+MXitVw/V8BmohB7ra0WfnocoyL0Lx+cELItvlDStOlLpsO7uYvKqCM3Qo/gAkWYbf42UV5YBNVWgdHiLeRMLpOOgGdGp6M00YhSLMfAHJpQ2MiAvBIDp1qYff76+KceJi9VB9M0wbYub4X/DxHR8x6mfagD/qxbZn7YCN93IMxQnxGUsw45WvsfTz6exrniQduoZJVz6P7e89FaKv9LbF1geWTV2M9698E0a6CIFzOnNtDmyS53ibbS/btskINF0IzUQaP933FoZceiiqEVq2gKkPvoN5b3wOgbfYIsOmBQZP2j5nV0PP5qHEqm8BtiJoEmxa1oBCJgsLJiJRx9y/2pCe9A3m3fJfOqHAs/nduSYRbJtjY2bZhO+qkjwTacwkk8g0NcGgCmtRZRXn7r1rEe7UAR07dUIlgwiwWiyiWCiALxahWhYEywJHemCSLFA1lhcgehRIQhS6R4HelITidcjohgarMKsqNE0Fr+WRKxTgEXnYmk4CdQieAESPF36fb7lMq1W7vCJsv58RcKqcr/yz5QsCr3f5MfJFwux6UsjlYBRVGLk8io0JWMuaoedy6Ni9G8LRiKuPdsHgkue1RLYxh3E3fgBTM9hB5GURO125J7pv2+N3j4v1q8fQfx+E3NIUZo/+GgvfnsiqrOqSZvzy3AQMOGNPVDomv/gdfvzfJGhpkmgAps1BkgX03K0fBh65FYJdo+AFHlqmgK8vfALqsjgjjI2f/QD1lN2h1FSXVis5Zxk+veARqE1JdryI+NDGYs3AnjBmzwTHU+2Z/6OWtcpAFammZY1ILm2Cosjwd+mIHr16VV11KDH+Qyx5+GEmfaLFqG3zEIIBdDriUMx86DXAMlgFWgkGUY1jJJNIQM3lIPEcMrS4ED0ICIA/FkGH+k6scaySsGIDHZHBfCYDQS1CpSqyIEBWFPCyDFGSWEWWVWlbCKZDRkWkLA6y5PxsQzdxFtIpKNBQ1HT4RQGiKIOTFfgCMXh9fkZ8V5aS/Nk5vyaNgPS+6UYSDaow02sRfV40cRzUTA4W9ec0NrHGf9InV9s1xsUfUd2z71oi25jFM8f8D4bqdPYanI1DHjgUnQasOgXP3ymMwWftgfy8pUj9OJdJPBa+9RV6HrgNvJ2iqETkmnL48tEv8cuYn1k1WeA5WLaNfvtsgs1P2g6BDr+fzJWQD9vcciK+OPXO5TKO+aM/Q99Tq6eTd+GnP+HTS5+GwOgyVZs5QPFg2H9PR+L98WieZzIyLUZCkIJ+VCuoqSmxrAlNS5bBLhTh9XtQ160rvC2VpGpBYsw7aHjmKXauWDYPXpFRs9c+6HjUYUj8sgiZHG1pUzMU0OeQXVAtINJHRCyViEMmfS9sFMFDsAWIXgWy34eO3bowslQpaNUvF6nhT1OhGiYU00BRN6DIMrz+AGS/ny0W/kqKQRVpgRch8MKG3R1Ip8AVU9AKGjhZgtcfhqB4EW55vTTXbgjSSsScbh06dGBNdtRgmmlOwMoVkW9OsZ2tarvOuPgjXPK8hlBzGsbeMgFaTmNf06l8yF0H/SVxXhGbX34IPjnxLvC2wb5ePO479D5+N1Qalkxdig9uHo/k/AQEG7A4QJAl7HXTvui69e+r8yvCUxdCqE8n5GcvYiQxOWUWqgU/v/w5vr3zDYcIURM4x6Fu2/4Ydss/ICoS5lx7E/sZyV1qtxuCagVV09LxJJJLGqHns5C9IqKdO6OmQ11Vbalmv/kaTS8+zZqfGLEQRXS/+kr4BzqysSm3vwrTZu1R7Odd9twG1QCquhLhUVNJoFiELisQ/QGY+SLb6rdFDnVd6iuGOBPxpAp7MZeFTRXmFlcJ0zBZg5wvEIAnGGSk+e96AWjRQQ4WTCImCev9fKK/R69dzaVQzKaZPM0bIJIfYZ9Pe5/P9BroRoS5edFSZBMpcIoIpXN9STRSumg/uOR5DfHNS9/j1y/nsQPHgcOWx26O7lt3W+3flyMB9DpsKOaP/JTVFRe+9WXFkedF3y/GK2ePZtVmKhSYAHps1R1Dz9oedRvX/e3vxwb3gjpnAVuZ8FUyQme++Q2+u+9d0Cap0xIoYIuLD8LGhw1jP099+wM4U2OSDdKwdtp/V1QjSA+ZTiRRzOZg2CZkr4xoXQeEO3aoKq1z6r030fT84+CoMVDgYEFCz5tugrdnL/bzma98iuQvS8BzPFtw9dhvGFu8VoWjRjqFYirFNLM+rx+mosDIFWFrJjhFQl19h7Inzq3WjBo1+JEloVpAoVCAl3TKZLvm8SLk8S6XI6xuA60jm8hDlGRIsrJeK730HnLZDArpOIxiDj6PAsMThT8YbLcmxVWBpByLbRNzZ/4Kz+LFUHxexGKx9n5ZLtoRVUJN2gYLpizGpJd/ZJ1uJseh364bYcezHXKzJqjfdTMsGP0p8zYWBGr8KkAKVMY20OTXpuLDOz8BT9VmgGmbB+03ADueuwNEZfWGm10ssIY4ghL2odIx/9Pp+OyG15gbC0lbIAjY/dEzUbfJbxX6htFvQxRamgUjNfD3XnX1vlJBZCHRHIed12FYJnx+D7xKCN5YFMFgsGp0iKm3X0HilWccPTzZb/Ee9Lzxv1C6Oov4xV9Mx/f3v+105IJDYKN6bHLewaiGinM2nUa6uZlZl8k+PyzFAz1XZDZsikdGuCZatsS5NQSEGv+MYgGGoUOyqBlQg1cSIVEznS+AWCDAqsxrUhmlY0dSqGRTnOwsAB7wBHzrtbpKFedcKgHJVmGIMmxvBOFQuCSdcujas6xhGfJLEtD9RWZ56JLn6kbpjdISRbYpjzG3fIJCpsikGp0HdsCIfw1fq+fydamF5JXYNqJVVNE8cTo67bo5yh3fjpyKCfd+BtNqIb5+Gbtfvgv6jei7Rs9DDiTUMNh6rCoZDT8txNgLn6G5ChZTZnI44MlzUdO/y/LHWNT0M20aOOZSwqHDHjuiGqUamXgSxVSWNAiQFJlN8JwsI1AlxJksxVKjn0H6vdGs2myTXa3oQcdzLl1OnMml5YtrnX4M1mMg8NjyyqMq3jOdVTFzORRTCXgEDoakQJQVaJkiirk8PF4vvLEg/IHy7BMgNwhq/NOLeZi6DkUANJOKExJ8YT8Unw8BUVyrii1VrLOpNLRckXkiy9Q0FwkiEAhgvdrm5dMQzByKtoRwXWdW3S0VtDZbFnJ55PI5xBvj0JMq+JgP/g5RRCLVm9PgwoFLnlcDalbDw8e+gmKyAIEjggNsefhg+CJrXy0O9OqI7E9zHNG0RcKG8sb0j2bj/Ts+bWn0o0mbw+EPHIyO/f5eprEy1KWNyyvP5BRQqVg2bSFeP+lR8DZtu1PHO4e97j/5d8SZ0PjG2+BhsnFHBv61e1ZX4xdVqNKJFPKpNGRRAXwiLFVlREFqqbJVMqxCFrlxryL/1YcwGpc6Mg1TAOfxocMF18A7cFPncaaFMSc/ADWVdxqZLWDHG05AbMDqy8rKEUTEqBJopBNOmpzHC04QWbVZtHh4gl74IyG2O1FuOlWWKprLoZBJMmLrlQVopN2SPAiFHeeJ1hjqtTluRJxziTRMVYeuq/AFg/BGAow4r68FaSsxVTUdsuKF7AmziPRSAVuE5QpQNQ1GXkNzQxO0bBF+rxd1mw5C115d3bQ+Fy55/juYhoVx93+NfKLIvqZt8wOv2xUD91izaurK8HeuQe7nOUzhmvjmZ3QasVXZDsfJb/yMt26cAJYsSqEnkoB/PHko6vqsXdVYkKjbmxpXAH+v3xPJSkHD9MUYe+nLLBWLqs2yT8JO1x6Kztv0+d3jiCQm3n4TguhINjwD+0Ouq+xq/O+24TNZZJIpGDmV6TDFkIfK0LApFU3g2SRfboRodWHrKjKvPQT1hy9gxOPs86eqO51mvM+H2vOuhae/0ziamt+Esec+AXVp3OnGsIEtzt8X3XYejEoGq8imkshnUuDIXkyWWeIcl9PAk2VfQEEgFGTuCOW2O+GM/wzyiTgUwYLGErh8iAbDy2UZ6/Ke6NwqJDJQdRUexYNQNIhA0FmMrs9jxaK1M00QbR22N1oSO0etTaZORVxj+njD0tkx9oUD8IZ88IeDqOtYV7ayHxdtC7fy/DeY8vYMTBw5jcVG8+Cw+UEDMHjvjdf5ZA9u3I2lfrVqfMsV08bPZosLFsoAG3Xdotj/2l3WmjgT8rMXOCZtdIgNx9WkklBI5vH2Rf9DZkmCxeCSs8ZW5+yF3nv80UEj9cnHQD7N9K3k7dzpuMoPuWDVtnweuXQGhUwBFKhrCxyUkBecZaKQzbJqWzASrVjLKO3nr5B940EYi+cCFllnUWVZZItTsWc/1F50G3iP895/Hfs9Jj86HtklSSb/od2xzsP6o/9RlS3voeY20syquQy8koQcL8E2AV43ocNCMBREMOoQzXIDkThG5jJxlhCpC36EaqLwt0FFmDVVZrLIJmnBYcMfDLDK/IaIoW61EKTdJEXi2WKnPR01aPHVesvHs7CoD8knQlAERHwRKB4PWvdOW+3y1he61soISm37/BmdVtxqmz6nCwcuef4L6KqBb9+e6YRH20CnwR2w35U7oS2g1IYccggb2Z9msUoaJT2VE7LxPF69ajxsg5IBAVEWsfcVO6HLJuuW2CUqAixqjgMH/8Y9UUlYMnURXj/3eaiJrLO1Dhs7Xbovhhw99A+PtS0L8ddeBi9YsEwOSreu8PX9fWW60kAVoFQyicSyZliaxZpMpYAHoVCUTXDFRAY+RQYXDMEfCpVdNXG1trRnfI30E5fTtpcj0aAmUbLu6r8dQoefBSHgpEoWU3n8NGoSvn1gLJM5Obp5HoNO3Albn7sXKhWtThPpeDMkU2XpeEVeBmdYMDQVgqQgHAkhFAmX3a5E63srZNMw8hlougl/KAwpEGmT6nmrNpws1wRalAUkhGLRDeJuQed2JpOBmmkEZ1sw5RgC7VDFpWNA1xK2iEhmWKWZ8/Bsx5R2T4Ph0PLkwkq7vrhoO7jk+S/w3dszMXfyUkYMvQEZh17fdvZgvu71EOjoWzY4RYZtWmVFnrPxAu467BWYuuMxS1XnM546GJ36rpukwMwVoC1Zyu4zFYjlNA6WOwzNwFtXvIaZ709Fa3GB/tnqxB2x6VHb/envpMePgZ1uYossQeDQ4eijK/piTpNZJpVG88JGqKrG0s+CNREEw0GmzbSzaeZpbPuCLOWrvT1g1we0Se8g98pNjAjbPDUFcvBsuyf8+58OIVyz/HGpRQm8d+HzaP5lKUT2YA62wGOX/zsCvUZsgkoG8zRONcMuZlHkZAheL1RVh1UwoSge+GtCZSvnIX2zlomjkM/D75HBBULwRtqO3LLmwHgaxaIKn8/LJC0byhaO/raRWQojn4anxcd5Q35GK6YuppvTrOGYQN+jEBlqJqXraznuVLjY8HDJ8ypg6CZ+/nQ+u0/0rUPfGtR0cyo+bQHBIy1vFLRVFfnZCxHo73i0ljqSy7J49sL3UUg520FkS3fcf/deZ+JMIHctqjbaug5IEjxd162KXQpontuMl856AekFzayZ0rRttrXeZ8RAbH/+iD8lxFYhj+So5yAKJqs88h17Irh15YZc0ASWTqWRaIizhDNfyIdIXRShcBj5bAZqMsEqclSF80ciJWlnta7QpryHwpi7wAkmbJMHH+kE3/7nQdnstwZRNVPEpCc+xrdPfwaJNdVyMC2g65Y9sNnJO6PbsI1RyWD2ZslmFLMZ+LweGLIfel4FrwGWSJHbwbIkzswqLkdSigQ8vAlR8cD2hRCkVMA2IrckBUmRR3omB4/PyxamG7JRj0grGdWLvhiEQO0G9WWn955OpmHoBniJh6XTTi8HfzQAISKsVoCMCxcrwh0tq8B3b/+Cnz6ex6rOgagXR900Am0J3uuBHPHDymTY15xcHh9FPq3ipas/wqLpjezYEO3b8uD+6D+8bXyH89NnwW7VOesaixsuV2TjOYy9/QP88MYUCLBZhZA1fYkCdrtmP2x6yJar/N302NFAMc1CUXiLQ8fTz0GlorVZJ5ughDEBYlBCXScn9IT0kWSjJVF1yB+Arw2rcCWn8x75f4CpgqMTyxNC4LjrIPVydPCZhjQmPvUZfnx5Ilt003ln2oDik9F1297Y89YjIZTJNWSd7ArTKfB6kY0BUwnAUg2oWZVpVKN1NUznXI67M7QosHIJyNCgiwEEguE2b3JMkwd2Q5I9Zyjk3aD9ArTwhZ5lsiJPqG6D+bLTtYWuIczdI6vCtmx4yeEjFgAv8GzxUI7jxUX7o7KvtmuJxnkpvHOv0wRHXCfaJYRgbduu0FmcLnW3sL8AFOcsgH+j0reUeui0t7Fkxm8V1GFHDsJBl+/QZs+f/vobCC1hIEqPHsyarRyJ0MSXJ+PdW9+HmdecMAseMCwO3bfohkP/eziCHUKr/n1DR3bsK+CpAmnxkDfaGJ6+/VGJoMmNJvVcc5ZZV/kCXoRqwowcEaEuJBMQTQ0aLyEWq6nYFEF17H3gUWTjhBIkQ2c9AN3fFVNenIjvXp6I9PxmoKW3gGqqtKgS/AoOe+4MxDbqgEoHVQ7zqQRrni1aHJSAn+0OFrJ5KF4Fvqi/bIkzs4ujlD3NgNfjRyBS0+YLRGrAbVzcwI5XIBrcoKSx1W7SNlR4ZA7ienbzaP2brbHl6aY0+1r2y2xx7vP7KnIB7mLDwiXPf4LPXpqKbFJldk/hOh+OuXn9xGd7OteiOCvL7gu+0iYFNFG9etNnWDyjmX1NUoJtDx6A/S76Y6Pb2oK0zvnvvwfH0aKCR2S78guOaZzbjGfOHYllM5axSjOTozL9qoCdzxmOHU7dAYL01wuC7PsjwRkFp6zPW4gef2ZZkoLV0zhnkGpKwdB0BEIBhGod4kyE2sikUMzloHi9CIYdjWQlwowvgPbFM+w+fc7K7mdi7mweb179ELLLUhCoGbCFNNNgolTB7f+5BwYfthWUQGUekxVBJCiTSiCXTsAjivAEAjAp5TWvQRRE+GscqUY5niNUkSXHENlWwcsylFCszYkdVV4bFi1lXsWyR0EwFt6g5xIRdz0fh25x4KQo/BtgAewEv+RgwXQcasidp0XfXY7jxEXpwSXPK2H6lwvxycs/MR0vC0PZb2NEOwfXy8EnrTOlxpGrhLakEaVMcsY++h2+fG2GY4XFAwOGd8fBV2wPURba7G8sfeJpsjhhFzch4EdoaPl4X9PrH/V/7+OL5ycx+ye6PrOgRQ7oPaw3Dv7Pfoh2/ftUKjPegPxnb4OjhEWqOvcbDE/vyqs6U7d7KplChqQaEJnGOVwXYVrVXDKBfDrJmkW9fj/kcLSk0sfaEla2GYVHjnR2GciODgGMfq6Inz5/bvniiwYTjS/Rr6DP8L7Y8bzdEO3+W/NgJYN5HWez0DNJeEUehicIGEAxW4BpmwhHw4w4l2PzKEkJiuk4TDXL3EK8oWCb7qy0OmvEG+hvmJA8MiIdoqipq91gBJLJrhJLYWvUJEhSlPUf+c2Oa74Io2iAF3kEY45ufH37V7uoLrjkeSV8/cYMFi9NxKfXph2w17lbr7+D7xFgCKwuCTG6fgh6W+D1eyZi3BPfs8mcPIm7DqjDKfe0rRVW4u23oS+YwxxITJNH7YF7QYq0XYPm+kQ2kcczF7+B6R/PAk3hdHkWwCFYH8Jxdx+CnlusvhwnM+ZFWIlljsNGrAaxf1yMSgNNbkSIiqkiOJv8mxVGgohQ55JxaIU8PAIPzeODN9w2Fl2lCGaZ9fXT4IwM5Uuy9/jwm0ORzjVRzAks0i7xQKf+9dj2+G2xyX5DmE6zWuD4EWdgZZqh6xrgC7OKBvl/SzzFUgcRjkXKkjg7i4IMdPKoJq26n8JC2tZ6kTVXJrKwVBOiR0JNrJbZsG3I45XPZyFCg8rLsOXIenWyYDsUzHpOh+DhoQQUyIrEFt6VeP1w0b5wyfMKWDijGd+Om0NuWIwBbX/kIBaZvL5AjgpOMDMHWytNI/NJY37FhBensSo8xf1uvHU9Trql7Sz7CPrSJch89D543oBlCfAP6IvILm3jp72+kU8V8cJV72JqC3EmwYniEbH3ecOx86lDITAfsdWDPnsqtEnvOsfBFODdZheIdfWoFNDkxipRyQzUggabsxGIBOENeFHIZZHPpOETSM8rgPMHESN/2wq2jSpMfhf4+ilGkG1Y+GTKICSywZbFF+CJ+nDUPYej1zaV5XW+2lXTbAb5VDM4U4U3GIIlelBI5SFyEqSgUrbEmUhtKt5ERt2gaoEhhxH2t63shM4zirQvUuR2yA9vyLvBpS20SLb1HIu5loP1CIednaW2RmuFXSO7QstiDbcer4fJNMrNdcVF+cAlzyvg27G/QtccX+G6rkFsve+6RXD/FaxiEVY6AZ70ITyH0Nalp+/NJot44rIPWYcyXXL9EQXHXDsc4Q5tu4Uef+0VoJh3qq0eCXVHH8Xsysohuv3GAx9H49wE06SaHNB36+446a6DEO285lXz3LgXWKIiHQe5V18ED/gHKslNg1lFFQxougaf4oMn7IHX52UWXWIxB97UYUh+BMKhNklSK9XgpYlvTsWEp77CXj1HYUA3ao7l0JwOYcIPg1iLcoeNYhh2/DYYdlzlWhOuDvkrZJJQeIph98PgFWjpIlRdYyQwEl2/Vcy2Bu2qkA5X14rQqBprFdh54PUF4Q8G22wRwCQLxSLymTxs1YIsyQjGghskPfDPzntJ5CDR+/P51xuRdXas8jA0E56QjHDst/hyFy7WF1zyvELV+f2nf2QuD3SN2eGwAVif0BNJQCuA421GTilhsJSQbMzjP0e8BrNFv0vs+dIXD0KH7m0rpdCXLIL2y1RH42tziBxwAOTOnVHqaFyQxINnj0TD3AT7mmQ+Ox27JQ65bDd4g2uuWyx8/jqM6Z+BE8E8fn3b7wtOKv+OcKqyZdJUQSww8iCLEgLhAPwhZwGmpeNsB6bIi/CGo/AGnYmvEonzR89/izEPfYbkojS26/8rBvZYyK43mili5CfbonajGuz1z50xeM8B63XHq9RBBFDLJmEWszAEL2ukU3NFpnWmLfhwTbisXFdYKEcyDiPXCFtXYfEyLMUHJVoLfziyzg2CrXH25GGsazr0nA6TN5lkQfF52oU4t0KzFAhiAP710KDIFuXZHLvGcIKTTEuL8XIaGy7KFy55bsH4F6ZC1xwCW9M5gD1O3my9HvjCtKkQeBMWOIiRAKTa0mkAsiwbo+6eiMQykpUAiiLg3Pv2aHPiTMiMexucqbEVixiLIbTL7ih1NMxP4PGL3sTcH5eyhi66DRmxMY6+fq+10qRayQYUJ7zItO8cx0PZcid4d9gf5Q6qgCWakiz+Vjd1BEMB+MKOTZReLEBn8cMa677nAk5TYDluw/8V8hkVE/73HUbf+Qn0gsbifxVZx7abzAREA7YuIoeOOPzRS9Btk05VpWleVRWRnDXUTAqyJKLIiTDyOtPGSyEJkUikbMhRK6lVc0mo2TgrkHC8Am+oBorfcbxYl+ookcfWBrl8Iu8UYWQbgsBD8foQijr65vYgzsyeLp+ChyPHi7bfRaLnd5oRc7BMG/6Yl10/3KATFxsKLnmmQJTxczFh5Aw2sdE5vtORA9frQbdpgnjvLQiCCd7mINbVlVSl7YMXpuHj12a2dPoDW+3dG4O2b3sPavXX6ShO/gy8wFKX4d9ux5KXaxRzGq7Z53GmdWZSDQB7njUUR1yx9iE6mccvgp1YyI6DxUnw7nQ4yh00qSebkshmslBkBdFYBKFwiOmeC+kkCtk0fJIA2xtgbhpEiCptm/W78b/g4YveQq45x8aKQOPFBnbe7Gds1LmBXWyEUAhdjnkSfKT0d1s2iANLKgWumGKOPhlNAmdaMGCwUI1wpLwqzhTooueboeZz8HplWHIn+FoSA9dlkUikmVXnyeYunoNlW+BEDoIosMUp7dzQ87cnkWThJKpO2jYovrYl8MwbPpVhjho2b0OSRbYQKScZj4vyR2XNVmuJn75axP41bKCuVwR7reeqc+L1lwGV0uOo0mgjdkDpVBlnfLsUbzwyeXlUdp8tOuGkG9q+ec9Si8iMfsaRa3A2IxGhvQ9EKWPqZ3Pwzx3uRy5VZA2UJNU49NJdcMi/fotPXtPqSeH9h2E1z2J+zoTAUZdD6jUYZV9xbk6gmNdYmlekLoxoLOpMeskEoOUg8BxMTwDhWC1z06g04jz+xcm4+fj/Id2Ua4lBcsbLvnsnsf+Ok8EJTh8B33kz8JHSD0faEClw1ERn55uRUzXkNY5pWAmhUAiRmvKqOJOTRja5FKaah+jxg/N1RCQaY2N9bYkzLTxbnWoSyxLMWYKIM5FkqjJHOzi7N3Sc2rsCS5+nIhTB8wJkT9sGstAiq5gtwlQtFpATq4tWrAf8hsZDDz2EIUOGsHOObkOHDsWYMWP+dIzvvffe7HN9/fXXUY2o+srz7KmNGPfCNBaIInsEHHPFsPV6wK1iAcWJnzB/ZyrrivWd4d24H0pFrvHIVR8j3lRg3f61nfw44Zod1ov+sjDpYxjL5jpJizyP8BEnlVT1fWX8+OlsPHThW0g25FgF0eOTsNsJW2K/c7Zf69dtzJoI9aMnGIniBA7C5ntD2Wz9BPJsaKmGUTTBSRzCtSE2odOkX0g2QyBPW/AIkN4zGK440kwYdd9n+N8tH7LP1SYfDZtDny264rh/74qev54Du4EWjBy4+sGQ9roV1U6cM5k07EICaj4PgeNQJBWXLUCWKDnQi3C4fFxX2IK4UEA+HYdHsKFaCkKRTuvsU07EmRputYIOAzp4i2dx7IGYI1UopfAPdgzyOWi5PGRPqE2JPDUe5zJ5QLThUWQEgq5Uoy3RtWtX3HLLLejbty/7HJ955hkceOCBmDx5MgYNGrT8cXfffXfJjLf2QtWT58kfzWNNO1Qdkn0SBg3rul4PePrtlwE9z+J1wcuoPe2ckpAq0Ily48nvYPHsJDspqOZz9OVD0W3jWJv/LauYR2H8y8tjuPnuA+AdXLqBKL9MXoQbjnqe3edBseTAaXcegO32X3t5j7lsFgrPXQBeoIZREpYHETj0MnBkdF2mYBZcTSnW6S8pEqIxJ8CCtpfzqTgKuQwUWYI/GEMgFK7Ii++PX8zFCzd/yBaiJAPzhDy48KFDsenOvWF+eTOsxI/gJGoKFSEOvRCc5++DcyoRdL1hC6psGoVMAiJnQpS9yBYAiRdg8Rb8ER+T+pQLcSbQeyKphq1noQs+hGrq1po4E2GmxUU+l4ematCKOjiLg+yT4Y14GSktxYorVYYlXoPgUWCLSpt9fnQ8cuk89IIBySey3YhK65Fob+y//+93wW+88UZWjf7qq6+Wk+cpU6bgzjvvxDfffIP6+sqxUl1TlO9M3Qb49YcGjHrgO6ZdESUOR16y3Xr9e1YuA3X65BZnCR7+7YdD7lQaWsevxs7Bj1848hXOtnHkP7fGNnv0Wi9/S538MaBlnOobOEQOPxmlihdu+RAj7/4UYkv1nbSFVzx/DIYM32itn9NKLkbxjWvBQXXCMRQv/Gc/BU4uvYlwdcG23VMpFPJFyIqCcG2Q6VRpIqWgC17PwaOIEIO1ZRul/HeYN70BVxzyDHib4rQ5cLKIW947DZ16RGF9cyvsnx535DmWAGHT48D32BHVCEaaCxTZnIReyMKjSCgiCMuiK3ERvMQzK7pwpG1DQ9Y3WpvYVFWH4vFA8NXC7w+s1u/SeUJEmUD/ElHMZwvQDZ2lA3I2DzlAFWYFPr+3zSO82/w4aKTxl+H1tk34Fx0fVnnXNYiyCK/f4xLnNUA6nf7d1yTt+TsZFI3BV199lVX7Sb5BoAbYY445Bg888AA6deqEasZakeeePXuyA0/6rVY899xzGDy4fLSadIJ/8PJPrPJJVVZfQMGOB228Xv9m9sM3YaeamM6ZD0cQ3PMQlAIWzU7i9vPHLZ/063uFse9Jg9fLxGUsmY38mCeY3pvIs7TJThA7dEGpIZPI49X7PsPbj3zFdiVM20bHrhEcd/WIdSLOtmWi+NZ1sJdOY/ZKpBeSdz8HQl0PlCuospxqpi1lAxwRnxapBpGAQjoBrpBEwRIQCMcYca5Eqcb3n83B9Se8yK4rZosM556PzkB9zxisxZ/C+v5+tr1FAQ62tw7CkNJdMK4vsMphLgejkEKxkIVX4gFBgSn6mUl6MVeAJJIvsR+hULCsiHPrzotVjEPgdNjS6lWciYw0NTUhncwBpuX4EwsCZFmCbZBzhgDBK0ASJIQibRvfvb6Qz2UgC0WAU9qE5NO4IZ13Lllg51WwJgCfz9cmr7Va0K3b7/sqrr32Wlx33XV/+tgff/yRkWVaCNL1evTo0Rg40NllvfDCCzFs2DAm5ah2rHXl+eWXX8Zmm63fxrr1iY9GzcD4V2ewLnhJEnD8Zeu56pzPQv12PASBKgwcPP2HQAi0fyR3NqXijgs/YDZHrD2HB24adQgUb9tvlRpL5yLz+GXgebMlxVFEcP8TUGr49qNZuO+St9C0MNViRedslV436kR07L722+y2bUF98RRgwTeMONuGAHnE2VCGHY1y3npPJdJscpMkGZFoiF1wmZY1nWLb8l5RQCAYRTAcKTtCtDqYNmk+7rxgNPJZjS0+gxEPzrppH3TeqBbW4k9gjTsWnERe7hQdGIZ09ARwUtsGDZU6aCImCzo9H4dgGxAYaQ4gEA6jWChCzRTYItUTlMtygUXnQS7dDDWXguIJsMrz370HWnQumrcE82YtZIFLPr8HgZAfoiBCjsrwhj2QFRl+v88h0WUgUaAFRDGfhEU7Tf51D0Yh4pyMp5hcwxYsNjZoAVGJ15H1iQULFrAGwFb81SKsX79+TJpBO4kjR47EiSeeiI8//hizZs3Chx9+yPTPLqpUtrFsQRqvPvAtu08X7F5D6tZ71Vn7dRqgZtl9up4E9mt/wkQX7Mdu/By/TG1kJJH8nM+7ZRf4Am2/JWjM/QH5N+4EB3KqEMDJCvwHXgDe3/be0WuLX35cjEeuew/TPpvHGkgZeB47HzYEJ12zO6IdVm8LdlUwfxgNa8FE1ihKF39xq8MgDy29xcPqEudMJssso7ScziqG4RpHqtFaUeOKSdY0BT81B5ZfJXF10Lw0jYsPfhKWZrFFlmXbOOPGfbDzoUNgN3wF66sLAcFi21tcsAuEPV6uOuLMGuhSjdBzDeA4CabgQyBSB38gyAJ00oksDE1HpDbCXFna2yli7Zr54tDyTRDJJs5b87td2b8iz9lcDpIkIhiTEauLIOAPQlJEVllttW8sp/NGVYtQRAsm74fsXbfkxNbmy1yO8gZ4+IM+ZnlZbgurUkCre8bqgHYL+vTpw+5vueWWmDRpEu655x42pn/99Vfmtb4iDj30UOy4446YMGECqglrfZU68sgjf3eB+PLLL//0gkErUbqtDFnVoCjto9t66d5vsGxRlhHGcNSDk67efv0bxn/xOnjRaZAT+24DwbduRKwtXtOD132K90dOZx3uVAjedKfuGH5A20eSW8llKLx5O+xswtm2tm14dz0GyuD162yyulg0txlP3vIBPhz5I6scii1abJqydjhgIM68eW/4guumRzbnfgn9vatZoyi9fy7WD/Iel4ATS1e7+Jf6Q0Z60uBIvysDwWiAbVPTxJbLZaFl41CLOnz+ICMC5VA1W1MsmNWEM3Z/EFrRYATHgo1rnzgKOx4wCHZ2LszPzwKKjY4hqM2D3/JKcOH100dQqqBrfyHTCDWfhCB6ATmCaE0dkyfQGGpuSICMhyh1MhxtW2eGDVlV54yUk8QqRVZL088CVHIFBLwBBHv70am+I/u9cgZV3w01hyJZyPmi6yStcBbnGaSaMmwXKxD2IBQOusS5HdAaxnP99dfj1FNP/d3PBg8ejLvuuusPjYbVgPUu27j55pvZQV8Z1/zrLFx3yTnY0Bj/2gx89PpMVlmkXdTdjhqIXgNr1+vftFJNMBbNWF5x9A1t3xQ9tWjgX0ePxswpDYws0qS/9U49cPEdbW+TZi74EfmR1wMqRZG3hKEcchHkTdreO3ptLtCfj5uOq/7xPGyNte6xz4j0zZ27R3HSlbthl0OHrPPfseKzoY+7jCXKwRTA+evgOeVVcEL5uAisWC1rbGhEIa3B5mz4AwoiNTE2UdJFNptJI5Nohlcw4PX54AnFSrq5aV3GzrN3fYRcRmWjxiOLOOuGvR3inJkDa+wIcJZKnBm0MuV3fhR8t71RTWCSnlQcXDEDWfFA9HdgOxPOAiuHdDwNHjxEn8C8estBz/tnVWe1kEZRo0Y2anKs+dsFAI0dWjjkMjmIsoBIjdMjUM5g7ymVhFpohqJ42aJ5XSrEVHGONyaQzxSZFCwYCpaV60q54oorrmD+zd27d2eLlxdffJFVlMeOHcsaBP+sSbB79+7o1au6igIEcUN8GBdddNEfvi+nfsWGRrwhh+f++zUMi4gSsO1uPXHEOVus97+bfeEG8LztVBxrukPquX4TDP8K8cY8brv0A/w8ZZlDFW2gx8Y1OOeG4fD62+7iZGt56F89D33SSBata3NETXkoe59dEsSZ8OR/x+ORm8dChMCIM/0nyDwOPX0YTvjXLvD615302XoexvirgNxSx57QE4K0761lR5xbo4aXLm5AJpUDb/Po0KUGsdrocnJME56ebYbCa9B4H/yBWFkSotXBO//7Fu+8/C1EdiXhcOjZw3DgydvCNgqwfrwe4DT2OI7ikbe7t+qIM9udSMUhmSkUbB5ebw3bNm4lzsmmNNSCCm/Ai2htpCQt11aXPPO2Bp9XASc5ety/A1Xx0sksOFuEJyCx5MRykmasqvpuaGnWDK+b8joRXSdkJgdL5+ALeBGMOamMLtY/GhoacMIJJ2DJkiXMX50CU4g47757+xb8qpI8r8oSxS5u2JMhkyrizL1eQjapsmqrzXM48LRNIUrrbzuZabbeuht2cg7rEobJw7/HsUzv2x5obsjh+nPH4MdJS1qiJTn03bwD7h11WNvGpy6bDvX1K5wURfa+BerKhLjpAZA3b38SoakGbrzkVYwf/b0TYgGbyUmOPGcHHP/PnREM/71ecXWhv3cB7CUTWcw5RTaKWx4PoWdpyFVWF1RRTiZTaFjUiHy+AIEXUdMpjGhNZPmkxuRZuTibRD1eP0KRurIlRH+HL8ZPx93/fpPdN2Fh0JbdcOqVzuRi/fII0DABLF+aA7gBl4LvWT2d6ctDQjIJ6GqKLZwDYdK8O1pVWoA1NyVQzBXhD/gRrQ2XtXMCk6WoOjheQjQcWK3Hx5uS0NQiPB5vRUgRWEJkIQPToPwCL8LRunWS39D4KWRUmJyBaE20Yq0tSxFPPPHEGp/v1Yo20zyT7mWXXdYupnh9Y9miDK47/V1kko72mrbl//vyQRiwxfo1+NZ/+AD61PGMNxFbFfpsA6nv+q90/xnSiQJO2Os5ZOKU78bD4oDdD+qHi2/etc0uTLZlQP/8YVg/jHQ6MelN01MrfngPvw1CR6cJoT2RSuRw7/+9jbf+N5FVmnmOhzck4dG3zkbfgW3nuc0syyb9F/bC8QDFsFs8+MGHQ9jmbJQT6H0QcV6yoIEFNSheGbUdYojVxJZXl1g4SjIBycjD61EgB2sqljgbholbL3sNqVQeAgTU1AVxwU37O5rn+S8Ds+4Ds/ChE6zzbuAHbHhpWnuBxa+n0zCLzdAKGXgU0jhHWSgOad5J8pOMp2GpNjxemVkark5jXSlXnbViGj4PB/CrF4lNx6BY0CBJHibXKOeFw4rvSS1kIYkKBCW8TrtNzg5XAZZpwefxMTmLS5xdVAx5njt3LsoFpO99+P8+xayfmxzbMY7D/scPXu/E2Vg0HeqYu1hFkxFJXw0Ch13ULgly3321ABf8YySsovM11VoPPmYIzrpqRyiedX89tpqG+es4mBMfYTIFtEg0SBMrbLI/5J3OK4nkPLown3jA3fh1+lJINPQ5GxsPrscTb58PTxta87Gt+0m3w/r+cWfhRNX3DltA3PEKcHz5NM4526dZNDXEWYXeG/SgvnMHtv3eOqGRrjWfaoJs5VAwBASiq+c0UK7k8LQDH8Ciec0tKZwmrrzvUAzasjtsS4M9635nsUj/i20KfrObUFXEOUWOE3GYugpJCYDzxhAMhhhxpnGSbHbSJwVJQLjGaSgrZ2JEQS+GloNq2vCHvatlTZdN52DZOrwBX0WcJ3SN0FRyDLGgGyKCfkeas7agnYl8ushs6YJRn6tzdlGyaH9Gsx5hGBbOOugVzJneBIHjWYPgoadthtOvWL/uGsYvX0B95yZwogkYAiB74T/1XnDShq/GffvVfFx38btsEUHKXqq07nvkIFz4f7u0ycRlFZpgjD4RKCacEAhw7MIHPgh531vA129SEhPk4oVxnHbkvZj3SxPjNrpt4OAjt8P5V+/ftsQ5MR3mxP/Anv8pQDyZbEzEEKSDny07izIWfhLPwDZteL0yOnXp+LvGJtK15tIJFrstSyIC0VoEguWVCrcm5PDRu8bi+4lz2Nc0zq+47TBsP2KA8/Np1wB6AyCJgGGD3+QqcJ4OqAZQBTaTTiCfboQkchA8YfhDtYwc0lgg4hxvTiCVovAMGaFYoCxDUFaGoatQZJFVnSlJ8O/eD6tUqwZk0YNAYN09kEsBLD48n4dtWvD6f5NxrS0RJ1s6XdPh8XnY7lW5jxEXlYuKJc+6ZuLh2z7H7OlN7GvTtnDCedvguPO2Xm9/k0IwjInPw/huFGBp7MTngiHIu7ePn/GSxSmcd9Ir0IomI82kz7zytj2w/+FtkwRpNUyBOe4cwNR/qzZToXWzYyFudhw4pf1DYAiaZuD2/4zCnFlLGe2hEIKd9xiMf995JCSa/NoAtpGHPfs1WF9fDVg6IAGcLgAdN4O4011lR5xZpTCRRr5QgMenIFoT/h1xpp9n0ykYxST8Xh62EoM/UJnEmfD6S1/j/lveaWku5dFnUD0OOGYb9jNrzgNA07sAbdsbBrg+p4OLbYVqgBObHIdGLgsyD5MPIBypXb5135oqWMhoEDkBoVo/wuHyHyc0/k1Dg67ZLAzk76wYWdx2Lg8LJoKhymmAowW212PDMGRI8t9X3/8K1C9RyBTZjmUg7HWrzi5KGhVLnkc9+z1eetzphqcq0eCtO+P487debw2C5C5hfPU4jCmvO3UpliAnQtn7IogbOZPshsS8Oc04dN/HYBVt9v5pi/mmew7Ange0jdOHOflu2DNfpmmETYQ2b4HrvCOEzU6BUNcfpYRLz38c77w+CSIxWtg44h/b4+qbj2qT57ZNFfb8N2D9/CiQ/Nnx9LVY8jjQY3cIO9wEztcR5QQ20efzyGWduGQizq3hJ63EIZNqhmCmiStC9FBTT/k3Pq0KY974Btdf8iLbsaAFaN/B9Xj+vYtYMqlVmA9r3iNsXHEs/WgjcD1PRLUQ52QyAd5Ms6qhLQQRidQuJ4aOfVkayXgWlF8aigWZ5KcSPL+pqc0y8/Aowt8m3rU2UWbSBXC2AK/XUxHHoPVaUMgbEGXPOi8IiIhTT4HHo7hVZxclj4okz1MmLcSLT0xi903OxpZDu+DuFw5db9UOIs7au1fCXjTFIc3MyzcG5YBbIHTojQ2NZCKPqy59g4VUEHGWRRHX3LxPmxBnO/ETrIlXwk7PZ01RLPTEAoRtL4HQ/3CUGl4f+TnGjfkONmfBsDUcedzOuPyGtnmddrER1ndXAAvfazXTcCAHwA+5EPygM1FuYHG4yRQySdKuWwhFnKam1nOHCFMhE4eaSzAC4A/XMCeFSiEDK2PJ4jhuvWYkNJ3OJR69enfETfefwIizbWRgTTkRID0/kUdbhLDVs+CUOlQ6mH43EweMDIq6BV+AxsFvTaQsnj2TQaKZHDd4FjsdiYbLMgRlZdA5YBk5mIYOCwqCf0MaqW8gSfInmAgE/RVTdabP2DILUBRqmBTX6bN1drIKrOpMgVSVcoxcVC7K/0r2J6v8Gy9/D8uWptlkN3BwJ1x+6+7rhTjbhgrz1/dhfnE3YKhO7ja5KnQdAmnnf4KP9UB74P67P8KU7+Yvd7s49fxhOOCwNgj7+PUF2DOeAIpJp8JK0ctcAMLuD4GvbT/v6lVhwbwGXHjuw4zVsq32fvW48IqDIIrrRvRYc9iSD2B/90/AVB1bMtN2Pv/oFhB2eaHsZBqtpCARTyKVTMG2eYQjAUQi4eXE2Kk4J6DnE/B5RFhSrKKJcz6n4sAR1yHZVGDOGrSYuPrWI9F3QGfYRhrmtDMBLt9y3lvgN3uiKogzuavks3EUc0kosgSvP4pAKLacPLVKNZLNWVgm4AtJiMQqgzgvX0AWciyZ1etfdSXd0fDmEI8nYGqA1+dhC4hKCftgloT5HEgQ6Au2RdVZhyRKf1vJd+GiFFAZV7MVGgTPPOZFzJ0ddxrXOAvHn7M16ru1vd7Y1nMw3jsfduNPLSVHDhB58B23grTX9eDk9iFPL/3vazz//JfgbYGJNQ45cguced7wdXpOe8GbsKffBVtNOQ1wxCMMkiXsC37QWeACbWfx1lZYML8B++97FSwKpqFlhAS8/PZVCIfX/nNhW9OZGbCnXAqkprJqIwNNnpEhEIY9Cs5bXhKNVhDhoQpZisIbOAHRmiCTaqxInFPJOCQrDZ2cJsQoQqHfiHUl4rNPpiLenFnuUPPws+dh6HBHkmQtehK2Oofpc1gQSsfDwYfWfYFaDsQxk45DL8YhyxI4OYZg6LdYbRonJNVIJ3MwTIM1xkVj4YqqJOrkJiJYMG0JoiivkgwSac6ksmxu8PoUhKPBillAOFKUNETRBsdRc9/aO6fQmCIXEupTCsf8FeFC4qLyURlnMpv8LTx418eYPGkh+5rI82XX746d9+jb5n/LapoGc9y5gJFjnq6cJbBGOXGrkyFufgLaC7/8shT/vXMsTNtg1mLbbdcbl16551p7NtupH4Gf/gPkFzuNUCTRoDfKy+C2uA5c1z1KskJAF/Y7bn8ZTY0ptvsQCvrxyBMXrhNxJlgzbgPmPemQ5lZLMvr/wEvAb1xe/s1/FheciFPF2WSJZ5QuRRM9C0AoFplMwyymYUKAN0gV52hFE+dEPINzT78fFizWbHvYsdtj1z02ZT+z4h/AahrlyDWotBoaBqHPZagOO7oUDDXZUiyIsHFC44DGEI2TdDKDVDoDkZMQDBFxXjcHhlIDe5+UpKlp4MU/RkbTMaLKfCKRRC5TRKGgMdJcW1dZ3uesYdLUYBpFiFJgnarpzPta1dg4kmWlYnsnXFQWKoY8v/jsJDz24GfMv5eIc5/+tTj4mM3aLgCECFPzZFgzX4U9b1xLCAhpvQBE+kIafg342IbXN7eiWNRx2BH3I5vW2GTPCTb+eckIBIKeNXeNSEwEZv4X0BrZdjTL8Ca/ahPg6ncD1+dEcJHSk2m04okn3sHLL38AATLbaj/0yB2ww06brPXz2bnZsL4/E1CXtnQC0kfPA6GB4LZ5ArynfLfqabJ3Ks5pWJaNUCTICA8RZ6caTaEXCUYYfF4ZkCtbqtG6EP/31U8zlxYCEegLLjnIaYzV4zAaXgAoXt3UwXl7Quh7I6oB1ERq6LTAMiDIUYTDzgKKVaMzWbYA0woGJEFCKOZnOxeVRJyXx1DrOQiiBNnzx8Y/kjI0NiSgaSqrzIciNcxdpNJi6mk+JHtKSCFI8toHmTg7GVmYuoFgxM92Kly4KAdUBHl+6L4JeOCuj8FxPAyY2GRIZzz50vEQxbZZwdq5RbBmPA7MecP5Bqs2kywE4AccC2HL89u1ApvNFnHgoXciRd3c4Nhk/9hjp2Lzzbuv9nPYRhZ2fAIw/2lAbfhNkkDvi+532gNcj+NKmjQTGhoSeOaZdxnhN6Fh+2GDcd0Na+9+YDWMhTXvAUBbRkIgR6LBBcFtfT+46OZM4lDOoKpPIp5mRDkSddwQiDiz8JNMHLlMAl6Fh+wNgPNEWFRuJRNnwoSPpuD1UZ+CI6UzJ+LaG45Dp/oYrOw3MJY+BmiLHJ0zH4TQ4xJwfGURoz8DVVOLhRQMXYeshOEP1rBqIxFq0slnUjmIogRJEZiul3ycK62CyDyNc2kIvAHDBETp91IFOmdI42wYGiOBkahDmivxfKH3qhs0R8gIhddOZtGqCSf/b4EXWWW+Eo+Vi8pEWZNn2hL7vxvewusv/8AKwXQZ27hfR9xw+/7weNqmKcNK/Qz705OYbzMLvaCkFarESiEIu90DvkP76xzve2gsZs5ayiQKPARceMFe2Gl4v9WvqGe+gzXvPqC4EByTJKywEIhuBa7rkUDtDiUp0VgZl1/+AGbOnMca3qKRAK69/qS1msRtswBr8bOw5z/ubM3zPAsC4Lr/A/xG54MTyp8wUdUnlUpD1VT4vN7llUK2/Z5qArQsPAoPUwgjEAxX1LbzqkD2fHfc/iK7T8uvbr3qcNJpe8LMToS+6EZwlsk0ztQgytceAD64OSodtLAiuQbsAhSPAsUbY+MkmUyicVkzsxcj+PwKYrXRih0nuVwWmpZlfR++QO3vfM9bpU/ZTB6KIjOdd6Vqd+m96noBomixXmk2h6wFnAbkPJu5/UGlIqLK1wXhTjGElLZdcPIqNSktadPndFHm5DmTKeK6617Hm69PgWBLjDYqHgH3PnIEunWPtcnfsGc9Ccx8wCHLBOKOcgT8kH+Bq98BnBxCe+OjT6binofehsgRmbMwbPu+uOD8PVbrd+3ifFgNLwPNHzrfaHENYAhvCXQ7FVxoAKvolwN++OEXfPzJZFi2BY6zccZZ+2PIkDWX0thGEubsm2EnPgFHzhy0e2/Z4AfeCq7DiLI5Hqsj18ik8xB4qhaGGCGiSmI23QyJL6JINodKDcKhypZprIj33vsa302eyRaiXo+Cl0deA0tfAq3xv47Gmc4R3YZQdxSEjseiGkCOCqKQR6FgwuOLMHKcSCSweGEjDN1gpLlDpzpWba6Uhrg/b2qL014NeDEAn++3yvpvFVRH+uTxeipOprHytUPXDZawKMkehNbi2kDHjK41qlaEokgV4//tonpQlle6VDqP4094FFN/XMQspCzOwKBNuuL+h45Dfed1d9awiw2wp14DJKcwwsycO8j1beOzwfU9uWQqsF9NmoljT7mbsXrDVuHzePD042euFjm0ml+HHX/HSUKkZg9ddywpqJLW82JwUqRk3ufq4qp/P4hEKsm227faYgDOOP3gNXfTyP8E45d/gTOzvy0m/L3Bdz8PfGz9xrpvKDhVsjSamxJOeEUozCZ7pmktNsM2ctAFDwLhKKs4l9s4WFskkxnccttzrOZM7hqbbdEb9fUBFJdeApscNWj3wVAhdjwNYs1BqAawCPZcGpahwuMNIRAIMZK4eFEjVLXIiHTH+jpEIuV3vVhTeZMgGjApFEjyLW+Qo3OJNQhSs60FBII+xGLRipOsrFwx5mBAVtYuzGR5c2kqB5pYqbG0Uqv0LioXZUeev/z6Fxz3jwdhavzy5Ly99xyC//znYNTUBtbpuW2zCPvnG4D4REAjiypK/yACJYPb8TnwwY1QKmhsSuGya55mdlBUJQv4fXjk3tMh/0XcNMWH25lPYMZHA+picLz9W7KHFAPf8wpwgbVvrGtPfDThG3z19Y8OAYaBY4/dA37/6m8f22YG+oL/AulP2U4DkwERWQpuB7H3VeCkttnNaG+0VnwcL2cwDTNN9kQACrlm6GoBXp8fIsVt+9e+Eagc8c47n2Pu3MXsvkfx4Lnnr0ax+Q5YyIITJNimDjG8V9UQZwJVVAVegyDLECU/Iz1LlzQ4i65IAB071jHHjUoeJw7ZK8DQLQhCgFVJW98vNQg2Nyeg6dQgqCAYrPyeABYSYxuwdMDnW3MKwar0yQx0Q2Pkm4hzJY8fF5WJsiLPjzwxDrfd+TY0zWKEURZkDBvaF3f+96h10jgzUjn7HqDpI6DY7FQbW2KWWaNcvwvBKbUopW2zcy99BNNmzAPHPkIL1111GEbsMnjVv6P+Aiv1Duysk7zIGt+ojCIEwMUOAF93BMoVv8yaj1PP/A9UXWOSit122RrHH7fPav++mXgf5pJ7yJ/P0eYw224eXO0hELtfgEpBa0xwU1McqqrDH/AiGo0w4pxJNcEjGYDsgeSp+V2qYDVg6dJmXHP9I+wY0fveeZfN4PdZyOUXAZKXOWsIUj9INSehWkDjQtez0A0dohhkuxONDU2Ob7HHg27du1RFxZDIom0VoXg94HnP7z2t0xkUiyoUWUZtXaxi9d4rwjQNdgzI43pNZTpO02WeOdnQArWmNlrREhcXlYuyIM90wj3x7Hhce+MrjDQLkJgF2f/deAiOOnzoOj23vfgF2A1vAYWlDmlmlWYL8HYD1+0ooPP+4PjSslv65xWPYuz4bx1LOk7H6SfuieOP2vlPH0sXfTP3Iazka+Bss8Viq4U0B7YC3+GksnYLoLFx7D8uR0NjM5Nr0ELo2GP2Wi3iZ1sq9KW3wcp/z6rMnNWSEihEIfa7C7xSj0pCK3EuFPJs4qIGQSJIhpqAJOgoahIC4VjVEWfC8y+OQTyeYvdlUcYTj1+JYv5/sCUPc1mxOR5K7CJwXFlcMtcZjv1cEppKDXBeKJ4QGyu5XJ6tu+s6VJZv8V+B3jc11dLiOhiKsnODmihJ9002a6IksAbBtZEwlBvofZNVoWnSIlNaI39n+l2S/BRVFZLEIxQOuGmCLsoWYjl4rt5050jc9/C7y6usnGRi1AsXY5ut+qz189rJL2At/R+Qm8HIMkcraE0DpAjQ/Rhw9fuAk9o+mXBdieLJ59+J19762rGks4FddxyCqy898s8fr8+GnnkZtja/RddMaXsWIPeGWHcKOGX1rexKFRdcfBOmTvulZdIycfEFJ+DQg3f7298zMuOgJ18FDCJMtGgSaT0Gocu/wIeHgeM9FVdxbmxsRLFIYQQi/H4v8tk0JLEAtWjC5/fDE3CkGtWGceO/xn9ufJQty2kcHXXU7hBFciH5BZACTM4l8F3KepG5JnBITgqmWYAgiuD4ANPwNjU2L5f60MKr0oli6zU3l0uB4wymdSaC3Kpzbj2XIpEQOx7VADoeFKQkKxJrNF7dMUBjiq5BtNig5wjXVM8xc1GZKHnyfNZFD2LUG18xH0giR716dsKTD56DAf27rtHz2LYOqAthZX8Amt8AtGbA0ABeaPE0loHuJ4Cr2wOcpxNKEXc++CpGvun4z1IFrK4uhPtvPxN+3++JnmU1wyh+CrNIj7UBipCl9yqEIYQOBB/YCZWAxqY4Xn1tLCybGlhE7L3HMFxz1el/+TtGcRr01FOwjSbKWAfXkhLHyT0gkeZbKh15Tls2OzU0NLEgC9pyDQZkGFoctmXC4mQo5KDgj1Tl9mkimcZtdzzF7lsw0b9vD/z3zjOQM56GLflpwLCdJ8V7DKoF2WwGtk1jRYeihBhhjMeTLAWOLpfk41zput5WEEl27HZomnBkCq07OLTLVVMbqaoFp2NTZ8KyDASD4mo93qnSJ1HIFyGIPLyytyrkPi4qGyVNnp99aTxef+dL1vlu2Rz6b9wNj917Ngb0W33ibKtzYeYmwU59Dk5b6BBlarIjTTP9j2zNOhwMrm4flhZWqnhn3Fe45pYnwXOUmmeiY8cIvvvwXgQC3t8tEAxjEnT1A8DKM2JITU5EtDm5D6TIqeD4yrloHfOPfyHB/Gc51NQEcM+dl69Sg2eZjSim7oVtJgCLTNi4ls8fEGPHQQztDk6ovEmQmgMXLFiIpsbFkASqGooQeS9MQ4TijUD2OJN/pVqM/RWoAnbxZXfgq4nfUxMAFFnBzTedgIL9CmxeB0weEBWI9uYQxC6oBrCKqpplNmSKEoDXG2SLrmQyBUmiBbvjb1wNVedWVwhaRND4oEZBOj5k8Uj/0qKCbtV07tDxsKwiC8T5O0cRFueeTjNNOP2ebXEIBIOsz6Iaxo+LykbJnvVvj52I8y572NH1gkeXzhGMfuEy1NWunpTC1ubCzHwIm9wTbI2RZuagsPyk5YGavcGHtgEX3galjInf/YyjTr+e3bdsDbFIGF+OvWc5cbbsAjTrY5jWLOp+A5NlGlRRNQA+BMl3MAR5U1QSfpw2A99NnsqqP4Rrrzwb3br+cceAfq7mX4ShT2EereT/zPx6bROif2eIgV3By71QiaCu9rlzZyGdXMTer9cXgCLTpOeF7Isy/SZVm6txIqOJfe8Dz8Ann00GzwngeRvnnH04tts5w84n5k3JixDsHvDIB6BajkkylYBhFCAIMiTJz6qsFIZC2tZoNFTxzhork2dNyzHrQlF0+gCam+NM902yp1jMCYupFrAqMlmb8jx03fpL8twq06D0QPICJws/utZUy8LLReWjJMnzC6+OxxkX3wuBk1nghdcj4stxt8O3kjxhRVDV1TYWwSz+BKswgUSt4AwVLD3ZaHFQICi9wNUMB+8fBM5bOtZzqwKt2q+88RG29U6LiGgkiJcf/zdqoiEY3FLo3PcwrFngBGt5tZmcAcB5IUibQfLsU5EXq+NOvhCZLNmtCdh+6BY4/pjfExzb1mAY01HU3iTjbjYBcrzIpAqCPAhyaGcInlW7k5Q7yAlg4cIFyGbjzDQmEKxFMFQLf8CpNFezPdTceYtw9gXX4eNPHecZOj6H7L8HLr6iD2y+ARwo6SwP0e4DD79n1RynVCoJtZiExWRMXkam4830tY2amhCi0cr2L14ZdM0lOzXanbRtjlWcqYJKlWbSfVdLw2QraDxoqs766RXFv8qFAxFnZ5FRYP3Xfooqjzhe8i5cVApKjjxfcOV9eOL5sawybMFAr271eOjOc/9AnJ1IUBWmsRSWMQWWNh0wGxy7MUttkWUwzgRIHcEHdwHv3w4QqVu6fPR6V9/8CD754luAcxxG/v2vEzBsux7IS+Nhcksp8QSwyEqrwCplsDjwfA8oygHguHXzvS5VfPzZV/hl1lx2MSfqc84Zx8Dr9SyvNBvWHBTMt1ilGbwNzuScABhbhhI8GaI8sCJSAv+KOC9atAhNTUsgyxw6dOiJ+vrubtWn5dgQcf5wwtctFwgOA/r3wKNPHAFbng7bVmBbGkSuPzzcLhU9TlYEkcJMNgHD1CGJ1BTHMV2vaRkIh0MsBGVNnBUqAUW1yK6vdCw0TUcmU2A7V7W1NYw8VxvIgUXxUAGCgmL+fMeKHkMVZ7rZlo1AKMDGTrVo5F1UD0qGPBMZvuaWJ/Dos2+zCY3nJDbx33fbmdh+24ErPK7AKq2GOQW2NcexlaOmHsaSSZZBUYAc23bl5P7gvZtCCO2JcsRnX0/BA0+OZHlnPKfj2MP2xMln9UJB/IxZ0MFqaXYkKYLNQ8JgSOIw8BVKmltx8eX/B02jajKHvXbfCYcetBf7vmlnUbTGwMKS33y62YJChyQPhyIPZ84BlU4OGxoasHDRPIiCjWCwBp06davKyf7PKonb7XQofpw2iy2g6TLxn+tOxsVX0A7EUliWH4ZJBMkLD7cj2+mpFlCF1euVWQS3aYrI5bLs/KLIbSKL1SRPaCWBajEPi+meKYraZASQ9Lq0a1NNFfhW0Hvm6XrK85BE6U+PGUl8KKmTwrpiNSG2YHeJs4tKRMmQ53fHfYnb7v9fi5MEEAkr+Hb8o+jYMQqdmw+La4ZpLYFlzwdssg5qIct0EVthBcwJXSAoW4CX+4GXOqNcMWvOfBx71tVsUqNj0q9vF9z90G6wlEZWXQavgCMHEciQzIGQ0A98BTa8rYyvJ32H73+c1rJUsnHi8YcCfA4qNx06fgZEE7A84KwiCTUg8YMge7aAIKyZO0u5garwtK1MdnRUdeYFFYEANefUVZUbwKpAKXCnn3sFfpg6veU7Nv71z9Nx0cW0sF7IvkOEmudESNYO4Mh9p4ogiTIs2QeyMyZXBEIw6EdtbW3VEedW6YGiCNB1AcUCNQfKLD2QdM7V1CC4ImjngedDrNC14jFgwSf5fEtgDBWywBYY1GBZjYsMF9WBkrgKLFrSiOPPcRriWOxrIIBvP70T0Q7zkRPGw4bOqoek5eWYbZDkfM0qzJT61AmCOBhiYAjT+pb7Vitpxbbf7x9oak4zp4xttu2Gd987D4rXgmlxTLsLw4KobwrZ2LiqKmR33fcoTFNjsp599t4WBx1eB40bzzrAya7Opp0IqioiDK+4F0S+I6oBNGnNmzcPS5cuA88bqAkHEQx2RCxWW/UT2LSfp+PQY87ErFnznUZhcBi67aa44ZoLwKMZFkfkmWPb0ZKxPQTUodpAW/CaSiRIhaaprOJcU1N9FedWEDnUdSCTUVt80X3seFQrcW7FylVkIs4UFtPQ0MgyGeg41XWsqdrqvIvqQbuP7ny+gENOuhSZbA7Uf3HyqZtjxqyLEez+E3RlEcBzLRplqjC3SjJE8OgNRTwWXuV8ePynQ1KGguOpk7fd39I64+U3xqKxKcHM6M89byd88tllCAS9LZUxGbwRhje/ExSjf1UR52w2h9FvvcuWWP+8cATeeOc0cFKcfeY8VeLZ2ABkezD8/HFVQ5xbQZMVze2RqB+hUAyxWF3V6VRXxsRvJmPINrth5i+/MstL8oo//pgD8dF7LzIiwJkdwBe2B1fcCoK6OwS7Y9VVWGmrfdGixYwAkQUbVQzr6uqqriGuFVRZpV2cdDoLw7AYEaRmyWpdSPzVgp12uqg5kBafsiwhFotWrfVlJeChhx7CkCFD2DWAbkOHDsWYMWN+95mfc845bCFJUsBDDz0Uy5YtQzWiXUf4pMnTMPzAU7HX3kPw4OOXYvAQshojzR1tucuAqcIm4kzd35YPghmCYNdCEjataNLYuydJDJixHq6/4WBwvNPYxFOikxqBmOvTkrZYXaAqh5NwZeMfJ++4/PtkNWbaHERrAEQMYnr5agMRnY4dOyAQdLzLFSXsyjUAfPTx58wtgq4rdA5tvtlg3HP7tb+roHF2gN2qDUSUm5qamIezrmvw+wNM00vJb9VMFKnZbeHChczqkaz5yNvaDfX4fe8AyTQWL17MCho+n4/p4lsXGNXiTlOJ6Nq1K2655Rb07duXzbPPPPMMDjzwQEyePBmDBg3ChRdeiHfeeQevvvoqOzfOPfdcHHLIIfj8889RbeBsx7Zig8NumIZt9jgWs+bNw5KGeyCKPDvpDEOFZWnMz9g2TYjFHpDMLuCrbHL78NOJ+PmX2Tj1vM0h+QtOX2CmE7hiRyfgo8rABZyK4Og338WTz/4PV//7YGw11M8CUqB3As+q8FU64ftql1cF8vkUq5aFQtGqrRwuR74Jv86ei+123hfN8QS2H7oNXn/pSdTUxFDV8NWyRSgRZ6oa6brByA/peYkIVft2eyaTwZIlS1jzbX19PSOFLiH8jTgTaabjUygU2aKiW7eu6NSpk1ttXktQkAwR0UVn1SOktO25l1YtdHloCVKpFKskrw3ounD77bfjsMMOYztSL774IrtPmD59OgYMGIAvv/wS2223HaoJ7Vq+7LtRN8ycM7vFcoxnKx2ihbwRglToBt6MVHSF+a+w647bsJudswA9A85UwJlVToYAHHzAPuxGsAt5JuGpWtK8EshHVRBibKJ3t00d9N6oJxb/OgWqqiEQcBsnW0FjhCQ9tPVKBKjaAj/+CrSAINJMuxPV7Ie+KpkPVZ1poU47FF27dmFNpe71pvQJ+spzxd/5btNnTRVm2oEh+ca3337LFpQjRoxY/pj+/fuje/fuLnne0Hj0zmtx0z2P4/H7p+CM03eDaPsgalFwlmum3gq2eNBWL1Wx2sDZFGbhYmVC5OL3oGPiHpeVzh2OY9WuVn1qtVebVwSRZiKGLv4IWmDRwoK8m2nhRTd37JQ+unXr9ruvr732Wlx33XV/+tgff/yRkWVaINHnO3r0aAwcOBBTpkxhnz999iuiY8eOWLp0KaoN7Vp5pojTG688z/mi0J6vxIULFy6qC0R63GqzizWB43UdZTcX5YMFCxb8TrbxV1Xnfv36MaJMUo+RI0fixBNPxMcff7yBXmn5oPq6zly4cOHChQsXLqoEre4ZqwNaUPfp04fd33LLLTFp0iTcc889OPLII5nmndx5IitUn6lvgjTv1QZ3r86FCxcuXLhw4cLFH0A9aeTMQ0Sa5G/jx49f/rMZM2Zg/vz5TOZRbXArzy5cuHDhwoULF1WOK664AnvvvTdrAiTXGXLWmDBhAsaOHct6JE455RRcdNFFrMGYKtnnnXceI87V5rTRruT5+uGbtdefLmlc8/it7f0SShLcFie090soXeSb2vsVlLSFnwsXLly4+Hs0NDTghBNOYFaERJYpMIWI8+67785+ftddd7FeiUMPPZRVo/fcc088+OCDVXlo3cqzCxcuXLhw4cJFleOJJ574y59TdsADDzzAbtUOV/PswoULFy5cuHDhwsVqwq08u3DhwoULFy6qHtQcR+EgFAZC8gRqkCN7PhcuVoZLnl20K3JxDXrBRHJREb6oBD/dat2QHBcuXLhwsf5AJJms1+hfS9dQ1DRw9D1VhVksgPKORY8HnkAQvkCAWbgRoXYTJ10QXPLsol2w+KccZn2RwIJvkuA5m8LZIfAWeA4QRA4b79EBA/apdz8dFy7WArZts4YeSgmjSd+Nmf79sSHSRCSI/qU4bjclr/pIc7FQAF/IoqDrEGwLOn0tSjCKKnjbQlE3YKoqjFQaSUmAzQkwOQ6RWAx1dXXumKlyuOR5LSGjHkGuHzxcCBLnQdaei2brG9iw2vYTqjA0zi1g8ltNWPxjFgLnkGWOxQXbgE2pZzY4y8Ss9xbDGxTQc8cOqCZkm3JY9NNiqFkVNd2iiPWIwRP0sInetixwbowyMvOWITV9HpJTZyP5/Uzo8QTkoBe9jt8HnffZAdVMCgqFAop5uuWRT2WgZrKQfQpqe3Rn9lLVXDUj0kzHp7GhEfFFS7F48WIEJRFdBg9E79692/vllQxIskALL2oOo+j2inpfxQIjzZJehGpYEKlYI0ngOQGCILP3K0Yk0GkiGSb0fA5mPg8rm0e8oQGFpjhS9Z0gb7uNm7JY5aicM2MDIoDBiHBbgoMNmcgebMT4jRHme2C+MQY6su39Ekty4pozOYtPn1wMU7NYp6plc4w828SaBR6wTXqkU4nmbEx/fQG6D60FL1Z+X2vj3GaMvu49/PrFr5Dogs7bEDmqxtugty/zFkRY7Ov6zXvggIdPBS9VhxavGM9g1mtfoLCkGcu+nAYr4yy8BDZOLIiCCb2Yw8y7noWeSqPH0fugmmAYBiMEqXgSZkGFms/DpuqariOXTKKY5MAJIvx+PyNE1XjtIeKUTCSQaoijafEyNC1ehOKyZRC8fiRqYrB69arqSmLrMSJv34W/zoGRySPWvTO6b9Sr7DW/pGOmSnMulYRkFqHrJgSBh8frheQPMl1zqxxjxRuBjgktuJLxOJKLFsPMFsGlMuz5XFQ3XPK8hlDsjRDktlj+tU3VUs4h0DIvobe8D+bp41Gwm9v6sypb2JaNye8lMHFUIyOEdF2i+nwgJmHzA+vQfdMgFL/AtM8NM9L44elZTjXasjD/swb03Llyoz/TjVm8ct0YTBs7HTRFEVGm40PvnxYWNJ3TFiJnE4m24OEtJL+fjbdPfxQHPHUWKhlaOo/Prn4B8e9/ZZpEOj5ElmmdRbBXeCztXNB5uOC5N9H9iL3AtT6owglPNptFLpWBnitA13Q2biSvB7wkwieJsINeFBYvhZbPMglHNZFnIk1EfvKZLFLJFArJDAqpNGxThderwK6rgRwMoKZr56olzrRbkc/lUCgUUczkkGpqwrI58yAVVHCSgE5duzDJT7l+/mxhWSzCzqVY1RmSBK8/BNnnZ6SZbn8F+jlVo2lBWhOKIG0BvvqOqx117aJy4ZLnNQBvBxC0t4cJnpFlmrBT1jwovIwQX8emc5EXsJGyK+ZrnyNjLUa1w7JsvHbrQiz7pQCB40C1ZX9QwGb71GDQbtHfbSNLXgFdNotiQU8/0vMy7HtUpa7U4/LW3R9j3MOfA4bFqs30Ti3buTkV+dYbjTZanDnVVjbufpqLSsbsd7/DpNtHw8wXWZWZDRPut2NhcQJCvTsh0LUWsldAYsKnjDjC1NA44Wt02K2y42JZlTCdRroxDgE8TNuALxyENxyAoihs0qdzS26QkcgXIcrV5RpAxyebyiCdTkPL5FHMpmDqBrwBD4K1YfgH9IMtSwgEAiwMotpAxJJIcyaZhlVU8f/sXQWcXNX5PU/HfSUb95CEJFhwCxrcC3+kFIfi0lIotEgppaWUFtpSrJQixd0tCYEEQkIS4u7r4/b8//vu2w0EkpBNVsYOna5kduTOfe+de+75zpdL56BqKjLpFGiacD43PKEA88sXo9ff0HVomgpOzSCrmHDxJlwuN0RPgHncO3IskMqcS2Xg8njgrapCrwF9y2oRWsHmUSHPHYDHOoIoHruKa5aJuPUeNK4RxAg1ayxqpNGM9MDi0V8ejyXK+9CsHMoVRBCnPteC+qV59jPZmv0RCYdfWofawVtWM4ID3EivscmzErX/tpTw6Qtz8O5Dn6NpeQsEsmhwbApBFDiMPXY0Dr9sf/h7+ZFuSiG6sgWJDTHoWRXr3vocZnPrD1TXUsPyd2dj2u9egKUb9thYHFwBN3rtORzVYwciMnYQgsN6b+L//nLmDFhkV7CAfH0jShVEDjLpNCOGei4PzgQ4p4hgKAyP17uJkkaqm64okBwyHOEwIw1locanaHySyMTT0HMZ6IYGSRLhDwfh8HrhDgSYmkqKYjl6wIlcJuMJe1GRy0HVNaiqAt404XY5EejbF65wCOHedUW14CKSy4hzJgEBOnIa4BUBp0ME7wqxhQAtLDvymbPjLZOBmVPgCQQQ7lsHn89XlvOmgk1RIc/bCIexGwSEoZMnlzoic7Ns4tyGZnMuDD2HvvLuzJcqQMIw58FYkHsH5YrF01KY9R6ladC2OodgXxmn/6Y/S9PYGjhmXbAVZ13RUSr47JVv8Mp9k9GyOsZUUrJoEAk2LGDkQUNw1u+PRaju2+1Al8+J6iG0o2FjcZDH3L++ylRYyzJg6gZ4sXgubtuCxa99hc/ufKmtmJR2KjiM+dnBGH3uIZDcW44wpGPO5ExYHCC6S1MVInKQSiSRTaYhgYcJC95IEG6/lylh37+g26prCoIowuPzFhUR2h7Q9nwmmWY2DSVNxDDFisGqQmHA7YYvGGTjVOrjsFW1OZtFvCUKI6sgmUlD4qnuxILfKUOQnaz2xOn1MKJYDIut9uQU2mkwskmYWh6qwcEpi3B5veBEAS5J3m6lmBagSirDFuqi28XGpEKcKyBUyPM2gLN8kK1xbFudLugK1iGPuT+4X9RYClHj0dcxlilmMudBH3kU1qsLym62rZiTwUdPtzCVnrbZg71knH5rvx8lzgRvjZORIYKlaCh2TH3lGzz3x0+Q2JBk/m+ml/KAyXEYf+woHHXZvug36sd93f7+VZAEo+2iwUOJp+GqKo0tZ7oIfv3vyZj59/fY+BBpBs/jyAfPR6/xQ7f6t0ZegZXLMlsH/a27f11JEsNYayuQM2DoJhw+B8IBW03enF+X7p9uaYGhqHD4faw4qlRBBCedTLGbllWRzSQB00Ag4IPs8cAVDLFiyXIlzQRSZBOJBDItCSSSccgmLbx5+Dx+Fr9GRFN0u5ki355nXAwFjjTPkU9A0w12bpVFHg53AE63e2Mh4I4gnUqxxaogCvCFAiWVPlLBjqEyE34MJiAbx4GyDuwtZA05/nPbg7AZNOlLEBBrEJZq2eZ6b3lE2ZHn1g0q3n28GbmMnapR29+Boy/tBUHathOZoRJ1shgZ0rLFqzyvmt+AB69+DesXN7MTO60bmGrMAfudNAYHnL4LRu4zcJsfL7loFfM9E3QqIHQWlx9xaxfCL/7+Ib5+bBJE3l5sCbKEw+776Y8SZwIVE4oSmM3DhABX394oJbWQqv3T0QS0jMLmTqA6yJTkdl/z90GEIt7cDIGiDd1OuEMhtl1daqCxofdKaryWUhgpNHUVHqcEp88PyeOFx+8vCgW1q0BKMyVoJFuiyMRS4HWF+d89fi9ElwtOjweS283GqFiIYbuCbmbjyCsq26US6QTgCUGSZUb+d2Sh1E7Mk4kEmtc3gMuqEKuDcHXxPHL3Gwi3s3M/Az1P1896FBIGDx6MGTNmIBKJbPL7eDyO3XbbDStWrEAxoDiOlp6CJUI0jgdneWFwFivkUvhJMLnk1v4Ia5SZCIpHQOR4CDyHOnkI6tXlKAfkUgae+O166Iq97U5Ub5+TIwj33naiJzp4lvdMkN2FrYBsDsloFk/c/j7mfboS8cYUOPaf7Ws+5oI9scfEnbDT3gM6/LitX8xnaROWxUF2yZC8paEmfvXvTzHj0cnM3kPHmORyYMLdp6PP3sO26e8TU78ADJ0tTBxhPxy9vrW6FCvat6OTRAwzChTVTspw+j0IBANbVNSY4tzaCl5VoIsiAlVV8Pr9JbfVTEoqEahcPIMEJWjoCiumDYV9MCUZvnAYHp+/4BXUrpg3pMTT3Eknk0g0N0FNptl4SZwIR8ADf1WELS6IDHbUA1wI6SCZZBz5bAqcrtgFja4qyA7HZq1LHR07On6INGfjKZY+oudViE4RLr+vaBYXhY5Vq1axz/H7oDm6fv16FAsqs2FLsERw2gTwqGbeQt7ioPFzYfI/nnKgWFk0acvRW7ZVszp5cFmQ5zWL83jpgUZoik18iQideGUthuzi6dDj6DkdjHaT51X94UFWqDB0A6/+azqmvjoPq+Y32jFzbDllYe+jd8IxF++Nnfbsv12PTQ1SsivXMUWeFhZ9Jo5HKSDdnGLEmRZZtMQQfG4c8/dzUbtz321+DGXtOraoIDj71pWM2pxNUBpCAiIvwu3zwBv0s231LRFCRihjMeTTaaYu+kNh+AKBoiJH29oIJhvPsLSRfCrBjrCA3w1LlODy++H02wWB5YT2xRalZVi5DOKJJIxMHol4HA6HE45AEKGqEDzBEFOZiy1Fox2sIDCfhpPXkXf4IPuDndI9k8aOcsAzrUnmmbcUHYJTgrsqgEAkjGB402SoCjqO119/feP377333iYpN3Rcf/TRRxg4cNt3YnsaFfK8Jei7wjIHw2LRYBx0bgN0cfo2D2yLthZ9HINB9VxewY1+zuFYm1+CUj1xf/NZBlNeiSEdtxMSHE4eex8TxIjx3o4/nqK1eZ4thAb7UAxIxbJ46o+T8ObjX7JIPtYEhucwep8BOPKc3bHP8aPBsyiW7YORV8GZKiTR3gGpO2wPlAJmPTUN+YzKwh9pvE54+HxUj+gYAY5PmmxH2QEIH7Qvit+/m0Y2mYGq2Gqz5HOyXNmtWS+Yp7W1hRUIOmUZYihccoozi59LppGOJZFKxmFoCjxOEYLTAYfHJs3uMvM2t0ezUSKElU1ByeZg6BTTlwZnWPBW1cJXE2bdJWn+FPPYkCqspmOsM6Ds9CEYsBM0dljJTmcQa26BmlagKQp4joezJsiKcem4o+copeOop3DiiSeyrzSW55577ib/RhY0Is5//vOfUSyokOfNwLIcgDGM2Zqp7QDHrYUlvtuhgc2YcbRoq1HL92Pb0b0cfbA+vxwm27wvrTi6z95M4MP/UaoGNargWHrEYedUYdyB20d8860U72d7no184Y8Xkb9LD/oHog2pjVaV6j5+HHzKWJxy5f5w+3bcb5pevp41SyHQfPIOKP7GMQ0LNuDLJ6exXR3a3Rl5zK4dJs6ZefPAmQp4wYBpiXAP+3GPdKGCFNVUzFa+ZIEIoQuBsJ0QsTX7AVPNoq0QVAWiJEEIBFmcVilZFpi3OZZEMp5kec2CpcLvd4Fz++EL+OHyeMsieo7IcnvzF7qpuRwMJQtoCjTdhGGZSOQMuL0RSG4Z4ZoIy7Iu5rnQvkBIpZJwGDm4HRJk345nUDOLRjSObCoLg1KdOMBfF7HnU1vhZAWdB9O0r1+DBg1inueqqqqiHt4Ked4MLH0nWKa/LbM5D0gfU7u7Dg/uOmU5apx14DgBHsGNAa6hWJlbjFLC8w82Y960LFObaYRC1SKOOT+CwTtv/7YphXCJgj3eoREhFDLWLm/BLWc9jdYGO5fatCyMP2QoLr5zIvoO7byTQ2rhcmbXoBxjR3UIkr9jVphCA9lQpv5jEkuOYN0mq/049NbjOvw4TS+8CBgaI03hg/eHc0A/FGt2c6wpCs4ABEGE5HfAH9i62ryxWUq0FXwuA8Xi4AtH4A1s2RNdjBdcUgbJomHlTaaqirwK3uOCi9JGgqEd9roWVYaxkkMun4doqlByKhyyAFUHXE4H8iIPSzHh97khOAWEqiJFH63W7kNWU80QNQU5zgmPa8eIc3u77lQiBTOvs58pR94d8LKFRsXb3LVYuXIlSgEV8rwZGEatvY1MzgF+PQRu+xp1ZM0UWrV6pjpTMcsgz0A0qeuRMdIodqQTBp74YxPqVyjsZxqrqloJJ19ejb5Dd0xpTa+zfYwELVm4TVKWfrMBv7v4Baxf0cLmC90OOnkMbvznKZ1+wUotWm4XC3IcfEP7FvUFkTDrhZlYMmmxvUAFh/E/2w+i3LHTUXbBfKhL7CJK0+Lh3WUsitGmQWkI2XganMnB4A2EqshysXXluJ1U5JIJ5BIJSA5KUAiVFHGmhQHZEbLRDKsn0CwFPK8zW4rT62MRdKXubbazq+MwqLW0pTHVneoeTF5iGe+87ITL52aLUDGnQ+NM2x8f8hX92NgNStJQs3GoeQUuhwivN8xiB3c0qSPbmoZm6ZCcIiKhKri9drvuCroHH330Ebs1NTVtVKTb8fjjjxfFx1Ahz9+DZXpgGkM2dnATpFk7NMDLMwtRLVdB4CjqjkN/1wAsTM9HMSOVMPDCQ61Yu0xl5IduvioBF91RB7dvxzx1lmHasWPkeeY5BEcWZnJCMp7FDac+wZI1iDQbsHD6tQfggpsP7/Tn0jM5xKfPZJFM1J667qj9UcxY/vlyvHPXO6xAkN5Rr1G9Mf6nHfcqx99/hw5Y5nemdsuB/YtrXMhvGYvGoCSpsYMKj9vD0iK2RS0kpTqbiEHLZuFyyOD8QVYcWArEuX2bniwaSjoPRaPzjAGBNxH0OqFyMpyBcEm3SKYxYDFz0WaIRh66okKiXQinBw6HC6Lz2w6J2UyWWX0kUGMQFwKRYElYDuj40LJJyFBhOZyQ/VU7FLnIEkjiKeSUHPODU0KHj9J5iixxpNhx++2344477sAee+yBurq6oh37Cnn+HnSjmp247AokUjrs7fjthWopWJdfheG+Iewh+3t6Y1VuBXJG8bbtfuzuJqxbQfmatuI8ag8X/u+aGojb0ADlx6DE89DibWNjWrC0wvM8L5tfj4uP+gf0LOVR27nE51w3AT+78ZAueb7VjzwDARogAIbJw92veBMlpv/3S3zywCdMKaP544n4cOwdJ3T4cTKzvkR2xlRQ/ZNpcAgePAHFRgzirXGkWlPElOCP+OEPBbaY3dwOUmnSqSTS0VbItHCVJQj+ACsOLOZisE3eXzqNTDTDSA6pGBY0uGlBbQG66IIvECzp7Ga6/pD/PR9vAa9moHEC5FAvuNvar7eTZlbslskgn8iBt3gIXpF55EuBODOFOJ2EquahcSI8wfB2K+m0u5NNZ6BQfGOaqpgAd9hW5ivFgN2Phx56CE888QTOOeccFDMq5Pl70NTxLEeXigUFaSE4Tt3hQV6ZXY7hvsHsoBV4oMZRjdXZNSjGk/onb6awYbU9JlQYuP9EH449J9wpxJkgOgWIkmWzcpEuGoWlLq1a2oQ7rnwe+ax9Eva4nTjvF4fijCv275IVdHLuAsQ+nMTmjWlxCI8fA3e/4isWVNIKPvjbJHzx5BdsuUH55zR/DrnhCNSM6Nj7sXQdibdeBsfZHnD3zjsjMOFQFAvoYk6Kc7I1AUmQ4PA7EYyEtuq1bG/cQB3PtFQcEgzoghP+cPH7WttBZJDU5kQswbzfBFFU4eWIPovwBoNweH/cB14KiwclFYWWTUFyuOH2R+Dzb5pZTfejscols1BNFd6Aly2+SoE4E2x/dxIeqt0Xvdtl1aBjhuZUNpNBLp5lxZSiW4LskFlBbSksNosRqqpi332LOxWJUPx7fJ0IXa+DYYTbWkpzEMQNnfK4pEyuzKxkBV/0yCP9Q9raZhQX1ixT8dqTMVagQraWXfdz28RZ6rz3km/J0JXB9jzrOixiWAUCwzDxqwuexOJ569hnSq/spzdMwP9deUCXkBc9m8PqP9zPiidpy5ra6Q689EwUGxqWNuGpK1/A509+wcaMjgKIIs5/5nyMPa7jPuXYy09DXfoNBN4AxwPBI49FMZGC5qZmZGNZlt/sDLoQjoS3SJzbvc2JWBQt9RtgJFuhqwp4pxfB6hpGKkqGOCeTSLYmmYpKgUdupwHeMpiv1xOugjcUKdniwPbPOdbajFysAXouxVqqO4LV8H/PjsN2LWJxxJqjzAvu8XpLRnFuP0bUTBSKakCFG053x+NOCWw8m6NIpzJs187pcSIUCbEmQxXi3HO48MIL8cwzz6DYUVGe20AKVl7Zm1pQsMQEXtgAUVzdaQO9IV+PYf4BEIgIWRw8ghPpIrJu1K/T8NhfWtj3RIAkN48zrqiCQHvvnQheoq6MNmEWPA4IjsKYorHWNH565P2oXx1jF2+KHPzFH07ETy7sGp8tqasrf/M7atnYlmHMo995Z8DZp3hUZ9MwsfCTpXjySkrEMOwOgmRdGtsHx916FPqM6Xgb7eRbLyD9znOMNNMOkX+/g+AdvzeKxcPa0tgCS7VgwIA/5EcwFNxioVK7RSOfjEHPZtg8MGVqt10Ftz9QMgosU1ETSWRiGeiGDskhQoQBzjDY4kD0RdjXUvBzbwk0N5RkM5RMHJLkABw+SP4wI8bfXSywRihtSirV0cg+BwJh2+5TCqBdGXp/IkXSOen9dby1PPNKaxpymSyLOhVEHt6wjz1OJUmj55HP5/Hwww/jww8/xNixY38wd++77z4UAwqDmRQAFHU0VL0O5D5g5FDq3IYmKT2NhBZD2OFjeZJEpL+OLUIxINai47lHo2htokpvoKZOxHnXdj5xJqitmY1JG5ZeGH7naEsKd9/0ItavbmU/i7yAy246Cqect2+XxbhteOhhqKuWglgiFSS6dxmDmhOORDERon+d9wyWfr6SeZsJvMBhl+N2xjG/OhKecMc8q0a8FdFH7oayZJ7di5DjINbUIXhScSjxRHoSzQmoWRWiJCJcFYY/uHmfcrvnVUlT5nMCMkUU8jwcviCcvkBJkQCaJ2TTSCZSTEWVXDIEXoObs6DwDkacKT6sFNXmdtipKdTgJgZBdoJzRxD83uKofU6k4imoGRWmYLBEDVqAlQpxZhaLVBScmkTWkOH1d1xNp3FKp9LIJbKM3UheGbJTLhlrUylg7ty52GWXXdj38+bR+fxbFNNnVBpn4E6Aog1kG/GaBUhCA2R5Yac/R4sSRbXLxxSkalcAiKHgkU4auP3aDchnqAGKTWvHH+RFv8FdpHpZJgSRMhiAwM49r7Kqqo6rf/YIZn+5AqSHkd1mwrFjcN61XeexTX75JZKTP2YnEp43IdT2xaBbflE0J5Z1Cxvw93OehhLPbtzVkd0yjvnFodjvnI63FddWL0H86b+yxQSNAAmQpuBCzXW/hVTT83NkWy0JpC463A4EIoEtNjFpv6+ajMLIZyDJEixnAH6vncJRStvN9F4ppo8IoQABvIuHS9Rh5PJQRQe84cgPlNdSA82JdKwZlpqE5HRB8vdiXe2+Ozfady2SLUlkc1nIooxAkNJVSse3S4solues5OEQOAguH7w+f4ceg8Yol85B1RRm95OdDgTDwZIZo1LBJ598glJA6e6DdQCqXoucNoDVqNGJyuWc3CXPU59rbtuCt+CTnHAJhb3t+vUXWdx2bT1yGdvfS/bjc66I4MiTO3ZS6wjSSxvaXLFUNNizyvP6ta04dNebMevL5ez9a9Bx7lUT8Pt/dV2VsKnraH78X4w0U36x6PNg6J/uYpmuxYCFU1fg4UueRzqWtXPSAVQNieC306/bLuKsN6xB61+ug75mMTjWqMiCY+ye6P37hyH16ouisCQkk0hF0xAFymL2/IAcbdJFLdaMXMsGmGqOKpYheiMIV9eUXIETbc8n4gmkWtPQDROQAVkwoebykJ1OuIJV8Hh9JUuc7cLAFJLRRghWDiYvQ/LVbJY4p5IptDZFoSoqXE4XAjWBkiLOBFLVzVwzjQwMKQK3x9fhpifZdJap8jwnwF8TYKp8KY1RV+Puu+/G+PHj2bmmpqaGtdNevPiHTd2mTZuGQw45hFmpaL4eeOCB7PMrN1SUZ9o2U+2uZEQOKV1DFKJdMthJPcsi6jxsK8qCR3IgZ9hNRgoJSt7ER++k8NYLCeSyFtt2p7SHQ4/zYZ8J21e8sS2wTAtaS4IVxxHv8g2rRU9h5fIG/OrKf6OlOclsArIkYeLxu+OSGyZCoMHoApiqiqYH/whkosziYBo86i6+CKK78Jsd6KqBDx6djjf/MgkmNWzgwRrRT7h4Hxx77QQIUscvYso3nyPx8K/BU0tiMjmDh/fo/4Pv2LPBScVRHEUXFYpd0xUd7qAbPv/mCSGpZvlkC5RMmnWN0wQnfMEqpjaXmteX/KjMqhFLwzIN1tSDEywIWhqiQwTvjcDrK23iTIq7mWkBb+RgiB7WGfL7iwVmY6Cs51gKnEFqrIhQVel1VKRFYy6bhWDokCUnnG73NtuS2FgmUlByCizehOgS4XQ7S6aQtjsxefJkXH755YxA0+L25ptvxhFHHIEFCxZsTDsh4jxx4kTcdNNNeOCBB9jnNGfOnA6doyZMmLDVz+bjjz9GMaDsybNpykjl97CVTnAIuqe0qcOdD9MyEdOS8Mhhtv08PNgbLQ1EzgoDpmHhi8+zmPJBCgvmKGxbgsaCFhW/uKMWw0d3bWyckcnDSKRYMRhVlkmBniONV174DyxZuB48s2oAPzl3X/z692d02fNpG9ag6f7boTU0sBg33RTg6N8Xvr32QiFD1wzM/nAJXv/LZNQvaWbWHhov3QTOuvto7Hf6bh2+iBGhSj//JyhffwyQ2mxx4L1euI84B97DT0OxgAqfok0x5PI5uP1uRKrDm/VwEkFKtDRApkA22QneG0LE5ysZL+v3iRLlW1MCgkhd8lx0CVIh6znkdRPugO1xLrUFw6ae3CSMTAvyeQVOtw9OfzXLHP7ucUL3oyi6TDwLzdTg9rgRCPtLrjEMazueaYVs5aDyXri9oW2a9+07NYx4p3OwdAuyR0YwEmRzp0KcO4533313k58pi5kU6JkzZzJ1mXDttdfiqquuwq9+9auN9xsxYkSHnqfd7/zdxfTs2bOZ//ncc89FsaDsybOiR9hA2DvMJmSRbANdh4ZsFP19IUYy+nlDCMpuxFXbG9qT+GxyGq88l8CGtTpTmpm/mQNGjXPg6JMDXU6cCUZOAS+YzCPLSxzkcNep3FtCLJrC6Sf9HisW1bMTsA4VN9x8Ki65+ugue870lLcQf+oB5tPjmKGXh+B0oPe1vwTHF+a248wPlmDWB0vw2YtzGFNu7zRJx1F1/xCOv+4g7HnCmA4/rrZsJjIv3QujcTW1mQQn0LJWgv/M6+Hc9SAUC0hxbm5sRS6Zg9tDXd9+SHzai8AysWY4eR15Q4A/XFOyPt92q4aS1tjWuuDi4EQemqrAECW4g1XwBUIlu9VuE+cEMvFGyLwJp8cLl7/mB0oy870nkohH4+BNHt6AhyVqlEoU3XcXl1ougbySh0sW4HS6tylZo92mQR5wTdUguAU4nA5miSrVubOjIOvYd0Hj/GNjnUgk2NdwmOJ7wVppf/HFFzjrrLNYTvPy5cux00474a677sL+Heju+pe//GWzv7/ttttYxnmxoOzJc2v6YOgmB57j4HPOgSh07Ye3MtWIXar6wyUJzArRyx3sUfKcz5t45j8xvPdGaqPSbJICH+QxeJgDF1wZgT/QPSckZV0Ty+4lWJwArovsEVuCpun4093PY8midexnl+TAZVcfi4uuPKpLyAwprLGH70T+66ls7ClRwTIBoVcf1P36jxACQRQaog0pPPP7jzD1pW82LrJYBF1bU86RBwzGT39/DCJ9O/baLTWP/If/gjL9NZjZHDieYzYeIViHwC+egODqeJOEngIpyY0bmqFkFQiiAF/EbvLw3TlEaguRBz0Tg6GkYYlu+CPVzK5QiiDCE48SccyyRbmLYijNHFQlB4fLDdFbxcaoVMmP7V2mpibNcEoWVHgQDNb+gMAQcSYCkYqlIUCCO+JkvtJSI85Mcc4mIHE5yJIMyWNneG/LAiwZS7KvhkUxdALz6FbSNLaOfv1sa2o7fvvb3zKyurXj9ZprrsF+++2HnXfemf1uxYoV7Cv93b333ssU5CeffBKHHnooU42HDRuGHcHZZ5+NPffckz12MaCsyXM0szs0I8Q6ldHFXxbru+V563OtGOq024D38wewKN45zVg6ipUrFDzzZAyzZuQoQx4mx7GvffpJuPbmatT1kbpXlZm7mCnPJF9KdVXdTp5//avH8MxTH7OLFqVqHHzEWFx1w4ld9nz5GR9BnUM2IfI6cEx59h52PEJnXlqQyuOy2Rvw18tfRuPKKLNmsGYnbLEFjNqrP468aG/sdsSIjjeHeO9v0Ga9ATOdYNsdTG02BDj3ORGuI84rKuJMiQFNDc3M40xNbap7RVhThu83uUjFW2Dl4nYRmMcL3mMXyJUscabiwGSK+dZlJ1nEsnDwOjinB7K/uuTj6GhBpWVbYBk5aEIAgXDNZpW/TDqDZEsKqqbCH/CVJHGmhWM+E4Om5mAIElze4A9sK5s7TzDCzWwaeXb+8Ua8bAwrLbZ/HGvXrmVzqR0/pjqT95kI8dSpUzc5jgmXXHIJzjvvPPb9rrvuio8++giPP/44KzjcEZCfuphsSWVLnjXDjXh2N9vpbJHqPB9ueWW3PHdUIXU7zJqBeOWe8TUuWpjDL6+vB/UjIdWdmlf07i3igksjGLdb93uNlXWNsDJJkEvBoq3KUQO79fmf+PfbePUVOlFYMKHh1NMOwj33Xdxlz6etW4rUU3eDF+wW05YjhMild8A5vONWh64GXbje/c9X+Nev3mY56HSRo4tXoNaLE6/YD6P3G4i+I2o6/Ljq9Kehfv4fWPFmZlWhx6UmRUKvwXAechHkcYeg2EhBvJWynA06qaC2dzUrEPw+cU4nY8inY2yh6vBXw+m3G0GUKnlk1pR4DoZqQvbykLg8HLyFvCnDGyLFubSJMxG+fKYVSj4Dh9MDV6B6sxYeyieOxxKwDJPNG/LvlhpxJgJG80FX03A7eUAKbtPnT2OYaEmwuiHJJUIkm08HCgvLHUScv0uet4YrrrgCb775JqZMmYK+fb9NNKqrq2NfR40atcn9R44ciTVr1mzzazn55JN/MPfr6+vx1Vdf4dZbb0WxoCxnnmkJWBX9CWBJbMuZQsgCrtldVij4faxPxyEKfVmudMApwi1KyOpa9zw5gMcfa8HLLyaYukomCeLve+/rwfkXRxAMdf+2KbtwzJoLjreLwziHAM/I7iPP38xdjhtvfAgcETdOwoid+uHGW86ALHfN4WFE61lBHMdT+3EenOxE9R1PgPcGUGjIZ1TcdMp/sHw2FU9SZ0XA53dg76NH4qJ7joG4HSkalpaDNu1xqJP/xQpDmdJsgo2DOOYouA6/FLzPrkUoFjCfajyJdDINSRIQqApuljgnEzHkE01wygIsOYhAKFLSBIB5UxNppGhhDAM+kwqQeVhuD/w+O02klGF/5glAScEhOyF7a5jK+sPYujRizQlwJgeHj9pIlx5xJmSzGZhqFJrBg3cE4PuRVAzWUTFtd540NJOdK6i5UCkvNnsKdB2+8sor8corr2DSpEkYNGjQJv8+cOBA9O7d+wfxdUuWLMFRRx21zc8TCGx6naNzJBUd3nHHHSzdo1iwXWdtGkSavO0ngT322AOPPvooigGk8jWlxsMw7ZM22TX6hd6ALNrm+O6AbhqMONv2Pgu9fV4si3V9x5T6eg1/e6ARc2bZ8Xg8ZeY6eVxyeRUOPbzntoxz8xfBaGxg40E7Q+6dh3SbZWP27CU49rgb2OdBBgTRYeG1t+6E19s1F3VLySL93B9grFvIUkWIMHpOubYgiTNd1P93/xQs+Xo9U5rpWuXwOnDTf8/ETuM39dBtKyw1A/XdO2DMewsc7TIwt7cE+cCfQd79RPCRws9u3tJFPp3MQhJkeEIu1nb7u8SZZTgTiVKjLIpRF4IIBkIlTZzbbSzk3+X0LBxOOud5IDv9cPsjJUkOf5jxnQCvRaEYgMNFKuumZLE9BzzRkmYWHrfXxewapTg2rGV2NgOJM1hetcuz9axq8jXTYjSXVFgBOXUlpXGpEOeuAVk1nnnmGbz22mvMR97Q0LCR7Lbban7xi18wv/S4ceOY5/k///kPFi1ahBdffHGbn+ff//43SgHbfeZ+7rnnfhA5UgxIKQPQmt2VRdPROSzgXACX1LUJG9+HYhhIqDmE3TIjJVVud5eSZ9O08Mprcbz5ZgLr12sQmObMwenm8PCj/RAO99wFXF2zBtlZX4HndZimACkShG/8uG55bkVRcf9fn4OikOrPoaoqhP88cUvXEed8Bol7z4YZb2Rzz7J4uI88G669J6IQ8dSfJuF/f/3U7qTEcRg+vi/+8Op5251zbUZXQXnqLCAXZVWGnCWC778L5CNuglA3EsUKphwmM1DzKovL8ge+bXRB/0aFgblkK0Qrh7xqweOPwFUG5JEWDNTcI5NqhMvJIeALAa5qeHylSQ6/j0w6CS3TDF0nUhyBJxDabAOUWFOCEWcizcFqm6iUGphdIxOHhAwU3Qn/j0TSMZtGNMm6BQoSZTc7ttiVs4LOwT//+U/29eCDD/4B2f3Zz37GvqciQloQX3vttYhGo4xEf/DBBxgyZEiHn48i8BYutDs5jx49mvmniwmlLXt8D6ruxerYoW2RWtT8I4te/sndZtf4LhqyCVT7qtgJtNrj6FLi/N9nWvHEk63M20xb7zosHH6oF+efV9WjxJmQnvY5ddhg6QqcICBw0L7gpe55TT+/4h689sYkZtWgOXD1Nadh/J5dQ+L09YuQfeEOWCkqDrX9vc4jzoPr4K7Ljt4RvPfc13j6vsl2YSDHYbcJQ3Drv8/YbuKsTfkjjJmP2NWFtHwj3/TQg+GY+Btw3ioUfQFUXoEsO+HzuTYSw3ZVEXkqIMyBc7jgDgbh9gVLMsP5h0WCcUSbm+GVLLj9QfDeWvh85dH1jchfOhWFaBmQXUE4vZFNPnNmVUunEW2OwTI5eIMeBKtKkziTdSWTSSOfy8MpCXA5XFstDCPFOZvJQs1q4OmaUGPHPFaIc9eC5uS2gDKef/WdnOeOgiLvzjjjDGYNCQbtVCY6V1DzlP/973+orq5GMWC7Wcrpp5++8UAnGf+kk07a7P3ag8y/D920INqG426BZXFYFT8QhiXDtCzwnIEBoTd7hDgT0orK2g3T1r3X2XVk8c571uOjT1IQmEnDQlW1iFNPDuGE44MQqfqrB5H5ajqgpsCJgKXzCB4xAVJN9xCp9eub8PEnM5htxrBU/OoX5+KSizs/WcM0NORfuQv63Hdh6oYdwWZZkEZPgHvi+QXp23v9yS9x//VvgLPoGKWcWScuvmMiHK6OEz4r0wR96j0wFr3Gfmbvn7MgjDkV8lF3oNjBlGVqC6xokB0ivD7vRgJgK49R6KoKpycI2RMuyY6BmwN10GtZXw/ejAHOEHyhXggEggU53zsbdHzTZ+/gVaiWBJ/3hzFspN7FW5MwdUBy86yBTjElDXQEuVwGvBGDSLUNUmir3f9Y0W00AS2vQnTxrDlMhTiXFq688kp2fpg/fz4rNiRQF0NqkEINWJ599lkUA7rctkHxJbfffvsPfn9QhMPBVUK3FQiuiB6EhNIPInlbOQ5h9zdwSl3ThntbEFPy4HhqimHC7xQgcByMbVz5bSvqG1V8NDlpi30wsdNQF276RR0GDew6pXtbYeZzUJfOswPPSIUduzPkPn267fmPO+laRGMJcByPEcMH4ILzT+j059C+eRvKa7+FRcWgpq220kfsPv5qOPY7oyCJxKv/+QL3Xv8qRFY8yUO3LFz3txPRf3jH1QArH4f2wfWw1k5jcZCU7wvJC/m0x8H3Ka4tus2BdYFLplgzFBEi3CE3UxfJ/5xNtSKbTsAlc+A9Abj9VSVLjr4PEkuaG9cjk44i6PcjUtMX/jIhzgRKk1BzcZi6zrzd31eTaX5Ql8VMMgOXx4lIVekSZ1pEKnkVpmbC4fLC7fFs0edPCnWCmsO0JOBw0Lj4NraFrqC0Ohl++OGHG4lze4LH3//+96IqGOxyCYR6oFOnmu/f9g93n/qyNrE7WnK2J4csCzwfRZ/AdPQkYqybns7IsyAaCLo61wOYTOk4+7Il0NqyGSNVAv74+74FQZzZluUHr4Kz7PfPkadtp03jb7oSTzz5GlasXMeUeNMycOcdl6KqKtipzU9YmsR7dwGGav+SFkouH5wn31qwxPn5x6biD9e/BJPF9VnQLRPn/fow7Dux41YWU0lBe+5woH4KINhJMsKok+D42YcQ+na8ZXehZvdGm+PgLQGyV4Qv4LWJUbQJWi4Oh8TDEAPwbiaarFRBSnxLSyvysRiLInMEaxEIV5eF2r4xijCVAAX1OOh4d2/q0yVltaWpFdHmBFto+cN2g49SRS6XhsynwQsiKxTdEnFut7Ekm5Pse4dX3KZugxUU5zlC2oxtjX7XniVdDOhyc+mW2kB2l2WjMTMM61NjmM+ZOhJ5pCiGR95HTyOr6QAjznYCSN+gC63ZH9pbtpc43/7nNUhn2jVnE/+4bwiCgcKwuKvLv4GVa2Vb+JTv697/EAjd1CBiw4YmXH7N71ksHbWEOf20I3DohPGd9vhWqgna1H9A//oFVpTJwnwNCdI+Z0He/1zwvsL0977y1DTc86uX2WumFjEGZ+Hmv56MY87co8MLB2PhU7Cm3Qa2J02PSP7mXX4GcZ8bwEml4ekkEpSMpZDPKCx3NhQOIp/PIpuMQuZV5A0eHm8VvL5AWXh820Ee72xsDfJqDv5wL1TX1JZ8osh3QXYNERnkVROeQGCTa1978Wg2lYcgSvCGPawIrhQWkpsDWVMyKYoo1OB0B36UOEeb4qyI2xfyIhQu/SSacsUhhxyCq6++mtkzKPqOsH79elaESN0KiwUlPTuzmh8r4nvCIBJjAR6pFSOq3oUs5FAI0DndXkRQtqfUOcpMa1zDXfevwafTkowIiSKPM06sQl2vwljFG7FGqHMmM683NZIQqvtC6r19sWcdRTqdxennXMesIqStihKPe+6+ulPIDZFGc8NMqC9fA+Ri9p6OJYCvGgj55Psh1AxFoeKxv32AB373Jvi2QkYDBm771xk48uSOWSvMNe/CnHI5LFLbLduOQ1YNbuiJEA+4pWRIgl0ImEIqk4XT44Db50A+m4alJgBDgc654Q2G4fOHSuY9b6tdo6VxHdKJHFwuL6p79ylpVXXzZDEKgZpve8PwejclxilqgtKSBjgTkdoAW3CVKkFkHQHzKbidJlTduVXVmcattTGGTCoLt9eNYCRQFmks5YoHH3wQxx9/PIs8bm8bTh0QqQ34U089hWLBdh25q1atQqFDNZyY0XACYMm26gwDg0KfFQxxrvHJcDmpwTHpwhxWtlLXwR07WT37RgPuf2w91Dx9sAIjp0cfHsRVF9uru56GpSnIT3+dXTxYV0OTh2vPg8B105bucy++jRkzyWfNQRJlvPnKg4iEdzxf2bJMqO/dCIuK4qzvpEkM2g/yob8EX9XxGJ/ugpLX8I9734Zh0SzkIMgc7v/vBdjnkG23alhN02F8ehGgpplNhSV0sH7vEsSTXgJfuxtKCXSxTyey5AqH6OABIw/ezCOv63C6Q5DdIUYay4U407mHml+0Nm6AkmllCyZ3pI6pquUCu3A0BodsQTfdkJybpoowi09LDLpqwB/0IRjashJbCqD3m8lmmTjk9Pi2aMEgm0tTYxOiTQm4Ay5Eau0s7ApKF/369cOsWbOY75kyognkfz7ssMNQTCjZozeW7wXTIl8NtT+2sFvNG/A7mlEo2GuoF7xgMMuGaXKIZtq8sdsBVTPx4FOr8dhz9XQ5Z7+jDfPTj67BlRd0XxHe1mCpOeQ/fx6cngLP0jUEOMbsDcHXeV7jreHrOQtx1Q2/Y3OBOM0+e4/B/vvueNGaWT8L2mvnw1JTGy0KliQxf6905O0FT6Au/MlfWcwaFU5yEvDMx9djyAi7DeuPwTIUmLNugbX2bUCJ27+kdZDJgd/lWvCDTwQXLNyFw/aqq9RCmcgiOANui8izDo13sOIwTxnE0G2WKCWaoOZbkc8LcPurUVtbXdLk8PvI5bKs5bShG/AEwpsUCTJltTkGGDycXgGBsL+k5wgtJGgsvG4Oqi6xXYjNnQfpXEwRZQ1rKcrRQKjOX9I2lnLHxx9/zFp/T58+nbUKP/zww9mNQHVwlPX80EMP4YADDkAxoCTPbnndjW9a92duX1r79/fPht9ZOMR5dF8XhvV2wDJNcBaHNbE8jB0I2vjlvQvxzuQWiJCYHYGI0LGHh/GrK/sVxInITDRA/eIZcKYOi+fBmTyEQaMgD9+9217D8y+9BY185gCqqyJ49fkHdvgxrXQD9M/usuP2WB6yBXj7wPl/L4HzFKa3+btYv64VX32xrO0nC7fce+a2E+fo1zAX/IkVBNLbZkqzAXA7Xw5+wIngwt1XANqdyQF0km9pbIWh51FTLQEWD9nlhegIw1uGTRyIGKq5GFKJVqTSgOgOoLZ3r7IpkNyoOqeSEHgLkssDt/tbAkje+FhrAtlUFpJTRiAYLulCOBbTl0khm8tCEnk4XO4t2uJoIUoFt2pOg9PrQji8aROZCkoL999/Py666CJGnL8P6mJ4ySWX4L777quQ555ETKlqo812akB//3wUCgZUizhydw94GCwcP5/n8cmC7e8umMsb+Hx2lL1TAzoG9/firuuHYeyIwtgyNVtXQpvzCp0q7eYglDoR7g/H2AndRuznzluE+/72KCzLtlPceP2FcLt3rHDN0vPQXjwGyLXYS1BdgHjgryHsci44ktaLAD/7yZ9gWDrbrRg6ohcmHr/7Nl0crfr3YM28yk4SEXlAs8D5h4Lf/R5wNXuhFEHvu7U1isb1TTC0KDweGaIcgOTwwe0NlmXLYNYIJNmMfCrKtt9FyY9IVaTsOsHRLoTIZaGoJlxO30bFnRHnaJz54yXZgWDYB59v8ypsKS0wLSMLr1uEbjnh9fo3+35pvkRbY8jnFIRrQqiqC5WVzaccMWfOHNxzzz1b/HeKqbv33ntRLCiOq3wHoJkS5kT3ZmSSTt/DAl9D5O2orJ5GwMPj1AN8TKGwLAOWJuD1Wa1IK8Z2P+bPfzcHrUkFPMdjQF8Z//njzggHe77YgnzA5rrpMFZ/wTyhzCvBWZB2OhjiwM5Lt9gWVeiXv76bnaxJGg34/bjysnN26DGpIM6YdA2gNrH3xbzCE/8KYfhxKBZ8PXMZVq9qgsnZcX3X/eYEuH+k06WVWQlzwe+ApklsYcrkdvq/oWeDH3k1OFctShE0h5qbm9G0YQ0MNQWn24VITR0kp93woZzSNL5r1UglWsAbGWSyCvKqG96AG8EStyR8H0SQKc9b1zQ4Xf6NDUCIRFIjiGQ8A5EXEar2McWtlIkzLTBpQUXzQRQEeHxbboZCqSyN61pY4lJ1vwjrKldOC65yRGNj41bPDbTopPNssaDkyHNMicCAxIrSKKitzrMChYDqAI8zJnggiGRyJo8Gh6kL01jbqu7QyWrmwjjLjqCCyEtO79/jxJlek1k/A2brYljRlTa5EgFOFyGOngih7y7d+lqOOemn+ODjz+wiPgC33XL1jj0m+Xxn3AVrFXWn5GAJFvjhZ4EfdiyKCRf+9D7oBuXQcDjkiHE4YMKYravNqfmwZlFRYIzOcgBZYOQAuOHXgB9yHkoVRJxbW1vR0rAGaj4Dl9uDcE0/+IJV7EJQymRoc6BFaCqVQD4dY6JEcyKDvCLB4XQhELDbKJcTqCGKwCvgJAmi7GNzggh1a0sUqWQGpmUiFA4wVbXUF1l0rBh6Bl63AN10bLHVOMsCb44hncrB43fA7y+vnYpyRZ8+fTBv3jwMHbr55Km5c+eirm7bbIOFgJIiz5opYkbLfiy/glJ8h/jmwyVme/Q1eVzA+JES9hrVVryo2aR+0tw8vlqa36HHvuPhBUhk82zbffgALw7bp2d7wlvptTAbZsBsmGuTZlY8xoNzhyAOPRp8ZFC3vp7rb7oN7330CcWvsxJKKmL6+cVn79BjmtNuhLX8BVZcZ2kAFxoN8aC7UUz47NN5SMQz7DghXPDziRDFzV/YzdxamAtvADJL2YKUiDOnaYCjBvxufwUX2ROlClo0xGKtaG1czbrlUeFTqKY/yy4ux4s96wAXj8NQW2EaClI5qpV0MLXVG3AhEPSX1bhQQxxNTUFRNEiOIEtYITLd2hJjPmeqPamuDTMvbzkUT7LOmtk8eFjw+F2bXVgScY7F4shmsnB5ZISqgmW34NoiaocA7k4Wv7Ikzk1DIeDoo4/GrbfeiokTJ/7gM6fj5re//S2OPbZ4RKiSOqJXZwbYqjNTYi3087YXQ/UMPE7gopOccMk8S9WwDAucYOHLBTtOnAkffNHI7Ck6VJxwaA38np7ZLrVMDVZsPsxlL9m/YB5gEZzkBnyDIA46GJy7+wvonnr2pbZ0DR2y7MCHbz6zXRd3przGF8L8/EogscS2K5Brof/BEPa/D8WGK37+Nyh6njWJOeOsCdhrn502ez8zPh3G4uupZQrQrpqZHND3NPCj7mDkoNSJc+OGVchlkpAdIUR69UWvXr3KTm1uRyqVhKm2QFNVWLwLmsGxLqlOt4RIJFxWdg0igTQempKB0+WA0+1nVo2WpihaW2OQJBnhKh/CkdLNcv7+8aKpGXg8AnRdgNPp2iLBzqRycDpc8AcE9O7Tq6wWXOWMW265BS+//DKGDx/OUjdGjBjBfk9xddSamxbnv/71r1EsKJmjulUJYXZiF/CgAigeI/zz4REzPfZ6XE7g/JNFuD2mTZpNgRUvTvpawZcLt9+q0Y7P5zZjTUMCliXC75Vw9P49s91hqnFYy/4L5BrauulRXBsPBIdCGHgoOG8v9BROPelY/POR/0CSBHzw+tMYNXJYh/7eUqKwjBysr28F1r9vt4IkkEobGAvhgPvAuWpQTJg5czGSyQyz+ljQceIp+/6ADDK/evRDGKt+B07kYRmmncVNuwj9fwp+8NUlTSCJGMXjUTRuWAlNyQGcG7369me+zFJ+31sDKUNKLg5D08GJHiiqANNS4Pa4Eakq7QSJzYG8vZaZAR0Whuli5LGpsQXJZBpOlxPhiB/hcLgsiHP7MaMoFL1qwelybdaiQt0VE/Ek28EKhnwIhPxlN2/KGbW1tfj8889x2WWX4aabbmJzhUDn1COPPJIRaLpPsaAkjuyU5sLklr3Z9yZtLUPHMP/CHns9A/oCpx7Bw0E7MORv5oH5y3RMnqUhkd6BTLrv4PHXl0E3SV83MHqoHwPqujdY3jJVWE2fAM2T2hqDtGcc+8D3PQx8TffF0G0Jf//L3bj4vLPRu64Xamq2Xfm2Gt6BufJxoPVreqO0X81SJTjdZHF03IATIOy741F3PYFf/uIfyOTT4CwBPzljAvbdb/Qm/24aGegrfgnkFoN6x1uGBo4TwPX6Cfh+l4ETSnuL1SbOcbS2rGNdA6kAua5PP0acS92zujXinIg3gbdUWBCQVwBd1SGKMkJhf1l1ESSQQpbNJqEqOUiSC7LDhWg0jlxWgUOWmVWjHDzO30U+n4Ms6zAMDg7HppYNOqZIcU7EU9AUE7JDQigSrHQRLEMMGDAAb7/9NmKxGJYtW8YI9LBhwxAKhVBsKHry3KCE8XHzeAiQ7e1lcNgvMg0CI9HdC7qGHH4gMGZEm01Ds4nz4uUmXp+y/Yka38cnX9Xjjamr2bY7FXydNKE/uguWngLi02C1TiGmxSwMzMVAO2+u/hCGX1AwUW10At9l3M4ds2esexrWot/b741i2FR6j23+bSqQG3c7+P7Hoxgxb94KrFixwX6f0DHhkG+LNyn9xczMgr7uD+BMUlt5+z0bPPhBv4JQdRRKHe3EORZdxywbPO9BTW0d6up6lRUR+i7IikCd82RRRypjQFMlGKbJknNCYTttpJzUeDvHOAMtn4IsSzDhRDKRRi6ngBeA6powS9UoNyuCrhvsJoqOje+dtehWVaTTaaRTeZgm2edkeP2esrL4VPBDEFkeP777Ure6AoXBcrYTa/MRfBEbzcqe+Lb/H+xegTpXY7e+DjoPjN+dwz7jAZeDs5VYKiYTLHw918I7n3YukX9n2lq7+JBynfv48H9Hdm0hnmXpgNoKpD8D0nMAXQN4Wh20dZSzZHBEmt2F0ZRle33b5tK7YdW/CAiUR81RDpVNnIks1BwCfvzfwEnFm0X65/ueQSabYbaa/fcfhxNO2P/b9uLrb4WVXwQIJvUWAkdMQOwHceQfwUsRlDroQp9IxJFM1CMRbwXPuRAK16B3n7qy2XrfbPOPTBK6loGqGdA1CbpuQZREliARCgXLjiRSkoaupcHxJvKKCAsqU5wlWWL+Zmr2UG6gMYGlwLTIA+9mxNieOxnEo0kWa8iBh9fnQaQ6xAh0sV4nKqigHUV7VcgZIj5pHQcLPIjn6JaG8YEFGOFb062vY+BADodO4FFXQ4VpHPM3E3TDwlsfWJi3pHOfb9biFjz+xgLwnARJFHDrhV0X/WYZMSA3GSBSZep2PBmRZrIwaOTgtoDqI8CF9gInFu/WrVn/NMx1jwBahlkVWKs8wQ9uxNVAZF9wvAOco7gJ5PoNzfhq5gLb62wZOOLI8Wy+mnoT1Ob7Yekr2zKreftr4DCIdVeA43s+M7w7QBf6ZLIZ8VgrVF1EKFiN3r3rynZrmchPMplANt3KiKKqkroISLKMqmq7oUW5EWdaYFEb7nwuzXY4eV5GOq1AEEVGnMu1yQepy4qaZx0FaU7QOFFjmGhLFLm8wmw9/oCH7VJUiHMFpYKiJM9J3YmXG3eFxUwLdsbxYZGv0dfV2i3PTzvatbUc9j9AxE47kdJsq7CWZjCL8+LFFt54j7asOv+5v1zQxARfw9IQdPE4ap++nf4clpWHpU0D1LmMNFPRGDSyLvBtRXMc4B4JLnwkOGdxFcx937dtbHgcVv1/mU2Do615Upkd1eBH/xWcf1M/cDHjoYdexIb6Ruav2XnMEFx80QkwjVYorQ/C0tfaBYGg3OJaSH2vBucYVDbqELWYjkYbkUzSxd6C31+Dvv16bzGntjzsKzHks63gOPpeA887IYo8wpEAvF5v2RHndguLqqaZZzeZUqGqefCchUCwfMeE5oqukyXDgKKK8Hglu4V9CxVbc/D7PazrJEWTleP4VFC6KDryTNztm1QddPbSNbrc4+Dwgm4hzoEQj7G7STjwEJm9EE7XbbWZWpICWLoMeONtE7lc1zz/yg1J/PaRL+yKZlnE73/eua2QLSsNC+tg6VNYvBvz/BoC29anZQp7k44hQOAIcHLPpWjsKFiaRHouzMb/wkrMaCOOrFoO8IyAMPLP4JzFE9b+Y4jGknjtzSkIBAQcd2wEl5wfQiZxM6AlwVkquLbCQNF3OKTwz1iBYLmAiHMs1gxVSSObMSDLPvSqqy5b4tyeJEHNLkxLRSZDgoAMkeeZx5lsCeVIgmyvcwqalkc6lUVe4SBLTviDAQSDwbL1xFPxpKLk2cJKEGRm0Yi2xmEaJjxeN6qqIpVEjQpKEkVFnlWTx/REb8zPVIHcZiSMjfSuwQBX17R0DFaJ8Pp57LavC737SaiiwIY20kxfLdNWYuNx4OOPDCxY0LVFim99vgqKZhcemjBw6iGDO+VxLeRgoQkmPgaHNmsGs5Dz5D8BxOGAa19AChc1sWKkOfkpjA1/AUwFMDRAlGDpGjj3UAiDfgPOPQSlhr//83k0NNRj6pS9UFfnYAkilpaxlXbKRTd1CN5DIQV/WtSf7/aQxHQ6inw+gTi1UZZc6Nu3DyND5UgQ28lQLkeNP7LI52mMKLNXRjDkRzBYnsS5fZGVzSagqjmoKi2yvPB63QiHyyPHeUtQVQWCQBafPPuedrZMy4DX42XZ35UougpKFUVz1K/Nu/FxdAAypotZNXTkUStmsGdgVac9By9wECQOY/byom6AA+P2coHnbWWZxZWR7G0QueRhqDrWrjCwdImB6Z/r6GosWh3FLQ9/BssSWMHXDWfuuNfZQh4W1wKTn0L9s23CzAJLqEcUtW7uDc59IDi+uP2+BFOrh1p/N6CuA3iT/kcfOLNpcKFDIPa9DJxcPBmT24q33pmCP/3lMdx//x7o1S8Iy1BZOgrzHpGPnXNCcO8LOXBGWRFn2oJPp+PI51N2VzTBhVAwzJTVclURSV1NpVJQmKeXIupMCIIEj4dab5f3uFDhJJ0cUykVuibA55NZ58By9cS3L7TSmRSymSQjz5rKgxd41smViHOlc2AFpYyiIM/r8m683DQAAkdVusR6OHh4HfsEKXVixzFknB/9d/Jgl4MCcDh58EQqyANLCp1hsG19+sqszSYw6Z0sFs5REYt2TmbztuDVKcvsiCiY8Dgk3HDWrtv9WBaXgSm0wBRm2PYMMmqzYaWLIxGqseDFMeC44iwCtMz+qnURAAC6pElEQVQcTCsBS1sL8EFYuW+gJV4CRx8gFcPxAixOByf0glBzFoTwEShFUMOGP9z7GM48ayBOPa2/bb8RnOB0F0RpbwjOOoiO0eC48iIAdne4BHK5BDLZHLNZuV1Opq6Wq1Jmj0kKSj4J3VQQjebAQWJFcESEypkkkuqs6XlkMmlWx+L3+ZmFpdzyrTe3c8NBQz6vIpvR4fN7UVtbw6L6yvU4qqB8UPDkeVXOjbeae7PvTUuHwIno44jjmKoVEDlrh1TmnQ+sxpiDq9B/qMv2uzJlWYNFiqRhsF+RQjnr0xRSMR3zZmaRy1hQ8t1Hmgmvf7oUdz4xlV3MaNv0tgvshjAdhSkkYYmt0OVv7EUIdQNkSjNrDQjO2hk8dinqtsuavhz59CPgoLJdAs4yAC1vR6/R7gEvgJMGQer3c/DOzrG9FCpuveNv8Iei+OOfDrOj96j40/LC67kY5QpSEdOZNJLJVtbYIRrNQpZdCIbsBIlyKZL8PsirqigxpFJxpNIKeN4Fj5e23kNlTYSY6pxNI59LsXGRJA8rmqTkiHIGLbZy+Qyy2Rx0nUcwFGSNqKirYrkeQxWUFwqaPH+T8mBSrAZ2rxETMq/jiPBqDHHb24rbAtktghd59BoWZJXRfUeH0H+0H32G+20Lhk5ds8i8RTYFu7FG89ossnEVHzzfgliTBk3tXrL8XcxcXI//u+01WBZZKTT4XQ5cetLYbf57iiYzXPWwxAQMeQ3ziVMRIAzTti2Q79fYCYI+Chxku+NJkSKvvAdN/wwQRdvHzHrnUpMTil/jYXEc5Mh5EHwHgeNKO6R/1tfzMf3Lz/DCa0eDk5yszTjPB+DmT0U5gxUIRhsRT8SRSmbg8YTZ9nsoFChb7yopiESayZoQT+RZsgalR1RVhVnhZDmTIRqbXJaIM3nADdT18jHiXK4Wlk3UeDUPTVNhmhbzflPji3KeKxWUFwryaqFbwCetPsxOhxiX4ymPFiYOj2zAEHdmq38ruSWE+wUx7sSdUDMkiNqhXpiaAYHZE0xwGm1HUoaxxlIGQAe/BcQ25DH9jUY0rc2hcXUehYJn3p/P7Br0mgWBx31XHfKjf2NxBkwxDy2yAhavAlYKHL1Jq0195UTK1QOvjIKgDgCH4laWyI6gGJOhWl8zkmx7esnPTAkhGlNceec4OIIXghPKI4v12l/ejRtu3h2hsI/aQoLjnXDgIPBc+TVx2ER1TieRSsWQTqXhdPqZWhaJ2FFa5aogJpJxqGqCZV0bhoCqqiBqa2vLOnGkHal0knnjM+kcfN5w2Svx33YOzMEwVWRzGkTRxRqjVIhzcePuu+/Gyy+/jEWLFrFjf99998U999yDESNGbLzPww8/jGeeeQazZs1iNi9qs00F1uWIgiPPmgm82+LD/LSLKcVUyEbk6MSaZgxxZ39w/767D8KQA0ZAy+UR7OvH4P37Q3ZJsLQ8eEacVAgkMhomEyBJWiU1lghWoimH1bOaMW9yE9YuTKHQsHRdK/7+8nRYlsgU4b9ceSjOOGzkFu9vyip0bxxaoJ69S1KVybcNkxIViEQTaQaE9GgIaq3dEKPIYVkaFPNTqOZMW2EWnCwhxOU5H6I4EJaZh2W0ghPritqO0hFc84s7MGIMcMyxo9ixQxXwgjkMEoai3C/6tM2saRbbfu/Xrx+qqqrKWkXM5XLI55LIZLPIZHR2IaSt9wpxtseGuk2mUrTTKaG6upop8uVOEmnBZccZaiyuj+ZMOVueSgWTJ0/G5ZdfztpmU0H1zTffjCOOOAILFizYaFMie9fEiRPZ7aabbkI5o6DIc9YA/rfBjwZVttVhsikIwDE1MfRzKhvvJ8gihhw4GuPPPQh1O/djrZXBWbB0IsBU/KaCGDPbuifezJRnE41LojCVPOZ9tB6JDRmsW5SAlrej3woRD706g22JUZ41z/H46VFjNm/L8KrQwhkYbsrtJYWdCGTOjpoj1Vp3glNdkFIjwOul49VTsQwqvoSFKECd8Ez6vEPwus8Gx9mqGSmuHN8H5YJJU6bhk6kf4LPp10EUBBgGxUe54MB4lDtoq1lRNHCcE/371zIyVK7RaxvTNdIJ5JUckgkFDoeHFQeWu5+3HZRfTAqrpplsQUG3cp4v3+0oKMscolEaH45doyrEufjx7rvvbvLzE088gZqaGsycORMHHngg+90111zDvk6aNAnljoIhzwtTPN5odEGDCI4VAlro48zjuJokAqKdn0xFT3ucdRj2ueBIeKt9TFXTjSyzITACzRp52P7kxoX1WDtjNVZNX4WWFXEoWQ0m+UGKBLc+8j7+9sI0Mq2w93XXxRPgkO2Py+IsGGELukeDEczZ6iItGDinnd/LPL6AmKgGn3dDyEbsJiclAoNbD02cCdPK2751zgXOyEDgB8EpHLqROJcb3nn/Y5x29uWY/c0tcLncdq61CUjmPiWxy7CjsVq0xUgEOhDwM39muRMhUg81NcvacOdyOsJhH1MQy1mJ/y7yeYU1ifF4gqir61XWiSPfBR03mkbNUQwYBg+n01GZMwWOZJKiFr8FFQH/WCEwdYok0KKxggIjzySqzogDcxI8GjW5jeBRZrKI3k4Fp/VKwUENO9qw2+kTMPHXZzHFhBFG6IwUJBujqP9mGWvwMfvFWYiviSKxwf7gixHNsTTu/u8ndgMLGJAlAeccNY79mxHgoPXjYDro/YuAITK1mQoKQckSJgepNQQx2R+8Xtxe5s2p7KY8FxAbIJgieMsJzTJgGToE9IZLOBYcV1rveVvR3NyC40/7GQIBLwYNom4+VPzKQ7IGQEDx53TvCGgLMhqNIhqNsQs/bTNXiFB7dziVFUSHwxH06lXxObePS2NjI1avXsNUVfJ/06KiAhtUWJvLGaD2B1RoW7GyFD7IovZd/Pa3v8Vtt922VWsOqcz77bcfdt555254hcWHHiXPHzUDn8dYxgVzGFiwC+PGejM4rte3No12uPwe9qHSFhHdomua8MWT72H285/D1Lu2u1934tVP57MFAstgBo9nbzsDVVVeGAOcMKoocowaXQiwDCpsJGsGICRliAkHpETptJX+IVRGnAk8T5YEiteT4MLBEIVSft8/jutvuo2RxNbWOF579WuccOKugOEBr5f3iY+OI1KcN2yoZ+NDBLFysf92+z0Wy7Buef3796v4VtuQTqexZs0atLQ0s0VFOTeI2dK8IVWeimyp62RlIVr4WLt2LcvfbsePqc7kfZ43bx6mTp3aDa+uONGj5LlZtb9SloZlGXDxJo6r1bGTb/NE+MunPkB4YC08ET8m//1VbJi7cqNNo5Swy7DeLFKOxuTQ3Qfh+LP3hNWHAvlNcKbGFhpU6cxnOAiNEoSsA7xaDid38jV7AT4Ny+LA6f3gMsewhUS5Y/mK1XYMIYD/PbkCJx15DWA5Ssqusz0gwkzbj9lshnmcqUCQkgHKHSynN0fxhQI8Hjdr+FHxrX6rrBLRIFJYV1fHFlsVfDexJg0ln4fD6WT++Mq8KXzQfP4ued4arrjiCrz55puYMmUK+vbt2+WvrVjRo+T5oAjQrFhQLQ6jfTqOqLYgbsWGqGbyeP2mR1HqGD+yH2Y9fjWWrmvBMQeMAvp57AxqUpup+2HegrzGgBAj0lg+xJGIIJ/fC+ATgOmzc6krYLjnd7fggsuuYx2+HvjzXeCs8oxe2xxIISPiTLdyjaT7PojwEGGuqoowxbmiHn4LGpchQ4YwokgKXYUcbrqLQyomfR/xRirzpoRAn+mVV16JV155hRUEDho0qKdfUkGjR8lzHxdw9RD6rvTU4x3F2KF17GYRa6ZEECcRZwtcowJhdQ6sS3kZgqMpa5a3h3dz2H/fvbB4zmc9/TIKDqQyE2mmC0OFIH4LIoSkRLU3/KgQxE3Hppy7Km7NrlFfX89qB2ju0KKr3ItuSwlk1aAM59dee419tg0NtkWSbEvt0ZX0O7otW7aM/fzNN9+w+/bv37/sCgsrM7/AwYJHZrcCixPgZrZAWFm+xLmCCrYHRIRIca5c6DcFjQctLirjUsG2gOYJWVioI2ffvn0qkYYlhn/+85/M4nbwwQczu1L77bnnntt4n4ceegi77rorLrroIvYzRdjRz6+//jrKDQUTVVfBlsFRxF5z4XQ9rKCCCiqooLxAC63evXuz7F/axakUUZYWaHfux0AJHVtL6SgnVMhzBRVUUEEFFVSwTQS6UnBbQQUV20YFFVRQQQUVVFBBBRVsMyqe5woqqKCCCiqooIIKKih028ZvXn+1p566oJH95yU9/RIKEt7dftrTL6GCCkoD2ZaefgWFC7fdnbOCCiqoYGuoKM8VVFBBBRVUUEEFFVSwjaiQ5woqqKCCCiqooIIKKthGVMhzBRVUUEEFFVRQQQUVbCMqUXUVVFBBBUUIwzA2+ZlydymrtdItsIIKKqiga1EhzxVU0I1oXdaIbDQDPasgNLga3mo/RJdc+Qw2AyKCqTXN0JIZtH6zCkpzFJn6Vvh7R6ClMgiO6Ac56EXtwbuBF4WSH0PTNNlNURQoeQWGqsM0DXDUSInnwLE224DD5WJEmjorVroHVrCt0HUdmqZtbGUvihV6QAtUOt5obGhcqE01jU0FFZTd0WGaFhZNb4Egchg+PlJRaSrocqz7eg2Wvj8Pyz6cj2xzgh10PGdB5E0IPAfZ60D//Udg6NG7ovc+I8r6EyFCmN7QiqUvT0fzjCVIraqHyAMcLAi8CY6zEONIXbXQ+MEX4DgTyx99BUMuOB51h++NUgFdqOnCTTe6cBtEbBQNal6BpRkw2/6NF3hwbHQswLQY+SECTYzaGfDBHwrC7XZXznM0txQNsUVrUP/RV4hOmwPEW8DxQJ+TD8eQS05DuYEWYjS3VFVFJp2GkskhFUsim05AlGTUDRmI2trasps7dOzRcZRKJpFLZ6GkMsil08ikktAdEvoOHIB+/fpVFqZljrIiz2rOwO/O/BS5mMLM3v4qB2747/5wuMpqGLYLjdEgZi8djmgiCJg8HJKGUYNXYGj/1RAFs6dfXsGhYWEDvnl9Nha9Nw/Z5qRNmHmrTSW0yTPxHVgWzHQWq9+bhbXvzYToFDHgsLEYefYEBAb3QrlgzZSFWDN5Aeo/XwilNcnGh5HlH9yTftPeRpbuY0FrbsXiex4Hz3OoPXQvFCvaVeV8LgddaVMBTYsRZwECdEODLIjQTANOpwOyQ4RE6iDHMTJt6gasTBZ6Lgstp0FL5ZCNJeCpCiFSVVW2neFyrUksfWYSVjw/iUYREq/D68hDECyYFocNL72LAWcfC9HjQqmD5hjNK1VRkElnYKkGVCUPGBayqTRSrTG0bFgPp31nBINBOJ3sp5IcC1qAEllu39XJZDKIt7Yi1tAANZODrukQZQnZTB6J+noImTSU+gZ4vV5EIpGefgsV9CDKijU+dNMspKMqZB5MzVJiefz7hhm49O/79PRLK0gksy58On801jfVgrN4iJwFmREaWpnLmLtkBFav74ORg5ejX129rXiVOb7831f4/N/TkFjbCqlNMWXDwjOezIizxXGwLA7grU0oIampUFWseWcG1n8wEwMm7o6xV50I2Ve6F/X1XyzDlw+8i9ii9ez90xxrp8f0HY0fJAlywIWqUf3gCHvh8DiQXdeE7Or10Boa2KKE7r34T48jss84iO7iutjTxTuXyyGdSkHLqMhlc5BFGaqmwO1ysbEQJAGiR4IsyQi4nWxLncjwd1XBdqU6n88jGU8gH09BTWWgZvOwDBO1vevKSi3TMnnM/89HWP7CVEBRNu5c+Jx5iAKRJjosOYATIThLfyueqamJJCPJpqJD1zTbgkC7FzwHk0QktwDJIUEEB9EpleR8aV+k5rIZQM0in1fBWSay6TTS0RjSra0wFAWmqoJ3eSHyLvjcEhSHAC5n7/TQY1RQ3igb8rxhZQoLZ8Ygt11rBFK2OAtNS+JY8Gk9Rh1Q19MvsWCQV0W8Mn0v1LdWQ+JtQkM3WyjlmNpH12wav2zOjZnzx6C+qQbDBq1COJBAOSKfyuPFm17D4g8XM9WUEUAaMOLIHAfB7cCoiaMx+oRdUDu6DwSRR3x1CxKrmtE0azk2TF2A7IYWNq48/bFhYP0701H//hfY6eJjMeT0CSXl6yV7xvQHP8CiF6bBVDUInD1etKYgBAbWom78UAw5fjx8/aoguhybfZz696dh6Z8eY3MSlokNL7+P/mcfj2IBEd1ENA4lm2dqM33+okOC7JDhdnngcDghSiLzMLcrx1vaRqf70I0IESlj2XAWDavXIt8aR6a1FflwiFk4ShmmYSLbksSsv76FppnLoCZSGxdkImci4k0yuxQdmGxfg+Mx5IqfMr94KYPIYqIlilQ0CVEQYMKEO+iDIEvsmMsnU3DzPJw+PyIj/bDcTvTq26ek/L3tpDmTToFXM8hlFThEDloux2oIMvE01GwOnOyG4A3A6ZThcnsgyxIkWrT26YO8riNSXY1QKNT5L7DPSMDTyQv/TL5zH6+C8iLPpOw8euc8sgRCta2BcInkObW3z9++dy6G7lENuWLfQEPMj6cmHwjDkCDyNmE2mELDdofhdqfQO9KKWCKEfI4uxBb7t8aWKjRHIxg7YhH69d5QVir0hoUN+N8Nr6B5WfNGEkgWAs4hYNxxYzH+zD1RM+KHFozQoBp2GzhhNHD98Ygt2YDFz05C/eQ5TCkjlYy3TCx7+DVGovf71y9KQiFrXlyPaX99H+umLWWEhsigaVmoHtUXY87eH+FhdQgMrAa3DapX3RH7oOXjz5GaPY+NV/yL2UVBnulCnkwkkWiNAwbHfKdurxtOvwsej4cRZVL9ttdvSn9LBDrUqwYN6TRMzWDKY6kisaYF66Yvw/ynpiC7Idq2wDfZuYmosldW0CeSBmdS4RdgmDw8g/pj2G3XwVEVRikjm80i0RqDms5DEAU4/G54/D42x5RcDonGRpi6Ds604AyH4AkF2dwphYLBjTaVfBZZ2tExFVY3IIsCJKcLeQvQOUBRDTgD1XCEOXiDPgTDYVYcSNyhPcGmfXFaQQWE4j86tgGTXluPlQtTjNiYHDDu4F4YWCdh9hur2MnVUnV8+I/5OPr6cShnrGqO4KnJB4ADDwG2H1A3gbA3g537r8K4ISsgid9uV0UTAcxZOBKptI9tZdFYzlu8E2KJAHYashwOh4pSR2xDAo+c9wwy0TSbXxQeFhlYhRNvPwb9d+0HQd72k21oeG/s/dszoSZPxJz7XkT9x18xFZqsC7lVG/D5+Xdhr3/+AnLAi2JF64omPH/uIzDyKkQO0MEjUBfAPldPxODDx2zXY9ZO2BPZud+worn8mjWwTHObiHdPgS7msWgM2VgGmqrB6XUiFA7D6/OyhIzOLNAiv6rD6YBFfmi2FVJaWP/VCsx/4QusnbwAlqa3HS82SG/2hB3o28eA3Lr+O2ozh8DuYzHo+ksh+n0oVVAxYDqZYjeO1k0ih2AVzTMfs/ekEgnkEgkIRA5lB7xVEfZvpeCNp/fOUjLyaaYqC6ZKv4TGS3B6vIDsthcM6TygWQgEgxDdDvjDdoFtKdpVKuhclDx5XrcijZcfXc7UB4LHK+LM63aCLyRjxfQGZJtz7CK+5ON1GH/yIFQP8qMcEU278dSU/aAbPLsAkS/X58zg7IOmIODJbfZvyKIxYe/pWLmuL5atHARNk9jfNjbVoaWlGvuMnwG3a/N/WwrQ8hr+ctJjyLZmmNJOCv24o0bi5DuPhSuw/T5l2e/G+Nt+isQ5h2LOHU8w4kyqqtLQiG/ueAS7/uFK8FLxHborpy7Fq1f8F3xbwR+N105Hj8M+Vx0Bb21gux/XPbgvUxlp8UI6YyGTZ7qgR1uiUFMKU5t9QR/8kUCXJWKQ8iZxAixJKAlCQJ/t8kmLsW7GCix4ZSarEaDFJVkz2L+33S+8Ux0GDhPBL5wGK6HBEsjSIYCXRQQPnYC+l/ysZFMk6DMnO1CadhzSKnRFg8PtRDAQYAupTDKBTCoFybTAUSyd3w9PKMSU1mIfE1oUUP2Alk1CU3KArkEUBeicg1lSBKdNjJWcglw8zexjsscFb8gHfyBQUZYr2GYU3xW4g3jyvkWItigg/c/hEXHtfbvBH7b9k6fetjuevnKqXZQEYO6bq3DolWNRbiDC/PDHB0LRaDrYJ8+xA1fihPGztsl+MajvOtSEWzHrmzHI5Tzsd+SNnjl7F4wasQiRcAylhnQ0i7/85N9It2bYz5zFYcKFe+OYGw/rtAtQYEgf7P/YrzDzFw8iOWchPQkSsxdhw7ufo+9xB6KYUD9/PSbf9x7ZktlCluL59rroIOxx3o6/D0dVyPaZky/f0JBbtRaeoYNQiEWBqWgK+WSOeU5DNWH4Q36mNnfVcxJBNzkLDre7aP2ryfoEGhY3YP5rX6Pxm3XINtlpLKzAlO7Atc0pjwOjf7I3+u87BJn/3g99XoPto6eyQNp293ow4Ne/hGen4ShVME9vJgMlaSdFcCIHd8AD2e2EZehINCdhqQp4SpggtTkQgNfvL3qLRnuhbDaVAKdlbBuU04G87IHo9sDj9rD3SPejGoN0PAVJECEGZISrImyHptgXDhV0L4r7iPkRvPLECsz9spUVbOkATrhwCIaMDm7895ohAYyZ2A8L31/DNIulk9fhkMvHsMrjcsKjk/ZFPOOxPbYA9hq2DMfuNqdDj+Fx53DAXl9i+aqBWLFqILu46ZqIhYtGol/fdejfb03J+KDzaQVP3/QmmlZG2XgJPLDf2eM7lTi3g4oEd//j5Zh+we1QNzSyMVz971dQe/DukHz2QqXQQcrXcxf+B2omD4ESRwQeh/3mRIyYuH02je+Dtt5FtwxQ5BbZjXKFt9tBKmCqJYW8kmfqH+1MBIJdq3Sx9I1cnhU8iW5Xl5H0LmmO05TGkkmLMe/Nb9Awb91GSwYVKTP9nB1mHLPh9d9zMIYfPQ4jT9gducULseEPt8BUFFYMSHYy0kaqTj0V1T85rWQJUrviSkVvek6FZupwUrMclwjO0KElE9BUlXl9VUFknmcHK4aTi3pHon2BmEolwStxaLksHJITossH3hNAxO1mpJnuxyws6TSsnAGB51mKUTAcLNpFZQU9i5Imzx++tJZpylSMtPehtTjytP4/uM/OR/TDovdXM2UaioFUUw7+XqVdkf5dLK6vxrLGGnYtokvNyL7rcfQuHSPO38WQgavgdacxf9FodqGzTB5r1gyAx51BVVUrSqGa/9/XvYq5Hy5hc4Yu3mOPHImTfzuxy56TLBrjfnc5vrrgVrYoMdMpxL6aj5oJe6LQkWxI4IkzH2ELDiIyOiyc/tBPMXDvIZ32HJSUIMgiTNVkcR1kb/GNGYVCAF20SQ1MJVOwDAtOtxOBSIBtkXc1aSEypWTIUsTD7fUWBXHUVQOv3vI65rw+d2NzHPurDVKYJacIX40fu/7fXui312BUDa1l4xx97t9IffQ2oFGxLdnPTDjHjUfva6+HUKJZxRsbesSTUNJ5KJrK4gxFpwyTKgoy9u88Dgc0So1we1kxYCmQZjqusqk4s2jA1GCAh8MbhuD0wd9WdNu+45NNZ9ji3SSvmAz4fUH4Av6KTaOC7UbJkufJb29Ac2OenXQlB49TLhwK3jZFboJeO4XgDcrIJ+jiDiydsg67/6R0t/W+i5wq4ZFJ+7P0EVJ1qnwJnL73DOzoObW2pgWiOBdLlw6HponM41pfX4dQKAahyBuqPHjhc5j/yTLb48wBexwzCufee2KXP6+nfy/4dxqAzOKVdne9tz4pePJMjTre/8O7SDel2c+SLODgaw7rVOLcDiqiVDNJZm0RCsgPTsQm0ZKEnjcguUWEwqFOLwrcIrnIZCHTweyQ4SgC8rjgw8V49poXwKqU26MeKRedfuA4DD98JOpG9caup4+Hw/ft+8nNmYHWJ/4KIxaFZVKUJgfd4FB9waUIHnYUShXkbW5Xm1OpNPO2k03D4HW4me85B06SITmd4D0+RDy20lwMi6gf64iYz6ah5pIQLQ2GpsLh9kFwR+Bue48bLSypNOsSyBmABhNenxtuv7di06hgh1E4V5lOxqv/XQmdWCGAo0/ph35DtpxQ0G+XKqycso4RovUzGsqCPNOF6e05O8Eg6bSteOv8gz6HQ6K8iB0H+ZxdY+Zi7pxxME0eqWQArS1VqKltQrG2dX/lz5PwzSfL2M8UKzx0fH+cfvtREDuQqLEjqJ6wJ/LLlrFFntrUjELH23e9jfnvL2QFuXTB3vmEXTH+p/t2zZPpKjjK7yWPq1oYKS90kU/EE8jlc3BIMvwBf7d1ayP/p57PMdXRFwoWrKeVSH7D0ia8/Jt3sG72WnZiooU87YI5/E6MPHQ4djlpF/Qd1xei/MP3oK5egujj98JMJtkco8xizuVB31/+Ds7Bw1DKanMmmWEtpPU8xe8Z0CQdLhJCdEDnRTi8AYguNyOUxWLZ2ZIlJZulXOYM9FwClq6AszRwvARTcsEZjMDpsY8tUtPbLSypeAqmYkDRFXhcHviCHjYWlbi5CjoDhXlG3UFM+7gBq5am2rq2AbvtX73V+w8YX4tVn65l30dXlUeTjzWtIXyyaLht1+AsnL7XTER82U59Drc7B4+HVBEf6+61YX1vBAIJOJwKig1vPDgVbzwwlSU6MJV+UBiXP3YGXL7uuyi5e1fbbb2JK7a2sK5x5B8uRGvLc9e8iMUfLWRWDVqOjTt+HCbeekyXPB/5Yc10rK3TIOAaOrhLnqdDr8myWPtjNa2xphTesLfbGpQwm0i0FVouzzKjXR5PQaqNyZY0Xr3jPcx5e8HGSEaazqQ7H3PzEdj95F3h8G75+NJaGtB899WsoRDflqbhPfBIBI49DVJtb5QqqCAwEUsgm8yyuDVAgSSL8IkSFB1w+rwQPT5mDSrm2Dk6hlhqSCoJQY9BzyRhQrDnsuSD7PHD5QlsJM0b4/lSKWRjWeQVBQ6njEAkxGIgi1l1r6DwUJLk+cPX10FnwebA/ofWYcweW+9B33+PWriDDihk3TAMNC+JoXp4F3QQKhBkVQlPT9uVFVcR3XDJKvYasrpLnmunkYswf97OUBUHVFVGY0Mv9B/YNc/VVZjy3Gy8+KdJ3+Y49w/h9vcvhSh1b2C+q28tI4hsUSgJdiRbgZFnJa3gwwcmY8EHi9jPNGYD9xyIw244vMvi4/RMGpyhApzJUl56uuCXFSel0kgl0jANA/5Q10XRbbZjYWsreOraSB7XYLAgVcel01fhwXOfBq9Tk5xvu3H2GlmHM+49EbVDty546E3r0frHq5gCSbGa9F/11b+Fa5e9UaogRZXmVUtTM/SMBlVNsk6lVUEfNPBMZRYd7pLIambKeiYDIx+FpeWgWSJ4ZwiS5Ibssm0X7Y2E2seG2TSSaWRTVDBswRvwwBPwdkt9QQXlh5Ijz8sXJ7FiaWrjzwcf/eNtt2WPBKdPgpLI0/UXyz9eXdLkecbKvlgbs9+fU9Rw7ZGT7PbGXQBJ0hEKRdHYUMfUpeamGvgDCQRDcRQDpr0+H/++5R32PSli1X0CuPbfZ3Q7cWYwTFYERRTM1DRosTgcNVUoJLxy21uY8+Y8O1WD4+DvG8LZj5wNoQvHK/72G3b7C4pkGzoUzoEDu+y5tgWkfhFx5gwOLo8LfmqD3MWdydoLqDLRVnBKHmRc8VdVwePzFRxxmP3+Yrxw2zswiTi3BWc4Ay4c84sJ2P34MZApOWUryE19Hek3HgeyCVYYyIkSfKdcWrLEuT2GLRZtRaIpAUtN21GHNK+cLoguD1xuL0vXIHtOMaur7RYNKgSUrAzr/Ec7J7wjzBag339/dH8i2ulkGvlUHqqmwik7IPsd8Pv9lSSNCroMJUeen/jbIjQ12FFVR5/cD3seWLtNf7fTMYMx8+HZTAVZ8eFKjDp+KPy9i7eT25YwZ20vPPPFLm2NKjgMrW1BbcAu6Ooq9B+wBkreiVTSzy6U69f0g9udhVzgHQib1sbx8C/fQi6rM9+uwy3h4r+ciLohPUNYjUya2V9IpZMcMuTqre+odCfUnIYnLn0OK79cyXzHVEy5yzE74/jfHNWlxJmRxhVLwfM6TFOAs38/9HRRE6mD+awCQeTgDYS6xW9M5CoXjyGXycDpdMHn97P83kIiUvRZffbCbDxz81sseYTt5HDA0dcfgoPOHQ/Hj5BmyinOTXkR6Vf+yVayPM/RehKeQ0+C95ATUGogzzwtiNLJOJLNzVCStJOhwe33wRsM27YFr8+OpCuBttFs1yTWDE5PwdB1CA4nnN4gXL4fFtkSaabxId+3mlWhatRy28FsPjT3XW57IVFBBV2FkppduZyOTJaKJ+yfBw7f9m6BI44YiK8fm8O2wil+oml+c8mRZ0UT8OrXo1iRINkPRtY14qKDpnf589I5jwoF00k/U7gp/3nVssEYPtre2i9EqHkdNx31KLLJPDtpk7PwF0+dhRHje46cZeYvsj3P5A8V7cYPhUKKJj06DUs/X8m2S0UBGDlhOI679agd6rS4LcjNn4v8wrlsjolOAdVn/xQ9rToTcXaIMhw+R5f7nImsZ1JJpBNJyIYOp8MBRzDIvM6FMj8IuZSCF+/5CFOemrmxhTYdU9c/cw6G7fXjOwWWpiDzyl+Rn/Y6OJaaxELsELz4N3DuWlwNg7ZlByGXSUFlBXJJRFtTMDUV4GUEqsLwVNWwuLlS6AjYDlbgl2gGb6Sh6SpkVxgOj9318LskmOY7I83pDHLJHCPcLocLTo8Lbq+bkeZit6xUUBworP28HcQ//zQf38yJwrBMHHJsbxx18g9znbcEXuCx27lj7BB+zsLX/54NNVPYymhH8fCUPbC6lZrE2Cfcg0esgCx2T3Qc2TT69KOiTCoKsqCpTrQ2F5bl4LsXsEd+/TaS0SyzalBO+M//ekKPEmdCZs5s8LxtT/COLJwkgXf+Mgnv/nVyW59ODn3G9cNP/3kG3MGuJc6E9KcfQOB18LwBnirpvT70FEgNI7uGqmrgnGB2ja4kN0Sy4rEYlEQckqlDk2Q4Q2FGnAvJqkG7Er8/7T/45MmZdu4+AF+VBz9/+PRtIs5mPoPEAxdC/fIVlqhCQyr0HojQtX+Da7eDSoZAEikka0a0fhWUeD1SrfWIJ1IwQYkSteg1bCjqBg9FTU1Nt3nouxrtOcy5dAtMLQHd5OH09YY/3As+n28jcW5fVMSiMUQbYki0JthEcvlc8IQ9iNREWJpNhTjvGKZMmYLjjjsOvXv3ZvPr1Vdf/cF9Fi5ciOOPPx6BQICda8aPH481a6jRXHmhpJRnsmvQ6cTigVA1VeB27OTSb+/emP3EbLtLmaIjujSKXrv0QilgdWsAC+qrWYkgxdIdN24hdh+4oVtfQ01tI1KJAJQctUIFWhurEQjFIIqdE4/XWZj50VJ88PTXbGVJU+iIn+2BA07unG5424vcsmXIL15ATdOY5hY+4hD0NOiC9snjX+Czp79iPxMp2vnQ4TizG3KvCVpLE7LTPmFziY706vMvRU+TgHQqA8ES4G7r3tYVII9nLpuFkkpB0DUopgmPxwtfARYHNq6K4jfHPmrn6NPnZAG9Bkdw4f0nYuDY3j86pvqiKcg+fzu19bQLQU0BQt0Q+M69E0J1zy5mO92vHm+GkmiGbhGR1pE3nJCcHvipE14kyNTmUiDM3wW973y6heU2Ox1u8M4w/P7AJos/Nt+p0Ukih0w6DZEX4XS74PG7mTJd6RDYeaAizXHjxuH888/HySef/IN/X758Ofbff39ccMEFuP3225mvfP78+d0WwVlIKBnyPG1KA77+qoWRi1FjQzj5rEEdfgxPtRujTh6BJa8uZD9Pv+9zHPvI8RAdxT9Mf3pvH2QUkZHB/pE4jhxt5xV3J+iz6d1vHVYvHcp+pmipxvV16DNgHQoFS2evx50/+x8r/zc5DoFqL867Y2KPX7Sib74BnjPsZAGHG4F99kJPY/a7C/HK7z9gxJU84f5qL4795aFwbiVerDMRe/of4AWL2bQ4hweukTujJ1XDZCwNXdPgDMjweN1dRrLS8RhEVYGSV9g2tdcTZP7mQvO9zpu6Eo/d+CaybQ2o6BAaecBgXPXo6ZCdWz6nWqYBbcZz0Oa+C2P1fNY1ki2PeEDoOwr+y/4OTiqsRcKOIJNJI5+MQs2lAUGAqgnQOQ9ktwC/1wt/xN9tMYfdCbJcJOMtEJCDy+VkRYGkNrcT5/b5noyl2GKR2rlSsx+X38kWEoW2UCwFHHXUUey2Jfz617/G0UcfjT/+8Y8bfzdkSOc3vSoGFM7e3g7i+SeXQ1VNaIaJYaMDCIW378AaeNCAtu8smHkNayavQrHjkyX9kcw7mDJIqsZPxn8Dj0Prkdfi9mQRrmkCx5nMvpFL+ZFJFYa3PBXP4fE7P4CuUWNbwBtx4w9vXtAzyRrfgdrYgPT0T5ldgyxFNWeegZ7Gx//+Eg///CX2PXEbOejCb6ZejZrB3WPFyS/8Gsoc8uvbkZThn14C3u1BT/mcE/EkcpksHLKzS7aPWW50JoNctJl1UtQsC+5gEO5INXyBQMER51Qsh79c8iLqV8XZ4obsGhMv3gc3PHXWVomzvvA95B89Bep7f4C1YS44wbC3Fahgd6+T4L/ykZIhzuTfTSUTSEUbIVoKLEGCxvkB3gU3NfXwexGsDjJ1tdRAx0w2HYUk5KHqAkRXZBPiTGNDx1RrcxS5VBYCJ8Ib9qCqLoJwOFwhzh1EMpnc5EaLko6CPpO33noLw4cPx5FHHsnsQ3vttddmrR3lgJIgz3RhqamzTzB0oh676/anEPj6+DD6jJ0hihxTaec+NhPRJS0oVsSzDjw0ZVeodh0kjhu7CKPrerY7XVVtE1wuKsSjqCoL0caajUWePYn7r3sNs6euYvOJcPp1B6K2P3nEexYtTz7C2przggnOISNwwIE92mnxvze9iRd//wEjRLQY671TLS5/4qxu89nqzfVovf8mNh68YECI1MC9a8/FlGWzOShpDYIgwR+xM2g7PfouHkcm1gpNVeByueEIRRCIVBVkhm0mmcd1E/6JdMxOPaI5cuGfj8PpNx+62fvT8WY0zEP+3ydDfe0aWC1LwW+sxeDAe0LwXPhPuE78VY/vAHVq2/ZEAlq6CYKpIKkAmiHB1DjIggOekAvhqlBJtpGmzzubTUHJpaAoJryBKni93xJnUqRbmluQaInDVCxIHgnBmgBCodIcj+5Av379mEe5/Xb33Xd3+DGampqQTqfxhz/8ARMnTsT777+Pk046idk7Jk+ejHJD8fsRADz31DK89cZqJlCcc8Fw7H/Ij2c7bwl0YI48ZRRWvLUIekZhSl/9l2sRHl6YxW1bQyIn457392TfMzrIm5i483Km1PUkiAhGahvRuK4vW6DoqgOJ1giCVa099pqe+vMkfPrmAtYWmP73k6v3x3EX9Lw1IjvnKyjzZrBCQYpii5xyCgSvt8cuem8+8CmmPPt1W2dKQJAF/N9dx6Lfztt/zHUEZi6N+H/+CMo/oXYxHC+g7vYHekx1Zl7VVBq6qbGmDJ1ZyMXyfVkxVRJ6LgunJEJ1euAK/jC6q1CQaMngz5e+hHiTHX/JWRYuvfdYHPSTXTZ7fzO+Etp7v4S14WtYJhn66UZSNQd+4B5wHH49+Nph4ISSuFR9W1gabwWUBLKKDkF0wLRkcCYHSzTgC5Pq/G2xXKmBFoOakoHLJcGACx6PXVjb3lEw1hyHrhis8N/lkxEI+StK8w5i7dq1zJ/cju2xvJDyTDjhhBNw7bXXsu932WUXfP7553jooYdw0EEHoZxQEkfnwnmxjYSwpTnfKY855txdMPche1t41dsLMPjoEXCFi8d3RnF0j0/bGUubqRmKhYBTxfWHzUDAVRgJIt5ACul4CrkMJQNYyKR8CISj4LqoWcvW8NHLc/HkvZ/AaFOcR4/vj9Ou2B89DTOTQuvDfwZnGeziIkQiCBw2sWdei2Hiv7e+i0+emsn8zcSefdVe/Pa9S+ANdc9xQRfX1OuPQ1tG0XTk/Zbg/7+rwXt6LmEjk8pAz5uQZQn+wI4THnqPpEoSaTaULPI5BS7Rgkrv1+lG0B8s2AIpeu3/ufMDfPP5KrvYFsCBp43FIWfu9sP7KgkYX94HY85TdqUpvT869mntWjsS0oFXQxhaOhF0m3QJTMaQT0chUmwnROgKkUgDLqcL3mCA2RcKcWHUeYW1VBuQh2rxCIaDmyjORJwzmSw7nsLhEFtEFJolqRhBxPm75Hl7UFVVxc5vo0aN2uT3I0eOxNSpU1FuKHryvGFDBmvWpVhDAr9fxqlndo55vXpMLyaCCG1tvuc++Cn2+s2RKBY8OHksJi/rA7HtJDy2bxNG1fWcsrs5hHs1oWE1xQlyMDQRqYQf/lCiW1/DhtVR3HHJc0xxppvgFHDDAyfB43f2+EWm+YE7YWXj4AUOpgHUXHQFBE/3q84t6xP4y4UvYO28+o35vOFaH2567fxuI86E7Lv/hfLpyyAR0jB4OEbtAc9+PXdMkuqczeVg8iZrzLAjPuf2/FoqjLLyKeRyCjyyyHaMLMEFv98LT4GnLTx1zyf44H+zIXAc1XbhkP/bFZffd/wm9zGVBKyVb8Gc+QCs5HqW2WxZgu1rdlVD3OtaiGNPBscX/aVps4prMh6DkmqEJHBIKRJ0nYfEAx6fB8GwrbAW8me8o7AXhmnIMg9e+Lboj1k1mqIsu9npdiJUY8egFZolqZxBi3aKpVu8ePEmv1+yZAkGDGivFSsfFP0Z6tF/LcCiRVH2/d4H98XwnTrHo0oq84hTx2D5i3OYcptY2gxTN8BTB4gCx+vfDMRHS/qxAjPdMjC+fxMuO4Ai+AoL1GHQ4cpBzTuZBSATD8AbSDIlujug5DXceNZ/GFFl4pfA4Z8fXoY+g3u+c1/8qb9CXz4bvGCnkvgPPw6uMT9U8Loay+dswB/OfgaZWI4pidSfwulz4LK/n4Jw3Y4pGdsKMxVF4p/XwmhY1balz8MxfCyC5/0SPQWmgifSsFTq9iiydI2OXuiJMDNrRjbDorgkI49sXoVbEljuvCk54ff6N/qaC5lUZVJ5vP2fr9hxRAUMux08BOffuekuiTHtRlhLnoJlApZO6RkUPUdSMwdxr6sh7H4hOKl4dve2Fe12hFSiBVq6lUrRkdNcME0RsijBE3QyVbDU0yOY1zmTBM+pyOd5BMJeNq/pGEjEEjDyJhwuB4LV/pKM5SsGkKd52bJvk7hWrlyJ2bNnsyLN/v374xe/+AVOP/10HHjggZgwYQLeffddvPHGG5g0aRLKDUVPngWeLkL291VVnVuVPPCondA8ay3SK1uYd++LX7+JPe88lvk8CxV5jceb8wfAhAXe4uBzqbhov2+6rRlKR8G8z2sGMFJkmQJyaQ88/q5tF96OyW/Nw/JFjbZ/FxzueOxMDBxRg55G6u2nkfvszTYrEgd58HAET/tZt78OTdHxpwueRyKaZZyVcnZDfQK44T9noG83jZM6/1Nk33kYRsMKRpo51ic9CP/pV4F39VxKSzabZekXBJ/Hu812DSIQ7W2XLTWHnJKHEwb0PLXzFuGgZAWHC36nnWHL7ClFQCJu/+mziLdmwHMcHB4ZF991FFwe215i6hmY064H1rxh2zJojUEeV0EG1+9giIfcC95J9rLSA1tkpVLIJpth5OK0aoBiuWFZTmZTcfudCAaDJd/cw06LSSObjkHkTXh8EVb8x8YnmUYulYcOHZGInbpRDHO+FPHVV18xUtyO6667jn0999xz8cQTT7ACQfI333333bjqqqswYsQIvPTSSyz7udxQ1OT5f88uwSuvLqeyIZx8yhCcd+HITn180Slh12sPxtSrXmTqc3ZDDGvemosBx49jylChgSy7N7yxJ9Yk3CB6Lwg6fjPxC9T47Kr3QoQg6ZCcORgaXWhNZBJBuH3pLi9qnDdzNX7z82fZ3KEr+sjx/XDgMZt6uXoC+TlTkXnjMft18eRz9aH6yt+Ad3Z/XNUD176G5vWJtuJADnscPRJXPHAiU1q7GmYuCXX6y8i+8wiLiSFR1zQsOHY7DL6zbgXXg9u5zLeayIAzBUhOgUWKbcvFnrasiXQbmTjUfAYCfb4cD12Q4fSFIFCbYaez6BTIOZ+txIIZa5nFhOoGLrjtCPQZUsWIkVX/EazPLwYMxbZm0InJlMFVj4W4753sa6mCdhaSyQQysQ2AkYPBSdDhhaoBssDD53cjHAmVbGHgD9rW5xJwOAUYphMOp52uQQvJeDQOVTPgD3nh81UU557EwQcfvDFtakugBirnn38+yh1FfdRO/bStQx7l34ocJDKPdTIcQReCO9Uisbie5RKvfnU2i64YdPKuKDRkNQFLmsm2QhuDBm45bCaG13Svh7ijIM4RiEQRb6oBz9F+rgU174DD1fEcym0FnRyefeRTGG1bFjV1ATz46sU9rnZoK+cj+egt4MgCagEm70b1Lf+AEOx+G8mXHyzBp6/OZwsy2l3f+9iRuOZfp3T5GFGDDH3BJ8hPegLG+sW235s8sRYPz09+Cef4o3qUOLfnLWeyWbag2JbmJESiaNs+k4gCagqabkCWZJiCA063Dw6XmymPxVoYddt5zyKvahAsDsN37YODTx4Dy8jDnHoGEPsaoOOaQB+bbwSEw14C5yhNpXkT4pyIIRMn4qzC5GTwchCcYsEt83B4ZQTDgbIgzt8WCWZhWjz8AbsTJo1RPBaHppgQJR6+wLbv4FRQQU+jwzOV1JPf//73ePbZZ9nJnkzkZBa/7bbbWGxJd6GlJccqlOla7nSKOOaYgV3yPLRVvfvNh2PBPyaj+atVLJe4/qN5EBwcek8YCdFdGCpRXudx+WvjYcCEAB6ja6PYvW9hFQhuCbIzD1GkFBDydQK5hB8OV9dlUb/53Ay889JM8PQfz+GiXx4BuYe7SKrzP0Py8ZvBCSZg8AAvIvKrf0Cs6pn28E//8RPWcIg8zoFaPy686+guJc6MNM99C9r8j6AvpMpt2wtLC1Vx0M5wHng25J0PKggFLZPMQYQE2S2xoqat3ZeU5nw6AWhZ6JoCWXJA8gTgbkvNoHNoTy/adoQU/eM37yAZz7HPicIDL7lzIpxYD3PSeUBmjX1HgQdnWED/E8HvenvJE2cal3Q6iWyiHpylwxI9kBwBKFmDzQGP14NgKFCwqSmdDbZwTMVZ7wSHRB5+29dOx0YqloGqqagO2xnOFVRQLOgwYzjvvPOYqXzatGkstJzw4YcfsgrM7iTP99w7A9O+rIcFC+eevRN2HtN16hwpXYNO2x3ZxgTy61phZBWse+lLrH/lSwz52UGo2X8EehpLW3xYHfMylce0TNxx1KyC9Tl/H2wB5E1DydBWHnUU46AqMiso7GysXtGExx74gH1P+vyo3QfixHP26tkimlf/AmX668wPSdv4nMcN76k3QO7dNQvCH8Onb8zHsrn1GxtcXHrPMQhWd02OMiVLaFMfgrFuLozVc9vaMJNHgwfv9oMfuDs8p93GWpL3NEgpS6czyOZzkEQRPv8P0wDo8yTSTAWAKtkzsikInAmD1GZvAJInzAh3KShs82aswfP//Ix9TzUDl952JEYPWQdzxk1Avt4+sOnmHQZu1z+DD5euReP7ZDEdbwJnmTAFFyRXGLmsAl034fV5EaoKlA1RZC2282mQE0nVRHicXrZgJBEuFkuwMaGIR3+w8NrLV1DB1tChM/jSpUvxyiuvsMDtduJMOOyww9CdiMbyWLkyYXtzOEAUu34b113rx643HY0vrn2G5HfbKgITa/73KRwhNwKj+6EnMbs+AIE3YZg8du0ThVemQLHigcuXgZpz2+MqWFDSlJkbY13kOguaZuDGy/6D5csamDpfWxfEL+8+CT0FI7YBuTf/Au2bKTZZ5O1IOt+Zv4JjbM+prC88OJV5V4n3HHD8aOx1ZOcuDs362TBWfw5j9iuwcnFY+Tyz63ACD8vgwTlc4Hx94D7rz+AjPXtcfRfkzySvM6nObo9jo+rcns1MRYC6kkE+lwVPHlddpQgXcLIXzoAfHq+PqY3FqjR/F4loBted8TgTL8ifT4kRx58swpxzKaDnATonaya4/qeAG3sXOKE8yCItsHKZOEROg8YLEB1B5DIKrYvh8soIV9mWhXIBqcu5XIYtJNy+MCuCpeMlmUhCzeiQZAHBiK+sxqSCMiTPX3/9NYYOHcpiS7YVdEHZXB91SdXgkLevwvjK6z7CwqUtLJl34uGDcO453VPoJbpljLv5WGz4cD6i0xcxL6ilqlj+r3cx6tenwVnbM62cW7IyHplB+dasZAdX7bewx7sIdhQUT+f2J6FkqGDEZB31lIwHLn+q057jsrMexNyvVzK7hs4ZOOfKCRi1C+VMdy8Y2Zr9FvIfPgwz1mAXUREJcQURvOwhiL16LjPzjSe+xMJZ6yBwPJtNh53eObtJLA5w/nMwV0+BsaRN+aeYMp0M3jRZRXDuEDhfXzhP/j34yIDCy+hNpKGoebbtTArid5VGLdOKTCYFibdgKSo42QHIAbh9Abjc3pIhzYRocwpXn/4oMtRTmu0VcPjHc7tAWnwJQDGTpKrrOrDT9eCGXAKOTPxlgmw2AzWfhmXxkJwBKDki03m4PC5m1Sgnkmh7/VNwOHhYlgyn08OOASLUiXgaqqogUhvq1K6cFVTQXdghyXb58uXMqkFxJWTn2Bwo0uS7PdXbb3/41/Pb9ZxPPDMXc75p2rjtfsABveFydd8WqHdAFYZfcBCGXUJqu8Xad0NVsfju56Hne6Z7n2ZQ9bbBXo9DMBB0FZfq3A6HOw9RVsALBvP+WhwHg8hVJxC3Rx58G59NWsjmDP134pl744zzDkB3w1g/D/kXb0L+pd8CiQ1soUCXDXncofBf8+8eJc5rl7XggZvfYqqzZpnY/bBh2POw4Tv8uObqj6G/cyH0T26Gufx91iaegY4dOgnVjYW4yylwXfY63Bc9XXDEeWNDlHQeouCAL+Bh2+62jSOFdKIJeSLOIg9T9MAZrIMn0h81vfsjGIqUVOOLXFbFndc8j0XfrGfHEb2tK24cgN65OxhptlhnKQe4sfdBGPrzsiLOtPuQSUYhiiY4wYFs1u4USeQwUh1kqms5IZfLQtcV5PMaJNnDimJpEZqIJ2BoJstGp6Sail2jgmJEh1jnrrvuygK0Y7EYs20MGTKEBWhT/t+rr7662b+56aabNmYFfhfSmo87/GI/n7EOd9/3OdviFiBgnz37YOLhPeMLjewxBHpiP6x/YSp4zgCnGVj515cx5LpTwUvdR+bJuXLNOzsjY5gQOQu3HzYfQaeGYoXTl0I+4wMn0HawBcOQIIi0MNh+fDltMe658wXYs0bEkBG1uOl3p0LsxoY3Zv18aLOeh/b1G9Q7HZxIFmcRnMsHec+fwHnIheDEns16feuZmVBUHQJpiRxw+uXbl91pUSxZbBGMtZNhLXgKVrqeHbNMYdc5cIIMyxmAuNNJ4HuPBz90QkGTS7JrJOMpGKYGr8/DyBCRgHQqjmyyFS7Zgio64fBXMVJNfuZCfj87grtueB5T3p/Pdm8MzsTJ547AaUdOAdIWbXoBlN08/HbwtUejnMCKBFMJiHwe6YwKReUgCiJkp4xQlb/s1FWKc6SdGEqokl202LQXDol4Etm0yjKuAxFf2Xi/Kyg9dIjlDRs2DCeccAIuuOACPP744yzcndDeLGBzINVlc1tVZgctG2TTOOfSVxkBYmqdBNzx2/3g6MGUhJpDxkKPp9H68Uym+iprG7D28bfR/8JjmX+zO5DIC1iTcMHiAA0WpB0kmj0Nqr8SJfKUU9te+s2OXXCmfbYQ5/3fvex7izfgCTjx6qRbuk3tMKOroM94Avrc15hX3g6QsBMWuH5j4Dz6Ooj9xqCnkc+qeOWJaczDSjPolIv3wdh9B3aYNFuN02HOuB2IL7Y/P41jiTWWSR5qHhhwMMQ9rwBfV3hRj5sDqcvMt5lVIYkOBIL+thiyOKBGIUCHBh88gTC8Xh9KGVM/XoBJ785jc4RU50OOGYVrzp8LK7UEHLXCpON34A1lR5zb7Rr5bAymrrIFP7lWaActHKJ5UX7ZxbQjI/AaFNWER3Yx1ZmKaOPxBHTNQKg6WGmGUkFRo8PMk1Tmu+66C3vttRdTWEiBrq6uxo033tg1rxDA+vokrrzprTZHrwFZFPHyf09Bn7qevVjRCbH3yfsiu2wtI850fkzPW47ErMUIju/chi1bwo0fDWfxdOT/3qtPHLvWJVHs4GkBQITLamvju52gCvff/fYp5BWVKWWDBvXC3x7+ebcQZysfh/7ZX2AsfBtWlgpmiHK0tVgO9YW09zmQ9zwDhYLPP1yEVDK/8edjzx3fMaW5YTKM+X8DWr62rfdtKSq0qCOZnasbD2HMueCHHINiQiqVRjyaZlYTX5A6w1lIxZshGCnkNBMubxVc3tIvAiMl8ZrzHoGSpZ0JAaPG9cUdv5gHLjeLujHBMgzwfc4E3/t0lBtobLLpOCTBQjwDKBrgcjgRiHgRCPjLjjhTDUAul4BpanC5vEx1p92bluZWdj53eagdud2au4IKyoY8U+HL7bffzm7dhYef+grLVlFmsQC3U8ZdNx+MEcO6v3HE5kAnxiHXnoKlv3sSeizJ0iEannkbRjqDyIQ9uvS5czqHBc1epgSRXnjM8AaIVLBTxKBXz4n0/xYsgwMvbX/axs03Poq53yyHAIkpZZddcyxGj+laP62lZqB//ieYqz+FFVtr+2roIkEpEjXDII45CdJe56KQQErqndc+b3tYweGQ48eg/9DqH/07aoRhrXkR1vJngeicjaS5rWkjEBwFbsBJEPpOABfpnsVkZ5OAZDIJXTfg9bogCDxy6VaouSQEXoA7UA2fP1wWns3rL3kMuZzKznfURvmuP4+GoL3JPM4czZvwgeD7XoJyBKVJmEYOyVQWSl6CwykjWEXEOVB2xNluIpRiBeAcJ0GSbJIci8aRoZoBkYc/GCr5xWYFpY+CDxudv6QRz7w2GybbA9Zx5qnjcNIxO6GQwMsSBl/7E9Q/9z6yi1cx4hd9dwqUVWtRe9qRELxdk1F79XtDkNbtpig7V6dxwIAYih4CVbEaMA0etBPMW9tnQ/nf/z7CK6982tZrUcPZPz0Mp57etQWC5prJ0Gf+A9bar+xf0HXTEsAF+0EYfhzE/a/YuL1dSFg4Zx1yGZV5WAn/d/kBW7zoW6YGK7ce1uL7gejXQJrmO+vfDc60bKU5uDP4/R4C5xtgWzWKECyHtjUBNW/A6RZZB7R8pgW6kmL+Td5RBZ8/UBbE+f23Z+G912ex72mH6zd37oM+wl8Bk5JSeFhCNcTBvwEn9HwWd490z8vasYS6ypb+8HhczKpRDnPj+yBrhmHk2YJTlqkhiovZnrKZLJxOB/zB8lTjKyg9FDx5fvrlr5HJUQcrHjsNrcEvr+j+hIRtgRTyoea4A7B6+VpwhgroJjLzl2BDtBWhw/aFd1znxunF8gJmN3pgcSZ0qPi/Mevh3gGVtsdByQtSm3RpkcnCZMoz15bI0BHQiftXNz6EvEp2DQmjRvfDDTf+BF0FS4nDnPswjJl/t9VXOqoMCVxgAPgBh0Dc5ypwjsL1w9521bPQDDuhZeLJu2Hn3X+ozlvpxTA3vASsfw1Q42x+s1BqIsdMXRcA/0jwBzwBzllT1BdHlgiQSCKVzkCk7niktSppwMxDEJ2AHCkb4tzUGMeVF/wdHCsj5dFvgAcnHUgNfagBigQYGsShfwQndE0TnUIHpbAIXA6JrAJNdyAQ8LG22+XSPfC7YEW0GdqpIYXZyWoA6HfxaAqGAfiDLgSD5afGbzOqhwGdLbSls537eBUUB3lOpHKYOW9tW+GYiZOOGglZKtwLlrNPDYbcehGaXnqfEWfKKtaamtDy7MtITfkMwYmHwjVscKc81/lvDULOJBethZGRLPbvV6xeZwscdUJ0GOyCTP+ZbT5nStvYHlx99X3I5nLsYm/xGv76wBWIVPm7RHWy1n4Ac8bvYUWXgRM45unjeBHc6J9CHH85OHdh2Iu2hBf/+xmWLtrAxp3+2/+IkT+wZpjrn4a16iHAyDPvNgP17aacZjkI+IaD3+MBcM4ft3oUg3+VOqgmYmk2Hg4nD0tPUa8TmJwHnkANIwXlQADIzvP725+FYdKinGLpODz3bAAWtZw2RXCGDqHuIvDO7s9KL5S5kkolkUkkkM8bEGUB/pC3LBMk7JbkKWhqmi2oBdHNaqIomSubJ9XZyZoKlcOCs4LyQEGT58ef+xJzFq5nNGrEkBpc8bN9UOgQ/R70OvMYxCZVIzFpKjjTbvihN2xA63+fRtV558A5aMfi9T5c5cGymLPN6Wzgst3r4ZGLT3XmZN2+MfGSqsuoQlCwCZqxfeSkoaEVb79DqREGs2xc/vNTMXrnQZ3+2q3sBpjz/gFr4b/tX9A1gZTyQH8Ie91UFIVx/33kY/zx1pfZEoWsP+P3H8aU53ZYWhTGsjuAlk8ZeWIfFH0l+MeBi+xrN8EQS2e7ngoEo61JqHoeksDB1HJwyjx0S0K4ul9ZeTVnfLEEr770OVtE8ByHF18cA4f4lU2cOQ6871AIVV23o1MMqjNnpqBqCnRDRiTkZwSxHAvhqCAwm6U4Rx0C74TX42V2jWQ8C4GjYAHbwlFBBaWCgiXPM79Zi788NqlNdbYwYkhV0ag9vENG5Mj94RpYh8Tk6dBWL2e5lhynIfbUfxA5/wJIvXtvlx90frOEKz7szbaSeYjYr08K+/ZJo5jACLNTAy8bbaSZTKb2VLQ0ytzb/s/51J/ciEQyBZ4TUFcXwSWXnNiJr7ytSG71azC/ugXQs22kmY4kF7i+B0E45EFwYmFfJDRNx0N/ewsP/eldWMSJqehLBH5+49EbjzEzswDGouvB6TGAcss1nXXM42qOB1d9OODfuWiOx474nMmzSVvNkijA57IXYJbgR8BfVVbEmebIL69/iC3QCeP38mD4gNmwaHFLbdQ5L8Rel5bcHOiI6pzLpZBMpkBJrQ6nC4GQl0WylSNoASHQDiIkuFy0O2GxmgFNV5jHmYhzuc6VCkoTBUue//ivD5HJ5dnW+6hhvfDnW45DscE9Ygi7JT78BOkpk2z/rqkh9sS/GOlyjdgJ7v0OgVhTt82Pefu0kC3QkrLKGbhlvw0sIqkYwEk6OJcK3kn+2rYTKRFPOqmaHMycaDfT2E68/+F0LFy00lbkLQN33XURamu3vZX8j8GKz4M58yagleLY2sacXq5rIMQDHwRXXfjZxYl4Btdd/i9M/vAbiJbEji9eBP771nUYs+tAu412yxsw1/yJ3Z+6PLJPKrg7hBF3gZOL35qxJYtCPJ5kiQDgTHhcJgxDh+QIwBuoKjvVbMaMRVi+fAM7Th0yh3/8zQmIeaoYBdXwOvv8ARxfPouJ74MWWUouBd3QYEJEIBgoa4LI8wJrv01lEGTRoJQaRdHgdrlZW/JyXVRUULooSPK8eEUj3p+6iGXzkvJz9km7wectXh9Z4LAJsNQscjOm2zvflgHe0qEtn4XEilnwHv8zOIb9eKOMxgyHrxol8FBZAc+h/dPo7y/8boI8EWZfninOdhwDKcwk2XKAzsPMyrDalOcdUYKuuPoeVvhG82bvvXbGURP365TXb8XnwFr5NKzVz9m/EDhwtkUb3MjLIexyE4oBRIyvuORBfDZpAduKNzgNw4b3xd8evQxDR/SGZSrQl18HK7eYwrbBmbqd0Rw5HPzgW0uaGJDqTK2UdV0DzyusqYvs9MDlDZcdcVZVDRde8AeYlgFREPD3B3rB4c7BorhFanxVdRV4uRblbNdQ8kko+RSSKRN+Xwj+gN1+ulxBJFnTJGZZSaczSCWzrIY4EKp0EaygNFGQ5Pmx5z+DZVHEmMmq3S84vfC9zj+GwFFHQ+5VC2XZEqhL5rE8aOpARW2ocx88Bcewe370MZ5c4GAXNLaVymn49d4tKExY4JwGeLcCMZSzM5upkI66BhJ/tjhGnhlpVqROUQ2POv7nqK9vZhYEmjm/uvFnkHagTbpl5GCll8Fa/k+g4SOWKsDymql4ir76R4M/4Cnwzs5Ttrsa99/3EiZPmsuIMzW62Gl0f/z98SvQb0A1jPQcGBvuBbRm+87U+IKamQ+7B7x/d5QyaOFFnc/S6SzL6/V6yd7thCCHWIOHcsNTT72H1tYkfD4e/3iwCvvuRceDAE7kwXMDwbvGoVxBlp5sNoFUKooMdZ2U7a6T5bbA+j7o3E4JI7SwINXZ0A0Ew/6y7K5YQXmg4MizYZh4+vVpMC2dbSmfPHEX1pyg2EEnEPdue7CbumEdsu8/C1FbCo43YekKtFXfQBq4dfX5qwYRpkUtnnnsVq2in7+wigR5rwohnAcnGcyaQc4Gzk5AY1u99LNJSnPKCTPTeTsJUz+bhc+mzWbfc5aAP919LQ4+aPsIn5VbC7PxLVirHwVnKrbXl0RykplpuAWnnSxRdwSKCa+/PhV//iMp59TgXsTg4bV4+tVfwefKQll9KaA3gzM1dswxycgxHOKQ+8Dzpa2mkRpPF/xMOgNFycHvpQJWCZIjCL+//PJoiRz++paHyOmNX/6yBnvvTRGLBiCQxScAR+iGos3u7qwdCk3NQdNU6IaLzREiz5QsUe6gYymRSEBTDThdMvM6V9I1KihVFNwR/8TLUxFPZVnBF+2N//zsA1Fq4IUYXJ75xCSZAmsJJrRvPtoqeW7Ncfh0PW2bEgs1cN0ehVIkaIEPaZD6Ze3IOZ0iraittm1lpn1eKkozsxLMtBNmtnN9krF4EiedfiXbqaCL+ogR/XHeucd3/F3oaZgNz8Na8whA7aY5u1SKiqNYprFcBW7oFeAGnl2UhOqv978A3dIgcBIE2cID/7oMDvVJ5ONTyUNj30kQwJkG+KozIVT/HyOR5UAWY9EEksk4ZEmDJHvgcIcQCJZH58Dv47ob7mcE8YQTqvB/Z/dmv7P0PHhE4PReUNbE2V5oZZHJppBK63C5PMzPW46ZzpsDpWuQZYN2Ar2+yrhUUNooKPJMB92/nv2EqauWZWD3nQdil1H9UEowG+bA+vweO56NNtAFakMNCDVbbxs9v4WstlQIZ8IpWBgV6UHVWbQghA1ANiD1Vuym2ialiXCwKPu3rZjOVHnoTW5YOQmWKnbJxewPf3oYmSxZQ+yX8eKzf2adrDoCM/U1jNX3A5nFLM+X5Re3FwT6dwFXdTC4gcVLHD7+eCa+mbeMmTV0S8Erz5+BAZEHYKgxZkHh6DRg6uAcoyH2OgGcd3xRLhC2Z/6wFtyJGK3u4JBkOJ1++PyRsvSv0kLi6WfeQTgi4fpfDYElONlCUhB7/3975wEnV1n27eucM71tL+k9IQmkQAKEUEIT6ShFPlBRFBtif1/FBvrasGAXBUVQQVHpSG8SCJAK6b2X7bvTy2nf73nObhIgQAhbZnbOFYaZ2Z2dOefMKf/nfu77fxMKfhJFLe/UBLF90uk0uWwOj+aXdmzRqNN+utwRVnXtbR2yYDAYChCLlYcXukv5UlTieeX6nSxft91pboHJdz5/PoMJu5DEWv570AwQOYQiE0A0Bqmbiu/ot17Xa5/3oFsFOe3+6ek6NcH+dtiw8U6x0GpEJNmU+dpCfCgyaNkTYrYxE16sDh9myiuLAfe6avQBjz4xn5//5jYpajXVwze/9inGjB520H9vJV7C6nwaq+0RZylFuoI4+6telCEXojZeiBLunaY2A8n99/9XFt42NGj8/KejmTLhGSdvvsdTWw3ibfgiWngmihw9lAciwtra0k4y3UVFxEMwXE0gVFm2kcRvXXeTdBq56ZajGDaywpk+0gL4veeUvXAWZDIpctkuUqmC9HOurHLTNfY51cRJpzNoHk0K53KctXEpL4pGPOfyBS774q+lIBMn8JFDaph71HgGE9aqW0Fvk3pSEcWCI07Fc9THpc3PW9GWFe24ZdmdbFJxRF0/Rp394BmhoI0SUXJ5pkSxVdBNJ7Igos2mjbHbhxX3YiX7J2KXyWT5vx/+uvuZzbBhtXz9fz/xtn8n0jusjvswOx+D7BYnp8QjhL4oCPRB7Ei0cd9F8QyOdsMtLR38899P4PXB3f8cxdAhHjnIsY2CFMqqbxT+6mtQtErKCVEk2NHRQXv7LjyKjs9fRzhaW9YFTk8/u4iPf2ocR8+pd35gK3iVI/Bog+s8fKhR57a2Njo7u9A8QWpqa8p6X9kfUTOQSqbkdUy033a3i0s5UDTi+cVlG1i/dY98bNsqd//2Gvy+wTN1arUugZbnpC+wPOHWHYNn9icP6m9/uUQIaBHi1ZjdaHPG6L4Vz+oQD0pUQWtQUKu6HSYMUfknIrMW6E5QyuxUMff4sXOavPUnd951PwsXiyJBVTavuPeu377t3+jtd2J23u2kKBg6ihi0mKJLiAe8MbRRX0OtOJbBxGc//2Mqq2we/s8Mamt92GYBRcxgqEF84QvwBOeUVbR5/wt+c9MeVLVAJBohWlHewvn5Bcto6djJp6+5UDb5Ec2AVKWKgHoS5Y5s+NHZSTrdJSo8iEQqqK6uKtt95fVR52QyKZvq+AM+KZ7dNBaXcqAoxPP23W1c+NmfyMiqsNGad8wkpk44+On3YsdKrIdVP0HxyO4mYGgoM64+qL9tStv8a72FZYvcVIMpNcLyrRcXToj5Si94bbSZEZm7rEYsGZ2UU/oyjcHJ6bMNG2O9gtmkQh/kMB8sLa1t/M83f9C9v1gcOWMyh0+ZcMDX2raBlVtNvuMWFKM76i9EszBqFvhH4hnyUdTY4BLNgieffomnn32J3/x2OjX1EWyrgKL68GhH4otd+LYzHoM56rxnz27S6U6CAR/hSCOVlTVlPdX8+JMvcN3/HUddfQzLMlC1MCH7PBSlPFNYXp/Pm0y2USiI6GqIurq6ssyJPxCiZkCIZ1VTpbuGu11cyoWiEM8PPL2IZDonH/u8Hh699dqSH73a+TZoehRan4dcK6hOjrLUbJOvQPUGDyrice18g5aM87w2CNfN6aULfFhDqfajTQ2h1viwhaNEj+uCEMxmt9WcFP8W5iYLqx3szMB/L3/+6z9lW1yBkM//vvM3b9hueva/GPnnnTQZI+6kZ4iCP9FOz1JQK09DqzwdNXhg0T0Y+PyXb+ATnxrDmWcPdZxDFDENP42Av/S6dfYmIl2jra0Jr8cmVllFbW19WVuNpdNZXlz8FF/77qWyUFvVNFRzGKpSXqk8B0KcS7q6OognurBMj0zXqKx0t0tP1Fmch50iQX9Zz9wMFp577jl+8pOfsGTJEvbs2cO9997LBRdcsPf399xzD7///e/l78V5dNmyZcyYMYNyZECvGKl0lv+54Tb++K8nsW2PPPCuueKskhbOtt4J8Vdg282OubFpOc4aItNCVWDo2Sgjzzqo93p0i8m960XHMxH9EekaCpF3GgiK+iBnwPgqJ8oc8UDMi9roRfEo3SkZBdkAwSnwE+2ZhdethbEqDzkLOyki0BQFjz/5LF+/7gfYothNUfngpRfQUL+vZbRp7CKb/j1YKdkKXZGDlu4GLWKHj56Mt+IiFG8tg5nlK9YxZJjNF79yBIpoeGLpaOpo/J5zKGdkukbzHgr5FGHpllBXtgWCPWzdvoMbf3k2Hi0oawIMI4ef3unOORiizh0dbXK/8XnD1NbWuQJx/66cuSyWbUnhXM4D0MGCcJOZPn06V155Je9///sP+Pvjjz+eSy65hKuuuopyZkD39v+54c/c8s8nnAinojNl3Ah++OXLKBWEIKGwC9QotD0IoqlG+wLh0SYL+ySqU1AnqtaVcR9DaTz1oN9//k6RZ2zL6fb6kMKN896+sYhdGYKoH2XaEAh5YHgURRfe0KKlty0jyjJUINS8UXAK/sTftRWwNqWwMxb2brH8xclVn/2KvMCLmxDF13/jC3t/ly88RUGfD6pYRyGYRY62sw0V3zh8kXNRA9PL4uJ33fd+zfXfPQp/MCT3R1WtIKi9tyzW/a0QTRzy+YTMk6+saqS2trbst8my1Y9w6QcnOQNnS8fPbNTimJQccOLxLrLZlLRzrKqqlU1RXPYJqULBwOfzyk6c5X5uGQyceeaZ8vZmfOhDH5L3W7dupdwZ0DNkS0dc3jumDQpfurJ4remkC4iVlgUjdN4LZhayW1H0JlCCkE84RsM9ubQiei6K0WIzUYZeiBKd+I4+rytv8/tXhYeysO2DH88L4NXeeHKyfR6ojGDPnQyxAAyLoghxqWdRFCGWC+DVQFexRaGc7GAiQipOm2/71S6stXEZYS4Faqqr2LFTFJbafOXzwppuJJbdSUa/D8tukq+RzT1U0RBkPN7IqahKCMUzrGR9mt8p7R1dzJylMf3I7roBRcVvH42qVFDOOFHEVtkdLhSK0dg4tKRnuXpr6v3k08Wx4dhNJhNQ7R8z0ItVNPtLZ2ebE4n3R6ivr3cF4n7uI9lsFsPQqahwremKHdEyfX9E8EDcXEpUPP/oK1eQzuRl0c4vvvlxRg3ttkgaICx9Lba5BajCzr0AarWTdmElHU/c/EZQYpBv7/6DbqFsdzfpEBnCWgjMFDReCPXnoIhGA4fA8hYdUzbqMGUR5cz61+U6HzkFe9JImNCIcI4TKQqiKx6GyB03HM9iYYkh868NlLak7JRn70mKbitYy1oh3d07u4S49x+38ts/3MbUyZP48OUXY9s6WfNxLKVDfkeijTCmSTB0BZrn8LK82P3trr/y6c8diap5scwCKo341OmUO8lUkmw2jm0rRCJVBIPl3fRD8MBDT9KRXckVH52DrpsEOcZp0e4iBaKiWHg9og13tYyuuuwbWGQyObxen0zZKOdi21JgxIjXNpu77rrruP766wdseQYDAyqeJ4weyqO39s0XKKOqijRHxtaSKGYVKAkUW/j3iqhrDstOgB3HMjaI1n8oRheKyAGWdsoFsDrA1J28YJkmIN444VTRiddoMbA6wT8WwsOcYrTaC2SkT9EO/cLcmrH4wAPiIi8+SuO00V5GxrovaLVVKO97D4wd7qSNyLzqzGvEMgUDNjbB9g7Y3AYZHbvQLfRLnFEjR/Dj739LPhbfYcZ6FEtpQVG8Tk6zPYaA71RUMfApQ3QjzZnnx+QFzbLEBU6hLjSPckf6Ore3UCjkCQYj1NS46RqCdRs3863v3MmddyxEtcM8/uDB1WOUS1Re11V8/oib6/y6WVjRilvM4IhmMeVeM1AK7Nix4zUpR27U+d1TcoltslGIx8QWxW1eA0sVnrUWajYs0xRMXyeGtwtbacfytEvrNcw0iuWVRWSKiE4WMigivcIyUYT4VAwUdGzNiyLylvcPVva0aRapGaRAq4LgTCnAiZ0h5IoU0b2ZEvDgphwpvbvdNSbvHeMIceWIKagXvBc77JNRZpmegeVo+U27ULbswV6xBbIFlEEilt8MC4ssD2JrKRADIjONR51IUD27bNIzDnRs7Op4klGjxcDBKVQNew9Dxc3TTKVS5PIpLEuR4llc9F3gV7+7FcsyeeaZdfzyJ992N8nrCuI0zUsw6CcQOLQZxMHcplykPIVCQdeergQQwtnN1y9j8SzEgTm0E4K6E3AlLUfBtpXHloVwWTmN76RTiII4EQQWjhLCokz8vNsrzjGVcJKtBT1iS6RkaFFU3wwpxlBrHNcGMw6Bo1DMdvA0oqh9eyKd1eBFEwMB2+bYoV4+dkQA9fDJeD9ymbzQCUwrI5LG4akXYFczaodj3VYOSQoWJgX1KRRRGGj75CyBQiMB9dSyFc6CVG41I0Y7+6ZpGjzx2CbOPvmNFdPlGEFMp+MYRgGfz09dXYPrDCA85JtbiMcTcgAumDJ58No2HmpOrzjbiIGW61/82m0j/J3FtddNZXEpVzwlFXFuTKOGFWlThibUsypz0mQRnxDJMkgscq+EwOwWUZb4uYViiOhbK1iBbnFtoliigMpAU6dJ2zZVOwxF6RbGB/LA16L9sq7T6r0s/nANW+Im80b4UIcOwffRD6PI4iZV5rFaj8+HZ15EEZH1MkLsB4b3BVRVpOQEsKwcij2coHZq2edqbt+ziQkVXjljsXZtM+OELWJZDKfeHpF5pSCiiGE36tzNj2/8HdlcSp5TJowfwyknHTewX1IRIcSh8LEVg3EhnMuxduJACMEsmqIYhilrBtxBxeCbodu4cePe51u2bOGVV16hurqakSNHymNi+/bt7N69W/5+3bp18r6xsVHeyomSEc/4RZqESK8QFmQeDJmWYGEL8SgCJ9IeDrS8yEM28WSHopk+MENSPgirIZEjCyI/S/yBKAYJ7AvVFlnAcnyVR94EamNDt3Durgm89Q5Yu4FyxPIuR/WIrjGi2Yk4mccIcErZC+c1azfwvkuv5/a/XiWtox55oIVv/o+wH3MRkTLDsPB6wzQ2DnFzNOVFMs0fb7/DcRHCZM7RIhXNpSddo7m5Wd6LqW63sPS1wrm9vUPmO9fXu50WBxuLFy/m5JNP3vv8S1/6kry/4ooruO2223jggQf46Ec/uvf3l156adkWIJaOeNaF9Vt3YNlQ0LbW4tFqwNSkoLbUPLZqoBpCLB84SqDQk26hltSqm6vWYG7YhDp8KPpDj2CXqXC2yYO3qfv7FR7OHvzmPFlUWe589ktfZ+PGZubO+Z58vn3dooFepCLqgpaQF31RJCOEkBtFhD1NzSSTIurs8NUvXT2g31MxIdI1nII4g2g06kZXuxGDiba2Nul9XVVVLbeNeywNLubNm9c9oD4wH/nIR+TNpYQUpGKp2NtiEDQg40EVAni/mjjV8oO4DUYKBQq/u3mgl6IIEEWfIVAzYHvw6HNR5UyCiyrSliQ2Z7/3NIYPG+pulO78TDEVKbqfibbKbpW5w/hxY/jkxz7E3/5+N1d88BImTRzv7i/diH2loqKCmhqnFbcrEPchLOnEFH5dXZ17LLmUNSUjngWKcNhIumKpXBH+s2ruWNA6waxAYZAOlg6B3//qx7JteUNDPT/67tcHenGK6mLfY6clpuDLvSlKD0IQin1G3Fxei5idGDJkiNxGbsvpfYj85oaGBhmZFINQd1DhUs6UlHh2cRFFX5gD20ynGBk3djR3/dWdnXizSJm44LtCyOVgEKLQLYQ78HZxLftcXBxc8ezi4jKocbufubi4uLj0Ju4cpouLi4uLi4uLi8tB4opnFxcXFxcXFxcXl4PEFc8uLi4uLi4uLi4uRZ/zvPSeAfvoYiZ0zBkDvQhFibXz5YFehKJFHX7MQC9CcZJpG+glKE5CtQO9BC6lhnssHRj3WCpb3Mizi4uLi4uLi8vboKezJDbvectGIi7lgeu24eLi4uLi4uLyOvTOOEY6S9eyNWy/+2kyO5oxLAXTG+G9j//M3V5ljCueXVxcXFxcXMoaI5EkuWI1iUXLSG3YRqG9i0IiI9tzmaaKZSsoiopXAyufJbmjlegkNwWqXClZ8bx1m0pTs8qMaQaBwEAvjYuLi4tLMXKgKXa3O96bb6ty2DZiPbOrV4HHS+KFF0itWE12605sW5EiWdybloqqiHshmm0U+Q8scbMVfNFgry6TUjESJRrp3ffUUr36fi4lLJ7zebjx1wF2bNfQVIVHHzO57ptZyuB4dxlgLNPGsmySbTksw2LHyk6idQEyHTmqhoYZfnj1QC9iSbD1hQ1sfWEjeiZHujVB/aQh6KkcjUcME1clRhw/CUs3iTRWUurkEjmy8Sz5VI6unZ1Ujayia0cnlUMr6dzaRrQxxu5l26gdX8+OBRupHleHmSsQro3iiwQI11cQrI1gmxahuhhmwcQT8A70ahWlGDJNE8uy5E081/MFdF13xLNt7xOG4j8bVK+HSDRa9t0ExTZKpVJk02kK+YLTSTAUpKKyclB1FLQNHSMRJ/7wA2S3bCGzcpUTVbZVbCGQVQUsBfYba8mHCuimgiGiz5ZCTvcSN4P4K3tX6LqUFiUlnnUdrr8hSGebhk8FTYFkh8Z99/l43/sKA714RYllQXu7mHaCWMwmFBroJSo9Xn1qN6ueb2Hr0naMnIFi22iqLattVcQF2bn3ehUaJ1YydHIl408YQs3IKN5ASR1ifUKyOcGOV7az5bn1rHlkBaphSvUijl8R0dm9YIPchuvvFjEd0UZbxTZNaic0onlVRs6bgubVGH3GTDS/F39FmGJl88KtrPvvRja/sIn4njh2QcfM63hkabbYb6TSw9t9r2nOFdqrisu0goaJuIYr2M69Ynf/rUWkNkq2PU7NpKHkO5LUzxiDlS8w8qyjaTz2MDwBH+UiknvuDcPA1A0M08AumORzObyah6xZwGtCPpvD6/dKQS1EoaaqjqDGxtINctWV1A5pLDsBLbZfLpcjLVIVOuPkEymMQl5uy0wqLfe7unGjGDVhQsm1tbdyWex8BlvXsZJxsmuWU9i+hczCF7EtC8MQG0BEk50IszjWxAlIjLEUn4/IxIl4Ro9n1/ouXnl8q/ydZal4FQuvaqKqCif94LKBXk2XAaZkjopcHr75/SAdHRoeJ3jgXHyBF5/3csZ7CoSK95raryxe6mHdepXdOzU62lSMgoLafRGurjY5+zydw6aaA72YRc/z/97GI7esB8OSQkaKZTF91x25kjufxBGCIhrdtKaD5rXtrLhvk/z12DkN1IyKMm7eCDRNIdIQKptp0bVPrWXFg8vZtmAjerYgt5HYVmJbypCOfO48kRewnmemJbd1fNMeuaHj63bI16z6w8NSVI9671EMOfYwRpw+E0UdeMMgMRtx3/89yqJ/LkNcmfedmxyx3LOE3au/95797m3LEco9+1TPHiIGZT1/k21LyJ/F1++Sf7j76VfkfeuLKxCbYeIVZzDmopPwxUr/RLh/BFmIZHHTcwV0Q0exbAqGjmYo5Ao5Al4/WT1H0ONDL+RRvTaqpqB4NLyRAD6fH1sRYslJ11Ati1wqRT6VhA6bVCRMVXV5zBqJ7ShFczJFPp0hl0hjCjWpgBbwYwe85Do78WXzZDrjFAqFohfPxo51WMlOMouewty5Eb2lGTtfwLJVmWNhmSp292NskYrh5C+LkasWqSA6fZYjmmfPRqsfyrIHVvHSTc9h53VUxbN3EEsoyKxPn8LEs6cTrHKjzuVOcR8V+/GH2/20tmvyQiQGjv6wiZ1TUeTIEZ58wsd5F5R39FlEmZe9qnHr7QE0xREpXnGxkKLPuQAnOlX+frufc96XZ/YcV0C/GWtfbuM/v1+PZVpy0CHTJpX97jWVcMxDtNpPpiuHlTEwC4Zzge4WP0I87Xh5DzsW7mblPeuxTZv6SVVUDA0x8rhhVA6PEawO4vGL8GPpU8jqbF2yjVfvX86K/6xEk1F5Ww52BTKyI/bHoJf6CfU0TGqQEWUhMOPb2il0Jcm0JjBTWayC/hoRuVdUK7Dr8SXsenwxzS+u4vDPnEewfuDSOza+tJU/XvUPzJxY3p4osYPYVVRNxTJNYnVRCuk8sbowqeYEVcMqSDbFGX7kSJK7Oxl17HjSTZ2EayJ0rtsl/y6+uYlARZBCR0Ie3KpXwxLTb2In687jFYM5eW9bbL79Ybb/8ykmffoChp99HKqndPYrEUEWN71QQBfReiGcdVOKZdVS0C0DHxqZfJZQIIRuFNC8PrlNFJ9GOBzDo2n4PTEp9kQkWexrcn9T1dcMWGW+azZGk65j6jq6iMwMcsS2FaI51RUnl8xi5AtoHhXN7yFQFSMUCaFqGplEAjOfR80XiNRW4/f7KVZs0yC/7ClSd3yv+7mCbQlNII9EFCwxVEdRLWxTcyIeNvjGTcI/ajzVH/gganBfMKNlQwv3X/0vWtc37Q3Mybi0AnM/dzpHXDSbQKx385xdSpeSEM/zX9Z4aZkHb3dKUl21yQ+vy/L3v/lZtcIZGa5brWGdh4zAlCPiWnrTHwMsX+lxoqAip09MNzkzUpIeUSfEyqMP+GgYkmfkaDEcd9mf5q0p/vS1pa85eY6dUcWMU4ZQPzpC9dCgTCcIhPdN9eaSOtuXtdKxPcnWRS0kdyawCt2DE3HONoXIselY307nhna2P7dNvn+g0s+0S6fQOKORUF1pRgy79iRY+sAKlt6zjPatHd1i2ZbbTSCOWY9HY9oFMxhz7FhGHDWKSF30Td8vn8ySj2fpXLuT+NYWutbvJL6lmVxTO5hyzhVNtdjz1GLaXlzB8Td9kejYof22vnKdTIu7v/c4S+9dLgcNPYNTkUdbO6qKI86YTP3YWsYeNwYzb1AxpOKQPyvflZaCT+SBJ3e04Q37aF+5DY/fQ9P8FbS+vFLqAjnAyOVY+/O/s+vepxl9+RkMOf1Yipl8Pk82k6WQy2NkdSmWRdpFXs8T8AUo6AWCXr8cTKiah1Awis/rIxKsRNM0KYzFrefxwSJyeQOhEHoiKVM4BmuhnIg0ZzIZMvEUmURKDsJMw8IXChCIhQlFwgSDQSmuu1pbMVJpqioq0GJRauvr5XYtRqxEG/FffRy7qwUUEd3omQ4UJ+3u/cDjk7OG3lGTUcNVhE58D966IfiGj3rNe7Vv62Dp3ct46bYFqKa5b2yqKkz/f0dz3CfnEaouzXOzSxmL53wBbrnTJ3dmcdkUuYFfvjoncwVPPrXAmpXOKnR1qrS1KtQ3lKd5+e49ihTOAiGYRw63pBNJZYXN2NHOCWHhAg+vLPQ6+ZQivWOBh5Gjyzta/3p2bkjw62sWyf1Nnj9VuPqmYxk2IfaWfxeIepl4oiPgjv3gJDKdOdq3JWXkuXV9B9m2DLl4vnsgs2/OXo9nWXrzEjwBjWkfns6IuaPwhkon/7Jzd5zfXXY7Xbu69kZdeyLM3oifCXPHMO3caRx26mEH/Z7+aFDeYsNfO5WebU/QsWobq29+hOy2XXJ2hVyWBR//EdO//VEa582kP2ja1MZDv3iWVx9eI4+jnsHq3MuO4rTPnEBF41vvK+8Uf+W+C3eo3hHh1YeNkPdjzj2W9O421t/8IM3PLN47sMju2M26G26l5fEFTL3uU3gixVXsINIBkokk6UQK1VT2imVFU/AGfXiifryqh4i/QkaShYiTOcvd9+9W6AqxLP6J/FWR+jPYhLNIeRGR5mQ8QSGRI5/N4g34UP0+otEQ4WhEDiDEdsik0yQ6OlAKTrFgsLqaytqaoswDF9Hm7P03oK+ejx3vkolNqmpjaSGCx1+E4g3in3GSFNBaTQO2YaAGDhwtTndk2LBgM//57sPkE1kZVBJnZk1RGHPCBM6/4f1upNmldMXz4/M1MllR6CEGkRZXfyzHkG6B3NBoE4lYZFPi5IcU0vUNznRvObFxs8qPfhF0KsgVqKmx+OI1WYKvO2ec+36d+jqLpx/2yen0DatURNpf5M2DgGXFni0p/vaDleSyphRFoYiHS/5nytsK5wMRqgrI24gZdfK5kTdJtWSI74izfcEuCvEsratb94ppO2+w/I9L2Pr4Bg7/4HTqjhjiVH8XMa88vJq/fv7uvRF6y3ZShYZNH8YJVx7L6FmjiNT2Xm5gsCbGsBOPkLcVv7ybHfc8K3OCVctg5XdvRu+6lBEXnERfYegmC+5+lXt/+BTZZE6ePEVUPVob4RM3f4CR0/o3+t1DeGgtM6//KPHLT2PlD/9CftuO7nQOm+Srq1j68W8y5ftfIDJuJMUQCU2n0iQ641h5k0JBxx/0E62uIBgK4PP7pUDuEcl9GfG28nkUjwefb/AUWjopKVmZ02xk8uQyOTxeL4GqCJFYlFA4tFcUi22QiscppFJ4hDuJqlI5pJFwLFaUEWcr3UX+6VsoLLrPOeN4wNYVfLPOIvyBbxxwf1E8bxwANG9sZfPCbTxz03MkW1J708rEADgYDXDS1Scx54o5/bFKLiVM0Yvnvz/oxRRTlhYMqbc47qh9aQaijmHadIOFC0Q0Fdau1Djp1PITz2vXa3L7CKprTK7/epY3CxocPsPk2UftvdO8y17SOOF0N/dZ8LuvLqOzKSuFsxBFJ18+hunzGnvlOxJ5zZUjovI26rjh8iKX2pNi02Mb2Pz4JhThBoBNZmcnC3/0DENmD2fChdOIjaqi2BAFcn/98n28+p9Vewv/AhEfM885nHO/fjregJNv2pcc8fkLCdVG2XjLfaiqM7Oy8Td3Eh03lMojJvTJZ97302d47A8vyv1DfJ44auZePJ0zrzmRmuEDb6tXMWEEc2/9Bh3L1rLux7dhtLdJAW10dbLlt3/jiBu/PqDLl06nSXYlyaWyiEoMW7GpqKskHAvLKOg7Sbt41wI+mXSOOa8X/+ujDCWIjCCL9IxkmkI2j22YGJZJKBYhEAsRCjmiWVr46TrZVJJUVxc+4WNsGvjCESoqKgiHw0Ubhc/c+ims5o1OloYFatUwwpf+AG34YW+7zCJV5cW/LyHelOD5217GKBh7Z8pERl1VY4zp5x3B6V86tWjX36W4KGrx3NEFom7IEIVHNnzicjGt9NrXHHm0ydKFXllJ29qksHObyvBR5ZPH29Ss8PizjlIW0eSz36O/qXAWhKMw+QiTdStUKQJWLdGYe4qJWnyBhn4jnzX41ZeX0r4nK5+LveeSz01i3kWvzY3rTcQJOjo0yoyPHskRl0/jpZ88T+eaZqnIRNSwbckO2pZsZ8rHjmH4vAlFE4UWwvmpP77I4gdWOvnzsihO4bKfv58p8/pGtL4Z4y5/D5pHYfPN/5apCmLwseZ7v2fOXb3fNnf9wu08e8dS+VikV1bURZh7yQzO+/K8orvYVs88jNl/vI71P/kTiZcXy3NmZu160hu3Eh4/ut+XR+TTxrviJDuTeNCwFJtINEgoGpL5tv0Z5RTCMd7RgRGPy5ysSHVxF8W9HUIMiwhysitBJpXBo2gUjAKhYIhwxE84EtkbaXZEs/BzTqEUdFTTwAoEiVVUEux+XbHtywKrdTO5+6/Dbl/vRJxFStiscwmc9inUivq3/Nu2HZ088OOnSTQn2L50Z7etaPf72sJwQ2HamVO55Kfvkyk8Li6DQjz/7g4vuYIo5lA4/iiD6ZPfKIqHDLWoqrTo7BB2NAo7ykw8z3/JSzzpHPRjR1qceJzIDH9rjj3JYPMqH7Zlk0vBovkqx8wrn232ep67fycbl4v8OSd/9ZyPjeOkC/tvilvzeZj7jXlkWlK8+L2n0NuTjqUbNutufYnExlamfmIuxcATN7/IvTc85Ux1ipSFIVG+cs/HiNUPTO7P6A+cjt7RSfO9j8pBhx3voGvZaipnTunVz/nbtx8llczLwULtsAr+964PF0W0+c3whINMvu5qFl1wFRhOXUN607Z+Fc89KQTxzjh6uiAjvr6Ql5rKGhnh7E8LtJ5lycTj8ia+x1CliHrH+i3i3dsIMSzSMxJdcVRTwzQt/CEfVdU1e9MzhNCURYPpNLlUgkI6g9+jUVA1QrFqApGoTFsp1m1g7l5B/rGfYO1e4Qh7fwBt/IkEz7/2gCkZ4ns2CiYv3bNc3grJLM2b2lG7U8oE0YaoLOKd9/E5nPzJ4jivupQeRS2e95b+KTZj30IQH3eSzmP3+2TkKZ0or9Gjx7vPcHjKpINLv6gfYjNslMXubY7/86JnNIaPshk2pvyKLZ97YCd//9V6xztcgTFHVHLWR8YNyLKE6iOc+qvz2fPyNlb+7nkUUfmNTcsLG0QXWSZ8aA7q/l5o/cxL963gkd89Lx+bCow/agSfuOliojUDW4k+/hMX0f7QI3IaXhwK8WWrelU8b125hz2b2+UJSRxhF339tKIWzj0IsRGbOp7UctFJDTLrNsIZfZcT/obUiHSaVGcKPS+6/FlUVFcQrXTEWn9GOMWyiA56+XiX9DYOiM+PRKiori7Kori3Q6Z8pVIyBUY4lEinkIBCdbRaWs7tL5rFgKGQTpJJJgl4NDmDpYbCVMUqZMS9WEWzwNyygPzfPyEfi+UWdnP+Uz6Bb+5H3vDaVGeGbDLP7z7xT3aua5GDo55giIgui9SMoZPq5bnqwuvfK51wXFwGpXgW18Fg0MLnV5gyzuaC095cGNbUiSYLAoXFCzROOuOtUxcGC5ks3POwD9Ny1v/E4w4+3/vU8w3+/juPVAPiRPPQXzTef5VB3cDUPA0Yi55qkvdi75o0o4rP/aR/HBveiiHHjKJqYh2Lvv0fjHhKCug9z66jaspQ6o8ZMyDLJKzZbvufBzB1p4FJVUOMS//vrAEXzgJFU/F4bBTTklOxvd1p7+E/vEQ+58zoHHbMSGadNZlSIdBQQ1Z1Ag+mqA7uB6TtWUeXLKoUKQThYIhgRZBIJNLvhWjC1cOJNnfJzqC+YABvrIJozPGDLjVkkV8iRS6dxdZtLMUiJnyao2EphoVoFttfvE6I5nwmLQfhwkHC8orCzBihcLgoCwL3R3/pFoyXbwXFko1NlFgtvhO/gGfaOXtfIywilzy2jkR7mru+96RMhN67Vt0zY+LcMPfSmVQOiXHqx+fg8RX3eruUDkV79li5QeGxF5wdffHqt/Zvrq61ZATW1CEU7hHSg5+t21XZdlvwTmPG1XU2c041efkJpz+wuLC89KjKGZeLAQtlwcKnmli+sMOxG/MoXPDx8fiDxXFIBKpCzL3x/Sz65n3kmrvklOO2exZTM3OETPPob2796kMYBdHiWFzLFD73l8sYMt5xEhlozEwWzS6gaKJZiEJgRO8UeQpSnVnWLtzR05OEI894++KkYkKxDFQhnm0Fo8tJTepz4dzeRVd7XPrMRysjUtz1CLv+RBTQpbs6KaTTBLweDJ+faGWVzLMupe9QRJbFICAlvJozGVRDoWDrhENhKiuqZDGgiCD3iGbROdHKZ8jl8gS8XnR/kEg0SjAcKYkBg5XYg/HfG+VjWRzoCeM74xt4Jp227zWWzW+vvoelT6zf67Eu/uf1KFimzajpw5gwewQz3jOJ8bMH3mXGZfBRtEdSdaXw4HRcNqornMYeb0Y0BhMOM1m/UiWXgSUvahxz4uB3kPjXw44TibAJGzPCpKHunUnoI493OrYtfEKR01stO+CV5xSOPr080jdWLe6QJ1wRrZw4s4qJM4rL2UJ0Tzv8c6ew9Jv3yAFOobWLlufXMeSUqf26HPHWFM//81VnmWy44gdnFY1wFrQ//hSaWLDuYs/wWMcDuTd44f6VtOyMy4tzRV2IMz52NCXlwLD8FTlzIUSIv6ayz72Fk8kkia4kPo+XYGWQyqrKfk+NEMuRTiZIdLTjFwViHg01GqOmorIkxOPrRXMmmSGVTqHqiozkB4MBKqOVRKKOGHbs/1JkUim8epZMwSDk8+IJRfCJ9JTwvqLBYsdqXYv+0GfBZ0FBqOEQwc88jhLY12To8dsXc/u3H3uNxZzQB+I6eOl3zqRxTDXjZ43A6y+d77pY2LVrF1/96ld55JFH5EBt/Pjx/PnPf2bWrFkDvWhFR9HuXZEgnD7XJJdT+PhF5tt2DhTWNT2tkZt3lk5U4VBpalFYvkbDI3LBgKOPfPtCwQMxY65FV7PCppXONmvbDYUc+AIManIZgyXzWx3LIxXe84G+c9Z4N4SGVhIdW0dmS5Pcv7f9YwG1R4/DG+m/L+iuHz7d3fgEwjUhZp/Tu8V47wYzk6HricdRNQvLVPA31OEfOqTXxMvKF7Y6j4EJs0aWVMSy7e67sVOdaB4hKFUq5x7Tp58n8mtTHRl5TAWqA1RVV/W7WJUtqBMJrEwKTbT79geIVFQSicVK6rsTxYCpZIpUIomiqximgT/oo6qqShYDirzxngYnqWQCv5HDyBXQ/F78wjkjHCUaDJaMaO7BWPQH7K7tTtbFsKl4z/jRXuEs7OYeuGkB9/5yvnwsBsqhsJeRUxr4+A1nE4wFqB7Suw2KyonOzk7mzp3LySefLMVzXV0dGzZskPucSwmJ5+/drLJ0jSIdNE6YpdBY+9bR0HlnGuzZ6iWfhc2rNbauNxk9cfBGUFvahWi20S3RUQzOmHdo4llwzBmO60bTVoWWbfD8/QqnfGDwbjvBzs0pOlrzzhMTxkw+9PbJfYm44B/2qZNZ9rU7pR2bUHEtz65k2Dn9EwnQ8wbz/+VEncVnf/C77yUUK56RVcudd2K0NkubRtWjMPyTV/aaSNq+toWX/rNGPhbv+OHrT6dUsLJZup56UrSukaOeyOGHUXFc34lnESHt6oiTyWaIxiJUVDqdAfvVeSIlPKRT+CydnGlK0eyPxqSHdKkIZ1ncmHTSM/SUjpCIHp9KRVUF4eg+hxKxrtlMBo+exS7oFLweghUVeINO58BSE80Cc+U/sHe9AIop04y0yeeg1k2Uv3v+/lXc+5vn2b6qWaYDiW9TFE9/854rGHN47wyWy50bbriBESNGyEhzD2PGDEyNTSlQtKW2HfGek51NR/ztX19ZbRMIOoJPXEhb95TGyfJQWbBMw8SWU1ZjRlmE3oXPfzAMwyc4HcnELdExuIWzYO2rnXLwIZgyq4poZfFebAJ1UeqPGy/3a3FrfrJbzPYDf/vek3IfE4Qrg0yZWzwnU6Ozk/SShagYMi2h+rSTiR41o9fef9va1h4jGyLVQSp6sVtiX9P0xz9gdbTK1Dc14GfIVR+Tbaj7AhEBFc4aetYgGAgQrYr0m3eyyPMVkdf2lhZIxzHzWWzNQ6S6jkh1TcnkN/c4aLQ2tRJvE9Z+Bqpfle4kNQ01UjyLvGaRjtLesodcZytqLolu2wSjMULVDcSq64hGoyUpnK1cHOOZb0K2XR7LnhO+inbkR+loTvKvX83np5/6N1tWNHVfoWDE5Hp+8vSnXOF8kCQSidfcRG7863nggQdkesbFF19MfX09M2fO5JZbbuntr3rQULTi+QsfMpk4Gt4zx+bM4w9OzM2cY8oorLBfW/tq0a5arzBqmHAWUKRLxBGHvfv87okzYdg4G1GLlm6Hl//DoOaJe3ZKUShyxg+fXV30F9ghZ8yQ6SUytzeXI7lhd79c0F+8f5W0eTIsOPOTc4hWhygWOh64D7OzQ6aT+OtqaLj88l59/799/0l005ZuNud8ag6+QNFO1L0GMaDILHkRRcxUKFB73rkERvReHvgB0zW6MhiWTjAWlAVsfYn08jUMkok4bc1NFLrasHMpdFshXFFFpK6RWEX/Rr7fbdS+va2D9uYOChlddgYU27Gmvkba+4lzUzLeRbxtD9muNnxmFsMW6cBRQlX1hKpqpZNJqazv67HaVmHceQJ4dMddQ/WgTTyL5S9s4bOn3MRt339KKmbR9VUw64yJfOmWixk6rmagF71kEBFl0UGy5/bDH/7wDa/ZvHkzN910ExMmTOCxxx7j05/+NJ/73Oe4/fbbB2SZix1PsVqw3XA7bNtjMXKoTeAggxixSmdcKo6xTFzBNISLAoM4bcNieKPNhWceespGDyLH+bBZ0LLFeb7pFTj6LCfPdbCR6CqQyzkDDtlh6pji9/wMDa8hUB8j39Il9+/kup1EJ/Str+A9v5xPV1tafl6oIsBxF/RvoeJbkd+6meTzT6KqBpapEpk1Cy3ae5Hh1l1xct32dCK3ctz00vBwNBNdtPzh56DnZMc078jRVJ15Vt8W56XTGLopu9rFKqJ9ZoPW01o6l0mTy6SgkJdd8nSPl1CsUub5ioh3sduw9SCbl2QyssDSyltyQCDymasqK+V6iHXt6mhDKWRkpDAU8KIrKmogSoUoBvT5SlYw74+17m7IJ5xJnqrhpGb8gG9+5HFWPL9VRvek/Z5tM2veeM696hiOOrV/O5kOBnbs2EEsti8f/EAzQ+JYFpHnH/zgB/K5iDyvXLmS3//+91xxxRX9urylQFGGZ1dsEsLZUW0Pv6CgH6Q2FDnOQ0dasgrXNoQVWVGu3rtG2NP982FNRp6371FZvbF31rN2GPhDIlgl8qgtnrnTQs8PvhSOZx/aRWtzTuaLVzX6GVuk+c6vJzZ5GB7NQtMszESqzz9vyZMbnGlSBY57/+HUFUljEOFX3PqnX0M2JQd3wXGjqbv8g736Gbd+93E62tJyZmfOuZOZfsJYihkhLHMb17Dr2s+g5JJoqlhym/qPfAwt0nfdH4X4yyUKMp0oXOkUsvU24qIuCgHjnR0k25pIdbbiNfOIy4I/Wkmoup5wVY2MeJeKcN7rTNKaJJvKYas2VXWVVNdXSbEY72in0LmbQqIFxdJRvQHwR6isH0qkulau66AQzuv/hb32dtCc/XXRnqO48OTHeGX+FplWJ84/mlfl1Etn8K07LnOF8yEihPP+twOJ5yFDhjBlymuLwSdPnsz27dsP9WMHNUV59E0aBZURm66UwtGH23gPcilVDRqG2rTtdA66ZNcgDJvKaClMGG2zfqtCwG8zemjvtNYORuD8q+GBX9voeWjZCjvXi657DBpElfaLzzbvfT72sNIQzgLN73HynrHJbu3btI3lz29hzeKd0sLQG/ByxoeLw6rItixafvl9jG0bZIqWaapE556I2ovm5ELYCHu6nov3yMkNFCtie+SWv0x60XwyC56RBdbStEtRaPjk5wlOmtK3RYJdXeQKBWKxiBR0vZn+JCKz0qotlUTVM2QzWYJ+rzzRq4GIjL4KEVBqIlLsX6JleaIrhWkYRCsiRCqcxiWZTBor04WtZynYKr5wJYo/QlU43O+dGfsa2yxgLr4BrLxcr3uXHcFv7wnJiJ6JsFFV8QW9fPfOy5leRLUWgxXhtLFu3brX/Gz9+vWMGlWcTlQDTVGede57zqI1ZSMahX3qQjlxc9B/O/04i+YdCqlOMTVhDcrUjfYuaE3YmJice5pJbXXvvbfXD1VDhHAWxWly9vcdbf9iZ/Wrnaxc1rnXVP8TXyse27W3o2LaWDqfWSIf603tGKksHuHp2AesXLBVCkeRW1k/JMqISfUMNFYuS/P3v4y+c6vTrMVWqTjjbCrPOr9XP+epfy5n1aIdsqp/6JhqLvzMcRQTViaJ2d5E/K7fYsY7MJr2dAtm51xpKwrh408jcsLJfbocIl3DyoLP5yVSGe6VQjURQZdtpTNpMmnhnJEjn9NlkxNV5JYFQlRFYkXfWvqthLMs2upKoFoawYow0Yooul4g3dWOx86QL9gEQxFp0SYGJH0RzR9obD2F+eB7UfQ92BpYhsoTixtlipSIQPu8Hs647Eg+/Z33EoyUSdeuAeaLX/wixx13nEzbuOSSS1i4cCE333yzvLm8kaKUlQ+9IExlIafDi6tsJo46ePEWrRRdhmyMAmx8VaFuGEyZPbhSD158RZU5z4KHn9P46Pt6J/LcwwkXKzx1m0WqHZY/aVNRBw2jS+9CdaAL8313CFEo9geFoSNChKOlU5muhQOocnpTNAbQ+iwhPdGR4b6bX8KybTRN5bL/7VsRdjCYqQSdt/0MY/cmmW2mqAqBI+dS/YErej0a17rbsfcR+0m4MoAv4C2Ohhkrn6ewbgnZ/94n+g5j6mIE4eSEyoizaAgSitJ47Y/xDRvVD37KKQqmLnN0hT1abzQEcfKZk/hsHbtQwPB48YcjqP4QVSGnBXWp0uOoIdpJG4ZFOBbAH/STSsTxWSmMfB7NHyBYESMUiQ26SPP+WBv+BimnwEZ0Br3qV6excadovGRx2kUz+Mx1Z1I3pHRmBQcDs2fP5t577+Xaa6/lu9/9rrSp+8UvfsHlvVyIPVgoSvH83mMVbrnfJuiH46e985OHmMUTfyUmuD2ewSWcBVPH23g0G8MUaS29K5wFXp+CtTfP3KZrj03DaEqePTvSe1M2ROrDF787TRZVlQrJ5etl2oYg2FiBJ9w3fsu7NrWTTjpWRqZpMWPeOAYSo2k7XX/7Bfn1K6WNlbjA+g47ioZrru31z9ILBg/cvnDvwOGq69/DQGLns2QevRljy3L0bWJKVYhk0RazRzRrKMEwaqSS2o9fi2/4WJR+sCpLJlKYeQW/aEISc1IO3k0RYDaTopARhXNZ6ShTwEsgWo0WcATzYIi+CuHc1ZYgX8gTDofweDXMbAd2PkMeD8FoNb6Q40tdKrnbh4K17QHsV/7PUR8mLFg1hDW7RCMOg+t+9QHO/n+zBu2godg555xz5M2lBMXz7jabfzxlyEKdi0/VGDf8nR9EJ73P4tm7FfJpG3+39/Ng4oVXIGfYeFSLM07omzbkM89QWfaoSSEFa56zCFcoDJ9SutFncZG+5Zdr5b04MVfX+Rk9vnS6UdmmSfLlV2Qhp+j25xvSdw4h8x9aJaOuohXB2R+dTaSib1JDDga9eQdt3/uEMPTtDrRrhOacTNVHvtwnn5fszNK6OyEfm4Y5IFPGdiGH2b6d3H9+idm0CTMel1WbYuBgW5qTsqJqhE44H8/QsQTnnokiCj76CeH8kMvmyOtZaqqqDildo0c0p9Mp7HxSRpyDPo2sohEIxwgGSzOf+c1wCh4TspDdH/CheS3UQie5XJ5gKIwWcgoeB8v6vhl2vgN7421yACj2ASGav3zr8fKcfPK50zjr0qNc4exSEhTdkTr/VYuubiOBhxaYXH3hO78oZFPQukNcaS3++2+4/GuDK+/5ucWOiBXeu4tXqUyb2PvR5yHjVHaNtNi52hl87NlglbR4Fu4azz/dJB8rts0XvzONQLB0ojv53S1YifjeYrCaU4/uk88p5A3uuenF7mc2x555GANF5ql/krrvJlRbmDIK0agSPPEcKt5/JYqnb6Kry17YgtVtdzn9uDGMmdJ/xYJWohlz00vkHvk1tigaEw0lbbVbNHtRvEGUSB3hcz6FZ+RktKqByUMX6RVG3iIYDBGOhN9x7rH4e+ENbefiZNNJmc+seX3YojCupqJk85nfan07W+MUsjpoNmGfipFL4vWp+COVBKI1JdUF8d1gvXQNtC+SqRrpjI/fPjgNE4XTzpnKDbd+eKAXz8XloCk6SXn0ZJWg3ySbh9NnH9oJVFxXRVta4RQgPXE7oHLg6516BRF1DASFWFbxaHDSrN4Xzj2MmKqya62BikXbZtiyBMYcVXS7zNsiIhzfu3bJvqhzfYDDjhDThKVDx3+eQtUcH3OtroHAUJEf2Pvcf+vLe6POwbCPUYf1/4FjWybZJ/9K+rG/iifyO1NEUdo5VxJ5zyV9+tmP3rVUpmwIHVM/srJfRJyVbMF45W4Kz98mvYudqqnunHYb1MbxeEYdRfD0j6JGe7E6+BAQ0eJUUjREMQhHgu8oB1n4GAvRbGTjGPm0/J4DAT+mFiHa3UZ7MInmnnXuEs4aCeFjrOD3mti6TtDnxfLXSNuwwZCScjBYO+6DxHJ5URYDw9/+ZzIL19fj9ai870NzBnrxXFzeEUWnhGIROOkoW140Pnn+oZ1IK+ugqg6S7U7UdP0SOPrMwTGq39kCS6WbjIVuQrBv0l4lDWNVZp2jsuwhx7VkzbM6gTA0TNRKKldYNERZsazDeWLbfP4bhxMKF92u/5YpG/ru3aiKiWWrVJ00q89aLf/jV/NlQwKRE37h1XOpaeg7j+ADYefSpB+5hdxz/5ZiQ2hImwC1X7sJz5C+tatav2I3C/+7Ye/g4dT3TevTz7P1HMbyf2M8/3vsdCeKLR3WZTGkbYI2YQ7eSSfhO+ocFOE0UQQI8ZzPFvD7AoRCwYMSuz3FgOlkF0ohQVY2/PCjaxX4w1HZQnuwieb9G8gkOlKYuok3UCDi91EwvCiBaiorKgd9mkYPdmId9pLPO9UmHo3HFg7l3pdGomNwwx8+zJyTB26Gy8XlUCi6I/dn/8zz8Mum9ENorFX47AWHNiofOQnWLHAiSFtfhcnHQLS6dATfm1FTAZGgTSqrUBm1qe7jtN2KBmfaWPSy1rBZ/p88jRs1Jp/qxxcsje3536d2y6l4FYURo8PMnF38HQX3J710OYqRl9+DFvASmd43F5oH/7KIjtaUtGhTPSpz+jFlQ1qU7dlA6s7vYDVtcVIVbA2tfjgVn7wRrXZIny/Di0+uQzecGoK6xhhHn9I3ncysbCf609djb30eO50SCcwyyiz+iYeeWZfhnXUJau2ooprKFxZyIupcKOiEY+pBOWwIASkK5URhXC6bJuBV8QYr8UariA7ywjgRZW9vFlHnJOFQXgpnw/YRqaohHIkOygHDmwln68XLQVWlL3leV/n67VMxDJWr//dMTj935kAvootL6Yvn3mL6ybB+oYja2SiWzbLH4fhLSitieiCWrrPpzFryQnvsdNG6vG8vPpFqlROv8LF+vk7bZpGdZtO63qBji8ExHwwRqir+C8C/7tgkTfeFLDr+tEYCwdLa7TOrV6OoTnqOp64GtY+meV96Yp0cZIh/x581hXFTG+kvck/8nvwzf5ZpSSIhUuzfnomzCL/vi/0inNuaE9z+m6f3Rp0v++yJvfbetp6GxFasxG6sDfdjrXsU27LBUpDtUHVNNsJQJ51B4IxvoXqKcxpf5iqnM3g0D+FQ5G2jpkJsp5OdZFNdaLZOwB9wIq6RSK94Qhd7gWBLcysd7e2EfTp+nw9/MIo/2tDrzWSKGdvMYa35HuhdcoBoeGq55hdj0U2RlmRz0Yfmls22cBlcvCMVMXr0aO677z5mzJix92fz5s3jC1/4AhdccEGvLNCpR2psbbaYOFzjyvce+glWHI9Tj1dY/ZzImbRp2QLbV1qMnlbakY6Vm4RHleNBu2lX/3xmtFZlyqleliUtMm3Oz0zdZsN/swyb5qN2bPFeCPN5E1Mk2IkscRVmHVNaye+F5mb0TcKizukcVzlvbp98TuueOItf2Cj3KxENvPCq/slBtPNpMv+4FnPTQsdcUlThqwqesbOJfuwGlH4Skqtf2UEykZWPxaa++Kp33xjF2v449o5HsbY8BcKSTOyGQjCLAbwl/DRtFC2EMmw2vrN/JIsBi9qjOJmRDUtE17dgKPC26R3JeCd6poOATyVnxwhVVMkUjcEulkSec3NTC8n2djzECYajRCtrCETrymL998daeS10LQSvBrrNTfdXMX91jKrKAN//+RXUN1YO9CK6uBwSRRWC27Tb5As3ZUSGAM1xg+v87+7CKcTzzjWQbneuVyuesKgbqRKuLN2T16ubHS8AsQbnndB/Ud9gTOW4DwfZtCDPlpcKeDSLzm3ipjP1rBCxIR78EWd5Us0F6RPtiyjoaYtIo0/mcQ4Ejz28nTVrO6QgGjIkzJGzi1egvB5LL9D511tRNceeztZC+EaN6JPPWjx/E8mEbCeJx6cx7di+N/Y21j9H4b83Y25fLVMXZHqQv4KKT/8Jra5/W8I+eu9SJ+qsKJz1gVnvakrdbnkJa80fsLc9Li3musPpTi6z1WPVrKAefimeOV9ECdVQ7MhcZ9HEQ/MQjUbesshNvDYR78JjximI71mroLqyetBHm3sGGa3NLXQ17yRfSFBXV00gNpRIZW1JN3g5FMx1/wcdTzqNFwyD7fYp/PYBHRSLeCrJqWdOH+hFdHEZHOK5LWFL4Sxoj9uYFtJR4t1wwiUaT9xsyGlSIeh2rTGZOKeoVvsdsWKTsO3qbpQxADnH447zM3yGl5dvTWKZQgTYrH00jaLahGJgZk2R6Oi4Qgh3CBsiDRq2blExNkjDzFi/Rl7SGXGydgRLXcPA+RW/U0R3tY5bb4JcqtvfWKX60ovQQqE++bxFz+8rlHvPhftmlvoCu5DBWPIP8k/+ymn2IYoCDQXPuKMJfegXKKJHfD/z9EPLsbqbA885deIhCye76b9Y869EtjgVpxnd6ZYqiYxC0aKoky5BG30qSsVISgGxXqIpSiFr4A95iMYib3oMy8LARBtmLk7BUghHqwnHagZ1bvP+26mzs5Om3dtRzAIVFTXEakdTUVlVNoWBPVh6HHv3P+VjUdysBydyxVd1ee3yahpf+cZFZZPz7TI4ecdH9Ac+8AE59dTDxo0b3/L1Ilohbq/Hq5v4xVTOfmR1g7pKG8NQ+J9LAniE19y7JFShMP5ohU0vmzL6vP4FS7pIiEK4UuS841X++bTF6EaYe8TArIM/pDLlzBDbl+TJx22MnMjftMknbFTFlukR8puTGt8m1ybiT9C6LEF8fZJgnZ+GWRV4Qx5Ub9+tQyaj87vfvipFkSgW/MrX+lYU9iaZRS9gtTftjVj6D5+Bf3zfdPoTU/EP/n3R3ufzzj+879wllt6BufIhrOb1qJoi3UMUNHzvuRrf0ZcMiHBesXSrtF4TVFSFmDV3wqHldq7+Jaz5tdPd1GlxCvWz0SZfhVJ3JIQaS3LKXgjiZCKJrhvEqsJvKgRFnm822U423UXA78UbrCIcqy4L4SwQ17mW3bvwKQUIBagfPo7KqqqS/M7fDbalY636nOMZa1nYaoQXEl9i+55b5e8NDK66+syBXkwXl/4Vz3fdddcbcp7fih/+8Id85zvfecPPv33hDK676Mi9zy3L5pqbEuR153ltZe9FCaee5GHnCgM9a6PasP0VncPf4yu5k9rOVou75ucRm8jUFCLBgZsGrR3nlbfdK/JsejaD5lXAFDMHiow4i8JMj0/ByJlOZFFEqVUbI2uT2pkmszuF6lVomFVNqDGIN9L765JK6WRFJFxsL9vG38fFlb2Fvns72fmPyu0munFrwydQef77+2x/3bmtHX/QQz5rEIkFmDBlaK++v+ggpz/5LaxdS7C72hxRKT2MFbTGiXiP/ySeKaczUNx9xwLyhiEj75NnDaem/uDt+WzbxO5cjv3yVZBvBU2Vx4ESHYEy+RrUcf+PUiedSmObquyMF46E3hAxFBHXTCZNKt6Bx87g9/lRg7VEo9GyEc4iVaVlzy6SyTZ8mo/GxhFlKZwl6Q2QXOE8VlXUmX9mzZ9WEQz6yGYLfOTjA9vy3sWlN+jzuaRrr72WL33pS2/4uff+z73m+Z+fTJMTU5xOrI1oL6ckTD7Rw+onCjIqtHulSc0Ik6FTSmsqbWuThS4CZMJ+r8lJcemF4Py7YugRfuomeNE8Cuk2g0LaonKUV0YVBSLHs5A0SGzNktiSJt+ly1QPiWHQ8nKLzHWtP7aO6KhYr+ZG/+73ryIavYvY5rnnjWHUqOJvx21lM6QfuwvFY4Kpgi9A1WUf7dOL8G2/eopcriD3q2NOmfiOxONbIZpgGM//EGvjY9hxp7uj3GEND0oghtI4Df8FP0EJVjBQFAoGK17ZKoWzWP/jTp580H9rFbqwF34COhd35zV3r5+3DnXuLShVUyl1nBbaGfL5LNV1VW/IdRZWdJlMRkac/VqeTMFDJFZDJBorq2n5rq4uOtpaCfu8BCtrqa0rzVmGd4sYTJq7bgGxn5gm+MezZovKj35wp/y91+vhK9dePNCL6eLyrulz9SiKJA5UKGG9LmXjpsfiCF2ooTKmUWPamN6NRI6c5mH3SoP4Hicft3mdTuVQlVBl6ZzgF23QERnP4ip/wfEetCKx3fMGnG0YbXzjdyaip4FKL4EZXqonh0lsyZBtyZLclt6b26EoFu2LdhN/dRf+Kj+VM4biq3h3Mw9iJmPR4iYsxckQHzYiTLGTffER8kuelfnOohW14lMJn3MpSh9G77KZAqte3Sa76gkmTu2dqLPVvhbzpZ9gbX7a8TGWXuEaSqgWpW4GvvdejxIZeOeTxS9uYPWK7XsH7Zdccfzb/o2dXIu1+37Yeus+0dwjlEZejHbkTxksCPFsFCy8AT+RaPg1kWQRcRZNQKxcO4aeAV+YiuoawuEI5YQYPHS0NaHn02jhCmrrh5ZNxP0NZLdA/EXnsaahTvkxbS85Fk1iMBEIeNHE7IzLG1DC9SiR3m1KpVh9UyPjUiQFg0LotCVEXqwH0R7lgyf3zcl38ileVj1RINNm0b7FZFFThuOvCsuoaSnw8hrhViw8nqEyUhRf3TvC49eoPiyKPSmCPqOK5NYEnavaZSRaU00U20LvKtA2fz0Np09B8x/6AOrnv17M1p1xVFSGDYtwwfnjKVbM5q1knvwrVkeLyMfZ22HOO24K/glT+vSzH39wGevX7ZbR+WhliCuuOeVdvZ8d34K57JdYGx8GPY/iEbnOKkq4Du2ID6FN/5CMOhcL7e0JmWIkzkHjDxuC93WD+tcUA3Y8h93yGHbTg864T0RWRXGsuA+NQTnyFyixvv2++hMnqpzFMA1iFW902EinU+TSHRh6VtqxeQPV0sO4nBD7hWi9nYonCIdC1A4dKtNVyhUrvwvbExKV4yi+YSxd3sX/u+w7cpZ06uSx/Oznn8HnK71rl4vL63lHe/HWrVvf8LNnn32Wd8tLGzLoto6KTUVY4QMn9I14rmjUOOK9Pl7+q/BzdQrdti/OM3KWv+gFdFOHyc4OMcBQCQcVzp1TurZPIgLhi3mpmVZDbGyUPc9sx84bshGIiEKLosOOBeuoPWEyyiHYrYgL2oIXhQm2ja2YnH76SOrriu+iLrpt6cseo7ByPnYqIf0UxQDCVgOETjwP/xFH9+nnp1M5/vSbx+QMgIjPj5/c+K6iQtb2xzBf/DYk9shmOnZ3XrN62Pl4jvkiSkXf2Oy9G6776l/IWzkUVD7zv2cdcKrdzrdg7f4r9s47nB/0iGbxWtWHctSNKHUnomiDy4pMOmeksrIpivB17ikUFKI6mYyTSbYTEKushPEFa8rOw7ini2CyswWPqqOF6qmsKq3upb2JbeWwtoj6Jh00D+r47/DCn1ZjCtssUVBayDJjZvEGMVxc3glFMQTc0SYsbJwecGJU6hfFZ31EpFZl5FEe9qwsYBs2217OYxk2444vbhuzu+ZnaUk4jgBVlRpjhwyOaUFvxMeIc8aRb8/QtXQb6Fmnm14hTdeSdVQePfkdX5D/fMdyVq5vRsNLTXWQi953aNZjfYFtGtidO7GS7egrn8HcvWmfx7Gl4Jl8DP7Z70Gr7Hs/6icffoUN63bLhAURcf3V7Z94Vw1BrGeu3HdWMVSUqvGo49+HeuRni1JUJZNZLLun6ZBFfcNrGzbYRhKr6zmsrTeimGnHPcAQ1oea6JOOMvGrKLXHo/gHPv2ktxEDUOGekctm8fq8e6POMgdatNsudOBRDQp6iEhFTdlFnPdGneOdJBMJPN4AVdU1b+l/PfhRsMWJzHb6ECxbvpuf3XinM8ZUVT57zYUDvYAuLoNLPB81NsCQKpVUzubbF/fthUhcxCeeFJDCec8qEcm12fNqjrZ1eaaeFyFSVxSb5A08sCizt4nDYBHOPchcuNow9adMov25VaBnUDQbKxmn0NaFv67qHb3f/Bd3YCs2plLglFPGM3LEwKcJ2LaF1boJY+HfsTu2OU1PDA1FEykaKmqkGt+cC/GMnd4vQnPrlmauu/Yv3d7OMPPosVRUHVpeuNX8AtaLV8uziSLGd/4YyvRPos74LIpanMeT4PvX30kilZYX/bPPP5ojZ49/zfdlrPs05LY5MxjSr1aBwHDUCd9Cic1AUUt39udghGE2I5qieAkE/FIUOs1P2lHMpOzcGQpXEAhXEQi8dbfBwYoYXGSSHfi84A3FqK4u/mY3fYnVfr8oWgLNh1J7Kb/91kK5jYSYvvDCU/h//++0gV5EF5deoyiubN+/t4k9XY4X9LrdIqWi76vvRx/jl84QqRYdIwuFjMXahxL4wgrjTokSri2KTSNp6jLY0iyKBUXShsoZRw7O6Ibq0ag+bjKdLyxB8zqehbmtW9+ReN6wuYNFr+yScifg83DRBQfvntCX6Av/gr3x2e76MtVpQy06zYlnY2biP/pc1MqGfluepx5dRirltKOuro7x+zs+e0jvY+fasRZ+GayMszLBKtQT/oA6pG/aiPcmmzftcQYPKgwdsU/42EYCY/sPsfXdMjVDDmUUD0rDJWijXusSNFgRQjmXF/nOOqFwpZP/nO4kn+nC49EIRqoJRSrLNtLqtCtP0tWVkGXutRXVZdcI5fVYiZe6Hym0tLSw4MVXu893Nicc73YTdBlcFMXRHuxulCEOtICvfypxRSvpI84Ls3Npji0vZGWerZ5xbpufSTD+9BjByqLYPLy0LoeJgYoHC4PTZwzeSI8W8OKLii6FhvQDtgqpd/T3jz+7mUzOEd51DREOnzxw7bhlkVm2HWP+T7ATu2SurGKpMipOqA61YhSeccfgGXNUvy7X6lXb+MVP73G6eCgKF3/weIKhdy6CbCON9cKHUHK7pEWbbdqos79bEsJ5yaL1LHhxuTymKisifPqz58ifW7ktmLt+ip3Z6OQ2K16U8Cy0cd9HEdWPZYJo+CEOwYA/IN2SUqkU+XRcevXaaoxorLKsxaIThW/Do5l4AhFqass86pxZha3vBM0Ltocb/9hES6soBle4+MJTufTSgfNxd3HpC4ri7DdhiMhzthnX6OeqU/v3JDRspp9wnUbX1jxNy3OoikWu3WLlXW00TgtSPTZIuGFgoyt/e64dyzawFYv3zAgQ6raGG2xY2ST5rSvQtBSWmP8TxWZe7zsSqy8sdDx7RbzwnDMGJtfZTu7C2vEM1p5XIL7baUEtymE1C/w1+E76PErVSNm2diD4+1+fJZXOypmM6TPGyla57wSxna3dD8LK/4NsC4hiWwPU8Zejjnk/pcDWrY7vtBiMoppUVkWwrSz6jutBb3PsAU0LpfIUPCO/Tjkhosy5XB7d0AlFApimiW0mpCuOqUSorChv4dzjNJJOJ8nrKlV15dd++/WYrXeBJexHVah4D8s3rHOCB7bNscceMdCL5+LS6wz4EZ8tWHz/3l0y6vzK1gLLt2U4dmL/Wf2IkXHVCC+Vwz1E6j3sWJDAzNvS+aN1RYbWlWkqR3ilV3HN5DB62iTU4N/bBKS/0jZMCnIbnTDltUVNgwHbyGN2bsdoXuf0NVaF27eJZXgITTzsoN9nT3OS5xeJHFWBwntPHUt/Nwiw1t+FvflB2QDG6dHcYz1now4/Gs+x1wyYaBasWrmVO+94QlpHiQHGGWfPOugca3kxFFZtq78D+XanCUKP80T9MSgzvk2p8Ne/PYplm6iKyv987QNSOOe3fwGUZHdhYAGt6ky0IZ+m3DAMg2w2h8fjlYVeuWyCQi5DIBAhFImVvVAUg4uuznYUdCKRMNU1NUVZENtfyPOCx4elaSimwdMLOnl50XIZMDjuuOlc8eGzB3oRXVwGn3j2exSGV/vY0V7A51EYVj0wUV5x8qubFJC5I9ueSzh5jiIfVbFI7cqT2pWjc21CznSHh/tpmFmJL+pB6+OWz3LkPjFAW9Jg+ugAFx83cN3YehvbyGJlWjF2L3daEYqNbmuoqoWlBAiMPRxP7OAHC5u3dwjdjWVCQ22IUcP7b6BhZ5uwl/8U4psd0awpKKaT10xkONrUy1AbDx9Q4Sz45z+eIV8QhbIKo0Y18OlrnHSFt8PObsfa/mfs3f/e53EsQtdChVfPRp1zK4q3+BvR9LBkyTpMdNFJm9paL4W2X2MTd1qlqCpa7WVodZeXpSgSRV75nGjU4xROqnZOFgV6/LEDNrwqN0RjmEIhRSZrUldXUbZ53z1Y6UVY2aXSns4OjOWux7rb4CpQWRkpy2PIZfAz4OI5p1tUR1W2t5tcMqeOEbUDe3KuOyxI7cQA7RuyNC1JSb9aM2chO0p3NxPLNmXY9kgG1acy/OR62fzDV9E3J9BHX0nw1/ntwgKY7W02IX/pp2xY2RbsfDtmh4g0W06FtiGsGrqtc2tGERh6GIpQwu+A39z+IgXT8ew9bd5UQsG+d0OwrQJs+wf2zofAFCkAsrYM2/KhjHovSu2RqLUTUbSBv8CuWbONP936ILatye38oY+c9rYXNlvvwm57EmvTT8EuyFkBZz1VCIxCnXQtSsM8Sok1a7biD3goFHSmTxvOSUctxsyvcPY3D6j+mWUrnJ2ugRnZ4VJTbTQlQy6vEwhXEw6Hy3KbvD7q3NnRTi6TIRqJUF1bjfcdpJYNRqzCFmzNIwfSHe3t/OveF1HwcOSMyfzo+9cM9OK5uAxO8fzCugRLtzhFYX+d38KNV4wd8LbTYpq9dlJI3kSaRsvypHDfIbU9Q77L2BuVtgomu55wmnGIVA5LN6mcXI2/0o+3wt/7FxqlNC/GmClsy8BOrZGNQezUnr2RCdm6uXu9tOoxeGomoHgDh/Q5YrpZWsBhMfOI3mkz/aafV+iArsWw7e+gJ5CjK7EqYmwTnYh6+OdQwkMoJhYuXI0u0kkwiEXDfOoz573pa21Lx4rPx9ryMxS9HTy27H0gRbMaQxnzOZRhl0iRVWr88Y8PkEwl5Vj4O18THWJWO1Ez00ALz8Zb+/myFYmiMUohXyCXyxAMqE7qVDhKKFJRvi2nXxeVt8wEBcPAH4yUpb/1/ti2gZF+0ikU1OCOh0Py2FEUk6OOmsjIEY0DvYguLoNTPE8ZHiLsV0nnLY4aGxlw4fx6vGGNYXOc6X/7yAoZKG1d2iFTOGQwsXuGKt/udC3sWLxTakF/bZDwyAoCDVE84UOPOm5qymBahvQD/sp59SXVbQp9B1auRXrlSjdh2eNFOubLhiAy/ClF82FosfEonkPfTguWbGX+ok0yjzcU9HHx2X1TpGJ3vgzxRdC5SLag3TsdIVZFNM8YfSHK6IuKzt9427YmvvPdP8qBhaZq/O9XL3vT19pmCmPbDdD5rExjkuWXcv08KKOuRh3+4ZIWl80t7bId9xmnhZh6hMiy8Tk5zoEj8NVcVdLr1hviWeQ7W3aBSCQkZ0w8vljZR1cFonCyva2Vjo4Efn+Iuvrask/ZELUCNnknamBb3PvwSnlOHDqkgU9+/OKB3p1dXPqMAb/CG6bFuEYPyazFTz84mmJGjqg1aJhdQ+20SvKdeXY/u8eJrjr9lbqDqDaFjjR6ZxrVp1F/ygQ0r4bieedRun+/3CESRzBMWC89sIsb20pj65sgt0HkZ3RrS8cr12nXLDRYRBbQadUzUION7zg940AIMSRRbILB3tutbTMDuc2QEM4ZC6AQly4M3QamewcASvQwGP8ZlNBwipHHH3+ZZDIjH4ejQa666twDRpGs+H8xd4gUDdFJT0WRViEqSvVpqOOuL3lhuWnTTv7zyHx8XpUbvt+AqonSYA+qrxF/tWjqUr6RRDFzk0gkyWRThAKmrAcNiqhzyIkmljuiFbdhJuWx7/XGiEQilDtG6iHonpFY/KrNstVpua+ce/bxHDZpzEAvnovL4BXPN/5nO69uS8rHv3hkB3/+9BRKAVEoGGoMMfYi5wSRa8uSb8uQ2dGJmXaKbQS2rtP65EoZOY6Mr8cTCaAGPHhjYRTP24vG4TVeVmwHj6Zw1pHF57QhHCZk2NXcCFYLtt4CdsbJY5aODt2mE/hQgiOkcFYik3t9uv9Xt/0X09KlO8D/feWMd32xt/NbsVOLIPESihF3xLKpOxcKIZ7F8otb9YnQcBaIdStSgbFnTxvf++Gf5CBPLOOHP3Tma35vGXHMrvuxup6EQpu0JJODHjEV6xmGNuHnqL5qBgPJVAZNU7n2fxupqOpODzJ1/LEPl7Vw7ok6x+MJDCNLMFhBMFxJOByTx1S5I3Kdk4kuOtq6sPFRV1/urbgdTGM7tjhPmCavrm7b+/NTTz52QJfL5dB47rnn+MlPfsKSJUvYs2cP9957LxdccIG7OYtRPI+qC8qCfedx6TX/ULujyaHGsLxVTqnFyOqkNrWR3RlH85pYOUtaQKQ37kbVTFRNpGGApzJGZPrUN704NccLPLS0XT4WNVoivaUYsGkFOqUzBvYSaceGKdqwyuZ5IPS0QBHiayhKdAaKFuzTJhNLV+6QKQmmZVHQZX7IO0K4CmA2Y6eXQuYl0EWEWe9OW3BmHSRiij82DWpPQak4kmJHCOaf3vhXEgmnrsCjanz721dimZ3oyfuxMkuxjXYUQ0fB2DcLIOo4R/wvWvV7GEx887rfgWJy6mm12KpfFC7g9c9C846j3MWhEM7ZTJxI2IPmCRMOu37Or8kFLyTxeFW83ijRaLRoB8v9hW0lsWzR/MmLpXj4w992y5P/hy97H2eeceJAL57LITrJTJ8+nSuvvJL3v780PPvLVjyLaGE0ANNHRfn6+aModUSxoTfso2raUHlLbWomuVq0+e3+vWKjeGxpx2ZnWkgvbcM/ZBS+YWMPmNKiqU6gU9j4VYX7/+typKMIIcfBswps4YG7vXt9hHi2HKUlctVNEdn0YKthUOtlZ7b+KChbtHwb8VRGBoeHD6nkrHkHP3thm53YhWVYufUohY1OhLk7x1wOAnoukKGpUD0Nokeg+Eon9/yBB//LLbfei6poMnnmyivPJZ+6FyP3nJhzlYJZRtBltbwz6FCCk9GGfgXVX1wFj++W1rZOVq3eyGX/r4FRY2LdrbmD+EJvXjhZTvm88Xgcw8yjKGEi0fJtvX3AVtypJJ1dXeRzFvUNVe62kQOuvAxYyDIWRaErYWDZNieeOHugvzKXQ+TMM8+UN5ciF8+daZ3r/rVRPv7vmjyrdqWZOTrGYCIyrgF/fQwzlSO1dqfjiysEi0fHX+2kq5gdqyhoCr7G1+aI3f1yKwWzIK3XhlX7qYn2nyWSreTlTQksAzXtWMlZGSeybHcr+p5iOYEyEdQCeCaiqrX0J489twZDJGgCsaiPmBiNvQUyR92OYxUWYeeWgJV8XWGcyM1WwTcSJXIsRI9HUUvPjqqltYOf3HibfCwucrNnjeT6b/jQC8/KfVDRvNimiDiLdQ6jRo7GU3EWSmAcipgaGWT88jd3kEh28qnPHgW+sBwsqHYjqlpFuZNIJEgk4rLYNlYhbOlcf979BxbpVBxNE8XIEZnrXO5RZ4FRWACiOYplc+Ov19LcmuGyS8/n8g+8sZ7CZeCP7/0Rfu2uZ3sJi+eQT6Ui5CGeMQh4VYZUDk4Dfm80KG+BIVVSuBXaOrA7nkP1OV3oLCFtEs3wOvG8drcQ10LUmYyp7/ttYysm+FulaMa/3vmZiMIKjewxQfTWkD8U4jgD9lRQRJ6oF8UzMM1bWtoT3H7PC3vzea+8eM6bvta2C5jmQizjRSeYrmdRVCGke6YFxC2GEjoOJXA4ire0bZZ+9ou/8OqKdTKXZurkRu64fTqGsdGZDZDdZBS04Al4AtPRgtNQRErKIGb5irVMPTzG8BGi0EtYC3oIaG6URYjDrq5OVLUgI/GBgNtF8PVT2emMaMet09jY4BYKdlMovCrvVVUhnhStuC0uOv+M/j+wXd6WESNGvOb5ddddx/XXX+9uuVIVz3e+sIvOdE6qlrNm1tFYYuJZTll5mpxUBhFRVpvAGu5ELWVKg9i87WDXgN0s5sNR1Aa8VSHMfM4JcJoa6BqehjfmXD64pAnTMqWmO+Gw3o/I296c01o1uh0CnTK6rIgos6Ag24s59mu2AUYdmCGwQ2CNcvwziiD48uBTy2lqE53hIBryc+Ul+8SzpXRhKWlsqxWbZix7E4qiyxQTRbQhFKkm8nurAm0Caux4FC3Wp7nZ/UUymeapZ17Esi1EU7h//+twghHRITOIbaTRtPEEwpeiaqWTgvJu6OxK8PhTz/O5z01D0fzOYMsWxXClPUDqDTKZDJ2dXVL8VFZWEYuJY6AIDu4iQOwnImpXKGSk60hFRaW7bUTQomUlqFkCgTCJziQPPrqTSDTAuWefOtBfmcsB2LFjhzyue3Cjzu+eAVUJm1tEJyt5hqIt2RPWLH5s3y5sjyiY01E8ouEHIIrULFFltQX0gpPRIEW0KDrzgJ6XL7OsKLaRQg1b2Hq3z3HdDDwVda/5jLW7krQlRf6hsNKCk6b0jtuBrZrY0U5sLYcda3aWU0zdi9xlX8FxKNubumBDdjKYQTCrZfpIMSGizt/59X17o87nnDJNRul17wZMzyZsOp31EutnCKcMsa5Kd9RVDAyGoniHowZOL8lmH2/F72/5BytXryMc9nPPPfOIVoWwrTyKZeDxHUcgeN6gjzTvTyGvyyYfH7xiKqg+uU941fGuEAJSqRR2dwtuvz/qejq/rilKOhPHNG38/oAsFHSB1s5nGD5MnD9MXl6WYHdTgcce+Ju7aYoUIZz3F88uJS6eNdWSVd6CKcPCFBO2L43tyUMmhuLLYIumHqGdznSvtmtvuq8IykoJLKOY8if7UoEVkZbRfd+TIWwnHF2qCUti8VovnuqJb/j8HR3CfN6S0SCvpnD4iHd30rY1A6siiRXuRPF3R5cNOXLpji4LkSki6OJ8GIb4BBTbg2IXr8D64z+fo60zuTfX+Vc/PY508DHHm9jIouDF1sUARKhm0R7PGayoylQ8vtkogzTXtam5jR/97Bb5+JrPTWbmkWLmQxR1+vGo0wn4ziu7yOKz81/mzLNHMnZ8vTPY0jx4eeNxV27ouk5XV7ss3Iawe4F9HaJQMJNOyH1GRJ09ntKflXq3iIHW8FHCmUfMQpqsXpNn0XMPMnXKpIFeNBeXfmNAzwRbW9IoUtSI4kEnMjsQWAGROgIEkljVzVDwgZZ0tJahoNg5pyOeLN4T4rKnYE50VfI7t3wdqK1gitHdhu7ficdtYIup4TaZ6mALD2SR8dDdZ0MNH/iEc/uzW6Qyt1H5wJzh+PZrsCJLDodFMYeEREgNrSWDp6WAWWNhRSzUjHiFhRkSqSE2St7GjiSxtbwj2HW5JI7LgmWhto+V4krJV6JYpVEYt6e1i+//7n5Z5DdjRi33/Pt0jJgoyAxgGxmnw58pZjNUVHOoXF/NmoyqRFDU4vPL7k1+9os/kkylOO/8sXz5K0fuzV3XlCEEvedTjrS2tXPpZdNQpD2dSIUKodFAuSNSNvJ5p2BWFAm6DhuvzQVPpZxCK683JFNaXMCwWlDUbjtQVePr//MnVLX0bGZdDjwLtXGjY+Ig2LJlC6+88grV1dWMHDnS3WTFIp7nTanlHwt2yKDt+2b3jS2WKLezKkypOC1/Hqu6gNYWAPE4oKOmNKxax0tZ0UX6gg2BvDO9L6b2NdNpKy0Ky4SAFr8vNEjRqeSHoxj7pVOYjhC2meq8n6o5US6xgiK4KyNe27DNdqdrW6ABxXfg9e7KiEGFuMibjKrdd2KyIn4Kc8dih7zYlo5t5jCGB8jrWTDTThEcForwKDa674VYECkkuhDgIsLsg6wPtWVod3S5tFIWxHb8xNdvlp7Ol102iV/9+iQnmi+iZ3JVFDR9KN78eFRLpJvsVxA4yFm9dgM//82fOGrWCH5/y7lOUxcri6pWEFIvpFzZuHkdH7tmuuOqoil4jRkDvUhFQSaTQpe+6B4ikYqym5F4K/L5PLmc2D460ajbilsgC95Z1F03YKHZ413hPIhYvHgxJ5988t7nX/rSl+T9FVdcwW23Oc5NLkUgnu9euANLRlfh6VXNnDdr2Lt+T7NawRIpjRU6VpWNFrexqrrzqY0CimlgRHQniiyaxoVkzwSJbXulWJXuC/kAaAXn3huHQhhyQRTx5umRb5n/q8jk2u7H+12M5GPvaBTvW7chLxgm29pSmLZFXdTP1Wc4HtB2yI957ESUsNfp7CfSEXpydYVPr4iIC0s1S+Rci8hyd1rG3o3jQUn48exu2CcoS5CHnlnKY88v59zzJ/Or350tq71tIye/SDUXJZA8CtUqz9a5t9z6d6Ye3sAd/7iEQDDguKUoQQLKKWWV47w/uVyeSYfbaCLqLFMVCnh49+eawdCOW2wLcZrw+cJuPu/rSCYTZLIZPF4/1dU1bsqGJI/FLvlI1In4teJvFOVy8MybN8+xcnUpbvF81JhqHn21Seq8I8cc+pSY7VUojAliB4QphONOISLHipXHFK5qPXnJPUJz/31DF0JXtFq20fY0SvGsFAIo+j7nD1vmLjtNJvoDYVG3drczXdiazJLIGlRFA5gnHg4RP5qiYJtZbFGYWBDey4YzGFAUlIyINpsoloraJbaBiuXJoeYDeHZXovTYspUou1s6uOTzN/LVa0/mm99+jxx8WWZe2o752yfgzb228LKc2LW7ifsfuZ+nn72G+oYwtqj+VG181iw8vNaqqJzYum0H77twBprmx7JM8ukKwkF3mlkgak58vgCBgJuy8frtkstlMAwdrydEMBgcoL23uDBJS0ciUY+jWBoa5Xu+dSlvBrj6wXAu8LKbXk9P57fHCngwGyOyZ7VIWbA8IirrFB7KPFcRee0WykpBCE1HMHq3BbD9GmqnH/w6dkBHa4tAwYkUv5k4FqkN/cmija1ySkyM7FXFZkRdCE4/Cq0yhm2ZUjB6NrWjvbpNvl4UH1o1qsxt1uJivV9/oh88VbYr1m1j1uyRXPedC2TEzLJ0DLE92hrx5so3J1FEC37+21/y8qKvU1kZxLYNmZavGVPwcfAdFwcjK9Ys5v0znX1DVTUqgk5aVbmjqiqqKmaxfMRibsrG66PymUyWgD9IKBRzrb16touyce+1UlXrZFG2i0s5MqDi+b9rWpysZNvm9uc2ceXJ49/wGun41lAp84+tCh9WZRCjVohfmUQsbd+k5hXRRyE4hW42wLtZpDWoeNpUFH3/A7w74pQu3insNbuFb7Ehne9sxUatiEB1bG8etbJhJ+qr2/ZKfZF2orZ0Dx4GOZ/61u+48+5PShEkEAWR3tYheLLlbSG1ctVaZh4dpKqqx7VGQ7NG47WnU+55q1/9xs+YetTVTJo0hKbdGYZW9o7tY6lTKBTkTXi+Cg9jIaZdHLLZLIYh3I581NTUSZtDF2F12o6qOj7pmul6pLuULwN6thzXEHFyc4Vnb1fmNb+zq6PY58zBvmAu1omHY807HHP6KKwRVSg9U2iOIbF8qHboeHbmCS1IE1pQwNtk492joXR7KZcSXz3vcCqCYlxj877ZIyCZha6U88u2OOrSTSWcsXzotHUk2L6njVRKDJScnykZf9kLZ8E3vvND2tuTe/PVrEIlXvOoks5t7w1u/cs/2LJ1J7OP/A5z53yPrWuGFJ1f+UAg9hPhtCFEojiHer1uBHH/AdeePXsoFHRp3Sfacbs4TcFsVaQTKjJFUFNctxqX8mVAI8+fOm0if39hCznd5OOnvs5zdfIoCDtRYsU2ncInnIYhii4ajOiowuouk0GLF/A0ddvNDQLqYgGa/nAJ7ak8jZVB6exhP74IIiFIZpx22WVINBKkpirCZz51O9//wUWcefwsIpnyjjj3kMnk+PrX/s2uXZ2ceNxxnHXqR1yRCIS6B9rZbAGNKubOOXagv6ricU0oFKQ1XTgcdi3qXieehTj0ej3SossdWHTvM0o7mhpy0uVMFc0uj+6kLi5FJ55njatl+28vJJHVGVP/OhEUT8OIehk3s/OG9DNWtzfJdA3PxlbUuIiYDF68HtURzt0owjYv0d3cpEzx+7wsvudG/vPMIo6ITSaadqffe/jdL37IV7/1PeKtNcw79lJXOHfzocsuoqOzk23bd/KVL3x6oHbdokOkaIiIqhCJ4t5NS9iH6LTYI5rdVuX7sNQmZx5LOLgqVW6+s0tZo9gD5Eti/eNjb/l7uVDDap2W13s6ynzy2YUj3+9uhDdBHX6Mu21cDp6QsCDa5yrh5jq/kZ7Lout73U2mDdO3FDyimF003pqEZo1xj7r9jqVDJZFIUFFRQXzPZmKx3p1JTSSSVAwZSzwed7uH9jJF22tUiuVdbQO9GC4uLi6DFlc4HxhXNB8ArbuZmLBEVfZZubq4lCNu5YyLi4uLi4vLW2MMde5tH4rlpsy5lDdFG3l2cXFxcXFxKQ5UfQoYYxzx7EoHlzLHFc8uLi4uLi4ub4m0vbRD7lbqIxLJZEm8p8sAFwy6uLi4uLi4uJQzuVyOMWPG0NTU1Cfv39jYyJYtW6SLjEvv4YpnFxcXFxcXF5cBFNDCd70vEF7urnDufVzx7OLi4uLi4uLi4nKQuG4bLi4uLi4uLi4uLgeJK55dXFxcXFxcXFxcDhJXPLu4uLi4uLi4uLgcJK54dnFxcXFxcXFxcTlIXPHs4uLi4uLi4uLicpC44tnFxcXFxcXFxcXlIHHFs4uLi4uLi4uLiwsHx/8HJjmV4N9+gE4AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tqsom = get_generalTQSOM() # Load pre-trained SOM\n", "heatmap_frequency(tqsom, loops) # Plot the frequency distribution of loop types " ] }, { "cell_type": "markdown", "id": "f0c33eef", "metadata": {}, "source": [ "### Finally let's compare some of the samples with their Best-Matching unit " ] }, { "cell_type": "code", "execution_count": 25, "id": "7071b998", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Best Matching\\nUnit')" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nloops = 30\n", "fig, axs = plt.subplots(nloops, 2, figsize = (2, nloops))\n", "\n", "for row, loop in enumerate(loops[:nloops]):\n", " bmu = tqsom.get_BMU(loop)\n", " prototype = tqsom.get_prototypes()[bmu]\n", "\n", " ax1, ax2 = axs[row]\n", " ax1.scatter(loop[:,0], loop[:,1], cmap = \"inferno\", c = range(len(loop)), s = 2)\n", " ax1.tick_params(labelbottom = False, labelleft = False)\n", " ax1.set_ylabel(row + 1)\n", "\n", " ax2.scatter(prototype[:,0], prototype[:,1], cmap = \"inferno\", c = range(len(loop)), s = 2)\n", " ax2.tick_params(labelbottom = False, labelleft = False)\n", "\n", " \n", "axs[0,0].set_title(\"Sample\", size = 9)\n", "axs[0,1].set_title(\"Best Matching\\nUnit\", size = 9)\n", "\n" ] } ], "metadata": { "kernelspec": { "display_name": "hysom_local", "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": "3.14.2" } }, "nbformat": 4, "nbformat_minor": 5 }